Feature Engineering — Glossary

feature_engineering

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Definition

Creates new columns from existing ones — ratios, sums, transforms (log, sqrt, polynomial), longitudinal summaries, one-hot encoding, or a wide-to-long reshape. Produces a derived dataset.

Examples

shoot/root biomass ratio; COVER_*_JUN/JUL/AUG slope.