Most of the dogs on that list are herding dogs and have no reason to be cooped up in the city. It is no wonder that they have bad reputations.
Many herding dogs have a strong protection instinct. Not enough people understand that. If they are not people aggressive, they can be dog aggressive - the instinct bred into them to protect their "flock" from a "wolf" - especially if they are in an urban situation.