A Perverted Reality Show

Whether it was money, a mis-understanding, being tricked, or blackmailed. The phantom thieves are currently in a reality show. One with high ratings and bent on exposing and embarrassing them.

As for which reality show this is... It's up to you. Decide from the options below!