cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25999996.v1
title: Genome sequences (.fa), amino acid sequences (.pep), coding sequences (.cds), and genome annotation files (.gff3) of <i>Fragaria chinensis</i> (Fch), <i>F. corymbosa</i> (Fco), <i>F. moupinensis </i>(Fmo), <i>F. pentaphylla</i> (Fpe), and <i>F. daltoniana</i> (Fda).

description: Over the decades, evolutionists and ecologists have shown intense interest in the role of polyploidization in plant evolution. Without clear knowledge of the diploid ancestor(s) of polyploids, we would not be able to answer fundamental ecological questions such as the evolution of niche differences between them or its underlying genetic basis. Here, we explored the evolutionary history of two <i>Fragaria</i> tetraploids, <i>F. corymbosa</i> and <i>F. moupinensis</i>. We <i>de novo</i> assembled five genomes including these two tetraploids and three diploid relatives (<i>F. chinensis</i>, <i>F. pentaphylla</i> and <i>F. daltoniana</i>). Based on multiple lines of evidence, we found no evidence of distinct subgenomes in either of the two tetraploids, suggesting autopolyploid origins. Using phylogenomic approaches, we determined that <i>F. chinensis</i> was the closest diploid relative of both <i>F. corymbosa</i> and <i>F. moupinensis</i>. Genome resequencing data suggested signals of introgression between <i>F. chinensis </i>and<i> F. pentaphylla</i>, leading to the observed genomic similarity between these two diploids. Compared to <i>F. chinensis</i>, gene families related to high ultraviolet (UV)-B and DNA repair were expanded, while those that responded towards abiotic and biotic stresses (such as salt stress, wounding, and various pathogens) were contracted in both tetraploids. Furthermore, transcriptomic data indicated that the tetraploids tended to down-regulate defense response genes but up-regulate UV-B response, DNA repairing, and cell division gene expression compared to <i>F. chinensis</i>. These findings may reflect adaptions toward high-altitude habitats. In summary, our work provides insights into the genome evolution of wild <i>Fragaria</i> tetraploids and opens up an avenue for future works to answer deeper evolutionary and ecological questions regarding the strawberry genus.
DOI: 10.6084/m9.figshare.28202450.v1
title: <b>Sesame Seed and Seedling Quality Assessment</b>

description: This project contains the file for <b>Sesame Seed and Seedling Quality Assessment Based on Interactive ML Models</b>
DOI: 10.6084/m9.figshare.7498835.v1
title: Data for Plos One.xlsx

description: Raw data from each of the tested specimens.
DOI: 10.60893/figshare.pof.28392209.v1
title: Granular particle sizes

description: Particle size distributions for silica gel particles and coffee grounds.
DOI: 10.6084/m9.figshare.2070109.v1
title: BioMediTech RPE dataset

description: <b>--BioMediTech RPE dataset--</b><br><i>(Further detailed explanation provided inside the archive)</i><br>RPE dataset for the article:- L. Nanni, M. Paci, F. L. C. Santos, H. Skottman, K. Juuti-Uusitalo, J. Hyttinen, Texture descriptors ensembles enable image-based classification of maturation of human stem cell-derived retinal pigmented epithelium, Plos One 2016<br><br><b>Image acquisition</b><br>Each RPE cell culture was imaged with the same settings. The microscope used was a Nikon Eclipse TE200S phase-contrast microscope (Nikon Instruments Europe B.V., Amstelveen, Netherlands) with the 20x objective and Ph1 phase contrast. <br>Cell imaging parameters are the following:- Quality 2560 x 1920 pixels- Mode Manual exposure- Exposure 25 – 125 ms- AE compensation 0- Gain 1.2 x- Contrast Dynamic<br><b>Subwindows dividing process</b><br>The dataset is composed of 195 images that were divided into 16 subwindows and each subwindow labeled into 4 classes by two trained operators. Every subwindow that presented clutters, out of focus elements or just background was discarded and is not part of this dataset.<br><b>Subwindows coding</b><br>Each subwindow was renamed after manual classification using a specific code. This code was assembled by five elements: (initial image classification)_( image number)_(subwindow number)_(subwindow classification)_(inclusion bit).tif<b><br></b><b>Classification criteria</b><b><br></b>The full dataset is composed of 1862 subwindows. The subwindows classification used the following parameters:<br><i>Fusiform </i>(216 images)-Fuse shaped cell contours and nucleus-Separated cells <br><i>Epithelioid</i> (547 images)-Globular shaped cell contours and nucleus-More packed<br><i>Cobblestone</i> (949 images)-Well defined cell contours and cell wall-Hexagonal shape-Homogeneous cytoplasm-Tightly packed <br><i>Mixed</i> (150 images)-Two or more of afore mentioned classes<br><b>Dataset file structure</b><b><br></b>RPE_dataset.zip├ Description.pdf Description of the acquisition, creation and structure of the dataset.├ Images Initial images (RPE cell culture)├ Subwindows Subwindows from the division of the initial images. Coded as mentioned in Subwindows coding├ license.txt The Creative Common Attribution 4.0. license
DOI: 10.6084/m9.figshare.5146498.v1
title: kyrbs2016.sav

description: The Twelfth Korean Youth Risk Behavior Web-based Survey (KYRBWS).Datasets are from the Twelfth KYRBWS, 2016, Ministry of Education, Ministry of Health and Welfare, and Korean Center for Disease Control and Prevention.<br>
DOI: 10.17632/b3fkwybd9w
title: More Proximal, More Willing to Purchase: The Mechanism for Variability in Consumers' Purchae Intention toward Sincere versus Exciting Brands

description: The dataset underlies a research addressing the mechanism behind the variability in consumers' purchase intentions toward sincere and exciting brands.
DOI: 10.17632/x5yd85mv4s
title: Self-efficacy variable collected data

description: Validation of Self-efficacy tool in Indian context, data collected and analyzed. The file are attached here.
DOI: 10.6084/m9.figshare.12771116.v1
title: Source Data for publication on Increasing Ocean Stratification over the Past Half Century

description: Source data and figures (png and pdf format) for Figures 1-4, Extended Data Figures 6 and 10.<br> All of the source data including ocean stratification (squared buoyancy frequency, <i>N<sup>2</sup></i>), potential density, temperature and salinity gridded products, <i>N<sup>2</sup> </i>timeseries and trends in most of the figures are available in our website: <b>http://152.226.119.60/cheng/</b>.<br> For further data and codes used to generate other figures in the scripts, please contact <b>chenglijing@mail.iap.ac.cn</b> or <b>liguancheng15@mails.ucas.ac.cn</b>.<br>
DOI: 10.6084/m9.figshare.25330510.v1
title: csv,conf,v6 BoF Session: Exploring the possible of biomedical data visualization

description: Results from BoF session about visualizing biomedical data.
DOI: 10.6084/m9.figshare.26831929.v1
title: Dataset: Solutions and Insights for Agricultural Monitoring, Reporting, and Verification (MRV) from Three Consecutive Issuances of Soil Carbon Credits

description: This repository contains the data shown in figures in the paper "Solutions and Insights for Agricultural Monitoring, Reporting, and Verification (MRV) from Three Consecutive Issuances of Soil Carbon Credits" published in the <i>Journal of Environmental Management </i>(2024). The <code>README.txt</code> file explains the contents of the files in this repository.
DOI: 10.6084/m9.figshare.27873204.v2
title: Soil organic carbon increases with decreasing microbial carbon use efficiency during vegetation restoration-dataset

description: papre 的数据集“植被恢复过程中土壤有机碳随着微生物碳利用效率的降低而增加”。
DOI: 10.6084/m9.figshare.5100736.v4
title: Arbutus unedo chorology

description: Distribution map of strawberry tree (<i>Arbutus unedo</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.17632/ddmvrdc4sc
title: Research evaluation information - CM-DIR

description: In order to share the data from the research carried out with some participants, this space was created. The evaluation of the research is carried out in relation to the CM-DIR method, which was created to specify the dynamic behaviour of the user in the face of recommendation systems.
DOI: 10.17632/dt89jydgnv
title: Hybrid models based on genetic algorithm and deep learning algorithms for nutritional Anemia disease classification. Biomedical Signal Processing and Control, 63, 102231. https://doi.org/10.1016/j.bspc.2020.102231 

description: The anemia dataset used in this study were obtained from the Faculty of Medicine, Tokat Gaziosmanpaşa University, Turkey. The data contains the complete blood count test results of 15,300 patients in the 5-year interval between 2013 and 2018. The dataset of pregnant women, children, and patients with cancer were excluded from the study. The noise in the dataset was eliminated and the parameters, which were considered insignificant in the diagnosis of anemia, were excluded from the dataset with the help of the experts. It is observed that, in the dataset, some of the records have missing parameter values and have values outside the reference range of the parameters which are marked by specialist doctors as noise in our study. Thus, records that have missing data and parameter values outside the reference ranges were removed from the dataset. In the study, Pearson correlation method was used to understand whether there is any relationship between the parameters. It is observed that the relationship between the parameters in the dataset is generally a weak relationship which is below p < 0.4 [59]. Because of this reason none of the parameters excluded from the dataset. Twenty-four features (Table 1) and 5 classes in the dataset were used in the study (Table 2). Since the difference between the parameters in the dataset was very high, a linear transformation was performed on the data with min-max normalization [30]. This dataset consists of data from 15,300 patients, of which 10,379 were female and 4921 were male. The dataset consists of 1019 (7%) patients with HGB-anemia, 4182 (27%) patients with iron deficiency, 199 (1%) patients with B12 deficiency, 153 (1%) patients with folate deficiency, and 9747 (64%) patients who had no anemia (Table 2). The transferring saturation in the dataset was obtained by the "SDTSD" feature, using the Eq. (1), which was developed with the help of a specialist physician. Saturation is the ratio of serum iron to total serum iron. In the Equation SD represents Serum Iron and TSD represents Total Serum Iron.
DOI: 10.17632/zrcf6v69y8
title: Palm ripeness dataset

description: Masak, Mengkal, and Mentah mean ripe, half ripe, and unripe, respectively.
These label terms are used in Bahasa, an Indonesian language.
The dataset was obtained from the oil palm plantations of the community in Kotawaringin Timur Regency. The total number of datasets is 254.
Masak = 91
Mengkal = 72
Mentah = 91
DOI: 10.6084/m9.figshare.13291913.v1
title: Conditional quantum operation of two exchange-coupled single-donor spin qubits in a MOS-compatible silicon device

description: This repository contains datasets necessary to reproduce figures presented in "Conditional quantum operation of two exchange-coupled single-donor spin qubits in a MOS-compatible silicon device" publication. The files are in comma separated values format.
DOI: 10.6084/m9.figshare.25892599.v1
title: Self-efficacy datasets

description: The data sets include quntitative and qualitative data.
DOI: 10.6084/m9.figshare.28703495.v1
title: Additional file 1 of Research metrics of Australian eating disorders researchers

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.28713089.v1
title: Worldwide Debris-Flow Dataset, Debris-Flow Event Information, and Pareto-Poisson Simulation Code

description: S1. A global debris flow dataset, including parameters such as flow discharge, density, velocity, and flow depth, among others.<br>S2. Description of debris flow watersheds and corresponding references.<br>S3. Sediment discharge data at four stations on the Yellow River: two from the main channel (Longmen and Toudoguan) and two from the tributaries (Hongqi and Huaxian) at annual, monthly, and daily scales.<br>S4. Pareto-Poisson simulation code for debris flow surges (Matlab version).
DOI: 10.6084/m9.figshare.5394817.v2
title: count table.gz

description: Count table for the final model for the paper:Bertl, J.; Guo, Q.; Rasmussen, M. J.; Besenbacher, S; Nielsen, M. M.; Hornshøj, H.; Pedersen, J. S. & Hobolth, A. A Site Specific Model And Analysis Of The Neutral Somatic Mutation Rate In Whole-Genome Cancer Data.<br>
DOI: 10.6084/m9.figshare.24803616.v1
title: Patient 5 Raw Data

description: This item contains the raw 10X Visium data for patient 5 from the manuscript "<b>Niche-DE: niche differential gene expression analysis in spatial transcriptomics data identifies context-dependent cell-cell interactions</b>"
DOI: 10.6084/m9.figshare.29947820
title: Elemental (nuclide, oxide) maps derived from Chang'e-2 Gamma ray spectrometer datasets

description: All elemental maps that were generated in the papers "The distribution of lunar iron revealed by Chang'E-2 gamma ray spectrometer" and "Lunar Global Aluminum Map Results from Chang’e-2 Gamma Ray Spectrometer".Citation:1. J. Chen<i> et al.</i>, The distribution of lunar iron revealed by Chang’E-2 gamma ray spectrometer. <i>Scientia Sinica Physica, Mechanica & Astronomica</i> <b>46</b>, 029605 (2016).2. J. Chen<i> et al.</i>, paper presented at the 47th Lunar and Planetary Science Conference, 2016.<br>
DOI: 10.6084/m9.figshare.29947820.v1
title: Elemental (nuclide, oxide) maps derived from Chang'e-2 Gamma ray spectrometer datasets

description: All elemental maps that were generated in the papers "The distribution of lunar iron revealed by Chang'E-2 gamma ray spectrometer" and "Lunar Global Aluminum Map Results from Chang’e-2 Gamma Ray Spectrometer".Citation:1. J. Chen<i> et al.</i>, The distribution of lunar iron revealed by Chang’E-2 gamma ray spectrometer. <i>Scientia Sinica Physica, Mechanica & Astronomica</i> <b>46</b>, 029605 (2016).2. J. Chen<i> et al.</i>, paper presented at the 47th Lunar and Planetary Science Conference, 2016.<br>
DOI: 10.15468/dl.y2ekz2
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.78679 39.48777,-71.65457 39.48777,-71.65457 43.46505,-78.78679 43.46505,-78.78679 39.48777))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ctenophora",
 "Year 2015-2025"
 ]
}

 The dataset includes 64 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001899-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39subn
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mustelus widodoi White & Last, 2006"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001900-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data42
title: Sequence of models obtained by backwards selection for ADG of calves fed a milk replacer supplemented with different AA

description: The effects on growth performance of supplementation of four different AA combinations in a milk replacer (MR, 25.4% CP and 20.3% fat) based on skimmed milk powder and whey protein concentrate were evaluated in 76 Holstein male calves (3 ± 1.7 d old). The 4 MR were: CTRL with no AA supplementation; PG supplying additional 0.3% Pro and 0.1% Gly; FY supplying additional 0.2% Phe and 0.2% Tyr; KMT providing additional 0.62% Lys, 0.22% Met, and 0.61% Thr. All calves were fed the same milk allowance program and were weaned at 56 d of study. Concentrate intake was limited to minimize interference of potential differences in solid feed intake among treatments. Animals were weighed weekly, intakes recorded daily, and blood samples obtained at 2, 5, and 7 wk of study to determine serum urea and plasma AA concentrations. The file presents data of the backwards selection process to assess the model that fitted better ADG with the study variables (performance, intake, plasma AA balances). Data was collected at Torre Marimon IRTA calf facilities (Caldes de Montbui, Spain) during 2017
description: Agency Name: Spanish Ministry of Economy and Competitivity
ID: AGL2015-68463-C2-1-P and AGL2015-68463-C2-2
DOI: 10.1285/i24995835v2025n23p95
title: Resilienza e autenticità nella formazione universitaria: evidenze da un intervento di Educazione Positiva

description: Lo studio indaga l'efficacia di un intervento formativo fondato sull'Educazione Positiva nel potenziare resilienza e autenticità in 154 studenti universitari e dottorandi italiani. I risultati ottenuti dalla somministrazione della Connor-Davidson Resilience Scale e la Self-Determination Scale, confermano che esperienze formative orientate al benessere e all'apprendimento esperienziale favoriscono la crescita personale e la coerenza identitaria, in linea con i principi di Kolb e Seligman. L'intervento dimostra il valore pedagogico della felicità come dimensione costitutiva dell'apprendimento e come risorsa per la formazione universitaria contemporanea.
description: The study investigates the effectiveness of a training intervention based on Positive Education in enhancing resilience and authenticity among 154 Italian university students and PhD candidates. The results obtained from the administration of the Connor-Davidson Resilience Scale and the SelfDetermination Scale confirm that educational experiences focused on well-being and experiential learning foster personal growth and identity coherence, in line with the principles of Kolb and Seligman. The intervention demonstrates the pedagogical value of happiness as a constitutive dimension of learning and as a vital resource for contemporary higher education.
DOI: 10.5281/zenodo.18455144
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz "COVID-19-Todesfälle in Deutschland" des Robert Koch-Instituts werden täglich aktualisierte Informationen zu COVID-19-bedingten Todesfällen in Deutschland bereitgestellt. Die Datenerhebung erfolgt im Rahmen des Infektionsschutzgesetzes (IfSG). Der Datensatz umfasst aggregierte Todesfallzahlen nach Berichtsdatum, Altersgruppen und Bundesländern und wird ergänzt durch den Fall-Verstorbenen-Anteil. Der Datensatz ermöglicht fundierte Analysen zur Bewertung der Krankheitsschwere und Verbreitung von COVID-19 in Deutschland.
DOI: 10.5281/zenodo.16910980
title: TABLE 1 in Aristolochia phoenixa, a new species of Aristolochiaceae from Hainan Island, China

description: TABLE 1. Morphological and Phenology comparison of key characters of new species A. phoenixa with A. ledongensis and I. sanyaense.
CharactersA. phoenixaA. ledongensisI. sanyaensePedicelpurple, 1.8–2.2 cm, nearly equal or longer in length to flowergreen, 0.7–1.0 cm, significantly shorter than flowerpurple, 1.1–2.6 cm, nearly equal in length to flowerOuter part of calyx tubwhite to yellowish with purple-red stripesyellow, with yellow to brown stripeswhite, with purple-red stripesInner part of calyx tubebasal tube ca. 20.0–26.0 × 5.0–6.0 mm, yellow window pane with dark purplish red stripes, light yellow in the middle without spots; and dark purplish red spots in the central part of utricle; upper tube, yellow without spotsbasal tube ca. 15.0–16.0 × 4.5–5.0 mm, yellow window pane without stripes, light yellow in the middle, with spots, and without dark purplish red spots in the central part of utricle; upper tube, yellow with spotsbasal tube ca. 22 × 5 mm, dark purplish red window pane without stripes, light yellow in the middle, and dark purplish red spots in the half of the central part of utricle; upper tube, yellow without spotsLimb10.0–16.0 mm in diameter, without stripes and spots, lobes densely papillae5.0–7.0 mm in diameter, without stripes and spots, lobes densely papillate13–18 mm in diameter, with purple-red stripes and spots, lobes without papillaeThroatdark purplish red without spotsyellow with dark red–brown spotsdark red without spotsGynostemiumca. 5 mm longca. 3 mm longca. 5 mm longFlowering timeNovember–DecemberAugustOctober
description: Published as part of Xue, Miao-Ya, Huang, Rui-Zhou, Yang, Hai-Jun, Lu, Chun-Yang & Xu, Han, 2025, Aristolochia phoenixa, a new species of Aristolochiaceae from Hainan Island, China, pp. 92 in Phytotaxa 708 (1) on page 92, DOI: 10.11646/phytotaxa.708.1.8, http://zenodo.org/record/16713660