Huh, I thought KernelDensity was a classifier, but apparently it is not.
You should be able to grid-search over "score" once the function call is 
fixed to "score(X, y=None)".
Can you try adding that?

I am surprised there is no common test for that, but I guess this 
estimator is too special in its interface.

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