environmentaltools.common.scaler
- environmentaltools.common.scaler(data, method='MinMaxScaler', transform=True, scale=False)[source]
Scale or inverse-scale data using sklearn scalers.
- Parameters:
data (array-like or pd.DataFrame) – Data to scale.
method (str, optional) – Scaling method. Defaults to “MinMaxScaler”.
transform (bool, optional) – If True, transform; if False, inverse transform. Defaults to True.
scale (sklearn scaler, optional) – Pre-fitted scaler to use. Defaults to False.
- Returns:
(transformed_data, scaler)
- Return type:
tuple