You have been provided with the "fitbit.csv$"$ file which includes information of activities performed during the day and an estimate of calories burned throughout the day. We are going to select important features affecting calories burned. First, utilize the mutual information score to find the top$-4$ features that have the highest relationship with the target $("$calories burned" column$).$ Subsequently, using Recursive Feature Elimination method with Ridge regressor to determine top$-4$ feature combination.

Note that you should drop the "Date" column. Your output should resemble the following: