I am building a decision tree that uses fields with continuous values (doubles). how should I create the range nodes to build the tree with (finding the best ranges values)
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The standard way in growing a decision tree is to find the threshold that minimizes the (weighted) sum of either the entropies or the Gini impurities of the child nodes.
ALGLIB is a good open-source implementation to study when one wants to implement this oneself:

Frederik Kaster
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