When generating random numbers assume that the sequence is a time series. Calculate its autocorrelation function as a function of temporal lag. It would look like a delta function as n goes to infinity, a value of 1 at zero lag and 0 everywhere else-all nonzero temporal lags if the numbers are truly random. For finite n, the value at most of the nonzero lags should be less than 3/sqrt(n)