It's way different in the USA than it is from anyplace in the world that isn't a despotic regime.
Ever see the movie, Gangs of New York?
It literally started there, in the Five Points neighborhood.
It was so violent, cops eventually had to start carrying guns, and so it spread throughout the US from that, with policing being a more aggressive action,,,
Then after 9/11, they started getting military equipment and training, so now their tactics can be far more paramilitary.