The scenes in the opening were shot in the famous Hyde Park 'Speaker's Corner'. Many of the extras you see were real tourists. The main actor playing John stayed in character and preached to the unsuspecting crowd.
The scenes in the park and the church walk-past were all around Clapham Junction station.