ColumnwiseUnion
- class lightautoml.transformers.base.ColumnwiseUnion(transformer, n_jobs=1)[source]
Bases:
lightautoml.transformers.base.UnionTransformer
Apply 1 columns transformer to all columns. Example: encode all categories with single category encoders.
- __init__(transformer, n_jobs=1)[source]
Create list of identical transformers from one.
- Parameters
transformer (
LAMLTransformer
) – Dataset - base transformer.
- fit(dataset)[source]
Create transformer list and then fit.
- Parameters
dataset (
LAMLDataset
) – Dataset with input features.- Returns
self.
- fit_transform(dataset)[source]
Create transformer list and then fit and transform.
- Parameters
dataset (
LAMLDataset
) – Dataset with input features.- Return type
- Returns
Dataset with new features.