Biplot

Biplots are a type of exploratory graph used in statistics, a generalization of the simple two-variable scatterplot.

A biplot allows information on both samples and variables of a data matrix to be displayed graphically.

A generalised biplot displays information on both continuous and categorical variables.

[1] A biplot is constructed by using the singular value decomposition (SVD) to obtain a low-rank approximation to a transformed version of the data matrix X, whose n rows are the samples (also called the cases, or objects), and whose p columns are the variables.

The biplot is formed from two scatterplots that share a common set of axes and have a between-set scalar product interpretation.

Biplot of Fisher's iris data set . The scattered points are the input scores of observations and the arrows show the contribution of each feature to the input loading vectors.
Spectramap biplot of Anderson's iris data set
Discriminant analysis biplot of Fisher's iris data