Unfortunately, Wunderground offers no possibility to retrieve data from the Underground Server for freely definable periods via the available programming interface.

myPWS contains functions to retrieve and display at least data for whole months despite this limit. Data for whole years can be downloaded by myPWS up from v1.3.0.