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EX
Exploratory Data Analysis
Maintainer K-Dense Inc. · Last updated April 1, 2026
Perform comprehensive exploratory data analysis (EDA) on scientific data files across multiple domains. This skill provides automated file type detection, format-specific analysis, data quality assessment, and generates detailed markdown reports suitable for documentation and downstream analysis planning. **Key Capabilities:** - Automatic detection and analysis of 200+ scientific file formats - Comprehensive format-….
Original source
K-Dense-AI/claude-scientific-skills
https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/exploratory-data-analysis
- Maintainer
- K-Dense Inc.
- License
- MIT license
- Last updated
- April 1, 2026
Skill Snapshot
Key Details From SKILL.md
Key Notes
- Automatic detection and analysis of 200+ scientific file formats.
- Comprehensive format-specific metadata extraction.
- Data quality and integrity assessment.
- Statistical summaries and distributions.
- Visualization recommendations.
Source Doc
Excerpt From SKILL.md
When to Use This Skill
Use this skill when:
- User provides a path to a scientific data file for analysis
- User asks to "explore", "analyze", or "summarize" a data file
- User wants to understand the structure and content of scientific data
- User needs a comprehensive report of a dataset before analysis
- User wants to assess data quality or completeness
- User asks what type of analysis is appropriate for a file
Supported File Categories
The skill has comprehensive coverage of scientific file formats organized into six major categories:
1. Chemistry and Molecular Formats (60+ extensions)
Structure files, computational chemistry outputs, molecular dynamics trajectories, and chemical databases.
File types include: .pdb, .cif, .mol, .mol2, .sdf, .xyz, .smi, .gro, .log, .fchk, .cube, .dcd, .xtc, .trr, .prmtop, .psf, and more.
Reference file: references/chemistry_molecular_formats.md
Use cases
- User provides a path to a scientific data file for analysis.
- User asks to "explore", "analy.
Not for
- Do not rely on this catalog entry alone for installation or maintenance details.
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