In Atlanta, violent crimes have been a particular problem. Aggravated assaults, typically attacks with deadly weapons, were up 3% since 2010, to the fifth-highest rate among U.S. cities. Robberies jumped by even more, up 8%.

But there were signs of improvement in some areas. There were five fewer murders in 2011 and property crimes edged slightly lower.