The jupyter notebook should be updated to use the method load_demo_dataset instead of manually load the data. Additionally, the data should be 'breast_cancer' instead of 'iris', since the target value should be a binary classification.
Issue "BUG: FileStorage error" #585 should be fixed before the notebook can be updated.