Ed, that's what my two cats do, too, but I keep the faucet at a trickle to avoid their making splash-puddles on the floor. Doesn't keep 'em from shaking their heads and splattering water all over, though!
Doggie caption: "Don't worry; my nose can handle this!" (Get it? "Handle" of the box?)