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Experimental Directory Structure (Exdir): An Alternative to HDF5 Without Introducing a New File Format.
Svenn-Arne Dragly1,2, Milad Hobbi Mobarhan1,3, Mikkel E Lepperød1,4
1Centre for Integrative Neuroplasticity, University of Oslo, Oslo, Norway.
Frontiers in Neuroinformatics
|May 1, 2018
Summary
A new open data storage specification, Experimental Directory Structure (Exdir), offers an alternative to Hierarchical Data Format 5 (HDF5). Exdir uses human-readable files and directories for improved data sharing and reproducible research.
Area of Science:
- Scientific data management
- Open data formats
- Computational neuroscience
Background:
- Natural sciences generate vast amounts of diverse data, necessitating effective data sharing for reproducible research.
- Hierarchical Data Format 5 (HDF5) is a widely adopted open format but has limitations including complexity and lack of human-readability.
- Existing data organization methods lack a common standard, hindering data sharing and tool development.
Purpose of the Study:
- To propose Experimental Directory Structure (Exdir) as a novel, open specification for experimental data storage.
- To address the drawbacks of HDF5 by offering a more accessible and version-control-friendly alternative.
- To foster a collaborative development environment for a universal data storage standard.
Main Methods:
- Exdir utilizes a file system directory structure to represent data hierarchy.
- Metadata is stored in human-readable YAML files, and datasets in binary NumPy files.
- Raw data is stored directly in subdirectories, enhancing accessibility and version control compatibility.
Main Results:
- Exdir offers advantages over HDF5, including human-readability, improved version control integration, and easier external application access.
- The Exdir specification is compatible with the HDF5 Abstract Data Model, facilitating transition.
- Exdir promotes improved data storage, sharing, and interdisciplinary research.
Conclusions:
- Exdir provides a flexible and accessible open specification for experimental data storage.
- Adoption of Exdir can enhance data sharing, reproducibility, and collaborative research.
- The scientific community is invited to contribute to the ongoing development of the Exdir standard.
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