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."
Reason: Maximum gravitational potential energy occurs at the highest points of the roller coaster, not the lowest. At the lowest point, the roller coaster has maximum kinetic energy, as this is when it is moving fastest due to the conversion of potential energy (from the height of the previous hill) into kinetic energy.