cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9d466tztkn
title: Adolescent decision making styles

description: The following hypotheses generated for the present study. • There will be a significant difference between gender and decision-making styles among adolescents. • There will be a significant difference between the area of living and decision-making styles among adolescents. The results found that adolescents' decision-making styles are significant differences based on gender. Moreover, adolescents' decision-making styles are no significant differences based on the area of living. It concluded that, results provide an empirical framework for perceive the adolescents decision-making styles. It helps them to require healthy decision-making styles throughout their day-to-day activities. The sample of this study consisted of 785 adolescents from ninth and eleventh-grade students from various schools in and around the Salem town of Tamilnadu. There are thirty-two schools in and around Salem town out of that ten schools were elected at random. The participants selected chosen through stratified sampling. The investigator has approached the school authorities and obtained permission. There are 1310 students - 9th std & 1070 students 11th std out of 435 from 9th and 350 from 11th were elite through stratified random sampling. The questionnaires distributed to the participants and also the information collected below the personal superintendence of the investigator and The demographic information form was used to collect information, including gender and the area of living. The gender has classified two categories, like male and female. Similarly, the area of living classified into two groups, like urban and rural.
DOI: 10.17632/f93jwr4brk
title: Awareness of childhood traumas and PTSD among physiotherapy students

description: Any occurrence that does not fit into normal circumstances is considered a trauma, and it can result in extremely stressful and unhappy sentiments. Many such things happen in childhood like neglect, abuse, death of parent, etc. Following exposure to traumatic experiences, a persistent disorder that affects people known as posttraumatic stress disorder (PTSD) develops. PTSD affects our relationships, mental health as well as physical health This online survey study was conducted on 600 physiotherapy students to check whether they are aware about this or not. So, the study concluded that physiotherapy students are aware about childhood traumas but they are not much aware about the term PTSD. It is necessary to have knowledge regarding PTSD and trauma and the role of physiotherapy in treating related symptoms.
DOI: 10.17632/b759k5xr77
title: Pressure Offloading with Hitlon Sheets: An innovative, cost-effective solution for managing painful foot lesions.

description: Innovative cost effective method of pressure offloading for managing painful foot lesions.
DOI: 10.6084/m9.figshare.25024592.v2
title: Long-term In Situ Eulerian Sea Surface Temperature Records along the Portuguese Coast

description: Monitoring ocean surface temperature is critical to infer the variability of the upper layers of the ocean, from short temporal scales to climatic change scales. Analysis of the climatological trends and anomalies is fundamental to comprehend the long-term effects of climate change on marine ecosystems and coastal regions. The original data for the dataset presented was collected by the Portuguese Hydrographic Institute (<i>Instituto Hidrográfico</i>) using seven Ondograph and Meteo-oceanography buoys anchored offshore along the Portuguese coast to acquire ocean surface temperatures. The original raw data was pre-processed to provide averages over 3-hour periods and daily averages, and this <i>cleaned</i> data constitutes the provided dataset. The 3-hour temperature averages were obtained mainly between 2011 and 2015, and the daily temperature averages were obtained in intervals that vary with the considered buoy, having an average interval of 14 years per buoy. The data gathered provides a considerable temporal window, enabling the creation of data series and the implementation of data mining algorithms to develop decision support systems. Collecting data <i>in situ</i> makes it possible to validate simulated results obtained using approximation models. This allows for more accurate temperature readings and facilitates testing and correcting created models.
DOI: 10.6084/m9.figshare.8079743.v2
title: H1N1_figshare.xlsx

description: clinical and ocular findings in patients with novel A/H1N1 infection: an observational study
DOI: 10.17632/4ybzvwwcdt
title: Dataset - Experimenting with Applicable Structures to Design an Efficient Driver Behaviour Model

description: The Measured_data.zip folder contains measured data from drivers in .csv format.
The columns represents time vector, X and Y position in the map, distance from the centre of the lane, car speed, and steering wheel angle, respectively.
DOI: 10.17632/mcw875yjrk
title: Data for: Why do children punish? Fair outcomes matter more than intent in children’s second- and third-party punishment

description: Raw data for Why do children punish? Fair outcomes matter more than intent in children's second- and third-party punishment
DOI: 10.17632/gj5bxpsyvg
title: Practical Analysis of Nanosecond Water-Jet Guided Laser Wood Machining

description: Water jet assisted laser machining is an advanced and eco-friendly technique suitable for efficient and precise processing of wood and wooden part. In the paper entitled “Experimental and Theoretical Modeling of Nanosecond Water Jet Guided Laser Machining for Different Wood Specimens, ”the investigation takes into account the process analysis and practical application of laminated object manufacturing (LOM) nanosecond water-jet guided laser (NWJGL) for machining different wood types. The workpiece includes Korean pine and Northeast China ash wood of 3 mm thickness with a water content of 7.21 % and 7.13 % each, machined under different laser power and cutting speeds. These process parameters and influences on woodcut surface geometry were experimentally analyzed using scanning electron microscopy (SEM) and Analysis Of Variance (NOVA). Via the Origin software, the experiment and parameters interaction and influence on the workpiece are reported.
DOI: 10.17632/gzp5xh3wxn
title: Data for: Ytterbium – doped prussian blue: fabrication, photothermal performance and antibacterial activity

description: Chemiscal measurements including:UV,XRD,XPS,FT-IR,heating performance Biological measurements including:antibacterial performance
DOI: 10.17632/7yrf9gwk84
title: Job demands, resources and capabilities

description: SPSS dataset with data about capabilities, job demands and job resources and work engagement
DOI: 10.17632/bw9md35c29
title: Identifying User Stories in Issues records

description: Nowadays most software development companies have adopted agile development methodologies, which suggest capturing requirements through user stories. However, user stories are too often poorly written in practice and exhibit inherent quality defects. In addition, it is common to find the user stories of a software project immersed in large volumes of issues request logs from software quality tracking systems, which makes difficult to process them later. In order to solve these defects and to formulate high quality requirements, a current trend is the application of computational linguistic techniques to identify and then process user stories. To train the models, data were taken from public sources that contain issues from real software development projects. These sources contain positive examples of user stories in the format “As a (type of user), I want (goal), [so that (some reason)]” and negative examples (erroneous user stories or sentences with a similar syntaxis to user stories but with a different purpose). To obtain a larger data set suitable for testing the models, an algorithm was implemented for generating additional examples by splitting and mixing positive examples into random parts using the Tokenizer of TensorFlow. In order to differentiate the examples to which each classification class belonged, a manual classification work was performed, which may have introduced to the model some human error index since there was no record of the previously classified data. The resulting dataset includes a total of 7997 positive and negative examples, of which 2618 are positive, and the rest are negative. Therefore, a binary classification problem is presented, where the issues classified as user stories belong to the positive class and the rest to the negative class.
DOI: 10.17632/k5f2xkj5rm
title: The Percolation of Knowledge across Space

description: Replication files for the paper "The Percolation of Knowledge across Space" (Cotterlaz and Guillouzouic).
DOI: 10.6084/m9.figshare.20036873.v1
title: dfnew.csv

description: This is the origin data for Pilot Behavior Recognition Based on Multi-Modality Fusion Technology Using Physiological Characteristics
DOI: 10.6084/m9.figshare.20359920.v1
title: Gridded multibeam bathymetry data from 'The Bump' at Thwaites Glacier, collected by 'Ran' Kongsberg Hugin AUV (Kongsberg EM2040), on the RV Nathaniel B. Palmer during cruise NBP19-02 (2019)

description: EM2040 multibeam swath bathymetry data collected by the Autonomous Underwater Vehicle 'Ran' (University of Gothenburg), deployed at Thwaites Glacier ice front in 2019 during cruise NBP19-02 of the R/V Nathaniel B. Palmer. The dataset here comprises AUV Mission 009, and was gridded using a Gaussian weighted mean algorithm in the mbgrid program, adopting a spline interpolation to fill grid cells not filled by swath data for gaps up to 6 grid cells in size. The data have a square grid cell size of 1.5 m and are projected in UTM Zone 13S, datum WGS84.
DOI: 10.17632/8cybgmbjvt
title: RAW DATA RELATED TO ARTICLE “MECHANICAL PROPERTIES AND MICROSTRUCTURES DATA OF AISI 1070 STEEL QUENCHED IN EPOXIDIZED TRANSESTERIFIED COTTONSEED OIL” IN DATA BRIEF

description: MECHANICAL PROPERTIES AND MICROSTRUCTURES OF AS-QUENCHED HIGH CARBON STEELS
DOI: 10.17632/ny6jm2kn8z
title: Ground-based solar irradiace measurements from 164 radiometric stations of CMA and CERN.

description: This dataset stores the hourly ground-based global horizontal irradiance (GHI) measurements for the year 2019. The data were collected from regularly calibrated thermopile pyranometers installed at 164 radiometric stations. These stations are jointly established and operated by the China Meteorological Administration and the Chinese Ecosystem Research Network.
DOI: 10.6084/m9.figshare.28783079.v1
title: Target metabolome of 7 individuals

description: Target metabolome of 7 individuals
DOI: 10.17632/88myp7kgrr
title: Identifying blood biomarkers of neurodegenerative diseases using machine learning

description: Blood gene expression data that is cleaned and prepared for biomarker detection using machine learning.
DOI: 10.6084/m9.figshare.22806140.v1
title: PAMpolinizadores.zip

description: A presence-absence matrix of 1,135 species of bees, hummingbirds, sphinx moths and bats for Mexico. On a 165,078 cells of 5' of degree. It is a zipped large CSV binary matrix, with two added columns of the longitude and latitude of the centroid of each one of the cells in the matrix.
DOI: 10.17632/3f8474dzbb
title: OPIOID ABUSE RISK FACTORS-STUDY 1_PHASE 1&2

description: Datos Estudio 1 (fases 1 y 2) proyecto PID2019-106086RB-I00
DOI: 10.17632/6wyjs7d6pz
title: Systematic review of the clinical characteristics and natural history of solar urticaria

description: Supplementary Table 1.
DOI: 10.17632/fxzjkryx2n
title: An image dataset for classification of pebble types

description: The dataset contains 3795 images. There are total 13 types of Pebble. 
Each of this folder contains more than 200 images. All the images are in .jpg format.
DOI: 10.17632/wz6rzfmwnk
title: Data for: Designing rare-earth free permanent magnets in Heusler alloys via interstitial doping

description: This is the magnetic anisotropy calculations
DOI: 10.6084/m9.figshare.26804986.v1
title: Data for an article "Probing photocarrier dynamics in a Bi<sub>2</sub>Te<sub>3</sub>–Te eutectic p–n junction with a laser terahertz emission microscope"

description: Data set for a paper "Probing photocarrier dynamics in a Bi<sub>2</sub>Te<sub>3</sub>–Te eutectic p–n junction with a laser terahertz emission microscope"
DOI: 10.6084/m9.figshare.28691561.v3
title: PVAC: Package Version Activity Categorizer, Leveraging Semantic Versioning in a Heterogeneous System

description: <b>Context: </b>Modern open-source software ecosystems, such as those managed by GNU/Linux distributions, are composed of numerous packages developed independently by diverse communities. These ecosystems employ package management tools to facilitate software installation and dependency resolution. However, these tools lack robust mechanisms for systematically evaluating the development activity and versioning dynamics within their heterogeneous software environments.<br><b>Objective:</b> This research aims to introduce a systematic method and a prototype tool for assessing version activity within heterogeneous package manager ecosystems, enabling quantitative analysis of software package updates.<br><b>Method:</b> We developed PVAC,a <b>P</b>ackage <b>V</b>ersion<b> </b><b>A</b>ctivity <b>C</b>ategorizer, a novel approach<br>that leverages semantic versioning to surface the activity of software packages at both the system level using the Version Number Delta (VND) metric and at the package level using the Activity Categorizer. PVAC utilizes tailored regular expressions to parse semantic versioning details (epoch, major, minor, and patch versions) from diverse package version strings, thereby enabling consistent categorization and quantitative scoring of version changes.<br><b>Results</b>: PVAC was empirically evaluated using a dataset of 22,535 packages drawn from<br>recent releases of Debian and Ubuntu GNU/Linux distributions. Our findings<br>demonstrate PVAC's effectiveness for accurately categorizing versioning schemes and quantitatively measuring version activity across releases. We provide empirical evidence confirming that semantic versioning, including adapted variations, is predominantly employed across these ecosystems.<br><b>Conclusions</b>: PVAC represents an effective solution for systematically assessing and<br>monitoring the software package version activity within heterogeneous ecosystems. By providing clear metrics for software activity, PVAC aids practitioners and researchers in identifying packages requiring attention, thereby reducing security risks and technical debt.
DOI: 10.17632/m53pwzym7v
title: Data for PLOS One

description: This is the results data obtained from the experiments conducted.
DOI: 10.6084/m9.figshare.28239761.v1
title: OCTA Myopia Choroid DATA

description: OCTA PPCMv densities in myopia and control eyes
DOI: 10.17632/5vvsbmr4dt
title: Body shape perception and eating disorder among the university students in Bangladesh

description: A cross-sectional study was conducted among 362 female university students in Bangladesh between September 2024 to March 2025. Data were collected using a pre-developed questionnaire, consisting of socio-demographic information, the Eating Attitude Test -26 (EAT-26) questionnaire for assessing eating disorder symptoms, and the Body Shape Questionnaire (BSQ-34) for assessing body image perception.
DOI: 10.17632/f57g886dvk
title: Dataset - The Strategic Role of Digital Transformation, Dynamic and Agile Capabilities for the Performance of MSMEs

description: This dataset was utilized in the hypothesis testing of the PLS-SEM model in the published paper entitled 'The Strategic Role of Digital Transformation, Dynamic and Agile Capabilities for the Performance of Micro, Small, and Medium Enterprises (MSMEs)".' Kindly use the SmartPLS program to analyze the data.
DOI: 10.6084/m9.figshare.26799544.v9
title: Mycobacteriophage Bxb1 Cryo-EM Composite Maps and Models

description: Mycobacteriophage Bxb1 is a well-characterized virus of Mycobacterium smegmatis with double-stranded DNA and a long flexible tail. Mycobacteriophages show considerable potential as therapies for Mycobacterium infections, but little is known of the structural details of these phages or how they bind to and traverse the complex Mycobacterium cell wall. Here we report the complete structure and atomic model of phage Bxb1, including the arrangement of immunodominant domains of both the capsid and tail tube subunits, and the assembly of the protein subunits in the tail tip complex. The structure contains protein assemblies with three-fold, five-fold, six-fold, and 12-fold symmetries, which interact to satisfy several symmetry mismatches. Cryo-electron tomography of phage particles bound to M. smegmatis reveals the structural transitions that occur for free phage particles to bind to the cell surface and navigate through the cell wall to enable DNA injection into the cytoplasm.
DOI: 10.6084/m9.figshare.21406713.v1
title: Engineered, localized depletion of regulatory T cells produces global anti-tumor immunity

description: Data used to make the figures for Majedi et al, Engineered, localized depletion of regulatory T cells produces global anti-tumor immunity
DOI: 10.6084/m9.figshare.26213495.v1
title: Phylogenomics analysis of <i>Scutellaria</i> (Lamiaceae) of the world

description: This study analyzed 234 complete chloroplast genomes, comprising 220 new and 14 previously published sequences across 206 species, subspecies, and varieties worldwide. The phylogeny of <i>Scutellaria</i>, based on the most comprehensive sample collection to date and complete chloroplast genome analysis, has significantly enhanced our understanding of its infrageneric relationships. The extensive examination of chloroplast genome characteristics establishes a solid foundation for the future development and utilization of <i>Scutellaria</i>, an important medicinal plant globally.
DOI: 10.6084/m9.figshare.27239751.v1
title: Rainbow trout biologgers and behaviour

description: Heart rate was measured during three potentially stressful events. Firstly, trout were classified as bold or shy, using a novel object test. Subsequently, trout were implanted with biologgers to record heart rate <i>in vivo</i> at rest, during and after the behavioural tests. Following recovery, fish underwent a second novel object test, a confinement test, a pair-wise contest and a final novel object test to explore consistency of boldness over the experimental period.
DOI: 10.17632/jwmn6t93nt
title: Data for: Effects of dielectric thickness on energy storage properties of Surface modified BaTiO3 multilayer ceramic capacitors

description: All files uploaded are original files for figure listed in the manuscript.
DOI: 10.6084/m9.figshare.20802700.v1
title: HapMap3-1KG: 1000 Genomes processed genotypes in PLINK (.bed/bim/fam) format

description: Genotypes from the 1000 Genomes reference<sup> </sup>[1] (v5) were intersected with HapMap3 [2] variants based on rsids, and filtered to contain variants with an allele frequency of at least 1% in any of the "superpopulations" (AMR, AFR, EAS, EUR, SAS) defined by 1000 Genomes.<br><br>This data serves as a population reference for the comparison of polygenic scoring methods, as described in Monti et al. [3]. A more detailed description of how the genotypes were processed is provided in that manuscript.<br><br>When using this data, all three sources should be acknowledged:[1] Auton, A. <i>et al.</i> A global reference for human genetic variation. <i>Nature</i> <b>526</b>, 68–74 (2015)<br>[2] Altshuler, D. M. <i>et al.</i> Integrating common and rare genetic variation in diverse human populations. <i>Nature</i> <b>467</b>, 52–58 (2010)<br>[3]<br><br>The funding statement here refers only to the processing of the data, not data generation. Consider the sources above for full funding statements.<br><br>
DOI: 10.17632/4cgs6myx9d
title: Lowbrasys brake wear cycle - 3h LACT

description: This dataset is brake wear cycle that was used as a reference cycle in the EU co-funded project LOWBRASYS which aims at particle reduction from automotive brakes. One task within the LOWBRASYS project was to define a real-drive braking schedule. This cycle is a short version of an existing brake procedure (Los Angeles City Traffic (LACT)) that was generated from actual on-road driving data and addresses typical urban, extra-urban and highway drive conditions. It is noteworthy that another real-world cycle has been developed [Mathissen et al. 2018]. The main difference between the two newly developed cycles is that the present LOWBRASYS cycle is based on a limited dataset from a specific region, while the other cycle is based on the WLTP database, which covers much more use-case and driving conditions. The PMP IWG has decided to use the present cycle as a backup cycle for future brake wear emissions evaluation.
DOI: 10.17632/wbwsk44pwb
title: Bilingual Proficiency Effects in Paired Associate Learning of Vocabulary in an Unfamiliar Language

description: This data set is reported in an article with the same title to be published in Bilingualism: Language and Cognition. Briefly, it reports the performance of English monolingual and Spanish-English bilingual participants on vocabulary learning in an unfamiliar language, Swahili. Words were studied using a paired-associate learning task with translation pairs. Bilinguals learned using each of their two languages on separate sets of Swahili words. Tests included cued recall with Swahili cues, cued recall with Swahili responses, and associative recognition. There was no evidence for more efficient learning in bilingual participants relative to monolingual participants, but objectively-assessed language proficiency in the mediating language was correlated with accuracy.

The files below include 3 folders of individual participant data files in Excel format; A file with trial level recall data for all participants; a file with participant-level data for recall, recognition, reported strategies, and key participant variables; Excel files with demographic, language assessment, language background, and reported strategy data; code used for the LME analysis; and a report of results obtained using ANOVA for comparison of effect sizes with previous research. Note that stimuli are available in Appendix A of the article in which the data are reported.
DOI: 10.17632/37zbwzcp8b
title: Data for: Calculation of the activation energy of electrical ε2-conductivity of weakly compensated semiconductors

description: File "E2.m" provides MatLab code for reproduction of Figures 4-8 of the article. See "E2.pdf" for the results of the code execution.
DOI: 10.17632/c2jpnv9yk6
title: Twitter Hate Speech Dataset for the Saudi Dialect

description: The data was performed by employing standard Twitter API on Arabic tweets and code-mixing datasets. The Data was carried out for a duration of three months, specifically from April 2023 to June 2023. This was done via a combination of keyword, thread-based searches, and profile-based search approaches as. A total of 120 terms, including various versions, which were used to identify tweets containing code-mixing concerning regional hate speech. To conduct a thread-based search, we have incorporated hashtags that are related to contentious subjects that are deemed essential markers for hateful speech. Throughout the data-gathering phase, we kept an eye on Twitter trends and designated ten hashtags for information retrieval. Given that hateful tweets are usually less common than regular tweets, we expanded our dataset and improved the representation of the hate class by incorporating the most impactful terms from a lexicon of religious hate terms (Albadi et al., 2018). We gathered exclusively original Arabic tweets for all queries, excluding retweets and non-Arabic tweets. In all, we obtained 200,000 Twitter data, of which we sampled 35k tweets for annotation.