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Why would a LOF (Local Outlier Factor) fail? The predicated outlier results are almost the opposite of the actual outliers. What could have caused this

Why would a LOF (Local Outlier Factor) fail? The predicated outlier results are almost the opposite of the actual outliers. What could have caused this to happen?

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