utils ¶
Copyright 2023
Author: Lukas Schweizer schweizer.lukas@web.de
preprocess_data ¶
preprocess_data(
data,
nan_values=True,
one_hot_encoding=False,
normalization=True,
categorical_indices=None,
)
This method preprocesses data regarding missing values, categorical features and data normalization (for the kNN Model) :param data: Data to preprocess :param nan_values: Preprocesses nan values if True :param one_hot_encoding: Whether use OHE for categoricals :param normalization: Normalizes data if True :param categorical_indices: Categorical columns of data :return: Preprocessed version of the data