The rat pits are seedy places in Flea Bottom that fester in the shadow of the Red Keep.  They serve as an unsavory form of recreation for mostly the smallfolk inhabitants of King's Landing. The spectator sport of bull baiting goes on there, likely for the purposes of amusement and betting. Highborn men have been known to frequent the rat pits. Prince Daemon knew them well.