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starting visualization journey

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behinger (s-ccs 001)
2023-09-25 11:35:13 +00:00
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# AlgebraOfGraphics.jl vs. GGPlot.jl
[CC-by-SA Pumas.ai](https://tutorials.pumas.ai/html/PlottingInJulia/01-AoG-intro.html)
|---|---|---|
||ggplot2 |AoG.jl
|Input data |ggplot(df) | data(df)
|Map aesthetics |aes(...) |mapping(...)
|Add geometries |geom_*(...) |visual(...)
|Combine layers | + |*
|Facetting |facet_[wrap|grid](~ column) |mapping(...; [row|col|layout]=:column)
|Customize scales |scale_*_manual() | renamer(...)
|Themes theme_*(...) |set_theme!(theme_*()); |draw(plt)
|Customize axes labels |[x|y]lab("...") |draw(plt, axis=(; [x|y]label="..."))
|Customize color |scale_[fill|color]_*(...) |draw(plt, palettes=(; color=...)) or visual(..., colormap=...")
|Save plot |ggsave("file.[png|svg]") |save("file.[png|svg]", draw(plt))
|Frequency |geom_bar() or stat_count() |frequency()
|Histogram |geom_histogram or stat_bin() |histogram()
|Density |geom_density or stat_density() |density()
|Expectation/Mean| stat_summary(fun = "mean") |expectation()
|Smooth trend |stat_smooth or geom_smooth() |(visual(...) + smooth())
|Linear trend |stat_smooth(method = "lm") or geom_smooth(method = "lm")| (visual(...) + linear())
|Log scale |scale_[x|y]_log10() |draw(plt; axis=(; [x|y]scale=log10))