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My wife does the same thing. I usually just wait for a time when the pipes are hot and wipe it off with a rag. Hot enough to melt on, hot enough to wipe off.
I have that problem also. Too lazy to lift my feet out like I should I guess. I use Turtle Wax chrome polish and a little elbow grease with good success.