How to extrapolate with scipy

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I am trying to predict my uncompleted distribution function tail with scipy.interpolate.interp1d, but ı can not get expected results, ı have tried some parameters of the scipy function but it failed. The below graph may be show my real aim, ı want to see finished graph like yellow line, Do you have any advise?

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