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and so we can now go ahead to clean our data so as I mentioned weamp;#39;re going to drop the patientamp;#39;s ID column to prevent us from overheating and weamp;#39;re also going to encode the diabetes column as a category so that is basically what weamp;#39;re doing here and weamp;#39;re going to use the library Janita R has a lot of libraries and a lot of packages that make your work easier so just consider looking into all the developments that are going into making using are quite simple for you Iamp;#39;m just going to run that cell and then so now you see we have our diabetic column has now become a factor factor of zero and one the rest have remained the same and we donamp;#39;t have the patient ID column anymore so the next thing now weamp;#39;re going to do is weamp;#39;re trying to understand the relationships between our data attributes