Data variations can often reveal hidden insights into underlying patterns. Incongruent ranges, in particular, present a fascinating challenge as they highlight potential errors within datasets. By meticulously investigating these ranges, we can identify valuable knowledge about the data's validity. Methods for detecting incongruent ranges include