cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6xhx9nk48r
title: Internal Dynamic Market

description: Times Series Data for GDP, Governance Indicators, Exports, Tax Revenue
DOI: 10.15468/dl.stqzg4
title: Occurrence Download

description: A dataset containing 1846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erebia rondoui)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1846 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057719-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17285761
title: Datasets used in the study "Pacific Decadal Variability now drives drought expansion by reshaping the subtropical trough"

description: These data are used in the study "Pacific Decadal Variability now drives drought expansion by reshaping the subtropical trough", and include both observed PDO values and CESM model simulations.
DOI: 10.5281/zenodo.17285762
title: Datasets used in the study "Pacific Decadal Variability now drives drought expansion by reshaping the subtropical trough"

description: These data are used in the study "Pacific Decadal Variability now drives drought expansion by reshaping the subtropical trough", and include both observed PDO values and CESM model simulations.
DOI: 10.17632/6xhx9nk48r.1
title: Internal Dynamic Market

description: Times Series Data for GDP, Governance Indicators, Exports, Tax Revenue
DOI: 10.17632/bwrhzbk326
title: BanglaSuicidalTextCorpus: A Corpus for Multi-Class Suicidal Risk Classification in Bengali Texts

description: A dataset of 5,100 labeled texts with n-gram embeddings gathered from Facebook, online blogs, YouTube comments etc. The data was categorized into three classes: no risk, low risk and high risk based on the suicidal sentiments on the text. Annotated by expert reviewers and cross-checked by three more, the dataset is valuable for analyzing suicidal sentiments, and developing advanced natural language processing applications in the domain of sentiment analysis, making it suitable for academic research and practical use in psychological medication.
DOI: 10.17632/bwrhzbk326.2
title: BanglaSuicidalTextCorpus: A Corpus for Multi-Class Suicidal Risk Classification in Bengali Texts

description: A dataset of 5,100 labeled texts with n-gram embeddings gathered from Facebook, online blogs, YouTube comments etc. The data was categorized into three classes: no risk, low risk and high risk based on the suicidal sentiments on the text. Annotated by expert reviewers and cross-checked by three more, the dataset is valuable for analyzing suicidal sentiments, and developing advanced natural language processing applications in the domain of sentiment analysis, making it suitable for academic research and practical use in psychological medication.
DOI: 10.17632/hwhcdr945d.1
title: Data for: Effects of particle size on Mn(II)-induced transformation of layered manganese oxides

description: Raw data for figures of SR-XRD patterns and Raman spetra in the manuscript by Wen et al. to be published as "Effects of particle size on Mn(II)-induced transformation of layered manganese oxides".
DOI: 10.17632/fynzgrghc9
title: Characterizing Hg and metal concentrations in soil and sediment within gold mined areas of Guyana

description: Mercury (Hg) and metals (As, Cd, Co, Cu, Mn, Ni, Pb, and Zn) concentrations in soils and sediments collected from two gold mines in Guyana (Frenchman and Mahdia, Potaro Mining District) to better understand the degree of contamination locally. Data related to soil and sediment physicochemical properties (pH, OM, texture) are included.
DOI: 10.17632/fynzgrghc9.1
title: Characterizing Hg and metal concentrations in soil and sediment within gold mined areas of Guyana

description: Mercury (Hg) and metals (As, Cd, Co, Cu, Mn, Ni, Pb, and Zn) concentrations in soils and sediments collected from two gold mines in Guyana (Frenchman and Mahdia, Potaro Mining District) to better understand the degree of contamination locally. Data related to soil and sediment physicochemical properties (pH, OM, texture) are included.
DOI: 10.15468/dl.4njmhs
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaeranthus senegalensis",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057722-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/kwzh-2ga8
title: Measurement of Inorganics in precipitation at Birkenes

description: Measurement of Inorganics in precipitation at Birkenes
DOI: 10.17632/sd8hzpg69b
title: SAR-MLD1-2025: A High Quality Mango Leaf Dataset for Disease Classification (part1)

description: Dataset Overview:
This dataset contains images of mango leaves collected from various mango orchards to aid in deep learning-based disease detection. The images have been categorized into healthy and diseased classes. The dataset aims to support research on plant disease detection, particularly for mango orchards.

This dataset is divided into two parts due to file size constraints. This dataset is Part-1 of the full dataset and contains additional images of mango leaves affected by various diseases.

🔗 Related Datasets:
👉 Part-2 Dataset doi: 10.17632/j3bn63t4sp.4

Reference: Awoal, Robiul; Islam, Zubair; Sarower, Afjal (2025), “SAR-MLD1-2025: A High Quality Mango Leaf Dataset for Disease Classification (part2)”, Mendeley Data, V3, doi: 10.17632/j3bn63t4sp.4

Please ensure that both Part-1 & Part-2 are downloaded for full dataset access.
DOI: 10.17632/sd8hzpg69b.4
title: SAR-MLD1-2025: A High Quality Mango Leaf Dataset for Disease Classification (part1)

description: Dataset Overview:
This dataset contains images of mango leaves collected from various mango orchards to aid in deep learning-based disease detection. The images have been categorized into healthy and diseased classes. The dataset aims to support research on plant disease detection, particularly for mango orchards.

This dataset is divided into two parts due to file size constraints. This dataset is Part-1 of the full dataset and contains additional images of mango leaves affected by various diseases.

🔗 Related Datasets:
👉 Part-2 Dataset doi: 10.17632/j3bn63t4sp.4

Reference: Awoal, Robiul; Islam, Zubair; Sarower, Afjal (2025), “SAR-MLD1-2025: A High Quality Mango Leaf Dataset for Disease Classification (part2)”, Mendeley Data, V3, doi: 10.17632/j3bn63t4sp.4

Please ensure that both Part-1 & Part-2 are downloaded for full dataset access.
DOI: 10.15468/dl.cgr86h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Casuariiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 60,120 60,120 90,90 90,90 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057723-250920141307145/datasets/export for details.
DOI: 10.17632/vyf5x4ygrv
title: Phenotypic Data for the CC Heart Failure Study

description: Data from 444 mice of the Collaborative Cross and parental lines. 6 mice per strain for CC lines, 8 mice per strain for parentals, evenly split male/female. 4 mice per strain were treated with the beta adrenergic agonist isoproterenol at 30 mg/kg BW / day for 21 days to induce cardiac hypertrophy or heart failure using an implantable minipump. Remaining mice per strain received saline in their minipumps. Mice were euthanized at 21 days. Phenotypes include organ weights and echocardiographic measurements along with fibrosis and cardiomyocyte cell cross-sectional area
DOI: 10.17632/vyf5x4ygrv.1
title: Phenotypic Data for the CC Heart Failure Study

description: Data from 444 mice of the Collaborative Cross and parental lines. 6 mice per strain for CC lines, 8 mice per strain for parentals, evenly split male/female. 4 mice per strain were treated with the beta adrenergic agonist isoproterenol at 30 mg/kg BW / day for 21 days to induce cardiac hypertrophy or heart failure using an implantable minipump. Remaining mice per strain received saline in their minipumps. Mice were euthanized at 21 days. Phenotypes include organ weights and echocardiographic measurements along with fibrosis and cardiomyocyte cell cross-sectional area
DOI: 10.15468/dl.7hr6ex
title: Occurrence Download

description: A dataset containing 695 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquila fasciata fasciata"
 ]
}

 The dataset includes 695 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057725-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2m3hgd2rdw
title: JAAD ctDNA Lead Time in Merkel cell carcinoma Supplemental Material

description: Supplemental methods for ctDNA lead time for Merkel cell carcinoma published in JAAD
DOI: 10.15468/dl.kbn5vn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Casuariiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 60,90 60,90 90,60 90,60 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057724-250920141307145/datasets/export for details.
DOI: 10.17632/2m3hgd2rdw.1
title: JAAD ctDNA Lead Time in Merkel cell carcinoma Supplemental Material

description: Supplemental methods for ctDNA lead time for Merkel cell carcinoma published in JAAD
DOI: 10.15468/dl.t49za4
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ilex linii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057726-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57y2rj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Esox masquinongy X Esox lucius"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057727-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gk6dymgy3j
title: The Efficacy of Oral Finasteride and Dutasteride in the Treatment of Female Pattern Hair Loss and Frontal Fibrosing Alopecia in Women: A Scoping Review Supplementary Tables 1-3 and Supplementary References

description: The Efficacy of Oral Finasterife and Dutasteride in the Treatment of Female Pattern Hair Loss and Frontal Fibrosing Alopecia in Women: A Scoping Review Supplementary Tables I, II, III and Supplementary References
DOI: 10.17632/gk6dymgy3j.1
title: The Efficacy of Oral Finasteride and Dutasteride in the Treatment of Female Pattern Hair Loss and Frontal Fibrosing Alopecia in Women: A Scoping Review Supplementary Tables 1-3 and Supplementary References

description: The Efficacy of Oral Finasterife and Dutasteride in the Treatment of Female Pattern Hair Loss and Frontal Fibrosing Alopecia in Women: A Scoping Review Supplementary Tables I, II, III and Supplementary References
DOI: 10.17632/8m2ytxd4dg
title: WMC-Leafset

description: Wax gourd (Benincasa hispida (Thunb.) Cogn.), and Mangalore cucumber (Cucumis melo L subsp. agrestis var. conomon) belongs to the Cucurbitaceae family, are widely cultivated across the country due to their high nutritional value, rich mineral content, and short growing cycles making these crops a preferred choice among farmers. This dataset focuses on capturing disease symptoms of cucurbits family species in real-time field conditions with complex background. The dataset consists of image samples containing multiple leaves affected by leaf miner ,pest infestations caused by defoliators captured in varying backgrounds and across stages along with healthy leaves. These serve as a valuable source that can be utilized to develop machine learning solutions to optimize feature extraction and perform object detection and pattern recognition methods in examining early plant disease detection, which is crucial for effective control and timely interventions. The dataset also enables researchers to conduct image pre-processing to improve image quality and leaf segmentation can be performed to remove background noise such as soil, polythene cover, weeds and other objects resembling the foreground. Researchers studying Wax gourd and Mangalore cucumber in different geographical regions or under diverse farming systems can use this dataset for direct comparisons with their own collected data.
DOI: 10.17632/8m2ytxd4dg.4
title: WMC-Leafset

description: Wax gourd (Benincasa hispida (Thunb.) Cogn.), and Mangalore cucumber (Cucumis melo L subsp. agrestis var. conomon) belongs to the Cucurbitaceae family, are widely cultivated across the country due to their high nutritional value, rich mineral content, and short growing cycles making these crops a preferred choice among farmers. This dataset focuses on capturing disease symptoms of cucurbits family species in real-time field conditions with complex background. The dataset consists of image samples containing multiple leaves affected by leaf miner ,pest infestations caused by defoliators captured in varying backgrounds and across stages along with healthy leaves. These serve as a valuable source that can be utilized to develop machine learning solutions to optimize feature extraction and perform object detection and pattern recognition methods in examining early plant disease detection, which is crucial for effective control and timely interventions. The dataset also enables researchers to conduct image pre-processing to improve image quality and leaf segmentation can be performed to remove background noise such as soil, polythene cover, weeds and other objects resembling the foreground. Researchers studying Wax gourd and Mangalore cucumber in different geographical regions or under diverse farming systems can use this dataset for direct comparisons with their own collected data.
DOI: 10.17632/sc8dysgy7t
title: Digital technologies and firm productivity in Africa

description: we draw on the World Bank Enterprise Surveys between 2006 and 2024, covering 37,433 firms across 40 African countries, and estimate firm-level total factor productivity using a control function approach that addresses endogeneity.
DOI: 10.17632/sc8dysgy7t.1
title: Digital technologies and firm productivity in Africa

description: we draw on the World Bank Enterprise Surveys between 2006 and 2024, covering 37,433 firms across 40 African countries, and estimate firm-level total factor productivity using a control function approach that addresses endogeneity.
DOI: 10.15468/dl.humcqt
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Budorcas taxicolor bedfordi"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057729-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z77vt79d96
title: Anonymized Dataset for Predicting Financial Reporting Timeliness in a Family Firm

description: This dataset contains 18 monthly observations of anonymized, engineered variables used to model financial reporting timeliness in a family-owned firm. The study is titled : Predicting Financial Reporting Timeliness with ERP Data: A Machine Learning Case Study of the Governance Bottleneck in a Family-Owned Firm, using Python algorithms.
DOI: 10.17632/z77vt79d96.1
title: Anonymized Dataset for Predicting Financial Reporting Timeliness in a Family Firm

description: This dataset contains 18 monthly observations of anonymized, engineered variables used to model financial reporting timeliness in a family-owned firm. The study is titled : Predicting Financial Reporting Timeliness with ERP Data: A Machine Learning Case Study of the Governance Bottleneck in a Family-Owned Firm, using Python algorithms.
DOI: 10.17632/s7rjw8nnvm.1
title: A requirement driven process mining
DOI: 10.17632/szkhrh8dc8
title: FootpathVision

description: The FootpathVision dataset is specifically designed for detecting sidewalk encroachment in dense urban environments using deep learning models. The dataset comprises 1,238 images collected from Dhaka, Bangladesh, consisting of manually captured images using mobile phone cameras and different image frames extracted from Creative Commons-licensed YouTube videos of Dhaka city. Images are divided into two classes: encroached footpaths and clear footpaths. Encroachments in the dataset include illegal stalls (vendor structures, pushcarts, makeshift shops, furniture) and illegal parking. The dataset is organized into folders based on encroachment status (encroached/non-encroached), with separate subfolders distinguishing between our manually captured images and YouTube-sourced frames. 

Please cite our research paper that benchmarks this dataset using several deep learning models.
DOI: 10.17632/szkhrh8dc8.1
title: FootpathVision

description: The FootpathVision dataset is specifically designed for detecting sidewalk encroachment in dense urban environments using deep learning models. The dataset comprises 1,238 images collected from Dhaka, Bangladesh, consisting of manually captured images using mobile phone cameras and different image frames extracted from Creative Commons-licensed YouTube videos of Dhaka city. Images are divided into two classes: encroached footpaths and clear footpaths. Encroachments in the dataset include illegal stalls (vendor structures, pushcarts, makeshift shops, furniture) and illegal parking. The dataset is organized into folders based on encroachment status (encroached/non-encroached), with separate subfolders distinguishing between our manually captured images and YouTube-sourced frames. 

Please cite our research paper that benchmarks this dataset using several deep learning models.
DOI: 10.15468/dl.y42nxd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Casuariiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 60,60 60,60 90,30 90,30 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057731-250920141307145/datasets/export for details.
DOI: 10.15468/dl.js4vyj
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erebia sthennyo)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 183 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057734-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p65nxk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum campylodes",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057735-250920141307145/datasets/export for details.
DOI: 10.15468/dl.63kgqj
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Medicago citrina)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 230 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057733-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9j3h5nfjnm
title: Interviews Thematic Analysis of Wadi Hanifah's First Socio-cultural Evaluation

description: This dataset provides the first socio-cultural evaluation of the Wadi Hanifah Rehabilitation Project (Riyadh, Saudi Arabia) through a thematic analysis of semi-structured interviews. The research hypothesis is that ecological rehabilitation not only restores environmental functions but also reshapes cultural ecosystem services (CES) and local sense of place.

The dataset includes coded interview quotations organized into thematic categories such as physical environment, accessibility, activities, heritage and identity, distinctiveness, and safety. Each entry is tagged with temporal placement (before rehabilitation, after rehabilitation, or mixed) to enable comparative analysis across time.

Findings reveal a strong shift in public perception: Wadi Hanifah was previously described as abandoned, unsafe, and environmentally degraded, whereas after rehabilitation it is seen as clean, accessible, and socially inclusive. Participants highlighted enhanced architectural continuity, recreational opportunities, and heritage value, while also noting tensions between modernization and historical authenticity.

The dataset can be used to examine how rehabilitation projects affect socio-cultural performance, sense of place, and CES, and may serve as a reference for comparative urban landscape studies.
DOI: 10.15468/dl.wftkqv
title: Occurrence Download

description: A dataset containing 43833 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Semotilus atromaculatus"
 ]
}

 The dataset includes 43833 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057730-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.