How to plot survival probability calibration with Lifelines?

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I am trying to use survival_probability_calibration to visualize the performance of Cox model but the calibration curve would always stay flat as shown in the following plot: Calibration curve with cox model

What can be the reason of this issue? Does any other package like matplotlib affect this plot?

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