how to extract features from time series data code example

Example: time feature extraction

new_df=pd.DataFrame({'year':df['Date'].dt.year,
                     'month':df['Date'].dt.month,
                     'day':df['Date'].dt.day,
                     
                      'dayofyear':df['Date'].dt.dayofyear,
                     'week':df['Date'].dt.week,           
                     'dayofweek':df['Date'].dt.dayofweek,
                     'dayofweekname':df['Date'].dt.weekday_name,
                    'quater':df['Date'].dt.quarter})