For the LLR test part, the function doesn't work, I tried to download the new file and it still doesn't work, can anyone help me with this?

Hey Keyu, Sorry for the delayed response, but I was out of the office over the festive period. Anyhow, the issue here comes from the release of a newer version of statsmodels than the one the code was initially created on. The simplest solution is the what Iliya had already advised - remove ".fit()" and use the "results" variables over the "model" variables. In other words, rewrite the LLR_test function to use: L1 = mod_1.llf L2 = mod_2.llf rather than: L1 = mod_1.fit().llf L2 = mod_2.fit().llf Then, when you actually call the function, you'd be using the "results" variables, so: LLR_test(results_ar_2, results_ar_3) instead of: LLR_test(model_ar_2, model_ar_3) Python returns an error when fitting the same model twice, so we work around this issue by using the fitted results in the LLR_test instead. Hope this helps! Best, 365 Vik

Hi Keyu, Thanks for reaching out! If you remove the ".fit()" from the LLR test function, you have to use the already fitted "results" variables instead of the "model" ones. Hope this helps! Best, Iliya