To get rid of inactive users that you have followed over time, go to www.untweeps.com and sign in with your Twitter ID. You need to enter a search parameter (for instance, users that have been inactive for 30 days) and the site shows results after a quick scan. It also displays the month when the inactive user last tweeted. You can select & unfollow multiple people in one go for added convenience