Therefore, multivariate data analysis was employed for the data mining and model calibration. Additionally, a reasonable range of quality variation should be required both for the calibration and validation subsets covering both the healthy and the spoilage samples to establish a robust prediction model. Generally, samples with TBA values lower than 8 mmol MDA/kg fish are of superior quality while values higher than 20 indicate unacceptable spoilage