He was sent off and Luca Toni levelled from the spot.
Hogg levelled from the half-way line and when Finn Russell slotted from under the posts, the rout looked on.
But just four minutes later, Doukara levelled from 20 yards.
But Ibrahima Traore levelled from 20 yards to set up a tense final day.
Robin van Persie levelled from close range but Marko Arnautovic's curling free-kick restored Stoke's lead.
Annan levelled from the penalty spot four minutes through Weatherson four minutes after Ferguson was substituted.
The lead only lasted two minutes as Adam Blakeman levelled from Josh Brizell's assist.
Lenell John-Lewis levelled from the spot with the last kick of the game.
Dartford took the lead through Andy Pugh, but the home side levelled from Tony Gray's penalty.
Stenhousemuir levelled from the penalty spot through Martin Grehan, who had been fouled by Grant Munro.
Dale Carrick levelled from close range and Billy King fired the visitors ahead after the break.
