cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/g75tvdvrzg.1
title: Dataset on tax evasion in Baghdad, Iraq

description: Tax evasion remains a significant global challenge, undermining government revenues and intensifying economic inequalities. Understanding the factors driving tax evasion is essential for crafting effective strategies to mitigate it. Among the key determinants influencing tax compliance are deviant culture, weak law enforcement, and administrative corruption. 

We adopted specific definitions for the variables under investigation. Tax evasion is defined as the unlawful practice by individuals or entities of avoiding tax obligations, often through methods such as underreporting income, inflating deductions, or concealing funds and their sources. Deviant culture refers to societal norms and behaviors that deviate from accepted ethical standards and may condone actions such as tax evasion. Weak law enforcement is characterized by the inability or unwillingness of legal authorities to enforce laws effectively, leading to higher rates of illegal activities. Administrative corruption involves the exploitation of public offices for private benefit, often reflected in acts such as bribery and favoritism.

These variables are latent constructs, meaning they cannot be directly observed or measured easily. To quantify these constructs, reflective measurement models were developed, relying on observed indicators (items) that represent the underlying constructs. A 7-point Likert-type scale, as detailed in Appendix I, was used to measure these indicators, with responses ranging from 1 (strongly disagree) to 7 (strongly agree) and a midpoint of 4 (neither agree nor disagree). 

Primarily, the measurement items related to the deviant culture construct (DC1–DC6) reflect a complex combination of people's attitudes toward corruption, their tendency to engage in illicit activities, the influence of religion on their behavior, their tendencies toward greed, and their perspectives on taxes and tax evasion. 

Similarly, the weak law enforcement scale (LE1–LE6) measures various dimensions, such as the effectiveness of investigations, the severity and consistency of punishments, the leniency shown in dealing with offenses, delays in detection and prosecution, and public attitudes toward criminal activity. 
The administrative corruption scale (AC1–AC6) comprises six indicators addressing the widespread nature of corruption, the personal benefits received by public officials, the presence of unqualified or incompetent officers, scandals involving government officials, the dynamics of bribery, and issues surrounding the awarding of government contracts. 

Finally, the tax evasion construct (TE1–TE6) encompasses six items that capture participants' acceptance of tax evasion, their engagement in morally questionable behaviors related to taxes, perceptions of taxes as being misused or corrupted, dissatisfaction with high tax rates, and their willingness to use bribes to reduce tax liabilities.
DOI: 10.17632/gwwb5x3n8p.1
title: The Gender Paradox in Comorbidity between Depression and Aggression: A Longitudinal Invariance Analysis in Young Adolescents

description: Metadatos from AMOS program
DOI: 10.17632/bf62c66nt9.1
title: Real-world experience of tralokinumab for atopic dermatitis: A 16-week multicenter retrospective study

description: Tralokinumab is a novel IgG4 monoclonal antibody against interleukin-13 recently approved for moderate-to-severe atopic dermaitits (AD) in adults and adolescents. While its efficacy and safety have been demonstrated in clinical trials, real-world data remains limited. Herein, we provide evidence regarding tralokinumab use in routine clinical practice.
DOI: 10.17632/srz3j9vp4d.1
title: Renewable Energy Investments and Sustainable Trade Development in Sub-Saharan Africa: The Role of Financial Development

description: Secondary Data
DOI: 10.17632/cxxfkfsyvf.1
title: News Avoidance and Media Trust

description: The final survey was administered online using random sampling through social media and professional networks. The sample comprised 512 valid responses collected over a six-week period. Table 3 presents sample demographics. Both theoretical and statistical considerations guided sample size determination. A priori power analysis using G*Power 3.1 indicated that a minimum sample of 485 participants would be needed to detect medium effect sizes (f² = 0.15) with 95% power at α = 0.05 for our structural equation model with three predictors. 
Survey data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM) in SmartPLS 4 (Ringle et al., 2024). The measurement model demonstrated good fit (SRMR = 0.053, NFI = 0.903) with strong construct reliability (all Cronbach's α &gt; 0.875) and satisfactory discriminant validity (all HTMT ratios &lt; 0.80).
DOI: 10.17632/6h69hdh5bg.1
title: Data for "Faithful interpretation of protein structures through weighted persistent homology improves evolutionary distance estimation"

description: Refers to the data used for the article identified in this title. The data consists of 518 protein families from ten major prokaryotic taxa (Bacillales, Bacteroidales, Corynebacteriales, Enterobacterales, Escherichia, Hyphomicrobiales, Methanococcales, Pseudomonadales, Sulfolobales, and Thermococcales), corresponding to 22,940 protein sequences and structures. More details on the content of each directory is provided in the readme.txt.
DOI: 10.17632/pdt4mv3cx5
title: Decoding biochar-mediated soil microecological remodeling: multi-omics analysis reveals intricate soil-metabolite-microbe interactions in decade-long soybean monoculture

description: This is the raw data for the soil properties, bacteria, fungi, metabolites and related analyses in the thesis.
DOI: 10.17632/pdt4mv3cx5.1
title: Decoding biochar-mediated soil microecological remodeling: multi-omics analysis reveals intricate soil-metabolite-microbe interactions in decade-long soybean monoculture

description: This is the raw data for the soil properties, bacteria, fungi, metabolites and related analyses in the thesis.
DOI: 10.17632/fgjbxwfn6z.1
title: Cereal Poaceae pollen content of the Taojiacun and Huizui profiles

description: Cereal Poaceae pollen content of the Taojiacun and Huizui profiles in the Luoyang Basin, Central China
DOI: 10.17632/z9zb99y38n.1
title: Replication code for: The Effect of Macroprudential Policies on Homeownership: Evidence from Switzerland

description: Replication Codes for the paper "The Effect of Macroprudential Policies on Homeownership: Evidence from Switzerland", Journal of Urban Economics.
DOI: 10.17632/454bzzkgz9.1
title: Political Issues in Ethiopian Poetry in Amharic

description: This data comes from the works of Ethiopian poets in Amharic. It consists of the poets' poems.The poets are Bedilu Wakjira, Bewketu Seyoum, Getnet Eneyew, Tagel Seifu, and Yismake Worku(Bedilu, 2007; Bewketu, 2009; Getnet, 2002; Tagel, 2004; Yismake, 2010).
DOI: 10.17632/bsmjh4v55f.1
title: Sequencing Data 1
DOI: 10.17632/jythvhrh56.1
title: Inovar para Reinventar: Implantando Cultura de Inovação em uma Empresa Pública Tricentenária

description: A pesquisa se baseou no método OCAI para identificação da Cultura, além de ter sido realizada uma etapa qualitativa com entrevistas em profundidade com os líderes da organização. Posteriormente foi proposto um plano de ação com o objetivo de implantar uma cultura inovadora.
DOI: 10.15468/dl.e6mj53
title: Occurrence Download

description: A dataset containing 25269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Continent derived from coordinates, The taxon ID was not used in backbone matching)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (b8323864-602a-4a7d-9127-bb903054e97d, d3978a37-635a-4ae3-bb85-7b4d41bc0b88, 598eb93d-a844-4289-8adb-0f8583dac91e, db20bedc-20f1-42dd-9051-a445139f8e51, ee45975b-3d89-42b5-ac7a-c03f47b6dcb4, dccfcdcf-d272-45c8-85cb-e3dbf18b8a34, 5d662340-07fa-41b7-a3fc-e2e63ca50800, 1928bdf0-f5d2-11dc-8c12-b8a03c50a862)",
 "TaxonKey is Mytilus edulis Linnaeus, 1758",
 "Year 2000-2024"
 ]
}

 The dataset includes 25269 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000341-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mscjhc
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.5713 37.7895,-4.91188 37.7895,-4.91188 40.51224,-7.5713 40.51224,-7.5713 37.7895))",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus grus (Linnaeus, 1758)",
 "Year 2024-2025"
 ]
}

 The dataset includes 343 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000342-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p565yhk2h6.2
title: The Effect of Tennis Involvement on Successful Aging: Masters Tennis Players

description: The data were collected from tennis players who participated in the competitions according to age groups in the Masters tennis tournaments organized by the Turkish Tennis Federation in 2023. Data collection tools were prepared face-to-face and online at the places where the competitions were held.
DOI: 10.17632/ygpd3xv6sj.1
title: Data for Diagnosctic of Efficient use of irrigation systems in Mango (Mangifera indica L.) v. Tommy. Akins.)

description: The available data describes the field data collection processes and the methodological steps to characterize the irrigation system in the study area. Similarly, it outlines the materials and methods used in the field measurements.
DOI: 10.17632/ygpd3xv6sj.2
title: Data for Efficient use of micro-sprinkler irrigation systems in mango (Mangifera indica L.) V. Tommy. Atkins.)

description: The available data describes the field data collection processes and the methodological steps to characterize the irrigation system in the study area. Similarly, it outlines the materials and methods used in the field measurements.
DOI: 10.17632/snthxxj2g5.1
title: Data for Periodic crossbreeding between laboratory and wild populations enhances fitness in Helicoverpa zea (Boddie)

description: This dataset provides detailed information on the life cycle and reproductive parameters of Helicoverpa zea, an economically significant agricultural pest. Data were collected under controlled laboratory conditions and are organized into three Excel files, which include:

Life cycle duration by generation: Data on the duration of each developmental stage (egg, larva, pupa, adult) across three consecutive generations (T1-G1, T2-G2, T3-G3).
Oviposition by treatment: Information on the number of eggs laid by individuals in each treatment and generation.
Pupal weights: Individual pupal weights by treatment and generation, with basic statistical analyses.
Purpose:
This dataset is designed for studies on integrated pest management, genetic crossbreeding, and comparative statistical analysis. It provides a foundation for understanding how periodic crossbreeding improves the adaptability and biological performance of laboratory-reared populations.

Format:
The files are in Excel format and organized to facilitate statistical analysis using tools such as SPSS, R, or Python.

License:
This dataset is available under a Creative Commons Attribution (CC BY) license, allowing its use and adaptation with proper attribution.
DOI: 10.17632/b47frt55t2.1
title: Pediatric primary cutaneous CD4+ small/medium T-cell lymphoproliferative disorder: A retrospective analysis and review of the literature

description: Supplemental table summarizing the clinicohistopathologic data of all known pediatric primary cutaneous CD4+ small/medium T-cell lymphoproliferative disorder (PCSM-TCLPD) cases to date.
DOI: 10.17632/fkjy37wx5m.1
title: Composition and distribution of long-chain alkyl diols and their indices for cores ECS-1302 and D12 from the East China Sea inner shelf

description: This data present all raw data for the long-chain alkyl diols and their indices for cores ECS-1302 and D12 from the East China Sea inner shelf. 
The detailed pretreatment method, instrumental parameters and qualitative-quantitative analysis are described in Chen et al. (2021).
Chen, L., Li, F., Liu, J., Duan, X., Xu, G., Qin, M., He, X., et al. (2021). Long-chain alkyl diols as indicators of local riverine input, temperature, and upwelling in a shelf south of the Yangtze River Estuary in the East China Sea. Marine Geology, 440, 106573. https://doi.org/10.1016/j.margeo.2021.106573
DOI: 10.17632/rb6zzz47fz.1
title: oc_cluster

description: The code simulates dynamics of Nc = 32 cells on a degrading substrate with durotaxis. The code derived from the research work "Durotaxis and extracellular matrix degradation promote clustering of cancer cells" by Potomkin, Kim, Klymenko, Alber, Aranson.

1. Build & Run "OCCluster2024.cpp". The folder with this CPP file must contain the sub-folder "numerical_results"
2. Run in MATLAB: 
 (a) "GA3video.m" to create video frames (requires sub-folder "figs/"); 
 (b) "clusterNumbers.m" to identify cell clusters and compute cluster numbers.
DOI: 10.17632/4vgg4t5rdx.1
title: AhFAD3-A01 enhances α-linolenic acid content in Arabidopsis and peanut

description: Data collation of article "AhFAD3-A01 enhances α-linolenic acid content in Arabidopsis and peanut"
DOI: 10.17632/4vgg4t5rdx.2
title: AhFAD3-A01 enhances α-linolenic acid content in Arabidopsis and peanut

description: Data collation of article "AhFAD3-A01 enhances α-linolenic acid content in Arabidopsis and peanut"
DOI: 10.17632/sggwstbnm5
title: Enhancing dielectric properties of CCTO-based ceramics through Mg doping: effects on electrical heterogeneity and grain boundary behavior

description: All raw data used in the paper
DOI: 10.17632/sggwstbnm5.1
title: Enhancing dielectric properties of CCTO-based ceramics through Mg doping: effects on electrical heterogeneity and grain boundary behavior

description: All raw data used in the paper
DOI: 10.17632/4vgg4t5rdx.3
title: AhFAD3-A01 enhances α-linolenic acid content in Arabidopsis and peanut

description: Data collation of article "AhFAD3-A01 enhances α-linolenic acid content in Arabidopsis and peanut"
DOI: 10.17632/vm7wjjb36y.1
title: Copy number segmentations in ulcerative colitis, Gut 2025

description: RDS files contain genomic copy number segmentations ("segmented") and copy number alteration (CNA) calls ("calls") for Discovery and Validation cohort datasets derived from low-coverage whole genome sequencing of tissue samples. Chromosomal locations of 4,401 bins of size 500kbp can be found in the "bin_locations_4401.Rdata" Rdata file.

Datasets are described in Al Bakir I, Curtius K, et al. (2025) "Low-coverage whole genome sequencing of low-grade dysplasia strongly predicts advanced neoplasia risk in ulcerative colitis" Gut.

Sample IDs of 270 total samples used for final analyses are located in Discovery_samples_used.csv and Validation_samples_used.csv
DOI: 10.17632/5xfz78zwsr.1
title: NMR-BASED METABOLOMICS OF KIDNEY (HEK 293T) CELLS CULTURED ON SAM-COATED INDIUM TIN OXIDE (ITO)

description: Human embryonic kidney 293T (HEK 293T) cells have been used in organoid formation and specialized applications within organoid systems; however, they often suffer from loose adherence, which limits their applicability. To improve the HEK 293T cellular adhesion and proliferation and to provide insights into the pathways involved in adhesion, HEK 293T cells were cultured on tissue culture plastic and glass substrates with surfaces modified with various self-assembled monolayers (SAMs). The ITO-MPS SAM-coated substrate gave the most promising improved cell adherence and proliferation results. 1H NMR spectroscopy was used to analyze the metabolomics present in the media with and without ITO-MPS-SAM coated substrates for a period of 120 hours. The confocal microscopy images are consistent with the findings from NMR and provide a visual confirmation of the enhanced cellular environment. The metabolomic analysis yielded thirty metabolites, including two promoters (ATP and glucose-6-phosphate) and three modulators (tyramine, 5-hydroxytryptophan, and acetate) of adhesion, which were only significantly present
on the fifth day of culture.
DOI: 10.17632/9h5cf9wkrk.1
title: PRJEB44932 SARS-CoV-2 Wastewater Sequences Processed

description: The data come from NCBI BioProject PRJEB44932, as analyzed in Jahn et. al (2022).
These data are short read sequences from wastewater in 6 locations in a tourist-heavy area of Switzerland from 2021-02-01 to 2021-11-30, with daily sampling for most sampling sites.
There are 303 unique dates in these data, but only 227 of these dates were common to all WasteWater Treatment Plants (WWTPs).
For our analysis, we are treating each date as if they are one "unit" away, even though there are many cases of 2 and 3 days between time points (up to a maximum of 8 days).
See Jahn et. al (2022) for a detailed description of the genomic sequencing process.

Data processing involved alignment of the short reads to the Wuhan-1 reference sequence (NC_045512) with `minimap2` v2.28, identifying the mutations relative to the reference, and recording the number of times a mutation was observed (counts) and the depth of coverage.
The frequency is calculated as the counts divided by the coverage.
The mutation pre-processing pipeline is available at \url{https://github.com/DASL-Lab/data-treatment-plant}, and heavily relies on the GromStole pipeline (\url{https://github.com/PoonLab/gromstole}).

After being processed into counts and coverage, the data were filtered to only include mutations that are relevant to analysis. There were many mutations with either consistently low counts (possibly due to sequencing errors) or low coverage.
After filtering the data for sampling dates that were common to all locations, there are 1,061 unique mutations at each location on each sampling date.

We found all mutations that had both a frequency of at least 0.1 and a frequency below 0.9 (with a coverage at least 40) at at least two time points during the study in any location. This ensures that we have all of the mutations that were potentially part of a circulating lineage without relying on lineage definitions.

Jahn, Katharina, David Dreifuss, Ivan Topolsky, Anina Kull, Pravin Ganesanandamoorthy, Xavier
Fernandez-Cassi, Carola Bänziger, et al. 2022. “Early Detection and Surveillance of SARS-
CoV-2 Genomic Variants in Wastewater Using COJAC.” Nature Microbiology 7 (8): 1151–60.
https://doi.org/10.1038/s41564-022-01185-x.
DOI: 10.17632/nb96y4959j.1
title: Malignancy Risk Differs Between Hidradenitis Suppurativa and Pilonidal Sinus Disease

description: Malignancy Risk Differs Between Hidradenitis Suppurativa and Pilonidal Sinus Disease
DOI: 10.17632/vjy344jv2h.1
title: External debt / Echange rate dataset

description: Data related to the paper ''External debt – exchange rate interaction under intermediate exchange regimes''
DOI: 10.17632/d645c9whw3.1
title: Dataset Supporting "Participatory design of an early warning system few floods in mountain basins for river and community protection: Case study of El Asilo stream"

description: This dataset contains measurements from an ultrasonic level sensor deployed in a water monitoring station as part of a research project focused on flood risk management. The data includes three key variables: water level (measured by the ultrasonic sensor), temperature, and timestamp. The dataset is structured chronologically, providing continuous monitoring data that can be used to analyze variations in water level and temperature over time. These measurements are critical for understanding hydrological behavior and validating the early warning system developed for the El Asilo stream in La Calera, Colombia. This dataset supports the study of environmental risks and the application of IoT-based monitoring systems in watershed management.
DOI: 10.17632/mrwgh8hyb5.1
title: An Observational Overview of the Ubiquitous Dust Tides in the Martian Atmosphere

description: The datasets contained herein were used to produce the figures and analysis presented in "An Observational Overview of the Ubiquitous Dust Tides in the Martian Atmosphere" by Zhaopeng Wu, Jing Li, Tao Li, Yueming Cheng, Jun Cui, Chengyun Yang, Zhaojin Rong, Fei He, Xuan Cheng, and Yong Wei
DOI: 10.17632/tjx2nbm2x8.1
title: Mitochondrial fumarate inhibits Parkin-mediated mitophagy. Su Jin Ham et al.

description: Here, we explore the potential involvement of fumarate, a metabolite generated from the citric acid cycle, as a key regulator of PINK1-Parkin-mediated mitophagy. Fumarate engages in a process called succination, forming S-(2-succino) cysteine through a Michael-like reaction with protein cysteine residues in the cell. Our research demonstrates that this modification specifically targets the sulfhydryl group of cysteine 323 and 451 residues of human Parkin, leading to the inhibition of its mitochondrial localization and E3 ligase activity, thereby impeding PINK1-Parkin-mediated mitophagy. Notably, our investigation reveals that the succinatable cysteines in human Parkin are not conserved in invertebrates, including Drosophila. To assess the functional impact of Parkin succination, we generated Parkin knock-in flies with succinatable cysteines. These flies exhibited robust Parkinson's disease (PD)-related phenotypes when exposed to elevated fumarate levels. Collectively, our findings underscore the significance of fumarate as an endogenous regulator of PINK1-Parkin-mediated mitophagy, offering insights into the intricate interplay between mitochondrial metabolic activities and PD pathology.
DOI: 10.17632/y3m5v3xk5y.1
title: CD44 Identified as a Diagnostic Biomarker for Highly Malignant CA19-9 Negative Pancreatic Cancer

description: The raw data for "CD44 Identified as a Diganositc Biomarker for Highly Malignant CA19-9 Negative Pancreatic Cancer".
DOI: 10.17632/8hvjwj8ttc.1
title: Topic Evolution and Prediction on E-commerce Using Hybrid BERTopic-LDA-RF Model

description: The dataset chosen for this study is a collection of 25,109 computer reviews sourced from Jingdong Mall (JD.com), a popular Chinese e-commerce platform. These reviews focus specifically on computers and mobile, providing comprehensive feedback on product performance, user satisfaction, and technical issues. The dataset was gathered through web scraping, followed by translation of the Chinese reviews into English to facilitate analysis. Each review has been processed to ensure the quality and consistency of the data, enabling effective sentiment analysis and topic modeling. The dataset offers valuable insights into customer experiences and preferences, particularly for sentiment trends and product-specific feedback, making it ideal for the study’s purpose.
DOI: 10.17632/y8wxxtp2k7.1
title: Angle_Steel_Image

description: Angle_Steel_Image
DOI: 10.17632/53msmtff79.1
title: Survey Data on Payment Methods and Overspending Among Young Consumers

description: This dataset contains survey responses from Indonesian college students, capturing various aspects of payment behavior, financial literacy, and demographic information.
DOI: 10.17632/dyr3b2nxbt.1
title: Food waste avoidance & Anger
DOI: 10.17632/373c3fz8dw.1
title: The ABC-LD@4EU+: enhanced version of the ABC-LD workshop

description: These are supporting materials for the The ABC-LD@4EU+: enhanced version of the ABC-LD workshop
DOI: 10.17632/rf9sf6bfbv.1
title: Oh Daddy where art thou? Stallion presence affects foals’ behaviour differently for colts and fillies

description: Whole dataset used for publication: Oh daddy, where art thou? Stallion presence affects foals’ behaviour differently for colts and fillies.