Having unit roots is not necessarily a problem, it depends on what you want to do. For estimation it is preferable to detrend the model, unless you have cointegration relationships (these can be exploited only when estimating in levels).
For the order of eigeinvalues, see my answer there: Ramsey Policy - no theoretical moments
Best,