The important thing is having a reason for picking the model that you decide on. You should choose a model for overall characteristics like a high...

The important thing is having a reason for picking the model that you decide on. You should choose a model for overall characteristics like a high R^2 value. You should choose to drop individual terms for reasons like a high p-value. Explain the rationale for your choice in English, and use common sense!