As far as I know Wizard never offered a 2hp motor. The 1940 WA2 was a 2.5hp motor and later single cylinder ones were 3hp and later yet 3.6hp.
Do you have a model number to help nail down the age and size?
Serial# 00005 is pretty cool regardless.
Here is a page to help you determine your motor age and size from the model number.