cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3e8k8t
title: Occurrence Download

description: A dataset containing 3595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arnoseris minima (L.) Schweigg. & Körte"
 ]
}

 The dataset includes 3595 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010165-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fem5hb
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gilbertiodendron robynsianum Aubrév. & Pellegr."
 ]
}

 The dataset includes 53 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018339-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqkphh
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cavia porcellus (Linnaeus, 1758)"
 ]
}

 The dataset includes 785 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007238-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2huqdh
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Trifolium repens L."
 ]
}

 The dataset includes 428 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019486-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu9zw8
title: Occurrence Download

description: A dataset containing 2495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is Italy",
 "OccurrenceStatus is Present",
 "TaxonKey is Platalea leucorodia Linnaeus, 1758"
 ]
}

 The dataset includes 2495 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037614-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prfdna
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Planktic foraminifera counts of sediment core V20-242"
 ]
}

 The dataset includes 510 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007238-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jffk2p
title: Occurrence Download

description: A dataset containing 1746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-128.95127 7.55343,-80.1589 7.55343,-80.1589 32.73977,-128.95127 32.73977,-128.95127 7.55343))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cupressus guadalupensis S.Watson",
 "Year 2000-2023"
 ]
}

 The dataset includes 1746 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037642-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.osu6sd
title: Occurrence Download

description: A dataset listing the 1224 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((30 -1.5, 30.5 -1.5, 30.5 -2, 30 -2, 30 -1.5))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1224 records were derived from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004407-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iojee2
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Jeff Ogden Collection"
 ]
}

 The dataset includes 54 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007238-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uh8msj
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Portugal",
 "GadmGid is PRT.10.10_1"
 ]
}

 The dataset includes 565 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010166-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvhnsh
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trema parviflorum (Miq.) Byng & Christenh."
 ]
}

 The dataset includes 51 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037623-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oijwau
title: Occurrence Download

description: A dataset containing 701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.36 21.07,-99.36 21.23,-99.08 21.23,-99.08 21.07,-99.36 21.07))",
 "HasGeospatialIssue is false",
 "DatasetKey is Inventario de los ropaloceros (Lepidoptera) de la Sierra Gorda, estado de Querétaro, México"
 ]
}

 The dataset includes 701 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007239-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4va3t
title: Occurrence Download

description: A dataset containing 1043 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Badiera DC."
 ]
}

 The dataset includes 1043 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006111-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmvbyk
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)",
 "CoordinateUncertaintyInMeters 0.0-76000.0",
 "Country is Australia",
 "Geometry POLYGON((119.53259 -24.1208,138.91997 -24.1208,138.91997 -9.15493,119.53259 -9.15493,119.53259 -24.1208))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Adansonia gregorii F.Muell."
 ]
}

 The dataset includes 329 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037641-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hzlds
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bulbophyllum spathulatum (Rolfe ex E.W.Cooper) Seidenf."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007239-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjncn4
title: Occurrence Download

description: A dataset containing 302544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-119.8536 37.02002,-119.02563 37.02002,-119.02563 37.53177,-119.8536 37.53177,-119.8536 37.02002))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 302544 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0414378-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.em4h6c
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calappa gallus (Herbst, 1803)"
 ]
}

 The dataset includes 438 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053687-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m54vk8d2v9.1
title: Novel anthraquinones derived from soil actinomycetes combat multidrug-resistant Staphylococcus aureus

description: The global spread of multidrug-resistant Staphylococcus aureus (MRSA) poses serious threats to public health and food safety. In this study, the antibacterial potential of the novel anthraquinone compound 13394-2, derived from soil actinomycetes, was systematically evaluated. In vitro, 13394-2 exhibited potent activity (MIC as low as 0.25 μg/mL), rapid bactericidal effects, biofilm clearance, and concentration-dependent killing. Mechanistic studies revealed that membrane disruption, ROS accumulation, and ATP depletion are key bactericidal pathways leading to metabolic collapse. Transcriptomic and computational analyses revealed significant interference with protein, energy, and fatty acid metabolism, with FabF identified as a potential target. Toxicity assessments confirmed low cytotoxicity and good in vivo safety. In mouse infection models, 13394-2 improved survival, reduced bacterial burden and tissue damage, and promoted wound healing. It also effectively eliminated drug-resistant S. aureus in simulated food and surface contamination models. These findings support the potential of anthraquinones as promising antimicrobial candidates against drug-resistant infections and environmental contamination.
DOI: 10.17632/r26mg4rbx2
title: Raw Data

description: Raw data of Causal inference on the impact of lipid metabolism on Helicobacter abundance in stool
DOI: 10.17632/r26mg4rbx2.1
title: Raw Data

description: Raw data of Causal inference on the impact of lipid metabolism on Helicobacter abundance in stool
DOI: 10.17632/8m2ytxd4dg.3
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. Leaf miner infestations caused by Liriomyza trifoli, and defoliator damage from cucumber beetles (e.g., red pumpkin beetle) and caterpillars such as Spodoptera species.
DOI: 10.48324/dandi.001552/0.250903.1802
title: Floeder et al (2025) Mesolimbic dopamine ramps reflect environmental timescales

description: This dataset includes dLight fiber photometry and behavioral data from Floeder et al., 2025: "Mesolimbic dopamine ramps reflect environmental timescales."
DOI: 10.17632/ct3ps2pjhz
title: Dataset Student and Course Performance for Heterogeneous Institutional Monitoring

description: This dataset supports the study “Adaptive Ontology-Enabled Data Retrieval Model for Learning Analytics Integration Across Heterogeneous Educational Platforms.” It addresses the challenge of integrating heterogeneous educational data sources—including Learning Management Systems (LMS), Student Information Systems (SIS), and MOOC platforms—into a unified repository for learning analytics. The research hypothesizes that an ontology-driven, graph-based model can more effectively integrate diverse data and enable accurate, flexible retrieval compared to traditional relational database approaches.

The dataset is organized into eight sheets:
Coursegroup – enrolment records linking students, lecturers, faculties, and programmes.
Prerequisite – course metadata, credit hours, and prerequisite structures.
Courseperformance – grade distributions across cohorts, lecturers, and groups.
Studentperformance – detailed individual assessment scores, totals, and grades.
Attendance – monthly student attendance by course and semester.
Classactivity – engagement indicators measured through discussion posts.
MOOCstudentprofile – learner enrolment, completion dates, time spent, progress, and certification.
MOOCstudentperformance – quiz, test, and exercise results across MOOC modules.

These sheets capture performance and engagement across conventional courses, classroom activities, and MOOC environments.

Notable Findings
- The ontology-based retrieval model successfully harmonized heterogeneous data without schema conflicts.
- Confusion matrix evaluation achieved &gt;99% accuracy, &gt;98% precision, 100% recall, and &gt;99% F1-scores.
- No false negatives and only a small number of false positives were recorded.

The dataset supports diverse analytics tasks such as tracking outcomes, correlating attendance with performance, identifying at-risk students, and comparing MOOC and traditional learning.

How the Data Can Be Interpreted
Records represent validated student/course performance data, interpretable at three levels:
- Course: outcomes, grade distributions, prerequisites.
- Student: assessments, attendance, engagement.
- MOOC: persistence, time investment, quiz/test outcomes.
Ontology cross-linking enables flexible queries, e.g., “Which students with poor attendance underperformed?” or “How does MOOC completion relate to course grades?”

This dataset highlights the value of ontology-based integration for scalable, accurate, and flexible learning analytics across heterogeneous educational platforms.
DOI: 10.17632/ct3ps2pjhz.1
title: Dataset Student and Course Performance for Heterogeneous Institutional Monitoring

description: This dataset supports the study “Adaptive Ontology-Enabled Data Retrieval Model for Learning Analytics Integration Across Heterogeneous Educational Platforms.” It addresses the challenge of integrating heterogeneous educational data sources—including Learning Management Systems (LMS), Student Information Systems (SIS), and MOOC platforms—into a unified repository for learning analytics. The research hypothesizes that an ontology-driven, graph-based model can more effectively integrate diverse data and enable accurate, flexible retrieval compared to traditional relational database approaches.

The dataset is organized into eight sheets:
Coursegroup – enrolment records linking students, lecturers, faculties, and programmes.
Prerequisite – course metadata, credit hours, and prerequisite structures.
Courseperformance – grade distributions across cohorts, lecturers, and groups.
Studentperformance – detailed individual assessment scores, totals, and grades.
Attendance – monthly student attendance by course and semester.
Classactivity – engagement indicators measured through discussion posts.
MOOCstudentprofile – learner enrolment, completion dates, time spent, progress, and certification.
MOOCstudentperformance – quiz, test, and exercise results across MOOC modules.

These sheets capture performance and engagement across conventional courses, classroom activities, and MOOC environments.

Notable Findings
- The ontology-based retrieval model successfully harmonized heterogeneous data without schema conflicts.
- Confusion matrix evaluation achieved &gt;99% accuracy, &gt;98% precision, 100% recall, and &gt;99% F1-scores.
- No false negatives and only a small number of false positives were recorded.

The dataset supports diverse analytics tasks such as tracking outcomes, correlating attendance with performance, identifying at-risk students, and comparing MOOC and traditional learning.

How the Data Can Be Interpreted
Records represent validated student/course performance data, interpretable at three levels:
- Course: outcomes, grade distributions, prerequisites.
- Student: assessments, attendance, engagement.
- MOOC: persistence, time investment, quiz/test outcomes.
Ontology cross-linking enables flexible queries, e.g., “Which students with poor attendance underperformed?” or “How does MOOC completion relate to course grades?”

This dataset highlights the value of ontology-based integration for scalable, accurate, and flexible learning analytics across heterogeneous educational platforms.
DOI: 10.17632/k75c7pmy6m
title: Soil carbon and properties

description: Characteristics and physicochemical properties of soil organic carbon
DOI: 10.17632/k75c7pmy6m.1
title: Soil carbon and properties

description: Characteristics and physicochemical properties of soil organic carbon
DOI: 10.15468/dl.teb9wk
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Strabomantis biporcatus"
 ]
}

 The dataset includes 495 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023190-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ggkb77xxvc
title: raw data

description: rawdata of Characterization of the pathogenicity of a Bacillus cereus isolated from freshwater and seawater in South China Sea
DOI: 10.17632/ggkb77xxvc.1
title: raw data

description: rawdata of Characterization of the pathogenicity of a Bacillus cereus isolated from freshwater and seawater in South China Sea
DOI: 10.5281/zenodo.15860312
title: Artifacts of the Study on Communication Practices in AI-Based Software Engineering Projects

description: This repository contains the research artifacts related to the study "An Exploratory Study on Communication Practices in AI-Based Software Engineering Projects", submitted to SBES 2025. The repository includes the interview scripts, anonymized interview transcripts, and coding structures generated through the Socio-Technical Grounded Theory (STGT) methodology, organized by analysis cycle.
DOI: 10.5281/zenodo.15860313
title: Artifacts of the Study on Communication Practices in AI-Based Software Engineering Projects

description: This repository contains the research artifacts related to the study "An Exploratory Study on Communication Practices in AI-Based Software Engineering Projects", submitted to SBES 2025. The repository includes the interview scripts, anonymized interview transcripts, and coding structures generated through the Socio-Technical Grounded Theory (STGT) methodology, organized by analysis cycle.
DOI: 10.17632/6cmwspbhdz
title: Cantaloupe flower datasets

description: This dataset includes 660 high-resolution images of Cantaloupe flowers and leaves, systematically categorized into test (32 images), train (628 images) and valid (62 images). Developed to support research in Probabilistic 3D Pose Estimation of Floral Organs, this dataset is suitable for applications in machine learning and computer vision.

The dataset is organized into a main folder, Cantaloupe flower datasets, with three subfolders.
DOI: 10.17632/6cmwspbhdz.1
title: Cantaloupe flower datasets

description: This dataset includes 660 high-resolution images of Cantaloupe flowers and leaves, systematically categorized into test (32 images), train (628 images) and valid (62 images). Developed to support research in Probabilistic 3D Pose Estimation of Floral Organs, this dataset is suitable for applications in machine learning and computer vision.

The dataset is organized into a main folder, Cantaloupe flower datasets, with three subfolders.
DOI: 10.17632/j9ky68gnd3.2
title: Real EV dataset

description: This dataset contains data obtained from batteries of commercial electric buses
DOI: 10.17632/j9ky68gnd3.3
title: Real EV dataset

description: This dataset contains data obtained from batteries of commercial electric buses