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This dataset has many constant features, such as the the soil type columns. When using only max_features of n_features, we need to make sure we visit at least one non-constant feature, otherwise too many nodes will be marked as leaf nodes. See 80c2e8f.
Classification accuracy on the Covertype Data Set is less than 90% unless max_features is increased over the default sqrt(# features).
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