The pm.model_to_graphviz(manual_logistic_model) command produces the plate notation displayed in the preceding diagram on the right. It shows the unobserved parameters as light and the observed elements as dark circles. The rectangle indicates the number of repetitions of the observed model element implied by the data included in the model definition.