Density plots based on error predictions (predicted minus actual) and specific compositions. The dashed lines delimit zero error. Top and middle rows: concentrations of the test data as a function of composition and error. Bottom row: error distributions. Biases are present when the error is dependent on the composition, the mean value of error is significantly non-zero, or when the error distributions are asymmetrical.