Air support and officers pursued the 28-year-old man, but the chase was brought to an end when he crashed while attempting to ride over a curb.
Police believe 45-year-old father Nicholas Alexander shot and killed his 16-year-old daughter, Larissa "Juniper" Alexander, before turning the gun on himself.