You can pass a reference
arg to the Treatment contrast, using syntax like
"y ~ C(Location, Treatment(reference='China'))"
http://patsy.readthedocs.org/en/latest/API-reference.html#patsy.Treatment
If you have a better suggestion for naming conventions please file an issue with patsy.