This chart from the Prison Policy Initiative does a great job of driving home a basic but important point about the American prison state: it's largely a state and local phenomenon.
States vary widely in whether their incarceration rates are getting better or worse. To see what's happening in your state, check out this map from Vox's Dara Lind.