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If I understood correctly the gap is in the middle of the data. In such cases you should not use forecasts that extrapolate the data, but some interpolation method. If there is relatively large amount of variation in the data you would have best results using something like Catmull–Rom spline. Catmull–Rom spline has some nice properties (see here). The main ...

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