We use Featuretools to predict whether or not a patient will show up to a doctor’s appointment. In this end-to-end demonstration we show how to automatically create valid features which use label information. By providing a little bit of human knowledge about the time relationships between columns, we can use historical missed appointment information without leaking labels.