140k is believable, but I think they mean it's per person. If you rent, it's very unlikely you'd be able to buy a 1.2M house on 140k if you started with 0 in savings.
EDIT: To clarify my previous post - I was talking about the household income.
I agree that it might be tough to buy a median house with median income in some areas, however you can easily afford to buy a decent house almost anywhere with $400k income.