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Differentiate the concepts of purity, leaf nodes, and decision nodes by explaining the difference between a decision node and a leaf node in a decision

Differentiate the concepts of purity, leaf nodes, and decision nodes by explaining the difference between a decision node and a leaf node in a decision tree. What does it mean for a leaf node to be "pure"? Why can't one continue splitting each node to guarantee that each leaf node is "pure"? Provide examples to illustrate your ideas.

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