def __init__(self,
with_mean=True,
with_std=True,
standardize: bool = False,
**kwargs):
"""
Parameters
----------
with_mean, with_std: see StandardScaler
standardize: bool
If True, standardizes instead of normalizing, i.e. values are
mapped from 0 to 1 based on min and max values.
"""
self.with_mean = with_mean
self.with_std = with_std
self.standardize_ = standardize
if standardize:
self.fit = self._fit
self.transform = self._transform
self.fit_transform = self._fit_transform
else:
StandardScaler.__init__(self,
with_mean=with_mean,
with_std=with_std,
**kwargs)
