dabl.EasyPreprocessor¶
- class dabl.EasyPreprocessor(scale=True, force_imputation=True, verbose=0, types=None)[source]¶
A simple preprocessor.
Detects variable types, encodes everything as floats for use with sklearn.
Applies one-hot encoding, missing value imputation and scaling.
- Parameters:
- scaleboolean, default=True
Whether to scale continuous data.
- force_imputationbool, default=True
Whether to create imputers even if no training data is missing.
- verboseint, default=0
Control output verbosity.
- Attributes:
- ct_ColumnTransformer
Main container for all transformations.
- columns_pandas columns
Columns of training data.
- dtypes_Series of dtypes
Dtypes of training data columns.
- types_something
Inferred input types.