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Exploratory Data Analysis

维护者 K-Dense Inc. · 最近更新 2026年3月31日

Exploratory Data Analysis：执行 comprehensive exploratory 数据分析 (EDA) on scientific data files across multiple domains。 This skill provides automated file type detection，format-specific analysis，data quality assessment，、 generates detailed markdown reports suitable ，用于 documentation 、 downstream analysis planning。

Claude CodeOpenClawNanoClaw分析处理写作整理exploratory-data-analysisanalysisanalysis & methodologyexploratory data analysis

原始来源

K-Dense-AI/claude-scientific-skills

https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/exploratory-data-analysis

维护者
K-Dense Inc.
许可
MIT license
最近更新
2026年3月31日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • Automatic detection 、 analysis of 200+ scientific file formats。
  • Comprehensive format-specific metadata extraction。
  • Data quality 、 integrity assessment。
  • Statistical summaries 、 distributions。
  • Visualization recommendations。

原始文档

SKILL.md 摘录

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

适用场景

  • User provides path to scientific data file ，用于 analysis。
  • User asks to "explore"，"analy。

不适用场景

  • Do not rely on this catalog entry alone ，用于 installation 或 maintenance details。

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