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$X, Y, Z$ are integer valued random variables with the following two properties:

  1. $X$ and $Y$ are independent.
  2. For all integer $x$, conditioned on the event $\{X=x\}$, we have that $Y$ and $Z$ are independent (in other words, conditioned on $X$, the random variables $Y$ and $Z$ are independent).

Which of the following can we infer?

  1. The random variables $X$ and $Z$ are independent
  2. Conditioned on $Y$, the random variables $X$ and $Z$ are independent
  3. Conditioned on $Z$, the random variables $X$ and $Y$ are independent
  4. All of the above
  5. None of the above
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