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zenodo40/100

Digitizing the Roman Rural Landscape in Noricum. Möglichkeiten und Grenzen digitalarchäologischer Studien zum Hinterland einer römischen Provinz

<p>Using digital methods extensive and diverse data stocks can be generated within the scope of archaeology. Using that data can actively contribute to the protection of historic monuments, as the example of Oberndorf an der Melk shows, or can preserve highly detailed replicas of the archaeological sites virtually, as seen in the case of Petzenkirchen. However, it is of highest importance of dealing with various forms of best practice guidelines during every step of the workflow related to digital data to guarantee sustainable data.</p>

opencc-by-4.0Nov 2020View details →
zenodo40/100

Curso-de-Historia-Unilab-Males/historia-digital-PIBIC: História Digital: acervos e ferramentas digitais para pesquisa e ensino

<p>PROPPG 04/2021 - PIBIC UNILAB</p> <p>Reposit&oacute;rio do projeto &quot;Hist&oacute;ria Digital: acervos e ferramentas digitais para pesquisa e ensino&quot;, coordenado pelo professor Eric Brasil desenvolvido no Instituto de Humandiades e Letras do campus dos Mal&ecirc;s, Unilab.</p> <p>Resumo</p> <p>O projeto <strong>Hist&oacute;ria Digital: acervos e ferramentas digitais para pesquisa e ensino</strong> pretende promover o debate sobre os impactos te&oacute;rico- metodol&oacute;gicos para o of&iacute;cio de historiadores/as e professores/as de hist&oacute;ria gerado pelo avan&ccedil;o irrefre&aacute;vel tanto dos acervos digitais de fontes prim&aacute;rias quanto das ferramentas digitais para pesquisa, escrita e ensino da disciplina. Buscamos listar reposit&oacute;rios de fontes digitais on-line dispon&iacute;veis para pesquisa e refletir sobre seus usos e implica&ccedil;&otilde;es para Hist&oacute;ria e seu ensino no Brasil, mais especificamente em cursos de licenciatura em Hist&oacute;ria no estado da Bahia.</p> <p>No primeiro ano do projeto (2020-2021), contemplado pelo edital Proppg 01/2020 (PIBIC/FAPESB) com uma bolsa, desenvolvemos um plano de trabalho focado nas Hemerotecas Digitais, cujo objetivo foi realizar a pesquisa, an&aacute;lise e cataloga&ccedil;&atilde;o digital das hemerotecas digitais de acesso p&uacute;blico e gratuito para pesquisa em Hist&oacute;ria e publicizar os resultados on-line em reposit&oacute;rio p&uacute;blico. Tamb&eacute;m analisamos os usos da Hemeroteca Nacional Digital em um dataset composto por trabalhos publicados nos Anais dos Simp&oacute;sios Nacionais de Hist&oacute;ria da Anpuh.</p> <p>Dando prosseguimento ao projeto, esse ano com vig&ecirc;ncia entre 01 de outubro de 2021 a 30 de setembro de 2022, com bolsa contemplada pelo edital Proppg 04/2021 (PIBIC/UNILAB) buscamos focar a pesquisa nos usos dos acervos digitais de fontes prim&aacute;rias no of&iacute;cio de historiadores/as. Para tanto, buscamos avaliar as pr&aacute;ticas e reflex&otilde;es te&oacute;rico-metodol&oacute;gicas realizadas por docentes de cursos de Hist&oacute;ria das Universidades Federais com campi no estado da Bahia (UNILAB, UFBA, UFRB, UFSB) sobre suas pesquisas nesses acervos. Ao final, tanto as reflex&otilde;es quanto os dados produzidos, ser&atilde;o disponibilizados no portal do curso de Hist&oacute;ria da Unilab/Mal&ecirc;s e no Github para acesso p&uacute;blico. Contribuindo dessa maneira n&atilde;o apenas para a reflex&atilde;o te&oacute;rica sobre o uso de recursos digitais e o impacto na pesquisa e ensino, mas tamb&eacute;m para o desenvolvimento de ferramentas metodol&oacute;gicas e recursos digitais para futuras pesquisas.</p> <p>Participantes</p> <ul> <li>Eric Brasil, coordenador</li> <li>Priscila Valverde, bolsista PIBIC</li> <li>Ana Carolina Veloso, bolsista PIBIC</li> </ul> <p>OBS</p> <p>Esse lan&ccedil;amento inclui o relat&oacute;rio final enviado &agrave; PROPPG/UNILAB e os dados da pesquisa conclu&iacute;da em setembro de 2022. Em breve ser&aacute; inclu&iacute;da a vers&atilde;o atualizada em markdown do relat&oacute;rio.</p>

opengpl-2.0Oct 2022View details →
zenodo40/100

Can Digital Currencies End Financial Exclusion in Indonesia? Economic Realities and Policy Ambitions

<p>Digitalisation is driving Indonesia&rsquo;s economic development. The empowerment<br> of an efficient system of digital payments is a key underlying factor for the<br> establishment of an inclusive and well-developed digital economy. As a first<br> and fundamental step, the Bank of Indonesia launched the &ldquo;National Cashless<br> Movement&rdquo; (GNNT) in 2014. This vision was further advanced with the &ldquo;Indonesia<br> Payment System Blueprint 2025&rdquo; (IPS), which aimed at boosting digitalisation in<br> the banking industry through open banking and technology developments. As a<br> result, Indonesia&rsquo;s digital economy and finance is recording remarkable upward<br> trends &ndash; such as an increase of 36.9 per cent in e-commerce and 52.6 per cent in<br> fintech lending transactions between 2020 and 2021. Similarly, cashless payments<br> are experiencing a spectacular growth. The usage of the Quick Response Indonesia<br> Standard (QRIS) system, which enhances cashless payment, has doubled. Credit<br> card transactions and e-money usage increased by 20 per cent and 51.6 per cent,<br> respectively, in the same two-year period.</p> <p>In this context of vibrant, quick transformations, a diverse ecosystem &ndash; which<br> comprises incumbent financial institutions, start-ups and technology companies<br> &ndash; is trying to advance Indonesia&rsquo;s digital payments while targeting the goal of<br> financial inclusion. The rise of digital payment solutions indeed provides a unique<br> window of opportunity to tackle the current 92 million unbanked Indonesians<br> and 62 million small and medium-sized enterprises (SMEs) that are excluded from<br> the formal economy in Indonesia.</p>

opencc-by-4.0Aug 2022View details →
zenodo40/100

Assessment of microphytobenthos communities in the Kinzig catchment using photosynthesis-related traits, digital light microscopy and 18S-V9 amplicon sequencing

<p>This folder contains the datasets used in the article submitted to Frontiers in Ecology and Evolution in which we investigated the functional and compositional responses of microphytobenthos communities to surrounding land uses in the Kinzig River catchment, central Germany. We measured photosynthetic biomass using a Benthotorch, and analysed the diatom community using a newly developed digital light microscopy approach and 18S-V9 amplicon sequencing to characterise the whole protistan assemblages at sampling sites located in rural vs. urban areas.</p> <p>The folder contain the following datasets:</p> <p>kinzig2021_18SV9_filtered.csv&nbsp; # microphytobenthos 18SV9 amplicon sequencing data</p> <p>kinzig_paper.csv # OMNIDIA output of diatom data from microscopy and diatom subset from 18SV9 amplicon sequencing (including 4 letters OMINIDIA taxa codes for diatoms)</p> <p>kinzig2021_benthotorch.csv # Photosynthetic biomass (BenthoTorch data)</p> <p>Kinzig2021_fieldData.csv # environmental data</p> <p>env_dataKinz2021.csv # environment dataset</p> <p>Kinzig2021_diatDM&amp;18S.R # Rscript used for analysis</p>

opencc-by-4.0Apr 2024View details →
zenodo40/100

Fig. 12. Ophiohelidae Perrier, 1893.A–B. Ophiomyces frutectosus Lyman, 1869, digital photos.A. Lateral view. B in Taxonomic analysis of the genital plates and associated structures in Ophiuroidea (Echinodermata)

Fig. 12. Ophiohelidae Perrier, 1893.A–B. Ophiomyces frutectosus Lyman, 1869, digital photos.A. Lateral view. B. Detail of genital plates in situ. C–H. Ophiomyces delata Koehler, 1904, SEM. C. adGP, abradial aspect. D. abGP, adradial aspect. E. Genital plates in situ. F. Oral shield, external aspect. G. Oral shield, inner aspect. H. Madreporite, inner aspect. Scale bars: A–B = 1 mm; C–E = 0.5 mm; F–H = 0.1 mm.

opencc-by-4.0May 2024View details →
zenodo40/100

The Challenges of Implementing Digital Learning Platforms in the Ministry of Information and Digitalization in Malawi

<p>This dataset was collected as part of a study exploring the implementation challenges and opportunities of digital learning platforms within the Ministry of Information and Digitalization in Malawi. The study employs a mixed-methods approach to reveal significant barriers such as internet connectivity issues, technological access limitations, and insufficient support that hinder the effective utilization of these platforms. The data includes responses from ministry personnel on their experiences with digital learning platforms, focusing on factors like support availability, time management, and motivation.</p>

opencc-by-4.0May 2024View details →
dryad40/100

Data from: Digital twin mathematical models suggest individualized hemorrhagic shock resuscitation strategies

<p><strong>Background:</strong> Optimizing resuscitation to reduce inflammation and organ dysfunction following human trauma-associated hemorrhagic shock is a major clinical hurdle. This is limited by the short duration of pre-clinical studies and the sparsity of early data in the clinical setting.</p> <p><strong>Methods:</strong> We sought to bridge this gap by linking preclinical data in the porcine model with clinical data from patients from the Prospective, Observational, Multicenter, Major Trauma Transfusion (PROMMTT) study via a three-compartment ordinary differential equation model of inflammation and coagulation.</p> <p><strong>Results:</strong> The model accurately predicts physiologic, inflammatory, and laboratory measures in both the porcine model and patients, as well as the outcome and time of death in the PROMMTT cohort. Model simulation suggests that resuscitation with plasma and red blood cells outperformed resuscitation with crystalloid or plasma alone, and that earlier plasma resuscitation reduced injury severity and increased survival time.</p> <p><strong>Conclusions:</strong> This workflow may serve as a translational bridge from pre-clinical to clinical studies in trauma-associated hemorrhagic shock and other complex disease settings.</p>

opencc-zeroMay 2024View details →
zenodo40/100

Digital Pediatric Image Quality Phantoms and Simulations

<p>Pediatric IQ Phantoms is a dataset of virtual phantoms and their computed tomography (CT) images for assessing the image quality of image-based CT denoising products in pediatric patients. The phantoms in the dataset enable assessment of <a title="IEC Standard 61223-5-3" href="https://webstore.iec.ch/publication/59789" target="_blank" rel="noopener">standard measures of image quality</a> &ndash; CT number accuracy, noise magnitude, uniformity, contrast dependent spatial resolution, and low contrast detectability. These phantoms are designed to span the range of pediatric effective waist diameters (Table 1) and thus can be used to assess pediatric image quality performance.</p> Table 1: Pediatric subgroups investigated defined by <table><tbody> <tr> <td><strong>Subgroup</strong></td> <td><strong>Age Range</strong></td> <td><strong>Waist Diameter Range</strong></td> </tr> <tr> <td>Newborn</td> <td>&le; 1 mo</td> <td>&le; 11.5 cm</td> </tr> <tr> <td>Infant</td> <td>&gt; &nbsp;1 mo &amp; &lt; 2 yrs</td> <td>&gt; 11.5 cm &amp; &le; 16.8 cm</td> </tr> <tr> <td>Child</td> <td>&gt; 2 yrs &amp; &le; 12 yrs</td> <td>&gt; 16.8 cm &amp; &le; 23.2 cm</td> </tr> <tr> <td>Adolescent</td> <td>&gt; 12 yrs &amp; &lt; 21 yrs</td> <td>&gt; 23.2 cm &amp; &lt; 34 cm</td> </tr> <tr> <td>Adult</td> <td>&ge; 22 yrs</td> <td>&ge; 34 cm</td> </tr> </tbody> </table> <p>These phantoms include:</p> <ul> <li>CTP404 multi-contrast phantom: for assessing CT number accuracy and contrast-dependent spatial resolution. <ul> <li>CTP404 is a modified version of the sensitometry module CTP404 from the Catphan 600 phantom (The Phantom Laboratory, Salem, NY).</li> <li>This cylindrical phantom has eight unique contrast inserts ranging from -1000 to +900 HU in a uniform background of 0 HU. In its standard size, CTP404 has a diameter of 150 mm with 12 mm diameter inserts. Due to the sharp intersection between the phantom background and multi-contrast inserts, this module was used to evaluate contrast-dependent image sharpness using the contrast-dependent modulation transfer function.2</li> </ul> </li> <li>MITA LCD phantom: for assessing low contrast detectability. <ul> <li>The MITA-LCD phantom is a cylindrical phantom filled with water-equivalent attenuation material and contains four low-contrast disk inserts of different size and contrast combinations: 3mm-14HU, 5mm-7HU, 7mm-5HU, 10mm-3HU.3,4</li> </ul> </li> <li>Uniform water phantom: for assessing noise and noise texture. <ul> <li>The uniform water phantom is a cylindrical phantom filled with water-equivalent attenuation material.</li> </ul> </li> </ul>

opencc-by-4.0Oct 2023View details →
zenodo40/100

New version of the digitized Dialect Atlas of Finnish by Lauri Kettunen

<p>This package includes alternative representations of the digitized version of Lauri Kettunen's Dialect Atlas of Finnish (Kettunen 1940; <a href="http://urn.fi/urn:nbn:fi:csc-kata20151130145346403821" rel="nofollow">http://urn.fi/urn:nbn:fi:csc-kata20151130145346403821</a>). The first version of the digitized data was prepared by profs. Sheila Embleton and Eric Wheeler (York University, Canada) (Embleton &amp; Wheeler 1997, 2000), and further refined for publication by Jyri Lehtinen under the BEDLAN project (Biological Evolution and the Diversification of Languages).</p> <p>The alternative representation provided here includes the data formatted as (1) multistate character format and (2) binary character format. Both formats resemble the representation of population genetic data, and are thus easier to apply to population genetic analyses than the representation provided through the Fairdata repository. Also the linguistic classification of the collected linguistic traits is provided.</p> <p>The data has been prepared by the BEDLAN research project (Biological Evolution and the Diversification of Languages), which has conducted research of Kettunen's dialect atlas using population genetic techniques (Syrj&auml;nen et al. 2016, Honkola et al. 2018, Santaharju et al. in revision).</p> <p>Citation: Santaharju, Jenni, Kaj Syrj&auml;nen, Terhi Honkola, Perttu, Sepp&auml;, Outi Vesakoski and Unni Leino (submitted revision): New version of the digitized Dialect Atlas of Finnish by Lauri Kettunen. In Digital Humanities in the Nordic and Baltic Countries Publications. Zenodo.&nbsp;<a href="https://doi.org/10.5281/zenodo.10078078" target="_blank" rel="noopener">https://doi.org/10.5281/zenodo.10078078</a></p> <div> <h2>kettunen_multistate.csv</h2> </div> <p>This file contains the multistate representation of the data. Here different states are coded as integers representing the different map symbols from Kettunen's original dialect atlas (for an example, see <a href="http://kettunen.fnhost.org/" rel="nofollow">http://kettunen.fnhost.org/</a>, which provides scans of Kettunen's original atlas map pages by Juha Kuokkala).</p> <ol> <li> <p><code>Municipality_number</code></p> <p>Unique identifier for each data point (municipality).</p> </li> <li> <p><code>Municipality_name</code></p> <p>Municipality name. These may not be unique, as several municipalities may have the same name.</p> </li> <li> <p><code>lon_WGS84</code></p> <p>WGS 84 longitude of the municipality centroid.</p> </li> <li> <p><code>lat_WGS84</code></p> <p>WGS 84 latitude of the municipality centroid.</p> </li> <li> <p><code>1a - 213c</code></p> <p>Dialect features present on each map page. The integer at the beginning matches the map page in Kettunen's atlas, so e.g. page 1 starts with 1. The letter following the integer represents different overlapping variants within a single map page. Each page number is suffixed with as many different letters as there are overlapping variants on that page; for instance page 1 has at most 3 overlapping variants for any datapoint, so the table includes three columns (1a-1c). The values are either integers (representing different map symbols from Kettunen's map page legends, with 1 being the topmost variant, 2 being the second variant, and so on), "-" (for absent data) or "NA" (for missing data).</p> </li> </ol> <div> <h2>kettunen_binary.csv</h2> </div> <ol> <li> <p><code>Municipality_number</code></p> <p>Unique identifier for each data point (municipality).</p> </li> <li> <p><code>Municipality_name</code></p> <p>Municipality name. These may not be unique, as several municipalities may have the same name.</p> </li> <li> <p><code>lon_WGS84</code></p> <p>WGS 84 longitude of the municipality centroid.</p> </li> <li> <p><code>lat_WGS84</code></p> <p>WGS 84 latitude of the municipality centroid.</p> </li> <li> <p><code>1_2 - 213_16</code></p> <p>Dialect features present on each map page. The leftmost integer matches the map page in Kettunen's atlas, so e.g. page 1 starts with 1. The second integer matches the multistate characters found in the cells of kettunen_multistate.csv, and thus reflect the different symbols in Kettunen's map page legends. Again here, 1 represents the topmost box in Kettunen's map page's legend, 2 the second box, and so on. The actual data field contains either 0 (absent), 1 (present) or "NA" (missing).</p> </li> </ol> <div> <h2>kettunen_map_explanations.csv</h2> </div> <ol> <li> <p><code>Map number</code></p> <p>Unique identifier for each map.</p> </li> <li> <p><code>The explanation of the map</code></p> <p>Map name and description of the dialect feature.</p> </li> <li> <p><code>Level1 - Level5</code></p> <p>Hierarchical classification of the dialect feature.</p> </li> </ol> <div> <h2>References</h2> </div> <p>Embleton, Sheila M. and Eric Wheeler, S. 1997. Finnish dialect atlas for quantitative studies. <em>Journal of Quantitative Linguistics</em> 4.99-102. <a href="https://doi.org/10.1080/0929617970859008" rel="nofollow">DOI: https://doi.org/10.1080/0929617970859008</a></p> <p>Embleton, Sheila, M. and Eric Wheeler, S. 2000. Computerized dialect atlas of Finnish: Dealing with ambiguity. <em>Journal of Quantitative Linguistics</em> 7.227-31. <a href="https://doi.org/10.1076/jqul.7.3.227.4109" rel="nofollow">DOI: https://doi.org/10.1076/jqul.7.3.227.4109</a></p> <p>Honkola, Terhi, Kalle Ruokolainen, Kaj Syrj&auml;nen, Unni-P&auml;iv&auml; Leino, Ilpo Tammi, Niklas Wahlberg, and Outi Vesakoski. 2018. Evolution within a Language: Environmental differences contribute to divergence of dialect groups. <em>BMC Evolutionary Biology</em> 18, no. 132. <a href="https://doi.org/10.1186/s12862-018-1238-6" rel="nofollow">DOI: https://doi.org/10.1186/s12862-018-1238-6</a></p> <p>Kettunen, Lauri. 1940. <em>Suomen Murteet III A. Murrekartasto.</em> Helsinki: Suomalaisen kirjallisuuden seura.</p> <p>Santaharju, Jenni, Terhi Honkola, Perttu, Sepp&auml;, Kaj Syrj&auml;nen, Unni Leino and Outi Vesakoski (in revision): Linguistic convergence and its drivers in Finnish dialects.</p> <p>Syrj&auml;nen, Kaj, Terhi Honkola, Jyri Lehtinen, Antti Leino and Outi Vesakoski. 2016. Applying population genetic approaches within languages: Finnish dialects as linguistic populations. <em>Language Dynamics and Change</em> 6.235-83. <a href="https://doi.org/10.1163/22105832-00602002" rel="nofollow">DOI: https://doi.org/10.1163/22105832-00602002</a></p>

opencc-by-4.0Nov 2023View details →
dryad40/100

Data from: Origins of mammalian vertebral function revealed through digital bending experiments

<p>Unravelling the functional steps that underlie major transitions in the fossil record is a significant challenge for biologists due to the difficulties of interpreting functional capabilities of extinct organisms. New computational modelling approaches provide exciting avenues for testing function in the fossil record. Here we conduct digital bending experiments to reconstruct vertebral function in non-mammalian synapsids, the extinct forerunners of mammals, to provide insights into the functional underpinnings of the synapsid-mammal transition. We estimate range of motion and stiffness of intervertebral joints in eight non-mammalian synapsid species alongside a comparative sample of extant tetrapods, including salamanders, reptiles, and mammals. We show that several key aspects of mammalian vertebral function evolved outside crown Mammalia. Compared to early diverging non-mammalian synapsids, cynodonts stabilized the posterior trunk against lateroflexion, while evolving axial twisting in the anterior trunk. This was later accompanied by posterior sagittal bending in crown mammals, and perhaps even therians specifically. Our data also supports the prior hypothesis that functional diversification of the mammalian trunk occurred via co-option of existing morphological regions in response to changing selective demands. Thus, multiple functional and evolutionary steps underlie the origin of remarkable complexity of the mammalian backbone.</p>

opencc-zeroJun 2024View details →
zenodo40/100

Future-ready Nordic homes: Responding to the Changing Climate with Free-running Buildings; Digital Repository of Obtained Results

<p>The figures provided here show complete results of the parametric building performance simulation for each studied location, which was a part of the Master thesis in Energy-efficient and Environmental Building Design (Faculty of Engineering, Lund University, Sweden) by Marko Ljubas.</p> <p>The simulations were performed using software IDA ICE 4.8 by EQUA.</p> <p>The weather files were generated using software Meteonorm 8.2 by Meteotest.</p>

opencc-by-4.0Jun 2024View details →
zenodo40/100

lxkahn/Hall-1965-data: Digitized data of Hall (1965)

<p>Digitized data tables and georeferenced sample localities of heavy and light mineral data for the Merced Formation and modern sediment samples from Hall (1965).</p>

opencc-by-4.0Jun 2024View details →
zenodo40/100

Datos de investigación. La alfabetización digital ciudadana para el desarrollo de competencias en el contexto educativo cubano

<p><span>La transformaci&oacute;n digital en el sector socioeducativo, resulta necesario para docentes, educandos y familia y de ah&iacute; desarrollen competencias digitales que les permitan utilizar los servicios educativos que est&aacute;n a su disposici&oacute;n que contribuyan a generar una cultura que les permitan desenvolverse en cualquier entorno, por lo que es necesario una alfabetizaci&oacute;n digital ciudadana que aborde los principales saberes tecnol&oacute;gicos, did&aacute;cticos y tecnopedag&oacute;gicas. El objetivo del art&iacute;culo es proponer acciones para la alfabetizaci&oacute;n digital ciudadana de los docentes que permita contextualizar las nuevas tendencias de ense&ntilde;anza-aprendizaje para la mejora de los procesos &aacute;ulicos, institucionales o territoriales, y as&iacute;, se refleje en el nivel de desarrollo de las competencias digitales para el uso de servicios educativos que est&eacute;n a su disposici&oacute;n.<span>&nbsp; </span>Se utilizaron m&eacute;todos te&oacute;ricos tales como: hist&oacute;rico l&oacute;gico, anal&iacute;tico sint&eacute;tico, sist&eacute;mico-estructural y como m&eacute;todos emp&iacute;ricos se utilizaron entrevista, la encuesta y observaci&oacute;n a docentes que laboran en la Direcci&oacute;n General de Educaci&oacute;n en La Habana. Se validaron acciones que se encuentran divididas en dos etapas, la primera de diagn&oacute;stico y sensibilizaci&oacute;n, y una segunda etapa de intervenci&oacute;n pr&aacute;ctica. Desde una mirada socioeducativa fue necesario incorporar elementos que contextualicen a las instituciones educativas como el lugar m&aacute;s cercano y desde el cual, se proyecten a la comunidad variantes de alfabetizaci&oacute;n que tributen al desarrollo de competencias digitales docentes, de los educandos y de la comunidad, las cuales se reflejen directamente en la cultura digital de los individuos, todo lo cual permita la interacci&oacute;n con los diferentes servicios educativos digitales.</span></p>

opencc-by-4.0Jun 2024View details →
zenodo40/100

Dataset for digital twins for managing bridge climate change adaptation

<p><span>This is the dataset for embedding in the novel digital twin driven by</span><span> BIM technology to manage the climate change adaptation measures for the bridges. A 6D BIM model has been established and embeded with change adaptation measures, timeline schedule, climate change adaptation cost estimation, and carbon emission estimation.</span></p>

opencc-by-4.0Jun 2024View details →
zenodo40/100

Dataset: Gryphon Digital Mining, Inc. (GRYP) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →
zenodo40/100

Dataset: Gen Digital Inc. (GEN) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →
zenodo40/100

Dataset: Fidelity Crypto Industry and Digital Payments ETF (FDIG) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →
zenodo40/100

Dataset: First Trust Nasdaq Lux Digital Health Solutions ETF (EKG) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →
zenodo40/100

Dataset: Global X Telemedicine & Digital Health ETF (EDOC) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →
zenodo40/100

Dataset: Global X Data Center & Digital Infrastructure ETF (DTCR) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →

ScienceDex guides

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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

ScienceDex for faculty

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.