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One of the men pours an accelerant alongside the building and ignites it, causing an explosion that temporarily blinded the security camera.
The camera comes back into focus as the suspect is seen running away with one of his own feet on fire.
Firefighters were summoned by nearby residents, who poured water on the flames until the department arrived to extinguish the blaze.
Damage to the stores was minimal, police said.