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zenodo32/100

Fig. 1 in The popular model annelid Enchytraeus albidus is only one species in a complex of seashore white worms (Clitellata, Enchytraeidae)

Fig. 1 Collecting localities and species found in each area. For the sake of clarity, several close localities along the Norwegian and Swedish coasts have been merged; see Table 1 for a detailed description on each locality

opennotspecifiedApr 2019View details →
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Fig. 5 Enchytraeus albidus s. str. a in The popular model annelid Enchytraeus albidus is only one species in a complex of seashore white worms (Clitellata, Enchytraeidae)

Fig. 5 Enchytraeus albidus s. str. a Internal morphology of segments I– VI and IX–XIV viewed from dorsal side. b Brain. c Bundle of chaetae. d Nephridium. ag accessory glands, as anteseptale, br brain, cl clitellum, nd nephridial efferent duct, ov ovary, pb penial bulb, pg pharyngeal glands (only ventral lobes illustrated), ph pharyngeal pad, ps postseptale, s spermatheca, sf sperm funnel, t testis, vd vas deferens. Scale bars 100 μm

opennotspecifiedApr 2019View details →
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AppSet: Most Popular Google Play Apps in December 2023

<p>APK files obtained from AndroZoo and metadata retrieved from Google Play for the most popular apps for all app categories from Google Play in December 2023. Used in our ACSAC'24 paper "Manifest Problems: Analyzing Code Transparency for Android Application Bundles".</p>

opencc-by-4.0Aug 2024View details →
zenodo32/100

Popular Animals Dataset for 6-Class Object Detection (Pascal VOC annotation)

<p>This dataset contains images used in the monograph titled <em>Zastosowanie wybranych metod uczenia głębokiego w wizji komputerowej</em> (Application of Selected Deep Learning Methods in Computer Vision) to build the Faster R-CNN model. The full collection consists of 600 image files showing 6 classes of objects: <em>kot</em> (cat), <em>krowa</em> (cow), <em>pies</em> (dog), <em>koń</em> (horse), <em>człowiek</em> (human), <em>owca</em> (sheep) (<a title="Popular Animals Dataset" href="https://drive.google.com/file/d/1g3O1Qq2YqmCb8WSMDHaoFJPoHe6yujlQ/view?usp=drive_link" target="_blank" rel="noopener">https://drive.google.com/file/d/1g3O1Qq2YqmCb8WSMDHaoFJPoHe6yujlQ/view?usp=drive_link</a>). All images were scaled so that the smaller side is no shorter than 600 pixels and the larger side is no longer than 1000 pixels. The set was randomly divided into a training part (75% of the full set) and a test part (25% of the full set). As a result, the training part contains 450 files, and the test part - 150. Both parts are balanced - they contain a similar number of detected objects. The images are labeled with bounding boxes in the Pacal VOC format, according to which the description of each file is contained in an XML file with the same name. The dataset can be used to build models for object detection.</p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

Popularity Prediction in Anime with Deep Learning (with dataset)

<p>In the japanese anime industry, predicting whether an upcoming product will be popular is crucial. This paper introduces one of the most comprehensive free datasets for predicting anime popularity using only features accessible before huge investments, relying solely on freely available internet data and adhering to rigorous standards based on real-life experiences. To explore this dataset and its potential, a deep neural network architecture incorporating GPT-2 and ResNet-50 is proposed. The model achieved a best mean squared error (MSE) of 0.011, significantly surpassing a benchmark with traditional methods of 0.412, and a best root-square (R2) score of 0.187, outperforming the benchmark of &minus;30.795. The aim of this study is to explore the scope and impact of features available before huge investments in relation to anime popularity. For that reason, and complementing the MSE and R2 metrics, Pearson and Spearman correlation coefficients are used. The best results, with Pearson at 0.436 and Spearman at 0.431, along with a well-fitted learning curves, suggests that while these features are relevant, they are not decisive for determining anime popularity and they likely interacts with additional features accessible after further investments. This is one of the first multimodal approaches to address this kind of tasks, aiming to support an entertainment industry by helping to avoid financial failures and guide successful production strategies.</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

FIGURE 1. A–B in Aptenia ×vascosilvae (A. cordifolia × A. haeckeliana) (Aizoaceae), the new nothospecies from which the horticulturally popular cultivar Aptenia 'Red Apple' was derived

FIGURE 1. A–B. Habit of Aptenia ×vascosilvae (B: a population of A. ×vascosilvae naturalised on Tabarca Island, Alicante province, Spain). C. A. cordifolia. D. A. haeckeliana. E. Flowers of A. cordifolia (purple flower) and A. haeckeliana (yellowish flower). F. Leaves of A. cordifolia (basally cordate) and A. haeckeliana (basally cuneate) (photos by E. Laguna).

opennotspecifiedMay 2020View details →
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FIGURE 4 in Hygrophorus deliciosus (Hygrophoraceae, Agaricales), a popular edible mushroom of the H. russula-complex from southwestern China

FIGURE 4. Fresh (A–D) and dry (E–F) basidiomata of waxcaps from China. A–B. Hygrophorus parvirussula (GDGM45208), C. Hygrophorus russula (GDGM25922), D. Hygrophorus russula (GDGM41951), E. Hygrophorus deliciosus (GDGM79208, Holotype), F. Hygrophorus deliciosus (GDGM79236), G. Hygrophorus parvirussula (HMAS280756), H. Hygrophorus russula (GDGM41951). Photos: A–B by Ming Zhang, C by Tai-Hui Li, D–F by Chao-Qun Wang.

opennotspecifiedJun 2020View details →
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FIGURE 1 in Hygrophorus deliciosus (Hygrophoraceae, Agaricales), a popular edible mushroom of the H. russula-complex from southwestern China

FIGURE 1. Phylogenetic relationship of the Hygrophorus russula-complex inferred from ITS sequences using ML method. Newly generated sequences in this study are in bold. Bootstrap values more than 50% are indicated around the branch. The tree scale indicates the number of substitutions per site.

opennotspecifiedJun 2020View details →
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FIGURE 3 in Hygrophorus deliciosus (Hygrophoraceae, Agaricales), a popular edible mushroom of the H. russula-complex from southwestern China

FIGURE 3. Line drawings of microscopic features of Hygrophorus deliciosus. A. Basidiospores (GDGM79208, Holotype), B. Basidiospores (GDGM73208), C. Basidiospores (GDGM79208, Holotype), D. Basidia (GDGM73208), E. Terminal cells of pileipellis (GDGM79208, Holotype), F. Lamellar trama hyphae (GDGM79208, Holotype). Drawings by: Chao-Qun Wang.

opennotspecifiedJun 2020View details →
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FIGURE 2 in Hygrophorus deliciosus (Hygrophoraceae, Agaricales), a popular edible mushroom of the H. russula-complex from southwestern China

FIGURE 2. Basidiomata of Hygrophorus deliciosus. A: LJW1779, B: XHW6125, C–D: GDGM43345, E: GDGM79208 (Holotype), F: GDGM79227. Photos: A by Jian-Wei Liu, B by Xiang-Hua Wang, C–F by Chao-Qun Wang.

opennotspecifiedJun 2020View details →
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Microhistoria, liderazgo social y cultura política popular en Colombia

<p>Una versi&oacute;n en texto se encuentra depositada en https://www.doi.org/10.5281/zenodo.7502845</p> <p>&nbsp;</p> <p>A partir de la microhistoria en sus posibilidades metodol&oacute;gicas y epistemol&oacute;gicas, y tomando como base de an&aacute;lisis los trabajos del historiador social italiano Carlo Ginzburg, el presente art&iacute;culo propone una reflexi&oacute;n sobre temas claves de la historia contempor&aacute;nea de Colombia a trav&eacute;s de las experiencias, preocupaciones y vivencias de Sergio Amaya Barrios, &laquo;Paz y bien&raquo;, reciclador, l&iacute;der social y ciudadano habitante de calle de la ciudad de Bogot&aacute;, Colombia. A trav&eacute;s de este personaje se revela, adem&aacute;s de una interpretaci&oacute;n particular sobre el liderazgo social y la cultura pol&iacute;tica del pa&iacute;s, los lenguajes particulares usados por sujetos populares para traducir esa experiencia interpretativa, as&iacute; como las tensiones que genera la inclusi&oacute;n de las voces, vivencias y reflexiones de los sectores populares en los estudios sociales, ya que pone en cuesti&oacute;n la hegemon&iacute;a del discurso social situada en la figura del &ldquo;estudioso&rdquo;, del &ldquo;especialista&rdquo; o del &ldquo;intelectual&rdquo;, cuesti&oacute;n que implica la reivindicaci&oacute;n de principios de la historiograf&iacute;a cr&iacute;tica, en particular de la microhistoria, tales como el constructivismo epistemol&oacute;gico, la centralidad de las voces populares como referente clave de los an&aacute;lisis, y la experimentaci&oacute;n en el abordaje y an&aacute;lisis de los hechos hist&oacute;ricos, seg&uacute;n lo propone Ginzburg.</p>

opencc-by-4.0Jan 2023View details →
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Supplementary material 5 from: Reshetnikov AN, Zibrova MG, Ayaz D, Bhattarai S, Borodin OV, Borzée A, Brejcha J, Çiçek K, Dimaki M, Doronin IV, Drobenkov SM, Gichikhanova UA, Gladkova AY, Gordeev DA, Ioannidis Y, Ilyukh MP, Interesova EA, Jadhav TD, Karabanov DP, Khabibullin VF, Khabilov TK, Khan MMH, Kidov AA, Klimov AS, Kochetkov DN, Kolbintsev VG, Kuzmin SL, Lotiev KY, Louppova NE, Lvov VD, Lyapkov SM, Martynenko IM, Maslova IV, Masroor R, Mazanaeva LF, Milko DA, Milto KD, Mozaffari O, Nguyen TQ, Novitsky RV, Petrovskiy AB, Prelovskiy VA, Serbin VV, Shi H-t, Skalon NV, Struijk RPJH, Taniguchi M, Tarkhnishvili D, Tsurkan VF, Tyutenkov OY, Ushakov MV, Vekhov DA, Xiao F, Yakimov AV, Yakovleva TI, Yang P, Zeleev DF, Petrosyan VG (2023) Rarely naturalized, but widespread and even invasive: the paradox of a popular pet terrapin expansion in Eurasia. NeoBiota 81: 91-127. https://doi.org/10.3897/neobiota.81.90473

Correlation matrix for ecological and other parameters of the red-eared slider Trachemys scripta elegans in water bodies of Europe (a), West Asia (b) and East Asia (c)

opencc-zeroJan 2023View details →
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Supplementary material 10 from: Reshetnikov AN, Zibrova MG, Ayaz D, Bhattarai S, Borodin OV, Borzée A, Brejcha J, Çiçek K, Dimaki M, Doronin IV, Drobenkov SM, Gichikhanova UA, Gladkova AY, Gordeev DA, Ioannidis Y, Ilyukh MP, Interesova EA, Jadhav TD, Karabanov DP, Khabibullin VF, Khabilov TK, Khan MMH, Kidov AA, Klimov AS, Kochetkov DN, Kolbintsev VG, Kuzmin SL, Lotiev KY, Louppova NE, Lvov VD, Lyapkov SM, Martynenko IM, Maslova IV, Masroor R, Mazanaeva LF, Milko DA, Milto KD, Mozaffari O, Nguyen TQ, Novitsky RV, Petrovskiy AB, Prelovskiy VA, Serbin VV, Shi H-t, Skalon NV, Struijk RPJH, Taniguchi M, Tarkhnishvili D, Tsurkan VF, Tyutenkov OY, Ushakov MV, Vekhov DA, Xiao F, Yakimov AV, Yakovleva TI, Yang P, Zeleev DF, Petrosyan VG (2023) Rarely naturalized, but widespread and even invasive: the paradox of a popular pet terrapin expansion in Eurasia. NeoBiota 81: 91-127. https://doi.org/10.3897/neobiota.81.90473

Additional list of 52 persons who kindly provided their observations of red-eared sliders in open water bodies of Eurasia

opencc-zeroJan 2023View details →
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Supplementary material 7 from: Reshetnikov AN, Zibrova MG, Ayaz D, Bhattarai S, Borodin OV, Borzée A, Brejcha J, Çiçek K, Dimaki M, Doronin IV, Drobenkov SM, Gichikhanova UA, Gladkova AY, Gordeev DA, Ioannidis Y, Ilyukh MP, Interesova EA, Jadhav TD, Karabanov DP, Khabibullin VF, Khabilov TK, Khan MMH, Kidov AA, Klimov AS, Kochetkov DN, Kolbintsev VG, Kuzmin SL, Lotiev KY, Louppova NE, Lvov VD, Lyapkov SM, Martynenko IM, Maslova IV, Masroor R, Mazanaeva LF, Milko DA, Milto KD, Mozaffari O, Nguyen TQ, Novitsky RV, Petrovskiy AB, Prelovskiy VA, Serbin VV, Shi H-t, Skalon NV, Struijk RPJH, Taniguchi M, Tarkhnishvili D, Tsurkan VF, Tyutenkov OY, Ushakov MV, Vekhov DA, Xiao F, Yakimov AV, Yakovleva TI, Yang P, Zeleev DF, Petrosyan VG (2023) Rarely naturalized, but widespread and even invasive: the paradox of a popular pet terrapin expansion in Eurasia. NeoBiota 81: 91-127. https://doi.org/10.3897/neobiota.81.90473

Evaluation metrics for MaxEnt models made across a range of feature-class combinations and regularization multipliers

opencc-zeroJan 2023View details →
zenodo32/100

Comércio popular em SP e mudanças relacionadas ao empreendedorismo são tema de pesquisa na UFSCar

<p>Felipe Rangel Martins, pesquisador de p&oacute;s-doutorado no Programa de P&oacute;s-Gradua&ccedil;&atilde;o em Sociologia da Universidade Federal de S&atilde;o Carlos (PPGS - UFSCar), fala de suas pesquisas sobre as transforma&ccedil;&otilde;es do com&eacute;rcio popular da regi&atilde;o do Br&aacute;s, no centro de S&atilde;o Paulo, e sobre as mudan&ccedil;as observadas no com&eacute;rcio a partir do discurso do empreendedorismo. Lattes: http://lattes.cnpq.br/1619003785230081</p> <p>&nbsp;</p> <p>Com&eacute;rcio popular em SP e mudan&ccedil;as relacionadas ao empreendedorismo s&atilde;o tema de pesquisa na UFSCar&nbsp;de&nbsp;<a href="https://youtu.be/72tMHPrO7DM">https://youtu.be/72tMHPrO7DM</a>&nbsp;est&aacute; licenciado com uma Licen&ccedil;a&nbsp;<a href="http://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons - Atribui&ccedil;&atilde;o-N&atilde;oComercial-SemDeriva&ccedil;&otilde;es 4.0 Internacional</a>.<br> Podem estar dispon&iacute;veis autoriza&ccedil;&otilde;es adicionais &agrave;s concedidas no &acirc;mbito desta licen&ccedil;a em&nbsp;<a href="https://www.labi.ufscar.br/">https://www.labi.ufscar.br/</a>.</p>

opencc-by-4.0Dec 2020View details →
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Figure 3 in The taxonomy of aloe xspinosissima hort. ex a.berger (asphodelaceae), a popular hybrid aloe from mediterranean Europe

Figure 3. Aloe ×spinosissima growing in a pedestalled, Italianate container in the Hanbury Gardens at La Mortola on the Ligurian Riviera, Italy. Photograph: Gideon F. Smith.

opennotspecifiedApr 2019View details →
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Figure 4 in The taxonomy of aloe xspinosissima hort. ex a.berger (asphodelaceae), a popular hybrid aloe from mediterranean Europe

Figure 4. The Palazzo Orengo at the Hanbury Gardens. Alwin Berger, who described Aloe ×spinosissima, was based at the Garden at the time that he received material of this nothospecies from Ludwig Winter. Photograph: Gideon F. Smith.

opennotspecifiedApr 2019View details →
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Figure 2 in The taxonomy of aloe xspinosissima hort. ex a.berger (asphodelaceae), a popular hybrid aloe from mediterranean Europe

Figure 2. Aloe ×spinosissima cultivated in the succulent garden of the Botanical Garden of the University of Porto in northwestern coastal Portugal (see Smith &amp; Figueiredo, 2014b). Photograph: Gideon F. Smith.

opennotspecifiedApr 2019View details →
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Figure 1 in The taxonomy of aloe xspinosissima hort. ex a.berger (asphodelaceae), a popular hybrid aloe from mediterranean Europe

Figure 1. Aloe ×spinosissima in full flower in the Glasshouse at the Royal Horticultural Society Garden Wisley, Woking, Surrey, United Kingdom. Picture taken on 20th February 2008 by Susan Carter.

opennotspecifiedApr 2019View details →
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Do Agile Scaling Approaches Make A Difference? An Empirical Comparison of Team Effectiveness Across Popular Scaling Approaches

<p>This bundle contains supplementary materials for an upcoming academic publication <em>Do Agile Scaling Approaches Make A Difference? An Empirical Comparison of Team Effectiveness Across Popular Scaling Approaches?</em>, by Christiaan Verwijs and Daniel Russo. Included in the bundle are the dataset and SPSS syntaxes. This replication package is made available by C. Verwijs under a &quot;Creative Commons Attribution Non-Commercial Share-Alike 4.0 International&quot;-license (CC-BY-NC-SA 4.0).</p> <p><strong>About the dataset</strong></p> <p>The dataset (SPSS) contains anonymized&nbsp;response data from 15,078 team members aggregated into 4,013 Agile teams that participated from <a href="https://scrumteamsurvey.org">scrumteamsurvey.org</a>. Stakeholder evaluations of 1,841 stakeholders were also collected for 529 of those teams. Data was gathered between&nbsp;September 2021, and September 2023. We cleaned the individual&nbsp;response&nbsp;data from careless responses and removed all data that could potentially identify teams, individuals, or their parent organizations. Because we wanted to analyze our measures at the team level, we calculated a team-level mean for each item in the survey. Such aggregation is only justified when at least 10% of the variance exists at the team level (Hair, 2019), which was the case (ICC = 35-50%). No data was missing at the team level.</p> <p>Question labels and option labels are provided separately in Questions.csv. To conform to the privacy statement of <a href="https://scrumteamsurvey.org">scrumteamsurvey.org</a>, the bundle does not include response data from before the team-level aggregation.</p> <p><strong>About the SPSS syntaxes</strong></p> <p>The bundle includes the syntaxes we used to prepare the dataset from the raw import, as well as the syntax we used to generate descriptives. This is mostly there for other researchers to verify our procedure.</p>

opencc-by-4.0Sep 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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