Variable Transformation

Feature-engine’s variable transformers transform numerical variables with various mathematical transformations.

Variable transformations are commonly used to spread the values of the original variables over a wider value range. See the following illustration:



Note however, that improving the value spread is not always possible and it depends on the nature of the variable.