I'm not sure why this got changed, but it's wrong. I added an enhancement I'm using in the facet plot PR as well. Will wait for travis.
BUG: Should return unicode not string.
ENH: Allow encoding for unicode.
Coverage remained the same when pulling b6220e5 on jseabold:fix-compat into d722dca on statsmodels:master.