Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

by Foster Provost

numeric attributes may have vastly different ranges, and unless they are scaled appropriately the effect of one attribute with a wide range can swamp the effect of another with a much smaller range.

the range difference of variables matters because distance calculation iss based on it