Data in Brief最新文献

{"title":"Cycling behaviour in Germany: A dataset of cycling parameter across 100 cities based on City Cycling GPS trajectories.","authors":"Sven Lißner, Stefan Huber, Paul Lindemann","doi":"10.1016/j.dib.2026.113189","DOIUrl":"10.1016/j.dib.2026.113189","url":null,"abstract":"<p><p>The dataset presented was created as part of the cycling campaign City Cycling in Germany during the years 2022-2024. The campaign involved >3000 municipalities across the entire country. Over a three-week period, which participants could freely select between May 1 and September 30, the goal was to replace as many car trips as possible with bicycle trips. Participants could use a smartphone application to record their data. The recorded GPS trajectories were transferred from the smartphone to a data lake as a database dump and were then regularly retrieved by a backend server for data pre-processing. During this process, trips, activities, modes of transport, and driving modes were identified. For the dataset presented, individual trajectories were processed with respect to several core variables characterizing cycling behaviour. The dataset was spatially filtered beforehand. A total of 109 cities and municipalities were selected based on variables such as population size, the number of campaign participants, topography, the modal share of cycling, and geographic location within Germany, in order to obtain a representative impression of cycling behaviour. As a result, >8 million trip records with 37 distinct variables were collected over the data years 2022-2024.The dataset was analysed within the scope of the project Bicycle Driving Behaviour in Germany, focusing on waiting and loss times for cyclists and the influence of various personal and city-specific parameters. Additionally, the data allows for evaluations of cycling frequency, trip distances, speeds, accelerations, daily and weekly patterns, and comparisons between the different data years regarding the influence of weather conditions. Moreover, the known starting and ending points of trips can be used in transport demand modelling for model development and calibration. Overall, the dataset offers extensive opportunities for scientific analysis due to its scope and wide spatial coverage, making it a valuable resource for research in cycling behaviour and transportation planning.</p>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"113189"},"PeriodicalIF":1.9,"publicationDate":"2026-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13571499/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148963200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"A survey dataset on digital transformation, public service motivation, and performance outcomes of local civil servants post-amalgamation in Vietnam.","authors":"Hien Truong, Thien-Vu Tran","doi":"10.1016/j.dib.2026.113199","DOIUrl":"https://doi.org/10.1016/j.dib.2026.113199","url":null,"abstract":"<p><p>Digital transformation and the streamlining of government structures are instrumental strategies for boosting the operational efficiency of administrative units at both the national and local levels. This article describes a dataset investigating the links between digital literacy, digital competence, public service motivation, and performance outcomes among local civil servants in the post-amalgamation (July 2025) Vietnamese public sector. The dataset comprises 380 responses from an online survey, spanning Vietnam's six socio-economic regions, with all scales demonstrating acceptable reliability and construct validity. This dataset is beneficial for practitioners and scholars to gain insights into personnel relevant to digital skills, motivation and performance outcomes within Vietnam's public sector digitalization and administrative streamlining.</p>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"113199"},"PeriodicalIF":1.9,"publicationDate":"2026-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13580042/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148988474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Whole genome sequence data set of methicillin-resistant <i>Staphylococcus aureus</i> isolated from a milkman associated with cows with subclinical mastitis in Kiruhura district, Uganda.","authors":"Reagan Muhwezi, Vidya Sankarapandian, G R Neel, Emmanuel Eilu, Ambrose Shabohurira, Musoba Abubakar, Lutaya Festus David, Sulman Muhanguzi, Theophilus Pius, Naheem Adekilekun Tijani, Danladi Makeri","doi":"10.1016/j.dib.2026.113196","DOIUrl":"10.1016/j.dib.2026.113196","url":null,"abstract":"<p><p>The whole-genome sequence data set for methicillin-resistant <i>Staphylococcus aureus</i>, which was isolated from a milkman associated with cows with subclinical mastitis in the Kiruhura district of Uganda, is presented here. The assembled genome size was 2822,509 bp, with a 33% GC, 2 Contigs, a Contig N50 of 2818,424, and 1 Contig L50. You can access the genome sequence and related metadata at https://www.ncbi.nlm.nih.gov/datasets/genome/GCA_056782255.1/. This dataset can be used again for resistance gene mapping, comparing genomic analysis, and comprehending genetic diversity among MRSA isolates from Ugandan milkmen.</p>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"113196"},"PeriodicalIF":1.9,"publicationDate":"2026-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13571144/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148963219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Data on a study of the challenges faced by parents of special needs children and their impact on parental health and well-being in Trinidad and Tobago: A qualitative study.","authors":"Georgelle Da Briel, Gabrielle De Bique, Hasina Logie, Ian Mahabir, Imojin Mayers, Hannah Mendoza, Ishana Sirju, Marcia Nathai-Balkissoon","doi":"10.1016/j.dib.2026.113184","DOIUrl":"10.1016/j.dib.2026.113184","url":null,"abstract":"<p><p>This article presents a qualitative interview dataset collected in Trinidad and Tobago, focusing on the lived experiences of parents of children with special needs. The dataset captures rich, first-hand accounts of the emotional, social, and practical challenges encountered by parents, as well as their interactions with local healthcare, educational, and social support systems. Ethical approval was obtained from the Campus Research Ethics Committee, The University of the West Indies, St. Augustine, and all participants provided informed verbal consent before participation. Data were collected through semi-structured one-on-one interviews conducted virtually via Zoom to ensure accessibility, confidentiality, and participant comfort. Although participants were given the option of in-person interviews, all opted for virtual participation. Recruitment was facilitated through advocacy and community organizations supporting special needs families. Purposive and snowball sampling methods were employed to select 15 participants who met the inclusion criteria of being parents of special needs dependents. The participants varied across several demographic characteristics. Their ages ranged from 31 to 69 years. Marital status included single, married, and widowed individuals. Participants had between one and four children, with some having one or two children with special needs. Educational attainment ranged from secondary-level education to tertiary-level education. Both male and female participants were represented. All interviews were transcribed verbatim and anonymized before analysis. Thematic analysis was performed using QDA Miner software through a multistage process involving data coding, categorization, and synthesis. Data saturation determined the final sample size, ensuring adequate depth and diversity across socioeconomic, geographic, and disability type variations. The dataset includes anonymized interview transcripts and coded output tables produced during thematic analysis. It provides detailed qualitative evidence on caregiving practices, systemic barriers, and psychosocial impacts experienced by parents of special needs children in a small-island developing state. The dataset offers strong potential for reuse in cross-cultural or longitudinal analyses on caregiver well-being, disability inclusion, and social support mechanisms, as well as for informing evidence-based policy development and program design in similar regional contexts.</p>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"113184"},"PeriodicalIF":1.9,"publicationDate":"2026-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13571267/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148963241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Datasets on factors influencing career planning among Chinese university students based on the theory of planned behavior.","authors":"Qing Sun, Xiaohui Liu, Meng Wang, Heming Yang","doi":"10.1016/j.dib.2026.113181","DOIUrl":"10.1016/j.dib.2026.113181","url":null,"abstract":"<p><p>This dataset presents university students' career planning goals and their influencing factors. A questionnaire was developed based on the Theory of Planned Behavior (TPB), and data were collected from 1,400 students across 28 provinces and 12 academic disciplines in China. The dataset includes measures of perceived behavioral control, attitudes, subjective norms, demographic characteristics, and career planning goals. Descriptive statistical analyses were conducted to summarize the data and examine correlations between career planning goals and subjective factors. Furthermore, this dataset provides valuable insights for university career education and supports future comparative research on career planning choices across different academic majors.</p>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"113181"},"PeriodicalIF":1.9,"publicationDate":"2026-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13544321/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148896668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"National Nutrition and Physical Activity Surveillance in Papua New Guinea: data showing comparison with three Melanesian countries.","authors":"Takashi Nakagata, Stewart Sarieng Pau, Vicky Wari, Masayo Rossignoli Nakamori, Rei Ono, Miwa Yamaguchi","doi":"10.1016/j.dib.2026.113170","DOIUrl":"10.1016/j.dib.2026.113170","url":null,"abstract":"<p><p>This data article summarizes key health-related indicators collected through national surveys conducted in four Melanesian countries: Papua New Guinea, the Solomon Islands, Vanuatu, and Fiji. The dataset includes variables on nutrition, physical activity, anthropometric measurements, and the frequency of survey implementation. The data were compiled from publicly accessible sources, including national statistics offices, the World Health Organization (WHO), the World Bank, Asia Pacific Report, and UNESCO. The dataset for each country details the survey items, frequency of implementation, population coverage (by age and gender), data availability status, and the most recently recorded values. In addition, indicators related to physical activity and vegetable consumption were extracted from the WHO STEPwise approach to non-communicable disease (NCD) surveillance, enabling cross-country comparisons based on standardized methodologies. This dataset supports future cross-national analyses and may be valuable for public health planning, health system monitoring, and program evaluation. It offers a foundation for examining regional health patterns, particularly in relation to nutrition and NCD surveillance, in the Pacific region. The dataset is available in Mendeley Data, with detailed supplementary tables provided to encourage reuse and transparency.</p>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"113170"},"PeriodicalIF":1.9,"publicationDate":"2026-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13544349/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148896718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Collected data on displacement and vibration tests of layered floor assembly constructed by using glued timber trusses","authors":"Aarno Hatsala,&nbsp;Hüseyin Emre Ilgın,&nbsp;Niko Kinnunen,&nbsp;Juha-Pekka Luukkainen,&nbsp;Fanny Malmstedt,&nbsp;Sami Pajunen,&nbsp;Katja Rinkinen,&nbsp;Juho Sormunen","doi":"10.1016/j.dib.2026.113101","DOIUrl":"10.1016/j.dib.2026.113101","url":null,"abstract":"<div><div>This dataset contains detailed measurements from a full-scale experimental investigation of layered intermediate floor systems constructed using glued timber trusses. The experimental programme followed a step-by-step construction sequence involving the incremental addition of typical building layers, including OSB sheathing, gypsum board ceilings, concrete topping, and lightweight partition walls. Static displacement tests were conducted under controlled loading using water tanks, with vertical displacements measured by digital dial gauges. Vibration response was assessed using heel-drop excitation applied at multiple locations and recorded with triaxial accelerometers. The dataset captures the progressive influence of individual construction layers on the global stiffness and vibration performance of the floor system under conditions representative of residential buildings. The data support reuse in serviceability assessments, comparative studies of floor assemblies, standardization and guideline development, and experimental research on lightweight timber structures. The accompanying documentation includes metadata, raw and processed measurement files, sensor and loading layouts, and visualization diagrams to enable independent analysis and interpretation. The dataset is associated with the related research article.</div></div>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"Article 113101"},"PeriodicalIF":1.9,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148646501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Construction of a potential ecological network based on public datasets: a case study in Tuscany","authors":"Andrea Gini,&nbsp;Simona Re,&nbsp;Angelo Facchini","doi":"10.1016/j.dib.2026.113091","DOIUrl":"10.1016/j.dib.2026.113091","url":null,"abstract":"<div><div>This article describes the building process behind an in silico ecological network of the species of Tuscany (Italy) and their different interactions as an OPEN (Open Potential Ecological Network). All the data sources consist of already open and available databases from experts and citizen science projects on species presence and interactions. The result is a multi-interaction metaweb which is uncommon on public repositories. Both the final dataset and the pre-built potential ecological network are completely open and ready to use. The methods and framework pipeline used for collecting, cleaning and joining the original databases are described and summarised. The network building process is generalised to facilitate adaptation and reproducibility for other geographical locations. This pipeline can be used to generate broader metaweb from existing data for the purpose of performing baseline ecological network analysis, as well as serving as an educational tool for the public.</div></div>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"Article 113091"},"PeriodicalIF":1.9,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148646905","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Ground-penetrating radar datasets for non-destructive geometry evaluation of concrete step specimens with embedded elements","authors":"Maria Grohmann,&nbsp;Jens Wöstmann,&nbsp;Stefan Maack,&nbsp;Ernst Niederleithinger","doi":"10.1016/j.dib.2026.113103","DOIUrl":"10.1016/j.dib.2026.113103","url":null,"abstract":"<div><div>The datasets comprise raw data collected using ground-penetrating radar (GPR) in pulse-echo mode on three distinct concrete specimens. The specimens represent fundamental non-destructive testing (NDT) challenges in civil engineering, such as locating built-in elements and evaluating their dimensions to characterize both the internal and external geometry of concrete structures. Data acquisition was performed using two bistatic antennas with centre frequencies of 1.5 GHz and 2.6 GHz. Both antennas were mounted on a scanner system, enabling automated measurements with high positional accuracy and high spatial sampling density. During each measurement, only one antenna was active. This article provides a comprehensive description of the uploaded datasets, the design of the three concrete specimens, the technical specifications of the GPR equipment, and the data acquisition process. The raw GPR data are provided in a universally readable format and consist of the recorded time signals stored at each individual measurement point across the scanned area. The datasets are intended to support comparative studies in signal processing, imaging, and data interpretation, serving as a reference for various real-world NDT scenarios in civil engineering.</div></div>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"Article 113103"},"PeriodicalIF":1.9,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148733267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Dasinya: A dataset and preprocessing pipeline for the Badini Kurdish dialect","authors":"Vaman A. Saeed,&nbsp;Karwan Jacksi","doi":"10.1016/j.dib.2026.113129","DOIUrl":"10.1016/j.dib.2026.113129","url":null,"abstract":"<div><div>Despite notable advances in NLP for low-resource languages, dialects written in non-Latin scripts — especially those without standardised digital resources — continue to receive insufficient attention. The Badini Kurdish dialect, written in Perso-Arabic script and spoken across the Kurdistan Region of Iraq, lacks any dedicated NLP preprocessing pipeline in the literature. This paper presents Dasinya, the first openly released Badini Kurdish text corpus, together with the Badini Dialect Processing Toolkit (BDPT) — the first NLP preprocessing pipeline built specifically for this dialect. Dasinya contains 107 files, 87,545 sentences, and roughly 1.28 million words, spanning two source types and nine sub-genres: six book sub-genres (literary, historical, cultural, scientific, psychological, and educational) and three non-book sub-genres (news, academic/linguistic, and broadcast). These files were drawn from two repositories: the Badirxanian Public Library in Duhok (98 books) and the Semantic Web Lab at the University of Zakho (4 books and 5 non-book files). BDPT is structured as a six-stage pipeline that handles validation, Unicode normalisation — enforcing Badini-specific character mappings and preserving the Zero-Width Non-Joiner as a morpheme boundary marker — structural cleaning, deep cleaning, text preprocessing, and sentence segmentation. Orthographic problems particular to Badini Kurdish are addressed at each stage; none of these are handled by existing Arabic, Persian, or Sorani tools. At Stage 6, sentence segmentation reaches a specialist-validated Acc% of 91.4% across all 107 files, measured under a two-metric framework (OK% and Acc%) with genre-sensitive thresholds that reflect genuine linguistic differences between books, news, broadcast, and academic texts. Both the Dasinya corpus and the BDPT pipeline are openly available at <span><span>https://doi.org/10.5281/zenodo.20729060</span><svg><path></path></svg></span> and are intended to underpin future Badini Kurdish NLP work, including tokenisation, part-of-speech tagging, stemming, and stopword removal.</div></div>","PeriodicalId":10973,"journal":{"name":"Data in Brief","volume":"68 ","pages":"Article 113129"},"PeriodicalIF":1.9,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148733269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}