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different labels, we face the worst case split result and a Gini Impurity value of 0.5 (maximum value). On the left-hand side, a high Gini Impurity value leads to a poor splitting performance. On the right-hand side, a low Gini Impurity value performs a nearly perfect splitting In the case of