Data variations can often reveal significant insights into underlying patterns. Incongruent ranges, in particular, present a compelling challenge as they highlight possible issues within datasets. By carefully investigating these ranges, we can discover valuable clues about the data's accuracy. Techniques for detecting incongruent ranges include: