that is weird.
The regression algorithm should just do a prediction on a dataframe.  Such a huge difference in accuracy seems very suspicious.
I would test the algorithm on a reference dataset, for which you know the accuracy beforehand.
Perhaps your transform script in the initial notebook interferes with the model itself, but that seems strange.