cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9dh8w97d2x
title: CPL library — A minimal framework for coupled particle and continuum simulation

description: We present an open-source library for coupling particle codes, such as molecular dynamics (MD) or the discrete element method (DEM), and grid based computational fluid dynamics (CFD). The application is focused on domain decomposition coupling, where a particle and continuum software model different parts of a single simulation domain with information exchange. This focus allows a simple library to be developed, with core mapping and communication handled by just four functions. Emphasis is on scaling on supercomputers, a tested cross-language library, deployment with containers and well-documented simple examples. Building on this core, a template is provided to facilitate the user development of common features for coupling, such as averaging routines and functions to apply constraint forces. The interface code for LAMMPS and OpenFOAM is provided to both include molecular detail in a continuum solver and model fluids flowing through a granular system. Two novel development features are highlighted which will be useful in the development of the next generation of multi-scale software: (i) The division of coupled code into a smaller blocks with testing over a range of processor topologies. (ii) The use of coupled mocking to facilitate coverage of various parts of the code and allow rapid prototyping. These two features aim to help users develop coupled models in a test-driven manner and focus on the physics of the problem instead of just software development. All presented code is open-source with detailed documentation on the dedicated website (cpl-library.org) permitting useful aspects to be evaluated and adopted in other projects.
DOI: 10.17632/pg7hbd4w32
title: The Retail Execution Quality Landscape

description: The code in this replication package constructs the 8 tables and 5 figures in the paper “The Retail Execution Quality Landscape” by Anne Haubo Dyhrberg, Andriy Shkilko, and Ingrid Werner. The code runs using Python, SAS, and Stata. The replicator should expect the code to run for 1 hour depending on the replicator's hardware.

Details about the data, the code and how to run the code can be found in the README.md or on Github: https://github.com/annehaubo/retail_execution_quality_landscape.
DOI: 10.17632/tyvb2rc7z4
title: Data for: A Thermomagnetic Technique to Quantify the Risk of Internal Sulfur Attack due to Pyrrhotite

description: Correlation between Sulphur content and loss in magnetic susceptibility between 310C and 325C for 52 concrete and natural samples from Northeastern Connecticut. Status of concrete foundation is also given.
DOI: 10.17632/zbz8bw7zcp
title: PSD data- Gabrieli et al., 2023

description: Matlab workspace including complete Grid, PSD value and wavelength data of scanned fault surfaces presented in the paper. Notice that the PSD and wavelength data include points that are outside the spatial scale described in Table 2 in the paper and therefore are not accurate. Additional Matlab code is provided that plots the PSD and wavelength accurate points as presented in the paper.
DOI: 10.6084/m9.figshare.14413808.v1
title: Raw data for Ecosphere 2021-0406 v2.xlsx

description: We surveyed arthropod communities over crop stages in organic and conventional rice paddies, and used stable isotope analysis to quantify the diet composition of generalist arthropod predators over time.<br>
DOI: 10.17632/236bd4cjmk
title: SDN-TCP-SYN ATTACK-DDOS DATASET

description: The dataset has been created by simulating TCP-SYN Flood DDOS attack using Mininet emulator in SDN Environment. 
The Dataset contains 84 columns and 6,234 rows.
DOI: 10.6084/m9.figshare.12523079.v1
title: Data set - Entropy Coloumns

description: This is the data set used to calculate the entropy values. It has been categorized according to the year.
DOI: 10.17632/68yy284sh9
title: K-Kotagiri Tea Leaf Dataset

description: In the serene tea fields of Kotagiri (Kaithala), Tamil Nadu, India, a dedicated team embarked on a fascinating journey to delve into the intricacies of tea leaf diseases using captured images. Datasets consist of 4259 images which includes original and augmented images of healthy and disease classes. Out of which, 225 original images of healthy class and 303 original images of disease class. Similarly, 1610 augmented images of healthy class and 2121 augmented images of disease class.
DOI: 10.6084/m9.figshare.28194110.v1
title: Data_figure4.xlsx

description: <b>xls-file</b>pEV: negative control strainPsppA-mCherry: plasmid based expression of mCherry from the inducible promoter PsppAPslpA-mCherry: plasmid based expression of mCherry from the constitutive promoter PslpALp::PsppA-mCherry: genome modified strain. Genomic expression of mCherry from the inducible promoter PsppALp::PslpA-mCherry: genome modified strain. Genomic expression of mCherry from the constitutive promoter PslpAThe values are the Fluoresence (Ex586/Em610) of the strains divided by the OD600 of the strains.<b>wsp-file</b>Flow cytometry raw-data
DOI: 10.6084/m9.figshare.5748096.v2
title: Coronary Artery Disease (CAD) MetaGRS

description: A genomic risk score for coronary artery disease, consisting of 1.7 million SNPs in hg19 coordinates.<br><br>Update Feb 5, 2018: one variant which was not a biallelic SNP (rs58575809) has been removed from the score.<br><br><b>References</b><b><br></b>- bioRxiv preprint: Inouye, Abraham, et al, "<b>Genomic risk prediction of coronary artery disease in nearly 500,000 adults: implications for early screening and primary prevention</b>", <i>bioRxiv</i> 2018, https://doi.org/10.1101/250712<br>- Accepted version: Inouye, Abraham, et al, "<b>Genomic Risk Prediction of CAD in Nearly 500,000 Adults: Early Screening and Primary Prevention</b>", <i>Journal of the American College of Cardiology</i>, 2018;72:1883-1893, https://doi.org/10.1016/j.jacc.2018.07.079<br> <br>
DOI: 10.17632/fcttz6sdxw
title: Replication data: Voting for development? Ruling coalitions and literacy in India by Rikhil R. Bhavnani and Francesca R. Jensenius (Electoral Studies 2019))

description: The data combine electoral data at the state assembly constituency level in India, census data estimated to the state assembly constituency level from 1971 and 2001, and data on state-level cabinets.
DOI: 10.17632/jwbz4ggws5
title: CATSA: A Wearable Dataset for Cognitive Attention and Task-based Stress Analysis

description: The CATSA dataset is a publicly accessible multimodal dataset comprising wearable signals designed for stress and cognitive task analysis. It primarily captures physiological responses under baseline conditions and during induced cognitive tasks from wearable device. The dataset is organized within a root folder named CATSA, which contains 50 subfolders, each corresponding to an individual participant and labeled as subXY, where XY represents an incrementing numerical identifier. Within each participant’s folder, there are five subdirectories named Baseline, Nback, Stroop, Logic, and Sudoku, corresponding to different experimental conditions. Each of these subdirectories contains five CSV files that store data recorded by the wrist-worn Empatica E4 device, including Blood Volume Pulse (BVP), Electrodermal Activity (EDA), Accelerometer data (ACC), Body Temperature (TEMP), and Heart Rate (HR).
DOI: 10.6084/m9.figshare.13670494.v3
title: Chlorophyll-a Monthly Statistics

description: Each of the zip files contains the summary statistics of <b>chlorophyll-a for each month</b>, including mean, max, min, range, and standard deviation (sd) in GeoTIFF format.Review publication for a more detailed data description.<br>Review publication for a more detailed data description.For R users, an R script has been provided to download data from Figshare directly from R. Script can be found at https://doi.org/10.6084/m9.figshare.13692037 and https://rpubs.com/mcastan2/DGCC_auxiliary_material with additional auxiliary material.
DOI: 10.6084/m9.figshare.28660745.v1
title: UCM 188.45 digital model and image set

description: UCM 188.45 pterosaur tracks<i>Pteraichnus </i>isp.Morrison Formation, Kentonlate Kimmeridgian, Upper Jurassic
DOI: 10.17632/9khc5kvxxc
title: Design And Fabrication of a Presenter Wristband

description: A presenter wristband that uses Bluetooth is a modern variation of the traditional presentation remote control. Instead of relying on traditional radio frequency (RF) technology to communicate with the computer, these Bluetooth-enabled remote presenters use Bluetooth connectivity to establish a wireless connection. They can work with a wider range of devices, including computers, laptops, tablets, and smartphones, as most modern devices come with Bluetooth capabilities. A wristband is a simple, often flexible, and adjustable strip or band that is designed to be worn around the wrist, typically for functional, decorative, or identification purposes. It is designed to be easily worn and to carry around. The objective of this research is to create a functional prototype that seamlessly integrates the functionalities of a remote presenter and wristband with scrolling or sliding app controls, offering a comprehensive and personalized device. The project's scope includes the design and fabrication of the wristband, scroll or slide app integration, user interface development, Bluetooth connectivity, testing, and optimization. The wristband's design prioritizes comfort, aesthetics, and usability. Intuitive controls and customization options are implemented to allow users to navigate through scroll or slide apps and personalize their preferences based on their religious practices or personal preferences. Bluetooth connectivity is established to enable seamless synchronization between the wristband and compatible devices, facilitating the transfer of data and control over scroll or slide apps wirelessly. Extensive testing ensures the reliability, responsiveness, and compatibility of the wristband, with user feedback informing iterative improvements and refinements. This design project provides many opportunities to increase knowledge and experience because it can apply the use of design software such as Solidworks and AutoCAD. Basic engineering calculations, fabrication, and identifying and solving problems are required especially in the construction process. Overall, the objectives of this research have been achieved. The presenter wristband works well. However, this project still has shortcomings and weaknesses that can still be improved and has the potential to grow in the future.
DOI: 10.17632/f8ssrr53gd
title: Sample of 3D polygons of roofs and DSM of buildings

description: Data are composed by two datasets: 1) a sample of pixels extracted from a DSM of buildings published by the Instituto Geográfico Nacional of Spain based on a normalized DSMs of buildings of 2.5 metres of resolution obtained from LiDAR data. 2) a sample of 3D polygons of roofs digitized from a 3D model of the city of Madrid (LoD 2) published by the City Council of Madrid.
DOI: 10.17632/jb5gfsv3d3
title: La analítica académica y la toma de decisiones en educación superior

description: La toma de decisiones en educación superior está cada vez más basada en evidencias. Es recurrente el  uso de modelos predictivos, modelaciones y de mediaciones tecnológicas para analizar datos y monitorear rutas de aprendizaje. A través de un estudio bibliométrico con una base de datos de 16324 artículos  científicos  arbitrados  en  Scopus, se  analizó el  estado  actual de  la  investigación  sobre  la toma  de  decisiones  con  analítica  académica  en  educación  superior. El  refinamiento  mediante herramientas Vosviewer y Bibliometrix, arrojó1515artículos sobre analítica académica y toma de decisiones, publicadas en un total de 800 revistas, los autores se concentran en Estados Unidos, Irán y  Reino-Unido. Autores  como Salas-Rueda,  Ricardo,  Sheikhbardsiri,  Hojjat  y FarokhzadianJamileh, son los que tienen mayor número de publicaciones. Dos son los enfoques que prevalecen en las investigaciones estudiadas: el orientado en el usuario (estudiante), y el orientado a la gestión educativa. Para el primero, el análisis del comportamiento, percepciones, autorregulación, modelos predictivos y monitoreo de trayectorias, son los principales objetos de interés y, para el segundo, el uso de tecnologías, y análisis de un gran volumen de datos, es lo más prevalente, tanto para la toma de decisiones, como para planes de mejoramiento y gestión.
DOI: 10.6084/m9.figshare.26932459.v1
title: Dataset

description: Examining the mediating effect of gender identity concern in the relationship between perceived social support and self-stigma on one hand, and indicators of mental health on the other.
DOI: 10.6084/m9.figshare.27173334.v1
title: <b>Precipitation alters the microbial necromass carbon contribution to soil organic carbon</b>

description: This is a data set on the precipitation alters the microbial necromass carbon contribution to soil organic carbon
DOI: 10.6084/m9.figshare.28037837.v3
title: Mexico Foreign Trade by Country (1993-2024)

description: This project features a Python script designed to visualize Mexico's trade relationships from 1993 to 2024. Using official trade data sourced from the DataMexico VizBuilder, the script generates:<b>Bar Charts:</b> Highlighting the top 30 export or import trade partners of Mexico for any given year.<b>Choropleth Maps:</b> Showing the trade values (exports or imports) for all countries, customizable by a specific year.The dataset included provides comprehensive trade figures for over three decades, broken down by country and trade flow type (exports or imports).Additionally, the project includes a <code>requirements.txt</code> file for easy dependency installation and sample visualizations to demonstrate the script's functionality.This tool aims to provide researchers, policymakers, and educators with a clear, customizable way to explore and analyze Mexico's trade dynamics over time.
DOI: 10.15468/dl.6u2zxu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((44.6841 -13.2744,44.9648 -13.45,44.9648 -12.0572,44.6243 -11.5921,43.9413 -11.6518,43.8001 -11.0974,43.4999 -10.8854,43.0582 -10.9337,42.804 -11.2068,42.7621 -11.9579,43.3325 -12.7962,44.5603 -12.8747,44.6841 -13.2744))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013297-250525065834625/datasets/export for details.
DOI: 10.17632/9rphfmh4fj
title: Digital Addiction and Anti-mattering The Serial Mediation Role of Situational Hope and Flourishing data set

description: Digital Addiction and Anti-mattering The Serial Mediation Role of Situational Hope and Flourishing data set
DOI: 10.6084/m9.figshare.1588851.v3
title: Effects of Sunlight Coverage and Soil Moisture Levels on Abundance of Plant Species

description: The purpose of the experiment was to determine the amount of plant species within each quadrat that was placed within grassland and relate them to the amount of sunlight and soil quality via moisture level. The data was collected on Monday October 19th 2015 from 3:00pm to 5:00pm at York Universities Danby Woodlot grassland (behind the forested part) located at 4700 Keele St in Toronto Ontario. It was 14 degrees outside and Sunny, the sun varied in position due to timing of experiment because it started to set off into the west. 2 quadrats were used to conduct the experiment; a quadrat is a tool used to calculate local abundance of individuals in a given area and works very well for stationary individuals such as plants. The quadrat was a 1 metre by 1 metre measurement of area. 120 quadrat replicates were used. The individuals that conducted the experiment were Sumera, Mustafa, Krystal and Savannah (me). Mustafa and I took one quadrat and conducted 60 replicates, 30 in open grassland near no trees and 30 on the edge of the grassland where trees were present. Sumera and Krystal took the other quadrat and did the same procedure. 6 steps were taken between each quadrat as per what the random number generator produced. A table was set up in a notebook with columns labelled # of Quadrat Replicates, Number of Plant Species, Soil Moisture Level, and Sunlight Coverage. This table was then transferred and duplicated into excel after the experiment was complete. All the variables used in table were Numerical, discrete. Number of plant species was interpreted through observation, a new species is determined if it looks nothing like the last species found within the quadrat, as in it had different colour or/and leaf shape or size. Only the number of recognizable taxonomic units was noted, not the actual names of each species of plant or number of how many individuals of that species were present. A scale was used to determine sunlight levels for the plants within each quadrat, 0 = 0%, 1 = 25%, 2 = 50%, 3 = 75%, and 4 = 100% coverage within the quadrat. This variable depended on the time of day, weather, and where the quadrat was situated in the grassland (by trees vs. in open). Estimations were given in this case to the quadrats that would normally get full sunlight, such as those found in the middle with no trees around them but because of the time of day (4pm sun is starting to set) was not getting as much as usual. Soil moisture levels were also determined by a scale, 0 equals completely dry, 1 is semi-dry, 2 is semi-wet and 3 is moist. The soil moisture level depended on rain and sunlight coverage. It had rained 24 hours before the data was collected and it was a sunny and fairly warm day. To determine what number on the scale each quadrat sample should be given, a sample of the soil was tested with our hands from the both the edges of the quadrat and the middle for consistency. This same procedure and definition of variables was used for all 120 quadrat replicates and data was noted in the table.
DOI: 10.6084/m9.figshare.28589813.v1
title: 无标题项目快速生长但肉质差的 Tempo 猪的基因组多样性评估和选择性表征

description: Tempo 猪是 Topigs Norsvin 自 1970 年代以来在过去 49 年中培育的品种，以其白色毛色、快速生长、高产肉率和良好的饲料出肉比而闻名。在中国，Tempo 猪的受欢迎程度正在飙升，然而，它的后代表现出高应激反应和较差的肉质，包括肉色较浅和水分流失增加。目前，尚不清楚特定基因是否与这种应激反应和不良肉质有关，基因组组成和在其育种过程中选择的基因在很大程度上仍然未知。我们的研究调查了 Tempo 猪的种群结构、系统发育关系和遗传多样性。此外，通过采用选择性扫描和单倍型分析，我们的目标是识别与 Tempo 猪关键经济性状相关的基因在 Tempo pig 中。
DOI: 10.17632/9ghcvh2dmb
title: Net-zero emissions chemical industry in a world of limited resources

description: Unprocessed data for scientific article: Net-zero emissions chemical industry in a world of limited resources.

Authors of the article: Paolo Gabrielli, Lorenzo Rosa, Matteo Gazzani, Raoul Meys, André Bardow, Marco Mazzotti, Giovanni Sansavini

The article is published on One Earth and can be cited as:
Gabrielli, P. et al. (2023) Net-zero emissions chemical industry in a world of limited resources, One Earth 6, https://doi.org/10.1016/j.oneear.2023.05.006

Data creator and curator: Paolo Gabrielli
DOI: 10.17632/c5z9847r7p
title: Data for: Biomechanical Analysis of Porous Tantalum Implant Osseointegration

description: .txt files containing output values for hardness (gPa), elastic modulus (gPa), implant stability quotients
DOI: 10.6084/m9.figshare.20237733.v1
title: Monte Carlo Simulations of the Plus Minus method Matlab code

description: Matlab code to assess the uncertainty in seismic refraction results, derived using the Plus-Minus method for two and three layer scenarios. MC_PM_xlayer.m is the main code which calls the functions make_normal_distribution.m, to create normal distributions, and plusminus_xlayer.m, to perform a plus-minus calculation.
DOI: 10.6084/m9.figshare.22766654.v1
title: Datasets used in the study: TripAdvisor and Yelp review data, tweets related to points of interest in Florida and New York.

description: Contains TripAdvisor and Yelp review data, and tweets related to points of interest in Florida and New York. twitter, yelp, Florida, New York, data mining
DOI: 10.6084/m9.figshare.24635115.v4
title: Misconceptions of the marine biological carbon pump in a changing climate: Thinking outside the “export” box

description: Output of Earth system model simulations in support of the publicationI. Frenger, A. Landolfi, K. Kvale, C. J. Somes, A. Oschlies, W., Yao, and W. KoeveMisconceptions of the marine biological carbon pump in a changing climate: Thinking outside the “export” boxGlobal Change Biology (GCB-23-1265.R1) accepted for publication, 2023The marine biological carbon pump (BCP) stores carbon in the ocean interior, isolating it from exchange with the atmosphere and thereby coregulating atmospheric carbon dioxide (CO<sub>2</sub>). As the BCP commonly is equated with the flux of organic material to the ocean interior, termed “export flux”, a change in export flux is perceived to directly impact atmospheric CO<sub>2</sub>, and thus climate. Here, we recap how this perception contrasts with current understanding of the BCP, emphasizing the lack of a direct relationship between global export flux and atmospheric CO<sub>2</sub>. We argue for the use of the storage of carbon of biological origin in the ocean interior as a diagnostic that directly relates to atmospheric CO<sub>2</sub>, as a way forward to quantify the changes of the BCP in a changing climate. The diagnostic is conveniently applicable to both climate model data and increasingly available observational data. It can explain a seemingly paradoxical response under anthropogenic climate change: Despite a decrease in export flux, the BCP intensifies due to a longer reemergence time of biogenically-stored carbon back to the surface and thereby provides a negative feedback to increasing atmospheric CO<sub>2</sub>. This feedback is notably small compared to anthropogenic CO<sub>2</sub><sub> </sub>emissions and other carbon-climate feedbacks. In this Opinion paper we advocate for a comprehensive view of the BCP's impact on atmospheric CO<sub>2</sub>, providing a prerequisite for assessing the effectiveness of marine CO<sub>2</sub> removal approaches that target marine biology.Methods are described in detail in METHODS.pdf.All model experiments have been carried out on the CAU NEC cluster.High resolution output and code to reproduce the experiments is available from:https://b2drop.eudat.eu/s/aAzKo6feZACjbNsFor questions arrising, please contact wkoeve@geomar.de
DOI: 10.17632/4fbdxs7s7w
title: Dental caries in bitewing radiographs

description: The dataset contains 100 images of bitewing radiographs, each image showing several human teeth. Carious lesions were annotated by rectangular bounding boxes drawn around the lesions by 8 annotators - 5 experienced and 3 less experienced dentists. Images are of size 1068x847 pixels, sometimes with black top and bottom margins, in the PNG format. Annotations are in the COCO JSON format and contain the bounding boxes created by all annotators. The data can be used for evaluating the variability between human annotators as well as to evaluate machine learning algorithms for carious lesion detection. An article "Tichý, Kunt, Nagyová, Kybic: Automatic caries detection in bitewing radiographs. Part II: Experimental comparison" using this dataset was submitted to the Clincial Oral Investigations journal.
DOI: 10.6084/m9.figshare.11841027.v2
title: AIBECS-OCIM2

description: This is the control version of the Ocean Circulation Inverse Model (OCIM) version 2 (with Helium), or "OCIM2_CTL_He", converted to an AIBECS-ready format.<br><br>If you use this data, please cite the DeVries and Holzer reference (doi attached to this file).<br><br>
DOI: 10.6084/m9.figshare.16725973.v1
title: Dataset .csv

description: This is a dataset link to paper Improved Back Test of Magic Formula in Malaysian Stock Market Using Applied Programming and Online Quantitative Platform. Include the monthly return for all portfolio and return and risk statistics.