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So to needlessly simplify it, deuterium in a warp reactor is sort of analogous to water in a steam engine, in that it's a necessity for efficient matter-antimatter reactions, but it's easy to obtain and use compared to antimatter or dilithium.
I found a YouTube link in your post. Here are links to the same video on alternative frontends that protect your privacy: