From comparing Figures 4 and 5 it is noted that the residuals range for
the random forest model is smaller than for linear model, which
illustrates its better performance in relation to the linear model.
Besides, the random forest model have high in-sample and out-of sample
R-squared. As a conclusion, we choose random forest model for scoring.