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Statistical classification is the problem of identifying the sub-population to which new observations belong, where the identity of the sub-population is unknown, on the basis of a training set of data containing observations whose sub-population is known. Therefore these classifications will show a variable behavior which can be studied by statistics.
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Why do my Feature Importance and Partial Dependence plots not agree?
Partial dependence doesn't tell you the full story. You are looking at the marginal effect of one predictor on the response variable. It's just like the marginal distribution doesn't tell you the full …