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3,172 results for “public”

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zenodo36/100

Data for the publication: "Development and In-Vivo Validation of a Portable Phosphorescence Lifetime-Based Fiber-Optic Oxygen Sensor"

<p>This data set contains all raw data for the publication &ldquo;Development and In-Vivo Validation of a Portable Phosphorescence Lifetime-Based Fiber-Optic Oxygen Sensor&rdquo;:</p> <p>- Raw sensor data</p> <p>- Python scripts</p> <p>- particle photon scripts</p> <p>- CAD Drawings</p> <p>- PCB Designs</p>

opencc-by-4.0Jul 2023View details →
zenodo36/100

Dataset to publication: ''Magnetstein: An open source tool for quantitative NMR mixture analysis robust to low resolution, distorted lineshapes and peak shifts''

<p>MANIQ (plugin for Mnova 14.3.1 software (Mestrelab Research, S. L., Spain)) and&nbsp; ACD/TP (Targeted Profiling tool for ACD/Spectrus 2020.1.1 (Advanced Chemistry Development, Inc., ACD/Labs Ontario, Toronto, ON, Canada)) project files and raw experimental NMR data to:</p> <table> <caption>Experiments obtained to Magnetstein with optimized parameters, Magnetstein with default parameters, ACD/TP and MANIQ.</caption> <tbody> <tr> <td>Exp. no.</td> <td>Problem</td> <td>Ingredients</td> </tr> <tr> <td>1</td> <td>large intensity differences<br> between peaks</td> <td>&alpha;-pinene<br> benzyl benzoate<br> (in CDCl<sub>3</sub>)</td> </tr> <tr> <td>2</td> <td>peak overlap<br> &amp; contamination (extra peaks)</td> <td>imonene<br> &alpha;-pinene<br> (in CDCl<sub>3</sub>)</td> </tr> <tr> <td>3</td> <td>low resolution (43 MHz<br> benchtop NMR spectrometer)</td> <td>benzyl benzoate<br> isopropyl myristate<br> limonene<br> pinene</td> </tr> <tr> <td>4</td> <td>lineshape distortion<br> (shim z1 &amp; z2)</td> <td>actate<br> alanine<br> creatine<br> creatinine<br> choline chloride<br> (in D<sub>2</sub>O)</td> </tr> <tr> <td>5</td> <td>peak position<br> mismatch<br> between library<br> and mixture<br> (different<br> temperatures)</td> <td>actate<br> alanine<br> creatine<br> creatinine<br> choline chloride<br> (in D<sub>2</sub>O)</td> </tr> <tr> <td>6</td> <td>test sample</td> <td>&alpha;-pinene<br> benzyl benzoate<br> (in CDCl<sub>3</sub>)</td> </tr> <tr> <td>7</td> <td>large intensity<br> differences<br> &amp; peak overlap</td> <td><br> benzyl benzoate<br> m-anisaldehyde<br> (in CDCl<sub>3</sub>)</td> </tr> <tr> <td>8</td> <td><br> peak overlap &amp;<br> different solvents<br> for single<br> ingredients (in CDCl<sub>3</sub>)<br> and mixture (DMSO-d<sub>6</sub>)</td> <td>benzyl benzoate<br> m-anisaldehyde</td> </tr> <tr> <td>9</td> <td>ineshape<br> distortion<br> (shim z2)</td> <td>actate<br> alanine<br> creatine<br> creatinine<br> choline chloride<br> (in D<sub>2</sub>O)</td> </tr> </tbody> </table> <p>&nbsp;</p>

opencc-by-4.0Jul 2023View details →
zenodo36/100

Dataset for the publication: Bimetallic PtCu/C Catalysts for Glycerol Assisted Hydrogen Evolution in Acidic Media

<p>The dataset covers&nbsp;the research data of the publication (<a href="https://doi.org/10.1002/celc.202201114">https://doi.org/10.1002/celc.202201114</a>) with the title &quot;Bimetallic PtCu/C Catalysts for Glycerol Assisted Hydrogen&nbsp;Evolution in Acidic Media&quot;. The provided data comprehend the measured current density, CVs, HPLC data, TEM analyses, powder X-ray diffraction patterns as well as a python script including data analysis and plotting.</p>

opencc-by-4.0Jul 2023View details →
zenodo36/100

Publications reviewed in the article: Mountain protective forests under threat? An in-depth review of global change impacts on their protective effect against natural hazards

<p>Detailed list of publications included in the review &quot;&nbsp;Mountain protective forests under threat? An in-depth review of global change impacts on their protective effect against natural hazards&quot; (Moos et al. 2023), including the type of global change impacts and protective service they address, the reported change in protective effect, whether the reported change is quantitative and linked to risk, the methods used to assess the change in the protective effect, country where the study area is located, and the scale of the study.</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

An infoveillance analysis of public interest, national data and wastewater monitoring in Wales, UK

<p>Infoveillance, wastewater and national data.R - The R script used for the analyses and figures present in the manuscript.</p> <p>&nbsp;</p> <p>R functions:</p> <p>flattenCorrMatrix.R -A function for correlation analysis</p> <p>cormtest.R - A function for correlation analysis</p> <p>&nbsp;</p> <p>Data files:</p> <p>Medical data.csv - Data extracted from the UK government portal for COVID-19 cases, deaths and vaccinations</p> <p>South Wales qPCR data.csv - qPCR data for different South Wales sites on each date, with &lsquo;signal&rsquo; denoting the signal of SARS-CoV-2 detection in wastewater samples</p> <p>Wales GT data.csv - Google Trends relative search volume data extracted directly from Google Trends for the region of Wales</p>

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

Data for publication "Aerodynamic interactions of drops on parallel fibers"

<p>A collection of the data and scripts used to produce figures and derive conclusions for: &quot;Aerodynamic interactions of drops on parallel fibers.&quot;</p> <p>The DOI number for this paper is 10.1038/s41567-023-02159-4. It is available at the following URL: <a href="https://www.nature.com/articles/s41567-023-02159-4">https://www.nature.com/articles/s41567-023-02159-4</a>.</p> <p>Please see Repo_Contents.pdf for details.</p>

opencc-by-3.0-usJun 2023View details →
zenodo36/100

The Metadata of "A Rapid Investigation of Artificial Intelligence Generated Content Footprints in Scholarly Publications"

<p>This resource contains all the raw data associated with the article &quot;A Rapid Investigation of Artificial Intelligence Generated Content Footprints in Scholarly Publications.&quot; This raw data underpins the conclusions presented in the article.</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Dataset for publication: "Using explainable machine learning to interpret the effects of policies on air pollution: COVID-19 lockdown in London"

<p>This online repository offers supplementary datasets supporting the findings in&nbsp;the research article titled &quot;Using explainable machine learning to interpret the effects of policies on air pollution: COVID-19 lockdown in London,&quot; published in Environmental Science &amp; Technology. The dataset contains air quality data from different monitoring sites in London between 2016 and 2020 and weather data for the same period. Additionally, the dataset incorporates 136 features relating to London&#39;s Middle Layer Super Output Areas (MSOAs) in the year 2019, which can be used to identify the key factors contributing to the heterogeneous changes in air quality levels at different spatial locations during the pandemic. Please refer to the metadata file for detailed data sources and&nbsp;descriptions.&nbsp;</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Open Dataset for publication: Half-life determination of 215At and 221Ra with high-purity radioactive ion beams - IS637

<p>This material is provided as a supplementary open data for the publication in preparation &quot;Half-life determination of <sup>215</sup>At and <sup>221</sup>Ra with high-purity radioactive ion beams&quot; and contains all the source files regarding this publication and determination of&nbsp;<sup>215</sup>At half-life. The data were collected in July and&nbsp;November 2018 during&nbsp;IS637 experiment at ISOLDE, CERN.</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Open Dataset for publication: Half-life determination of 215At and 221Ra with high-purity radioactive ion beams - IS665

<p>The dataset for publication in preparation:</p> <p>Half-life determination of <sup>215</sup>At and <sup>221</sup>Ra with high-purity radioactive ion beams</p> <p>&nbsp;</p> <p>Includes the data analysed for results given in the publication from the IS665 experimental campaign at ISOLDE (CERN).</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Data set for the publication " Evaluation of the Accuracy and Frequency Response of Medium-Voltage Instrument Transformers under the Combined Influence Factors of Temperature and Vibration"

<p>This is dataset for paper published:</p> <p>Agazar, M.; Istrate, D.; Pradayrol, P. Evaluation of the Accuracy and Frequency Response of Medium-Voltage Instrument Transformers under the Combined Influence Factors of Temperature and Vibration.&nbsp;<em>Energies</em>&nbsp;<strong>2023</strong>,&nbsp;<em>16</em>, 5012. https://doi.org/10.3390/en16135012</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Data for the publication "Sensitivity of Banner Cloud Formation to Orography and the Ambient Atmosphere: Transition From Idealized to More Realistic Scenarios"

<p>Data accompanying the paper titled:&nbsp;&quot;Sensitivity of Banner Cloud Formation to Orography and the Ambient Atmosphere: Transition From Idealized to More Realistic Scenarios&quot;</p> <p>This repository contains output statistics for thirty simulations run with the EULAG model in LES mode (Prusa et al., 2008).</p> <p>We use three distinct configurations of the model domain and its orography, ranging from highly idealized to fully realistic. The configuration with realistic orography is referred to as &ldquo;Matt_Ref&rdquo; and covers a domain of 12.8 x 9.6 x 7 km. As our intermediate configuration, we use the realistic orography from the Matterhorn summit protruding from a flat plain, referred to as &quot;Matt_Iso&quot;. As our highly idealized configuration we consider a Pyramid protruding from a flat plain, referred to as &quot;Pyr&quot;. In both configurations the model domain extends 11.6 x 9.2 x 4.5 km. The simulations of all three configurations are performed with an isotropic grid spacing of 25 m.<br> <br> Each zip-file contains the time-averaged fields of six simulations with inflow conditions of a sheared or constant wind profile with 5, 10 and 20 m/s, and neutral stratification up to the height of the mountain summit. For the &quot;Matt_Ref&quot; configuration exists two additional zip-files containing data of a neutral stratification up to 500 meter and 800 meter below the mountain summit. Moreover, for the &quot;Matt_Ref&quot; configuration exists three additional zip-files containing the time-averaged turbulent fields. For more details have a look at the paper.</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Le Journal of Open Humanities Data (JOHD) : enjeux et défis dans la publication de data papers pour les sciences humaines et sociales (SHS)

<p>This repository hosts the pre-print version of the paper and the data used for the following publication:</p> <p>Marongiu, Paola; Pedrazzini, Nilo; Ribary, Marton; McGillivray, Barbara (forthcoming). &quot;<strong>Le <em>Journal of Open Humanities Data</em> (<em>JOHD</em>) : enjeux et d&eacute;fis dans la publication de <em>data papers</em> pour les sciences humaines et sociales (SHS)</strong>&quot;. In Schopfel,&nbsp;Joachim and Kosmopoulos, Christine (eds.) Publier, partager, r&eacute;utiliser les donn&eacute;es de la recherche: les data papers et leurs enjeux. Lille: Presses Universitaires du Septentrion.</p> <p>The file &quot;johd_publications.xlsx&quot; contains the data used for the section &quot;Publier des<em> data papers</em> pour les SHS : l&rsquo;exp&eacute;rience du<em> JOHD</em>&quot;. This includes all relevant information about the papers published by the Journal of Open Humanities data. The title of the published paper; the DOI; the date of publication; the special collection in which the paper was published (if any); the keywords associated with the paper; the names of the authors.</p> <p>The zip folder &quot;datapapers_catalyseurs.zip&quot; contains the data used for the section &quot;Les <em>data papers</em> : des catalyseurs de la r&eacute;utilisation des donn&eacute;es&nbsp;?&quot;. This includes information about the papers published by the Journal of Open Humanities data and their corresponding datasets (downloads, views, tweets, citations and Altmetric).</p>

opencc-by-4.0Feb 2023View details →
zenodo36/100

data and code for climate-cyclone publication

<p>The folder contains the data and scripts used to generate Figures 1-4 of Zhang (2023).</p> <p>version 1.01: italicize&nbsp;omega and fix a function bug</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Source Data for the publication: "How Orange Carotenoid Protein controls the excited state dynamics of Canthaxanthin"

<p>This dataset contains the raw data for the results shown in the paper, in plain text format. The first line of each file describes the content of the columns.</p> <p>Contents:</p> <ul> <li>ocp_adiabatic_energies.txt - Energies of the adiabatic states (A.U.) for all SH trajectories of CAN in OCP</li> <li>ocp_bla.txt - Values of the BLA coordinate (Angstrom) for all SH trajectories of CAN in OCP</li> <li>ocp_dihedrals.txt - Values of the CAN dihedrals ) degrees for all SH trajectories of CAN in OCP</li> <li>ocp_populations.txt - Calculated adiabatic populations of CAN in OCP</li> <li>vac_adiabatic_energies.txt - Energies of the adiabatic states (A.U.) for all SH trajectories of CAN in gas phase</li> <li>vac_bla.txt - Values of the BLA coordinate (Angstrom) for all SH trajectories of CAN in gas phase</li> <li>vac_dihedrals.txt - Values of the CAN dihedrals ) degrees for all SH trajectories of CAN in gas phase</li> <li>vac_populations.txt - Calculated adiabatic populations of CAN in gas phase</li> </ul> <p><br> &nbsp;</p> <p>&nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Data accompanying the publication: Measurements and modelling of pore-pressure gradients in the swash zone under large-scale laboratory bichromatic waves

<p>Data accompanying the publication: Measurements and modelling of pore-pressure gradients in the swash zone under large-scale laboratory bichromatic waves. See the README.txt file for more detail.</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Data for the publication "To be or not to be – Is MgSc2Se4 a Mg-Ion Solid Electrolyte?"

<p><strong>Description Datasets</strong></p> <p>Datasets are obtained from X-ray diffraction (XRD), Rietveld analysis, scanning electron microscopy (SEM), energy-dispersive X-ray spectroscopy (EDS), transmission electron microscopy (TEM), nuclear magnetic resonance (MAS NMR) spectroscopy, absorption and photoluminescence spectroscopy, electrochemical impedance spectroscopy (EIS), chronoamperometry (CA) and chronopotentiometry (CP).</p> <p><strong>Abstract</strong></p> <p>Magnesium batteries offer promising potential as next-generation sustainable energy-storage solutions due to the high theoretical capacity of the magnesium metal anode. Facilitating dendrite-free operation of metal anodes necessitates the development of solid electrolytes (SEs) with high magnesium-ion conductivity. While the chalcogenide spinel MgSc<sub>2</sub>Se<sub>4</sub>&nbsp;is predicted to exhibit high magnesium ion mobility, unequivocal&nbsp;experimental evidence for magnesium ion conduction beyond short-range motion is still missing. This study confirms magnesium-ion transport in MgSc<sub>2</sub>Se<sub>4</sub> through two independent electrochemical methods: electrochemical deposition of magnesium metal and reversible magnesium plating/stripping cycling. To overcome the difficulty of measuring the ionic conductivity of the mixed conducting MgSc<sub>2</sub>Se<sub>4</sub>&nbsp;spinel, a pure&nbsp;ion conducting interlayer is employed in a symmetric transference cell. This approach effectively suppresses the electron transport, allowing accurate characterization of the ionic conductivity. The experimental results confirm a low migration barrier (<em>E</em><sub>a</sub>) of (386 &plusmn; 24) meV for magnesium ion transport in MgSc<sub>2</sub>Se<sub>4</sub>&nbsp;and demonstrate one of the best performances at room temperature among the reported inorganic magnesium solid electrolytes. The findings open a new door for exploring additional mixed magnesium ion conductors and highlight the potential of magnesium chalcogenide spinels as a promising class of magnesium solid electrolytes.</p> <p>&nbsp;</p>

opencc-by-4.0Aug 2023View details →
zenodo36/100

Supplemental data for the publication: "The Role of Vitamin D in Emiliania huxleyi: A Microalgal Perspective on UV-B Exposure"

<p>The following table contains raw transcriptomic data of Emiliania huxleyi CCMP3266 grown under continuous UV radiation or control conditions for 7, 10, and 13 days, obtained using the MARS-seq protocol (Keren-Shaul H.&nbsp;et al. 2013)</p> <p>Column A - Gene ID&nbsp;(Sperfeld M. et al. 2023)<br> Column B - NCBI accession number<br> Columns C - T: raw read counts<br> Columns U - AL: normalized read counts<br> Columns AM - BD: rlog transform read counts<br> Columns BE - FB: Every 6 columns represent differential expression data between two treatments (time point or UV/nonUV)<br> Columns FC - FK: Functional annotations automatically generated, as previously described (Sperfeld M. et al. 2023)</p>

opencc-by-4.0Sep 2023View details →
zenodo36/100

micro CT scan of Ice core, publication DOI:10.1109/TGRS.2023.3334867

<p>The dataset is used in the paper:</p> <p><strong>Bagherzadeh, Faramarz, et al. "Ice-Core Micro-CT Image Segmentation With Deep Learning and Gaussian Mixture Model." <em>IEEE Transactions on Geoscience and Remote Sensing</em> 61 (2023): 1-11.</strong><br><strong>DOI:10.1109/TGRS.2023.3334867</strong></p> <p><br>Polar ice cores 2D images of Micro CT scans that could be used for training and testing a deep neural network for image segmentation. This dataset is connected with the corresponding paper:<br>Title: "Ice Core micro-CT Image Segmentation with Deep Learning and Gaussian Mixture Model"</p> <p>There are mainly 3 specimens from Polar regions (snow, firn, and bubbly ice)&nbsp;with 60-micron resolution and a corresponding ground truth per input which was derived from a higher-resolution image with the methodology explained in the article.</p>

opencc-by-4.0Sep 2023View details →
zenodo36/100

Raw data of the publication titled "First-row d6 metal complex enables photon upconversion and initiates blue light-dependent polymerization with red light"

<p>Raw data of the publication in Angew. Chem. Int. Ed. titled &quot;First-row d<sup>6</sup> metal complex enables photon upconversion and initiates blue light-dependent polymerization with red light &quot;</p>

opencc-by-4.0Jul 2023View details →

ScienceDex guides

Understand access before you commit

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

Compare curated 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.

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.