Suppose a graduate student does a survey of undergraduate study habits on her university campus. She collects data on students who are in different years in college by asking them how many hours of course work they do for each class in a typical week. A sample of four students provides the following data on year in college and hours of course work per class: Student Year in College Course Work Hours per Class 1 Freshman (1) Sophomore (2) Junior (3) N NY Senior (4) A scatter plot of the sample date is shown here (blue circle symbols). The line Y = -X + 6 is shown in orange. (?) 10 A 0 Sum of Distances O O (Mx, My) HOURS O 3 Think about how close the line Y = -X + 6 is to the sample points. Look at the graph and find each point's vertical distance from the line. If the point sits above the line, the distance is positive; if the point sits below the line, the distance is negative.The sum of the vertical distances between the sample points and the orange line is V .. and the sum of the squared vertical distances between the sample points and the orange line is 7 On the graph, place the black point (X symbol} on the graph to plot the point {M1, My), where M1 is the mean year For the Four students (1, 2.. 3J and 4) in the sample and My is the mean hours oF course work per class for the four students (7, I", 2.. and 2} in the sample. Then use the green line (triangle symbols) to plot the line that has the same slope as (is palallel to] the line Y = -J( + 6.. but with the additional property that the vertical distances between the points and the line sum to D. To plot the line, drag the green line onto the graph. Move the green triangles to adjust the slope. The line you just plotted 7 through the point (Mx, My). The sum of the squared vertical distanoes between the sample points and the line that you just plotbed is V 1.'n'hich of the following describes the plotbed line with the smallest total squared error? [3' Neitherthe two lines t the dais equally well {2- 'r' = x + 6 C) The line you plotted that has a sum oF the distances equal to 0 Suppose you t the regression line to the four sample points on the graph. On the basis of your work so far, being as speciFic as you can ber you know that the total squared error is V