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upset
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using CairoMakie | |
## | |
function count_set(df, cols, setcols) | |
count(eachrow(df)) do row | |
any(ismissing, row[cols[setcols]]) && return false # all setcols must be non-missing | |
!all(row[cols[setcols]]) && return false # all set colls must be true | |
any(skipmissing(row[cols[Not(setcols)]])) && return false # no non-set cols can be true | |
return true | |
end | |
end | |
function upset_dots!(ax, colsets, nsets=maximum(Iterators.flatten(colsets))) | |
xlims!(ax, (0, length(colsets) + 1)) | |
hidedecorations!(ax) | |
hidespines!(ax) | |
for (x, p) in enumerate(colsets) | |
scatter!(ax, fill(x, nsets - length(p)), collect(1:nsets)[Not(p)], markersize=16, color=:lightgray) | |
scatter!(ax, fill(x, length(p)), p, markersize=16, color=:black) | |
length(p) > 1 && lines!(ax, [x,x], [extrema(p)...], color=:black, linewidth=3) | |
end | |
end | |
ycols = [:noir,:war,:children,:adventure] | |
df = DataFrame(rand(Bool, 1000, 4), ycols) | |
fig = Figure(fontsize = 14) | |
intersection_ax = Axis(fig[1,1], ylabel="intersection size", yautolimitmargin = (0, 0.15)) | |
dot_ax = Axis(fig[2,1]) | |
set_ax = Axis(fig[2,2], xlabel="set size", yticks = (1:4, string.(ycols)), | |
xautolimitmargin = (0, 0.15), yticklabelpad = 10, xgridvisible = false) | |
intersects = [ | |
[1], # 1. a only | |
[2], # 2. b only | |
[3], # 3. c only | |
[4], # 4. d only | |
[1,2], # 5. a and b only | |
[1,3], # 6. a and c only | |
[1,2,3], # 7. a, b, and c only | |
[1,2,3,4], # 8. a, b, c, and d | |
] | |
barplot!(intersection_ax, 1:length(intersects), | |
[count_set(df, ycols, i) for i in intersects], | |
bar_labels=:y, color = :gray20, | |
label_size = 14, label_formatter = x -> string(Int(x))) | |
barplot!(set_ax, 1:4, [count(df[!, col]) for col in ycols], | |
direction=:x, bar_labels=:y, label_size = 14, color = :gray20, | |
label_formatter = x -> string(Int(x))) | |
for i in 1:2:length(ycols) | |
poly!(dot_ax, | |
BBox(0, length(intersects) + 1, i-0.5, i+0.5), | |
color = :gray95 | |
) | |
end | |
upset_dots!(dot_ax, intersects) | |
hidexdecorations!(intersection_ax) | |
hideydecorations!(set_ax, ticklabels = false) | |
rowgap!(fig.layout, 0) | |
linkyaxes!(dot_ax, set_ax) | |
linkxaxes!(dot_ax, intersection_ax) | |
hidespines!(intersection_ax, :t, :r, :b) | |
hidespines!(set_ax, :t, :r, :l) | |
fig |
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