cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jhb24mszdk.1
title: BDLitchi: A Field-Collected Bangladeshi Litchi Leaf Disease Dataset for Deep Learning-Based Detection and Classification

description: This dataset comprises high-resolution images of lychee (Litchi chinensis) plant leaves, collected from agricultural fields in Chor Kodimpara, Ishwardi, Pabna and Ashulia, Savar, Dhaka, Bangladesh. Lychee is an economically important fruit crop in South Asia, especially in Bangladesh, where maintaining plant health is essential for sustainable agriculture, disease prevention, and maximizing crop yields. Early identification and management of leaf diseases are critical for reducing losses and promoting precision farming practices.

The primary aim of this dataset is to facilitate the development and evaluation of machine learning and deep learning models for the detection, classification, and monitoring of litchi leaf diseases. The images were captured under natural conditions and reflect real-world disease symptoms, making the dataset ideal for practical and scalable applications in agriculture technology.

The dataset is organized into 11 distinct classes, covering both healthy and diseased leaves:

Black Spot: 1,045 images

Burned Leaf: 1,171 images

Dried Leaf: 934 images

Fungal Stripe Damage: 922 images

Healthy Leaf: 988 images

Insect Chewing Damage: 1,160 images

Leaf Blight Disease: 965 images

Pest-Affected Dry Leaf: 879 images

Red Rust Disease: 1,079 images

White Spot: 877 images

Yellow Mosaic Virus: 1,074 images

Total Images: 11,094

Image Specifications:

Original Resolution: 3072 × 1080pixels

Compressed Resolution (if needed): 460 × 638pixels

Image Format: JPG

The labeling and disease class validation of this dataset were reviewed and verified by a Sub-Assistant Agriculture Officer from the Department of Agricultural Extension (DAE), Bangladesh, ensuring high reliability and relevance for agricultural research.

This dataset is a valuable asset for researchers in plant pathology, computer vision, precision agriculture, and AI-based crop monitoring. Its diverse classification, real-world field conditions, and expert validation make it suitable for tasks such as image classification, disease detection, segmentation, and the development of intelligent agricultural systems using machine learning techniques.
DOI: 10.15468/dl.6qbhmq
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC5233"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034722-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dmfg5dpg5j
title: Therapeutic Potential of RPS6KA2 in Lung Cancer: Insights from Multi-Omics and Single-Cell RNA Sequencing

description: This study has deposited all relevant datasets, including the complete GWAS source data with corresponding accession codes, comprehensive analytical outputs (incorporating intermediate processing files), and single-cell RNA sequencing profiles of peripheral blood mononuclear cells from lung cancer patients.
DOI: 10.17632/dmfg5dpg5j.1
title: Therapeutic Potential of RPS6KA2 in Lung Cancer: Insights from Multi-Omics and Single-Cell RNA Sequencing

description: This study has deposited all relevant datasets, including the complete GWAS source data with corresponding accession codes, comprehensive analytical outputs (incorporating intermediate processing files), and single-cell RNA sequencing profiles of peripheral blood mononuclear cells from lung cancer patients.
DOI: 10.17632/8ggsrh9w3k.2
title: DOP1A_250808

description: Data deposited for sharing the publicized paper
DOI: 10.17632/kr59vjvmdv
title: Fasting and Non-fasting Diabetes Data

description: This dataset includes data from nine patients who have both fasting and non-fasting data. Among them, eight are diabetic, and one is pre-diabetic patients. There are 1462 samples in the non-fasting state and 223 samples in the fasting state. For each data sample, there are 22 tabular features: six profile features, nine medication features, six meal features, one BG reading before taking a meal, and one target variable: the BG reading taken two hours after meal.
DOI: 10.17632/kr59vjvmdv.1
title: Fasting and Non-fasting Diabetes Data

description: This dataset includes data from nine patients who have both fasting and non-fasting data. Among them, eight are diabetic, and one is pre-diabetic patients. There are 1462 samples in the non-fasting state and 223 samples in the fasting state. For each data sample, there are 22 tabular features: six profile features, nine medication features, six meal features, one BG reading before taking a meal, and one target variable: the BG reading taken two hours after meal.
DOI: 10.17632/zwj66gwg3v
title: LINF_250008700

description: Protein with DUF1308 domain; Leishmania infantum (strain JPCM5)
DOI: 10.17632/zwj66gwg3v.1
title: LINF_250008700

description: Protein with DUF1308 domain; Leishmania infantum (strain JPCM5)
DOI: 10.17632/8jyw38hknz
title: LINF_250009000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/8jyw38hknz.1
title: LINF_250009000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/jfm4rb8844
title: LINF_250009100

description: eIF3m-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/jfm4rb8844.1
title: LINF_250009100

description: eIF3m-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/5d4vh4bnv3
title: Implementação de estratégias para reduzir o risco de transmissão da COVID-19 em um hospital psiquiátrico e avaliação dos casos confirmados no período de 2020 a 2023

description: Implementação de estratégias para reduzir o risco de transmissão da COVID-19 em um hospital psiquiátrico e avaliação dos casos confirmados no período de 2020 a 2022
DOI: 10.17632/5d4vh4bnv3.4
title: Implementação de estratégias para reduzir o risco de transmissão da COVID-19 em um hospital psiquiátrico e avaliação dos casos confirmados no período de 2020 a 2023

description: Implementação de estratégias para reduzir o risco de transmissão da COVID-19 em um hospital psiquiátrico e avaliação dos casos confirmados no período de 2020 a 2022
DOI: 10.17632/s693d86svp
title: Electronic Supplementary Material (ESM) to the book titled "New Methods for Measuring Inequality by Analyzing Assortative Mating"

description: The file contains the solutions to the numerical examples in the book by Naszodi (2025).

As a bonus, the Visual Basic code constructs a counterfactual table using the NM-method (see: https://en.wikipedia.org/wiki/NM-method), which is one of the few methods suitable for analyzing changes in educational homophily. Some related codes and data can also be found here: 
https://data.mendeley.com/datasets/x2ry7bcm95/ 
https://data.mendeley.com/datasets/tfcx4vh7g3 
https://data.mendeley.com/datasets/7cm6673vg8
https://data.mendeley.com/datasets/95k6mmrxvg/
 
The file 'New_Methods_for_Measuring_Inequality_Naszodi_2025_ESM.xlsm' can be used to replicate most of the results in the book, as well as for educational and research purposes.

If you have ever struggled to identify plausible patterns of homophily, marital sorting, or inequality using methods, indicators, or models that were popular before 2019—such as the Iterative Proportional Fitting (IPF) algorithm, the odds ratio, log-linear regression, the Minimum Euclidean Distance Approach (MEDA), the Matrix Determinant-based Approach (MDbA), or the Choo-Siow model—then this book and its electronic supplementary material will be of particular interest to you.

Reference: Naszodi, A. (2025) "New Methods for Measuring Inequality by Analyzing Assortative Mating" in The Springer Series on Demographic Methods and Population Analysis
DOI: 10.17632/s693d86svp.2
title: Electronic Supplementary Material (ESM) to the book titled "New Methods for Measuring Inequality by Analyzing Assortative Mating"

description: The file contains the solutions to the numerical examples in the book by Naszodi (2025).

As a bonus, the Visual Basic code constructs a counterfactual table using the NM-method (see: https://en.wikipedia.org/wiki/NM-method), which is one of the few methods suitable for analyzing changes in educational homophily. Some related codes and data can also be found here: 
https://data.mendeley.com/datasets/x2ry7bcm95/ 
https://data.mendeley.com/datasets/tfcx4vh7g3 
https://data.mendeley.com/datasets/7cm6673vg8
https://data.mendeley.com/datasets/95k6mmrxvg/
 
The file 'New_Methods_for_Measuring_Inequality_Naszodi_2025_ESM.xlsm' can be used to replicate most of the results in the book, as well as for educational and research purposes.

If you have ever struggled to identify plausible patterns of homophily, marital sorting, or inequality using methods, indicators, or models that were popular before 2019—such as the Iterative Proportional Fitting (IPF) algorithm, the odds ratio, log-linear regression, the Minimum Euclidean Distance Approach (MEDA), the Matrix Determinant-based Approach (MDbA), or the Choo-Siow model—then this book and its electronic supplementary material will be of particular interest to you.

Reference: Naszodi, A. (2025) "New Methods for Measuring Inequality by Analyzing Assortative Mating" in The Springer Series on Demographic Methods and Population Analysis
DOI: 10.17632/p377mm6585
title: Calcium Isotope Fractionation in Plagioclase from Mafic-Ultramafic Rocks: Implications for Magmatic Processes and Planetary Differentiation

description: Here are a total of 10 tables. Table 1 shows the whole-rock major element compositions of the Panzhihua and Xiaohaizi intrusions; Table 2 presents the calcium isotope compositions of the whole-rock, clinopyroxene, and plagioclase in the two intrusions; Table 3 is the comparison between the calculated calcium isotopic composition of whole rocks and the measured calcium isotopic composition of whole rocks. Table 4 lists the Δ44/40CaPl-cpx values of samples in the two intrusions; Table 5 is the plagioclase-melt calcium fractionation coefficient table estimated at 1000K; Table S1 shows the trace element data of clinopyroxene and plagioclase in the two intrusions; and Tables S2 to S5 respectively present the major element compositions of clinopyroxene and plagioclase in the Panzhihua and Xiaohaizi intrusions.
DOI: 10.17632/p377mm6585.1
title: Calcium Isotope Fractionation in Plagioclase from Mafic-Ultramafic Rocks: Implications for Magmatic Processes and Planetary Differentiation

description: Here are a total of 10 tables. Table 1 shows the whole-rock major element compositions of the Panzhihua and Xiaohaizi intrusions; Table 2 presents the calcium isotope compositions of the whole-rock, clinopyroxene, and plagioclase in the two intrusions; Table 3 is the comparison between the calculated calcium isotopic composition of whole rocks and the measured calcium isotopic composition of whole rocks. Table 4 lists the Δ44/40CaPl-cpx values of samples in the two intrusions; Table 5 is the plagioclase-melt calcium fractionation coefficient table estimated at 1000K; Table S1 shows the trace element data of clinopyroxene and plagioclase in the two intrusions; and Tables S2 to S5 respectively present the major element compositions of clinopyroxene and plagioclase in the Panzhihua and Xiaohaizi intrusions.
DOI: 10.17632/n5gbctgfg4
title: LINF_250009200

description: MaRF11; Leishmania infantum (strain JPCM5)
DOI: 10.17632/n5gbctgfg4.1
title: LINF_250009200

description: MaRF11; Leishmania infantum (strain JPCM5)
DOI: 10.17632/vccj8mp2cg
title: Histo-Seg: H&E Whole Slide Image Segmentation Dataset

description: The dataset is comprised of 38 chemically stained Whole slide image samples along with their corresponding ground truth annotated by histopathologists for 12 classes indicating skin layers (Epidermis, Reticular dermis, Papillary dermis, Dermis, Keratin), Skin tissues (Inflammation, Hair follicles, Glands), skin cancer (Basal cell carcinoma, Squamous cell carcinoma, Intraepidermal carcinoma) and background (BKG).
DOI: 10.17632/vccj8mp2cg.2
title: Histo-Seg: H&E Whole Slide Image Segmentation Dataset

description: The dataset is comprised of 38 chemically stained Whole slide image samples along with their corresponding ground truth annotated by histopathologists for 12 classes indicating skin layers (Epidermis, Reticular dermis, Papillary dermis, Dermis, Keratin), Skin tissues (Inflammation, Hair follicles, Glands), skin cancer (Basal cell carcinoma, Squamous cell carcinoma, Intraepidermal carcinoma) and background (BKG).
DOI: 10.17632/4sm62ztzfp.1
title: Red boat spirit

description: Social entrepreneurship a desirable method for addressing social and environmental problems. However, national spirit as a motivator of social entrepreneurship has only recently evoked the interest of researchers. To build a moderately prosperous society in a well-rounded way, China's Ministry of Education has collaborated with local governments and universities to launch the “Youth Red Dream Building Journey” social entrepreneurship initiative guided by the red boat spirit. The goal is for college students to apply their expertise to address social issues such as poverty and rural revitalization while cultivating proper entrepreneurial values. The red boat spirit entails the innovative, dauntless revolutionary, and dedicated spirits and helps young people succeed in social entrepreneurship when facing challenges. This study aims to explore the influence of the red boat spirit on social entrepreneurial intention and to verify the mediating effect of social entrepreneurial self-efficacy under e-commerce context. The results demonstrate that innovative spirit, dauntless revolutionary spirit, dedicated spirit, and social entrepreneurial self-efficacy positively affect social entrepreneurial intention. Social entrepreneurial self-efficacy mediates the relationship between the red boat spirit and social entrepreneurial intention. The study also discusses various practical implications.
DOI: 10.17632/mdryzk9sbv
title: LINF_250011000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/mdryzk9sbv.1
title: LINF_250011000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/p9xx294zr7
title: Dataset for: Effect of intercropping soybean/alfalfa in apples on yield and resource efficiency

description: Optimizing Apple-Based Intercropping Systems for Enhanced Yield and Resource Efficiency: A Comparative Analysis of Soybean and Alfalfa in Arid Agroforestry.
DOI: 10.17632/p9xx294zr7.1
title: Dataset for: Effect of intercropping soybean/alfalfa in apples on yield and resource efficiency

description: Optimizing Apple-Based Intercropping Systems for Enhanced Yield and Resource Efficiency: A Comparative Analysis of Soybean and Alfalfa in Arid Agroforestry.
DOI: 10.17632/bktwdcrdky
title: LINF_250010900

description: Protein-tyrosine-phosphatase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/bktwdcrdky.1
title: LINF_250010900

description: Protein-tyrosine-phosphatase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/7yds9zbmcr
title: LINF_250010500

description: ATP-binding cassette protein subfamily B, member 1 | ABCB1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/7yds9zbmcr.2
title: LINF_250010500

description: ATP-binding cassette protein subfamily B, member 1 | ABCB1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/ph4mbrh26h
title: ME/CFS and PASC Patient-Derived Immunoglobulin Complexes Disrupt Mitochondrial Function and Alter Inflammatory Marker Secretion
DOI: 10.17632/ph4mbrh26h.1
title: ME/CFS and PASC Patient-Derived Immunoglobulin Complexes Disrupt Mitochondrial Function and Alter Inflammatory Marker Secretion
DOI: 10.17632/k3jmd548nh
title: The habitat mapping of the Saladas of Alcañiz-Calanda (NE Spain, Central Ebro Basin) corresponding to the year 2006

description: We presented the information of mapping habitat generated in the 2006 fieldwork. The studied wetland is the Saladas of Alcañiz-Calanda, catalogued in the Natura 2000 European Network, under the European Directives Birds (2009/147/EC) and Habitats (92/43/EEC). The data presented here are a result of the research projects ISABEL, funded by MCIN/AEI/10.13039/501100011033 and by “ERDF A way of making Europe” and Instituto de Estudios Turolenses (IET) through the call for I+D+I Projects - EIT 2025.
The dataset included 1 compressed folder: “2006_Habitat_Saladas_Alcañiz-Calanda.zip”. The folder comprises one GIS file generated in ArcGIS v.10.8 (“2006_Habitats_Saladas_Alcañiz-Calanda”). The shape is based on the information generated in the 2006 fieldwork and on the CORINE legend of the List of Habitats of Aragon (LHA) (Benito Alonso, 2011). Also, we included the natural habitat types of community interest (HIC) listed in Annex I of the Habitats Directive (92/43/EEC). The explanation of the attribute table is included in the document ‘Explanation.docx’ with the translation of the habitats described in Spanish and English of LHA and HIC. This shape presents two legend layers according to the presence of LHA (“2006_Habitats_Saladas_Alcañiz-Calanda_LHA.lyr”) and HIC (“2006_Habitats_Saladas_Alcañiz-Calanda_HIC.lyr”) in the majority habitat of each polygon. The abovementioned geographic layers are map projected in the European Datum ETRS89/UTM zone 30N.
DOI: 10.17632/k3jmd548nh.1
title: The habitat mapping of the Saladas of Alcañiz-Calanda (NE Spain, Central Ebro Basin) corresponding to the year 2006

description: We presented the information of mapping habitat generated in the 2006 fieldwork. The studied wetland is the Saladas of Alcañiz-Calanda, catalogued in the Natura 2000 European Network, under the European Directives Birds (2009/147/EC) and Habitats (92/43/EEC). The data presented here are a result of the research projects ISABEL, funded by MCIN/AEI/10.13039/501100011033 and by “ERDF A way of making Europe” and Instituto de Estudios Turolenses (IET) through the call for I+D+I Projects - EIT 2025.
The dataset included 1 compressed folder: “2006_Habitat_Saladas_Alcañiz-Calanda.zip”. The folder comprises one GIS file generated in ArcGIS v.10.8 (“2006_Habitats_Saladas_Alcañiz-Calanda”). The shape is based on the information generated in the 2006 fieldwork and on the CORINE legend of the List of Habitats of Aragon (LHA) (Benito Alonso, 2011). Also, we included the natural habitat types of community interest (HIC) listed in Annex I of the Habitats Directive (92/43/EEC). The explanation of the attribute table is included in the document ‘Explanation.docx’ with the translation of the habitats described in Spanish and English of LHA and HIC. This shape presents two legend layers according to the presence of LHA (“2006_Habitats_Saladas_Alcañiz-Calanda_LHA.lyr”) and HIC (“2006_Habitats_Saladas_Alcañiz-Calanda_HIC.lyr”) in the majority habitat of each polygon. The abovementioned geographic layers are map projected in the European Datum ETRS89/UTM zone 30N.
DOI: 10.17632/tzb6fww7hy
title: Ghanaian ROV data

description: Data matrix for benthic records from Ghanaian offshore (2012)
DOI: 10.17632/tzb6fww7hy.1
title: Ghanaian ROV data

description: Data matrix for benthic records from Ghanaian offshore (2012)
DOI: 10.17632/zc28475tbh
title: Beyond Policy: How Employees Make Sense of SRHRM Through Meaningful Work and Pride

description: Drawing from sensemaking theory, this study investigates how socially responsible human resource management (SRHRM) influences employee proactive work behavior (EPWB) through underlying psychological processes and contextual factors. While prior research suggests SRHRM enhances positive employee outcomes, limited attention has been paid to the mechanisms through which employees interpret and internalize SRHRM practices, and how these interpretations drive proactive behaviors. Using a time-lagged survey of 756 employees in multinational companies in Southeast Vietnam, the study tests a serial mediation model where work meaningfulness and organizational pride sequentially transmit the effects of SRHRM to EPWB. Structural equation modeling results reveal that SRHRM does not directly predict EPWB but operates entirely through this psychological chain. Furthermore, multi-group analysis shows leadership gender moderates the indirect pathway: female leaders amplify the positive effects of SRHRM on employees’ sensemaking and subsequent behaviors, while male leaders weaken them. These findings contribute to HRM and organizational behavior literature by advancing sensemaking theory in explaining how socially responsible practices translate into discretionary employee actions and identifying leadership gender as a critical contextual variable. Practical implications suggest organizations should design SRHRM interventions that foster meaningful work experiences and strategically leverage leadership characteristics to enhance employee proactivity.
DOI: 10.17632/zc28475tbh.2
title: Beyond Policy: How Employees Make Sense of SRHRM Through Meaningful Work and Pride

description: Drawing from sensemaking theory, this study investigates how socially responsible human resource management (SRHRM) influences employee proactive work behavior (EPWB) through underlying psychological processes and contextual factors. While prior research suggests SRHRM enhances positive employee outcomes, limited attention has been paid to the mechanisms through which employees interpret and internalize SRHRM practices, and how these interpretations drive proactive behaviors. Using a time-lagged survey of 756 employees in multinational companies in Southeast Vietnam, the study tests a serial mediation model where work meaningfulness and organizational pride sequentially transmit the effects of SRHRM to EPWB. Structural equation modeling results reveal that SRHRM does not directly predict EPWB but operates entirely through this psychological chain. Furthermore, multi-group analysis shows leadership gender moderates the indirect pathway: female leaders amplify the positive effects of SRHRM on employees’ sensemaking and subsequent behaviors, while male leaders weaken them. These findings contribute to HRM and organizational behavior literature by advancing sensemaking theory in explaining how socially responsible practices translate into discretionary employee actions and identifying leadership gender as a critical contextual variable. Practical implications suggest organizations should design SRHRM interventions that foster meaningful work experiences and strategically leverage leadership characteristics to enhance employee proactivity.
DOI: 10.17632/s64hz9h5sc
title: LINF_250010000

description: Myosin VI-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/s64hz9h5sc.1
title: LINF_250010000

description: Myosin VI-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/fz3gfsyykg
title: Arun basement

description: SHRIMP U-Pb data, whole-rock data, and apatite trace element data from the Paleoproterozoic samples in eastern Nepal.
DOI: 10.15468/dl.8dbvje
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saccobolus obscurus"
 ]
}

 The dataset includes 77 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034724-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fz3gfsyykg.1
title: Arun basement

description: SHRIMP U-Pb data, whole-rock data, and apatite trace element data from the Paleoproterozoic samples in eastern Nepal.