West Coast police intelligence supervisor Rodney Beckett said they now believed the explosion was caused by a device constructed from fireworks, and had been let off by a large group of people, who quickly left the scene when they realised police were watching them.
Police did not catch anyone involved, but did find the remnants of fireworks at the scene.
Westport police also investigated a number of reports of fireworks being shot out of moving cars.
Mr Beckett said police were not opposed to people having fun and using fireworks responsibly, "but will take a stance if fireworks are used irresponsibly and charges are a possibility".
"One big no, no is mixing fireworks with alcohol consumption - this combination can be very lethal."
Fireworks will be on sale until tomorrow, Guy Fawkes night.