Visualize your data using a few simple building blocks that can be
composed using + and *. AlgebraOfGraphics puts a new algebraic spin
on the grammar of graphics idea known from R’s
ggplot2 package.
Visualizations are powered by Makie and you have its full capabilities available to tweak figures produced by AlgebraOfGraphics.
using AlgebraOfGraphics, CairoMakie, PalmerPenguins, DataFrames
penguins = dropmissing(DataFrame(PalmerPenguins.load()))
set_aog_theme!()
update_theme!(Axis = (; width = 150, height = 150))
spec = data(penguins) * mapping(:bill_length_mm, :bill_depth_mm)
draw(spec)
by_color = spec * mapping(color = :species)
draw(by_color)
with_regression = by_color * (linear() + visual(alpha = 0.3))
draw(with_regression)
facetted = with_regression * mapping(col = :sex)
draw(facetted)
draw(facetted, scales(Color = (; palette = :Set1_3)))
Analyses rely on StatsBase.jl, Loess.jl, KernelDensity.jl, and GLM.jl. Some of their documentation is transcribed here.
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