Because ARIMA models require the time series to be stationary, differencing may be a necessary preprocessing step before using an ARIMA model for forecasting. The SARIMA model extends ARIMA by ...

So how do forecasting ... The next step is to use the Augmented Dickey-Fuller method (ADF) to statistically test whether a given Time series is stationary or not. from pmdarima.arima import ...