JPN

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GridSearchCV gets around this by exposing a `best_estimator_` attribute. This can be used in `cross_val_predict`, and it will work as expected: hyperparameter tuning will not happen, the best model is...

@BrandonStaab, what is wrong with the annualization as it is?

+1 I'm trying to set this up with Monit but I need to give it a PID file.