Richard Harris passed away after the second film, and was replaced by Michael Gambon who had a very different look. Harris' costume lives on in the stairwell.
Paintings of the retired headmasters sleeping adorn the walls outside Dumbledore's office.
The central portion of the Potions dungeon set - Snape has his section to the left, and Slughorn to the right.