 Marquez was shot and killed by police after she pointed a firearm and advanced toward the officers, who had retreated down the stairs after initially seeing the firearm.The firearm was later determined to be a BB gun.The Los Angeles County District Attorney's Office has ruled that the police officers had acted in "lawful self-defense" in the shooting.