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Thanks for the response. Agreed up to reducing the condition to $P(Y=1) \le P(X > k)$. This is the same strategy I've been trying. Intuitively I agree with your argument in the next paragraph, however, I'm having trouble rigorously proving that. Can you elaborate a bit? Thanks!