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November 14, 2024 16:53
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Pluto notebook for the analysis of dynamical systems in the course CED 1
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### A Pluto.jl notebook ### | |
# v0.20.3 | |
using Markdown | |
using InteractiveUtils | |
# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error). | |
macro bind(def, element) | |
#! format: off | |
quote | |
local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end | |
local el = $(esc(element)) | |
global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el) | |
el | |
end | |
#! format: on | |
end | |
# ╔═╡ 6617f488-a294-11ef-0527-fb2e425d0102 | |
using PlutoUI # Interactive utilities | |
# ╔═╡ 1fdeeec2-9df5-44b1-9956-4ece3ed3247b | |
using Plots, LaTeXStrings | |
# ╔═╡ a527d075-e8c8-4604-8dae-33c460d6af99 | |
using Roots | |
# ╔═╡ 6a77d7bf-d28f-4cdc-a54e-a451f7bb7564 | |
default(size = 500 .* (√2, 1), dpi = 180, linewidth = 3, label = false) | |
# ╔═╡ 58b1c9b5-c834-48fe-a82b-a3c8fdb11e2c | |
TableOfContents() | |
# ╔═╡ 76d1d1d7-6a14-4194-8b1f-e4d31ce2700f | |
md"# One dimensional dynamical systems" | |
# ╔═╡ 4d7b4c58-99eb-432c-b710-c135baeb213a | |
md" | |
## Continuous time - One parameter $\mu$ | |
First, we define two functions ``f(x; \mu)`` and ``\partial f \big/ \partial x``. | |
*Side note:* To write greek letters such as $\alpha$, $\beta$, $\mu$ etc. in `Julia` just write `\alpha` and press `tab`! | |
" | |
# ╔═╡ 600ff102-362c-492b-9c53-2205ced7382c | |
f(x; μ) = μ + x - x^3; | |
# ╔═╡ 689e8c58-9556-4836-9f3d-df6291ebbc23 | |
f′(x; μ) = 1 - 3x^2; | |
# ╔═╡ 49ff1ce3-ff67-428b-8298-36709b8b227e | |
md"Let's define a set ``M`` from which we can pick parameters, ``\mu \in M``." | |
# ╔═╡ 0901c9b1-47a9-49f0-ba7e-2857f0be0f49 | |
M = -1.5:0.05:1.5; # Values between -1 and 1, with step 0.01 | |
# ╔═╡ b8945136-e199-4ceb-b9b1-66d9386d5b8f | |
md"Let's pick a default value for the paramter ``\mu =`` $(@bind μ Slider(M, default = 0, show_value = true))" | |
# ╔═╡ 721261ec-61e5-4f64-ab30-557a0b8e5eba | |
md"Using the `Roots.jl` we find the steady states | |
$\bar{x} \in \{ a \leq x \leq b: \; f(x; \mu) = 0 \}$ | |
for $μ =$ $μ. | |
" | |
# ╔═╡ c7034c9d-dbfe-40a9-8a79-7f2d98456e7a | |
begin | |
a = -2 | |
b = 2 | |
steadystates = find_zeros(x -> f(x; μ), (a, b)) | |
"Steady states: $steadystates" | |
end | |
# ╔═╡ 92b81957-72cf-4a94-b336-65ecf388a321 | |
md" | |
Let's now plot $\dot{x} = f(x; \mu)$. At the steady states $\bar{x}$ we plot a marker which is full if the steady state is **stable** $f'(\bar{x}; \mu) < 0$ and white if it is **unstable** $f'(\bar{x}; \mu) > 0$. | |
" | |
# ╔═╡ 91485276-96ac-43bd-b5a0-a71043b59306 | |
let | |
xs = a:0.01:b | |
fig = plot(xlabel = L"x", ylabel = L"\dot{x}", ylims = (-4, 4)) # Creates the figure | |
hline!(fig, [0.]; c = :black, linewidth = 1.5) | |
for x in a:(1/3):b # Draws the arrows | |
x′ = x + sign(f(x; μ)) * 0.01 | |
plot!(fig, [x, x′], [0, 0]; arrow=(:closed, 2.0), c = :black) | |
end | |
plot!(fig, xs, x -> f(x; μ); c = :darkred, label = L"$f(x; \mu = %$μ)$") | |
for x̄ in steadystates # Draws the steady state | |
isstable = f′(x̄; μ) < 0 | |
color = isstable ? :darkred : :white | |
scatter!(fig, [x̄], [0.]; color = color, markerstrokecolor = :darkred, markersize = 7) | |
end | |
fig | |
end | |
# ╔═╡ 916f3ed1-29ae-451f-97ac-163cf82346bd | |
md" | |
We can now create the bifurcation plot. For parameter $\mu$ we plot the steady states $\overline{x}$. Here we do it simply using `Roots.jl` and the derivative that we provide. A more complete analysis could be done with `BifurcationKit.jl` ([see here](https://bifurcationkit.github.io/BifurcationKitDocs.jl/stable/)). | |
" | |
# ╔═╡ a541a17b-6f81-4a61-995d-118de8ac8862 | |
let | |
fig = plot(xlabel = L"\mu", ylabel = L"\bar{x}") | |
for μcrit in M, x̄ in find_zeros(x -> f(x; μ = μcrit), (a, b)) | |
isstable = f′(x̄; μ = μcrit) < 0 | |
color = isstable ? :darkred : :white | |
scatter!(fig, [μcrit], [x̄]; color = color, markerstrokecolor = :darkred, markersize = 3) | |
end | |
fig | |
end | |
# ╔═╡ 63122a90-04ac-4a3e-870b-ab99d326aa8b | |
md"## Discrete time - One parameter $\mu$" | |
# ╔═╡ 5339d701-b274-4cc1-a3c0-a2d420a422b5 | |
md" | |
We now move to discrete time systems of the form | |
$x_{t + 1} = \varphi_{\varepsilon}(x_t).$ | |
As before, we define $\varphi_{\varepsilon}$ and $\varphi'_{\varepsilon}$. | |
*Note:* I am using $\varepsilon$ as a parameter instead of $\mu$ just to avoid confusion between variables! | |
" | |
# ╔═╡ c8b3eebd-9656-498a-87fb-05b2a9359e41 | |
φ(x; ε) = x^3 + ε; | |
# ╔═╡ 54423830-803d-4da5-b250-f120a727aa12 | |
φ′(x; ε) = 3x^2; | |
# ╔═╡ 204f0f22-b315-4b77-aef1-700d2756fcac | |
md"Pick a new default value for the paramter ``\varepsilon =`` $(@bind ε Slider(M, default = 0, show_value = true))" | |
# ╔═╡ 047f3fb2-93ca-486a-beae-7823746e0759 | |
md" | |
As before, we find steady states | |
$\bar{x} \in \{ c \leq x \leq d: \; \varphi(x; \varepsilon) = x \}$ | |
for $\varepsilon =$ $ε. | |
" | |
# ╔═╡ 309fa02b-3f4d-4bc1-a377-efdc02fb865d | |
begin | |
c = -2 | |
d = 2 | |
discsteadystates = find_zeros(x -> φ(x; ε) - x, (c, d)) | |
"Steady states: $discsteadystates" | |
end | |
# ╔═╡ 64dec03b-d1f5-4258-a121-b3e7e69a5a43 | |
let | |
xs = c:0.01:d | |
fig = plot(xlabel = L"x_t", ylabel = L"x_{t + 1}", ylims = (c, d), xlims = (c, d)) # Creates the figure | |
plot!(fig, xs, x -> x; c = :black, linewidth = 1.5, linestyle = :dash) | |
plot!(fig, xs, x -> φ(x; ε); c = :darkblue, label = L"$\varphi(x; \varepsilon = %$ε)$") | |
for x̄ in discsteadystates # Draws the steady state | |
isstable = abs(φ′(x̄; ε)) < 1 | |
color = isstable ? :darkblue : :white | |
scatter!(fig, [x̄], [φ(x̄; ε)]; color = color, markerstrokecolor = :darkblue, markersize = 7) | |
end | |
fig | |
end | |
# ╔═╡ 0a1a5a04-2281-4a27-bed0-b8067b6ce6aa | |
md" | |
One common way to plot the dynamics $x_{t + 1} = \varphi_{\varepsilon}(x_t)$ is to do it in the figure above as follows | |
1. Plot the initial condition $x_0$ as a marker. | |
2. Projected onto the $x \mapsto x$ line and reflect back onto the graph of $\varphi_{\varepsilon}$ to get $x_{1}$ | |
3. Continue for $t$ steps to get $x_{t}$. | |
Pick | |
- ``x_0 =`` $(@bind x₀ Slider(c:0.01:d, show_value = true, default = 0)) | |
- ``t =`` $(@bind t Slider(0:20, default = 0, show_value = true)) | |
to see in the graph below. | |
" | |
# ╔═╡ e334061a-2a7e-4344-b9ac-92edb65cf39e | |
let | |
xs = c:0.01:d | |
fig = plot(xlabel = L"x_t", ylabel = L"x_{t + 1}", ylims = (c, d), xlims = (c, d)) # Creates the figure | |
plot!(fig, xs, x -> x; c = :black, linewidth = 1.5, linestyle = :dash) | |
plot!(fig, xs, x -> φ(x; ε); c = :darkblue, label = L"$\varphi(x; \varepsilon = %$ε)$") | |
for x̄ in discsteadystates # Draws the steady state | |
isstable = φ′(x̄; ε) < 1 | |
color = isstable ? :darkblue : :white | |
scatter!(fig, [x̄], [φ(x̄; ε)]; color = color, markerstrokecolor = :darkblue, markersize = 7) | |
end | |
xₜ = x₀ | |
scatter!(fig, [xₜ], [φ(xₜ; ε)]; c = :black) | |
for n in 1:t | |
plot!(fig, [xₜ, φ(xₜ; ε)], [φ(xₜ; ε), φ(xₜ; ε)]; c = :black, linewidth = 2) | |
xₜ = φ(xₜ; ε) | |
plot!(fig, [xₜ, xₜ], [xₜ, φ(xₜ; ε)]; c = :black, linewidth = 2) | |
scatter!(fig, [xₜ], [φ(xₜ; ε)]; c = :black) | |
end | |
fig | |
end | |
# ╔═╡ f3d0ab96-3d4d-4485-adc1-b8deef661544 | |
let | |
fig = plot(xlabel = L"\varepsilon", ylabel = L"\bar{x}") | |
for ε in M, x̄ in find_zeros(x -> φ(x; ε = ε) - x, (c, d)) | |
isstable = φ′(x̄; ε) < 1 | |
color = isstable ? :darkblue : :white | |
scatter!(fig, [ε], [x̄]; color = color, markerstrokecolor = :darkblue, markersize = 3) | |
end | |
fig | |
end | |
# ╔═╡ 00000000-0000-0000-0000-000000000001 | |
PLUTO_PROJECT_TOML_CONTENTS = """ | |
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deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] | |
git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4" | |
uuid = "d091e8ba-531a-589c-9de9-94069b037ed8" | |
version = "5.0.3+4" | |
[[deps.Xorg_libXi_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXfixes_jll"] | |
git-tree-sha1 = "89b52bc2160aadc84d707093930ef0bffa641246" | |
uuid = "a51aa0fd-4e3c-5386-b890-e753decda492" | |
version = "1.7.10+4" | |
[[deps.Xorg_libXinerama_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll"] | |
git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123" | |
uuid = "d1454406-59df-5ea1-beac-c340f2130bc3" | |
version = "1.1.4+4" | |
[[deps.Xorg_libXrandr_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll"] | |
git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631" | |
uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484" | |
version = "1.5.2+4" | |
[[deps.Xorg_libXrender_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] | |
git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe" | |
uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" | |
version = "0.9.11+0" | |
[[deps.Xorg_libpthread_stubs_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl"] | |
git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9" | |
uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" | |
version = "0.1.1+0" | |
[[deps.Xorg_libxcb_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] | |
git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e" | |
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b" | |
version = "1.17.0+0" | |
[[deps.Xorg_libxkbfile_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] | |
git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4" | |
uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a" | |
version = "1.1.2+0" | |
[[deps.Xorg_xcb_util_cursor_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_jll", "Xorg_xcb_util_renderutil_jll"] | |
git-tree-sha1 = "04341cb870f29dcd5e39055f895c39d016e18ccd" | |
uuid = "e920d4aa-a673-5f3a-b3d7-f755a4d47c43" | |
version = "0.1.4+0" | |
[[deps.Xorg_xcb_util_image_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] | |
git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97" | |
uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b" | |
version = "0.4.0+1" | |
[[deps.Xorg_xcb_util_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"] | |
git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1" | |
uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5" | |
version = "0.4.0+1" | |
[[deps.Xorg_xcb_util_keysyms_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] | |
git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00" | |
uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7" | |
version = "0.4.0+1" | |
[[deps.Xorg_xcb_util_renderutil_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] | |
git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e" | |
uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e" | |
version = "0.3.9+1" | |
[[deps.Xorg_xcb_util_wm_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] | |
git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67" | |
uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361" | |
version = "0.4.1+1" | |
[[deps.Xorg_xkbcomp_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"] | |
git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb" | |
uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4" | |
version = "1.4.6+0" | |
[[deps.Xorg_xkeyboard_config_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"] | |
git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3" | |
uuid = "33bec58e-1273-512f-9401-5d533626f822" | |
version = "2.39.0+0" | |
[[deps.Xorg_xtrans_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl"] | |
git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" | |
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" | |
version = "1.5.0+0" | |
[[deps.Zlib_jll]] | |
deps = ["Libdl"] | |
uuid = "83775a58-1f1d-513f-b197-d71354ab007a" | |
version = "1.2.13+1" | |
[[deps.Zstd_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl"] | |
git-tree-sha1 = "555d1076590a6cc2fdee2ef1469451f872d8b41b" | |
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" | |
version = "1.5.6+1" | |
[[deps.eudev_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"] | |
git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba" | |
uuid = "35ca27e7-8b34-5b7f-bca9-bdc33f59eb06" | |
version = "3.2.9+0" | |
[[deps.fzf_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl"] | |
git-tree-sha1 = "936081b536ae4aa65415d869287d43ef3cb576b2" | |
uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09" | |
version = "0.53.0+0" | |
[[deps.gperf_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "3516a5630f741c9eecb3720b1ec9d8edc3ecc033" | |
uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70" | |
version = "3.1.1+0" | |
[[deps.libaom_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl"] | |
git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d" | |
uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b" | |
version = "3.9.0+0" | |
[[deps.libass_jll]] | |
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"] | |
git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e" | |
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" | |
version = "0.15.2+0" | |
[[deps.libblastrampoline_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" | |
version = "5.11.0+0" | |
[[deps.libdecor_jll]] | |
deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"] | |
git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f" | |
uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f" | |
version = "0.2.2+0" | |
[[deps.libevdev_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22" | |
uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc" | |
version = "1.11.0+0" | |
[[deps.libfdk_aac_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl"] | |
git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38" | |
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" | |
version = "2.0.3+0" | |
[[deps.libinput_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"] | |
git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce" | |
uuid = "36db933b-70db-51c0-b978-0f229ee0e533" | |
version = "1.18.0+0" | |
[[deps.libpng_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] | |
git-tree-sha1 = "b70c870239dc3d7bc094eb2d6be9b73d27bef280" | |
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" | |
version = "1.6.44+0" | |
[[deps.libvorbis_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] | |
git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3" | |
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" | |
version = "1.3.7+2" | |
[[deps.mtdev_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11" | |
uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e" | |
version = "1.1.6+0" | |
[[deps.nghttp2_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" | |
version = "1.59.0+0" | |
[[deps.p7zip_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" | |
version = "17.4.0+2" | |
[[deps.x264_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2" | |
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" | |
version = "2021.5.5+0" | |
[[deps.x265_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9" | |
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" | |
version = "3.5.0+0" | |
[[deps.xkbcommon_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"] | |
git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37" | |
uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd" | |
version = "1.4.1+1" | |
""" | |
# ╔═╡ Cell order: | |
# ╠═6617f488-a294-11ef-0527-fb2e425d0102 | |
# ╠═1fdeeec2-9df5-44b1-9956-4ece3ed3247b | |
# ╠═6a77d7bf-d28f-4cdc-a54e-a451f7bb7564 | |
# ╠═58b1c9b5-c834-48fe-a82b-a3c8fdb11e2c | |
# ╟─76d1d1d7-6a14-4194-8b1f-e4d31ce2700f | |
# ╟─4d7b4c58-99eb-432c-b710-c135baeb213a | |
# ╠═600ff102-362c-492b-9c53-2205ced7382c | |
# ╠═689e8c58-9556-4836-9f3d-df6291ebbc23 | |
# ╟─49ff1ce3-ff67-428b-8298-36709b8b227e | |
# ╠═0901c9b1-47a9-49f0-ba7e-2857f0be0f49 | |
# ╟─b8945136-e199-4ceb-b9b1-66d9386d5b8f | |
# ╠═a527d075-e8c8-4604-8dae-33c460d6af99 | |
# ╟─721261ec-61e5-4f64-ab30-557a0b8e5eba | |
# ╟─c7034c9d-dbfe-40a9-8a79-7f2d98456e7a | |
# ╟─92b81957-72cf-4a94-b336-65ecf388a321 | |
# ╟─91485276-96ac-43bd-b5a0-a71043b59306 | |
# ╟─916f3ed1-29ae-451f-97ac-163cf82346bd | |
# ╟─a541a17b-6f81-4a61-995d-118de8ac8862 | |
# ╟─63122a90-04ac-4a3e-870b-ab99d326aa8b | |
# ╟─5339d701-b274-4cc1-a3c0-a2d420a422b5 | |
# ╠═c8b3eebd-9656-498a-87fb-05b2a9359e41 | |
# ╠═54423830-803d-4da5-b250-f120a727aa12 | |
# ╟─204f0f22-b315-4b77-aef1-700d2756fcac | |
# ╟─047f3fb2-93ca-486a-beae-7823746e0759 | |
# ╠═309fa02b-3f4d-4bc1-a377-efdc02fb865d | |
# ╠═64dec03b-d1f5-4258-a121-b3e7e69a5a43 | |
# ╟─0a1a5a04-2281-4a27-bed0-b8067b6ce6aa | |
# ╟─e334061a-2a7e-4344-b9ac-92edb65cf39e | |
# ╟─f3d0ab96-3d4d-4485-adc1-b8deef661544 | |
# ╟─00000000-0000-0000-0000-000000000001 | |
# ╟─00000000-0000-0000-0000-000000000002 |
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