Clubs, leadership activities, sports?, etc..

Hello newcadet, I was wondering about leaderships activities that the west point site recommends us to do. Any help or suggestion will be greatly appreciated. Thanks.

What types of leadership activities have you done during high school year? Which do you feel has helped your application upon the academy of your choice?
Does West Point favor upon some clubs more than others?