Statistical surveys of vegetative cover, soils, and other measures, called hydrologic condition surveys, have been collected by the Tennessee Valley Authority for several years. Attempts to assure that sufficient data were collected for future studies resulted in a total of 53 variables being defined. Because the exact nature of these future studies was unknown it was difficult to reduce the number of variables despite the fact it was known that some of the variables were highly interrelated.