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pair_correlation
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7abb864cba
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7 changed files with 129 additions and 83 deletions
2
.gitignore
vendored
2
.gitignore
vendored
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@ -1,2 +1,4 @@
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Manifest.toml
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Manifest.toml
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exports
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exports
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.ipynb_checkpoints
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*.ipynb
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@ -1,5 +1,6 @@
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[deps]
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[deps]
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BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
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BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
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CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
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ColorSchemes = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
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ColorSchemes = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
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Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
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Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
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GLMakie = "e9467ef8-e4e7-5192-8a1a-b1aee30e663a"
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GLMakie = "e9467ef8-e4e7-5192-8a1a-b1aee30e663a"
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26
analysis/pair_correlation.jl
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26
analysis/pair_correlation.jl
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@ -0,0 +1,26 @@
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if splitdir(pwd())[2] == "analysis"
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cd("..")
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end
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if splitdir(pwd())[2] != "ReCo"
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error("You have to be in the main directeory ReCo!")
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else
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include("src/ReCo.jl")
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includet("src/analysis/pair_correlation_function.jl")
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end
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##
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using CairoMakie
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CairoMakie.activate!()
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##
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dirs = readdir("exports/2021_11_19"; join=true)
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##
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for dir in dirs
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data = JLD2.load("$dir/data.jld2")
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display(pair_correlation(data["sol"], data["variables"]).fig)
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end
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@ -16,6 +16,8 @@ import Base: push!, run, iterate
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using Revise
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using Revise
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using BenchmarkTools
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using BenchmarkTools
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set_theme!(theme_black())
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includet("PreVector.jl")
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includet("PreVector.jl")
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includet("Particle.jl")
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includet("Particle.jl")
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includet("setup.jl")
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includet("setup.jl")
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72
src/analysis/pair_correlation_function.jl
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72
src/analysis/pair_correlation_function.jl
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@ -0,0 +1,72 @@
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function plot_g(radius, g, variables)
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fig = Figure()
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ax = Axis(
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fig[1, 1];
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xticks=0:ceil(Int64, maximum(radius)),
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yticks=0:ceil(Int64, maximum(g)),
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xlabel=L"r",
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ylabel=L"g(r)",
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title="v = $(variables.v)",
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)
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scatterlines!(ax, radius, g; color=:white, markercolor=:red)
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return fig
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end
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function pair_correlation(sol, variables)
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n_r = 100
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n_last_frames = 200
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min_radius = variables.particle_diameter / 2
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max_radius = 10.0 * variables.particle_diameter
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dr = (max_radius - min_radius) / n_r
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radius = range(min_radius, max_radius; length=n_r)
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N_g = zeros(variables.N, n_r)
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Threads.@threads for r_ind in 1:n_r
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r = radius[r_ind]
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@simd for i in 1:(variables.N)
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for j in 1:(variables.N)
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if i != j
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for k in 1:n_last_frames
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frame = variables.n_frames - k + 1
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c1 = sol.center[i, frame]
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c2 = sol.center[j, frame]
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r⃗₁₂ = SVector(c1[1] - c2[1], c1[2] - c2[2])
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r⃗₁₂ = minimum_image(r⃗₁₂; l=variables.l)
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distance = sqrt(r⃗₁₂[1]^2 + r⃗₁₂[2]^2)
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if (distance >= r) && (distance <= r + dr)
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N_g[i, r_ind] += 1
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end
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end
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end
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end
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end
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end
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g = zeros(n_r)
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@simd for r_ind in 1:n_r
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r = radius[r_ind]
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tmp_g = 0.0
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@tturbo for i in 1:(variables.N)
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tmp_g += N_g[i, r_ind]
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end
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tmp_g *=
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(2 * variables.l)^2 /
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((variables.N * n_last_frames) * variables.N * 2 * π * r * dr)
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g[r_ind] = tmp_g
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end
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fig = plot_g(radius, g, variables)
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return (; fig, radius, g)
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end
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function animate(directory::String, sol::Solution, variables)
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function animate(directory::String, sol::Solution, variables; framerate=0)
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println("Generating animation...")
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println("Generating animation...")
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set_theme!(theme_black())
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fig = Figure(; resolution=(1080, 1080))
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fig = Figure(; resolution=(1080, 1080))
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ax = Axis(
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ax = Axis(
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fig[1, 1];
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fig[1, 1];
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@ -18,7 +16,14 @@ function animate(directory::String, sol::Solution, variables)
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animation_path = "$directory/animation.mkv"
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animation_path = "$directory/animation.mkv"
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record(fig, animation_path; framerate=variables.framerate) do io
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record_framerate = 0
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if framerate > 0
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record_framerate = framerate
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else
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record_framerate = variables.framerate
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end
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record(fig, animation_path; framerate=record_framerate) do io
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circles = Observable(Vector{Circle}(undef, variables.N))
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circles = Observable(Vector{Circle}(undef, variables.N))
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colors = Observable(Vector{RGBAf}(undef, variables.N))
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colors = Observable(Vector{RGBAf}(undef, variables.N))
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skin_colors = Observable(Vector{RGBAf}(undef, variables.N))
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skin_colors = Observable(Vector{RGBAf}(undef, variables.N))
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end
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end
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π2 = 2 * π
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particle_radius = variables.particle_diameter / 2
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@showprogress 0.6 for frame in 1:(variables.n_frames)
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@showprogress 0.6 for frame in 1:(variables.n_frames)
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@simd for i in 1:(variables.N)
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@simd for i in 1:(variables.N)
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circles[][i] = Circle(
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circles[][i] = Circle(Point2(sol.center[i, frame]), particle_radius)
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Point2(sol.center[i, frame]), variables.particle_diameter / 2
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)
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color = get(color_scheme, rem2pi(sol.φ[i, frame] / (2 * π), RoundDown))
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color = get(color_scheme, rem2pi(sol.φ[i, frame], RoundDown) / π2)
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colors[][i] = RGBAf(color)
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colors[][i] = RGBAf(color)
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if variables.debug
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if variables.debug
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Point2(sol.center[i, frame]), variables.skin_r
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Point2(sol.center[i, frame]), variables.skin_r
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)
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)
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interaction_colors[][i] = RGBAf(color, 0.12)
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interaction_colors[][i] = RGBAf(color, 0.08)
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skin_colors[][i] = RGBAf(color, 0.06)
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skin_colors[][i] = RGBAf(color, 0.04)
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end
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end
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end
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end
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if frame > 1
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if frame > 1
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if variables.debug
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if variables.debug
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@simd for i in 1:(variables.N)
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@simd for i in 1:(variables.N)
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segments_x[][2 * i - 1] = sol.center[i, frame - 1][1]
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first_ind = 2 * i - 1
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segments_x[][2 * i] = sol.center[i, frame][1]
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second_ind = 2 * i
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frame_min_1 = frame - 1
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segments_y[][2 * i - 1] = sol.center[i, frame - 1][2]
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segments_x[][first_ind] = sol.center[i, frame_min_1][1]
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segments_y[][2 * i] = sol.center[i, frame][2]
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segments_x[][second_ind] = sol.center[i, frame][1]
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segments_y[][first_ind] = sol.center[i, frame_min_1][2]
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segments_y[][second_ind] = sol.center[i, frame][2]
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end
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end
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if frame == 2
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if frame == 2
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function pair_correlation(frame=0, dr=0.1)
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sol, args, filename = run(;
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N=1000,
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T=1.0,
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v=20.0,
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δt=1e-5,
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save_at=0.1,
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framerate=10,
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n_steps_before_verlet_list_update=1000,
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)
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n_r = 100
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radius = range(0, args.l; length=n_r)
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N_g = zeros((args.N, n_r))
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if frame == 0
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frame = args.n_frames
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end
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for r_ind in 1:n_r
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r = radius[r_ind]
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for i in 1:(args.N)
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for j in 1:(args.N)
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if i != j
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c1 = sol.center[i, frame]
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c2 = sol.center[j, frame]
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r⃗₁₂ = SVector{2}(c1) - SVector{2}(c2)
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r⃗₁₂ = minimum_image(r⃗₁₂; l=args.l)
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distance = sqrt(r⃗₁₂[1]^2 + r⃗₁₂[2]^2)
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if (distance >= r) && (distance <= r + dr)
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N_g[i, r_ind] += 1
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end
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end
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end
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end
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end
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g = zeros(n_r)
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for r_ind in 1:n_r
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r = radius[r_ind]
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tmp_g = 0.0
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for i in 1:(args.N)
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tmp_g += N_g[i, r_ind]
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end
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tmp_g = tmp_g * (2 * args.l)^2 / (args.N^2 * 2 * π * r * dr)
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g[r_ind] = tmp_g
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end
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return plot_g(radius, g)
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end
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function plot_g(radius, g)
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fig = Figure(; resolution=(1080, 1080))
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ax = Axis(fig[1, 1]; xlabel=L"r", ylabel=L"g(r)")
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scatterlines!(ax, radius, g)
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return (; fig, radius, g)
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end
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