Its boosters will suggest otherwise, but Oakland is pretty sketchy. Everyone I know there has been jacked at one point. It's just a matter of time. That said, the only place I've personally been held up at gunpoint in the Bay Area was in Berkeley. (San Pablo and Dwight area)