If Air Traffic Control advises that radar service is terminated when the pilot is departing Class C airspace, the transponder should be set to code?

1200 feet.

In the given scenario we would be operation under VFR.

VFR is visual flight rules are set of regulations under which the pilot operates aircraft in a weather which generally clear enough that facilitates pilot to see the flight where it is going.