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Before fitting any ARIMA model, make sure that: There is no seasonal trend in your data. If it is present then deseasonalized it by taking appropriate lag difference, as pointed by @Horseless Before fitting any model, make sure data is stationary. Once stationarity is achieved, plot ACF and PACF and find appropriate lag. To find appropriate lag selection,...

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