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It's not the most convenient or computationally efficient, but the example notebook for LOWESS provides a method for computing confidence intervals by bootstrap. I believe it requires v0.13 to run.
It would be wonderful if the nonparametric estimators (esp. lowess ) offered to return confidence intervals instead of just providing fitted values.
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