Q$1.$ The scatter diagram and regression line below describe the relationship between monthly advertising expenses $($in dollars$)$ and monthly sales $($in dollars$).$ Which of the following statements defines residual errors?

The vertical distances from the data points to the horizontal axis

The vertical distances from the data points to the regression line

The shortest distances from the data points to the regression line

The shortest distances from each data point to its nearest neighbor