This is the second time the War Memorial swimming pool is used as a set location. It was first featured in Season 1 "Thank Heaven for Little Girls and Big Ones Too" (1980).
The title refers to the quote by founding father Benjamin Franklin: "The only things certain in life are death and taxes".
The events in this episode take place on or around July 4, 1986, which is, of course, the American Independence Day.