Data discrepancies can often reveal significant insights into underlying structures. Incongruent ranges, in particular, present a fascinating challenge as they highlight likely issues within datasets. By carefully analyzing these ranges, we can discover valuable information about the data's validity. Techniques for detecting incongruent ranges in