Law of Total Variance

If $Y$ is partitioned by $X$, then by the Law of Total Probability we have:

$$\text{Var}(Y)=\text{Var}(\mathbb{E}\left[Y\mid X\right])+\mathbb{E}\left[\text{Var}(Y\mid X)\right]$$