R studio please refer to the image and code below.

Only need a detailed interpretation. Which do you think is more appropriate?

1. This question illustrates the importance of including marginal terms. Fit quadratic re- gression models for MPG. highway with Horsepower as an explanatory variable. First of all just with the quadratic term and them with the marginal term included. The commands are: ImMPG1