We introduce a generally applicable method for the discovery and quantitati
on of all of the characteristic statistical properties of a class of biolog
ical sequences, given examples from the class. This method employs a revers
ible binary encoding of sequences into the binary digits -1 and +1. Then, p
rovided that the sample is sufficient, the sample cumulants on the subsets
of digit positions will manifest all of the statistical properties of the c
lass. As an illustration, we present the main results of a complete charact
erization of the stationary statistical properties of human coding sequence
s, in terms of their sample cumulants. Many of the telling sample cumulants
are described.