One problem you might run into by using such a long time period is that many bases changed over that time-frame and several came "under new management".
Just to use one example, the airfield that became Henderson Field was non-existant in 1939, a tiny Japanese strip in early 1942, a small US airbase in late 1942, and a very large airfield complex by 1944.
I hope you are able to complete your project, but I think you might want to focus on a smaller time period.