Data & ReproData Analysis & VisualizationK-Dense-AI/claude-scientific-skillsData & Reproduction

Exploratory Data Analysis

Maintainer K-Dense Inc. · Last updated March 31, 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-….

Claude CodeOpenClawNanoClawAnalysisWritingexploratory-data-analysisanalysisanalysis & methodologyexploratory data analysis

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: March 31, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

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.