kumoai.encoder.MaxLogNumerical

class kumoai.encoder.MaxLogNumerical

Bases: Encoder

A MaxLogNumerical encoder encodes its corresponding numerical column, after applying the transformation

\[\log \left( \frac{\text{feature} - (\text{min} - 1)}{1.0} \right)\]

and using a strategy for null value imputation specified by na_strategy.

na_strategy: Literal[zero, mean, separate, raise] = 'mean'

The specified null value imputation strategy.

__init__(na_strategy=mean, name='MaxLogNumerical', _stats=<factory>, _target_='kumo.encoder.numerical.MaxLogNumerical')