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umap_df %>%
ggplot(aes(x = UMAP1,
y = UMAP2,
color = species,
shape = sex))+
geom_point()+
labs(x = "UMAP1",
y = "UMAP2",
subtitle = "UMAP plot")
ggsave("UMAP_plot_example1.png")