+1 for Bohnhoff Lumber.
Be aware the price for wood is in board feet, not linear inches. Try to have at least a rough drawing so you can create a stock list before you go.
If you watched the video, that is some serious machinery. Lots of horsepower needed to plane hardwoods. Good luck and have fun. Woodworking can be addicting