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I wouldn't say the Korean War Memorial is that far from the Tidal Basin.

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Yeah you're right. It is probably only a mile or so to the basin. However, it's probably twice that to the Jefferson memorial which is where you should be heading if going to the basin. OP says he has a car though so this should be a non-issue.