Linear regression
Let's graph the points of the given table, where the Speed will correspond to the x axis and the gallons to the y axis.
We have the following plot:
Let's draw a line that join the first point (20, 23) and the last point (50,35)
We have that this line is a good approximation to a linear regression of the data.
If we observe the point where x = 62 mph, we will se that y obtains a value of 40:
Then, we have that if she drives at 62 mph she will use approximately ≈40 gallons
The choice that bests fits 40 gallons is 39.
Answer: A. 39 gallons
If we verify with a calculator, we will have that the linear regression is given by the green line