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square roots of the array before applying the pmdARIMA auto_arima function. The summary below shows the best ARIMA parameter fit. PMDARIMA auto_arima fit summary The data is then split into train and test sets, and the SARIMAX function from the tsa.statespace.sarimax module is applied to the train