I think that there may have been a problem with the slow-running jet (aka, idle jet) and this is why the choke was on permanently. It might also mean that the previous owner didn't know how to adjust the carburettor to idle properly. At the risk of "teaching you to suck eggs" may I suggest the following.
GENTLY screw in the idle MIXTURE screw until it stops--and then screw it out 2 complete turns. Then screw the idle SPEED screw out untilyou can feel(and see)that it is having no effect on the throttle link---then screw it out about 3 turns. This should give you a high idle speed when the engine is warm (getting good heat through the heater) and the choke is fully OFF. Back off the idle SPEED screw to slow the idle speed down a bit nearer to the correct idle speed. Then, GENTLY turn the MIXTURE screw IN until the engine starts to run a bit unevenly---and then turn it out until the engine runs smoothly again. Then,back of the SPEED adjustment screw (if required) to get the idle speed correct (which according to "the book of words" is about 700rpm), and then again, turn the MIXTURE screw in until the engine starts to run unevenly and then, as before, gently turn it out until the engine runs smoothly. You may have to do this operation a number times until you get the idle speed/mixture correct. Without a tachometer it is difficult to ascertain 700rpm, but a good indicator is that you are at the correct idle speed when the ignition light is just about flickering (assuming you still have a dynamo on the engine). I hope that this helps you. Before you start adjusting the mixture, remove the idle jet and give it a clean and, if possible,give the adle-jet passage a blow out with an air-line.