A long-standing problem in biological data analysis is the unintentional absence of values for some observations or variables, preventing use standard multivariate exploratory methods, such as principal component (PCA). Solutions include deleting parts by which information lost, imputation, always arbitrary, and restriction to either variables observations, thereby losing advantages biplot diag...