The Gunpowder Plot was an English thing so as well as the UK other commonwealth countries will celebrate Guy Fawkes Day.
Fireworks do seem to be associated with celebrations, and other countries do use them for such but I'm not sure they go on week after week both before and after the event.
I'm not keen either.