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4,015 results for “experimental study”
Figure 1. Scenarios and experimental design for assessing a in Pilot study: investigating the role of biofouling in transmission of Ostreid herpesvirus 1 (OsHV-1)
Figure 1. Scenarios and experimental design for assessing a range of biofouling organisms for the potential to spread OsHV-1. A. Scenario for the OsHV-1 transmission pathway evaluated by field surveillance. B.1 Scenario for the vessel biofouling OsHV-1 transmission pathway. B.2 Adaptation of the vessel biofouling scenario for a laboratory infection trial with Pacific oysters and biofouling organisms evaluated as intermediates for transmission from injected Pacific oysters to naïve Pacific oysters.
Sulfaguanidine Solid-State forms: An Experimental and Computational Study
<p><span>Computational data:</span></p> <ul> <li><span>Crystal structure prediction anhydrates</span></li> <li><span>Crystal structure prediction monohydrates</span></li> </ul> <p><span>Experimental data:</span></p> <ul> <li><span>IR spectra (dat files)</span></li> <li><span>Moisture sorption/desorption data</span></li> <li><span>C16 Solubility data</span></li> </ul> <p> </p> <p> </p>
Data study "The Impact of Augmented Reality on Biodiversity Learning in a Pedagogical Scenario Based on Analogical Reasoning: An Experimental Study"
<p>This data was collected in 2023 as part of a study on the impact of location-based AR on biodiversity education. </p>
Figure 9. Experimental Page Rank dependency on Markov Chain length with balanced distribution-Study of a Random Navigation on the Web Using Software Simulation
<p>This paper explored different implementation choices for analyzing the most important<br> parameters about a web. Many researchers explored the use of new search engines for studying the<br> evolution of the web (Ntoulas, Cho and Olston, 2004). Another important research is realized about<br> the Link Structure Graph (LSG). The LSG captures a complete hyperlink structure from the web<br> and models link associations reflected in the page layout (Rodrigues, Milic-Frayling and Fortuna,<br> 2007). For further works ideas like extrapolation methods for accelerating page rank calculation can<br> be developed (Kamvar et al., 2003).</p>
Figure 7. Experimental Page Rank dependency on Markov Chain length-Study of a Random Navigation on the Web Using Software Simulation
<p>The next diagram proves that the values for Experimental Page Rank depend on the length<br> of the Markov Chain, while Algorithmic Page Rank remains constant.</p>
Experimental CCN properties of 6 pollenkitts and two mixtures with ammonium sulfate reported in the study "Cloud condensation nuclei activity of six pollenkitts and the influence of their surface activity" by Prisle et al. (2019)
<p>Critical dry particle size Dp<sub>50</sub> measured for supersaturations 0.1–1.4% with a DMT CCN Counter (CCN-100). Size and composition resolved, and size-averaged hygroscopicity values calculated using the method presented by Rose et al. (2010), Cloud condensation nuclei in polluted air and biomass burning smoke near the mega-city Guangzhou, China - Part 1: Size-resolved measurements and implications for the modeling of aerosol particle hygroscopicity and CCN activity, <em>Atmospheric Chemistry and Physics</em>, <em>10</em>, 3365–3383.</p>
Experimental surface tensions of aqueous poplar and ragweed pollenkitts reported in the study "Cloud condensation nuclei activity of six pollenkitts and the influence of their surface activity" by Prisle et al. (2019)
<p>Surface tensions measured with a ramé-hart goniometer (Model 250) for aqueous solutions of varying concentrations comprising poplar and ragweed pollenkitts and their mixtures with ammonium sulfate</p>
Experimental Approach to the Study of Anharmonicity in the Infrared Spectrum of Pyrene from 14 to 723 K
<p>Dataset for the article "Experimental Approach to the Study of Anharmonicity in the Infrared Spectrum of Pyrene from 14 to 723 K" (DOI: 10.1021/acs.jpca.8b11016 )</p> <p>- Data folder: data for band positions, widths and integrated intensities, which were derived from the infrared spectra of pyrene embedded in KBr matrices at various temperatures [14-723]K.</p> <p>- Spectra folder: infrared spectra of pyrene embedded in KBr matrices at various temperatures [14-723]K. Subfolder Total_spec: full spectra in the [3200- 650]cm<sup>-1</sup> range. Subfolder region_spec: individual bands at positions given by the folder names in cm<sup>-1</sup>.<br> In both cases, data at low (≤300 K) and high temperatures (≥300 K) are given in the low_temp and high_temp folders.</p> <p>All data is provided in .txt format.</p> <p> </p>
A comparative study of experimental configurations in synchrotron pair distribution function
<p>Raw data for: Synchrotron X-ray pair distribution function analysis of tricalcium silicate pastes; doi: <a href="https://doi.org/10.3390/ma12081347">https://doi.org/10.3390/ma12081347</a></p> <p>The identification and quantification of amorphous components, and nanocrystalline phases with very small crystal sizes, smaller than ~3 nm, within samples containing crystalline phases is very challenging. However, this is important as there are several type of systems that contain these matrices: building materials, glass-ceramics, some alloys, etc. Total scattering synchrotron pair distribution function (PDF) can be used to characterize the local atomic order of the nanocrystalline components and to carry out quantitative analyses in complex mixtures. Although the resolution in momentum transfer space has been widely discussed, the resolution in the interatomic distance space has not been discussed to the best of our knowledge. Here, we report synchrotron PDF data collected at three beamlines in different experimental configurations and X-ray detectors. We not only discuss the effect of the resolution in Q-space, Q<sub>max ins</sub> of the recorded data and Q<sub>max</sub> of the processed data, but we also discuss the resolution in the interatomic distance (real) space. A thorough study for single phase crystalline nickel used as standard was carried out. Then, selected cement-related samples including anhydrous tricalcium and dicalcium silicates, and pastes derived from the hydration of tricalcium silicate and ye’elimite with bassanite were analyzed.</p>
Bead tracking experimental ground truth for studying size segregation in bedload sediment transport
<p>Video sequences to study size segregation in bedload transport were recorded. Experiments consisted in mixtures of two-size spherical glass beads entrained by a turbulent supercritical free surface water flow over a mobile bed. The aim is to track all beads over time to obtain trajectories, particle velocities and concentrations, for studying bedload granular rheology, size segregation and associated morphology.</p> <p>This upload consists in :</p> <ul> <li>a 1000-frame experimental image sequence recorded at 130 fps with approximately 400 beads per frame (about 300 coarse and 100 small beads). The image resolution is 1280x320;</li> <li>the ground truth in the directory \result . It was obtained based on a tracking algorithm with subsequent expert modification. The tracking algorithm was developed by H. Lafaye de Micheaux et al. The code implementing the tracking algorithm is available on <a href="https://github.com/hugolafaye/BeadTracking">https://github.com/hugolafaye/BeadTracking</a>. The ground truth is a '.mat' file containing in particular the variable 'trackData' being a cell array of tracking matrices. There is one tracking matrix for each image of the sequence. Complete information on data format is given in the file readme.txt in the github BeadTracking package.</li> <li>In addition it contains three files allowing the user to run the BeadTracking package specifically on the experimental sequence : <ul> <li>sequence_param.txt : parameter file</li> <li>sequence_base_mask.tif : to remove the base</li> <li>template_transparent_bead_rOut10_rIn6.mat : a template for bead detection</li> </ul> </li> </ul>
A comparative study of the effectivity of MSC-based, NP-based and combined therapies in an experimental model of NaIO3-induced retinal degeneration
<div><strong>Background</strong></div> <div>Mesenchymal stem cells (MSCs) are currently tested as one of the promising options for the therapy of retinal diseases, due to their immunomodulatory and neuroprotective abilities. However, there are several limitations associated with this type of treatment. Therefore, combinations of MSCs with other therapeutic agents are being considered. One of such approaches is represented by the application of MSCs with nanoparticles (NPs), which are widely used in medicine for their antimicrobial and immunomodulatory properties. Nevertheless, there is a possibility of negative effects of NPs on MSCs.</div> <div><strong>Methods</strong></div> <div>In this study, we tested the <em>in vitro</em> and <em>in vivo</em> effect of silver (Ag) NPs on the properties of MSCs in an experimental mouse model of chronic retinal degeneration induced by sodium iodate.</div> <div><strong>Results</strong></div> <div>The results showed that simultaneous intravitreal administration of MSCs with AgNPs had no effect on the survival of MSCs in the eye, but a less effective regulation of Iba-1 (activated microglia/macrophages) and interleukin-1β expression in the retinal tissue compared to MSCs or AgNP only treated groups was observed. However, all treated groups had decreased expression of the gene for galectin-3 compared to the untreated control. In addition, MSCs applied alone or in combination with AgNPs and sorted from the degenerated retina on day 7 after application had increased expression of genes for specific retinal markers, and for transforming growth factor-β and insulin-like growth factor-1 compared to untreated naïve MSCs. On the contrary, the increased expression of the gene for glial cell-derived growth factor was observed only in the MSCs combined with AgNPs. However, the application of MSCs with AgNPs triggered increased expression for the IL-6 gene in the CD45 cells separated from the retina.</div> <div><strong>Conclusion</strong></div> <div>Overall, the results show that the application of MSCs or AgNPs has an immunomodulatory effect in chronic retinal degeneration, but the combined application of MSCs and AgNPs could decrease the effects of a single therapy.</div>
Complex excitability and ``flipping" of granule cells: an experimental and computational study
<p>Electrophysiology dataset for Complex excitability and ``flipping" of granule cells: an experimental and computational study.</p> <p>In response to prolonged depolarizing current steps, different classes of neurons display specific firing characteristics (i.e., excitability class), such as a regular train of action potentials with more or less adaptation, delayed responses, or bursting. In general, one or more specific ionic transmembrane currents underlie the different firing patterns. Here, we sought to investigate the influence of artificial sodium-like (Na channels) and slow potassium-like (KM channels) voltage-gated channels conductances on firing patterns and transition to depolarization block (DB) in Dentate Gyrus granule cells with dynamic clamp - a computer-controlled real-time closed-loop electrophysiological technique, which allows to couple mathematical models simulated in a computer with biological cells. Our findings indicate that the mimicked extra Na/KM channels significantly affect the firing rate of low frequency cells, but not in high-frequency cells. Moreover, we have observed that 44 percent of recorded cells exhibited what we have called a ``flipping'' behavior. This means that these cells were able to overcome the DB and generate trains of action potentials at higher current injection steps. We have developed a mathematical model of ``flipping" cells to explain this phenomenon. Based on our computational model, we conclude that the appearance of ``flipping" is linked to the number of states for the sodium channel of the model.</p>
Raw data for Machine learning approach for photocatalysis: An experimentally validated case study of photocatalytic dye degradation
<p>Specification of affiliations:</p> <ul> <li>Hassan Ali - Centre of Polymer Systems</li> <li>Muhammad Yasir - Centre of Polymer Systems</li> <li>Hamza Ul Haq - Laboratory of Alternative Fuel and Sustainability, School of Chemical and Materials Engineering,</li> <li>Ali Can Guler - Centre of Polymer Systems</li> <li>Milan Masar - Centre of Polymer Systems</li> <li>Muhammad Nouman Aslam Khan - Laboratory of Alternative Fuel and Sustainability, School of Chemical and Materials Engineering,</li> <li>Michal Machovsky - Centre of Polymer Systems</li> <li>Vladimir Sedlarik - Centre of Polymer Systems</li> <li>Ivo Kuritka - Centre of Polymer Systems</li> </ul> <p> </p> <p>Raw data for the research paper. Information on the data collection are described in the manuscript. </p>
fMRI study of experimental endotoxemia in humans
<p>This dataset was acquired at Hannover Medical School, Hanover, Germany. The study complied with the Declaration of Helsinki, and was approved by the local ethics committee (#7427). All subjects gave written informed consent, and consent to publish their data anonimously.</p> <p>Using high-resolution functional magnetic resonance imaging (fMRI) we recorded brain activity in healthy male subjects undergoing experimental inflammation from intravenous endotoxin. Four fMRI runs covered key phases of the developing inflammation: pre-inflammatory baseline, onset of endotoxemia, onset of proinflammatory cytokinemia, and peak of proinflammatory cytokinemia. We informed the participants that they would either receive an endotoxin or saline injection at some point during the fMRI experiment. However, all subjects received the endotoxin with the start of the second fMRI acquisition.</p> <p>General exclusion criteria included a body mass index of <18 and >30 kg/m², any concurrent medical condition, history of allergies, current use of prescription and non-prescription medications, smoking, and regular high alcohol use. To exclude any inflammatory diseases that may aggravate through the HEM, each subject was interviewed and examined by a physician before being admitted to the study.</p> <p> </p> <p><br> <strong>Data acquisition</strong><br> <em>Experimental design [min]</em></p> <ul> <li>-30 -> -10: Baseline fMRI</li> <li>-5: Baseline blood levels</li> <li>0: Endotoxin administration</li> <li>0-20: Second fMRI</li> <li>20, 30: Blood sampling</li> <li>30-50: Third fMRI</li> <li>50, 60, 70, 80: Blood sampling</li> <li>80-100: Fourth fMRI</li> <li>100, 110, 120, 180, 240, 300, 360: Blood sampling</li> </ul> <p><br> <em>Human endotoxemia model</em><br> All subjects received an intravenous bolus injection of endotoxin over one minute through an intravenous catheter in an antecubital forearm vein. GMP-grade lipopolysaccharide from Escherichia coli O:113:H10:K-strain (Lot 94332B1) provided by National Institute of Health Clinical Center, Bethesda, MD, USA was prepared for human use by reconstitution with sterile water for injection, shaking for 15 minutes on a vortex shaker and final dilution. We used a dose of 1ng/kg (0,02 ml/kg) body weight. All endotoxin solutions were administered immediately after their preparation. Subjects were injected between nine and ten o’clock in the morning and discharged six to eight hours later, when their symptoms had receded, all altered physiological parameters had demonstrated consistent reduction toward baseline values, and the physical exam was normal.</p> <p><br> <em>MRI data</em><br> All MR images were acquired on a Siemens 3T MAGNETOM Skyra using a 64-channel head/neck coil. The scanning protocol consisted of the following sequences (see Sequences.ods):</p> <ul> <li>func_i: Functional whole brain gradient-echo echo-planar images (EPI) (TR=1180 ms; TE=32 ms; 2 mm isotropic resolution; simultaneous multi-slice factor=6; partial Fourier=7/8)</li> <li>func_ref: Reference scan for motion correction and template formation; equivalent to func but without multi-band acceleration (TR=6770 ms)</li> <li>SE_pe1_pe2: Reference scans for unwarping: Two spin-echo images matched to func in distortion without multi-band acceleration; one with the same, the other one with inverted phase encoding direction.</li> <li>t1: T1-weighted magnetisation-prepared rapid acquisition gradient-echo image (MPRAGE) (TR=2400 ms; TE=2.13 ms; TI=1000 ms; 1 mm isotropic resolution; in-plane acceleration factor=2)</li> <li>t2: T2-weighted image (TR=3200 ms; TE=564 ms; 1 mm isotropic resolution; in-plane acceleration factor=2)</li> </ul> <p><br> <em>fMRI data preprocessing</em><br> Our preprocessing pipleine (JPreprocessing) is optimised for the brainstem and hypothalamus by avoiding superfluous resampling steps and unnecessary smoothing. On that account, motion correction (MCFLIRT [Jenkinson et al., 2002]) and unwarping (topup [Andersson et al.,2003]) are applied in a single transformation. Afterwards, brain extraction (BET [Smith, 2002]), grand mean scaling and high pass filtering (0.005 Hz) are applied. The data are not smoothed.</p> <p>Two study templates were generated using Advanced Normalization Tools (ANTs [Avants et al., 2008] using antsMultivariateTemplateConstruction2.sh). The first one using the unwarped EPI reference images (func_ref); the second one using the T1-images.</p> <p><br> <em>Physiological data</em><br> The following physiological measures were acquired with an MR-compatible BIOPAC MP150 system</p> <ul> <li>Blood pressure (systolic and dyastolic): Non-invasive continuous blood pressure of the digital artery (pulse decomposition analysis using CareTaker)</li> <li>Electrodermal activity</li> <li>Photoplethysmography</li> <li>Respiration (belt)</li> <li>Electrocardiography</li> </ul> <p><br> <em>Subject information</em><br> 01 m 25 a 175 cm 70 kg<br> 02 m 44 a 192 cm 84 kg<br> 03 m 27 a 188 cm 85 kg<br> 04 m 19 a 183 cm 99 kg<br> 05 m 20 a 183 cm 90 kg<br> 06 m 26 a 180 cm 78 kg<br> 07 m 21 a 189 cm 80 kg</p> <p><br> <em>Missing data</em></p> <ul> <li>sub01: functional data during run3 and run4 is shorter</li> </ul> <p> </p> <p><strong>Data structure</strong><br> <em>data.csv</em></p> <ul> <li>Contains blood parameters, symptom ratings, as well as blood pressure measurements for all subjects.</li> </ul> <p><br> <em>sequences.ods</em></p> <ul> <li>MRI sequence parameters</li> </ul> <p><br> <em>subXX</em></p> <ul> <li>acqparams.txt: Acquisition parameters needed for topup</li> <li>func_i: raw functional data</li> <li>func_ref: Reference image for motion correction and template generation</li> <li>physio.acq: Physiological measurements <ul> <li>Trigger</li> <li>Blood pressure (systolic and dyastolic)</li> <li>Electrodermal activity</li> <li>Photoplethysmogram</li> <li>Respiration</li> <li>Electrocardiogram</li> </ul> </li> <li>physio_cuts.txt: time points in the physio data that correspond to fMRI blocks (start-time end-time TR #volumes)</li> <li>SE_pe1_pe2: auxiliary image for unwarping</li> <li>slicetiming_i.txt: Slice timing information in seconds</li> <li>t1: Defaced T1-weighted image (undefaced images were used for template generation)</li> <li>t2: Defaced T1-weighted image</li> </ul> <p><br> <em>templates</em></p> <ul> <li>EPI-template: Generated from unwarped func_ref images <ul> <li>Transformations for all subjects (can be applied using antsApplyTransforms)</li> <li>wb_mask</li> </ul> </li> <li>EPI-2-T1: Transformation from EPI to T1-template</li> <li>MNI-template: T1-template warped into MNI_152 <ul> <li>wb_mask</li> </ul> </li> <li>T1-template: Generated from t1 images <ul> <li>hyp_mask</li> <li>wb_mask</li> </ul> </li> <li>T1-2-MNI: Transformation from T1 to MNI_152-template</li> </ul> <p><br> <em>JPreprocessing</em><br> Preprocessing pipeline</p>
Experimental and numerical study of the effect of model geometric distortion on laboratory modelling of urban flooding
<p>The supporting datasets includes: </p> <p>(1) All the figures in the manuscript in .fig format (in case possible)</p> <p>- Figures in main text</p> <p>- Figure in Support Information</p> <p>(2) Datasets for generating the main outcomes of the manuscript</p> <p>- two files that explain detailed data content in three structure</p> <p>- 3 sub-repositories which contains the results for the three models</p> <p>- one repository contains the data for Figure 8</p> <p> </p>
Experimental Results for the study "The Hypervolume Newton Method for Constrained Multi-Objective Optimization Problems"
<p>This repository contains the experiment results (raw data in NPZ and CSV format and Latex tables) for the study "The Hypervolume Newton Method for Constrained Multi-Objective Optimization Problems", which is accepted in <em>Mathematical and Computational Applications</em> journal.</p> <p>The preprint version of the related paper is already online: </p> <p> </p> <p>Wang, H.; Emmerich, M.; Deutz, A.; Hernández, V.A.S.; Schütze, O. The Hypervolume Newton Method for Constrained Multi-objective Optimization Problems. <em>Preprints</em> <strong>2022</strong>, 2022110103 (doi: <a href="http://10.20944/preprints202211.0103.v1">10.20944/preprints202211.0103.v1</a>).</p> <p><strong>Data description:</strong> we benchmarked<strong> </strong>three algorithms: (1) the standalone <strong>Hypervolume Netwon Method</strong> (HVN), (2) NSGA-III, and (3) the <strong>hybridization</strong> of the standalone HVN and NSGA-III on several artificial problems.</p> <ul> <li>For the standalone HVN algorithm, we tested it on three simple artificial test problems - P1, P2, and P3 (proposed in the above paper): <ul> <li>2D-example-50*.tex: problem P1</li> <li>3D-example1*.tex: problem P2</li> <li>3D-example2*.tex: problem P3</li> </ul> </li> <li>For NSGA-III and the hybridization, we tested them on the equality-constrained DTLZ and Inverted DTLZ (IDTLZ) problems: <ul> <li>Eq1DTLZ.*npz: DTLZ problems</li> <li>Eq1IDTLZ*.npz: IDTLZ problems</li> </ul> </li> </ul>
Dataset - Experimental study of frost detectability on planetary surfaces using multicolor photometry and polarimetry
<p>This dataset contains the polarimetric measurements performed for the paper "Experimental study of frost detectability on planetary surfaces using multicolor photometry and polarimetry" (Spadaccia et al., 2023 published on Icarus). The experimental work is aimed at measuring the changes of polarimetric and photomatric signal of a regolith when frost is deposited on top, at different temperatures and different wavelengths (450, 550, 750 nm).<br> <br> The .txt files are divided on regolith simulant (CR or MGS-1) and polarimetric phase angle (5 or 16°). The reflectance is measured at phase angle 50 or 61°. Each .txt file contains the averaged information of 5 experiments for CR at temperature T=-150°C, three experiments for MGS-1 at T=-130°C ("cold") and three experiments with MGS-1 at T=-120°C. </p> <p>The columns in the .txt files contain information on:</p> <p>#time[s] #temperatures[°C] #stdv_temperatures[°C] #Qblue #stdvQblue #Rblue #stdvRblue #Qgreen #stdvQgreen #Rgreen #stdvRgreen #Qred #stdvQred #Rred #stdvRred</p> <p>Where "Q" is the measurement of Q/I, "stdv" means standard deviation of the different experiments, "R" is the reflectance measured with the monochromatic camera, "blue", "green" and "red" are the three wavelengths of the incident light (450, 550, 750 nm). </p>
Data set for figure 2-4 from publication "Missed Evaporation from Atmospherically Relevant Inorganic Mixtures Confounds Experimental Aerosol Studies",
<p>Data set for figure 2-4 from publication "Missed Evaporation from Atmospherically Relevant Inorganic Mixtures Confounds Experimental Aerosol Studies".</p>
Validated names for experimental studies on race and ethnicity
<p>A large and fast-growing number of studies across the social sciences use experiments to better understand the role of race in human interactions, particularly in the American context. Researchers often use names to signal the race of individuals portrayed in these experiments. However, those names might also signal other attributes, such as socioeconomic status (e.g., education and income) and citizenship. If they do, researchers need pre-tested names with data on perceptions of these attributes. Such data would permit researchers to draw correct inferences about the causal effect of race in their experiments. In this paper, we provide the largest dataset of validated name perceptions based on three different surveys conducted in the United States. In total, our data include over 44,170 name evaluations from 4,026 respondents for 600 names. In addition to respondent perceptions of race, income, education, and citizenship from names, our data also include respondent characteristics. Our data will be broadly helpful for researchers conducting experiments on the manifold ways in which race shapes American life.</p> <p>License: CC-By Attribution 4.0 International</p> <p> </p>
An experimental study of proton implantation in olivine
<p>This repository contains all NRRA analyses that were used in the related publication DOI: 10.1007/s00269-023-01234-9. </p> <p>The filenames contain the following information:<br> "sample_#implantation_fluence(at/cm²)_energy(keV)"</p> <p><br> There are two file types per measurement which are <br> (i) a .dat file that contains 4 columns that are, from left to right: beam energy (MeV), Hydrogen Concentration (at%), Uncertainty in Hydrogen Concentration (at%), and accumulated beam charge (microColoumb). .dat files can be opened using any text editor or Excel.<br> (ii) a pdf file that contains an overview of the measurement parameters and a plot of the resulting depth profiles.</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.