cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5ww3zv87y7.1
title: Predictive maintenance dataset

description: The AI4I 2020 Predictive Maintenance Dataset is a synthetic industrial dataset designed to support research and development in predictive maintenance using machine learning. It simulates realistic operational conditions of industrial machinery, enabling failure prediction when real-world industrial data is unavailable due to privacy or cost constraints.

The dataset was created for benchmarking predictive maintenance algorithms and is publicly available through the UCI Machine Learning Repository.

It contains approximately 10,000 observations, each representing a machine operating instance. The dataset includes process parameters, operational conditions, and failure information, making it suitable for binary and multi-class classification tasks.

Key operational features include air temperature, process temperature, rotational speed, torque, and tool wear, along with product quality categories. The primary target variable, Machine failure, indicates whether a failure occurred. Additionally, the dataset provides labels for five specific failure modes:

Tool Wear Failure (TWF)

Heat Dissipation Failure (HDF)

Power Failure (PWF)

Overstrain Failure (OSF)

Random Failure (RNF)

A machine is considered failed if any one of these failure modes occurs.

Although synthetic, the dataset is structured to closely resemble real industrial sensor data and is widely used for:

Predictive maintenance modeling

Failure detection and classification

Feature importance and explainable AI (XAI) studies

Benchmarking machine learning algorithms

Because of its clean structure and labeled failure modes, the AI4I 2020 dataset is especially useful for educational purposes, academic research, and baseline model evaluation in predictive maintenance applications.
DOI: 10.17632/xfxyhg72s5
title: Anxiolytic and Antidepressant Effects of 1-Phenyl-1-propanol-Mediated Bile Acids in a Chronic Unpredictable Mild Stress Mouse Model Chen et al.

description: In this study, we hypothesized that 1-Phenyl-1-propanol (PP)—a well-known cholagogue that enhances bile secretion—may exert antidepressant and anxiolytic effects by modulating the interplay between bile acid signaling, circadian rhythm regulation, and the gut–brain–microbiota axis. To test this, we used a chronic unpredictable mild stress (CUMS) mouse model, randomly assigning animals to receive PP, cholestyramine (CHO; a bile acid sequestrant used as a mechanistic control), or vehicle. Behavioral assessments were combined with molecular, histological, and microbiome analyses. Our data showed that PP significantly improved mood-related behaviors and protected against CUMS-induced hippocampal damage—evidenced by reduced microglial activation (lower Iba-1 expression), preserved neuronal architecture, decreased neuroinflammation (reduced IL-6), and increased serotonin (5-HT) levels in both the hippocampus and plasma. Moreover, PP enhanced gut microbial diversity and reinforced intestinal barrier integrity. Most notably, PP uniquely upregulated or normalized the expression of core circadian clock genes Cry2 and NPAS2 in the hippocampus, suggesting that bile acid directly influences central circadian machinery under stress. This multi-system mechanism positions PP as a promising, low-cost, and low-side-effect candidate for treating mood disorders rooted in gut–brain dysregulation.
DOI: 10.17632/xfxyhg72s5.1
title: Anxiolytic and Antidepressant Effects of 1-Phenyl-1-propanol-Mediated Bile Acids in a Chronic Unpredictable Mild Stress Mouse Model Chen et al.

description: In this study, we hypothesized that 1-Phenyl-1-propanol (PP)—a well-known cholagogue that enhances bile secretion—may exert antidepressant and anxiolytic effects by modulating the interplay between bile acid signaling, circadian rhythm regulation, and the gut–brain–microbiota axis. To test this, we used a chronic unpredictable mild stress (CUMS) mouse model, randomly assigning animals to receive PP, cholestyramine (CHO; a bile acid sequestrant used as a mechanistic control), or vehicle. Behavioral assessments were combined with molecular, histological, and microbiome analyses. Our data showed that PP significantly improved mood-related behaviors and protected against CUMS-induced hippocampal damage—evidenced by reduced microglial activation (lower Iba-1 expression), preserved neuronal architecture, decreased neuroinflammation (reduced IL-6), and increased serotonin (5-HT) levels in both the hippocampus and plasma. Moreover, PP enhanced gut microbial diversity and reinforced intestinal barrier integrity. Most notably, PP uniquely upregulated or normalized the expression of core circadian clock genes Cry2 and NPAS2 in the hippocampus, suggesting that bile acid directly influences central circadian machinery under stress. This multi-system mechanism positions PP as a promising, low-cost, and low-side-effect candidate for treating mood disorders rooted in gut–brain dysregulation.
DOI: 10.17632/nzgpzyggfz
title: Soil reclamation under organic management in a Mediterranean saline–sodic polder (Raša valley, Croatia)

description: Dataset title: Soil reclamation under organic management in a Mediterranean saline–sodic polder (Raša valley, Croatia) 
DOI: 10.17632/nzgpzyggfz.1
DOI: 10.5281/zenodo.18347168


Associated manuscript: Tillage and amendment management in organic farm on salt-affected soils in Mediterranean polder-type agricultural land in Croatia (Manuscript authors: Igor Bogunovic et al.; submitted)

Contact: Igor Bogunović (University of Zagreb Faculty of Agriculture)

For questions about the dataset, experimental design, or variable definitions: ibogunovic@agr.hr




File included: Data_Rasa_2016-2019.xlsx — one Excel workbook containing four sheets: Physics ; Chemistry ; WSA ; Yields. The dataset is provided in long format: each row is one observation (one core/sample/plot yield), identified by year, treatment, and replicate.

Experimental design: Field experiment on calcareous saline–sodic soil in the Raša valley (Mediterranean polder-type agricultural land, Croatia), managed under organic farming during the study period.

Factors: Tillage (2 managements) - Discing: disc harrowing to ~12-14 cm (shallow tillage) and Ripper: disc harrowing (~12–14 cm) + ripping to ~30 cm (deep loosening)

Amendment (6 levels) - Control: no amendment ; G3: gypsum 3 t ha⁻¹ ; G3S1: gypsum 3 t ha⁻¹ + elemental sulphur 1 t ha⁻¹ ; G6S2: gypsum 6 t ha⁻¹ + elemental sulphur 2 t ha⁻¹ ; G3S1+OM: gypsum 3 t ha⁻¹ + sulphur 1 t ha⁻¹ + farmyard manure 40 t ha⁻¹ ; G6+OM: gypsum 6 t ha⁻¹ + farmyard manure 40 t ha⁻¹ ; 

Replication (how to read “Replicate”): Yields and WSA sheets contain two plot replications per (tillage × amendment) combination (Replicate = 1–2). Physics and Chemistry contain four observations per combination (Replicate = 1–4), representing multiple cores/subsamples taken from replicated plots (see Methods in the manuscript for sampling details).


1) Sheet: Physics

Purpose: undisturbed core measurements of soil physical properties (two depths).
Columns:

Year: 2016 or 2019

Amendment: one of the six treatments listed above

Tillage: Discing or Ripper

Depth: 0–15 cm or 15–30 cm

Replicate: 1–4 (individual core observations)

WHC (% vol): water-holding capacity determined on intact cores by capillary wetting from the field-moist state (mass gain approach)

SWC (% vol): soil water content at sampling (field-moist)

BD (g cm-3): bulk density

PR (MPa): penetration resistance (field measurements)


2) Sheet: Chemistry

Purpose: topsoil chemical properties and exchange complex indicators.
Sampling depth: 0–15 cm.
Columns:

Year: 2016 or 2019

Amendment, Tillage, Replicate (1–4)

pH (KCl)

EC (dS m-1): electrical conductivity

OC (%): organic carbon

TN (%): total nitrogen

Ca2+ (%), Mg2+ (%), K+ (%): exchangeable cations expressed as percentage of the CEC 

ESP (%): exchangeable sodium percentage
DOI: 10.17632/nzgpzyggfz.1
title: Soil reclamation under organic management in a Mediterranean saline–sodic polder (Raša valley, Croatia)

description: Dataset title: Soil reclamation under organic management in a Mediterranean saline–sodic polder (Raša valley, Croatia) 
DOI: 10.17632/nzgpzyggfz.1
DOI: 10.5281/zenodo.18347168


Associated manuscript: Tillage and amendment management in organic farm on salt-affected soils in Mediterranean polder-type agricultural land in Croatia (Manuscript authors: Igor Bogunovic et al.; submitted)

Contact: Igor Bogunović (University of Zagreb Faculty of Agriculture)

For questions about the dataset, experimental design, or variable definitions: ibogunovic@agr.hr




File included: Data_Rasa_2016-2019.xlsx — one Excel workbook containing four sheets: Physics ; Chemistry ; WSA ; Yields. The dataset is provided in long format: each row is one observation (one core/sample/plot yield), identified by year, treatment, and replicate.

Experimental design: Field experiment on calcareous saline–sodic soil in the Raša valley (Mediterranean polder-type agricultural land, Croatia), managed under organic farming during the study period.

Factors: Tillage (2 managements) - Discing: disc harrowing to ~12-14 cm (shallow tillage) and Ripper: disc harrowing (~12–14 cm) + ripping to ~30 cm (deep loosening)

Amendment (6 levels) - Control: no amendment ; G3: gypsum 3 t ha⁻¹ ; G3S1: gypsum 3 t ha⁻¹ + elemental sulphur 1 t ha⁻¹ ; G6S2: gypsum 6 t ha⁻¹ + elemental sulphur 2 t ha⁻¹ ; G3S1+OM: gypsum 3 t ha⁻¹ + sulphur 1 t ha⁻¹ + farmyard manure 40 t ha⁻¹ ; G6+OM: gypsum 6 t ha⁻¹ + farmyard manure 40 t ha⁻¹ ; 

Replication (how to read “Replicate”): Yields and WSA sheets contain two plot replications per (tillage × amendment) combination (Replicate = 1–2). Physics and Chemistry contain four observations per combination (Replicate = 1–4), representing multiple cores/subsamples taken from replicated plots (see Methods in the manuscript for sampling details).


1) Sheet: Physics

Purpose: undisturbed core measurements of soil physical properties (two depths).
Columns:

Year: 2016 or 2019

Amendment: one of the six treatments listed above

Tillage: Discing or Ripper

Depth: 0–15 cm or 15–30 cm

Replicate: 1–4 (individual core observations)

WHC (% vol): water-holding capacity determined on intact cores by capillary wetting from the field-moist state (mass gain approach)

SWC (% vol): soil water content at sampling (field-moist)

BD (g cm-3): bulk density

PR (MPa): penetration resistance (field measurements)


2) Sheet: Chemistry

Purpose: topsoil chemical properties and exchange complex indicators.
Sampling depth: 0–15 cm.
Columns:

Year: 2016 or 2019

Amendment, Tillage, Replicate (1–4)

pH (KCl)

EC (dS m-1): electrical conductivity

OC (%): organic carbon

TN (%): total nitrogen

Ca2+ (%), Mg2+ (%), K+ (%): exchangeable cations expressed as percentage of the CEC 

ESP (%): exchangeable sodium percentage
DOI: 10.17632/gf7ybtnhtv
title: Tax Enforcement and Corporate Innovation: Evidence from the Tax Administration Information System Reform

description: We obtained data from the China Stock Market and Accounting Research and Wind databases. We compiled the data on the CTAIS-3 implementation project in each province manually from the official SAT website and news reports. Given that China implemented new accounting standards in 2007, we selected A-share private companies listed in both the Shanghai and Shenzhen stock exchanges from 2007 to 2022 as the initial sample. The sample excludes firms in the finance and insurance industry because their business content and accounting methods differ significantly from those of other industries. We filtered the sample by removing unusual companies, such as special treatment firms, and then deleted the observations with missing values. Finally, we winsorized the continuous variables at the 1st and 99th percentiles to eliminate potential outlier effects. The final sample includes 14,655 firm-year observations.
DOI: 10.17632/gf7ybtnhtv.2
title: Tax Enforcement and Corporate Innovation: Evidence from the Tax Administration Information System Reform

description: We obtained data from the China Stock Market and Accounting Research and Wind databases. We compiled the data on the CTAIS-3 implementation project in each province manually from the official SAT website and news reports. Given that China implemented new accounting standards in 2007, we selected A-share private companies listed in both the Shanghai and Shenzhen stock exchanges from 2007 to 2022 as the initial sample. The sample excludes firms in the finance and insurance industry because their business content and accounting methods differ significantly from those of other industries. We filtered the sample by removing unusual companies, such as special treatment firms, and then deleted the observations with missing values. Finally, we winsorized the continuous variables at the 1st and 99th percentiles to eliminate potential outlier effects. The final sample includes 14,655 firm-year observations.
DOI: 10.17632/8cmyg4yps9
title: Genotype–Phenotype Correlations and Clinical Outcomes of Spesolimab in Acrodermatitis Continua of Hallopeau: A Multicenter Retrospective Cohort Study

description: This is the tables and clinical figures supplemented in this article：Genotype–Phenotype Correlations and Clinical Outcomes of Spesolimab in Acrodermatitis Continua of Hallopeau: A Multicenter Retrospective Cohort Study
DOI: 10.17632/8cmyg4yps9.1
title: Genotype–Phenotype Correlations and Clinical Outcomes of Spesolimab in Acrodermatitis Continua of Hallopeau: A Multicenter Retrospective Cohort Study

description: This is the tables and clinical figures supplemented in this article：Genotype–Phenotype Correlations and Clinical Outcomes of Spesolimab in Acrodermatitis Continua of Hallopeau: A Multicenter Retrospective Cohort Study
DOI: 10.17632/sckbkd7m9c
title: 13C SPATIAL FLUX-4

description: Mass spectrometry data of Portulaca oleracea
DOI: 10.17632/sckbkd7m9c.1
title: 13C SPATIAL FLUX-4

description: Mass spectrometry data of Portulaca oleracea
DOI: 10.17632/c4pcv8cpkw
title: Replication_Registration_System_Reform_ Information_Disclosure

description: This replication package examines how market-based stock market reforms impact corporate information disclosure quality through institutional investor behavior. Using PSM-DID analysis of Chinese A-share listed firms (2014-2022), the anonymized data reveals that deregulation significantly improves both accounting and textual disclosure quality. The mechanism analysis demonstrates this effect operates through institutional investors' enhanced monitoring ("voice") rather than exit threats. Data was collected from CSMAR, RESSET databases, and manual sourcing, with firm identifiers anonymized to comply with licensing agreements. To use, run code.do in Stata 17+, ensuring required packages are installed. Results should show consistent statistical significance patterns with original findings despite anonymization.
DOI: 10.17632/c4pcv8cpkw.1
title: Replication_Registration_System_Reform_ Information_Disclosure

description: This replication package examines how market-based stock market reforms impact corporate information disclosure quality through institutional investor behavior. Using PSM-DID analysis of Chinese A-share listed firms (2014-2022), the anonymized data reveals that deregulation significantly improves both accounting and textual disclosure quality. The mechanism analysis demonstrates this effect operates through institutional investors' enhanced monitoring ("voice") rather than exit threats. Data was collected from CSMAR, RESSET databases, and manual sourcing, with firm identifiers anonymized to comply with licensing agreements. To use, run code.do in Stata 17+, ensuring required packages are installed. Results should show consistent statistical significance patterns with original findings despite anonymization.
DOI: 10.15468/dl.xpns79
title: Occurrence Download

description: A dataset containing 1709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Elaenia albiceps"
 ]
}

 The dataset includes 1709 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008021-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gsrhccnvpd
title: Tree phenology pattern 2022-2024 in dry deciduous forests of Medak, Telangana

description: The dataset is compilation of three years monthly observations from &gt;600 individuals of 53 tree species from tropical mixed dry deciduous forests of Narsapur Reserve Forests in Medak district of Telangana state, India.
DOI: 10.17632/gsrhccnvpd.1
title: Tree phenology pattern 2022-2024 in dry deciduous forests of Medak, Telangana

description: The dataset is compilation of three years monthly observations from &gt;600 individuals of 53 tree species from tropical mixed dry deciduous forests of Narsapur Reserve Forests in Medak district of Telangana state, India.
DOI: 10.15468/dl.54xpfr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dicyclophora persica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008022-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ks526bg9sn.1
title: Functional dissection of dorsal gene isoforms in Eastern honeybee in response to Ascosphaera apis infection

description: The Toll pathway primarily responds to fungal and Gram-positive bacterial infections in insects. Dorsal, a nuclear factor of kappa B family member, is activated via the Toll pathway to regulates the expression of antimicrobial peptides (AMPs). We previously found Apis cerana (A. cerana) have two dorsal genes (dorsal1 and dorsal2) and seven splicing isoforms of dorsal1 (RNA9886, RNA9888, RNA9889, RNA9890, RNA9891, ONT.3970.1, and ONT.3970.2). To evaluate the functions of Dorsal isoforms of A. cerana in the immune response to Ascosphaera apis (A. apis) infection, we used RNA interference (RNAi) to silencing dorsal genes and dorsal1 isoforms (RNA9886, RNA9888, RNA9890), and analyzed the expression levels of AMPs in A. apis-infected A. cerana larvae. Down-regulation of abaecin, apidaecin, and defensin1 was specifically induced by dorsal1 knockdown, whereas only defensin1 was down-regulated when RNA9890 was silenced; apidaecin was down y silencing RNA9886, RNA9888, and RNA9890; defensin1 was reduced following the knockdown of RNA9888 and RNA9890. The results indicated that Dorsal and its isoforms collectively regulate the expression of AMPs, maximizing the activation of defense mechanisms against A. apis infection. Our findings provide new insights into the antifungal immune response of honeybees.
DOI: 10.17632/995rwz93nb
title: Eggplant Leaf Disease

description: This dataset contains 2811 images of eggplant leaf diseases, categorized into 5 distinct classes. It was developed for the Deep Learning project undertaken by undergraduate student in the Department of computer Science and Engineering, Netrokona University, Netrokona, Bangladesh. Here, all the images are original and all are uniformly resized to 256x256 pixels also maintaining high quality.
DOI: 10.5281/zenodo.18330243
title: Data and Codes for "Thermodynamics of Ferroelectric and Optical Properties in KNbO3"

description: This repository contains the data and codes for the manuscript "Thermodynamics of Ferroelectric and Optical Properties in KNbO₃" The file contains a series of .csv files for the data and a MATLAB code to reproduce the figures created in the manuscript.
DOI: 10.5281/zenodo.18330242
title: Data and Codes for "Thermodynamics of Ferroelectric and Optical Properties in KNbO3"

description: This repository contains the data and codes for the manuscript "Thermodynamics of Ferroelectric and Optical Properties in KNbO₃" The file contains a series of .csv files for the data and a MATLAB code to reproduce the figures created in the manuscript.
DOI: 10.17632/995rwz93nb.1
title: Eggplant Leaf Disease

description: This dataset contains 2811 images of eggplant leaf diseases, categorized into 5 distinct classes. It was developed for the Deep Learning project undertaken by undergraduate student in the Department of computer Science and Engineering, Netrokona University, Netrokona, Bangladesh. Here, all the images are original and all are uniformly resized to 256x256 pixels also maintaining high quality.
DOI: 10.17632/btddh3txf8
title: Barriers to Equitable Cancer Care for Patients with Intellectual Disability: A Mixed-Methods Study of Clinician Perspectives in Ireland

description: This dataset is provided in Microsoft Excel format and contains responses from 100 cancer clinicians and nurses working in the West of Ireland. Data were collected between 2023 and 2024 and explore the problems, challenges, and barriers encountered in the delivery of cancer services to people with intellectual disabilities (PWID) and to people without intellectual disabilities.
Data were gathered using a structured questionnaire adapted from previously validated instruments to ensure relevance to cancer care and intellectual disability contexts. The questionnaire was modified from the following sources:
The General Practice Care of People with Intellectual Disability: Barriers and Solutions (Lennox, Diggens & Ugoni, 1997)
Palliative care provision for people with intellectual disabilities: a questionnaire survey of specialist palliative care professionals (Tuffrey-Wijne et al., 2008)
The adapted questionnaire examines barriers related to: Access to cancer services, Communication difficulties, Service delivery and coordination, Professional knowledge, training, and resource availability
In addition to structured (closed-ended) questions, the dataset includes two open-ended questions inviting participants to recommend interventions or strategies to reduce challenges and improve cancer care provision for people with intellectual disabilities.
Ethical approval for the study was obtained (reference CA3000). All data were anonymized prior to upload. Missing data were recorded as “not answered.”
This dataset may be reused for research, policy development, education, and service planning aimed at improving equity and quality of cancer care for people with intellectual disabilities.