SKILL.md
YData Profiling EDA
Purpose
Create consistent EDA reports for train and test or accepted and rejected datasets using ProfileReport, including comparisons and saved HTML outputs.
Usage
- "generate ydata-profiling report"
- "compare train and test EDA"
- "create HTML EDA report"
Instructions
- Set a sampling fraction for large datasets and a fixed random seed.
- Create
ProfileReportobjects withprogress_bar=False, and disable duplicates and interactions when speed matters. - Compare reports using
.compare()and save to HTML with.to_file(). - Use
./scripts/generateedareport.pyfor consistent report creation. - Use
./templates/edacompareblock.mdto document inputs, sample fractions, and output paths.