Feature Generation

Base Feature Generation Transformer

_BaseFeatureGeneration

Base feature generation transformer class.

Numerical Feature Generation

ClusterStatistics

Create new columns based on statistics done at the row level.

ElementaryArithmetics

Create new columns based on elementary arithmetics.

PlanRotation

Create new columns based on the plan rotation mapping.

PolynomialFeatures

Create new columns based on columns multiplication.

Categorical Feature Generation

OneHot

Create new columns based on the one-hot technique.

PolynomialObjectFeatures

Create new columns based on object columns addition.

Feature Generation

IsEqual

Create new columns based on value matching.

IsNull

Create new columns based on missing values.