from ..preprocessing import preprocess
[docs]def basic_preprocessing(data):
"""
Call each of the listed preprocessing functions on <data> and return the result.
Preprocessing functions:
- cast_to_typed_array
- normalize_by_MAD
- center_to_mean
Args:
data (np.ndarray, list): An array to be preprocessed, or a list of arrays to be preprocessed.
Returns:
np.ndarray, list: The input array <data> after preprocessing, or each preprocessed array from the input list <data> if a list of arrays was provided.
"""
return preprocess(data, ['cast_to_typed_array', 'normalize_by_MAD', 'center_to_mean'])
[docs]def basic_preprocessing_with_pad(data):
"""
Call each of the listed preprocessing functions on <data> and return the result.
Preprocessing functions:
- cast_to_typed_array
- pad
- normalize_by_MAD
- center_to_mean
Args:
data (np.ndarray, list): An array to be preprocessed, or a list of arrays to be preprocessed.
Returns:
np.ndarray, list: The input array <data> after preprocessing, or each preprocessed array from the input list <data> if a list of arrays was provided.
"""
return preprocess(data, ['cast_to_typed_array', 'pad', 'normalize_by_MAD', 'center_to_mean'])