cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/46shdhpvzy.1
title: PEH gymnastics classes

description: This dataset contains verbatim transcriptions from a linguistic-ethnographic case study conducted in a Swedish secondary school. The data consists of 3 transcribed physical education lessons. All transcriptions are in Swedish and provided as Word files (.docx).

The research was guided by an overall aim to investigate how subject-specific literacy is developed in a practical, movement-based school subject for L2 learners. The study was guided by the following research questions:
1. How does a physical education teacher introduce subject-specific terminology to L2 students?
2. What strategies does the teacher employ to make this subject-specific terminology accessible to L2 students?

The data was collected during the 2018/2019 academic year. The setting is an eighth-grade physical education class in a municipal school in Sweden. The class consisted of 25 students, six of whom were newly arrived L2 learners of Swedish. The data was gathered through audio and video recordings of the physical education lessons.

The dataset comprises 3 Word files. Each file represents one transcribed lesson. The transcriptions are detailed and capture spoken language. To ensure confidentiality, all participants and the school have been fully anonymized and are referred to by pseudonyms. All ethical guidelines set by the Swedish Research Council were followed.

Analysis of this data reveals how the teacher makes subject-specific terminology accessible through a multi-modal approach. Notable findings include:
- An "immediate" approach to terminology: Unlike in more theoretical subjects, most new terms in these physical education lessons were introduced during the first lesson and then reinforced through repetition and practical application.
- The central role of "embodied cohesion": A key finding is that verbal instruction (analyzed as lexical and conjunctive cohesion) is consistently intertwined with physical action. The data shows extensive use of "embodied cohesion"—a concept developed for the analysis where physical demonstrations by the teacher and experiential performance by the students serve as the primary means of making concepts understandable.

The data can be interpreted as evidence for how the integration of verbal instruction and physical practice provides multiple pathways to understanding for L2 learners. It highlights how the embodied nature of physical education can function as a powerful resource for language development and subject-specific literacy.

This dataset can be used for secondary analysis in fields such as applied linguistics, educational science, second language acquisition, and multimodal interaction analysis. Potential areas of study include, but are not limited to: classroom discourse, teacher-student interaction, pedagogical strategies in practical subjects, and participation patterns of L2 learners.

Please note: A high level of proficiency in Swedish is required for analysis.
DOI: 10.25326/0xzp-h128
title: Atmospheric simulation chamber study: alpha-pinene + O3 - Aerosol study - physical properties - 2015-12-16
DOI: 10.17632/s2zb36j9hf
title: Supplementary Materials

description: Regarding the Proteomics and Bioinformatics Raw Data:
The raw and processed data from the proteomics and subsequent bioinformatics analyses are provided to allow for a deeper understanding of the experimental results.This data underpins the statistical comparisons and functional interpretations discussed in the main text, offering transparency and enabling further independent analysis.
Regarding the Enrichment Analysis Gene Sets:
For the functional enrichment analysis,we utilized gene sets derived from established public databases, including: Gene Ontology (GO)，Kyoto Encyclopedia of Genes and Genomes (KEGG) and so on. The specific gene sets used,along with their source identifiers, are detailed to ensure the clarity and reproducibility of our enrichment findings.
DOI: 10.17632/s2zb36j9hf.1
title: Supplementary Materials

description: Regarding the Proteomics and Bioinformatics Raw Data:
The raw and processed data from the proteomics and subsequent bioinformatics analyses are provided to allow for a deeper understanding of the experimental results.This data underpins the statistical comparisons and functional interpretations discussed in the main text, offering transparency and enabling further independent analysis.
Regarding the Enrichment Analysis Gene Sets:
For the functional enrichment analysis,we utilized gene sets derived from established public databases, including: Gene Ontology (GO)，Kyoto Encyclopedia of Genes and Genomes (KEGG) and so on. The specific gene sets used,along with their source identifiers, are detailed to ensure the clarity and reproducibility of our enrichment findings.
DOI: 10.25326/m3wd-4r84
title: Atmospheric simulation chamber study: alpha-pinene + O3 - Aerosol study - physical properties - 2016-12-16
DOI: 10.15468/dl.7h7fse
title: Occurrence Download

description: A dataset containing 2557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.95457 43.87676,4.04078 43.87676,4.04078 43.91867,3.9965 43.92687,3.95457 43.91867,3.95457 43.87676))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2002-2025"
 ]
}

 The dataset includes 2557 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043290-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25326/yf4q-sr40
title: Atmospheric simulation chamber study: alpha-pinene + O3 - Aerosol study - physical properties - 2017-01-25
DOI: 10.17632/ds8c6837x8
title: Swirling spacer grids in a model of nuclear fuel assembly - PIV data of isothermal flow

description: The swirl grid produces longitudinal vortices , which decay much slowlier than general grid-generated turbulence. This effect has been demonstrated for square lattice of such generated vortices without any fuel rods, see the article https://doi.org/10.1063/5.0207124. The idea of this experiment is to apply these effect to the case of nuclear fuel assembly, where are used special mixing grids enhancing mixing of hot coolant at the boundary layers of the fuel rods with the cooler liquid in the inter-rod channel centers. However, this mixing efficiency decreases fast, while the longitudinal vortices shift the decay far downstream. 

The database contains PIV vector fields of the wind tunnel test of isothermal flow through a model of nuclear fuel assembly. The model is upscaled, hence the diameter of the fuel rods is 42.2 mm (real is 9.1 mm), the distance of fuel rods (the mesh parameter M) is 59.1 mm (real is 12.75 mm). The fuel rods are physically modeled by using water pipes of length 3 m, 5 spacer grids are placed in total. The following configurations are tested:
- all grids just base spacer grids (name e.g.: "U20ms-base-z02")
- the last grid before the PIV plane contains the swirling elements of Rossby number 2.5 (name e.g.: "U20ms-1vir4-z02")
- the last two grids are the swirler grids with oppositely oriented swirling elements (name e.g.: "U20ms-2vir4-z02")
- only single swirl grid without fuel rods and without any other grids (name e.g.: "U20ms-1pv4-z02")
All test are performed with atmospheric air at velocity 20 m/s. The last number in the name ("...-z04") is the distance from the PIV plane to the last grid in multiples of M; there are 5 distances: 0.5, 1, 2, 3 and 4. The PIV plane is perpendicular to the rod axis. PIV is in stereo configuration with two cameras. If some author is interested to process our image data by his/her own method, we are open to share the original images (638 GB), contact us.
DOI: 10.17632/ds8c6837x8.1
title: Swirling spacer grids in a model of nuclear fuel assembly - PIV data of isothermal flow

description: The swirl grid produces longitudinal vortices , which decay much slowlier than general grid-generated turbulence. This effect has been demonstrated for square lattice of such generated vortices without any fuel rods, see the article https://doi.org/10.1063/5.0207124. The idea of this experiment is to apply these effect to the case of nuclear fuel assembly, where are used special mixing grids enhancing mixing of hot coolant at the boundary layers of the fuel rods with the cooler liquid in the inter-rod channel centers. However, this mixing efficiency decreases fast, while the longitudinal vortices shift the decay far downstream. 

The database contains PIV vector fields of the wind tunnel test of isothermal flow through a model of nuclear fuel assembly. The model is upscaled, hence the diameter of the fuel rods is 42.2 mm (real is 9.1 mm), the distance of fuel rods (the mesh parameter M) is 59.1 mm (real is 12.75 mm). The fuel rods are physically modeled by using water pipes of length 3 m, 5 spacer grids are placed in total. The following configurations are tested:
- all grids just base spacer grids (name e.g.: "U20ms-base-z02")
- the last grid before the PIV plane contains the swirling elements of Rossby number 2.5 (name e.g.: "U20ms-1vir4-z02")
- the last two grids are the swirler grids with oppositely oriented swirling elements (name e.g.: "U20ms-2vir4-z02")
- only single swirl grid without fuel rods and without any other grids (name e.g.: "U20ms-1pv4-z02")
All test are performed with atmospheric air at velocity 20 m/s. The last number in the name ("...-z04") is the distance from the PIV plane to the last grid in multiples of M; there are 5 distances: 0.5, 1, 2, 3 and 4. The PIV plane is perpendicular to the rod axis. PIV is in stereo configuration with two cameras. If some author is interested to process our image data by his/her own method, we are open to share the original images (638 GB), contact us.
DOI: 10.34894/9oqspj
title: Validation of a Questionnaire to Measure Broad Health: panel study data (quantitative).

description: This study employed a longitudinal design (T0, T1, T2), with two-week intervals between each measurement. Data was collected through an online questionnaire in collaboration with Flycatcher, a research agency based in Maastricht, the Netherlands. The target population consisted of residents of the Netherlands aged 18 years and older. A stratified sampling method was used to select participants based on gender, age, SEP, and region, ensuring that the sample was representative of the Dutch population. 
Datasets consist of (1) measurements from T0, (2) measurements of T0 (n=1001), T1 (n= 714) and T2 (n=543) combined.
description: Actual article contains raw or pseudonymized data that we are not making publicly available, but it resides at Server of Leiden University. Pseudonymized data is available upon a reasonable request.
DOI: 10.17632/y6zxz5rfwh
title: Perchlorate radiolysis in silicate matrices and ice

description: The results of experiments and calculations of the perchlorate radiolysis in silicate matrices and ice on Mars and Europa. The "Experimental measurements" file contains the measurement results of the experiments. The "Calculations" file contains a detailed algorithm and the results of calculations of the radiation-chemical yield.
DOI: 10.17632/y6zxz5rfwh.2
title: Perchlorate radiolysis in silicate matrices and ice

description: The results of experiments and calculations of the perchlorate radiolysis in silicate matrices and ice on Mars and Europa. The "Experimental measurements" file contains the measurement results of the experiments. The "Calculations" file contains a detailed algorithm and the results of calculations of the radiation-chemical yield.
DOI: 10.25326/k546-3v64
title: Atmospheric simulation chamber study: alpha-pinene + O3 - Aerosol study - physical properties - 2017-01-31
DOI: 10.26023/zz8b-wcjq-1z01
title: SMEX02: Iowa Mesonet Data. Version 1.0

description: This data set contains hourly resolution surface meteorological data from the Iowa Environmental Mesonet. These data are made available through Iowa State University and include data for locations throughout the state of Iowa from a variety of networks including the Automated Weather Observing System (AWOS), the Automated Surface Observing System (ASOS), the Iowa Department of Transporation Roadway Weather Information System (RWIS), the Iowa State University AgClimate Network, the United States Department of Agriculture Natural Resources Conservation Service (USDA/NRCS) Soil Climate Analysis Network (SCAN), the National Weather Service Cooperative Network, Data Collection Platforms (DCPs), and the KCCI-TV8 SchoolNet. This data set covers the period from 1 June to 31 July 2002. The data are in GEMPAK format. NOTE: The precipitation for the AWOS stations within this data set have a known problem. See the readme file for complete information. Correct 1-minute resolution AWOS precipitation data are available as a companion dataset.
DOI: 10.25326/de3d-v917
title: Atmospheric simulation chamber study: alpha-pinene + O3 - Aerosol study - physical properties - 2017-02-03
DOI: 10.5284/1135896
title: Digital Archive from an Archaeological Evaluation at Shinehill Lane, South Littleton, Worcestershire, July 2023

description: This collection comprises images, spreadsheets, and GIS data from an archaeological evaluation at land off Shinehill Lane, South Littleton, Worcestershire undertaken by Worcestershire Archaeology in July 2023. Eight evaluation trenches across a single field were excavated prior to a planning application for residential development of the site by Robert Hitchins Ltd.
DOI: 10.17632/p6kwdkkj3v
title: Internal Transcribed Spacer (ITS) and Several Chloroplast DNA Regions of Platycodon grandiflorus (Jacq.) A.DC.

description: Platycodon grandiflorus (Jacq.) A.DC., belonging to the Campanulaceae family, is a well-known medicinal plant traditionally used as an antitussive, expectorant, and anti-inflammatory agent, and for protecting the respiratory system. In this study, samples were collected from Tan Chu village, Lung Phinh district, Lao Cai province, Viet Nam (22°36'48.2"N 104°17'12.0"E). The plant is a perennial herb, 45- 90 cm in height, with smooth, sparsely branched stems. The root is cylindrical, 5-25 cm long, light yellow to brown, and characterized by distinct longitudinal wrinkles. Leaves are simple or opposite, with serrated margins, dark green on the adaxial surface and covered with a whitish powder on the abaxial surface. The plant bears solitary, bell-shaped purple flowers with a five-lobed green calyx and produces an inverted-ovoid capsule containing numerous small brown seeds (Figure 1).
Chloroplast DNA regions are frequently used in phylogenetic and genetic diversity analyses of plants, providing valuable genetic information at various taxonomic levels. The complete chloroplast genome of Platycodon grandiflorus (171,818 bp) has been sequenced and deposited under accession number NC_035624.1 (Hong et al., 2023). Based on nucleotide diversity (Pi) analysis, the ndhC-trnV, ndhF, rpoA, trnK-matK, and trnK-rps16 fragments were selected for primer design (Table 1). Sequencing results revealed that the ndhC-trnV region was 829 bp, ndhF 2232 bp, rpoA 993 bp, trnK-matK 751 bp, and trnK-rps16 690 bp in length.
BLAST, BioEdit, and MEGA XII software were employed for sequence alignment and phylogenetic tree construction to support molecular identification.
DOI: 10.25326/j1t2-5p43
title: Atmospheric simulation chamber study: alpha-pinene + O3 - Aerosol study - physical properties - 2017-09-13
DOI: 10.17632/p6kwdkkj3v.1
title: Internal Transcribed Spacer (ITS) and Several Chloroplast DNA Regions of Platycodon grandiflorus (Jacq.) A.DC.

description: Platycodon grandiflorus (Jacq.) A.DC., belonging to the Campanulaceae family, is a well-known medicinal plant traditionally used as an antitussive, expectorant, and anti-inflammatory agent, and for protecting the respiratory system. In this study, samples were collected from Tan Chu village, Lung Phinh district, Lao Cai province, Viet Nam (22°36'48.2"N 104°17'12.0"E). The plant is a perennial herb, 45- 90 cm in height, with smooth, sparsely branched stems. The root is cylindrical, 5-25 cm long, light yellow to brown, and characterized by distinct longitudinal wrinkles. Leaves are simple or opposite, with serrated margins, dark green on the adaxial surface and covered with a whitish powder on the abaxial surface. The plant bears solitary, bell-shaped purple flowers with a five-lobed green calyx and produces an inverted-ovoid capsule containing numerous small brown seeds (Figure 1).
Chloroplast DNA regions are frequently used in phylogenetic and genetic diversity analyses of plants, providing valuable genetic information at various taxonomic levels. The complete chloroplast genome of Platycodon grandiflorus (171,818 bp) has been sequenced and deposited under accession number NC_035624.1 (Hong et al., 2023). Based on nucleotide diversity (Pi) analysis, the ndhC-trnV, ndhF, rpoA, trnK-matK, and trnK-rps16 fragments were selected for primer design (Table 1). Sequencing results revealed that the ndhC-trnV region was 829 bp, ndhF 2232 bp, rpoA 993 bp, trnK-matK 751 bp, and trnK-rps16 690 bp in length.
BLAST, BioEdit, and MEGA XII software were employed for sequence alignment and phylogenetic tree construction to support molecular identification.
DOI: 10.17632/p59yfkvg53
title: AI

description: AI
DOI: 10.17632/p59yfkvg53.2
title: AI

description: AI
DOI: 10.34894/yva0o5
title: Think-aloud evaluation of the usability of CPHQ2.0: qualitative data.

description: Twelve participants (patients and citizens) were selected using purposive sampling, with variation in age, gender, educational level, and health status. They completed the CPHQ2.0 while verbalizing their thoughts aloud (think-aloud method). Afterwards, they answered additional usability questionnaire items to further clarify their experience with the questionnaire. The data were transcribed verbatim and analyzed thematically to gain insight into interpretations, cognitive processes, and potential difficulties.
Data contains 12 transcripts of think aloud sessions as well as processed and analyzed pseudonymized data.
description: Actual article contains raw or pseudonymized data that we are not making publicly available, but it resides at Servers of University Leiden and Maastricht University. Pseudonymized processed data is available upon a reasonable request.
DOI: 10.13144/lil-1687b
title: Enquête Emploi en continu (EEC) - 2023

description: L'enquête Emploi est l'unique source permettant de mesurer l'emploi et le chômage suivant les concepts du Bureau international du travail (BIT). Elle permet en particulier de mesurer le taux de chômage au sens du BIT. Elle permet d'éclairer de nombreuses dimensions du marché du travail : halo autour du chômage, sous-emploi, chômage partiel, caractéristiques des emplois occupés (profession, type de contrat, secteur d'activité, etc.), conditions de travail (temps de travail, durée travaillée, télétravail, travail le samedi, le dimanche, le soir, etc.). Elle mesure aussi l'accès aux formations formelles et non formelles. Elle comporte enfin de nombreuses caractéristiques socio-démographiques (diplôme, pays de naissance, situation familiale...).Née en 1950 pour permettre une mesure régulière de l'emploi et du chômage, l'enquête Emploi a connu de nombreuses évolutions. La dernière refonte de l'enquête, qui répond notamment au nouveau règlement européen-cadre IESS, est entrée en production début 2021 : elle modifie le questionnaire, le protocole et la méthode de pondération.Les différentes refontes (2021, 2013, 2007, 2003…) peuvent occasionner des ruptures de série, nécessitant des travaux de rétropolation sur les principaux indicateurs, visant à estimer des séries à concepts et mesures homogènes dans le temps.Pour assurer la cohérence des séries avec 2023, pour les principaux indicateurs du marché du travail, de nouvelles variables de pondération (EXTRI_RETROPOLE, EXTRID_RETROPOLE, EXTRIDF_RETROPOLE et EXTRILOG_RETROPOLE) sont mises à disposition dans les fichiers de l'EEC pour les millésimes 2014 à 2020. L’utilisation de ces poids rétropolés pour des analyses en évolution est fortement recommandée.L'enquête couvre les logements ordinaires en France métropolitaine, et depuis 2014 les départements d'outre-mer (Guadeloupe, Martinique, Guyane, La Réunion), à l'exception de Mayotte.
DOI: 10.17632/54gbvnsgnp
title: A method for analysing tissue motion and deformation during mammalian cardiogenesis. Raiola et al.2025b

description: This repository contains the source and supplemental data associated with the paper:
"A method for analysing tissue motion and deformation during mammalian cardiogenesis." 

The data is structured according to the figures presented in the paper:

Source_Data.zip: Contains the data directly linked to the figures in the paper.
Supplementary_Data.zip: Contains all additional data.
Code_Data.zip: Contains the input data required to run the pipeline. The folders have the same names as the ones in the GitHub repository: https://github.com/MorRaiola/QuantitativeAnalisysOfHTMorphogenesis."

The repository includes the following files and formats:
File Types:

.ply files: 3D mesh data representing heart tissue deformation. These can be opened using MeshLab (https://www.meshlab.net/#download) or ParaView (https://www.paraview.org/download/).
.vtk files: Contain directional vectors of tissue deformation, intended for use with ParaView.
.ims files: Represent in silico fate maps and can be opened with Imaris Viewer (https://imaris.oxinst.com/imaris-viewer).
DOI: 10.17632/54gbvnsgnp.1
title: A method for analysing tissue motion and deformation during mammalian cardiogenesis. Raiola et al.2025b

description: This repository contains the source and supplemental data associated with the paper:
"A method for analysing tissue motion and deformation during mammalian cardiogenesis." 

The data is structured according to the figures presented in the paper:

Source_Data.zip: Contains the data directly linked to the figures in the paper.
Supplementary_Data.zip: Contains all additional data.
Code_Data.zip: Contains the input data required to run the pipeline. The folders have the same names as the ones in the GitHub repository: https://github.com/MorRaiola/QuantitativeAnalisysOfHTMorphogenesis."

The repository includes the following files and formats:
File Types:

.ply files: 3D mesh data representing heart tissue deformation. These can be opened using MeshLab (https://www.meshlab.net/#download) or ParaView (https://www.paraview.org/download/).
.vtk files: Contain directional vectors of tissue deformation, intended for use with ParaView.
.ims files: Represent in silico fate maps and can be opened with Imaris Viewer (https://imaris.oxinst.com/imaris-viewer).
DOI: 10.17632/hhstdw96ft
title: Mendeley Data

description: This dataset contains soil spectral reflectance and associated physico-chemical and hydraulic properties of 130 soil samples collected from five provinces in Iran. The data were used to estimate key soil water retention curve (SWRC) parameters, including residual and saturated volumetric water content (θr, θS), and fitting parameters α and n. Measurements include soil physical and chemical properties, bulk density, and organic matter, alongside pre-processed spectral reflectance using methods such as multiplicative scatter correction (MSC), Savitzky-Golay derivatives, and standard normal variate (SNV).
The dataset supports the development of pedotransfer functions (PTFs) and evaluation of machine learning models (Random Forest and Multiple Linear Regression) for predicting SWRC parameters. It can be used for soil hydraulic modeling, machine learning research, and sustainable soil and water resource management.