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Data analysts routinely plot some target variable (e.g., used car prices) against some fixed attribute (mileage, age, condition, etc) to get some insight into their data. However, applying single-variable methods to multi-variable data is fraught with danger, as I argue in this little introduction to multilinear regression for the newbie.