cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25074524.v1
title: Supplementary files for "Which morphological traits can be used to reconstruct genome size in fossil plants? Assessing sporomorph size and stomatal guard cell length as paleo-genome size proxies"

description: R code and data files to recreate all analyses in the paper, as well as Supplementary Figures 1 - 8 (file Jardine_GenomeSize_suppFigs.pdf), and Supplementary Tables 1 - 9 (file Jardine_GenomeSize_suppTables.xlsx).Data files comprise:Pollen and stomatal guard cell length data from plants sampled from the University of Münster Botanical Garden (MBG), plus associated genome size information.Pore length data for MBG plants with sunken stomata, and guard cell length and pore length data for calibration taxa (used to estimate guard cell length for sunken stomata taxa).Guard cell length and genome size data from Lomax et al. (2014) New Phytologist, for independent validation of the genome size-guard cell length relationship.Literature compilations of fern spore size, Pinaceae pollen size, and Poaceae pollen size, plus associated genome size information.To run the R code, put all files into one folder, and set this as the working directory in the R session.<br><br><br>
DOI: 10.6084/m9.figshare.8001449.v1
title: File S2 - Microarray Expression Values.7z

description: Table of normalized and imputed microarray expression values for aggression, foraging and age related differences in gene expression.<br>
DOI: 10.17632/mb5pjwzdc2
title: Harbor seal diet data from the Olympic Peninsula, WA 2020-2021

description: In this submission, we share data collected on harbor seals (Phoca vitulina) from the Olympic Peninsula in northwest Washington from 2020-2021. Our primary objectives were to characterize the diets of harbor seals in the winter and spring to determine their consumption on Pacific salmon (Onchorhynchus sp.) and other important fisheries species. To determine diet we collected scat samples between December 2020 and May 2021 from 7 harbor seal haulout sites in two regions: four along the northwestern coast of the Olympic Peninsula (hereafter Pacific coast) and three along the Strait of Juan de Fuca. We used traditional hard parts identification, DNA metabarcoding, and qPCR to describe the diet and determine the sex of the seals. Despite our low sample size and narrow collection time frame, we found differences in prey species consumed between regions and sexes. A manuscript of our results has been submitted to Northwestern Naturalist in November 2022.
DOI: 10.6084/m9.figshare.21744509.v1
title: Appendix A. Zone diameter breakpoints used for clinical interpretation of inhibition zone diameters for all P. aeruginosa strains

description: <em>ATU: area of technical uncertainty; CASFM: Comité de l’Antibiogramme de la Société Française de Microbiologie; DDAC: didecyldimethylammonium chloride; DS: decreased susceptibility; EUCAST: European Committee on Antimicrobial Susceptibility Testing; MDR: multidrug-resistant; R: resistance; S: susceptibility; XDR: extensively drug-resistant</em>
DOI: 10.6084/m9.figshare.29052419.v1
title: Supplemental Files

description: Supplemental files
DOI: 10.17632/xz3tm38mhf
title: What do Sentiments of Budget Speech Mean for Stock Returns?

description: In this dataset, we have compiled the unstructured data of Annual Indian Budget Speeches (AIBS) from 1991 to 2024, which has been further used to quantify the budget speech sentiments in terms of polarity and subjectivity. The AIBS data extracts the word cloud and word count, governments' term-wise policy analysis, their focus, and thematic shifts. This dataset also contains the daily SENSEX data from 01-07-1997 to 26-07-2024, which is extracted from yahoofinance using Python programming. Furthermore, both the sentiments and the SENSEX data have been merged to study the impact of sentiments on stock returns.
DOI: 10.6084/m9.figshare.21835219.v1
title: School teachers’ beliefs on sexual violence against children and adolescents

description: Abstract The objective was to investigate school teachers’ beliefs on sexual violence against children and adolescents. A sample of 164 elementary and high school teachers from public and private schools responded to a sociodemographic questionnaire and the Brazilian version of the Sexual Abuse Beliefs Scale (SABS). The samples’ general mean in the SABS was 25.74 (SD = 6.83), indicating a tendency towards disagreement and neutrality to tolerance/legitimization. When comparing groups, gender, age group, and having children of their own showed influence on beliefs. Experience in suspected cases, participation in courses or lectures, and knowledge of the Children and Adolescents Statute did not present statistically significant differences in beliefs. These results were discussed from considerations about gender, sexuality, professional capacitation, and characteristics of beliefs. Investment in continuing education is needed, which must be sensitive to the participants’ characteristics and beliefs.
DOI: 10.6084/m9.figshare.27089539.v1
title: Data Untargeted Metabolomic of Pempek

description: Analysis metabolomic for food traditional
DOI: 10.17632/w2b25bb7dv
title: Effect of Fe2+ on akimotoite to bridgmanite transition: Its implication on subduction dynamics (data)

description: 1. Cell parameters and volumes nearly at 0 GPa pressure 
2. Birch–Murnaghan's 3rd order equation fitting parameters
3.Phase transition pressures and temperatures for different Fe2+ concentration along mantle geotherm and cold slab geotherms using LDA/GGA+U methods
4.Calculated thermal elastic constants (GPa) of structures
5.Calculated thermal volume (V), bulk modulus (K), and shear modulus (G) of structures
DOI: 10.6084/m9.figshare.20044490.v1
title: Extraction of data from included studies

description: Here you can access the full data of the studies we used to build and write the review
DOI: 10.6084/m9.figshare.22256617.v1
title: raindrop spectrometer data

description: hail data detected by the Parsivel laser raindrop spectrometer where time is local time（UTC+8）, and CodeMETAR = ’GR’ and CodeNWS = ’A’, that the particle is hail or graupel.
DOI: 10.6084/m9.figshare.29146283.v2
title: Cryosphere Lake Greenhouse Gases Database 2025

description: This is an expanded cryosphere lake greenhouse gas dataset from the Cryosphere Inland Water Greenhouse Gases Database (CIWD-GHG).To compile the dataset, we conducted searches in various sources, including peer-reviewed papers, dissertations, theses, and public data repositories. The searches were conducted using platforms such as Web of Science, Google Scholar, ProQuest Dissertations & Theses Global, China National Knowledge Infrastructure, Arctic Data Center, Zenodo, Environmental Data Initiative, and PANGAEA. The search string is: (methane OR CH4 OR carbon dioxide OR CO2 OR nitrous oxide OR N2O OR greenhouse*) AND (lake OR pond OR reservoir) AND (Arctic* OR Tibet* OR Greenland OR Antarctic OR glacier* OR permafrost). We ensured completeness by conducting multiple searches before April 2025.The R code file is used to analyze the temperature dependence of CH4 emissions in cryosphere lakes.Related to https://doi.org/10.5281/zenodo.11054180
DOI: 10.17632/t75wjsw6bw
title: Conjunctival melanoma detection using deep learning in smartphone images

description: The approach of our study is anterior segment examination using a smartphone image with deep learning system, which is similar to previous dermatology literature of skin cancer detection. This study was based on publicly accessible ocular images on the web. We collected anterior segment images from the Google image search engine. The strategy of image search was based on the following keywords: “conjunctiva”, “pterygium”, “conjunctival nevus”, “conjunctival melanoma”, and “conjunctival malignant melanoma”. The most recent image from the search was performed on Autumn 31, 2020. Images were manually classified by two board-certified ophthalmologists, and the ambiguous images were excluded to clarify the image domains.
DOI: 10.6084/m9.figshare.19603735.v1
title: Processing data of oil spreading

description: Processing data of oil spreading
DOI: 10.17632/zc7m7jd955
title: Расчеты к Дисс._Коптелова И.А._Формирование механизма тендерных закупок с участием СМП

description: Расчетный файл к части 3.2. магистерской диссертации на тему "Формирование механизма тендерных закупок с участием субъектов малого предпринимательства", содержащий расчеты к Таблице 7, Таблице 8, Таблице 9.
DOI: 10.6084/m9.figshare.25532869.v3
title: Preprocessed CPSC and PTB-XL Data

description: <pre><pre><b>CPSC 2018</b><br><br>The first dataset is a preprocessed version of the CPSC 2018 dataset, which contains 6877 ECG recordings. We preprocessed the dataset by resampling the ECG signals to 250 Hz and equalizing the ECG signal length to 60 seconds, <br>yielding a signal length of T=15,000 data points per recording.For the hyperparameter study, we employed a fixed train-valid-test split with ratio 60-20-20, while for the final evaluations, including the comparison with the state-of-the-art methods and ablation studies, we used a 10-fold cross-validation strategy.<br><br>The raw CPSC 2018 dataset can be downloaded from the website of the <br>PhysioNet/Computing in Cardiology Challenge 2020.<br>(License: Creative Commons Attribution 4.0 International Public License).<br><br><br><b>PTB-XL (Super-Diag.)</b><br><br>The second dataset is a pre-processed version of PTB-XL, a large multi-label dataset of 21,799 clinical 12-lead ECG records of 10 seconds each. <br>PTB-XL contains 71 ECG statements, categorized into 44 diagnostic, 19 form, and 12 rhythmic classes. In addition, the diagnostic category can be divided into 24 sub- and 5 coarse-grained super-classes. <br>In our pre-processed version, we utilize the super-diagnostic labels for classification and the <b>recommended train-valid-test </b><b>splits</b>, sampled at 100 Hz. We select only samples with at least one label in the super-diagnostic category,without applying any further preprocessing.<br><br>The raw PTB-XL dataset can be downloaded from the PhysioNet/PTB-XL website.<br>(License: Creative Commons Attribution 4.0 International Public License).<br></pre><pre></pre></pre><br>
DOI: 10.17632/rwdvxwzjsx
title: Estudio bibliométrico sobre ciberseguridad

description: Producción científica en ciberseguridad en el Perú y algunos países de Latinoamérica, estudio bibliométrico con información bibliográfica de la base de datos Web of Science 2020-2024.
DOI: 10.17632/rvvckckwr7
title: Monstera function of leaf fenestrations

description: Measurement of leaf fenestrations, leaf lobulation, and exploration of their role in leaf thermal and hydraulic regulation.  There was a positive relationship between the degree of fenestration and lobulation, and leaf perimeter with stomatal density and leaf temperature, which supports the thermoregulation and hydraulic function mechanisms.
DOI: 10.6084/m9.figshare.19011788.v1
title: Data for Research Question 2.csv

description: A linear regression analysis was conducted to assess whether CP, VG, CF, and RM significantly predicted LP.
DOI: 10.17632/8zfdjsypd8
title: The plasma metabolome of  long COVID-19 patients two years after infection

description: In this study, our goal was to assess the plasma metabolome in a total of 108 samples collected from healthy controls, COVID-19 patients, and long COVID patients recruited in Mexico between 2020 and 2022. A questionnaire about symptoms persistence and self-reported  comorbidities was assessed. Basic laboratory tests and CT scans were performed for long COVID patients. A targeted metabolomics approach using a combination of LC-MS/MS and FIA MS/MS was performed to quantify 108 metabolites. IL-17 and leptin concentrations were measured in long COVID patients by immunoenzymatic assay.
DOI: 10.17632/gcx9k8wnhh
title: A portable and flexible implementation of the Wang–Landau algorithm in order to determine the density of states

description: In this work we develop an implementation of the Wang–Landau algorithm Wang and Landau (2001) [4]arXiv e-prints. This algorithm allows us to find the density of states (DOS), a function that, for a given system, describes the proportion of states that have a certain energy. The implementation uses the Python and C++ languages for the algorithm itself, and it can take advantage of any library, such as the powerful LAMMPS library, for the computation of energy. Therefore, the resulting implementation is simple and flexible without sacrificing efficiency. This implementation also considers recent developments in the parallelization of the code for faster computation. We establish the soundness and effectiveness of our implementation by studying well-known systems such as the Ising model, the Lennard–Jones and EAM solids. We have found that our implementation can find the DOS with very good precision in a reasonable amount of time. Therefore, we are equipped with a very powerful and flexible implementation that can be easily used in order to study more realistic models of matter.
DOI: 10.17632/gh6w4c6nrx
title: Kiwi dataset Journal of Anatomy 2019

description: CT scan and Supplementary material associated with Abourachid, Castro, Provini (2019) How to walk carrying a huge egg? Trade-offs between locomotion and reproduction explain the special pelvis and leg anatomy in kiwi (Aves; Apteryx spp.), Journal of Anatomy doi: 10.1111/joa.13072
DOI: 10.17632/j8mz43t6rg
title: Review of Skin Cancer Arising within Tattoos

description: Abstract
Background: Tattooing is a widespread practice and has increased in popularity over time. Many lesions have been described in relation to tattoos, including malignant tumors. 
Objectives: The primary goal of this review is to determine whether the frequency of published cases of skin cancers within tattoos has been increasing over time.
Methods: Our review is in adherence to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines and reporting criteria. The databases MEDLINE via PubMed, Embase via Elsevier, and Scopus via Elsevier were searched from inception to February 23, 2023. No data or publication date limits were imposed.
Results: Our review identified 160 cases of cutaneous tumors arising within tattoos. An increase in published cases over time was observed. Most reported tumors developed within red tattoo pigment (36.9%), with the largest contribution by squamous cell carcinoma and keratoacanthoma lesions.
Limitations: There was a lack of consistency of information in published case reports which limited the scope of our analysis. Small sample size was also a limitation of this review.
Conclusions: With the increased popularity of tattoos, it is important to continue reporting cases of cutaneous malignancies within tattoos. Awareness of the frequency and severity of tumors within tattoos must be communicated to the public.
DOI: 10.6084/m9.figshare.7895555.v1
title: gVCF_HG03199

description: 1000 Genomes gVCF mapped to hs37d5 for HG03199. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.6084/m9.figshare.26316208.v1
title: Source data of Cooling positronium to ultralow velocities with a chirped laser pulse train

description: Source data of all figures in the paper "Cooling positronium to ultralow velocities with a chirped laser pulse train", published in Nature.The paper is available at the following URL: https://www.nature.com/articles/s41586-024-07912-0.<br>
DOI: 10.17632/wz289jbxc8
title: Data for: On the long-term migration of uranyl in bentonite barrier for high-level radioactive waste repositories: the effect of different host rocks

description: The files contains the figures in the paper " On the long-term migration of uranyl in bentonite barrier for high-level radioactive waste repositories: the effect of different host rocks" and the data used to generate those figures
DOI: 10.6084/m9.figshare.3482906.v1
title: Selected hydrogen chemical kinetic models

description: This is a collection of previously published chemical kinetic models describing hydrogen oxidation, in Cantera CTI format, as well as some associated metadata. <br>These files were converted to the Cantera format based on original files either made available as supplementary material to published articles or via various websites.
DOI: 10.17632/8kt969dhx6
title: Labeled Retinal Optical Coherence Tomography Dataset for Classification of Normal, Drusen, and CNV Cases

description: This dataset consists of more than 16,000 retinal OCT B-scans from 441 cases (Normal: 120, Drusen: 160, CNV: 161) and is acquired at Noor Eye Hospital, Tehran, Iran. Images are labeled by a retinal specialist. The structure of the folders are as below: - CNV, DRUSEN, NORMAL folders - Within each class, folders are separated patient-wise with numbers from 1 to . - Within each patient folder, images (B-scans) are labeled with &lt;0XX_LABEL&gt; format where is the B-scan number, and is the specialist's selected label for that specific B-scan. The excel spreadsheet (data_information.csv) includes information such as "Patient ID", "Class", "Eye", "B-scan", "Label", and "Directory" for all images (16823 rows, 6 columns). The python code (read_data.py) includes code for loading images and labels as NumPy arrays. The written function outputs the input data as an array with shape (number_of_images, imageSize, imageSize, 3) and output data as a list of labels (Normal: 0, Drusen: 1, CNV: 2). There are two different options for reading the files: - Option 1: Reading all images. This would result in 16822 images. - Option 2: Reading the worst-case condition images for each volume (i.e., if a patient was detected as a CNV case, only CNV-appearing B-scans were included for training procedure and normal and drusen B-scans of that patient are excluded from the dataset). This would result in 12649 images. ***************************************************************************************************************************************************** ***************************************************************************************************************************************************** If you utilize the dataset, kindly acknowledge and cite our work by referencing the following publication: Sotoudeh-Paima, S., Jodeiri, A., Hajizadeh, F., & Soltanian-Zadeh, H. (2022). Multi-scale convolutional neural network for automated AMD classification using retinal OCT images. Computers in biology and medicine, 144, 105368. The following repository contains implementation of the abovementioned publication: https://github.com/SamanSotoudeh/Multi-scale-convolutional-neural-network-for-automated-AMD-classification-using-retinal-OCT-images
DOI: 10.17632/zz72nstcj6
title: urban carbon emissions 1992-2021 in China

description: This dataset was obtained by fitting a gradient boosted regression tree (GBRT).Before using the GBRT model, k-means clustering was used to classify China into two major categories, and then regression was fitted to the carbon emissions of the two categories of cities separately, where the overall fitted R2 for the first category of cities was 0.866, and the overall fitted accuracy for the second category of cities was 0.974.It is important to note that these values represent carbon emissions per square kilometre per city not CO2 emissions, and if you need to calculate CO2 emissions you need (*44/12*area).
DOI: 10.6084/m9.figshare.26124850.v2
title: Dataset of herbicides

description: Dataset of herbicides
DOI: 10.17632/vs3bm2vn95
title: Headwater macroinvertebrate species diversity data from Silver River, Camcor River, Faurawn River, Republic of Ireland

description: This research is designed to assess the contribution of headwaters to stream macroinvertebrate biodiversity. Hypothesis: 1- There is a significant increase in the species richness and diversity from headwater streams to the second and third-order streams. 2- There are unique species present in headwater streams that are not present in the second and third-order streams. 3- There is a difference in biodiversity at each point of the river i.e. headwater, 3km and 6km downstream essence of conservation and monitoring. A total of 39 species were found in the study, of which; Ephemeroptera species present in the rivers were 12 in number, 13 Plecoptera and 14 Trichoptera (7 cased and 7 uncased) species were also found. The most abundant species of Ephemeroptera were the Baetis species. Baetis rhodani (Pictet) was the most abundant species present with a total number of 347 individuals (6, 236 and 105 in Silver River, Camcor River and Faurawn River respectively), followed by Baetis vernus (Eaton) with a total abundance of 128 and Baetis scambus (Eaton) with a total abundance of 50. Leuctra inermis (Kempny) was the most abundant Plecoptera species found with a total species abundance of 25. Fewer individuals of Tricoptera was found with Silo nigricornis (Pictet) having the highest representation of a total of 5 individuals. Some species existed exclusively in the headwater samples such as Electrogena lateralis (Curtis), Baetis scambus (Eaton), Baetis vernus (Eaton), Leuctra inermis (Kempny), Amphinemura sulcicollis (Stephens) and a few others. Electrogena lateralis (Curtis), Diura bicaudata (Linnaeus), Brachyptera risi (Morton), Nemoura avicularis (Morton) and Protonemura meyeri (Pictet) were identified only in Camcor River. Three individuals of Rhyacophila munda (McLachan) were found in the Silver River headwater samples alone while Potamophylax cingulatus (Stephen) and Potamophylax latipennis (Curtis) were found only in the headwater samples from Faurawn River. Serratella ignita (Poda) was the most abundant species that existed in both 3km and 6km points on the rivers with a total of 685 individuals at 3km and 612 individuals at 6km. Rhithrogena semicolorata (Curtis) was another Ephemeroptera with a high total abundance of 81 and 77 at 3km and 6km respectively. Baetis rhodani (Pictet) also had high representation with a total of 75 individuals at 3km and 6km respectively. Plecoptera species were not so represented within these points in comparison to the Ephemeroptera, Leuctra hippopus (Kempny) was the most abundant Plecoptera species with a total abundance of 35 and 11 at 3km and 6kn respectively. Polycentropus flavomaculatus (Pictet) and Beraeodes minutus (Linnaeus) were species that existed only at 3km but not at 6km or headwater samples.
DOI: 10.17632/tm5wd6tgfw
title: LINF_190016800

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)