cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15672868
title: Supplementary Tables for "Bulk Metagenomics and Machine Learning Unravels Nitrogen Metabolism Patterns in Extreme-Temperature Marine Environments"

description: The uploaded dataset includes 7 supplementary tables:  (1) Relative abundances of nitrogen cycling-related genes in polar ocean and hydrothermal vent sediments. (2) A list of outgroups and homologous proteins of the proteins corresponding to the nitrogen cycle-related gene for phylogenetic analyses. (3) Annotation results of nitrogen cycle-related genes sequence in polar ocean. (4) Annotation results of nitrogen cycle-related genes sequence in hydrothermal vent sediments. (5) Nodes parameters of co-occurrence networks in polar ocean and hydrothermal vent. (6)  Network indexes of co-occurrence networks in polar ocean and hydrothermal vent. (7) Target sequences for enzyme purification.
DOI: 10.48597/kuun-t9gj
title: Measurement of Inorganics in precipitation at Abisko

description: Measurement of Inorganics in precipitation at Abisko
DOI: 10.48597/ajfh-k9c9
title: Measurement of Inorganics in precipitation at Abisko

description: Measurement of Inorganics in precipitation at Abisko
DOI: 10.6084/m9.figshare.26117575
title: Prolonged low flows and non-native fish operate additively to alter insect emergence in mountain streams

description: Data and R code associated to the article Evangelista et al. 2025 Prolonged drought and non-native fish operate additively to alter insect emergence in mountain streams, Limnology and Oceanography, DOI: 10.1002/lno.70112
DOI: 10.6084/m9.figshare.26117575.v1
title: Prolonged low flows and non-native fish operate additively to alter insect emergence in mountain streams

description: Data and R code associated to the article Evangelista et al. 2025 Prolonged drought and non-native fish operate additively to alter insect emergence in mountain streams, Limnology and Oceanography, DOI: 10.1002/lno.70112
DOI: 10.6084/m9.figshare.29323703
title: Related raw data and syntax files

description: This study examines how technical proficiency, attitudes toward AI, perceived usefulness, and trust in AI influence Mandarin speaking performance in an AI-supported, project-based Chinese as a Foreign Language (CFL) learning context.
DOI: 10.6084/m9.figshare.29323703.v1
title: Related raw data and syntax files

description: This study examines how technical proficiency, attitudes toward AI, perceived usefulness, and trust in AI influence Mandarin speaking performance in an AI-supported, project-based Chinese as a Foreign Language (CFL) learning context.
DOI: 10.15468/dl.5sadj7
title: Occurrence Download

description: A dataset containing 16537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((125.33675 33.90783,130.76797 33.90783,130.76797 38.91426,125.33675 38.91426,125.33675 33.90783))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 16537 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048725-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbgsuh
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Celastrina gigas (Hemming, 1928)"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048726-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29327336
title: When the Building Was on Fire

description: When the building was on fire: I took these videos on the morning of June 14, 2025, just as I was about to run on the treadmill at my apartment gym. When I saw the smoke, I couldn’t stop thinking about how difficult the evacuation must be, given how tall the building is. Dubai Marina City, UAEJuhri Selamet
DOI: 10.6084/m9.figshare.29327336.v1
title: When the Building Was on Fire

description: When the building was on fire: I took these videos on the morning of June 14, 2025, just as I was about to run on the treadmill at my apartment gym. When I saw the smoke, I couldn’t stop thinking about how difficult the evacuation must be, given how tall the building is. Dubai Marina City, UAEJuhri Selamet
DOI: 10.18150/rx5m06
title: Liczba procedur ,,Niebieska karta" oraz liczba osób doświadczających przemocy domowej w Polsce w latach 2014-2023

description: Zbiór danych powstał na podstawie „Sprawozdań z realizacji Krajowego Programu Przeciwdziałania Przemocy w Rodzinie”, udostępnionych przez Ministerstwo Rodziny, Pracy i Polityki Społecznej (MRPiPS) i Ministra do spraw Równości (w KPRM) w ramach informacji publicznej.Udostępniony zbiór zawiera 7 zmiennych: liczbę procedur ,,Niebieska karta A", liczbę procedur ,,Niebieska karta C", liczbę rodzin wobec których wszczęto procedurę ,,Niebieska Karta" i doświadczających przemocy,liczbę osób doświadczających przemocy w rodzinie, liczbę kobiet doświadczających przemocy w rodzinie, liczbę mężczyzn doświadczających przemocy w rodzinie,liczbę dzieci doświadczających przemocy w rodzinie. Dane te zostały przygotowane w dwóch zbiorach: jednym na poziomie powiatów (Sprawozdanie_przemoc_2014_2023_powiaty.xlsx), drugim na poziomie gmin (Sprawozdanie_przemoc_2014_2023_gminy.xlsx) i dotyczą okresu od 2014 roku do 2023 roku.Dane zawierają dwa arkusze: Opis zmiennych oraz Sprawozdanie_przemoc_2014_2023_.
DOI: 10.15468/dl.ne6wwg
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Celastrina hersilia (Leech, 1893)"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048727-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15672219
title: Datasets and Applications files used for the Fair Share Visualization

description: This upload contains all datasets and software applications used for the "Fair Share" visualization.

Datasets:

Eurostat:



Asylum applicants: tps00191.tsvOriginal location: https://ec.europa.eu/eurostat/databrowser/view/tps00191/default/table?lang=en

Temporary protection: migr_asytpfa.tsvOriginal location: https://ec.europa.eu/eurostat/databrowser/view/MIGR_ASYTPFA/default/table?lang=en

Population: tps00001.tsvOriginal location: https://ec.europa.eu/eurostat/databrowser/view/tps00001/default/table?lang=en

GDP: tec00001.tsvOriginal location: https://ec.europa.eu/eurostat/databrowser/product/page/TEC00001

Unemployment: tps00203.tsvOriginal location: https://ec.europa.eu/eurostat/databrowser/view/tps00203/default/table?lang=en

Unemployment for UK prior to 2020: tps00203-2020_UK.tsv(Compiled from previous Eurostat versions, no longer online)

CountriesISO2, ISO3 codes and membership of trade unions.


The World Bank



Surface: https://data.worldbank.org/indicator/AG.SRF.TOTL.K2Original location: https://data360.worldbank.org/en/indicator/WB_WDI_AG_SRF_TOTL_K2


Application



ETL(Extract Transform Load) used to combine the original datasets :FairShare.tfl(uses the software Tableau Prep, www.tableau.com)

Visualisation software used to display and interact with the data: Fair Share.twbx(uses the software Tableau Desktop, www.tableau.com)


This work is derived from an original publication by Etienne Piguet:



Ewropa ta ‘solidarjetà!
DOI: 10.5281/zenodo.15673126
title: Dataset of WP3 of MSCA - EF SYZEFXIS

description: Dataset of the experiments performed in the Context of WP3 of SYZEFXIS project funded by the European Commission through the MSCA actions
DOI: 10.5281/zenodo.15673127
title: Dataset of WP3 of MSCA - EF SYZEFXIS

description: Dataset of the experiments performed in the Context of WP3 of SYZEFXIS project funded by the European Commission through the MSCA actions
DOI: 10.34740/kaggle/dsv/12182130
title: World Stock Prices ( Daily Updating )
DOI: 10.15468/dl.sy5537
title: Occurrence Download

description: A dataset containing 16537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((125.33675 33.90783,130.76797 33.90783,130.76797 38.91426,125.33675 38.91426,125.33675 33.90783))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 16537 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048728-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12182140
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48597/cn6z-4w5z
title: Measurement of Inorganics in precipitation at Bredkälen

description: Measurement of Inorganics in precipitation at Bredkälen
DOI: 10.48597/fqgt-cjru
title: Measurement of Inorganics in precipitation at Bredkälen

description: Measurement of Inorganics in precipitation at Bredkälen
DOI: 10.15468/dl.9qhjcb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CatalogNumber is 188921311",
 "Country is Argentina",
 "Month is January",
 "Year is 2015"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048729-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et2hvc
title: Occurrence Download

description: A dataset containing 765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (2023 Contributions of Plant Specimen Data inside China, NIEK_NES, Vascular plant specimens of Nagano Environmental Conservation Research Institute, Nagano Prefecture, Herbarium of Shinshu University, 500,000 plant Specimens from PE Herbarium in China from 1950 to 1999, Some Plant Specimens from PE Herbarium in China from 1900 to 1950, Vascular plants of the Soviet Far East (1985-2006): georeferenced records from dot maps, Vascular Plant Specimens of Yamagata Prefectural Museum, 2007-2022_nibr_simpl_vp, 2019_NSMK_PL_2)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fallopia dentatoalata (F.Schmidt) Holub"
 ]
}

 The dataset includes 765 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048730-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-5029
title: Replication Data for: Improving Data-based Trajectory Generation by Quadratic Programming for Redundant Mobile Manipulators

description: Dataset containing 36000 trajectories generated by an Optimal Control Problem (OCP) for a mobile manipulator with 10 degrees of freedom. The OCP is solved for an initial joint state configuration and a unique randomly chosen desired tool-center-point (TCP) target pose which lies within a certain goal region. The desired TCP
position is computed by drawing samples from a uniform distribution for each
coordinate. In order to obtain uniformly distributed desired TCP orientations, unit quaternions are used. Only the desired rotation matrices leading to trajectories which are not ending in singularities are kept. 

A fully connected feedforward neural network (NN) is used as regression model to predict the optimal trajectories given by the OCP. The dataset is used to train, test and validate the NN. All data is normalized between [-1;1]. The input consists of the start joint position, the corresponding start TCP pose and the TCP desired target pose. In order to reduce the dimensionality of the input layer, the orientation is described via quaternions. The output consists of the optimal joint positions and velocities for each collocation point k ∈ [0; N], the joint accelerations for k ∈ [0; N−1] and the optimal end time. Here N=5 is used.
DOI: 10.17909/s3vx-2g12
title: TESS Data for Analysis
DOI: 10.5281/zenodo.15657323
title: Experimental Investigation of Phase- Dependent Resistivity and Poisson's  Ratio in Shape Memory Alloy Wires: Dataset of Experiments

description: This dataset belongs to a paper published by Smart Materials and Structures with the reference SMS-118393

Abstract:

Thermal shape memory alloy (SMA) wires undergo a contraction during the phase transformation from Martensite to Austenite. They serve as an alternative to conventional actuators such as electric motors, pneumatics, and hydraulic actuators, due to their high energy density and silent operation. Additionally, SMA as smart material comes with a characteristic called “self-sensing”, as their electrical resistance changes during the phase transformation. This enables the possibility of position sensing and actuator control without an external sensor. However, accurate modeling and prediction of SMA behavior requires precise knowledge of their material properties, including electrical resistivity and Poisson’s ratio. This study presents an experimental investigation on SMA wires, focusing on their electrical and mechanical properties. A presented test setup enables simultaneous measurements of wire diameter, mechanical load, and electrical resistance. Tensile tests on 300 µm diameter SMA wires in the Martensite and Austenite phases determine phase-dependent specific resistivity values and the stress coefficient of resistivity. An actuator experiment, in which an SMA wire is activated against a spring, validates these previous results and provides further insight into the resistivity behavior during actuation. Finally, the temperature coefficient of resistivity is determined, and Poisson’s ratio is experimentally derived for both Martensite and Austenite.
DOI: 10.5281/zenodo.15657324
title: Experimental Investigation of Phase- Dependent Resistivity and Poisson's  Ratio in Shape Memory Alloy Wires: Dataset of Experiments

description: This dataset belongs to a paper published by Smart Materials and Structures with the reference SMS-118393

Abstract:

Thermal shape memory alloy (SMA) wires undergo a contraction during the phase transformation from Martensite to Austenite. They serve as an alternative to conventional actuators such as electric motors, pneumatics, and hydraulic actuators, due to their high energy density and silent operation. Additionally, SMA as smart material comes with a characteristic called “self-sensing”, as their electrical resistance changes during the phase transformation. This enables the possibility of position sensing and actuator control without an external sensor. However, accurate modeling and prediction of SMA behavior requires precise knowledge of their material properties, including electrical resistivity and Poisson’s ratio. This study presents an experimental investigation on SMA wires, focusing on their electrical and mechanical properties. A presented test setup enables simultaneous measurements of wire diameter, mechanical load, and electrical resistance. Tensile tests on 300 µm diameter SMA wires in the Martensite and Austenite phases determine phase-dependent specific resistivity values and the stress coefficient of resistivity. An actuator experiment, in which an SMA wire is activated against a spring, validates these previous results and provides further insight into the resistivity behavior during actuation. Finally, the temperature coefficient of resistivity is determined, and Poisson’s ratio is experimentally derived for both Martensite and Austenite.
DOI: 10.25345/c56h4d349
title: MassIVE MSV000098209 - Neuronal Idol deletion ameliorates amyloid pathology
title: Earlier studies demonstrated that overexpression of the low-density lipoprotein receptor (LDLR) decreases apolipoprotein E (APOE) levels in the brain and alleviates amyloid-beta (Abeta) pathology. We hypothesized that inhibiting the Inducible Degrader of LDLR (IDOL)- an E3 ubiquitin ligase that ubiquitinates LDLR for degradation- would increase endogenous LDLR levels and decrease amyloid pathology. Previously, we demonstrated that the deletion of Idol increased LDLR levels and reduced amyloid deposition in a transgenic mouse model of Abeta-amyloidosis. However, the cellular mechanisms underlying these beneficial effects were unknown. Here, we investigate the cell-type-specific contribution of Idol deletion to amyloid pathology by generating Idol conditional knock-out mouse models. We demonstrate that deletion of neuronal, but not microglial, Idol reduces amyloid accumulation in the 5XFAD transgenic mouse model. Furthermore, only neuronal Idol deletion alters brain LDLR and APOE levels, pointing to the critical role of the neuronal LDLR-APOE axis in modulating Abeta accumulation.
DOI: 10.21954/ou.rd.29254511
title: Developing an institutional AI digital assistant in an age of Industry 5.0

description: This dataset is related to the publication "Developing an institutional AI digital assistant in an age of Industry 5.0". As stated in the abstract "using Technology Acceptance Model (TAM) and following a Design-Based Research (DBR)approach we explored the perspectives and experiences of a beta-test of an institutionally developed AIDA (i-AIDA) with 18 UK students using multiple methods and data sources (including pre-post-test, interviews, think-aloud, and prompt analysis). Our research underscores the potential benefits and limitations of in-house i-AIDA in enhancing learning experiences without compromising academic integrity or privacy, and how higher education institutions can prepare themselves for Industry 5.0." This dataset consists of the raw data of "RQ1 After engaging with a beta-version of an institutional AI digital assistant (i-AIDA) what are the main perceptions of participants, and do they change their perceptions?". Given the sensitive nature of the comments related to RQ2 and RQ3 the qualitative data is only available upon request (email bart.rienties@open.ac.uk)<br>In the legend worksheet the detailed descriptions per variable are provided.<br>Rienties, B., Ullmann, T., Tessarolo, F., Kwarteng, J., Domingue, J., Coughlan, T., Coughlan, E., Bektik, D. (2025). Developing an institutional AI digital assistant in an age of Industry 5.0. <i>Applied Sciences.</i>
DOI: 10.21954/ou.rd.29254511.v1
title: Developing an institutional AI digital assistant in an age of Industry 5.0

description: This dataset is related to the publication "Developing an institutional AI digital assistant in an age of Industry 5.0". As stated in the abstract "using Technology Acceptance Model (TAM) and following a Design-Based Research (DBR)approach we explored the perspectives and experiences of a beta-test of an institutionally developed AIDA (i-AIDA) with 18 UK students using multiple methods and data sources (including pre-post-test, interviews, think-aloud, and prompt analysis). Our research underscores the potential benefits and limitations of in-house i-AIDA in enhancing learning experiences without compromising academic integrity or privacy, and how higher education institutions can prepare themselves for Industry 5.0." This dataset consists of the raw data of "RQ1 After engaging with a beta-version of an institutional AI digital assistant (i-AIDA) what are the main perceptions of participants, and do they change their perceptions?". Given the sensitive nature of the comments related to RQ2 and RQ3 the qualitative data is only available upon request (email bart.rienties@open.ac.uk)<br>In the legend worksheet the detailed descriptions per variable are provided.<br>Rienties, B., Ullmann, T., Tessarolo, F., Kwarteng, J., Domingue, J., Coughlan, T., Coughlan, E., Bektik, D. (2025). Developing an institutional AI digital assistant in an age of Industry 5.0. <i>Applied Sciences.</i>
DOI: 10.15468/bzr6cb
title: Rapid Biodiversity Assessment Western Chui Canal Irrigation Project (2024)

description: The dataset represents the findings from a Critical Habitat Screening (CHS) analysis conducted by Juru Ltd. for the Western Chuy Canal Irrigation Project, managed by the Water Resources Service Agency (WRSA) with the support of the European Bank for Reconstruction and Development (EBRD). The project focuses on the western section of the 200km Chui Irrigation Canal, which extends across agricultural land from Bishkek, in north-central Kyrgyzstan. The dataset contains data collected during a rapid biodiversity inventory conducted by Juru biologist Azamat Sultamuratov during a site visit from August 4-12, 2024.
DOI: 10.5255/ukda-sn-857755
title: Longer-Term Impacts of the COVID-19 Pandemic on Children’s Speech and Language Development: A Reflexive Thematic Analysis of Teacher Perspectives: Metadata and Documentation, 2024

description: The COVID-19 pandemic severely impacted education for children worldwide. Existing research focuses on the shorter-term effects of the Pandemic, with limited research exploring the longer-term effects of COVID, especially with regards to how it has affected children’s speech and language development. The closure of child-care settings as well as social isolation from peers meant that children who should have been developing their language and communication skills were unable to do so in the usual way. 

The aim of this study was to explore longer-term effects of pandemic related changes on children’s speech and language development. Teaching staff are well-placed to offer insights into the current speech and language issues children who were infants and toddlers during the COVID-19 pandemic may now be experiencing. 

Purposive sampling recruited nine members of teaching staff working with children in Early Years, who would have been infants aged between 1-2 years at the start of the pandemic. Data were collected through semi-structured interviews with open-ended questions and analysed using Reflexive Thematic Analysis. 

Three themes emerged; Longer-Term Impacts, Changes Due to the Pandemic, and Methods to Counteract COVID’s Effects. The closure of pre-educational settings, social isolation and a lack of health visitor checks has led to a significant increase in the number of children experiencing speech and language development difficulties, which teachers are supporting with play-based learning and specialist interventions.
DOI: 10.15468/dl.jcgm69
title: Occurrence Download

description: A dataset containing 115669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorex araneus Linnaeus, 1758"
 ]
}

 The dataset includes 115669 records from 430 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048721-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.