Data variations can often reveal hidden insights into underlying patterns. Incongruent ranges, in particular, present a compelling challenge as they highlight likely errors within datasets. By thoroughly investigating these ranges, we can uncover valuable knowledge about the data's validity. Techniques for identifying incongruent ranges include: