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Question about LASSO, RMSE, and Standardization

I have a question about doing LASSO in R using glmnet.
It’s kind of a conceptual question; I learned that we should interpret RMSE after performing glmnet, to check the performance of the model. Lower RMSE is better, though I still don’t get what’s the threshold.