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Plot attractors and associated basins, as returned by `DynamicalSystems.basins_of_attraction`
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function plotattractors(basins, attractors, x_space; kwargs...) | |
lims = extrema(x_space) | |
attractors_keys = keys(attractors) |> collect |> sort | |
isdivergent = -1 ∈ basins # Check whether there is a divergent region | |
isunique = length(unique(basins)) == 1 # Check whether the basin is uniform | |
levels = isdivergent ? [-1, attractors_keys..., Inf] : [attractors_keys..., Inf] | |
colorpalette = palette(:tab10)[1:length(attractors)] | |
colorswithdivergent = isdivergent ? [:gray, colorpalette...] : colorpalette # Add gray for divergent basin | |
colors = isunique ? [colorswithdivergent..., :black] : colorswithdivergent # Add dummy color if unique, contour doesn't like single colors | |
basinplot = contour( | |
x_space, x_space, basins'; | |
xlabel = L"x_t", ylabel = L"y_t", | |
xlims = lims, ylims = lims, | |
fill = true, c = colors, alpha = 0.75, | |
levels = levels, legend = nothing, aspect_ratio=:equal, kwargs...) | |
for k ∈ attractors_keys | |
x, y = columns(attractors[k]) | |
scatter!(basinplot, x, y; c = colorpalette[k], markerstrokecolor = :white, label = nothing) | |
end | |
return basinplot | |
end |
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