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Reusability-targeted enrichment of sea ice core data
Anna Simson1, Anil Yildiz2, Julia Kowalski3
1Methods for Model-based Development in Computational Engineering, RWTH Aachen University, Aachen, Germany. simson@mbd.rwth-aachen.de.
Scientific Data
|March 21, 2025
Summary
The Reusability-targeted Enriched Sea Ice Core Database (RESICE) offers combined sea ice core data and metadata for model validation and algorithm training. It addresses data heterogeneity challenges for improved scientific reuse.
Area of Science:
- Earth Science
- Climate Science
- Oceanography
Background:
- Sea ice core data is crucial for understanding climate dynamics.
- Existing data repositories often present challenges for direct reuse in new research.
- A unified and enriched database is needed to facilitate advanced scientific applications.
Purpose of the Study:
- To introduce the Reusability-targeted Enriched Sea Ice Core Database (RESICE).
- To detail the methods for combining and enriching diverse sea ice core data.
- To formalize the perspective of an end-user for data reusability.
Main Methods:
- Consolidated data and metadata from 138 sources, including 107 datasets from Zenodo, Australian Antarctic Data Center, and Pangaea.
- Generated additional metadata specifically for reuse scenarios like model validation and machine learning.
- Ensured data plausibility, consistency, and traceability to original sources.
Main Results:
- Created RESICE, integrating data from 287 sea ice cores.
- Developed a framework for addressing data heterogeneity and reuse challenges.
- Made RESICE accessible via Zenodo and MOSAiC webODV, with extendability via the pyresice Python package.
Conclusions:
- RESICE enhances the reusability of sea ice core data for diverse scientific applications.
- Despite FAIR principles, cross-source data integration remains complex.
- The database and associated tools facilitate transparent and efficient data utilization for climate research.
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