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Conditional probability: Let $X$ and $Y$ be real-valued random variables and let $a$ be a constant. Then $$ \mathbb P(X\le Y^2 \mid Y=a) = \mathbb P(X\le a^2) $$ (Here $X\le Y^2$ can be replaced by any statement about $X$ and $Y$.)