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Fig. E.2.

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Orthogonal polynomial fits to one noise realization of case 3 to demonstrate the BIC selection. For the 3rd order, the retrieved time delay and differential dust extinction deviate strongly from the input, which is visible from the different shapes of the fits in the range of the data points of image A and image B. Panel a: 6th order, Panel b: 5th order, Panel c: 4 th order ̲ $ \underline{4^{\mathrm{th}} \ \text{ order}} $, Panel d: 3rd order, Panel e: 2nd order; The selected order is underlined and highlighted with a red frame of the plot.

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