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I searched the web, and finally (I think) I got: In page 47, 48 of this thesis, it is mentioned that - To detect a bias of $p(1+q)$ (where $p$ is the probability for an Uniform Random event), we need roughly $\dfrac{1}{pq^2}$ samples.



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