The combination of 3 fold cross-validation and out-of-bag strategy enabled us to generate an optimized regression model while defining the importance of each variable. The variables that had relative levels of importance larger than 1% were considered as essential variables for the model. This strategy enabled us to quickly identify the most relevant variables to our model's accuracy.