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NGFS Climate Scenarios Data Set
<h1><strong>Notice to users of NGFS long-term climate scenarios</strong></h1> <p>The NGFS informs users that the academic paper underpinning the physical risk estimates in Phase V of its long-term scenarios, Kotz et al. (2024), has received critiques in a post-publication review at <em>Nature</em>. The authors have revised their analysis, with limited impacts on results. The updated paper still has to undergo peer-review.</p> <p>The NGFS closely monitors the academic process and will incorporate any necessary updates in future iterations of its long-term scenarios.</p> <p>Users are reminded that neither the NGFS, nor its member institutions, nor any person acting on their behalf, is responsible or liable for any reliance on, or for any use of the NGFS scenarios and/or supplementary documentation. This also applies to the use of the data produced under the scenarios – see section 5 in <a title="https://protect.checkpoint.com/v2/r02/___https://data.ene.iiasa.ac.at/ngfs/%23/license___.YzJlOmlpYXNhOmM6bzpkYjlkNzM0YWJiNzc3OTZkOWFhNjVkMzJlOGU5OWMxMDo3OmRlNWI6MDc1NDk3ZWUxNDE1MGNiM2I3ZThmOTQxZjAxNTY5MzUxNmQ1ZTUzMThiNWEzYzk4NGQ3NWEzNzlmM2IyMDhjNjpoOkY6Tg" href="https://protect.checkpoint.com/v2/r02/___https://data.ene.iiasa.ac.at/ngfs/%23/license___.YzJlOmlpYXNhOmM6bzpkYjlkNzM0YWJiNzc3OTZkOWFhNjVkMzJlOGU5OWMxMDo3OmRlNWI6MDc1NDk3ZWUxNDE1MGNiM2I3ZThmOTQxZjAxNTY5MzUxNmQ1ZTUzMThiNWEzYzk4NGQ3NWEzNzlmM2IyMDhjNjpoOkY6Tg" target="_blank" rel="noopener noreferrer">https://data.ene.iiasa.ac.at/ngfs/#/license</a>. Thus, while the NGFS climate scenarios are certainly a helpful tool, they do not alleviate the responsibility of users, including banks and other (financial) organisations, to design and implement their own risk management frameworks.</p> <h1><strong>Download information</strong></h1> <h2><strong>Please do not request a data download here.</strong></h2> <p>Rather, the data is available for download at the <a href="https://data.ece.iiasa.ac.at/ngfs">NGFS Scenario Explorer</a> under this <strong>download link:</strong> <a href="https://data.ece.iiasa.ac.at/ngfs/#/downloads">https://data.ece.iiasa.ac.at/ngfs/#/downloads</a>. In order to download click on <em>Guest login. </em>You will be forwarded to the downloads page. At the <strong>bottom</strong> of the <strong>downloads</strong> page you can download the data.</p> <p>The license permits use of the scenario ensemble for scientific research and commercial use, but restricts redistribution of substantial parts of the data. Please refer to the FAQ and <a href="https://data.ece.iiasa.ac.at/ngfs/#/license">legal code</a> for more information.</p> <h2><strong>About NGFS</strong></h2> <p>The Network for Greening the Financial System (NGFS) is a group of 127 central banks and supervisors and 20 observers committed to sharing best practices, contributing to the development of climate– and environment–related risk management in the financial sector and mobilising mainstream finance to support the transition toward a sustainable economy.</p> <p>This Scenario Explorer is a web-based user interface for NGFS Scenarios. This provides intuitive visualizations & display of time series data and download of the data in multiple formats.</p> <p>NGFS scenarios were produced by NGFS Workstream on Scenarios Design and Analysis in partnership with an academic consortium from the Potsdam Institute for Climate Impact Research (PIK), International Institute for Applied Systems Analysis (IIASA), University of Maryland (UMD), Climate Analytics (CA), and the National Institute of Economic and Social Research (NIESR). This work was made possible by grants from Bloomberg Philanthropies and ClimateWorks Foundation.</p> <p>The bespoke scenarios developed in Phase 4 of this project are generated by state-of-the-art well-established integrated assessment models (IAMs), namely GCAM, MESSAGE-GLOBIOM and REMIND-MAgPIE, as well as the NiGEM macroeconomic model.</p>
Data set of article : Using hypnosis in competition period to enhance self-confidence and to reduce anxiety among volleyball players
<p>Abstract: The aim of our research was to test the influence of hypnosis on the evolution of self-confidence and anxiety. Our sample included (N = 7 volleyball players) of a Tunisian Volleyball Team, aged 16 to 24, were followed daily for four weeks to enjoy their training and followed a program practicing the use of hypnosis. To assess the evolution of the psychological variables, participants completed the following questionnaire based on three measurement times (at the beginning of the experiment, after two weeks and at the end of the four weeks): The Competitive State Anxiety Inventory-2 (CSAI-2). The questionnaire (CSAI-2) was obtained statistically significant from the three times analysis of variance (Alpha = .78). A one-way model ANOVA revealed that hypnosis improved for the athletes (p < .01); self-confidence increased (p < .01) and cognitive anxiety decreased (p < .05). Correlation analysis revealed that changes in hypnosis were moderately related to changes in self-confidence (p < .05).The results of the study showed that hypnosis can enhance self-confidence and reduce cognitive anxiety. These observations allow us to guide future interventions with athletes to strengthen them psychologically.</p> <p>Key words: hypnosis, self-confident, anxiety…</p>
Data set - From plagiarism to scientific paper mills: a profile of retracted articles within the SciELO Brazil collection
<p>Data set - From plagiarism to scientific paper mills: a profile of retracted articles within the SciELO Brazil collection, published in Ethics & Behavior journal (<a href="https://doi.org/10.1080/10508422.2022.2141747">https://doi.org/10.1080/10508422.2022.2141747</a>)</p>
Data set related to the article: "Gender Differences Associated with the Prognostic Value of BPIFB4 in COVID-19 Patients: A Single-Center Preliminary Study."
<p><strong>Abstract:</strong> In the ongoing global COVID-19 pandemic, male sex is a risk factor for severe disease and death, and the reasons for these clinical discrepancies are largely unknown. The aim of this work is to study the influence of sex on the course of infection and the differences in prognostic markers between genders in COVID-19 patients. Our cohort consisted of 64 adult patients (n = 34 men and n = 30 women) with PCR-proven SARS-CoV-2 infection. Further, a group of patients was characterized by a different severity degree (n = 8 high- and n = 8 low-grade individuals for both male and female patients). As expected, the serum concentrations of LDH, fibrinogen, CRP, and leucocyte count in men were significantly higher than in females. When serum concentrations of the inflammatory cytokines, including IL-6, IL-2, IP-10 and IL-4 and chemokines like MCP-1, were measured with multiplex ELISA, no significant differences between male and female patients were found. In COVID-19 patients, we recently attributed a new prognostic value to BPIFB4, a natural defensin against dysregulation of the immune responses. Here, we clarify that BPIFB4 is inversely related to the disease degree in men but not in women. Indeed, higher levels of BPIFB4 characterized low-grade male patients compared to high-grade ones. On the contrary, no significant difference was reported between low-grade female patients and high-grade ones. In conclusion, the identification of BPIFB4 as a biomarker of mild/moderate disease and its sex-specific activity would open an interesting field for research to underpin gender-related susceptibility to the disease.</p>
Data set related to the article: "Transfer of the longevity-associated variant of BPIFB4 gene rejuvenates immune system and vasculature by a reduction of CD38+ macrophages and NAD+ decline"
<p>As we age, our body experiences chronic, systemic inflammation contributing to the morbidity and mortality of the elderly. The senescent immune system has been described to have a causal role in driving systemic aging and therefore may represent a key therapeutic target to prevent pathological consequences associated with aging and extend a healthy lifespan. Previous studies from our group associated a polymorphic haplotype variant in the BPIFB4 gene (LAV-BPIFB4) with exceptional longevity. Transfer of the LAV-BPIFB4 in preclinical models halted the progression of cardiovascular diseases (CVDs) and frailty by counterbalancing chronic inflammation. In the present study, we aimed to delineate the action of systemic adeno-associated viral vector-mediated LAV-BPIFB4 gene transfer (AAV-LAV-BPIFB4) on the deleterious age-related changes of the immune system and thereby the senescence-associated events occurring in C57BL/6J mice aged 26 months. Our in vivo data showed that 26-months-old mice had a higher frequency of CD45+SA-beta Gal+ immune cells in peripheral blood than young (4-months-old) C57BL/6J mice. Notably, AAVLAV-BPIFB4 gene transfer in aged mice reduced the pool of peripheral immunosenescent cells that were shown to be enriched in the spleen. In addition, the proper tuning of the immune secretory phenotype (IL1βlow, IL6low, IL10high) associated with a significant reduction in SA-beta Gal-positive area of aorta from AAV-LAV treated mice. At the functional level, the reduction of senescenceassociated inflammation ensured sustained NAD+ levels in the plasma of AAV-LAV-BPIFB4 old mice by preventing the NADase CD38 increase in F4/80+ tissue-resident macrophages and Ly6Chigh pro-inflammatory monocytes of the spleen and bone marrow. Finally, to validate the clinical implication of our findings, we showed that Long-living-individuals (LLIs, >95 years), which delay CVDs onset, especially if LAV-carriers, were characterized by high NAD+ levels. In conclusion, the new senotherapeutic action of LAV-BPIFB4 may offer a valuable therapeutic tool to control aging and reduce the burden of its pathophysiological disorders, such as CVDs.</p>
Data-set of CO2, CH4, N2O dissolved concentrations and ancillary data in Lake Victoria (March 2018, October 2018, and June 2019)
<p>The data-base contains 4 xlsx files:</p> <ul> <li>CTD_Lavigas_123 contains vertical profiles of CTD data (water temperature, specific conductivity, pH, oxygen saturation level (%O2)), partial pressure of CO2 measured with headspace equilibration with a Licor, CH4 and N2O measured with headspace equilibration by gas chromatography on samples collected with a Niskin bottle, obtained in March-April 2018, October-November 2018, and June 2019.</li> <li>UW_Lavigas_1 contains the continuous measurements in surface waters of partial pressure of CO2 and CH4 measured by equilibration with a Los Gatos Research portable analyzer, plus CTD data and bottom depth, obtained in March-April 2018.</li> <li>UW_Lavigas_2 contains the continuous measurements in surface waters of partial pressure of CO2 and CH4 measured by equilibration with a Los Gatos Research portable analyzer, plus CTD data and bottom depth, obtained in October-November 2018.</li> <li>UW_Lavigas_3 contains the continuous measurements in surface waters of partial pressure of CO2 and CH4 measured by equilibration with a Los Gatos Research portable analyzer, plus CTD data and bottom depth, obtained in June 2019.</li> </ul> <p>For vertical profiles (CTD_Lavigas_123) water was collected with a Niskin bottle and two 60 mL borosilicate serum bottles (Wheaton) for the determination of CH4 and N2O were filled with a silicone tubing, allowed to overflow, poisoned with a saturated solution of HgCl2 (100 µL), sealed with butyl stoppers, crimped with aluminum caps, and stored at ambient temperature in the dark. Samples for the determination of pCO2 were collected from the Niskin bottle in 4 polypropylene 60 mL syringes where 30 mL of sample water were equilibrated with 30 mL of ambient air (5 min of vigorous manual shaking). The pCO2 in ambient air and in the equilibrated gas phase were determined with a Li-840 calibrated with N2 and a suite of CO2:N2 commercial mixtures (Air Liquide Belgium) with mixing ratios of 388, 813, 3788, and 8300 ppm CO2. The overall precision of pCO2 measurements was ±2.0%. Concentrations of CH4 and N2O were determined via the headspace equilibration technique (20 mL N2 headspace in 60 mL serum bottles) and measured by GC with flame ionization detection (GC-FID) and electron capture detection (GC-ECD) with a SRI 8610C GC-FID-ECD calibrated with CH4:CO2:N2O:N2 mixtures (Air Liquide Belgium) of 1, 10, 30, 509 and 2011 ppm CH4 and of 0.2, 2.0 and 6.0 ppm N2O, and using the solubility coefficients of CH4 (Yamamoto et al. 1976) and N2O (Weiss & Price 1980). The precision of measurements was ±3.9% for CH4 and ±3.2% for N2O.</p> <p>In surface waters, pCO2 and the partial pressure of CH4 (pCH4) were measured with a Los Gatos Research (LGR) off-axis integrated cavity output spectroscopy analyzer (Ultraportable Greenhouse Gas Analyzer with extended range for CH4) coupled to an equilibrator (Frankignoulle et al. 2001). The reading of pCO2 and pCH4 from the LGR was compared in the home laboratory to the values from CH4:CO2:N2 mixtures (Air Liquide Belgium) of 1, 10, 30, 509 and 2011 ppm CH4 and 431, 1088, 4,385 and 22,029 ppm CO2. The instrument did not show detectable drift between the start and the end of the fieldwork, and the factory calibration gave satisfactory readings against standards.</p> <p>Both approaches to measure pCO2 and CH4 show excellent agreement (Borges et al. 2022). Water temperature, conductivity, pH, and dissolved O2 were measured with Yellow Spring Instrument (YSI) multiprobe (YSI EXO-2). Depth was measured with a Humminbird Helix 5 G2.</p> <p><strong>References</strong></p> <p>Borges AV, L Deirmendjian, S Bouillon, W Okello, T Lambert, FAE Roland, VF Razanamahandry, NRG Voarintsoa, F Darchambeau, IA Kimirei, J-P Descy, GH Allen, C Morana (2022) Greenhouse gas emissions from African lakes are no longer a blind spot, Science Advances, 8, eabi8716, 1-17</p> <p>Frankignoulle M., A. Borges & R. Biondo (2001) A new design of equilibrator to monitor carbon dioxide in highly dynamic and turbid environments. Water Research 35/5: 1344-1347</p> <p>Yamamoto S., J.B. Alcauskas, T.E. Crozier, Solubility of methane in distilled water and seawater. J. Chem. Eng. Data 21, 78-80 (1976).</p> <p>Weiss R.F., B.A. Price, Nitrous oxide solubility in water and seawater. Mar. Chem. 8, 347-359 (1980).</p>
Conveyor Belt Idlers Acoustic Data set for Fault detection
<p>This dataset collecting the acoustic signal from 135 idlers of conveyor in real mine by using inspection robot. More information in details about this data is provide in this paper " <strong>Inspection Robotic UGV Platform and the Procedure for an Acoustic Signal-Based Fault Detection in Belt Conveyor Idler</strong>"</p> <p> </p>
wind turbine high-speed shaft driven data set
<p>A commercial wind turbine with a 2 MW power output was installed with a condition monitoring system. Data was collected at 10-minute intervals. The data was sampled at 97656 sps for 6 seconds. Bearing envelop analysis was performed by band passing the signal between 9 to 11 KHz. Welches spectrum was used on the heterodyned signal with a DFT length of 4096, and with an overlap of 2048 points.</p>
Data set related to the article "Predictors of Prognosis in Patients With Secondary Mitral Regurgitation Undergoing Mitral Valve Transcatheter Edge-to-Edge Repair"
<p>This record contains raw data related to the article <em>Predictors of Prognosis in Patients With Secondary Mitral Regurgitation Undergoing Mitral Valve Transcatheter Edge-to-Edge Repair</em></p>
Data set related to the article: "SARS-CoV-2 Lysate Stimulation Impairs the Release of Platelet-like Particles and Megakaryopoiesis in the MEG-01 Cell Line."
<p>Abstract:</p> <p>SARS-CoV-2 infection causes a considerable inflammatory response coupled with impaired platelet reactivity, which can lead to platelet disorders recognized as negative prognostic factors in COVID-19 patients. The virus may cause thrombocytopenia or thrombocytosis during the different disease stages by destroying or activating platelets and influencing platelet production. While it is known that several viruses can impair megakaryopoiesis by generating an improper production and activation of platelets, the potential involvement of SARS-CoV-2 in affecting megakaryopoiesis is poorly understood. To this purpose, we explored, in vitro, the impact of SARS-CoV-2 stimulation in the MEG-01 cell line, a human megakaryoblastic leukemia cell line, considering its spontaneous capacity of releasing platelet-like particles (PLPs). We interrogated the effect of heat-inactivated SARS- CoV-2 lysate in the release of PLPs and activation from MEG-01, the signaling pathway influenced by SARS-CoV-2, and the functional effect on macrophagic skewing. The results highlight the potential influence of SARS-CoV-2 in the early stages of megakaryopoiesis by enhancing the production and activation of platelets, very likely due to the impairment of STATs signaling and AMPK activity. Overall, these findings provide new insight into the role of SARS-CoV-2 in affecting megakaryocyte– platelet compartment, possibly unlocking another avenue by which SARS-CoV-2 moves.</p>
Data set related to the article: "The longevity-associated BPIFB4 gene supports cardiac function and vascularization in ageing cardiomyopathy"
<p><strong>Aims</strong></p> <p>The ageing heart naturally incurs a progressive decline in function and perfusion that available treatments cannot halt. However,</p> <p>some exceptional individuals maintain good health until the very late stage of their life due to favourable gene–environment inter-</p> <p>action. We have previously shown that carriers of a longevity-associated variant (LAV) of the BPIFB4 gene enjoy prolonged health</p> <p>spans and lesser cardiovascular complications. Moreover, supplementation of LAV-BPIFB4 via an adeno-associated viral vector im-</p> <p>proves cardiovascular performance in limb ischaemia, atherosclerosis, and diabetes models. Here, we asked whether the LAV-</p> <p>BPIFB4 gene could address the unmet therapeutic need to delay the heart’s spontaneous ageing. </p> <p><strong>Methods and results</strong></p> <p>Immunohistological studies showed a remarkable reduction in vessel coverage by pericytes in failing hearts explanted from elderly patients. This defect was attenuated in patients carrying the homozygous LAV-BPIFB4 genotype. Moreover, pericytes isolated from older hearts showed low levels of BPIFB4, depressed pro-angiogenic activity, and loss of ribosome biogenesis. LAV-BPIFB4 supple- mentation restored pericyte function and pericyte-endothelial cell interactions through a mechanism involving the nucleolar protein nucleolin. Conversely, BPIFB4 silencing in normal pericytes mimed the heart failure pericytes. Finally, gene therapy with LAV-BPIFB4 prevented cardiac deterioration in middle-aged mice and rescued cardiac function and myocardial perfusion in older</p> <p>mice by improving microvasculature density and pericyte coverage.</p> <p><strong>Conclusions</strong></p> <p>We report the success of the LAV-BPIFB4 gene/protein in improving homeostatic processes in the heart’s ageing. These findings open to using LAV-BPIFB4 to reverse the decline of heart performance in older people.</p>
Data set related to the article: "The Longevity-Associated Variant of BPIFB4 Reduces Senescence in Glioma Cells and in Patients' Lymphocytes Favoring Chemotherapy Efficacy"
<p>Abstract: Glioblastoma (GBM) is the most common primary brain cancer with the median age at diagnosis around 64 years, thus pointing to aging as an important risk factor. Indeed, aging, by increasing the senescence burden, is configured as a negative prognostic factor for GBM stage. Furthermore, several anti-GBM therapies exist, such as temozolomide (TMZ) and etoposide (ETP), that unfortunately trigger senescence and the secretion of proinflammatory senescence-associated secretory phenotype (SASP) factors that are responsible for the improper burst of (i) tumorigenesis, (ii) cancer metastasis, (iii) immunosuppression, and (iv) tissue dysfunction. Thus, adjuvant therapies that limit senescence are urgently needed. The longevity-associated variant (LAV) of the bactericidal/permeability-increasing fold-containing family B member 4 (BPIFB4) gene previously demonstrated a modulatory activity in restoring age-related immune dysfunction and in balancing the low-grade inflammatory status of elderly people. Based on the above findings, we tested LAV- BPIFB4 senotherapeutic effects on senescent glioblastoma U87-MG cells and on T cells from GBM patients. We interrogated SA-β-gal and HLA-E senescence markers, SASP factors, and proliferation and apoptosis assays. The results highlighted a LAV-BPIFB4 remodeling of the senescent phenotype of GBM cells, enhancement of their sensitivity to temozolomide and a selective reduction of the T cells’ senescence from GBM patients. Overall, these findings candidate LAV-BPIFB4 as an adjuvant therapy for GBM.</p>
Long COVID data set : physiotherapist and physiotherapy students KAP study
<p>A data set analyzed from cross sectional study among physiotherapy and physiotherapy students on their knowledge, attitude and experiences on long COVID management is appended.</p>
In-situ stress data set of eastern margin of Qinghai-Tibet Plateau
<p>A total of 1181 sets of in-situ stress data were collected from 111 measuring points located at the eastern margin of the Qinghai-Tibet Plateau</p>
Deidentified Data Set For The Impact of Interviewer Characteristics on Residency Candidate Scores
<p>Interviewers with lower academic rank had higher odds of changing their post-discussion scores of residency candidates compared to professors. Future work is needed to further characterize the influencing factors and could help create more equitable decision processes during the residency candidate ranking process.</p>
Klang Valley MATLAB codes and data sets
<p>These are the extended SEIR model codes to simulate the ten-compartmental behavior, and optimization of the model for the time frame of 1st October to 31st January in Klang Valley, Malaysia.</p>
Data Set of the Study "Fostering transdisciplinary research for sustainability in the global south: Pathways to impact for funding programmes "
<p>Supplementary survey data to the project "LIRA 2030 – Fostering Transdisciplinarity in Africa". The data set contains a survey that was conducted in three cohorts to find out about the transdisciplinarity competence and learning within projects funded by the Leading Integrated Research for Agenda 2030 in Africa (LIRA2030) programme of the International Science Council. The survey encompassed 13 rating questions and 9 open questions.</p>
Light and Perception: Study of the Effects of Daylight and Artificial Light on Affect, Mood and Sleepiness under a Sky-Lighting Machine - Data-sets A-B
<p>These data-sets contain information relative to the Paper entitled “Light and Perception: Study of the Effects of Daylight and Artificial Light on Affect, Mood and Sleepiness under a Sky-Lighting Machine”</p> <p> </p> <p>Data-set A contains Affect, Sleepiness and Mood data divided by participant ID (N = 28) and session number (N=9), summarised by Task (Reading and Game) and Light Condition (Daylight DL; Artificial Light AL). We coded AL as 0 and DL as 1; Reading as 0 and Game as 1. </p> <p> </p> <p>Data-set A includes as factors Gender, Order and Time of Day. Plus these subjective parameters, used as predictors in the models: perceived Color of Light and perceived Level of Light (Brightness). </p> <p> </p> <p>These photometric values were included as predictors in the model: Mean Illuminance, referred to as Room Illuminance; Mean Correlated Color Temperature (CCT); Variation, defined as the Standard Deviation (SD) of the Illuminance values; mEDI means calculated with CIE S 026/E:2018 on the spectral values of the two median Illuminance measurements taken over the time-span of thirty minutes; Illuminance measured by the actigraphs, referred to as Personal Illuminance. Personal Illuminance values were asymmetrically distributed and were logged. </p> <p> </p> <p>Data-set B contains relevant Health Symptoms data divided by participant ID (N = 28) and session number (N=9), summarised by Task (Reading and Game) and Light Condition (Daylight DL; Artificial Light AL). </p> <p>Data-set B includes as factors Gender, Order and Time of Day. </p> <p> </p> <p>These photometric values were included as predictors in the model relative to data-set B: Mean Illuminance, referred to as Room Illuminance in the paper; Variation, defined as the Standard Deviation (SD) of the Illuminance values; mEDI means calculated with CIE S 026/E:2018 on the spectral values of the last two median Illuminance measurements of the session. </p> <p> </p> <p>The file Light-Perception_Exposure-DL-Data-set includes photometric measurements each 30 minutes in Daylight conditions. </p> <p> </p>
Blood and skeletal muscle gene signatures of exercise training in men (Muscle data set)
GEO Series GSE111551. Homo sapiens. 26 samples. Type: Expression profiling by array.
Co-expression Networks of mRNAs and non-coding RNAs of bones around implants in hyperlipidemic rats (RNA-seq data sets)
GEO Series GSE113520. Rattus norvegicus. 8 samples. Type: Expression profiling by high throughput sequencing; Non-coding RNA profiling by high throughput sequencing.
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.