Figurative definition: Getting rid of unwanted baggage in one's life, such as bad "friends" or fake people.
"My house is so dirty!"
"Looks like you need to clean house!"
"That girl is such a bad friend and not worth my time."
"Girl, it's time to clean house!!"
Alright, you've seen her. Guess I gotta clean house.