If the filament is broken the circuit becomes

With each additional pathway, there is LESS resistance. When the filament of a bulb breaks in a series circuit, it opens the circuit and the 2nd light bulb does not light. When the same thing happens in a parallel circuit, the electrons still flow through the remaining closed circuit and light the bulb.