Fig. 4From: The non-linear nature of the cost of comprehensibilityComparing black box and white box models. For both plots, the datasets are ordered according to the gap in f1-score between the best black box and the best native (left figure) or surrogate (right) white box model (right). The y-axis measures the relative difference in the f1-score, defined as the ratio of the difference between the black and white box f1-scores divided by that of the best modelBack to article page