Scaling the data

Use

from sklearn.preprocessing import MinMaxScaler
scaler = MinMaxScaler()
 
scaler.fit(some_series)
scaled = scaler.transform(some_series)

from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
 
scaler.fit(some_series)
scaled = scaler.transform(some_series)

Log transformation:

from sklearn.preprocessing import PowerTransformer
scaler = PowerTransformer()
 
scaler.fit(some_series)
scaled = scaler.transform(some_series)