Thanks for sharing Peter!

May I kindly suggest that an article about ROC curves would benefit from mention of the importance of Precision-Recall curves, for completeness?

The reason I mention is that ROC curves do not contain precision information (it is limited to recall/sensitivity/tpr and specificity/(ie. 1-fpr)).

Would be glad to hear your thoughts about that.