AE
数据与复现
aeon
aeon：Aeon是一个兼容 scikit-learn Python 工具包 ，用于 时序机器学习。 It provides state-of- -art algorithms ，用于 分类，回归，聚类，预测，异常检测，分割，、 相似性检索…
K-Dense-AI/claude-scientific-skills查看
数据与复现
EX
Exploratory Data Analysis
维护者 K-Dense Inc. · 最近更新 2026年4月1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。
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4月1日
技能摘要
来自 SKILL.md 的关键信息
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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