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2,412 results for “independent”
Independent Crusaders Before 1187 Dataset
<p>This dataset was developed as one of the core prosopographical source for the <a title="Independent Crusaders Project" href="https://independentcrusadersproject.ace.fordham.edu/" target="_blank" rel="noopener">Independent Crusaders Project</a>. The dataset includes all those we believe to have participated in crusading expeditions outside of the canonically numbered crusades between the conclusion of the last waves of the First Crusade in 1101 and Salah al-Din's conquest of Jerusalem in October 1187. Data given here includes the crusader's standardized Anglicized <strong>name</strong>, a <strong>geographical origin point</strong> roughly corresponding with their (not the expedition's) origins, the <strong>date</strong> of their expedition, <strong>a numerical status rank </strong>(1 representing landholders and household officers, 2 representing local lords, and 3 representing regional princes), a <strong>short biographical note </strong>about them, <strong>a brief bibliography</strong> concerning them or their expedition (where available) and <strong>the primary source(s) </strong>witnessing their expedition. </p>
How to assess similarities and differences between mantle circulation models and Earth using disparate independent observations: Data and Analysis
<p>Dataset includes simulation output produced by a TERRA simulation for `How to assess similarities and differences between mantle circulation models and Earth using disparate independent observations'. </p> <p> </p> <h3><strong>Description of data file contents</strong></h3> <ul> <li><strong>NC*comp.tar.gz</strong> - compressed archives containing NetCDF files (file-per-process) with TERRA grid data including temperature, velocity, interpolated bulk composition, denisty, and voscosity fields. Can be read using <a title="terratools" href="https://github.com/mantle-convection-constrained/terratools" target="_blank" rel="noopener">terratools</a>. *dump number</li> <li><strong>NC_seis_037.tar.gz</strong> - compressed archive containing NetCDF files (file-per-process) with predicted seismic properties at the resolution of the TERRA grid generated from the present day state of the simulated mantle, including elastic and anelastic Vs and Vp, bulk sound velocity, and predicted density from mineral phyiscs tables. Can be read using <a title="terratools" href="https://github.com/mantle-convection-constrained/terratools" target="_blank" rel="noopener">terratools</a>.</li> <li><strong>NC_hpes_037.tar.gz</strong> - compressed archive containing NetCDF files (file-per-process) with interpolated abundances at the resolution of the TERRA grid for isotopes including the heat-producing elements ^40^K, ^232^Th, ^235^U and ^238^U. Can be read using <a title="terratools" href="https://github.com/mantle-convection-constrained/terratools" target="_blank" rel="noopener">terratools</a>.</li> <li><strong>P_files_037.tar.gz</strong> - compressed archive of TERRA P-files (particle files).</li> <li><strong>C_files_037.tar.gz</strong> - compressed archive of TERRA C-files (grid state files) - together with the P-files describe the full present day state of the simulation. </li> <li><strong>seis_filtered_037.tar.gz</strong> - compressed archive (file-per-layer) with reparameterised and seismically filtered (against S40RTS) present day Vs field.</li> <li><strong>seis_tables.tar.gz</strong> - compressed archive contianing lookup tables of seismic properties for the 3 principal lithologies assumed in the TERRA simulation (harzburgite, lherzolite and basaltic crust).</li> <li><strong>density_037.sph</strong> - Spherical harmonic coefficients for the density field in format to be read by the <a title="propagator" href="https://zenodo.org/records/12696774" target="_blank" rel="noopener">propagator matrix code.</a></li> <li><strong>plumes.pkl, ridges.pkl</strong> - Files containing tracer particle information for particles associated with plumes and ridges. </li> <li><strong>plumes_ridges.py</strong> - Python script containing example code for reading and plotting plumes.pkl and ridges.pkl files. </li> <li><strong>ptcls_rdgs_plms.py, interrogate_particles.py</strong> - Python script and module containing required functions for carrying out post processing routine generating the plumes.pkl and ridges.pkl files. Requires <a title="terratools" href="https://github.com/mantle-convection-constrained/terratools" target="_blank" rel="noopener">terratools</a>.</li> <li><strong>hst.dat </strong>- Time series of key simulation properties including mantle temperature profile used for calcualting CMB heat flux. </li> <li><strong>terra, interra</strong> - TERRA executable and input parameter file.</li> <li><strong>pyflowng.zip</strong> - Compressed directory containing version of the `pyflowng` code used in this work.</li> <li><strong>mode_splitting_methods.zip</strong> - Compressed directory contianing synthetic splitting function predictions and maps.</li> </ul> <p> </p> <h3><strong>Dump Numbers</strong></h3> <p>Below is a table of dump numbers (final three digits of file names) and the corresponding model times.</p> <table> <tbody> <tr> <td><strong>Dump number </strong></td> <td><strong>Model time (Ma)</strong></td> </tr> <tr> <td>037</td> <td>0 (present day)</td> </tr> <tr> <td>027</td> <td>10</td> </tr> <tr> <td>026</td> <td>20</td> </tr> <tr> <td>025</td> <td>30</td> </tr> <tr> <td>024</td> <td>40</td> </tr> <tr> <td>023</td> <td>50</td> </tr> <tr> <td>022</td> <td>60</td> </tr> <tr> <td>021</td> <td>70 </td> </tr> <tr> <td>020</td> <td>80</td> </tr> <tr> <td>019</td> <td>90</td> </tr> <tr> <td>018</td> <td>100</td> </tr> </tbody> </table>
Quantitative trait locus mapping reveals an independent genetic basis for joint divergence in leaf function, life-history, and floral traits between scarlet monkeyflower (Mimulus cardinalis) populations
<p><b>PREMISE </b></p> <p>Across taxa, vegetative and floral traits that vary along a fast-slow life-history axis are often correlated with leaf functional traits arrayed along the leaf economics spectrum, suggesting a constrained set of adaptive trait combinations. Such broad-scale convergence may arise from genetic constraints imposed by pleiotropy (or tight linkage) within species, or from natural selection alone. Understanding the genetic basis of trait syndromes and their components is key to distinguishing these alternatives and predicting evolution in novel environments.</p> <p><b>METHODS </b></p> <p>We used a line-cross approach and quantitative trait locus (QTL) mapping to characterize the genetic basis of twenty leaf functional/physiological, life history, and floral traits in hybrids between annualized and perennial populations of scarlet monkeyflower (<i>Mimulus cardinalis</i>).</p> <p><b>RESULTS </b></p> <p>We mapped both single and multi-trait QTLs for life history, leaf function and reproductive traits, but found no evidence of genetic co-ordination across categories. A major QTL for three leaf functional traits (thickness, photosynthetic rate, and stomatal resistance) suggests that a simple shift in leaf anatomy may be key to adaptation to seasonally dry habitats.</p> <p><b>CONCLUSIONS </b></p> <p>Our results suggest that the co-ordination of resource-acquisitive leaf physiological traits with a fast life history and more selfing mating system results from environmental selection rather than functional or genetic constraint. Independent assortment of distinct trait modules, as well as a simple genetic basis to leaf physiological traits associated with drought escape, may facilitate adaptation to changing climates. </p>
Barbier et al., 2021_Diagnosis of the structure of the social representations of organ donation (test of context independance)
<p>Abstract</p> <p><em>Introduction.</em> – On 1<sup>st</sup> January 2017, the updated presumed consent for organ donation was widely communicated in France. From a social psychological point of view, this may have changed the shared meanings people associate with organ donation.</p> <p><em>Objective</em>. –First, this study aimed to identify the content and structure of the social representation of organ donation. Second, it aimed to account for social anchoring and see how the processes of social anchoring participate in the arrangement of structured sets of the social representation of organ donation.</p> <p><em>Method. –</em> The study consisted of filling in a self-reported online survey disseminated through Facebook. In total, 778 French people participated (393 women, 381 men, <em>M</em>age = 37.02 yrs, <em>SD</em> = 12.60). A two-step methodology from exploratory to confirmatory analysis was applied.</p> <p><em>Results. –</em> In line with our assumptions, findings showed: changes in the content of representation that may have occurred in response to the legislative update, in particular; a dichotomy that structures the social representations of organ donation, intrinsically linked to the donor/non-donor variable; effects of gender and age on content of the social representations of organ donation. Contrary to our preliminary expectations, findings showed: no effects of gender and age on structure of the social representations of organ donation; no effect of religious affiliation on content nor on structure, suggesting that the role of religion is not orientating social thinking about organ donation, but rather, legitimising social practices related to organ donation.</p> <p><em>Conclusion. –</em> These results are discussed in relation to the identity issues facing organ donation, in the sense that the shared meaning associated with organ donation reveal ideological positions. We suggest avenues for future research likely to find interesting applications in the organ donation field.</p>
Repression precedes independent evolutionary gains of a highly specific gene expression pattern
<p>Dataset for Repression precedes independent evolutionary gains of a highly specific gene expression pattern</p>
Active sensing in bees through antennal movements is independent of odor molecule (source videos)
<p>Videos of restrained bombus terrestris stimulated by odors to record their antennal movements. The video were used in the following preprint: https://www.biorxiv.org/content/10.1101/2021.09.13.460114v1</p> <p> </p>
Evolutionary divergence of potential drought adaptations between two subspecies of an annual plant: Are trait combinations facilitated, independent, or constrained?
<p><b><span>Premise</span></b><span>: Whether drought-adaptation mechanisms tend to evolve together, evolve independently, and/or evolve constrained by genetic architecture is incompletely resolved, particularly for water relations traits besides gas exchange. We addressed this issue in two subspecies of </span><i>Clarkia xantiana</i><span> (Onagraceae), California winter annuals that separated approximately 65,000 years ago and are adapted, partly by differences in flowering time, to native ranges differing in precipitation.</span></p> <p><b><span>Methods: </span></b><span>In these subspecies and in recombinant inbred lines (RILs) from a cross between them we scored traits related to drought adaptation (timing of seed germination and of flowering; succulence; pressure-volume curve parameters) in common environments.</span></p> <p><b><span>Results: </span></b><span>The subspecies native to more arid environments (<i>parviflora</i>) exhibited slower seed germination in saturated conditions, earlier flowering, and greater succulence, likely indicating superior drought avoidance, drought escape, and dehydration resistance via water storage, respectively. The other subspecies (<i>xantiana</i>) had lower osmotic potential at full turgor and lower water potential at turgor loss, implying superior dehydration tolerance. Genetic correlations among RILs suggest facilitated evolution of some trait combinations and independence of others. Where genetic correlations exist, subspecies differences fell along them, with the exception of differences in succulence and turgor loss point. In that case, subspecies difference overcame genetic correlations, possibly reflecting strong selection and/or antagonistic genetic correlations with other traits. </span></p> <p><b><span>Conclusions:</span></b><span> <i>Clarkia xantiana </i>subspecies' differ in multiple mechanisms of drought adaptation. Genetic architecture generally does not seem to have constrained the evolution of these mechanisms, and it may have facilitated the evolution of some of trait combinations. </span></p>
Chacterizing Toolkits for Platform Independent Chatbot Development
<p>Context: With the increase in the use of conversational agents, especially those based on written language (chatbots), users can interact with machines through natural language. Problem: The growing demand for chatbots has raised problems related to building and deploying these conversational agents to different platforms, implying adaptation costs. Solution: We performed a systematic grey literature review to identify a set of DSL-supported tools for platform-independent chatbot development. IS Theory: In this research, we considered the Theory of Behavioral Decision scoping decision processing, the structure of choice, decision processes, and the Theory of Information Processing in what concerns data learning. Method: This research sought to list tools and DSLs for developing platform-independent chatbots, carried out through a review of the grey literature, addressing a qualitative analysis of primary studies. Summary of Results: After conducting the studies, we discovered 14 tools and 10 DSLs supporting the construction of platform-independent chatbots. Contributions and Impact in the IS area: A characterization of tools and DSLs in state of art supporting the construction of platform-independent chatbots.</p> <p>Protocolo de pesquisa, contém:</p> <ul> <li>String de Busca e Sinônimos</li> <li>Pequisas retornadas a partir da String de busca</li> <li>Execução dos critérios de inclusão e exclusão</li> <li>Avaliação da qualidade</li> <li>Extração de Dados</li> </ul>
Time to independence and predator-prey relationships of wild-born, captive-raised cheetahs released into private reserves in Namibia
<p><strong>Data associated with the manuscript:</strong></p> <p>Marker, L., Schmidt-Küntzel, A., Walker, E. H., Nghikembua, M., Cristescu, B. Time to independence and predator-prey relationships of wild-born, captive-raised cheetahs released into private reserves in Namibia. Ecological Solutions and Evidence.</p> <p><strong>Contact:</strong></p> <p>Dr. Bogdan Cristescu</p> <p>bogdan@cheetah.org</p> <p><strong>Description:</strong></p> <p>This manuscript estimated the time to independence and cheetah-prey relationships for cheetahs released onto three private reserves in Namibia. The cheetahs were rescued as wild-born cubs, were raised in captivity and went through a rehabilitation process at the Cheetah Conservation Fund, Namibia, and then released with collars to monitor their success post-release in the wild.</p> <p>The data is a MS Excel file that includes separate spreadsheets for:</p> <p>- Time to independence ("TimeToIndependence"): number of weekly supplemental feedings of cheetahs post-release before achieving independence</p> <p>- Prey composition ("PreyComposition"): the species, sex, age class, and size class of prey that cheetahs killed and were recorded during monitoring post-release </p> <p>- Prey availability ("PreyAvailability"): the prey species recorded along driven dirt road transects, and which were used to estimate prey density in a distance sampling framework </p> <p>- Habitat use ("HabitatUse"): the number of kills made by released cheetahs that have associated habitat class information, partitioned by chetah reproductive status (SF: solitary female, CF: coalition females, CM: coalition males) </p>
Dataset related to the publication "The Short-Term Performances of Two Independent Gas Modulated Refractometers for Pressure Assessments"
<p>The data set consists of; The published paper, all figures that present measurement or simulation data in .png and .fig format and the underlying data plotted in the figures in text format. The published plots were generated from the fig files. The text files were generated by reading the plotted data from the fig files. The files are named Fig_XX were XX corresponds to the figure number in the publication. The format of the text file is as follows. Before every data set there is a header consisting of; The number of the subplot where the data is plotted (Plot: XX), the number of the data set in the sub plot (DataSet: XX), and the color of the line or marker in the plot (Color: XX). The description of what each color represents can be found in the publication.</p>
Data from: Solanum lycopersicum CLASS-II KNOX genes regulate fruit anatomy via gibberellin-dependent and independent pathways
<p>The pericarp is the predominant tissue determining the structural characteristics of most fruits. However, the molecular and genetic mechanisms controlling pericarp development remain only partially understood. Previous studies have identified that CLASS-II KNOX genes regulate fruit size, shape, and maturation in Arabidopsis thaliana and Solanum lycopersicum. Here we characterized the roles of the Solanum lycopersicum CLASS-II KNOX (TKN-II) genes in pericarp development via a detailed histological, anatomical, and karyotype analysis of the TKN-II knockdown (35S:amiR-TKN-II) fruits. We identify that 35S:amiR-TKN-II pericarps contain more cells around their equatorial perimeter and fewer cell layers than the control. In addition, the cell sizes but not the ploidy levels of these pericarps were dramatically reduced.</p> <p>Further, we demonstrate that fruit shape and pericarp layer number phenotypes of the 35S:amiR-TKN-II fruits can be overridden by the procera mutant, known to induce a constitutive response to the plant hormone gibberellin. However, neither the procera mutation nor exogenous gibberellin application can fully rescue the reduced pericarp width and cell size phenotype of 35S:amiR-TKN-II pericarps. Our findings establish that TKN-II genes regulate tomato fruit anatomy, acting via gibberellin to control fruit shape but utilizing a gibberellin-independent pathway to control the size of pericarp cells.</p>
Giant worm-shaped ESCRT-scaffolds surround actin-independent integrin clusters, data part 1
<p>Part one of the data used for the generation of the article <em>Giant worm-shaped ESCRT-scaffolds surround actin-independent integrin clusters.</em></p>
Giant worm-shaped ESCRT-scaffolds surround actin-independent integrin clusters, data part 2
<p>Part 2 of data for the article <em>Giant worm-shaped ESCRT-scaffolds surround actin-independent integrin clusters.</em></p>
Raw Data for the article: Cigarette smoke promotes inflammasome-independent activation of caspase-1 and -4 leading to gasdermin D cleavage in human macrophages
<p>Mechanisms and consequences of gasdermin D (GSDMD) activation in cigarette smoke (CS)-associated inflammation and lung disease are unknown. GSDMD is a downstream effector of caspase-1, -8, and -4. Upon cleavage, GSDMD generates pores into cell membranes. Different degrees of GSDMD activation are associated with a range of physiological outputs ranging from cell hyperactivation to pyroptosis. We have previously reported that in human monocyte-derived macrophages CS extract (CSE) inhibits the NLRP3 inflammasome and shifts the response to lipopolysaccharide (LPS) towards the TLR4-TRIF axis leading to activation of caspase-8, which, in turn, activates caspase-1. In the present work, we investigated whether other ASC-dependent inflammasomes could be involved in caspase activation by CSE and whether caspase activation led to GSDMD cleavage and other downstream effects. Presented results demonstrate that CSE promoted ASC-independent activation of caspase-1 leading to GSDMD cleavage and increased cell permeability, in the absence of cell death. GSDMD cleavage was strongly enhanced upon stimulation with LPS+CSE, suggesting a synergistic effect between the two stimuli. Noteworthy, CSE promoted LPS internalization leading to caspase-4 activation, thus contributing to increased GSDMD cleavage. Caspase-dependent GSDMD cleavage was associated with mitochondrial superoxide generation. Increased cleaved GSDMD was found in lung macrophages of smokers compared to ex-smokers and non-smoking controls. Our findings revealed that ASC-independent activation of caspase-1, -4, and -8 and GSDMD cleavage upon exposure to CS may contribute to macrophage dysfunction and feed the chronic inflammation observed in the smokers' lung.</p>
Consilience across multiple, independent genomic data sets reveals species in a complex with limited phenotypic variation
<p>Species delimitation in the genomic era has focused predominantly on the application of multiple analytical methodologies to a single massive parallel sequencing (MPS) data set, rather than leveraging the unique but complementary insights provided by different classes of MPS data. In this study we demonstrate how the use of two independent MPS data sets, a sequence capture data set and a single nucleotide polymorphism (SNP) data set generated via genotyping-by-sequencing, enables the resolution of species in three complexes belonging to the grass genus <em>Ehrharta, </em>whose strong population structure and subtle morphological variation limit the effectiveness of traditional species delimitation approaches. Sequence capture data are used to construct a comprehensive phylogenetic tree of <em>Ehrharta </em>and to resolve population relationships within the focal clades, while SNP data are used to detect patterns of gene pool sharing across populations, using a novel approach that visualises multiple values of K. Given that the two genomic data sets are fully independent, the strong congruence in the clusters they resolve provides powerful ratification of species boundaries in all three complexes studied. Our approach is also able to resolve a number of single-population species and a probable hybrid species, both which would be difficult to detect and characterize using a single MPS data set. Overall, the data reveal the existence of 11 and five species in the <em>E. setacea</em> and <em>E. rehmannii </em>complexes, with the <em>E. ramosa</em> complex requiring further sampling before species limits are finalized. Despite phenotypic differentiation being generally subtle, true crypsis is limited to just a few species pairs and triplets. We conclude that, in the absence of strong morphological differentiation, the use of multiple, independent genomic data sets is necessary in order to provide the cross-data set corroboration that is foundational to an integrative taxonomic approach.</p>
Multiplex imaging of breast cancer lymph node metastases identifies prognostic single-cell populations independent of clinical classifiers
<p>This repository contains the raw IMC data of ZTMA 26 as continuation of dataset <strong>10.5281/zenodo.7494413.</strong> The zip files starting with ZTMA contain the raw IMC measurements (mcd and txt) of those parts of the TMA. The TMA measurements are split up into parts in order to avoid huge files.</p> <p>Additionally, this repository contains the metadata of the patients analyzed in this study, the panel information and the single-cell data that was extracted from the multiplexed images together with the associated metadata in SingleCellExperiment format for analysis in R.</p> <p>The analysis.zip folder contains files that were written out during the analysis according to the scripts in https://github.com/BodenmillerGroup/BC_LN_metastses.</p> <p>The single-cell and other data outputs from CellProfiler can be found in the cpout.zip file.</p> <p>The IF_whole_sections.zip file contains the IF images of the primary breast cancer sections (czi files) and the extracted single-cell data.</p>
Multiplex imaging of breast cancer lymph node metastases identifies prognostic single-cell populations independent of clinical classifiers
<p>This repository contains the raw IMC data of ZTMA 21 and 25 of the matched primary breast cancer and lymph node metastasis study presented in Fischer and Jackson et al., 2023. The code that was used to process and analyze this data can be found at https://github.com/BodenmillerGroup/BC_LN_metastses.</p> <p>The zip files starting with ZTMA contain the raw IMC measurements (mcd and txt) of the respective parts of the TMA. The TMA measurements are split up into parts in order to avoid huge files.</p>
Supplementary code and data for the paper `From stage to page: language independent bootstrap measures of distinctiveness in fictional speech`
<p>The repository provides full data and processing / analysis pipeline for the paper <strong>'From stage to page: language independent bootstrap measures of distinctiveness in fictional speech</strong>'<br> <br> Rendered notebooks are also available through Github:</p> <p>1) <a href="https://github.com/perechen/difs-character-voices/blob/master/data/all_stars_clean.ipynb">Preparation, energy distance and exploration</a> (main)</p> <p>2) <a href="https://github.com/perechen/difs-character-voices/blob/master/03_analysis.md">Keyword curves & formal modeling</a></p> <p> </p> <p>- `00_dracor_get_data.R`. Script uses <a href="https://dracor.org/">DraCor</a> dedicated API to get texts spoken by characters</p> <p>- `01_distinctiveness_energy.ipynb` does the heavy lifting of data wrangling, cleaning and preprocessing, plus implements energy distance bootstrapping and does exploratory analysis</p> <p>- `02_logodds_curves.R` calculates keyword curves for characters<br> <br> - `03_analysis_and_models.R` explores keyword curves and does Bayesian models</p>
Dataset related to article: Cell-envelope growth of Gram-negative bacteria proceeds independently of cell-wall synthesis
<p>Single-cell data for the article: </p> <p>Enno R. Oldewurtel, Yuki Kitahara, Baptiste Cordier, Richard Wheeler, Gizem Özbaykal, Elisa Brambilla, Ivo Gomperts Boneca, Lars D. Renner, and Sven van Teeffelen</p> <p>Cell-envelope growth of Gram-negative bacteria proceeds independently of cell-wall synthesis. EMBO J (2023)</p>
Strong lensing mass models for the paper "Model-Independent Mass Reconstruction of the Hubble Frontier Field Clusters with MARS \\ Based on Self-Consistent Strong Lensing Data"
<p><strong>Codes for evaluating multiple image scatters</strong></p> <p>The code "eval_source_scatter.py" generates the source plane scatters for multiple images.</p> <p>In the folder "Image_plane_scatters", there are codes for computing image plane scatters.<br> "lens_rms.py": to find the location of the multiple images in the image plane.<br> "plot_result.py": to plot the result rms scatters.<br> We uploaded our results and code for computing scatters in both the source and the image planes.</p> <p> </p> <p><strong>Results from the MARS algorithm</strong></p> <p>In each folder, there are 'result_fits.fits', 'resut_kappa_w_header.fits', 'deflection_angle_w_header.fits', and 'catalog.txt' files.<br> All kappa and deflection angle maps are scaled to Dds/Ds= 1.</p> <p>"result_fits.fits" contains all parameters produced by MARS and has a size of (140x140 + alpha), where alpha is the number of model redshifts.<br> "result_kappa_w_header.fits" is the 100x100 convergence map.<br> "deflection_angle_w_header.fits" is the 100x100 deflection angle map in the unit of arc second.<br> "catalog.txt" is the multiple image catalog. The positions are given in pixel unit.</p> <p>For more details, readers are referfed to arXiv:2301.08765. Also, feel free to contact us (<a href="mailto:sang6199@yonsei.ac.kr">sang6199@yonsei.ac.kr</a>) if you have any questions.</p> <ul> <li>We found errors in WCS for the fits files and re-uploaded corrected files on 2023-01-27. We thank Jori Liesenborgs for pointing this out.</li> <li>We updated files on 2023-04-06.</li> </ul>
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.