exploratory-data-analysis
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientif
Security Assessment
About exploratory-data-analysis
The exploratory data analysis skill is designed to perform comprehensive exploratory data analysis (EDA) on a wide array of scientific data files, spanning over 200 different formats. This skill addresses the need for researchers and data analysts to thoroughly understand the structure, content, quality, and characteristics of scientific datasets. By automating file type detection and providing detailed markdown reports, this skill simplifies the initial stages of data analysis, making it easier to glean insights from complex data without extensive manual effort.
FAQ
What types of files can this skill analyze?
This skill can analyze over 200 different scientific file formats across various categories including chemistry, bioinformatics, microscopy, and more.
How does the skill determine the file type?
The skill automatically detects the file type upon receiving the path to a scientific data file.
What kind of reports does this skill generate?
The skill generates detailed markdown reports that include format-specific analysis, quality metrics, and recommendations for downstream analysis.
Is there a limit to the size of data files that can be analyzed?
The documentation does not specify limitations regarding file size, but it is recommended to test with large datasets to ensure performance.
Who can benefit from using this skill?
Researchers, data analysts, and scientists across various fields who need to analyze and understand scientific data files can benefit from this skill.
Install exploratory-data-analysis
Quick Setup:
- Copy the skill folder to
.claude/skills/ - Claude will automatically detect and use the skill
Repository
davila7/claude-code-templates