Dark Night of the Socialite is the third Adventure.  Adventures can be accessed by clicking on the Missions tab, then clicking on Adventures.

Map Edit

The map lay-out and the position of the Socialite remain constant; the distribution of the other items changes each time you do the adventure. Below shows all of the points on the map: DNotS