Just to confirm, from the Vin Garbutt Songbook, it is Priory Square. Most of the above text tallies reasonably well with the words in the book, barring the odd word or two. The first line of the last verse should read "A lad sat down in Priory Square, a Sunday morning, a following year..."
Joan