For each of the balls, let be the indicator random variable that ball survives the round of uniform balls-in-bins allocation. Condition on its chosen bin. Each of the other balls avoids that bin with probability , independently, so the probability that ball is served is . Hence, for ,
We used linearity of expectation to sum the indicator random variables; their mutual independence is unnecessary. For or , the next count is zero. This states the boundary cases without an ambiguous when .

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