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 wrong because gravitational potential energy is highest at the highest point of the roller coaster, where the height is greatest. At the lowest point of the roller coaster, the potential energy is at its minimum, and the kinetic energy is at its maximum.