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"seemingly non-random pattern arises" because for the Poisson examples, the expected value of the random variables in 5, while for the uniform it is 25. If one takes uniform distribution with the expected value 5, the picture would look similar to Poisson examples. E.g., for cases with 3 columns, we have enter image description here