Long-distance American trains are not punctual.
In my experience with overnight train trips (Chicago - NY, Lorton - FL, NY - LA), it is common for trains to experience 3 hour arrival delays. I have had longer delays -- one NY to Chicago trip was an extra 7 or 8 hours, so I play it very safe...