Decision tree learner seems to be overfitting

@akhtarameen concerning overfitting you might want to read about the evaluation of predictive models. In this case the question might be where to cut-off the 0/1 decision. The default of 0.5 might not be the right one.

More also about finding the right cut-off point here:

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