It sure looks like a PzKpfw III Ausf. J to me. Long barrel 5cm KwK 42, but I don't see the spaced armor on the mantlet that you'd see on the Ausf. L & M. I wish the footage was a little higher resolution, but I feel pretty good about the ID, nonetheless.
Cheers,
Logan