A.S.
You generally only receive unemployment if you lost your job through no fault of your own. If you and your hubs voluntarily decided to move to Missouri for a job change then I am doubtful that you qualify for unemployment. If you have been jobless for 2 years I do not think you will qualify for unemployment (that would be like every new college grad getting unemployment because they cannot find a job but did work at some point a few years previously....and that would be crazy).
Good luck.