''' features = [gender, SeniorCitizen, Partner, Dependents, Tenure, PhoneService, MultipleLines, OnlineSecurity, OnlineBackup, DeviceProtection, TechSupport, StreamingTV, StreamingMovies, PaperlessBilling, MonthlyCharges, TotalCharges, InternetService_Fiberoptic, InternetService_No, Contract_Oneyear,Contract_Twoyear, PaymentMethod_CreditCard, PaymentMethod_ElectronicCheck, PaymentMethod_MailedCheck] final_features = [np.array(features)]
prediction = model.predict_proba(final_features)
output = prediction[0,1]
# Shap Values
explainer = joblib.load(filename="explainer.bz2")
shap_values = explainer.shap_values(np.array(final_features))
shap_img = io.BytesIO()
shap.force_plot(explainer.expected_value[1], shap_values[1], columns, matplotlib = True, show = False).savefig(shap_img, bbox_inches="tight", format = 'png')
shap_img.seek(0)
shap_url = base64.b64encode(shap_img.getvalue()).decode()
The error is coming about tree ensemble when we try to run the python file.The error says: 'TreeEnsemble' object has no attribute 'model_output'. Please help to correct this error the traceback is : File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1836, in call return self.wsgi_app(environ, start_response) File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1820, in wsgi_app response = self.make_response(self.handle_exception(e)) File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1403, in handle_exception reraise(exc_type, exc_value, tb) File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask_compat.py", line 33, in reraise raise value File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1817, in wsgi_app response = self.full_dispatch_request() File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1477, in full_dispatch_request rv = self.handle_user_exception(e) File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1381, in handle_user_exception reraise(exc_type, exc_value, tb) File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask_compat.py", line 33, in reraise raise value File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1475, in full_dispatch_request rv = self.dispatch_request() File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\flask\app.py", line 1461, in dispatch_request return self.view_functionsrule.endpoint File "C:\Users\utrej\Desktop####\product dev lab\Customer-Survival-Analysis-and-Churn-Prediction-master\app.py", line 118, in predict shap_values = explainer.shap_values(np.array(final_features)) File "C:\Users\utrej\AppData\Local\Programs\Python\Python38\Lib\site-packages\shap\explainers\tree.py", line 298, in shap_values if self.model.model_output == "log_loss":
