Conditional on , there are pairs, and each is both friendly and birthday-matched with probability . Since for a Poisson variable,
By Poisson thinning, allocating a Poisson population independently and uniformly among days gives independent Poisson counts. Hence
Given , the probability of no friendship among people sharing day is . The day counts are independent, so
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