diff --git a/src/convolution/convolution_1D.jl b/src/convolution/convolution_1D.jl
new file mode 100644
index 0000000..60f4876
--- /dev/null
+++ b/src/convolution/convolution_1D.jl
@@ -0,0 +1,2069 @@
+### A Pluto.jl notebook ###
+# v0.19.27
+
+#> [frontmatter]
+#> image = "https://github.com/JuliaPluto/featured/assets/6933510/65dadde7-6381-4cda-ad71-7bbba4b1db97"
+#> title = "Convolutions"
+#> tags = ["convolution", "filter", "signal-processing", "math", "signal processing"]
+#> date = "2023-09-20"
+#> description = "Learn about the cool concept of convolution on continuous functions!"
+#> license = "Unlicense"
+#>
+#> [[frontmatter.author]]
+#> name = "Boshra Ariguib"
+#> url = "https://github.com/ariguiba"
+
+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)
+ 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
+end
+
+# ╔═╡ 3fd4b34c-18ed-4b07-b594-01afb377ead7
+begin
+ # packages for convolution:
+ using DSP, SignalAnalysis, Random
+
+ # plotting:
+ using CairoMakie, ColorSchemes, Colors, ColorTypes
+ using MakieThemes
+ set_theme!(ggthemr(:flat))
+
+ # widgets and layout:
+ using PlutoUI
+ using PlutoUI.ExperimentalLayout: grid, vbox, hbox, Div
+ using HypertextLiteral
+end
+
+# ╔═╡ ca75244c-69ac-45c8-aa33-59c05dc4091b
+begin
+ import CairoMakie:Polygon
+ using GeometryBasics
+ function plot_pill(emoji_pill_pic::Matrix)
+ positions = Colors.alpha.(emoji_pill_pic).<0.5
+
+ curr_fig = Figure()
+ curr_ax = Axis(curr_fig[1, 1])
+ contour_plot = contour!(curr_ax, positions, levels=1, labels = false)
+ pill_points = contour_plot.plots[2].converted[1][]./10
+ pill_points = [Point2f.(0.5 .+6 .- p.data[1] .-3.5,p.data[2] .- 3.5) for p in pill_points]
+
+ pill_shape = Polygon(pill_points[1:end-1])
+ return pill_shape
+ end
+end
+
+# ╔═╡ 00358bc2-1e49-45a9-9b78-293aadd40976
+md"""## Convolutions *Explained*
+
+#### Introduction
+Hello there! If you ever came across convolutions in some certain science context, you know they can be VERY confusing. This notebook will help you get a better intuition for convolutions. Let's go!"""
+
+# ╔═╡ f265f5b9-d5d0-45ce-a850-f4237218cf99
+md"""
+#### A new disease appears - oh no
+"""
+
+# ╔═╡ dbdbcbbe-57fd-497f-b5ba-83b61e87de0b
+md"""Let's start with this great example from the [**better explained blog** ](https://betterexplained.com/articles/intuitive-convolution/) : Suppose there is a **pandemic** going on and more people are getting sick every day. So, you are a doctor and you have the following **new** patients coming in each day (yes, sadly even elves and fairies can get this disease):
+"""
+
+# ╔═╡ f97f9f46-b5c7-4cee-a69f-1eb53b560952
+md"""The number of patients increases as the disease spreads."""
+
+# ╔═╡ 796aad78-36d4-42fd-a467-707692b094a2
+
+
+# ╔═╡ adfc8467-93bf-472e-a9fc-bd502caa5daa
+md"""
+#### But we have a treatment, puh!
+"""
+
+# ╔═╡ f9df01a1-8fb7-4337-9415-9ab56d9c696a
+md"""The patients all have the same disease that requires the following treatment:
+- On the 1st day, the patient recieves 1 pill
+- On the 2nd day, the patient recieves 2 pills
+- On the nth day, the patient recieves n pills
+
+So something that looks like this: """
+
+# ╔═╡ bb869b27-0bce-4314-b28f-684ccc14f7ea
+md"""> **Try it:** Choose your own treatment plan (you can also chose 0 pills for a certain day):"""
+
+# ╔═╡ faf156f0-fa3f-46f6-98d3-3bbf0690a0a4
+begin
+ a1 = @bind a1_s PlutoUI.Scrubbable(0:1:6, default=1)
+ a2 = @bind a2_s PlutoUI.Scrubbable(0:1:6, default=2)
+ a3 = @bind a3_s PlutoUI.Scrubbable(0:1:6, default=3)
+ a4 = @bind a4_s PlutoUI.Scrubbable(0:1:6, default=4)
+ a5 = @bind a5_s PlutoUI.Scrubbable(0:1:6, default=0)
+ a6 = @bind a6_s PlutoUI.Scrubbable(0:1:6, default=0)
+ a7 = @bind a7_s PlutoUI.Scrubbable(0:1:6, default=0)
+ a8 = @bind a8_s PlutoUI.Scrubbable(0:1:6, default=0)
+
+end;
+
+# ╔═╡ 88e4551f-9ae1-4a5f-819b-01c43a319981
+begin
+ #treatment_array = @bind treatment_in PlutoUI.Scrubbable(treatment_array)
+ md""" $(a1) $(a2) $(a3) $(a4) $(a5) $(a6) $(a7) $(a8)"""
+end
+
+# ╔═╡ 27bd1602-3ca0-4daf-a9ff-c76ea818ead4
+md"""
+### But, how many pills do we need to stockpile?
+"""
+
+# ╔═╡ 572bd8d5-65b0-462e-a143-811f4bfa875e
+md"""---
+Now to make things more visual, move the slider around to see how many pills you need each day!"""
+
+# ╔═╡ 1fd4973b-8a25-4ddb-ac6d-3fb444a5ed2c
+md"""**Hint:** In order to administer the treatment in the right order, we need to **flip** patients lists, so they get admitted to the hospital in the right order! So now it looks like this:
+"""
+
+# ╔═╡ 0ccf60db-75b2-466d-935e-f39855bc36f7
+md"""## Generating Code """
+
+# ╔═╡ e4a17824-0e9f-442e-82bc-62b8d46e88e5
+md"""The following code sets up our initial figure. If you're interested in drawing graphs in computer science, you can take a look but you don't need to understand every line."""
+
+# ╔═╡ 032130c4-686b-4db9-9753-9b0fe764f94e
+begin
+ # Number of time steps
+ nb = 8
+
+ # Slider for how long the pandemic should go
+ len_slider = @bind len PlutoUI.Slider(3:1:nb-1, show_value=true, default=5)
+
+ # Checkboxes for more options
+ show_stairs = @bind stairs CheckBox(default=true)
+ make_exponential = @bind exponential CheckBox()
+
+end;
+
+# ╔═╡ 380ba7f0-76e6-47ec-98e2-e6c6a3b7f2d5
+patients = exponential ? collect(["👵","🧑👴", "🧑🧔🏼🧝🧚", "👧👴👴👩🧝🧚👩🧓", "👵🧝🧑👴🧑🧝🧝🧚🧓🧚🧓🧚🧑🧝🧝🧝", "👵🧝🧑👴🧑👵🧝🧑👴🧑🧓🧚👩🧝🧚👩👩🧝🧚👩👴👴👩🧝🧚🧓🧚🧓👴👵🧑🧑", "🧚🧚🧚🧚🧚🧚🧚🧚🧚🧓🧚🧓🧚🧑🧝🧝👧👴👴👩🧝🧚👩🧓👧👴👴👩🧝🧚👩🧓👵🧝🧑👴🧑👵🧝🧑👴🧑🧓🧚👩🧝🧚👩👩🧝🧚👩👴👴👩🧝🧚🧓🧚🧓👴👵🧑🧑🧑", ""])[1:len] : collect(["👵","👴🧑", "👩🧔🏼🧝🧚", "👧👴👴👩🧝🧚👩🧓", "👵🧝🧑👴", "🧓🧚", "🧚", ""])[1:len]
+
+# ╔═╡ a60029d5-ae8d-4704-bef1-076949712c37
+patients_flipped = append!(["" for i in 1:8-length(patients)], reverse(patients))
+
+# ╔═╡ 9243a029-8f8d-4a28-b098-d2a2810a8786
+md"""**Try it:** How many days should the disease go on: $(len_slider) day(s)"""
+
+# ╔═╡ bccfdd98-b425-4f8d-a58d-489134851ebd
+begin
+ # Set slider for the day (index)
+ k_slider = @bind k_conv PlutoUI.Slider(1:2*nb+1, show_value=true, default=1)
+ md"""**Try it:**: calculate up to day: $(k_slider)
+ > **Test your understanding**: On what day do you require most pills?"""
+end
+
+# ╔═╡ e63c92a5-659e-41f7-85a4-c2f3baffcef6
+md"""## Appendix"""
+
+# ╔═╡ 05df72e9-f45b-49c3-8015-9212f439cf72
+begin
+ # Makie can't display emojis directly, so we have to grab them from github - sorry
+ import PNGFiles
+ emoji_pill_pic = PNGFiles.load(download("https://raw.githubusercontent.com/pranabdas/github-emoji-assets/main/assets/pill.png")) .|> RGBA{Float64};
+end;
+
+# ╔═╡ 9fab3bbb-5c7f-4464-97c9-847f52754845
+treatment_in = [a1_s a2_s a3_s a4_s a5_s a6_s a7_s a8_s];
+
+# ╔═╡ 9274ed36-a28e-42f3-879f-167d5afa6fc7
+treatment = vec([repeat('💊', i) for i in treatment_in])
+
+# ╔═╡ f0d08486-0086-48da-baeb-169f3812d0ea
+let
+ t = treatment
+ p = patients
+md"""Now as a doctor, you want to be ready for this scenario, at each day you want to know, how many pills you will need for your patients:
+
+- On day 1: you would give $((t[1])) to $((p[1]))
+- On day 2: you would give $((t[2])) to $((p[1])) , and $((t[1])) to $((p[2])) each
+- On day 3: you would give $((t[3])) to $(length(p[1])) , and $((t[2])) pills to $((p[2])) , and $((t[1])) to $((p[3])) each ... etc
+
+Notice how we are multiplying and adding each day? We are close to performing a convolution already!
+"""
+end
+
+# ╔═╡ 472b52d8-e787-4a93-83d8-c53e977a143c
+begin
+ # Set the number of patients array (First function)
+ numbers_patients = [length(s) for s in patients_flipped]
+ y2_patients = append!([0 for i in 1:9], numbers_patients, [0 for i in 1:16-length(patients_flipped)])
+
+ # Set the number of pills array (Second function)
+ numbers_pills = [length(s) for s in treatment]
+ y1_pills = append!([0 for i in 1:9], numbers_pills, [0 for i in 1:16-length(numbers_pills)])
+
+ # Set the function to draw the patients moving
+ if k_conv < 9 idx = 9 - k_conv else idx = 34 - k_conv end
+ y2_patients_draw = y2_patients[[idx+1:end; 1:idx]]
+
+end;
+
+# ╔═╡ d7ce43e5-7af7-4182-9992-1501e6d2e532
+function plot_grey_pill(emoji_pill_pic::Matrix{RGBA{Float64}})
+ emoji_pill_org = deepcopy(emoji_pill_pic)
+ grey_pill = GrayA.(emoji_pill_org)
+ for k = 1:length(grey_pill)
+ grey_pill[k] = GrayA(grey_pill[k].val,grey_pill[k].alpha* 0.2)
+ end
+ return grey_pill
+end
+
+# ╔═╡ 0dd8235c-c09b-49ae-b02a-4bbb285970a6
+happyX = findlast(treatment_in[1,:] .> 0)
+
+# ╔═╡ 8680db2e-3dda-4aff-a00e-130ac1f4486c
+function draw_point(x, y1, ax::Axis, marker, size_marker, color::ColorTypes.RGB{Float64}, offset::Int, masked=false)
+ stroke = masked ? :black : :grey
+ z = 0
+ size_marker = 0.8*size_marker
+ for y = 1:y1[1]
+ #@show stroke,color,masked
+ #@show marker
+ if marker == '😷'
+
+ obj = scatter!(ax,[x.+0.1],[y.+offset], markersize=40,strokewidth=0.0,marker='⚫', strokecolor=stroke, color=RGB{Float64}(1,1,1), overdraw=masked)
+ #translate!(obj[1], 0, 0, z)
+ #z += 0.1
+ obj = scatter!(ax,[x.+0.1],[y.+offset], markersize=size_marker,strokewidth=0.0,marker= x > happyX ? '😄' : marker, strokecolor=stroke, color=color, overdraw=masked)
+ #translate!(obj[1], 0, 0, z)
+ #z -= 0.3
+
+ else
+
+ scatter!(ax,[x.-0.2],[y.+offset], markersize=size_marker,strokewidth=0.0,marker=marker, strokecolor=stroke, color=color, overdraw=masked)
+ end
+ end
+end
+
+# ╔═╡ c2455fae-f733-4e59-b2d0-a76913810f15
+function draw_grey_points(x, y, ax, len, marker, size_marker, colors, masked=false)
+
+ for j in 1:len
+ color = colors[j % length(colors) + 1]
+ draw_point(x[j], y[j], ax, marker, size_marker, color, 0, masked)
+
+ end
+end
+
+# ╔═╡ df178bb8-3b81-4c4b-ba94-3ad945e63007
+begin
+ color_grey = RGB{Float64}(0.5, 0.5, 0.5)
+ colors = [ColorSchemes.viridis[i] for i in 1:40:256]
+ col_length = length(colors)
+ color_blue = ColorSchemes.viridis[116]
+end;
+
+# ╔═╡ da0a4117-629e-42b5-95ae-d49f10769830
+function draw_all(l, k, k_conv, x, x_conv, y1, y2, y2_draw, y12, y3, ax1, ax2, ax3, emoji_pill_grey, emoji_pill, grey_marker, color_marker, masked=false)
+ offset = 0
+ for index in k:k+nb
+ scatter!(ax3, (x_conv[k_conv], y3[k_conv]), color = colors[1])
+
+ if index < 1 || index > l
+ continue
+ end
+
+ color = colors[index % col_length + 1]
+
+
+ draw_point(x[index], y12[index], ax2, emoji_pill, color_marker, color, 0)
+ draw_point(x_conv[k_conv], y12[index], ax3, emoji_pill, color_marker, color, offset)
+
+ draw_point(x[index], y12[index], ax2, emoji_pill_grey, grey_marker, color, 0)
+
+ if y1[index] != 0 && y2_draw[index] != 0
+ draw_point(x[index], y2_draw[index], ax1,'😷' , grey_marker, color, 0, masked)
+ end
+
+ offset += y12[index]
+ end
+end
+
+# ╔═╡ ceb05a23-93b8-4423-a5f9-f6e3d961d0c6
+begin
+ # Set up Figure elements
+ f = Figure(;resolution= (650,700))
+
+ ax1 = Axis(f[1, 1];
+ xticklabelsize = 32,
+ yticklabelsize = 12,
+ ylabel="New patients")
+
+ ax2 = Axis(f[2, 1];
+ xticklabelsize = 32,
+ yticklabelsize = 12,
+ ylabel = "New pills required")
+
+ ax3 = Axis(f[3, 1];
+ xticklabelsize = 12,
+ yticklabelsize = 12,
+ ylabel = "Stockpile required",
+ xlabel = "Day")
+
+ # Set up range and constants
+ x = range(-nb, 2*nb, step=1)
+ x_conv = range(-nb, 5*nb, step = 1) .- nb*1.5 .+4
+ l = length(x)
+ k = k_conv - nb +1
+
+ # This is to add the shape of the pill on top of the color
+ emoji_pill_grey = plot_grey_pill(emoji_pill_pic)
+
+ # Set up the emojis and their sizes
+ emoji_pill = plot_pill(emoji_pill_pic)
+ grey_marker = 25
+ color_marker = 4
+
+ # Set up the functions
+ y1 = y1_pills
+ y2 = y2_patients
+ y2_draw = y2_patients_draw
+
+ # Intermediate step for convolution
+ y12_draw = y1 .* y2_draw
+ y12 = y1 .* y2
+
+ # Set up the final convoluted result
+ y3 = DSP.conv(y1,reverse(y2))
+
+ # Draw vertical lines
+ vlines!.([ax1,ax2],Ref([k_conv-1]), color = color_blue)
+ vlines!.([ax3],Ref([k-2+nb/2].+4), color = color_blue)
+
+ # Get the top value of each plot and add day line
+ max_ax1 = maximum([maximum(y1) maximum(y2)]) + 2
+ max_ax2 = maximum(y1) * maximum(y2) + 2
+ text!(ax1,k_conv-1, max_ax1-2, text=" Current day", color = color_blue)
+
+ # Draw the function lines
+ if stairs
+ stairs!(ax1, x, y1, color = colors[6], step=:center)
+ stairs!(ax1, x, y2_draw, color = colors[4], step=:center)
+ stairs!(ax2, x, y12_draw, color = colors[7], step=:center)
+ stairs!(ax3, x_conv, y3, color=colors[1], step=:center)
+ end
+
+ # Draw the points on the graph for the current day
+ draw_grey_points(x, y2_draw, ax1, l, '😷', [grey_marker], [color_grey], true)
+ draw_grey_points(x, y1, ax1, l, emoji_pill, color_marker, colors)
+
+ draw_all(l, k+nb, k_conv+2*nb, x, x_conv, y1, y2, y2_draw, y12_draw, y3, ax1, ax2, ax3, emoji_pill_grey, emoji_pill, grey_marker, color_marker, true)
+
+ draw_grey_points(x, y1, ax1, l, emoji_pill_grey, grey_marker, [color_grey])
+ draw_grey_points(x_conv, y3, ax3, 4*nb -1, emoji_pill_grey, grey_marker, [color_grey])
+
+
+ # Set the axes limits
+ xlims!.([ax1,ax2,ax3],Ref((-4,12)))
+ ylims!(ax1, (-1, max_ax1))
+ ylims!(ax2, (-0.2*max_ax2, max_ax2))
+ ylims!(ax3, (-1, maximum(y3) + 7))
+
+ # Draw * as labels
+ ax1.xticks = (-len+1:0).+k_conv.-1
+ showPlus = sum(y12_draw.>0) > 0
+ ax1.xtickformat = "*\n↓"
+
+ # Draw + as labels
+ midpoint = [(2*k_conv - len - 1)/2]
+ ax2.xticks = midpoint
+ ax2.xtickformat = "+\n↓"
+ bracket!(ax2,midpoint.-len/2,[-0.5],midpoint.+len/2,[-0.5];orientation=:down)
+ ax3.xticks = (-nb:5*nb, string.(0 .+ (-nb+4:5*nb+4)))
+
+ # a bit hacky, Makie doesnt allow specifying lineheight of ticks directly
+ ax1.xaxis.elements[:ticklabels].lineheight = 0.5
+ ax2.xaxis.elements[:ticklabels].lineheight = 0.5
+
+
+end;
+
+# ╔═╡ 6b243243-8f26-4f2d-8727-564f0701b302
+f
+
+# ╔═╡ c4f25a29-009e-47e4-adc0-18c94e247df4
+sidebar = Div([
+ @htl("""
+
+
+
+ Interactive Sliders
+
+ """),
+ md"""
+ Here are all interactive bits of the notebook at one place. Feel free to change them!
+ """
+], class="plutoui-sidebar aside")
+
+# ╔═╡ 110068f5-0433-40bc-ab9e-cafe8fa3cc68
+sidebar2 = Div([
+ md""" **Choose a day:**""",
+ k_slider,
+ md"""**Choose how long the pandemic is:**""",
+ len_slider,
+ md"""**Change the treatment:**""",
+ md""" $(a1) $(a2) $(a3) $(a4) $(a5) $(a6) $(a7) $(a8)""",
+ md"""**Make the pandemic exponential:** $(make_exponential)""",
+ md"""**Show the stairs** $(show_stairs)"""
+], class="plutoui-sidebar aside third")
+
+# ╔═╡ 9ad51efd-a487-4153-ac3a-077ae99905bc
+html"""
+
+
+"""
+
+# ╔═╡ 00000000-0000-0000-0000-000000000001
+PLUTO_PROJECT_TOML_CONTENTS = """
+[deps]
+CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
+ColorSchemes = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
+ColorTypes = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
+Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
+DSP = "717857b8-e6f2-59f4-9121-6e50c889abd2"
+GeometryBasics = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
+HypertextLiteral = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
+MakieThemes = "e296ed71-da82-5faf-88ab-0034a9761098"
+PNGFiles = "f57f5aa1-a3ce-4bc8-8ab9-96f992907883"
+PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
+Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+SignalAnalysis = "df1fea92-c066-49dd-8b36-eace3378ea47"
+
+[compat]
+CairoMakie = "~0.10.4"
+ColorSchemes = "~3.21.0"
+ColorTypes = "~0.11.4"
+Colors = "~0.12.10"
+DSP = "~0.7.8"
+GeometryBasics = "~0.4.7"
+HypertextLiteral = "~0.9.4"
+MakieThemes = "~0.1.0"
+PNGFiles = "~0.3.17"
+PlutoUI = "~0.7.51"
+SignalAnalysis = "~0.5.0"
+"""
+
+# ╔═╡ 00000000-0000-0000-0000-000000000002
+PLUTO_MANIFEST_TOML_CONTENTS = """
+# This file is machine-generated - editing it directly is not advised
+
+[[AbstractFFTs]]
+deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
+git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
+uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
+version = "1.5.0"
+
+[[AbstractLattices]]
+git-tree-sha1 = "f35684b7349da49fcc8a9e520e30e45dbb077166"
+uuid = "398f06c4-4d28-53ec-89ca-5b2656b7603d"
+version = "0.2.1"
+
+[[AbstractPlutoDingetjes]]
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+
+[[Tar]]
+deps = ["ArgTools", "SHA"]
+uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
+
+[[TensorCore]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6"
+uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50"
+version = "0.1.1"
+
+[[Test]]
+deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
+uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+
+[[TiffImages]]
+deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"]
+git-tree-sha1 = "3c4535892eff963d14acee719df445287c2d8f98"
+uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69"
+version = "0.6.5"
+
+[[TranscodingStreams]]
+deps = ["Random", "Test"]
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
+uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
+version = "0.9.13"
+
+[[Tricks]]
+git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
+uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
+version = "0.1.7"
+
+[[TriplotBase]]
+git-tree-sha1 = "4d4ed7f294cda19382ff7de4c137d24d16adc89b"
+uuid = "981d1d27-644d-49a2-9326-4793e63143c3"
+version = "0.1.0"
+
+[[TupleTools]]
+git-tree-sha1 = "155515ed4c4236db30049ac1495e2969cc06be9d"
+uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6"
+version = "1.4.3"
+
+[[URIs]]
+git-tree-sha1 = "b7a5e99f24892b6824a954199a45e9ffcc1c70f0"
+uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
+version = "1.5.0"
+
+[[UUIDs]]
+deps = ["Random", "SHA"]
+uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
+
+[[UnPack]]
+git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
+uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
+version = "1.0.2"
+
+[[Unicode]]
+uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
+
+[[UnicodeFun]]
+deps = ["REPL"]
+git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
+uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
+version = "0.4.1"
+
+[[Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "a72d22c7e13fe2de562feda8645aa134712a87ee"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.17.0"
+
+[[WAV]]
+deps = ["Base64", "FileIO", "Libdl", "Logging"]
+git-tree-sha1 = "7e7e1b4686995aaf4ecaaf52f6cd824fa6bd6aa5"
+uuid = "8149f6b0-98f6-5db9-b78f-408fbbb8ef88"
+version = "1.2.0"
+
+[[WoodburyMatrices]]
+deps = ["LinearAlgebra", "SparseArrays"]
+git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3"
+uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
+version = "0.5.5"
+
+[[XML2_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
+git-tree-sha1 = "04a51d15436a572301b5abbb9d099713327e9fc4"
+uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
+version = "2.10.4+0"
+
+[[XSLT_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
+git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
+uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
+version = "1.1.34+0"
+
+[[Xorg_libX11_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
+uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
+version = "1.8.6+0"
+
+[[Xorg_libXau_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
+uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
+version = "1.0.11+0"
+
+[[Xorg_libXdmcp_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
+uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
+version = "1.1.4+0"
+
+[[Xorg_libXext_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
+git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
+uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
+version = "1.3.4+4"
+
+[[Xorg_libXrender_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
+git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
+uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
+version = "0.9.10+4"
+
+[[Xorg_libpthread_stubs_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
+uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
+version = "0.1.1+0"
+
+[[Xorg_libxcb_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
+uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
+version = "1.15.0+0"
+
+[[Xorg_xtrans_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
+uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
+version = "1.5.0+0"
+
+[[Zlib_jll]]
+deps = ["Libdl"]
+uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
+
+[[isoband_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "51b5eeb3f98367157a7a12a1fb0aa5328946c03c"
+uuid = "9a68df92-36a6-505f-a73e-abb412b6bfb4"
+version = "0.2.3+0"
+
+[[libaom_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
+uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
+version = "3.4.0+0"
+
+[[libass_jll]]
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
+uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
+version = "0.15.1+0"
+
+[[libfdk_aac_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
+uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
+version = "2.0.2+0"
+
+[[libpng_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
+uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
+version = "1.6.38+0"
+
+[[libsixel_jll]]
+deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"]
+git-tree-sha1 = "d4f63314c8aa1e48cd22aa0c17ed76cd1ae48c3c"
+uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
+version = "1.10.3+0"
+
+[[libvorbis_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
+git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
+uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
+version = "1.3.7+1"
+
+[[nghttp2_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+
+[[p7zip_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
+
+[[x264_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
+uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
+version = "2021.5.5+0"
+
+[[x265_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
+uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
+version = "3.5.0+0"
+"""
+
+# ╔═╡ Cell order:
+# ╟─00358bc2-1e49-45a9-9b78-293aadd40976
+# ╟─f265f5b9-d5d0-45ce-a850-f4237218cf99
+# ╟─dbdbcbbe-57fd-497f-b5ba-83b61e87de0b
+# ╟─380ba7f0-76e6-47ec-98e2-e6c6a3b7f2d5
+# ╟─f97f9f46-b5c7-4cee-a69f-1eb53b560952
+# ╟─9243a029-8f8d-4a28-b098-d2a2810a8786
+# ╟─796aad78-36d4-42fd-a467-707692b094a2
+# ╟─adfc8467-93bf-472e-a9fc-bd502caa5daa
+# ╟─f9df01a1-8fb7-4337-9415-9ab56d9c696a
+# ╟─9274ed36-a28e-42f3-879f-167d5afa6fc7
+# ╟─bb869b27-0bce-4314-b28f-684ccc14f7ea
+# ╟─88e4551f-9ae1-4a5f-819b-01c43a319981
+# ╟─faf156f0-fa3f-46f6-98d3-3bbf0690a0a4
+# ╟─27bd1602-3ca0-4daf-a9ff-c76ea818ead4
+# ╟─f0d08486-0086-48da-baeb-169f3812d0ea
+# ╟─572bd8d5-65b0-462e-a143-811f4bfa875e
+# ╟─1fd4973b-8a25-4ddb-ac6d-3fb444a5ed2c
+# ╟─a60029d5-ae8d-4704-bef1-076949712c37
+# ╟─bccfdd98-b425-4f8d-a58d-489134851ebd
+# ╠═6b243243-8f26-4f2d-8727-564f0701b302
+# ╟─0ccf60db-75b2-466d-935e-f39855bc36f7
+# ╟─e4a17824-0e9f-442e-82bc-62b8d46e88e5
+# ╠═032130c4-686b-4db9-9753-9b0fe764f94e
+# ╠═472b52d8-e787-4a93-83d8-c53e977a143c
+# ╠═ceb05a23-93b8-4423-a5f9-f6e3d961d0c6
+# ╟─e63c92a5-659e-41f7-85a4-c2f3baffcef6
+# ╠═3fd4b34c-18ed-4b07-b594-01afb377ead7
+# ╠═05df72e9-f45b-49c3-8015-9212f439cf72
+# ╠═9fab3bbb-5c7f-4464-97c9-847f52754845
+# ╟─da0a4117-629e-42b5-95ae-d49f10769830
+# ╟─8680db2e-3dda-4aff-a00e-130ac1f4486c
+# ╟─c2455fae-f733-4e59-b2d0-a76913810f15
+# ╟─ca75244c-69ac-45c8-aa33-59c05dc4091b
+# ╟─d7ce43e5-7af7-4182-9992-1501e6d2e532
+# ╟─0dd8235c-c09b-49ae-b02a-4bbb285970a6
+# ╠═df178bb8-3b81-4c4b-ba94-3ad945e63007
+# ╠═c4f25a29-009e-47e4-adc0-18c94e247df4
+# ╠═110068f5-0433-40bc-ab9e-cafe8fa3cc68
+# ╠═9ad51efd-a487-4153-ac3a-077ae99905bc
+# ╟─00000000-0000-0000-0000-000000000001
+# ╟─00000000-0000-0000-0000-000000000002