The British Library and the University of Oxford both have the sheet music, described thus:

WE'LL WEATHER THE WEATHER
Words by Fred G. Bowles. Music by Brenda Gayne.
London: Francis, Day & Hunter © 1918.

First line: It's good to wear a cheery face.
First line of chorus: Oh! we'll weather the weather.