# Freestone primary glass measurements
head(glass)
# default (standardized) linear discriminant analysis of sites on measurements
glass_lda <- MASS::lda(Site ~ SiO2 + Al2O3 + FeO + MgO + CaO, glass)
# bestow 'tbl_ord' class & augment centroid and variable fields
as_tbl_ord(glass_lda) %>%
augment_ord() %>%
print() -> glass_lda
# row-standard biplot
glass_lda %>%
confer_inertia(1) %>%
ggbiplot(aes(label = name), elements = "active") +
theme_bw() + theme_biplot() +
geom_rows_text() +
geom_cols_vector(subset = c(1, 3, 4), size = 3) +
geom_cols_isoline(subset = c(1, 3, 4), alpha = .25, num = 4L,
text_dodge = -.03, text.alpha = .5, text.size = 3) +
ggtitle(
"LDA of Freestone glass measurements",
"Row-standard biplot of standardized LDA"
) +
scale_x_continuous(expand = expansion(mult = .1)) +
scale_y_continuous(expand = expansion(mult = .1))
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