Amidst hundreds of comments in this thread, few will explicitly point out that there are obvious differences between the demographics of SF vs. the demographics of Oakland, Hunter's Point, Camden, South Central LA, and Detroit. Most likely the police you encountered were also drawn from that different demographic.