These things are very cool. Total atmospheric "precipitable water" (i.e. water suspended in the air) above each ocean point, presented by Univ of Wisconsin.
It's animated – click on it.
I found them here, after following a link from xkcd – of course (see previous [broken link! FIXME] post).