Why do we try and forecast time series data?
I believe forecasting time-series data "MAY" persist in the future and not necessarily "EXPECTED" to persist in the future when observing patterns from the past...(In my opinion). Future time-series events may take different patterns after observing the patterns of the same events in the past..!!!
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That is why it is crucial to test the model.