# Limit the books metadata to selected fields
interactions_selected = interactions[['user_id', 'book_id', 'is_read', 'rating']]
# mapping boolean to string
booleanDictionary = {True: 'true', False: 'false'}
interactions_selected['is_read'] = interactions_selected['is_read'].replace(booleanDictionary)
profile = pandas_profiling.ProfileReport(interactions_selected[['is_read', 'rating']])
profile.to_file('./results/profiler_interactions.html')