Thanks a lot technocrat for your answer,

maybe one (hopefully) last question. You said that I should make the data stationary before applying the ARIMA models. But does the ARIMA models not do this themselves? As far as I understood in ARIMA(p,d,q) models the d part stands for differencing to make a time series stationary.