Maybe it's just me, but the faff of dealing with Durham train station is enough to put me off, you spend more time walking up the hill than you'd save taking the train!
In fact, even when taking the train, I actively avoid going to Durham, I'd sooner travel all the way to Newcastle and catch it from there
RE: Go North East: Major Service Changes July 2022