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My use case is a machine learning model (an outlier detector) that is semi-supervised. The features are paired with labels indicating outlier/inlier, with possibly some or all labels missing. Even in the case all labels are missing (unsupervised) I still want to extract from the categorical vector the labels to get the user's preference for these labels.