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ARIMA may not be the type of modeling that you need here. What's happened is the ARIMA model is super poor, and is instead reverting to a mean. The model isn't capturing any repeatable pattern in the data.
Instead you may want to try a Linear Regression with some sort of seasonal adjustment.