For random variables (X) and (Y), show that (E[E(X mid Y)]=E(X)) and (operatorname{Var}(X)=operatorname{Var}(E(X mid Y))+E(operatorname{Var}(X mid Y))).

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For random variables \(X\) and \(Y\), show that \(E[E(X \mid Y)]=E(X)\) and \(\operatorname{Var}(X)=\operatorname{Var}(E(X \mid Y))+E(\operatorname{Var}(X \mid Y))\).

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