Neat machine! When I saw it and the cover plate my first thought was "White". Then I looked closer and saw that it's significantly different from a White made machine. ISMACS has a list of needles that different machines use. I don't know if that will help you or not.
At least you have one bobbin that you can use to compare others to. That should help you find more of the correct ones.
Rodney