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Z
mZmZmZmZmZmZmZmZmZ ddlmZ ddlmZmZ ddlmZ ddlmZmZmZmZ ddl m!Z!m"Z" ddl#m$Z$ g d	Z%d
S )zFMethods for scaling, centering, normalization, binarization, and more.   )	BinarizerKernelCentererMaxAbsScalerMinMaxScaler
NormalizerPowerTransformerQuantileTransformerRobustScalerStandardScaleradd_dummy_featurebinarizemaxabs_scaleminmax_scale	normalizepower_transformquantile_transformrobust_scalescale)KBinsDiscretizer)OneHotEncoderOrdinalEncoder)FunctionTransformer)LabelBinarizerLabelEncoderMultiLabelBinarizerlabel_binarize)PolynomialFeaturesSplineTransformer)TargetEncoder)r   r   r   r   r   r   r   r   r   r	   r   r   r   r   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   r   N)&__doc___datar   r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   _discretizationr   	_encodersr   r   _function_transformerr   _labelr   r   r   r   _polynomialr   r   _target_encoderr   __all__     ]/var/www/surfInsights/venv3-11/lib/python3.11/site-packages/sklearn/preprocessing/__init__.py<module>r,      st   L L                                       ( . - - - - - 4 4 4 4 4 4 4 4 6 6 6 6 6 6 U U U U U U U U U U U U > > > > > > > > * * * * * *  r*   