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This is not really an answer but it's too long for a comment. The lagrange / cublic spline interpolation is very sensitive to the input data, given slightly different input data it can produce vastly different interpolation. It also affects not only neighbouring points but also different points on the curve. Consider this example. x = np.array([10, 25, 50, ...

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