Can you clarify how you obtained binarized features?

[jliartis]

COMPAS contains arithmetic features, how did you binarize those? Were the thresholds manually selected? Was binning used, and if so, how many bins were used and what strategy was used (uniform/quantile)? Were the binning hyperparameters set once, or were multiple values tested through a validation data set?