do.py

causal_df = df.causal.do('title_length', 
                          method='weighting', 
                          variable_types={'title_length': 'd', 
                                          'click_through_rate': 'c', 
                                          'author': 'd'},
                          outcome='click_through_rate',
                          common_causes=['author'])