1st Question: Where can I find the data that you used please (if it is publicly available)?

2nd Question: Is using AR(8) approximately equal to using ARIMA(p=8, i=0, q=0) - likewise with MA(q)?

3rd Question: What framework are you using to call the auto_arima model?

Thank you for your post, looking forward to hearing back from you!