""" See statsmodels.tsa.arima.model.ARIMA and statsmodels.tsa.SARIMAX. """ ARIMA_DEPRECATION_ERROR = """ statsmodels.tsa.arima_model.ARMA and statsmodels.tsa.arima_model.ARIMA have been removed in favor of statsmodels.tsa.arima.model.ARIMA (note the . between arima and model) and statsmodels.tsa.SARIMAX. statsmodels.tsa.arima.model.ARIMA makes use of the statespace framework and is both well tested and maintained. It also offers alternative specialized parameter estimators. """ class ARMA: """ ARMA has been deprecated in favor of the new implementation See Also -------- statsmodels.tsa.arima.model.ARIMA ARIMA models with a variety of parameter estimators statsmodels.tsa.statespace.SARIMAX SARIMAX models estimated using MLE """ def __init__(self, *args, **kwargs): raise NotImplementedError(ARIMA_DEPRECATION_ERROR) class ARIMA(ARMA): """ ARIMA has been deprecated in favor of the new implementation See Also -------- statsmodels.tsa.arima.model.ARIMA ARIMA models with a variety of parameter estimators statsmodels.tsa.statespace.SARIMAX SARIMAX models estimated using MLE """ def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) class ARMAResults: """ ARMA has been deprecated in favor of the new implementation See Also -------- statsmodels.tsa.arima.model.ARIMA ARIMA models with a variety of parameter estimators statsmodels.tsa.statespace.SARIMAX SARIMAX models estimated using MLE """ def __init__(self, *args, **kwargs): raise NotImplementedError(ARIMA_DEPRECATION_ERROR) class ARIMAResults(ARMAResults): def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs)