Hey John,
I just saw this on the Adafruit Learning Guide for that module -
In order to get ‘valid’ (not-blank) data you must have the GPS module directly outside, with the square ceramic antenna pointing up with a clear sky view. In ideal conditions, the module can get a fix in under 45 seconds. however depending on your location, satellite configuration, solar flares, tall buildings nearby, RF noise, etc it may take up to half an hour (or more) to get a fix! This does not mean your GPS module is broken, the GPS module will always work as fast as it can to get a fix.
It might be worth double checking your connections and leaving the board outside for a bit longer to see if that helps.