Can there be metrics on sets of random variables?

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First off - I do not know much probability theory, so please pardon me if this question is nonsensical.

The question arose from the following thought: can I make the expectation function continuous, by assigning to a set of random variables (say, those with finite expectation), some sort of metric (or even, just a topology)?

Would be interested to hear about this, if the question makes sense.

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The obvious example is the $L^1$ norm: $$\|X\|=E(|X|).$$ For different notions of convergence of random variables see... Convergence of random variables.