cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yt4kts9sdp
title: MORB and OIB Halogen dataset from PetDB

description: The data were downloaded from the PetDB Database (https://search.earthchem.org/) on 25th Jan, 2021.
DOI: 10.17632/snv3t78t9g
title: Cultural Heritage Images of Palmyra (CHIoP) Dataset

description: Cultural Heritage Images of Palmyra (CHIoP) dataset were gathered by scraping Flickr where images do not have any copyrights. Text search was used to collect CHIoP images, of cultural heritage sites in the Palmyra region in Syria, that have tags related to the search keywords. Later, the collected images were filtered manually to ensure that only images that positively related to each keyword search were included. The CHIoP dataset comprised a collection of 432 images distributed in 4 categories. Accordingly, each category represents a cultural heritage region of interest, then they were assigned names corresponding to each region as follows: Baalshamin (50 samples), Palmyra Theater (171 samples), Temple of Bel (113 samples), and Tetrapylon (98 samples). The CHIoP dataset could help researchers interested in the field of computer vision to test different approaches for image classification and object detection such as machine learning, deep learning, or transfer learning.
DOI: 10.17632/gx6yrpn22x
title: Beta Spectrum Generator: High precision allowed $\beta$ spectrum shapes

description: Several searches for Beyond Standard Model physics rely on an accurate and highly precise theoretical description of the allowed beta spectrum. Following recent theoretical advances, a C++ implementation of an analytical description of the allowed beta spectrum shape was constructed. It implements all known corrections required to give a theoretical description accurate to a few parts in 10^4 . The remaining nuclear structure-sensitive input can optionally be calculated in an extreme single-particle approximation with a variety of nuclear potentials, or obtained through an interface with more state-of-the-art computations. Due to its relevance in modern neutrino physics, the corresponding (anti)neutrino spectra are readily available with appropriate radiative corrections. In the interest of user-friendliness, a graphical interface was developed in Python with a coupling to a variety of nuclear databases. We present several test cases and illustrate potential usage of the code. Our work can be used as the foundation for current and future high-precision experiments related to the beta decay process.
DOI: 10.17632/8zsg9hhr6n
title: EMC3 regulates mesenchymal cell survival via control of the mitotic spindle assembly

description: Eukaryotic cells transit through the cell cycle to produce two daughter cells. Dysregulation of the cell cycle leads to cell death or tumorigenesis. Herein, we found that a subunit of the Endoplasmic Reticulum (ER) membrane complex, EMC3, is a key regulator of the cell cycle. Conditional deletion of Emc3 in mouse embryonic mesoderm led to reduced size and patterning defects of multiple organs. Emc3 deficiency impaired cell proliferation, causing spindle assembly defects, chromosome mis-segregation, cell cycle arrest at G2/M, and apoptosis. Upon entry into mitosis, mesenchymal cells upregulate EMC3 protein levels and localize EMC3 to the mitotic centrosomes. Further analysis indicated that EMC3 interacts with VCP and Aurora A in mitotic cells. EMC3 works together with VCP to tightly regulate the levels and activity of Aurora A, an essential factor for centrosome function and mitotic spindle assembly: while over-expression of EMC3 or VCP degraded Aurora A, loss of EMC3 or VCP led to increased stability but the reduced activity of Aurora A in mitosis.
DOI: 10.17632/ppkcxhsjm2
title: Data for: A continuum thermodynamic framework for grain boundary motion

description: A collection of dissipation energies measured using atomistic simulations for symmetric tilt grain boundaries
DOI: 10.17632/hy7dhrk56j
title: research data_heavy haul railway

description: The research data is derived from landslide investigations along the Shuohuang Railway, including historical records of 1,185 landslide points provided by the Natural Resources and Planning Bureau, as well as environmental and geological parameters extracted through remote sensing and GIS analysis. The initial dataset comprises 14 influencing factors, such as elevation, slope, road and river densities, lithology, fault density, NDVI, rainfall, SPI, and TWI. Pearson correlation analysis was applied to select 10 key factors, improving model performance and reducing data dimensionality. The dataset was divided into training, validation, and testing sets (70%, 10%, 20%), and the 3-Sigma rule was used to remove outliers, ensuring the reliability of model inputs. The landslide susceptibility zoning maps generated by the model outputs were spatially analyzed using GIS, providing a scientific basis for disaster risk management in complex geological regions.
DOI: 10.17632/5mvn84879h
title: Frailty and functional dependency in a multicenter cohort of older adults with psoriasis: prevalence and extent of and implications for psoriasis management

description: Supplemental material belonging to the JAAD publication: Frailty and functional dependency in a multicenter cohort of older adults with psoriasis: prevalence and extent of and implications for psoriasis management, published in the Journal of the American Academy of Dermatology (JAAD, 2024).
DOI: 10.17632/s62cwxnthr
title: Web Based Resource Mapping of Model Colony, Pune, India

description: Resource Mapping data was collected from field survey and all points such as markets, atms, schools were located and appropriate tags were given. Data was uploaded on Google sheets and addons of Fusion Mas and point map were installed and addons were run to form virtual maps in their own particular webpages. Source link of those webpages are determined and were added in a iframe in src link. In web html design a table was made and all three iframe are added in table. The final html was added as html element in sites.google.com to create a custom website. The website link: www.sites.google.com/site/pranavrsmap Webpage and Sheets are the most important data here. Other data are optional and are uploaded for your Geospatial Location research
DOI: 10.17632/hwj24p9gkh
title: Kazakhstani news corpus for social significance identification with topic modelling results

description: The presented news corpora consists of 1142735 documents from open Kazakhstani news media and from governmental development programs. The dataset is presented in a form of zip archive containing 12CSV (comma-separated values) files with the dataset split into 100 000 documents in each file. Each document (row) consists of the following fields: ID Title Text Source URL Datetime Number of views 90 columns with hand-picked and topic groups weights with semantic names (group_economy, group_politics, etc.). They were normalized to range from 0 to 1 200 columns with topic weights obtained through topic modelling. These columns represent a theta-matrix of the topic model topic-words.json file represents words with weights for the 200 topics obtained through topic-modellig. It is a compressed representation of a phi matrix topic-expert-labelling-sentiment.json contains expert labelling of topics sentiment. It was used to obtain results described in the cited article.
DOI: 10.6084/m9.figshare.24447253.v1
title: 2022 Nathan attendance and grade.xlsx

description: Workshop attendance rates displayed by sex and attendance mode and matched with marks.
DOI: 10.6084/m9.figshare.28434989.v1
title: qualitative data

description: All qualitative data collected in this study are openly available on Figshare repository
DOI: 10.17632/sttvx33637
title: SOCIAL NETWORKS AND DIFFUSION OF SOIL HEALTH INNOVATIONS IN MALAWI

description: Study sort to investigate processes which affect flow of information in social networks created around soil health innovations. It also looked at behavioral change of farmers accessing soil health information through social networks.Data was collected using egocentric social network analysis method. It involved a survey of 192 ego farmers participating in lead farmer, farmer, field school, farmer research team and farmer research network participatory models in Malawi. Another 282 alter farmers were interviewed (those interacting with egos). Network data (where farmers shared information) was analysed using Netdraw software to generate degree measure of centrality and then visualise network structures. The EI index was calculated to determine ego and alter similarity (presence of homophily). Homophily behaviour is the tendency of individuals to associate with others they perceive as similar to them.EI index ranges from -1 (means perfect homophily) to +1 (means perfect heterophily). A perfect homophily is when the ego has ties to only those alters who belong to his or her group. A perfect heterophily is when ego has ties to only those alters who belong to a different group. When ego’s ties are equally distributed, the EI is zero. The E-NET software was used to compute EI indexes. The generated indexes were then imported into Stata version 13. Non-parametric statistics were used to summarise the indexes. They included median, Kruskal Wallis and Mann-Whitney (U) tests. Dunn’s test was used to compare the medians. Data on sources of information, namely horizontal networks (e.g., discussions with fellow farmers within the village), vertical networks (e.g., extension workers and researchers), and Information and Communication Technology ( (e.g., radio and phones), as well as the data on farmer intention to apply soil health innovations was summarised in Stata. The constraints to application of innovations were subjected to content analysis using ATLAS.ti version 7.5.7 software and visualized using the NETDRAW software. Results reveal dense social network structures with different spaces (nodes) through which soil health information was diffused in the communities. However, diffusion of information mainly occurred during farmer interaction in the learning plots. The networks where characterised by homophily behaviour, whereby information flow was restricted among individuals of similar sex and location. Majority of farmers accessing soil health information through networks did not intend to apply the acquired knowledge on a large area. This data is useful to researchers working on social network analysis, especially those analyzing diffusion of innovations in agricultural extension.
DOI: 10.17632/ww5p5y5m66
title: Data for: Natural Disasters Trends

description: Data for: Natural Disasters Trends
DOI: 10.17632/rrn4x86x7y
title: A Novel Methodology to Map Hydrogen Storage Potential in Salt Caverns: A Case Study of the Midwestern and Appalachian Regions of the United States

description: This data and python scripts were used for the analysis of the pre-print "A Novel Methodology to Map Hydrogen Storage Potential in Salt Caverns: A Case Study of the Midwestern and Appalachian Regions of the United States" by L. Armstrong et. al., 2024. This data is provided as open source for all to use and verify.
DOI: 10.17632/8nw2rgvzmp
title: Apêndices

description: Arquivos adicionais para o tcc
DOI: 10.17632/23g76978cb
title: Integrative assessment of urban groundwater quality in the city of Munich, Germany spatio-temporal patterns of hydrochemistry and selected microbial indicators

description: raw data for both sampling campaigns in the city of Munich: summer 2020 and spring 2022
1. complete data including values from the well water and from the groundwater
2. data only for groundwater
DOI: 10.17632/3dn4bxdytc
title: A compilation of Lu-Hf isotopic data for central and southern Mexico

description: This data set is a compilation of the Lu-Hf isotopic data for central and southern Mexico. It supports a commentary submitted in JSAES: Misconceptions about Lu-Hf isotopic system: a comment on Gómez-Torres et al. (2025) “U-Pb, Hf isotopes and trace elements of zircon reveals a Mesoproterozoic crustal source for the Jurassic Caopas sub-volcanic intrusion: Northern part of the Nazas Igneous Province in Mexico”
DOI: 10.17632/gzf8tdtthz
title: Data for: Holocene temperature, effective precipitation and seasonality in northern New Zealand linked to Southern Hemisphere summer insolation
DOI: 10.17632/hk5pvjzy8w
title: Summary of the sustainability aspects from the triple bottom line (TBL) dimensions

description: Summary of the sustainability aspects from the triple bottom line (TBL) dimensions (Martens & Carvalho, 2014; Taylor, 2011)
DOI: 10.17632/mf35mkghmj
title: Data for: Towards Sustainable Smart City by Particulate Matter Prediction using Urban Big Data, Excluding Expensive Air Pollution Infrastructures

description: It is vital to capture and analyze, from various sources in smart cities, the data that are beneficial in urban planning and decision making for governments and individuals. Urban policy makers can find a suitable solution for urban development by using the opportunities and capacities of big data, and by combining different heterogeneous data resources in smart cities. This paper presents data related to urban computing with an aim of assessing the knowledge that can be obtained through integration of multiple independent data sources in Smart Cities. The data contains multiple sources in the city of Aarhus, Denmark from August 1, 2014 to September 30, 2014. The sources include land use, waterways, water barriers, buildings, roads, amenities, POI, weather, traffic, pollution, and parking lot data. The published data in this paper is an extended version of the City Pulse project data to which additional data sources collected from online sources have been added.
DOI: 10.17632/tn7hwttbcc
title: The Behavioral Intention of College Students Majoring in Dance in Shandong Province to Adopt Chinese Folk Dance Online Courses

description: Research Hypotheses
This study aimed to investigate the factors that influence students' behavioral intentions to adopt online learning for Chinese folk dance courses. The research hypotheses were formulated based on the Theory of Planned Behavior (TPB), focusing on the following relationships:
H1: Students' attitudes (AA) positively influence their behavioral intention (DI) to adopt an online learning platform.
H2: Subjective norms (BS) positively influence students' selection of online learning for Chinese folk dance courses.
H3: Perceived behavioral control (CP) positively influences students' behavioral intention to engage in online learning.
Data Findings
The data collected from 338 students were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). The key findings include:
Subjective norms had the strongest effect on behavioral intention with a path coefficient of 0.384. This suggests that students are heavily influenced by the expectations and opinions of peers and faculty in their decision to adopt online learning.
Perceived behavioral control also had a significant impact, with a path coefficient of 0.339. This indicates that students’ confidence in their ability to navigate online platforms and succeed in online courses plays a major role in their intention to engage in online learning.
Attitude had the weakest relationship with behavioral intention, with a path coefficient of 0.189. While attitude does influence students’ decisions, it plays a relatively smaller role compared to subjective norms and perceived behavioral control.
Data Collection and Use
The study collected data through an electronic questionnaire, distributed via email and WeChat groups to students majoring in dance in several higher education institutions across Shandong Province. The questionnaire was designed based on the TPB framework, and contained 17 items measuring attitude, subjective norms, perceived behavioral control, and behavioral intention. A seven-point Likert scale was used, with participants selecting a number from 1 (strongly disagree) to 7 (strongly agree) to reflect their agreement with each statement.
After screening for missing data and incomplete responses, 338 valid responses were included in the analysis. Statistical analyses were performed using SPSS version 29.0 and Smart-PLS version 4.0, allowing for the evaluation of the relationships between the constructs and the overall model fit.
Data Interpretation
The data were interpreted using path coefficients from the PLS-SEM analysis. The results indicate that subjective norms and perceived behavioral control are key predictors of behavioral intention, while attitude plays a smaller, albeit still important, role. These findings suggest that the success of online learning platforms—especially for Chinese folk dance courses—depends largely on how supported students feel by their peers and educators, as well as their confidence in navigating the technological environment.
DOI: 10.17632/8hnjpzyj9x
title: The Potential of Tellurene-like nanosheets as a Solution-processed Room Temperature Thermoelectric Material

description: Original data.
DOI: 10.17632/zmgy6sgxbh
title: hiPSC-derived bone marrow milieu identifies a clinically actionable driver of niche-mediated treatment resistance in leukaemia 2

description: WES data
DOI: 10.17632/jm779stwk3
title: A new Fortran program for the 9-j angular momentum coefficient

description: Abstract The simplest known form for the 9-j angular momentum coefficient, due to Jucys-Bandzaitis, has been identified as a particular case of the triple hypergeometric functions of Lauricella-Saran-Srivastava. This triple-sum series forms the basis for a new Fortran program for the numerical calculation of the 9-j angular momentum coefficient, which is faster and better than the program based on the conventional single sum (over one product of three 6-j coefficients) expression for the 9-j coefficie... Title of program: NINEJ Catalogue Id: ABLE_v1_0 Nature of problem The program calculates the 9-j coefficient (also called as the ls-jj transformation coefficient), using the single sum formula or the triple- sum formula due to Jucys and Bandzaitis. This coefficient arises in the recoupling of four angular momenta, which can be coupled either using the Russell-Saunders scheme or the jj-coupling scheme. It is of fundamental importance in the evaluation of matrix elements which occur in nuclear, atomic and molecular physics calculations. Versions of this program held in the CPC repository in Mendeley Data ABLE_v1_0; NINEJ; 10.1016/0010-4655(89)90021-0 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/hsvv87ccj6
title: Out-Groups and Religion Dataset

description: Data was recorded during the empirical study focused on religious identity and prejudice towards other ethnic groups. 
Our research questions were as follows: 
(1) To what extent does religious belief influence willingness to help those who are ethnically "other"? 
(2) Does the degree of religious faith strengthen inter-ethnic relations? 
(3) Can religious faith facilitate better social cooperation? 

Data was collected in 2022 in the Czech Republic. It contains recordings from 84 participants and three types of data:
1) Eye-movement recordings gathered by Tobii Fusion 250 eye-tracker
2) Results of Economic Game
3) Results of PVQ Questionnaire
The dataset also contains the stimuli used in the experiment.
DOI: 10.17632/9brp2j9hjj
title: Exploratory Analysis of the Research Literature on Evaluation of In-Vehicle Systems

description: The dataset contains a graph-based representation of research papers from the research area of human-computer interaction for in-vehicle systems. For the proposed approach several thousand papers from different conferences, journals and monographs in the domain of in-vehicle interaction were systematically filtered, classified, and stored in a graph database. An exploratory survey shows a trend for usability assessment methods with direct involvement of users, especially the observation of users and performance-related measurements, as well as questionnaires and interviews. The used graph database platform neo4j allows to query the developed dataset while focusing on connections between the captured data. The data was manually classified from three conferences, eleven journals and three monographs between 2013 to 2017. The relevant articles were selected through different selection criteria. An explicit thematic relation to one or more us- ability methods, a practical application of the method in an empirical part of the study, and a relation to the context of use for in-vehicle interaction.
DOI: 10.17632/n656hs4f4z
title: Driving Industrialization: How 19th-Century Technological Innovations Transformed Global Economies

description: this data was use as a comparative historical analysis of technological innovations and their role in shaping industrial outcomes across six countries: the UK, Germany, the USA, France, Japan, and Russia. Utilizing advanced methodologies such as Time Series Analysis, Panel Data Analysis, and Structural Equation Modeling.
DOI: 10.17632/258sghf9d4
title: Erin test 1

description: description
DOI: 10.17632/ddnkcgm7h4
title: Original data set for "Functional analysis of a first hindlimb positioning enhancer via Gdf11 expression"

description: This is an original data set for "Functional analysis of a first hindlimb positioning enhancer via Gdf11 expression" by Seiji Saito, Utsugi Kanazawa, Atsuo Iida, Tatsuya Takemoto, and Takayuki Suzuki. This is one excel file.
DOI: 10.17632/br4cf7zs47
title: Data for: Molecular isotopic insights into hydrodynamic controls on fluvial suspended particulate organic matter transport

description: Bulk and molecular characteristics of TSP samples and size-fractionated sediments from Yellow River
DOI: 10.17632/d9wfj5htmm
title: Dataset: synthetic pack of spheres for image-based simulations

description: The dataset contains the locations and sizes of the spherical particles generated by the discrete element method that resembles the soil studied in Zhou et al. (2014), Water Resources Research, 50(12), 9630-9655, which serves as a platform to conduct image-based freezing simulations. This has been used for the validation exercise in our manuscript entitled "Image-based estimation of freezing characteristic curve for water-saturated porous media" submitted to Water Resources Research.
DOI: 10.17632/dhmc3k4fg4
title: PSYCHOLOGICAL CHALLENGES FACED BY ORPHANS IN WEST BENGAL ORPHANAGES: A COMPREHENSIVE STUDY

description: Abastract: The prevalence of orphaned individuals is seeing a steady rise throughout India as a whole, with a specific emphasis on the region of West Bengal. Furthermore, there is a notable proliferation of the practise of institutionalising individuals inside society. This tendency is particularly significant given the existence of well-established conventional procedures for rehabilitation, as well as the provision of care and assistance. This research sought to investigate the effects of institutionalisation on orphaned individuals, with a specific focus on understanding the psychological consequences experienced by this population. The research used a mixed-methods design, including both qualitative and quantitative approaches. The qualitative method was utilised to gather pre-existing facts and statistics, while the quantitative technique was employed to generate new data. The data from the respondents was collected using the interview schedule. The research demonstrates that violence has emerged as the primary factor contributing to the escalation in the population of orphaned individuals in the region of West Bengal. Additionally, it is worth noting that a significant majority of orphaned individuals have psychological challenges. Furthermore, almost all participants concurred that their transition into mainstream society would pose considerable difficulties upon their departure from institutional care.
DOI: 10.6084/m9.figshare.26272765.v3
title: Self Documenting Plasmids

description: Embedding sequencing information physically within plasmid sequences to have a digital signature to help verify samples with sequencing.