All else being equal id prefer to attend a program near my hometown. As I think your social support network motivates you to do better work, and if there is a good school with strong research fit, why move?
Obviously the first reason applying to a program is research fit.
But after that, should you emphasize in your SOP that the school location is an additional reason why you want to attend their specific program?