You use monthly data. Graphically, the seasonality of partial autocorrelation seems to be a bit significant, and the half-year period of autocorrelation is also quite significant.

You can consider ARMA(( 1, 6), (1, 6)) and then estimate ARMA (6,6) and ARMA (3,3).