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The Project: Medical Appointment No Shows, relies on the dataset collected from 100k medical appointments in Brazil and is focused on the question of whether or not patients show up for their appointments. Several characteristics about the patient are included in each row. We need to investigate this dataset to find out what are factors associated with patients' attendance or failed attendance to the scheduled appointment.