Figure 2. Hierarchical maps using Ward as the clustering method and (A) raw data (B) scaled data, (C) data reduced by PCA and (D) data scaled and reduced by PCA.

Due to the large number of characteristics of the dataset, it is recommended that you transform the dataset to use only the most relevant and informative variables, which is called the preprocessing step.