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logit.plot_survival_function() ax.set_title('Survival Parametric Models vs Kaplan Meier Actuals') ax.set_ylabel('Fraction') Fig 1.7 Overlay distributions over KM curves Its not very clear here, but the logit and the Weibull distributions seem to overlay the closest on the KM curve. Another way is