I am confused on what a scale invariant distribution is. Can anyone provide a rigorous definition for a scalar invariant distribution? Also, if I consider the set of all powers of 2 and suppose I write each element in scientific notation $x_{m} \times 10^{n_m}$. Would the distribution of the frequencies of $x_m$ be considered scalar invariant? If so, why?