data.jl

### A Pluto.jl notebook ###
# v0.19.11

using Markdown
using InteractiveUtils

# ╔═╡ a7ebe81b-4a9a-46aa-b178-39a9b7fd0238
begin
	import Arrow
	using Chain: @chain
	import CSV
	using DataFrames: DataFrame
	import Random
	using StatsBase: sample
	SEED = 333
	Random.seed!(SEED)
end;

# ╔═╡ 2f312588-71c9-4d12-8156-ac5a873fd0dc
data_folder = "data/input/"

# ╔═╡ 83ef4c9e-0e27-11ed-2fa2-1fab901f3b13
n = 10*10^0 # number of samples

# ╔═╡ bef6e63d-205c-420a-b2f7-e9d45ef33c99
m = 3

# ╔═╡ 83b15f19-8f2c-4201-a0a3-23fb5c38b182
labels = let
	Random.seed!(SEED)
	sample(1:m, n)
end

# ╔═╡ cd7ec936-09f6-4412-b5f4-5c31a4639a5b
probas = let
	Random.seed!(SEED)
	ps = rand(Float64, (n, m))
	ps ./ sum(ps, dims=2)
end

# ╔═╡ bbd796e5-d390-4b60-88bf-bd904e9a746d
begin
	df = DataFrame();
	df.label = labels
	for i in 1:size(probas, 2)
		df[!, "proba$(i)"] = probas[:, i]
	end
	df
end

# ╔═╡ 54e5c023-6849-4dbd-ae49-92b49836042d
let
	csv_limit = 10^3
	fp_postfix = if n ≤ csv_limit "csv" else "arrow" end
	data_fp = joinpath(data_folder, "lapros-testdata-n$(n)-m$(m).$(fp_postfix)")
	if endswith(data_fp, ".csv")
		CSV.write(data_fp, df)
	else
		Arrow.write(data_fp, df)
	end
end

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
Arrow = "69666777-d1a9-59fb-9406-91d4454c9d45"
CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
Chain = "8be319e6-bccf-4806-a6f7-6fae938471bc"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"

[compat]
Arrow = "~2.3.0"
CSV = "~0.10.4"
Chain = "~0.5.0"
DataFrames = "~1.3.4"
StatsBase = "~0.33.20"
"""

# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
# This file is machine-generated - editing it directly is not advised

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version = "1.4.2"

[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"

[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.2+0"

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

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
"""

# ╔═╡ Cell order:
# ╠═2f312588-71c9-4d12-8156-ac5a873fd0dc
# ╠═83ef4c9e-0e27-11ed-2fa2-1fab901f3b13
# ╠═bef6e63d-205c-420a-b2f7-e9d45ef33c99
# ╠═54e5c023-6849-4dbd-ae49-92b49836042d
# ╠═83b15f19-8f2c-4201-a0a3-23fb5c38b182
# ╠═cd7ec936-09f6-4412-b5f4-5c31a4639a5b
# ╠═bbd796e5-d390-4b60-88bf-bd904e9a746d
# ╠═a7ebe81b-4a9a-46aa-b178-39a9b7fd0238
# ╟─00000000-0000-0000-0000-000000000001
# ╟─00000000-0000-0000-0000-000000000002