cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id375927.1
title: StrainInfo SI-ID 375927.1

description: StrainInfo dataset 375927 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id375928.1
title: StrainInfo SI-ID 375928.1

description: StrainInfo dataset 375928 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id375929.1
title: StrainInfo SI-ID 375929.1

description: StrainInfo dataset 375929 about a strain of Ralstonia solanacearum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376298.1
title: StrainInfo SI-ID 376298.1

description: StrainInfo dataset 376298 about a strain of Achromobacter aegrifaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376301.1
title: StrainInfo SI-ID 376301.1

description: StrainInfo dataset 376301 about a strain of Achromobacter aegrifaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376312.1
title: StrainInfo SI-ID 376312.1

description: StrainInfo dataset 376312 about a strain of Achromobacter aegrifaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376994.1
title: StrainInfo SI-ID 376994.1

description: StrainInfo dataset 376994 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376997.1
title: StrainInfo SI-ID 376997.1

description: StrainInfo dataset 376997 about a strain of Ligilactobacillus acidipiscis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376998.1
title: StrainInfo SI-ID 376998.1

description: StrainInfo dataset 376998 about a strain of Flavobacterium glaciei. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id375930.1
title: StrainInfo SI-ID 375930.1

description: StrainInfo dataset 375930 about a strain of Dickeya zeae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id375931.1
title: StrainInfo SI-ID 375931.1

description: StrainInfo dataset 375931 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id375932.1
title: StrainInfo SI-ID 375932.1

description: StrainInfo dataset 375932 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.u4d2c8
title: Occurrence Download

description: A dataset containing 5434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lobelia spicata Lam.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5434 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086144-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id376313.1
title: StrainInfo SI-ID 376313.1

description: StrainInfo dataset 376313 about a strain of Achromobacter anxifer. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376319.1
title: StrainInfo SI-ID 376319.1

description: StrainInfo dataset 376319 about a strain of Achromobacter marplatensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376320.1
title: StrainInfo SI-ID 376320.1

description: StrainInfo dataset 376320 about a strain of Achromobacter marplatensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id376329.1
title: StrainInfo SI-ID 376329.1

description: StrainInfo dataset 376329 about a strain of Achromobacter marplatensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.17632/b2hfdy88zk
title: Source data for Figures 2B, 6B, 8B, S4B and S11 of Maric et al (2014)

description: Source data that were used to generate Figures 2B, 6B, 8B(b) cdc48-aid, S4B and S11 of Maric et al 2014 (doi: 10.1126/science.1253596).
DOI: 10.17632/b2hfdy88zk.1
title: Source data for Figures 2B, 6B, 8B, S4B and S11 of Maric et al (2014)

description: Source data that were used to generate Figures 2B, 6B, 8B(b) cdc48-aid, S4B and S11 of Maric et al 2014 (doi: 10.1126/science.1253596).
DOI: 10.15468/dl.zkysyc
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium calcicola"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009958-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pstkgcybmb
title: SPC simulation data

description: The sensitivity of the SPC method to nonlinear wave-material interaction was numerically investigated. Parametric studies were conducted by varying the levels of (i) excitation, (ii) material nonlinearity, (iii) defect nonlinearity, and (iv) defect scattering. The obtained results indicated that the SPC method lacks sensitivity to acoustic nonlinearity.This dataset contains the COMSOL Multiphysics simulation models, a Matlab postprocessing code, and numerical results in an Excel workbook.
DOI: 10.17632/pstkgcybmb.2
title: SPC simulation data

description: The sensitivity of the SPC method to nonlinear wave-material interaction was numerically investigated. Parametric studies were conducted by varying the levels of (i) excitation, (ii) material nonlinearity, (iii) defect nonlinearity, and (iv) defect scattering. The obtained results indicated that the SPC method lacks sensitivity to acoustic nonlinearity.This dataset contains the COMSOL Multiphysics simulation models, a Matlab postprocessing code, and numerical results in an Excel workbook.
DOI: 10.5281/zenodo.17380064
title: Survey with Higher Education Institutions and TVET Organisations on Nature-Based Solutions and Biodiversity Loss in their Curricula

description: The survey was conducted across the member countries of the ᴇNᴀBʟS consortium. Its purpose was to examine the extent to which the concepts of Nature-Based Solutions (NBS) and the challenges associated with biodiversity loss are integrated into existing curricula. The respondents comprised staff from Higher Education Institutions (HEIs) and Technical and Vocational Education and Training (TVET) organisations.

Contact Person: Sri Dhanya AdusumilliEmail: sridhanya.adusumilli@uni-hohenheim.de




Disclaimer: Funded by the European Union. Views and opinions expressed are those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Executive Agency (REA). Neither the European Union nor the granting authority can be held responsible for them.
DOI: 10.5281/zenodo.17380063
title: Survey with Higher Education Institutions and TVET Organisations on Nature-Based Solutions and Biodiversity Loss in their Curricula

description: The survey was conducted across the member countries of the ᴇNᴀBʟS consortium. Its purpose was to examine the extent to which the concepts of Nature-Based Solutions (NBS) and the challenges associated with biodiversity loss are integrated into existing curricula. The respondents comprised staff from Higher Education Institutions (HEIs) and Technical and Vocational Education and Training (TVET) organisations.

Contact Person: Sri Dhanya AdusumilliEmail: sridhanya.adusumilli@uni-hohenheim.de




Disclaimer: Funded by the European Union. Views and opinions expressed are those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Executive Agency (REA). Neither the European Union nor the granting authority can be held responsible for them.
DOI: 10.17632/jx8yr2jsv6
title: Defining the impact of rRNA processing on nucleolar organization and function

description: The eukaryotic nucleolus is a highly organized, multilayered structure essential for ribosomal RNA (rRNA) processing and ribosome assembly. However, how the sequential steps of rRNA maturation, particularly the series of endonucleolytic cleavages, contribute to maintaining nucleolar architecture remains poorly understood. The data shown here led us to the observations that disruption of pre-rRNA processing, especially impaired cleavage of the 5′ external transcribed spacer (5′ETS), profoundly alters nucleolar organization and pointing to broader disruptions in nuclear architecture and gene regulation.
DOI: 10.17632/jx8yr2jsv6.2
title: Defining the impact of rRNA processing on nucleolar organization and function

description: The eukaryotic nucleolus is a highly organized, multilayered structure essential for ribosomal RNA (rRNA) processing and ribosome assembly. However, how the sequential steps of rRNA maturation, particularly the series of endonucleolytic cleavages, contribute to maintaining nucleolar architecture remains poorly understood. The data shown here led us to the observations that disruption of pre-rRNA processing, especially impaired cleavage of the 5′ external transcribed spacer (5′ETS), profoundly alters nucleolar organization and pointing to broader disruptions in nuclear architecture and gene regulation.
DOI: 10.15468/dl.gzp5u6
title: Occurrence Download

description: A dataset containing 4403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "TaxonKey is Cricetus cricetus",
 "Year 1975-2025"
 ]
}

 The dataset includes 4403 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009959-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/796zcn4kr2
title: Supplementary Material 5.4.25

description: Supplemental Material 5.4.25
DOI: 10.17632/796zcn4kr2.1
title: Supplementary Material 5.4.25

description: Supplemental Material 5.4.25
DOI: 10.13140/rg.2.2.17233.19046
title: gkm-konstantin-m-golubev-the-tempest
DOI: 10.5281/zenodo.13918431
title: Greenhouse gas profiles from the 2021 HEMERA-TWIN balloon launch

description: The dataset contains mixing ratio observations of o long-lived greenhouse gase carbon dioxide (CO2), methane (CH4), nitrous oxide (N2O) and (SF6) from the HEMERA TWIN gonodola launch from Kiruna (Sweden) on 12. August 2021. Profile data for CO2 and CH4 from AirCore sampling and CH4 data from the PICO IR laser spectrometer cover altitudes from the PBL to 32km. 14 cryogenic air samples collected between 14 and 31 km altitude have been analysed for all four gases.
DOI: 10.5281/zenodo.13918430
title: Greenhouse gas profiles from the 2021 HEMERA-TWIN balloon launch

description: The dataset contains mixing ratio observations of o long-lived greenhouse gase carbon dioxide (CO2), methane (CH4), nitrous oxide (N2O) and (SF6) from the HEMERA TWIN gonodola launch from Kiruna (Sweden) on 12. August 2021. Profile data for CO2 and CH4 from AirCore sampling and CH4 data from the PICO IR laser spectrometer cover altitudes from the PBL to 32km. 14 cryogenic air samples collected between 14 and 31 km altitude have been analysed for all four gases.
DOI: 10.17632/c8wkdtmpjj.1
title: Enhanced Skin Lesion Dataset for Classification Tasks
DOI: 10.17632/5j35832sxx
title: Handwritten Bangla Characters Dataset: 50 Classes (3000 RGB images) Collected from 18 Writers
DOI: 10.17632/5j35832sxx.1
title: Handwritten Bangla Characters Dataset: 50 Classes (3000 RGB images) Collected from 18 Writers
DOI: 10.5281/zenodo.11100072
title: CodeEval: A pedagogical approach for targeted evaluation of code-trained Large Language Models

description: This is the version of the dataset as mentioned in the published paper.
DOI: 10.5281/zenodo.17495202
title: CodeEval: A pedagogical approach for targeted evaluation of code-trained Large Language Models

description: This is the version of the dataset as mentioned in the published paper.
DOI: 10.17632/ktbthg777x.1
title: Synthetic Banking Transaction Dataset with Multi-Pattern Fraud Labels for Machine Learning Research

description: This dataset contains synthetically generated banking transaction records . It is designed specifically for fraud detection research, algorithm development, and educational purposes. The dataset contains realistic banking operations while embedding multiple types of fraud patterns that reflect real-world financial fraud scenarios.

Key Features:
1. 1,000,000 transaction records with ground-truth fraud labels.
2. 100,000 unique synthetic customer profiles and 20,000 merchant entities.
3. Four embedded fraud pattern types: card testing, account takeover, money laundering rings, and geographic anomalies.
4. Fraud rate: ~0.5% (configurable).
5. Rich feature set: temporal, geographical, behavioral, and network attributes.
6. Data format: CSV and Parquet, UTF-8 encoded.
7. Timestamps: ISO 8601 format with UTC timezone.
8. Fully synthetic data; no privacy concerns.

Dataset Characteristics:
1. Temporal range: 1 year (configurable).
2. Scalable generation methodology: allows creation of larger or smaller datasets.
3. Development and benchmarking of fraud detection algorithms.
4. Research on imbalanced classification and graph-based fraud detection.
5. Temporal and sequential pattern analysis.
6. Geographic anomaly detection.
7. Educational purposes in ML, data science, and fintech courses.
8. Testing ML pipelines and feature engineering strategies.

Advantages:
1. Privacy-compliant: no real customer data, eliminating GDPR/PCI-DSS concerns.
2. Ground-truth labels: enables accurate model evaluation.
3. Reproducible: consistent dataset for comparative studies.
4. Multi-pattern fraud: supports comprehensive algorithm testing.

Limitations:
1. Synthetic data approximates real-world patterns; actual fraud scenarios may be more complex.
2. Geographic coordinates are randomized within realistic ranges; they do not represent actual merchant locations.
3. All transactions are in USD.
I4. ntended for research and educational purposes; production systems require validation on real-world data.

Potential Applications:
1. Fraud detection software testing for banks and fintech companies.
2. Algorithm benchmarking for machine learning competitions or research.
3. Simulation of financial networks to study systemic risk and money laundering.
4. Behavioral analytics to understand customer transaction patterns.
5. Training data for anomaly detection models in payment systems.

Acknowledgments
Generated using Python scientific stack (NumPy, Pandas) and Faker library for synthetic data generation.
DOI: 10.17632/w345m32vhg
title: Mapping of landscape transformation in a century of built-up expansion: Spatial analysis of landscape change as inspiration for landscape planning and restoration
DOI: 10.17632/w345m32vhg.1
title: Mapping of landscape transformation in a century of built-up expansion: Spatial analysis of landscape change as inspiration for landscape planning and restoration
DOI: 10.15468/dl.ahqzft
title: Occurrence Download

description: A dataset containing 2679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micrathyria aequalis"
 ]
}

 The dataset includes 2679 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009961-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7syw2yt5vk
title: Built-up area dynamics and land use land cover transformation as a reflection of socio-political changes: A Systematic Review
DOI: 10.15468/dl.4dxy88
title: Occurrence Download

description: A dataset containing 300656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-40.78491 -5.35701,-37.97192 -5.35701,-37.97192 -2.82324,-40.78491 -2.82324,-40.78491 -5.35701))",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 300656 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009919-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7syw2yt5vk.1
title: Built-up area dynamics and land use land cover transformation as a reflection of socio-political changes: A Systematic Review
DOI: 10.15468/dl.ghqwnw
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrocalamus asper"
 ]
}

 The dataset includes 94 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009960-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d7vg3pnyy9
title: Replication Archive for "What Drives Exporters’ Market Dynamics? A New Framework for Disentangling Micro Shocks"

description: Replication archive for "What Drives Exporters’ Market Dynamics? A New Framework for Disentangling Micro Shocks" (Journal of International Economics).
DOI: 10.17632/d7vg3pnyy9.1
title: Replication Archive for "What Drives Exporters’ Market Dynamics? A New Framework for Disentangling Micro Shocks"

description: Replication archive for "What Drives Exporters’ Market Dynamics? A New Framework for Disentangling Micro Shocks" (Journal of International Economics).
DOI: 10.5281/zenodo.17495189
title: Metrics for ecodesign of electronics

description: List of metrics related to ecodesign of electronic components and systems. The metrics are collected by the partners of the Chips JU project EECONE.
DOI: 10.5281/zenodo.17495190
title: Metrics for ecodesign of electronics

description: List of metrics related to ecodesign of electronic components and systems. The metrics are collected by the partners of the Chips JU project EECONE.
DOI: 10.15468/dl.8nys4c
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Maihueniopsis darwinii"
 ]
}

 The dataset includes 182 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009962-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xhdkmnxmrd.3
title: Does Forthcomingness Matter

description: This data summarizes results of an experiment with regard to manager reporting credibility for different investor types. The results summarize whether short-horizon investors differ from long-horizon investors in their sensitivity to truthful disclosure regarding negative earnings news.
DOI: 10.17632/snkwr5bhnk
title: AQuA2-Cloud: a web platform for fluorescence bioimaging activity analysis

description: The verification datasets used in the paper "AQuA2-Cloud: a networked software stack for
remote fluorescent activity analysis"
DOI: 10.17632/snkwr5bhnk.2
title: AQuA2-Cloud: a web platform for fluorescence bioimaging activity analysis

description: The verification datasets used in the paper "AQuA2-Cloud: a networked software stack for
remote fluorescent activity analysis"
DOI: 10.17632/xdmfhk4hsn
title: The Impact of Preoperative Nutritional Status and Surgical Complexity on Postoperative Hospital Stay in Gastric Cancer Patients: A Retrospective Study

description: The Impact of Preoperative Nutritional Status and Surgical Complexity on Postoperative Hospital Stay in Gastric Cancer Patients: A Retrospective Study
DOI: 10.17632/xdmfhk4hsn.1
title: The Impact of Preoperative Nutritional Status and Surgical Complexity on Postoperative Hospital Stay in Gastric Cancer Patients: A Retrospective Study

description: The Impact of Preoperative Nutritional Status and Surgical Complexity on Postoperative Hospital Stay in Gastric Cancer Patients: A Retrospective Study
DOI: 10.6084/m9.figshare.30501032.v2
title: <b>Multi-scale urban simulation: Integrating spatiotemporal lag effects in demand and allocation of land development</b>

description: This contains all the data and code from the research manuscript "Multi-scale urban simulation: Integrating spatiotemporal lag effects in demand and allocation of land development," including the following files:_1Grid-level demand estimation model_2Cell-level spaital allocation model_3Code of figureReadme_CN.docxReadme_EN.docxwhere _1Grid-level demand estimation model represents the data and code of the urban land demand estimation model; the _2-cell-level spaital allocation model represents the data and code for an urban land spatial allocation model; the _3Code of figure indicates the code for the statistical figures of the evaluation results in Figures 3 to 8 of the paper.These documents contain sample data and complete code, enabling readers to fully reproduce our research results.