, where 𝜎𝜎 is the standard deviation of the dataset. The threshold to determine highly correlated feature pairs was set to 0.85. If it is over 0.85 or lower than -0.85, the considered pair of features exhibits a high linear correlation, and one feature of the pair should be removed from the group of relevant features. Z-scoring was applied to standardize the data .