The performance of two-class classifiers are typically analysed within the ROC (Receiver Operating Characteristic) space. ...ROC curves... AUC (Area under the curve) is the most commonly used metric to compare two ROC curves. In this work we introduce a novel analysis space, which is a variant of the ROC space: the iw-ROC space (iw stands for increasingly/incrementally weighted)