How I explain the interaction term? Should I plot the related plot to explain?   Yes, plot it.   I found the intercept and the estimate of PM are too strange and too large when I put the variable of time (year_air) in the model.    This can happen when you add terms into the model (or remove terms from the model) if the term added (or removed) is highly correlated with other terms in the model. ... View more