RE: Is the Ultimate Dice Roller _Mathematically_ Fair?

Normal distribution is a measurement of randomness only on a large scale, and is not relevant to individual players. It does not help if 5000 numbers are randomly distributed, if, for example, you get the same combination 5 runs in a row. I'd recommend that you look at the entropy.