The event is the "Running of the Bulls" in which bulls are made to run through the streets of a city into a bull ring. Along the way, they are harassed by onlookers (who often get hurt in the process) and many die in the arena at the end. PETA has raised a petition asking the producers of the film to not include these scenes in the film.
Which city in Spain does this event take place in?