A feature importance table has been generated summarized with regards to the random forest model. Demonstrated in Fig. 2 below, food source demonstrate the highest importance followed by Facility Design and Maintenance. Vermin protection and waste management violations, among all five categories, are the least important feature when it comes to predicting food poisioning cases.