Originally from the musical Carousel, this got adopted by the fans of the English soccer club Liverpool, and has since spread widely to other teams. I've twice been in stadiums when the entire crowd starts singing it, and its simultaneously awe-inspiring and a little scary.
The hooligan aspect of it is pretty repellent, as oscar notes.
