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rvisualizationpcafactoextrabiplot
Joachim Schork
Joachim Schork

Reputation: 2137

R PCA: Why are some points in a biplot larger than others?

Why are some points in a PCA biplot larger than others? Unfortunately, I couldn't find an explanation in the help documentation.

Example:

# Load required library
library(factoextra)

# Perform PCA using prcomp
iris_pca <- prcomp(iris[, 1:4], scale. = TRUE)

# Create a biplot
fviz_pca_biplot(iris_pca, 
                habillage = iris$Species)

enter image description here

Upvotes: 1

Views: 93

Answers (1)

PBulls
PBulls

Reputation: 1711

What you're seeing is not a size scale, but the mean of each group. This seem to be documented only in factoextra::fviz, not the wrappers. Elsewhere this is passed via ... to ggpubr::ggscatter, which has the following argument that factoextra sets to TRUE by default:

mean.point logical value. If TRUE, group mean points are added to the plot.

Can be disabled like so:

fviz_pca_biplot(iris_pca, 
                habillage = iris$Species,
                mean.point = FALSE)

biplot

Upvotes: 5

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