Running away from a problem rarely works. This is especially true if your problem is a police car chasing you, and you are on an electric bicycle! As reported by The Hamilton Spectator (Ontario):
At around 11:45 p.m. Halton police officers, patrolling on bicycles, saw a man on an E-bike in the area of Kerr Street and Lakeshore Road West who they allege was not wearing the required helmet.
When you are doing something illegal (see below), why would you draw attention to yourself by breaking such an obvious law like a helmet law?