Yes, you can just push submit. Have you tried this without success?
The button to the right of the input box is showing you all the weather stations nearby and it will actually put the “pws:BLAHBLAH” into the input box for you once you pick which weather station you want. This is an extra feature to assist users with finding a weather station without having to know the WUnderground code.