We spotted the extremely camera shy Miss Mary-Kate Olsen leave a friend's apartment in New York City yesterday. Both Olsen sisters are usually quite good at avoiding the paparazzi, so we can't help but wonder if one of the people in the apartment building tipped off the paparazzi...