The incorrect information is:
The spot marked “maximum gravitational potential energy” should be on the lowest point of the roller coaster, at the far left side on the bottom.
This statement is incorrect because gravitational potential energy is at its maximum at the highest points of the roller coaster, not the lowest. At the lowest point, the gravitational potential energy is at its minimum, while kinetic energy is at its maximum due to the speed of the coaster being greatest at that point.