"truly random" refers to how well a real distribution matches its intended distribution. So, a long cycle is not truly random, because many desired outcomes are

"truly random" refers to how well a real distribution matches its intended distribution. So, a long cycle is not truly random, because many desired outcomes are physically possible to obtain. This is orthognal to the choice of distributon. Shuffle and Weighted Sampling are different choices of distribution.