Study of the interdependency of the data sampling ratio with retention time alignment and principal component analysis for gas chromatography

► Data reduction by averaging impacts alignment and chemometric analysis. ► Averaging data to 15 points per peak prior to alignment is important. ► Averaging aligned data to 2 points per peak before PCA is acceptable. ► Significant implications for minimizing computational time are provided.