filter

Features.filter(conditional: Callable[[getml.pipeline.feature.Feature], bool]) → getml.pipeline.features.Features

Filters the Features container.

Args:

conditional (callable, optional):

A callable that evaluates to a boolean for a given item.

Return:

getml.pipeline.Features:

A container of filtered Features.

Example:

important_features = my_pipeline.features.filter(lambda feature: feature.importance > 0.1)

correlated_features = my_pipeline.features.filter(lambda feature: feature.correlation > 0.3)