Groton, New York is described as a suburb of New York City, but the actual town is located in upstate New York near Ithaca. There is a suburb of NYC named Croton in Westchester County, however.
A black Town Car could easily be mistaken for a black Crown Victoria, so Morgan should've made sure before going in pursuit.