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Bucket testing is a common practice in the internet industry, where new features and services are tested by exposing them to a randomly selected small subset of users. However, in this simple version of bucket testing, since a very small fraction of the total users are selected through uniform independent sampling of the population, the samples chosen, at times, do not adequately serve as a reasonable...