Julia_Course/day-3/main.jl

### A Pluto.jl notebook ###
# v0.19.42

using Markdown
using InteractiveUtils

# ╔═╡ bf144049-5a44-422c-bd7f-8086b6b37c7b
using DataFrames

# ╔═╡ a967839e-cb9f-4190-89ed-a718c3f37656
# We will use automatic units and error handling
using Measurements, Unitful

# ╔═╡ 4b75e1b4-d80b-41ff-946b-baf5da054047
# Package to deal with CSV files
using CSV

# ╔═╡ ea7dbc26-99b1-4cf9-bdd6-01635293f891
# Builtin package with useful statistical functions
using Statistics

# ╔═╡ 847f91c8-a669-4f7a-956a-be16b3df2746
using Plots

# ╔═╡ 7f72e417-0add-413e-9c17-20b4884532e8
# Imported to use a normal distribution.
# This package does also provide many other statistical distributions!
using Distributions

# ╔═╡ c985a351-cbc7-4385-b5f7-b709eee47092
# Package for fitting
using LsqFit

# ╔═╡ 32f4633c-af89-11ec-0059-5392abfd3bc3
# Oh, no, you found my secret! 😱
# Don't change this hidden cell!
begin
	using PlutoUI
	
	TableOfContents()
end

# ╔═╡ 3c6ca7d3-ea57-4c35-bbad-dcb12be76785
md"""
# Dataframes
When analyzing data, you usually deal with big tables.

To work with tables, dataframes are very useful in Julia.
"""

# ╔═╡ fd410d39-834a-4ac7-8602-c4177482a43b
# Define a dataframe with two columns
df1 = DataFrame(
	U=[12.0 ± 0.32, 11.78 ± 0.15, 12.56 ± 0.63, 12.34 ± 0.12, 12.01 ± 0.20, 11.94 ± 0.17] .* u"V",
	I=([110, 98, 102, 124, 105, 95] .± 10) .* u"mA",
)

# ╔═╡ 8700d89e-2f37-4500-aa63-978d100bf5b7
# Access one of their two columns
df1.U

# ╔═╡ 785134f4-41b5-4f0f-8db4-24b12747c526
# Access the other column
df1.I

# ╔═╡ c1ba6576-f243-4172-a2c5-fb814d96defd
# Get the names of the columns
names(df1)

# ╔═╡ 64e81e0f-7eb3-43ea-ae39-049aeb9c9d81
# Add a new column
df1.R = uconvert.(u"kΩ", df1.U ./ df1.I)

# ╔═╡ 915ca905-09b0-4ab8-8b21-ec8211ecfaa0
# View the dataframe
df1

# ╔═╡ b919df49-c61a-4381-b824-9b8f61ef86fa
# Show summary describing the dataframe and its columns
describe(df1)

# ╔═╡ fcde27d3-1f12-464f-a4f2-b8f3ee656d36
# Get one of the columns
df1[!, [:U]]

# ╔═╡ 1e5ff62e-0c5f-4cae-b41d-fd39a0ff34fd
# Get one of the columns as a copy (colon instead of an exclamation mark)
df1[:, [:U]]

# ╔═╡ 07f716ab-eb96-4a86-af0a-4716c8fe618e
# Describe only a taken column
describe(df1[!, [:U]])

# ╔═╡ 38c48c76-af39-44b8-953a-ad8010d21182
# Define a new dataframe with more rows
df2 = DataFrame(A=1:100, B=rand(100))

# ╔═╡ 5e2292f6-24bf-4d64-a85c-157f3229486d
describe(df2)

# ╔═╡ 3abed7d9-e934-4c8c-bfab-fadb2dcb1c9b
# Show the first 5 rows
first(df2, 5)

# ╔═╡ e26c2737-ce08-4d84-ac72-6c3b160ba3f0
# Show the last 5 rows
last(df2, 5)

# ╔═╡ fd81eac5-a7bb-4103-bb61-015302c5ec2d
# Show the elements with index between 10 and 20
df2[10:20, :]

# ╔═╡ faf38ad2-8cf3-41d8-94b0-54625bdc5112
# Masking (don't forget the points)
df2[0.15 .< df2.B .< 0.2, :]

# ╔═╡ 0ebe0800-4e4c-4b2d-9b22-c58430b94a55
# Masking with boolean operators (don't forget the points)
df2[(0.15 .< df2.B .< 0.2) .|| (df2.B .> 0.97), :]

# ╔═╡ 403e40d1-87ba-4847-951f-be7bca058573
# Replace all table entries having the value 100 with 42
replace!(df2.A, 100 => 42)

# ╔═╡ 44dd5cb6-0ad9-443a-ba48-fa551d8971b4
# Show the last three rows to verify that the replacement did work
last(df2, 3)

# ╔═╡ 53c09851-b6a8-4e1e-abfb-9b1b7bc991e1
# More flexibility using `replace!`
replace!(df2.A) do x
	# Anonymous function
	if isodd(x)
		return 2 * x
	else
		return x
	end
end

# ╔═╡ f4a324f1-be90-46c3-9940-956a892519f3
df2

# ╔═╡ d8bfb76a-0b74-4d93-b938-743725e71038
md"""
# CSV
CSV stands for "Comma Separated Values".

CSV files are usually used to store tables. We will use the package `CSV` to read and write CSV files.
"""

# ╔═╡ a6574629-3b59-408a-819a-6888ee208050
# Write our dataframe into a CSV file
# Check the file on your system!
CSV.write("resources/df2.csv", df2)

# ╔═╡ 60b4781e-af85-44bd-bbbe-6fc050395a52
# Read the file that was just written above and store its table to a new dataframe
# Only for demonstrating reading CSV files.
df3 = CSV.read("resources/df2.csv", DataFrame)

# ╔═╡ 5c989c10-724d-47b1-a224-03b77b654551
# Verify that both dataframes have equal values
df2 == df3

# ╔═╡ c34f0f01-dbe4-4222-9b31-ed20ca4be712
md"""
Sometimes, you have to read some CSV files that don't match the defaults the function `CSV.read` expects. Therefore, you have to assign some arguments to help the function reading the table correctly.
"""

# ╔═╡ 0a7e3820-1313-481c-a48f-5505e65a1699
# Take a look at the file first
df_I_B = CSV.read(
	"resources/I_B.csv", DataFrame;
	delim="\t", # Delimiter. "\t" stands for a tab
	skipto=3, # Line where the data starts
	header=1, # Line where the header is
	drop=[:B_up], # Drop the the third column
)

# ╔═╡ 22a5a0a9-c9d9-4f57-bc9a-e6185542e0a4
md"""
Sometimes, you need even more options for strange CSV files. Take a look at the documentation of the function `CSV.read` to see all possible arguments 📚️
"""

# ╔═╡ c5e2d4a2-0f91-42c8-b9a0-a07bc7b15be3
md"""
# Statistics
Julia does provide some statistical functions.

Below, there of these functions are showed.
"""

# ╔═╡ eb9ca755-34f9-494f-a667-f92b683e60ad
# Mean
mean(df_I_B.I)

# ╔═╡ 811e7fad-faa4-41bb-9454-ada3d3d110ed
# Standard deviation
std(df_I_B.I)

# ╔═╡ dbf48fe9-6687-4e1c-901a-5532f8fde1cf
# Variance
var(df_I_B.I)

# ╔═╡ c14ad542-0536-4495-8b98-25393438f858
md"""
More functions in the documentation of the builtin package `Statistics`:

	https://docs.julialang.org/en/v1/stdlib/Statistics/

If you are looking for even more statistical functions, take a look at the package `StatsBase`:

	https://github.com/JuliaStats/StatsBase.jl
"""

# ╔═╡ 9f228904-7a85-4845-9d56-de6f62e74517
md"""
# Plotting continued
Now, we will learn about plotting measured data (with error bars).
"""

# ╔═╡ c8b3d618-38b7-405a-b677-dac99b30812b
md"""
## Scatter
Scatter plots show points.
"""

# ╔═╡ d829f596-2565-4574-9980-86c4931647b1
# Reminder of df_I_B
df_I_B

# ╔═╡ 1357bb1f-8e8f-482d-bccf-3659a448c846
scatter(
	df_I_B.I, df_I_B.B_down,
	xlabel="I",
	ylabel="B",
	label="B(I)",
)

# ╔═╡ 9e9540e7-0531-4faa-99e6-882102e305f2
scatter(
	df_I_B.I, df_I_B.B_down,
	xlabel="I",
	ylabel="B",
	label="B(I)",
	markershape=:diamond, # Change marker shape
	markersize=3, # Change marker size
)

# ╔═╡ 78aa1434-23ec-40a0-b88f-fca4a9533bf6
md"""
## Error bars
In physics, all measurements have errors. To display errors in a scatter plot, error bars are used.

If you are using the package `Measurements.jl`, then these error bars are created automatically.
"""

# ╔═╡ aef17bac-46e0-4035-999d-1bf6a3aa8356
begin
	# Create a new dataframe with relative errors
	df_I_B_with_err = DataFrame()
	
	# You can use the macro @. to add a point everywhere for broadcasting
	# Make sure you add the macro AFTER the equal sign, otherwise `=` will get `.=`
	df_I_B_with_err.I = @. df_I_B.I * (1 ± 0.015)u"mA"
	df_I_B_with_err.B = @. df_I_B.B_down * (1 ± 0.06)u"Gauss"
end

# ╔═╡ 0a3c905d-d044-4476-bf98-1bce9a1e257f
scatter(
	df_I_B_with_err.I,
	df_I_B_with_err.B,
	xlabel="I",
	ylabel="B",
	label="B(I)",
	markershape=:diamond, # Change marker shape
	markersize=3, # Change marker size
)

# ╔═╡ 11c18a71-1758-48f1-b83c-2eced049a20c
md"""
## Histogram
"""

# ╔═╡ fb076919-0a0e-464d-a449-b1e7ff86fdb1
hist_values = rand(Normal(0, 1), 1000) # Random values following a normal distribution

# ╔═╡ 9ec48a21-b33f-4034-83d8-d4f9e49712f5
histogram(hist_values)

# ╔═╡ 90fedbd2-b530-4b30-bd58-07dc76e7551b
md"""
Make sure you choose a good number of bins or use the default value.
"""

# ╔═╡ 28fc5d04-8274-4f63-a015-c50f54b5ab3d
histogram(
	hist_values,
	xlabel="x",
	ylabel="#",
	label="Normal(0, 1)",
	bins=35, # Too many bins
)

# ╔═╡ 6ab56f2d-759d-44ac-8427-55f85942615e
histogram(
	hist_values,
	xlabel="x",
	ylabel="#",
	label="Normal(0, 1)",
	bins=10, # Too few bins
)

# ╔═╡ 1d524a9b-84e9-4ffd-b104-331055c78845
md"""
## Export
To save / export a figure, you can use the function `savefig`.
"""

# ╔═╡ 1e14de84-7d87-4df4-8c88-2307cb2262ba
# The last figure will be saved to the assigned path
savefig("resources/test_figure_export.pdf")

# ╔═╡ f44cf458-4ec1-4e2b-b839-f3981683a151
md"""
# Data fitting
Using data fitting, you can determine a model that does describe your measurements.

It is best explained using an example!
"""

# ╔═╡ 25362ad6-5b49-4900-8026-c2d54197ba94
md"""
## Example
"""

# ╔═╡ d6c9be8a-1025-449c-86c8-7d92ad240965
# Defining a model.
# Here, we choose a linear model `f(x) = m * x + c`
@. linear_model(x, p) = p[1] * x + p[2]

# ╔═╡ 9befeddf-24fa-4af8-9b1d-df1a9865a9ff
# Initial guess of the parameters in `p`
p0 = [1.0, 1.0]

# ╔═╡ e4c81d90-8d06-4c38-9886-252aa7285558
# You have to strip units and remove errors
fit = curve_fit(
	linear_model, # First argument is the model
	ustrip.(Measurements.value.(df_I_B_with_err.I)), # Measured x values
	ustrip.(Measurements.value.(df_I_B_with_err.B)), # Measured y values
	p0
)

# ╔═╡ ee858e78-6b69-485f-95d5-d735956e26d1
# Our fit parameters
param = fit.param

# ╔═╡ 51a17b24-b71b-4670-9bc5-de7576d6fc75
# The error of the fit parameters
sigma = stderror(fit)

# ╔═╡ 5957fce3-dcbd-4fc5-83b7-6730b6412dbd
begin
	scatter(
		df_I_B_with_err.I, df_I_B_with_err.B;
		label="B(I)",
		markershape=:diamond,
		markersize=3,
	)

	x = Measurements.value.(ustrip.(LinRange(
		minimum(df_I_B_with_err.I),
		maximum(df_I_B_with_err.I),
		250
	)))
	
	plot!(
		x, linear_model(x, param),
		label="Linear fit",
		linewidth=3, # Change line width
	)
end

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[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "7.2.1+1"

[[deps.TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3"

[[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"]
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
version = "1.0.1"

[[deps.Tables]]
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.11.1"

[[deps.Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0"

[[deps.TensorCore]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6"
uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50"
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[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[deps.TranscodingStreams]]
git-tree-sha1 = "5d54d076465da49d6746c647022f3b3674e64156"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.10.8"
weakdeps = ["Random", "Test"]

    [deps.TranscodingStreams.extensions]
    TestExt = ["Test", "Random"]

[[deps.Tricks]]
git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
version = "0.1.8"

[[deps.URIs]]
git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.5.1"

[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[deps.UnicodeFun]]
deps = ["REPL"]
git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
version = "0.4.1"

[[deps.Unitful]]
deps = ["Dates", "LinearAlgebra", "Random"]
git-tree-sha1 = "352edac1ad17e018186881b051960bfca78a075a"
uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
version = "1.19.1"

    [deps.Unitful.extensions]
    ConstructionBaseUnitfulExt = "ConstructionBase"
    InverseFunctionsUnitfulExt = "InverseFunctions"

    [deps.Unitful.weakdeps]
    ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.UnitfulLatexify]]
deps = ["LaTeXStrings", "Latexify", "Unitful"]
git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
version = "1.6.3"

[[deps.Unzip]]
git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
version = "0.2.0"

[[deps.Vulkan_Loader_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"]
git-tree-sha1 = "2f0486047a07670caad3a81a075d2e518acc5c59"
uuid = "a44049a8-05dd-5a78-86c9-5fde0876e88c"
version = "1.3.243+0"

[[deps.Wayland_jll]]
deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "7558e29847e99bc3f04d6569e82d0f5c54460703"
uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
version = "1.21.0+1"

[[deps.Wayland_protocols_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "93f43ab61b16ddfb2fd3bb13b3ce241cafb0e6c9"
uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91"
version = "1.31.0+0"

[[deps.WeakRefStrings]]
deps = ["DataAPI", "InlineStrings", "Parsers"]
git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
version = "1.4.2"

[[deps.WorkerUtilities]]
git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
version = "1.6.1"

[[deps.XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
git-tree-sha1 = "532e22cf7be8462035d092ff21fada7527e2c488"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
version = "2.12.6+0"

[[deps.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"

[[deps.XZ_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632"
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
version = "5.4.6+0"

[[deps.Xorg_libICE_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c"
uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
version = "1.1.1+0"

[[deps.Xorg_libSM_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"]
git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce"
uuid = "c834827a-8449-5923-a945-d239c165b7dd"
version = "1.2.4+0"

[[deps.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"

[[deps.Xorg_libXau_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
version = "1.0.11+0"

[[deps.Xorg_libXcursor_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd"
uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
version = "1.2.0+4"

[[deps.Xorg_libXdmcp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"

[[deps.Xorg_libXext_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
version = "1.3.6+0"

[[deps.Xorg_libXfixes_jll]]
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 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
version = "1.15.0+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 = "e678132f07ddb5bfa46857f0d7620fb9be675d3b"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.6+0"

[[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 = "a68c9655fbe6dfcab3d972808f1aafec151ce3f8"
uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
version = "0.43.0+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", "Pkg"]
git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
version = "3.4.0+0"

[[deps.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"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"

[[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", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "2.0.2+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 = "d7015d2e18a5fd9a4f47de711837e980519781a4"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.43+1"

[[deps.libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"

[[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 = "1.52.0+1"

[[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:
# ╟─3c6ca7d3-ea57-4c35-bbad-dcb12be76785
# ╠═bf144049-5a44-422c-bd7f-8086b6b37c7b
# ╠═a967839e-cb9f-4190-89ed-a718c3f37656
# ╠═fd410d39-834a-4ac7-8602-c4177482a43b
# ╠═8700d89e-2f37-4500-aa63-978d100bf5b7
# ╠═785134f4-41b5-4f0f-8db4-24b12747c526
# ╠═c1ba6576-f243-4172-a2c5-fb814d96defd
# ╠═64e81e0f-7eb3-43ea-ae39-049aeb9c9d81
# ╠═915ca905-09b0-4ab8-8b21-ec8211ecfaa0
# ╠═b919df49-c61a-4381-b824-9b8f61ef86fa
# ╠═fcde27d3-1f12-464f-a4f2-b8f3ee656d36
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