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5,738 results for “Standards”

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zenodo36/100

Digital twin of a standard electrochemical cell for cyclic voltammetry based on Nernst-Planck-Poisson model

<p>The project contains a COMSOL file used for the simulations in the publication "<em>Digital twin of a standard electrochemical cell for cyclic voltammetry based on Nernst-Planck-Poisson model</em>".</p>

opencc-by-4.0Aug 2024View details →
zenodo36/100

Gold, Lanthanum, Gallium, Cobalt and Tantalum quantification performed with relative standardization-NAA in candidate electronic waste (LED) reference material within the METROCYCLEEU project

<p>Datasets containing uncertainty budgets of measurements performed with Neutron Activation Analysis (NAA) on electronic waste materials (specifically light-emitting diodes, LED).</p> <p>Results reported in the datasets are part of the characterization of CRM candidate material LED.</p> <p>Data are elaborated and resulting dataset files are obtained with INAA-INRIM 3.1 software, pre-release development version.</p>

opencc-by-4.0Sep 2024View details →
zenodo36/100

TRADE4SD Deliverable 2.3: Database and infographics on standards rapprochement: STCs and bilateral measure of distance on pesticides and antibiotics

<p><span>One of the objectives of the Horizon2020 project &ldquo;TRADE4SD&rdquo; is to offer policy recommendations for improving trade policies at the national, European, and global levels, including reforms to the WTO, and to enhance policy alignment. To achieve this goal, it is essential to address the impact of NTMs, which, despite their increasing use, remain largely underexplored in terms of the effects on international trade. This limited understanding is due to the complexity of NTMs and their effects are difficult to generalise. Several critical areas related to NTMs and their implications for international trade require further investigation, which &ldquo;TRADE4SD&rdquo; seeks to address. This work explores how NTMs affect market access for developing countries, as these nations may face various challenges, such as limited capabilities, technological gaps, weaker infrastructures and institutions, and asymmetric information. More specifically, &ldquo;TRADE4SD&rdquo; aims to identify best practices for improving the management of SPS, which are essential for enhancing the competitiveness of agricultural and food exports. Strengthening SPS capacity is also vital for boosting productivity in the agricultural and food processing industries, contributing to agricultural and rural development, and helping to alleviate poverty. </span></p> <p><span>This deliverable consists of two main sections: one addressing Maximum Residue Levels (MRLs) for pesticides and antibiotics and the other focusing on Specific Trade Concerns (STCs). </span></p> <p><span>In the first section, we analysed the regulations and then acquired and processed the data to create the databases, which we later used to develop the indices and infographics (for both pesticides and antibiotics).</span></p> <p><span>In the STCs section, we analysed WTO documentation on all open disputes and verified their status. During our analysis, we identified the relationships between STCs and the Sustainable Development Goals (SDGs). Finally, we developed the infographics.</span></p>

opencc-by-4.0Sep 2024View details →
zenodo36/100

Standard Model corrections to Fermi decays in NCSM

<p>Recent analysis of Fermi decays by C.Y. Seng and M. Gorshteyn and the corresponding $V_{ud}$ determination have revealed a degree of tension with Cabibbo-Kobayashi-Maskawa (CKM) matrix unitarity, confirmation of which would indicate several potential deficiencies within the Standard Model (SM) weak sector. Extraction of $V_{ud}$ requires electroweak radiative corrections (EWRC) from theory to be applied to experimentally obtained $ft$-values. Novel calculations of corrections sensitive to hadronic structure, i.e., the $\gamma W$-box, are at the heart of the recent tension. Moreover, to further improve on the extraction of $V_{ud}$, a modern and consistent treatment of the two nuclear structure dependent corrections is critical. These corrections are (i) $\delta_C$, the isospin symmetry breaking correction (ii) and $\delta_{NS}$, the EWRC representing evaluation of the $\gamma W$-box on a nucleus. Preliminary estimations of $\delta_{NS}$ have been made in the aforementioned analysis, however, the approach cannot include effects from low-lying nuclear states which require a true many-body treatment. Via collaboration with C.Y. Seng and M. Gorshteyn and use of the Lanczos subspace method, these corrections can be computed in ab initio nuclear theory for the first time. We apply the no-core shell model (NCSM), a nonrelativistic quantum many-body theory for describing low-lying bound states of $s$- and $p$-shell nuclei starting solely from nuclear interactions. We will present preliminary results for $\delta_{NS}$ and $\delta_{C}$ determined in the NCSM for the $^{10}\text{C} \rightarrow {}^{10}\text{B}$ beta transition, with the eventual goal of extending the calculations to $^{14}\text{O} \rightarrow {}^{14}\text{N}$ and $^{18}\text{Ne} \rightarrow {}^{18}\text{F}$.</p>

opencc-by-4.0Sep 2024View details →
zenodo36/100

Data for the paper "Improving Efficiency Through the Publication of Expected Distances for Standard Terminal Arrival Routes "

<p>Data in support of the paper "Improving Efficiency Through the Publication of Expected Distances for Standard Terminal Arrival Routes". The data is organised in subfolders containing the data for each of the three analysed airports (LSGG, EDDM, LIRF).</p> <p>Each folder includes a <em>landing_full.parquet</em> traffic file that contains all analyzed trajectories for the respective airport, along with random subsamples of sizes 10,000, 5,000, and 2,500.</p> <p>Additionally, each folder also contains samples of 1000 trajectories following each of the four specific STAR procedure that were analysed per airport:</p> <ul> <li><strong>LSGG:</strong> AKITO 3R, BELUS 3N, KINES 2N, LUSAR 2N</li> <li><strong>EDDM:</strong> BETOS 1A, LANDU 1B, NAPSA 1B, ROKIL 1A</li> <li><strong>LIRF:&nbsp;</strong>ELKAP 2A, LAT 2C, RITEB 2A, VALMA 2C</li> </ul> <p>Finally, each folder also contains a <em>landing_df.parquet</em> file that summarises the following key information about each of the trajectories contained in the <em>landing_full.parquet</em> file:</p> <table> <tbody> <tr> <td><strong>ID</strong></td> <td>A unique identifier linking the row to the corresponding trajectory data</td> </tr> <tr> <td><strong>Typecode</strong></td> <td>The ICAO typecode of the aircraft</td> </tr> <tr> <td><strong>Start</strong></td> <td>Timestamp when the aircraft passes the first waypoint of the STAR</td> </tr> <tr> <td><strong>Stop</strong></td> <td>Timestamp when the aircraft crosses the runway threshold</td> </tr> <tr> <td><strong>Runway</strong></td> <td>Designator of the landing runway</td> </tr> <tr> <td><strong>STAR</strong></td> <td>Name of the STAR procedure used by the aircraft</td> </tr> <tr> <td><strong>Distance</strong></td> <td>Total distance traveled by the aircraft from the initial waypoint of the STAR to the runway threshold</td> </tr> </tbody> </table>

opencc-by-4.0Sep 2024View details →
zenodo36/100

Export-Led Decay: The Trade Channel in the Gold Standard Era

<p>This package contains the data, programs and instructions to replicate manuscript "Export-Led Decay: The Trade Channel in the Gold Standard Era"by Bernardo Candia and Mathieu Pedemonte forthcoming at JEEA</p>

opencc-by-4.0Oct 2024View details →
zenodo36/100

Inlists for the paper "Mixed-mode coupling in the Red Clump: I. Standard single star models"

<p>This repository contains the inlists and run_star_extras used for the paper &nbsp;"Mixed-mode coupling in the Red Clump: I. Standard single star models" by Walter E. van Rossem, Andrea Miglio, and Josefina Montalban for use with MESA-11701. The grid cycles through masses first (0.7, 1.0, 1.5, 2.3, 3.0 msol) and then metallicity ([Fe/H] = -1.0, -0.5, 0.0, 0.25, 0.4).</p> <p>Runs 0000-0004 have initial [Fe/H] = -1.0 and masses 0.7, 1.0, 1.5, 2.3, 3.0 solar masses respectively. The next five runs (0005-0009) have [Fe/H] = -0.5 and the same order of masses, and so on.</p> <p>The previous version had an error in the calculation for the non-parallel approximation and was missing a squareroot in the subroutine <code>calc_dlnc_ds_s0_part_ap</code> when calculating <code>Nred_km1</code> and <code>Nred_k</code>.</p>

opencc-by-4.0Oct 2024View details →
zenodo36/100

Molecular surface coverage standards by reference-free GIXRF supporting SERS and SEIRA substrate benchmarking - Dataset

<p>This is the dataset of "Molecular surface coverage standards by reference-free GIXRF supporting SERS and SEIRA substrate benchmarking".&nbsp;</p> <p><a href="https://doi.org/10.1515/nanoph-2024-0222" target="_blank" rel="noopener">https://doi.org/10.1515/nanoph-2024-0222</a></p> <p>Part of this work was supported by the European project OpMetBat, code 21GRD01. The project has received funding from the European Partnership on Metrology, cofinanced from the the European Union's Horizon Europe Research and Innovation Programme, and by Participating States.</p>

opencc-by-4.0Oct 2024View details →
zenodo36/100

NCAS General Data Standard Controlled Vocabularies

Controlled Vocabularies for the NCAS General Data Standard

opencc-by-4.0Nov 2024View details →
dryad36/100

A standardized assessment of forest mammal communities reveals consistent functional composition and vulnerability across the tropics

<p class="MsoPlainText">Understanding global diversity patterns has benefitted from a focus on functional traits and how they relate to variation in environmental conditions among assemblages. Distant communities in similar environments often share characteristics, and for tropical forest mammals, this functional trait convergence has been demonstrated at coarse scales (110-200 km resolution), but less is known about how these patterns manifest at fine scales, where local processes (e.g., habitat features and anthropogenic activities) and biotic interactions occur. Here, we used standardized camera trapping data and a novel analytical method that accounts for imperfect detection to assess how the functional composition of terrestrial mammal communities for two traits – trophic guild and body mass – varies across 16 protected areas in tropical forests and three continents, in relation to the extent of protected habitat and anthropogenic pressures. We found that despite their taxonomic differences, communities generally have a consistent trophic guild composition, and respond similarly to these factors. Insectivores were found to be sensitive to the size of protected habitat and surrounding human population density. Body mass distribution varied little among communities both in terms of central tendency and spread, and interestingly, community average body mass declined with proximity to human settlements. Results indicate predicted trait convergence among assemblages at the coarse scale reflects consistent functional composition among communities at the local scale, suggesting that broadly similar habitats and selective pressures shaped communities with similar trophic strategies and responses to drivers of change. These similarities provide a foundation for assessing assemblages under anthropogenic threats and sharing conservation measures.Understanding global diversity patterns has benefitted from a focus on functional traits and how they relate to variation in environmental conditions among assemblages. Distant communities in similar environments often share characteristics, and for tropical forest mammals, this functional trait convergence has been demonstrated at coarse scales (110-200 km resolution), but less is known about how these patterns manifest at fine scales, where local processes (e.g., habitat features and anthropogenic activities) and biotic interactions occur. Here, we used standardized camera trapping data and a novel analytical method that accounts for imperfect detection to assess how the functional composition of terrestrial mammal communities for two traits – trophic guild and body mass – varies across 16 protected areas in tropical forests and three continents, in relation to the extent of protected habitat and anthropogenic pressures. We found that despite their taxonomic differences, communities generally have a consistent trophic guild composition, and respond similarly to these factors. Insectivores were found to be sensitive to the size of protected habitat and surrounding human population density. Body mass distribution varied little among communities both in terms of central tendency and spread, and interestingly, community average body mass declined with proximity to human settlements. Results indicate predicted trait convergence among assemblages at the coarse scale reflects consistent functional composition among communities at the local scale, suggesting that broadly similar habitats and selective pressures shaped communities with similar trophic strategies and responses to drivers of change. These similarities provide a foundation for assessing assemblages under anthropogenic threats and sharing conservation measures.</p>

opencc-zeroDec 2018View details →
dryad36/100

NLM-Gene, a richly annotated gold standard dataset for gene entities that addresses ambiguity and multi-species gene recognition

<p>The automatic recognition of gene names and their corresponding database identifiers in biomedical text is an important first step for many downstream text-mining applications. The NLM-Gene corpus is a high-quality manually annotated corpus for genes, covering ambiguous gene names, with an average of 29 gene mentions (10 unique identifiers) per article, and a broader representation of different species (including <i>Homo sapiens, Mus musculus, Rattus norvegicus, Drosophila melanogaster, Arabidopsis thaliana, Danio rerio,</i> etc.) when compared to previous gene annotation corpora. NLM-Gene consists of 550 PubMed articles from 156 biomedical journals, doubly annotated by six experienced NLM indexers, randomly paired for each article to control for bias. The annotators worked in three annotation rounds until they reached a complete agreement.  Using the new resource, we developed a new gene finding algorithm based on deep learning which improved both on precision and recall from existing tools. The NLM-Gene annotated corpus is freely available at Dryad and at <a href="https://www.ncbi.nlm.nih.gov/research/bionlp/">https://www.ncbi.nlm.nih.gov/research/bionlp/</a>. The gene finding results of applying this tool to the entire PubMed/PMC are freely accessible through our web-based tool PubTator.</p>

opencc-zeroJul 2021View details →
zenodo36/100

Mean and standard deviation climatologies for T & S (for use in e.g. MITprof & ECCO)

<p>All variables are gridded on the 50 levels and lat-lon-cap (LLC90) grid defined in in the ECCO Version 4 paper (https://doi.org/10.5194/gmd-8-3071-2015)</p> <p>1. Monthly&nbsp;climatologies of potential temperature&nbsp;and salinity, blended as described in&nbsp;https://doi.org/10.5194/gmd-8-3071-2015 :</p> <p>- T_OWPv1_M_eccollc_90x50.bin<br> - S_OWPv1_M_eccollc_90x50.bin</p> <p>2. Ocean basin masks : basin_masks_eccollc_90x50.bin</p> <p>3. Non-seasonal standard deviation climatologies, which is used in MITprof as an estimate of representation error for data sets that do not resolve the mess-scale and below (see&nbsp;https://doi.org/10.1175/JPO3072.1 ) e.g. in ECCO v4&nbsp;for the MITprof insitu data constraints&nbsp;(see https://doi.org/10.5194/gmd-8-3071-2015).&nbsp;</p> <p>These global, time-mean, maps&nbsp;are updated versions of the Forget and Wunsch estimate (https://doi.org/10.1175/JPO3072.1). The latest ones are based on&nbsp;median absolute deviations computed at different resolutions and rescaled according to&nbsp;theory for normal distributions.</p> <p>Non-seasonal&nbsp;temperature&nbsp;standard deviation :</p> <p>- sigma_T_eccollc.bin<br> - sigma_T_mad_feb2013.bin<br> - sigma_T_nov2015.bin (latest,&nbsp;used in MITprof))</p> <p>Non-seasonal&nbsp;salinity standard deviation :</p> <p>- sigma_S_eccollc.bin<br> - sigma_S_mad_feb2013.bin<br> - sigma_S_nov2015.bin (latest, used in MITprof)</p> <p>&nbsp;</p>

opencc-by-4.0Jul 2021View details →
zenodo36/100

Data used, summary and codes: A validation standard for Area of Habitat maps for terrestrial birds and mammals

<p>Birds_AOH_Metadata: Logistic modelling and point validation summary&nbsp;along with pixel summary&nbsp;of&nbsp;AOH maps for Birds .</p> <p>Mammals_AOH_Metadata: Logistic modelling and point validation summary&nbsp;along with pixel summary&nbsp;of&nbsp;AOH maps for Mammals.</p> <p>Column_Names_Index_AOH_Metedata: Description of column names of&nbsp;Birds_AOH_Metadata and&nbsp;Mammals_AOH_Metadata</p> <p>Point_localities_ebird: Latitude and longitude of points per species for birds downloaded from eBird used to validate the AOH maps.&nbsp;</p> <p>Point_localities_gbif:&nbsp;Latitude and longitude of points per species for mammals downloaded from GBIF used to validate the AOH maps.&nbsp;</p> <p>Logistic_Regression_Codes_AOH_Validation: R script for logistic modelling.</p> <p>Point_Validation_Codes_AOH_Validation: R script for point validation of AOH maps.</p> <p>Sample_AOH_Maps: Few sample AOH maps which were validated.</p> <p>&nbsp;</p>

opencc-by-4.0Jul 2021View details →
dryad36/100

Data for: Are immigrants outbred and unrelated? Testing standard assumptions in a wild metapopulation

<p><span>Immigration into small recipient populations is expected to alleviate inbreeding and increase genetic variation, and hence facilitate population persistence through genetic and/or evolutionary rescue. Such expectations depend on three standard assumptions: that immigrants are outbred, unrelated to existing natives at arrival, and unrelated to each other. These assumptions are rarely explicitly verified, including in key field systems in evolutionary ecology. Yet, they could be violated due to non-random or repeated immigration from adjacent small populations. We combined molecular genetic marker data for 150-160 microsatellite loci with comprehensive pedigree data to test the three assumptions for a song sparrow (<i>Melospiza melodia)</i> population that is a model system for quantifying effects of inbreeding and immigration in the wild. Immigrants were less homozygous than existing natives on average, with mean homozygosity that closely resembled outbred natives. Immigrants can therefore be considered outbred on the focal population scale. Comparisons of homozygosity of real or hypothetical offspring of immigrant-native, native-native and immigrant-immigrant pairings implied that immigrants were typically unrelated to existing natives and to each other. Indeed, immigrants' offspring would be even less homozygous than outbred individuals on the focal population scale. The three standard assumptions of population genetic and evolutionary theory were consequently largely validated. Yet, our analyses revealed some deviations that should be accounted for in future analyses of heterosis and inbreeding depression, implying that the three assumptions should be verified in other systems to probe patterns of non-random or repeated dispersal and facilitate precise and unbiased estimation of key evolutionary parameters.</span></p>

opencc-zeroDec 2020View details →
zenodo36/100

WATER: AN ONLINE TOOLKIT TO SUPPORT THE RESEARCH FOR STANDARDS

<p>Within <a href="https://www.eu-project-o.eu/">Project &Ocirc;</a>, the European Commission-funded Horizon 2020 project, <a href="https://www.uni.com/">UNI</a>&nbsp;- Italian Standardization Body has realized a <strong>first version of an online <a href="https://www.eu-project-o.eu/standardization-toolkit/">Standardization Toolkit</a></strong><a href="https://www.eu-project-o.eu/standardization-toolkit/"> </a>to support the research over a dataset of more than 100 standardization documents in the field of water and its management.</p> <p>The Standardization Toolkit, finalized in May 2021, is based on the vision of Project &Ocirc;.</p> <p>Specifically, the toolkit consists of an online tool, which let you select standards choosing among several filters. For example, it is possible to select standards starting from technical committees at national (UNI), European (CEN) and international (ISO) level. In addition, it is possible to make a deeper search by selecting standards according to specific areas and/or keywords.</p> <p>The list of standards will be the result of what emerges by searching in a panel of more than 100 different standardization documents identified within the activity of mapping that was carried out for Project &Ocirc;. The standards are related to the theme of water, its reuse also in a circular economy perspective, and to the environmental management.</p> <p>Standardization is a key tool for technology transfer, bridging the gap between research and the international market.</p> <p>Standards codify innovation through a shared language understood by companies, researchers, stakeholders and citizens worldwide, based on the principles of openness and transparency. The co-creation process of standardization supports open innovation and cross-sectoral innovation.</p> <p>Standards ensure comparability, compatibility and interoperability, building trust with customers and suppliers, promoting sustainability in terms of processes, products and business.</p> <p>On Zenodo it has been uploaded the dataset behind this toolkit.&nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0May 2021View details →
dryad36/100

Data from: Comparisons of quantitative approaches for assessing microglial morphology reveal inconsistencies, ecological fallacy, and a need for standardization

<p>Microglia morphology is used as a measure of neuroinflammation and pathology, but different methods to quantify microglia morphology are frequently employed across neuroscience. For reliable inference, it is critical that microglial morphology is accurately quantified and that results can be easily interpreted and compared across studies. We applied five of the most commonly used ImageJ-based methods for quantifying the microglial morphological response to a stimulus to identical photomicrographs and isolated microglial cells, which allowed for direct comparisons of the specificity and reliability of each method.</p>

opencc-zeroOct 2022View details →
zenodo36/100

POIs from Open Nature Innovation Arena (Open311 standard)

<p>This dataset has been generated from the Open Nature Innovation Arena according to the Open311 standard. It contains all the point of interests registered from the users into the Open Nature Innovation Arena to publish problems and challenges.</p>

opencc-by-4.0Nov 2022View details →
zenodo36/100

Supplementary Dataset for "Synthetic Witherite for Standardization of Clumped Isotope (Delta 47) Analyses"

<p>This&nbsp;supplementary dataset contains raw clumped isotopic&nbsp;data used to generate figures in the article &quot;Synthetic Witherite for Standardization of Clumped Isotope (Delta 47) Analyses&quot; by Kong et al.&nbsp;</p>

opencc-byOct 2022View details →
zenodo36/100

Prosocial Behavior and the Individual Normative Standard of Fairness within a Dynamic Context: Experimental Evidence

<p>The data is of the economic experiment&nbsp;conducted in Georgia in summer&nbsp;2022. The experiment was conducted online via LIONESS web-based software. The experiment was conducted in Georgian Language. The instructions and PC screen information&nbsp;translated from Georgian language into English language.&nbsp;The participants were mostly students of different major, average age of 20, about 16% were non-students. 63% was female.&nbsp;The data consist of two&nbsp;treatments: (1) Control treatment - two round standard double blind dictator game, dictators&#39; roles were kept constant in both rounds&nbsp;(2) Treatment T1 - consisted from three parts, in part 1 subjects play&nbsp;standard double blind Dictator Game, in part 2 subjects play tend rounds of Public Goods Game with peer punishment, and in part 3 subjects play same&nbsp;standard double blind Dictator Game;&nbsp;dictators&#39; stay in same role in part 1 and part 3. In part 2 , in Public Goods Game was&nbsp;partner treatment&nbsp;with constant group composition.&nbsp;</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Silver Standard of quantified positive, negative and neutral German noun phrases

<p>Repository: silver standard quantified (simple) noun phrases</p> <p>43,842 positive (+), negative (-) or neutral (0) NPs,&nbsp;</p> <p>e.g. &quot;ein notorischer Verf&uuml;hrer&nbsp;&nbsp; &nbsp;-5.625&quot; is highly negative (-5.625)</p> <p>see References LREC for a description of the data</p> <p>Format: tsv</p> <p>References:</p> <p>@inproceedings{LREC,<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;month = {Juni},<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; author = {Manfred Klenner and Anne G{\&quot;o}hring},<br> &nbsp; &nbsp; &nbsp; &nbsp;booktitle = {Proceedings of the Language Resources and Evaluation Conference},<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;address = {Marseille, France},<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;title = {Animacy Denoting {G}erman Nouns: Annotation and Classification},<br> &nbsp; &nbsp; &nbsp; &nbsp;publisher = {European Language Resources Association},<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;pages = {1360--1364},<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; year = {2022},<br> &nbsp; &nbsp; &nbsp; &nbsp; language = {english},<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;url = {https://doi.org/10.5167/uzh-219148},<br> &nbsp; &nbsp; &nbsp; &nbsp; abstract = {In this paper, we introduce a gold standard for animacy detection comprising almost 14,500 German nouns that might be used to denote either animate entities or non-animate entities. We present inter-annotator agreement of our crowd-sourced seed annotations (9,000 nouns) and discuss the results of machine learning models applied to this data.}<br> }<br> &nbsp;</p>

opencc-by-4.0Jan 2023View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.