Prove the conditional variance formula [operatorname{Var}(X)=E[operatorname{Var}(X mid Y)]+operatorname{Var}[E(X mid Y)]]

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Prove the conditional variance formula

\[\operatorname{Var}(X)=E[\operatorname{Var}(X \mid Y)]+\operatorname{Var}[E(X \mid Y)]\]

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