More generally, one should probably say that random numbers taken from a distribution match that distribution.
Taken to an extreme one might ask, can you predict random numbers taken from a collection with only one element. Obviously you can predict the next number. It'd be like a roulette wheel with only red numbers. The outcome is random, but perfectly predictable to be red.
