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The [Ecological Metadata Language (EML)](https://eml.ecoinformatics.org/) (and using R package [EML](https://docs.ropensci.org/EML/) in workflows) serves as a key standard for describing ecological and environmental data. For CalCOFI, EML metadata files are generated alongside data files, providing structured documentation that enables interoperability across different data portals. This metadata-driven approach allows automated ingestion into various data systems while maintaining data integrity and provenance.
The EML specification provides detailed structure for describing datasets, including:
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- Dataset identification and citation
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- Geographic and temporal coverage
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- Variable definitions and units
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- Methods and protocols
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- Quality control procedures
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- Access and usage rights
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This standardized metadata enables automated data transformation and ingestion into various portal systems while preserving the original data context and quality information.
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