Surveillance video shows the suspect outside the complex on North 16th Street in North Philadelphia.
Investigators say he was seen there on both Dec. 1 and Dec. 18.
He was seen driving a silver Honda Civic with a broken passenger-side headlight and an expired Pennsyvlania temporary license plate of 3827-305.
The suspect is described as a Hispanic man who is about 30 to 35 years old. He stands about 5'6" tall and has a stock build. He was wearing a brown jacket, blue jeans, dark knit hat and white sneakers.
Anyone with information on this person's identity is asked to call or text police at 215-686-TIPS (8477).