Passing a NumPy integer (instead of a Python integer) to the periodicty in the seasonal_order argument of SARIMAX raises the exception: TypeError: object of type 'numpy.int64' has no len() The ...

This report evaluates the forecasting performance of ARIMA and SARIMAX models in time series analysis. Leveraging historical data, the aim is to predict future trends ...