cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30529745.v2
title: <b>MorphoNet 2.0: An innovative approach for qualitative assessment and segmentation curation of large-scale 3D time-lapse imaging datasets</b>

description: The MorphoNet_Data repository provides all datasets and resources associated with the <b>MorphoNet 2.0</b> publication. It serves as an open archive supporting the reproducibility and reuse of the study’s results.The repository includes:<b>VIDEOS</b> — Demonstration videos illustrating the use cases of each dataset.<b>DATASETS</b> — Original and curated imaging datasets used in MorphoNet 2.0.<b>MODELS</b> — Pre-trained Cellpose models specifically used for segmentation curation in each dataset.<b>BENCHMARKING_DATASETS </b>— Reference datasets employed for performance evaluation, as detailed in the benchmark documentation and supplementary materials.<b>STANDALONE</b> — stable version (2.2.6-df07ae9) of MorphoNet 2.0 for each operating system <br><br><br><b>Reference</b>: Gallean B., Laurent T., Biasuz K., Clément A., Faraj N., Lemaire P., Faure E. (2025). MorphoNet 2.0: An innovative approach for qualitative assessment and segmentation curation of large-scale 3D time-lapse imaging datasets. eLife, 14: RP106227. https://doi.org/10.7554/eLife.106227.2
DOI: 10.6084/m9.figshare.30529745.v1
title: <b>MorphoNet 2.0: An innovative approach for qualitative assessment and segmentation curation of large-scale 3D time-lapse imaging datasets</b>

description: The <b>MorphoNet_Data</b> repository provides all datasets and resources associated with the <i>MorphoNet 2.0</i> publication. It serves as an open archive supporting the reproducibility and reuse of the study’s results.<br>The repository includes:<b>DATASETS</b> — Original and curated imaging datasets used in <i>MorphoNet 2.0</i>.<b>BENCHMARKING_DATASETS</b> — Reference datasets employed for performance evaluation, as detailed in the benchmark documentation and supplementary materials.<b>MODELS</b> — Pre-trained <b>Cellpose</b> models specifically used for segmentation curation in each dataset.<b>MOVIES</b> — Demonstration videos illustrating the use cases of each dataset.<br><b>Reference:</b> Gallean B., Laurent T., Biasuz K., Clément A., Faraj N., Lemaire P., Faure E. (2025). <i>MorphoNet 2.0: An innovative approach for qualitative assessment and segmentation curation of large-scale 3D time-lapse imaging datasets.</i> <i>eLife</i>, 14: RP106227. https://doi.org/10.7554/eLife.106227.1<br><br>
DOI: 10.5281/zenodo.17598548
title: Empirical Assessment of the Perception of Software Product Line Engineering by an SME before Migrating its Code Base
DOI: 10.5281/zenodo.17598547
title: Empirical Assessment of the Perception of Software Product Line Engineering by an SME before Migrating its Code Base
DOI: 10.15468/dl.q3d7s6
title: Occurrence Download

description: A dataset containing 10 records in GBIF matching the query:
SELECT scientificName, eventDate
 FROM occurrence
 WHERE "year" &gt;= 2020
 LIMIT 10

 The dataset's 10 records were derived from 25737 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030521-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mstvma
title: Occurrence Download

description: A dataset containing 46978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Eleocharis quinqueflora"
 ]
}

 The dataset includes 46978 records from 535 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049265-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7ns9w
title: Occurrence Download

description: A dataset containing 21705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tecoma stans (L.) Juss. ex Kunth)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21705 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009509-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3pqrh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024623-250811113504898/datasets/export for details.
DOI: 10.15468/dl.ndnf6z
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024624-250811113504898/datasets/export for details.
DOI: 10.15468/dl.44ukye
title: Occurrence Download

description: A dataset containing 2845 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mus musculus musculus"
 ]
}

 The dataset includes 2845 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001152-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azcyc2
title: Occurrence Download

description: A dataset containing 1572 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aix-Marseille Université - MARS herbarium – Herbier Jacob de Cordemoy, La Réunion"
 ]
}

 The dataset includes 1572 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001150-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7b324g
title: Occurrence Download

description: A dataset containing 956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron nivale Hook.fil."
 ]
}

 The dataset includes 956 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001151-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7rqbs
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron martinianum Balf.fil. & Forrest"
 ]
}

 The dataset includes 94 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001153-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfxtee
title: Occurrence Download

description: A dataset containing 3005 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Giraffa camelopardalis camelopardalis"
 ]
}

 The dataset includes 3005 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015760-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm94xz
title: Occurrence Download

description: A dataset containing 3621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Hipposideros diadema (É.Geoffroy Saint-Hilaire, 1813)"
 ]
}

 The dataset includes 3621 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015761-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13834526
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17605/osf.io/3t7jz
title: The triangle of polarization, political trust and political communication: understanding its dynamics in contemporary democracies (TRI-POL)

description: This project is centred on the triangle of interactive relationships between citizens affective political and social polarization, citizens political distrust in the main institutions and actors of political representation, and the politics of party/elite competition, producing problematic dynamics and consequences for the quality, functioning, and even potential survival of liberal contemporary democracies. This study contains an innovative and comprehensive investigation of concepts such as political trust, affective polarization and the politics of party competition and the dynamics and interactions among them in Spain, Portugal, Italy and two Latin American countries (Chile and Argentina). For this goal we compiled new theoretical arguments building up from recent methodological innovations on this topic from leading research in the US, and putting together a team of country experts from different disciplines such as political science, public opinion, political psychology, survey methodology, political communication, data engineers and big data experts. An additional value of this project is the use of a multi-method approach that combines the design and implementation of an original online panel survey with three different waves, with innovative survey questions together with the application of embedded experiments. Furthermore, we want to match the preceding individual-level data with information collected with a passive tracking application (a passive meter), which captures real individual behaviors and exposure to information received via mass electronic and social media. Finally, we use techniques of computer-aided text analysis (CATA), to conduct analysis of the sources of information to which respondents have been exposed.
DOI: 10.15468/dl.hnzauy
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Plectrohyla matudai"
 ]
}

 The dataset includes 884 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003830-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fccmrj
title: Occurrence Download

description: A dataset containing 16183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.31.7_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 16183 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003831-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13834647
title: ITB Official News Dataset (Berita Resmi ITB)
DOI: 10.15468/dl.p7kk87
title: Occurrence Download

description: A dataset containing 1152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.23_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus banksiana",
 "Year 2010-2025"
 ]
}

 The dataset includes 1152 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003832-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13834680
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.p2sab6
title: Occurrence Download

description: A dataset containing 50221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.6.4_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 50221 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003829-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/jham-hw43
title: Iowa HCUP
DOI: 10.17605/osf.io/5j7hd
title: Multilevel Resilience Factors in Working Populations: A Systematic Review with a Focus on Healthcare Professionals

description: ResiMETA is an open-access database for trajectory-based resilience research summarising over 300 studies on mental health responses to stress and the 'predictive' value of psychosocial resilience factors.
DOI: 10.6084/m9.figshare.30688115
title: Hazardous Liquid Pipeline Incident Data (2010 to 2025)

description: This dataset includes hazardous liquid pipeline incident from PHMSA from 2010 to 2025 with a set of carefully selected features.
DOI: 10.6084/m9.figshare.30688115.v1
title: Hazardous Liquid Pipeline Incident Data (2010 to 2025)

description: This dataset includes hazardous liquid pipeline incident from PHMSA from 2010 to 2025 with a set of carefully selected features.
DOI: 10.15468/dl.s4aqwr
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Satellite-tracking of loggerhead sea turtles tracked from western Mediterranean"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003834-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17679615
title: Dataset on Teachers' Competency Assessment Against Qualification Requirements for Inclusive Gifted Education (n = 1849)

description: This dataset contains anonymized assessment results of teachers evaluated against newly developed qualification requirements for working with gifted students in inclusive educational settings. The qualification model is based on seven competency criteria (A–G), covering theoretical foundations, diagnostics, curriculum design, instructional practices, psychological–pedagogical support, educational environment management, and professional development.

The dataset includes test items aligned with these criteria and reflects teachers’ demonstrated levels of preparedness across all competency domains. The tool was validated through expert review and aligned with international standards such as CEC/NAGC and OECD teacher frameworks. The data can be used for research on teacher qualification systems, competency-based assessment, inclusive gifted education, and professional development in Kazakhstan.

The competency assessment was administered on a dedicated testing platform of the Margulan University: https://dev-diag.webtest.pspu.kz/

Keywords: teacher qualification requirements, competency assessment, inclusive gifted education, diagnostic tools, professional standards, Kazakhstan.
DOI: 10.5281/zenodo.17576989
title: Synthetic Carbon Capture Storage Measurement Reporting and Verification Dataset (SCCS-MRV)

description: This is the final and major release of the Synthetic CCS–MRV Dataset (SCCS-MRV) under version v1.5, incorporating all reviewer feedback received as part of the IEEE Data Descriptors submission. It ensures full alignment with MRV standards, schema interoperability (OFP & OSDU), FAIR data principles, and reproducibility requirements.

🚀 What's New in v1.5





📊 Full Dataset Documentation



Added schema.yaml (unified data dictionary: types, units, ranges, vocabularies)

Added machine-readable metadata file (ccs_dataset-metadata.yaml) per DataCite/Schema.org

Included integrity_report.txt with SHA256 checksums for all data files





🌐 Schema & Standards Alignment



Explicit mapping to Open Footprint (OFP v1.0.2) and OSDU (v3.0.1) standards

Crosswalk CSV (schema_crosswalk.csv) added for field-to-schema mapping

Controlled vocabularies for categorical fields (e.g., reservoir_type, capture_tech) documented





📦 Expanded Repository Contents



Added example_payload.json to demonstrate OFP–OSDU interoperability

Added repo_structure.png and workflow_diagram.png for visual explanation

Added CITATION.cff file with author ORCIDs





📈 Validation & QA Enhancements



Described automated quality checks, including outlier detection (1.2% flagged), tolerance limits

Included Table 2 in manuscript summarizing validation metrics

New section and diagrams in paper describing leak/recycling logic





🧪 Reproducibility & Code



Included Dockerfile for containerized dataset regeneration

Jupyter notebook now includes regeneration, validation, and export examples

requirements.txt added for Python environment setup





🧾 Licensing & Disclaimers



Licensed under CC-BY 4.0

Explicit statement included: dataset is synthetic, for research only, and contains no confidential data




📚 References & Metadata

Published in coordination with:



IEEE Data Descriptor submission

Zenodo DOI Record


Cite as: Muktevi, S., Nagpal, Y., Thotakura, R. L., Muktevi, J. (2025). SCCS–MRV Synthetic Dataset v1.5. Zenodo. https://doi.org/10.5281/zenodo.17330775 - 

https://zenodo.org/records/17330775

 

📂 Files in v1.5 Release

| File | Purpose | |-------------------------------|----------------------------------------| | ccs_full_dataset_v1.0.csv | Facility-level summaries | | ccs_injection_daily_v1.0.csv| Daily injection & leakage tracking | | ccs_injection_monthly_v1.0.csv| Monthly aggregation for MRV logic | | schema/schema.yaml | Unified schema/data dictionary | | schema_crosswalk.csv | Field mapping to OFP/OSDU standards | | docs/example_payload.json | Interoperability demo (OFP + OSDU) | | Dockerfile | Reproducibility setup | | requirements.txt | Python dependencies | | SCCS_MRV_dataset_whitepaper.pdf | Full data paper with figures |
DOI: 10.5281/zenodo.17679614
title: Dataset on Teachers' Competency Assessment Against Qualification Requirements for Inclusive Gifted Education (n = 1849)

description: This dataset contains anonymized assessment results of teachers evaluated against newly developed qualification requirements for working with gifted students in inclusive educational settings. The qualification model is based on seven competency criteria (A–G), covering theoretical foundations, diagnostics, curriculum design, instructional practices, psychological–pedagogical support, educational environment management, and professional development.

The dataset includes test items aligned with these criteria and reflects teachers’ demonstrated levels of preparedness across all competency domains. The tool was validated through expert review and aligned with international standards such as CEC/NAGC and OECD teacher frameworks. The data can be used for research on teacher qualification systems, competency-based assessment, inclusive gifted education, and professional development in Kazakhstan.

The competency assessment was administered on a dedicated testing platform of the Margulan University: https://dev-diag.webtest.pspu.kz/

Keywords: teacher qualification requirements, competency assessment, inclusive gifted education, diagnostic tools, professional standards, Kazakhstan.
DOI: 10.5281/zenodo.16990961
title: Synthetic Carbon Capture Storage Measurement Reporting and Verification Dataset (SCCS-MRV)

description: This is the final and major release of the Synthetic CCS–MRV Dataset (SCCS-MRV) under version v1.5, incorporating all reviewer feedback received as part of the IEEE Data Descriptors submission. It ensures full alignment with MRV standards, schema interoperability (OFP & OSDU), FAIR data principles, and reproducibility requirements.

🚀 What's New in v1.5





📊 Full Dataset Documentation



Added schema.yaml (unified data dictionary: types, units, ranges, vocabularies)

Added machine-readable metadata file (ccs_dataset-metadata.yaml) per DataCite/Schema.org

Included integrity_report.txt with SHA256 checksums for all data files





🌐 Schema & Standards Alignment



Explicit mapping to Open Footprint (OFP v1.0.2) and OSDU (v3.0.1) standards

Crosswalk CSV (schema_crosswalk.csv) added for field-to-schema mapping

Controlled vocabularies for categorical fields (e.g., reservoir_type, capture_tech) documented





📦 Expanded Repository Contents



Added example_payload.json to demonstrate OFP–OSDU interoperability

Added repo_structure.png and workflow_diagram.png for visual explanation

Added CITATION.cff file with author ORCIDs





📈 Validation & QA Enhancements



Described automated quality checks, including outlier detection (1.2% flagged), tolerance limits

Included Table 2 in manuscript summarizing validation metrics

New section and diagrams in paper describing leak/recycling logic





🧪 Reproducibility & Code



Included Dockerfile for containerized dataset regeneration

Jupyter notebook now includes regeneration, validation, and export examples

requirements.txt added for Python environment setup





🧾 Licensing & Disclaimers



Licensed under CC-BY 4.0

Explicit statement included: dataset is synthetic, for research only, and contains no confidential data




📚 References & Metadata

Published in coordination with:



IEEE Data Descriptor submission

Zenodo DOI Record


Cite as: Muktevi, S., Nagpal, Y., Thotakura, R. L., Muktevi, J. (2025). SCCS–MRV Synthetic Dataset v1.5. Zenodo. https://doi.org/10.5281/zenodo.17330775 - 

https://zenodo.org/records/17330775

 

📂 Files in v1.5 Release

| File | Purpose | |-------------------------------|----------------------------------------| | ccs_full_dataset_v1.0.csv | Facility-level summaries | | ccs_injection_daily_v1.0.csv| Daily injection & leakage tracking | | ccs_injection_monthly_v1.0.csv| Monthly aggregation for MRV logic | | schema/schema.yaml | Unified schema/data dictionary | | schema_crosswalk.csv | Field mapping to OFP/OSDU standards | | docs/example_payload.json | Interoperability demo (OFP + OSDU) | | Dockerfile | Reproducibility setup | | requirements.txt | Python dependencies | | SCCS_MRV_dataset_whitepaper.pdf | Full data paper with figures |
DOI: 10.34740/kaggle/dsv/13834815
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.3vctna
title: Occurrence Download

description: A dataset containing 22712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nepenthes"
 ]
}

 The dataset includes 22712 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003838-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17685839
title: The Law of Existence
DOI: 10.15468/dl.wgjgkc
title: Occurrence Download

description: A dataset containing 758944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 7ce8aef0-9e92-11dc-8738-b8a03c50a862",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 758944 records from 22261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003837-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zrsc3
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eleocharis ovata",
 "Year 1950-2020"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003904-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.