I have no problem in getting the forecast out-of sample values but I can't seem to find a way to show the fitted in-sample ones.
model = auto_arima(y = training_set['Y'],
m = 12,
seasonal = True,
stepwise = False)
predictions = model.predict(n_periods = test_period)
predictions