That is were the rhyme - Ride a Cock Horse came from.
The horse change for the coach to Banbury was - The Cock Horse Inn in Stony Strafford.

So "Ride a Cock Horse to Banbury Cross, to see a "Fiennes"* Lady ride on a white horse"

* ask me about this if you want to know more............

Tim Radford