はじめに

　データ分析や機械学習などに利用できるプログラムとして、Juliaがあると知った。
　以下３点のメリットから今後利用することがあるかもしれないので、備忘録として初歩的なことから欲しかった資料をまとめていく。
　[1]Pythonと同じようにライブラリを利用できる
　[2]実行速度がC言語よりも速い
　[3]PythonやC言語と連携することもできる

実行環境

　参考資料[1]で構築したVSCにおけるWSL2で実行している。

kNNとは

　kNN（k-nearest neighbor）とは、対象データ周囲のk個のデータをもとに多数決を行い、対象データが何か判別する教師あり学習の一手法のこと。

　有名な手法で詳細を解説しているサイトは数多くあるため、詳細は割愛。

検証したプログラム

プログラム概要

　以下機能のJuliaプログラムについて、CSVデータ内のデータ数及び実行回数によって実行時間がどう変わっていくか確認した。
　①テストデータCSVを読み込む
　②数値データの欠損値を平均値で補完
　③Stringデータの欠損値をkNNで補完

CSVデータ

　使用したCSVデータについて、以下Pythonコードで作成した。

random.py

import random
import csv

# ランダムに生成するデータの件数
num_records = 10000  # 必要な件数を指定

# 各項目の選択肢
hr_range = range(1, 1000)
genders = ['F', 'M']
regions = ['アジア', '北米', '南米', 'ヨーロッパ', 'アフリカ', '中東', 'オセアニア']
main_weapons = ['片手剣', '大剣', '太刀', '双剣', 'ランス', 'ガンランス', 'ハンマー', '狩猟笛', 'スラッシュアックス', 'チャージアックス', '操虫棍', '弓', 'ライトボウガン', 'ヘビーボウガン']
sub_weapons = ['片手剣', '大剣', '太刀', '双剣', 'ランス', 'ガンランス', 'ハンマー', '狩猟笛', 'スラッシュアックス', 'チャージアックス', '操虫棍', '弓', 'ライトボウガン', 'ヘビーボウガン']
play_times = range(0, 301)

# データの生成
data = []
for _ in range(num_records):
   hr = random.choice(hr_range)
   gender = random.choice(genders)
   region = random.choice(regions)
   main_weapon = random.choice(main_weapons)
   sub_weapon = random.choice(sub_weapons)
   play_time = random.choice(play_times)
   
   data.append([hr, gender, region, main_weapon, sub_weapon, play_time])

# NULL（None）にランダムに上書き
null_probability = 0.2  # 20%の確率でNULLに上書き

for row in data:
   # サブ武器をランダムにNULLにする
   if random.random() < null_probability:
       row[4] = None
   
   # プレイ時間をランダムにNULLにする
   if random.random() < null_probability:
       row[5] = None

# CSVに出力
header = ['HR', 'gender', 'area', 'main_weapon', 'sub_weapon', 'play_time']
with open('random_data_with_null.csv', 'w', newline='', encoding='utf-8') as file:
   writer = csv.writer(file)
   writer.writerow(header)  # ヘッダー書き込み
   writer.writerows(data)   # データ書き込み

プログラム構成

　構成は以下の通りとなっている。

./
├─.data
|  └─.raw
|    └─random_data_100.csv
|    └─random_data_1000.csv
|    └─random_data_10000.csv
├─.src
|  └─main.jl
|  └─read_csv.jl
|  └─completion_numeric_data.jl
|  └─knn_imputation.jl
├─Mainfest.toml
└─Project.toml

Package情報

　参考資料[2]を参考に以下コマンドで必要なパッケージをインストールできるが、バージョン違いによって動作不調を起こす可能性があるため、Package情報も記載する。

using Pkg
Pkg.add([
    "Statistics",
    "MLJ",
    "MLJModelInterface",
    "NearestNeighborModels",
    "DataFrames",
    "CategoricalArrays",
    "Tables",
    "CSV"
])

Mainfest.toml（クリックで展開）

Mainfest.toml

# This file is machine-generated - editing it directly is not advised

julia_version = "1.11.4"
manifest_format = "2.0"
project_hash = "1e3bc912d01e1f4840e01eecac05c93ca37b4124"

[[deps.ARFFFiles]]
deps = ["CategoricalArrays", "Dates", "Parsers", "Tables"]
git-tree-sha1 = "678eb18590a8bc6674363da4d5faa4ac09c40a18"
uuid = "da404889-ca92-49ff-9e8b-0aa6b4d38dc8"
version = "1.5.0"

[[deps.Accessors]]
deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"]
git-tree-sha1 = "3b86719127f50670efe356bc11073d84b4ed7a5d"
uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
version = "0.1.42"

    [deps.Accessors.extensions]
    AxisKeysExt = "AxisKeys"
    IntervalSetsExt = "IntervalSets"
    LinearAlgebraExt = "LinearAlgebra"
    StaticArraysExt = "StaticArrays"
    StructArraysExt = "StructArrays"
    TestExt = "Test"
    UnitfulExt = "Unitful"

    [deps.Accessors.weakdeps]
    AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"
    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
    Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"

[[deps.Adapt]]
deps = ["LinearAlgebra", "Requires"]
git-tree-sha1 = "f7817e2e585aa6d924fd714df1e2a84be7896c60"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "4.3.0"
weakdeps = ["SparseArrays", "StaticArrays"]

    [deps.Adapt.extensions]
    AdaptSparseArraysExt = "SparseArrays"
    AdaptStaticArraysExt = "StaticArrays"

[[deps.AliasTables]]
deps = ["PtrArrays", "Random"]
git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
version = "1.1.3"

[[deps.ArgCheck]]
git-tree-sha1 = "f9e9a66c9b7be1ad7372bbd9b062d9230c30c5ce"
uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
version = "2.5.0"

[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.2"

[[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
version = "1.11.0"

[[deps.Atomix]]
deps = ["UnsafeAtomics"]
git-tree-sha1 = "b5bb4dc6248fde467be2a863eb8452993e74d402"
uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
version = "1.1.1"

    [deps.Atomix.extensions]
    AtomixCUDAExt = "CUDA"
    AtomixMetalExt = "Metal"
    AtomixOpenCLExt = "OpenCL"
    AtomixoneAPIExt = "oneAPI"

    [deps.Atomix.weakdeps]
    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
    Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
    OpenCL = "08131aa3-fb12-5dee-8b74-c09406e224a2"
    oneAPI = "8f75cd03-7ff8-4ecb-9b8f-daf728133b1b"

[[deps.BangBang]]
deps = ["Accessors", "ConstructionBase", "InitialValues", "LinearAlgebra"]
git-tree-sha1 = "26f41e1df02c330c4fa1e98d4aa2168fdafc9b1f"
uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
version = "0.4.4"

    [deps.BangBang.extensions]
    BangBangChainRulesCoreExt = "ChainRulesCore"
    BangBangDataFramesExt = "DataFrames"
    BangBangStaticArraysExt = "StaticArrays"
    BangBangStructArraysExt = "StructArrays"
    BangBangTablesExt = "Tables"
    BangBangTypedTablesExt = "TypedTables"

    [deps.BangBang.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
    Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
    TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"

[[deps.Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
version = "1.11.0"

[[deps.Baselet]]
git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
version = "0.1.1"

[[deps.BitFlags]]
git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d"
uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
version = "0.1.9"

[[deps.CSV]]
deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
git-tree-sha1 = "deddd8725e5e1cc49ee205a1964256043720a6c3"
uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
version = "0.10.15"

[[deps.CategoricalArrays]]
deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"]
git-tree-sha1 = "1568b28f91293458345dabba6a5ea3f183250a61"
uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
version = "0.10.8"

    [deps.CategoricalArrays.extensions]
    CategoricalArraysJSONExt = "JSON"
    CategoricalArraysRecipesBaseExt = "RecipesBase"
    CategoricalArraysSentinelArraysExt = "SentinelArrays"
    CategoricalArraysStructTypesExt = "StructTypes"

    [deps.CategoricalArrays.weakdeps]
    JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
    RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
    SentinelArrays = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
    StructTypes = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"

[[deps.CategoricalDistributions]]
deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes"]
git-tree-sha1 = "926862f549a82d6c3a7145bc7f1adff2a91a39f0"
uuid = "af321ab8-2d2e-40a6-b165-3d674595d28e"
version = "0.1.15"

    [deps.CategoricalDistributions.extensions]
    UnivariateFiniteDisplayExt = "UnicodePlots"

    [deps.CategoricalDistributions.weakdeps]
    UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228"

[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
git-tree-sha1 = "1713c74e00545bfe14605d2a2be1712de8fbcb58"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.25.1"
weakdeps = ["SparseArrays"]

    [deps.ChainRulesCore.extensions]
    ChainRulesCoreSparseArraysExt = "SparseArrays"

[[deps.CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"]
git-tree-sha1 = "962834c22b66e32aa10f7611c08c8ca4e20749a9"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.8"

[[deps.ColorTypes]]
deps = ["FixedPointNumbers", "Random"]
git-tree-sha1 = "c7acce7a7e1078a20a285211dd73cd3941a871d6"
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
version = "0.12.0"
weakdeps = ["StyledStrings"]

    [deps.ColorTypes.extensions]
    StyledStringsExt = "StyledStrings"

[[deps.Combinatorics]]
git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
version = "1.0.2"

[[deps.Compat]]
deps = ["TOML", "UUIDs"]
git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "4.16.0"
weakdeps = ["Dates", "LinearAlgebra"]

    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"

[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
version = "1.1.1+0"

[[deps.CompositionsBase]]
git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
version = "0.1.2"
weakdeps = ["InverseFunctions"]

    [deps.CompositionsBase.extensions]
    CompositionsBaseInverseFunctionsExt = "InverseFunctions"

[[deps.ComputationalResources]]
git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
version = "0.3.2"

[[deps.ConcurrentUtilities]]
deps = ["Serialization", "Sockets"]
git-tree-sha1 = "d9d26935a0bcffc87d2613ce14c527c99fc543fd"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
version = "2.5.0"

[[deps.ConstructionBase]]
git-tree-sha1 = "76219f1ed5771adbb096743bff43fb5fdd4c1157"
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
version = "1.5.8"

    [deps.ConstructionBase.extensions]
    ConstructionBaseIntervalSetsExt = "IntervalSets"
    ConstructionBaseLinearAlgebraExt = "LinearAlgebra"
    ConstructionBaseStaticArraysExt = "StaticArrays"

    [deps.ConstructionBase.weakdeps]
    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"

[[deps.ContextVariablesX]]
deps = ["Compat", "Logging", "UUIDs"]
git-tree-sha1 = "25cc3803f1030ab855e383129dcd3dc294e322cc"
uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5"
version = "0.1.3"

[[deps.Crayons]]
git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
version = "4.1.1"

[[deps.DataAPI]]
git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.16.0"

[[deps.DataFrames]]
deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
git-tree-sha1 = "fb61b4812c49343d7ef0b533ba982c46021938a6"
uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
version = "1.7.0"

[[deps.DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "4e1fe97fdaed23e9dc21d4d664bea76b65fc50a0"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.22"

[[deps.DataValueInterfaces]]
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
version = "1.0.0"

[[deps.Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
version = "1.11.0"

[[deps.DefineSingletons]]
git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
version = "0.1.2"

[[deps.DelimitedFiles]]
deps = ["Mmap"]
git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
version = "1.9.1"

[[deps.Distances]]
deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
git-tree-sha1 = "c7e3a542b999843086e2f29dac96a618c105be1d"
uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
version = "0.10.12"
weakdeps = ["ChainRulesCore", "SparseArrays"]

    [deps.Distances.extensions]
    DistancesChainRulesCoreExt = "ChainRulesCore"
    DistancesSparseArraysExt = "SparseArrays"

[[deps.Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
version = "1.11.0"

[[deps.Distributions]]
deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "0b4190661e8a4e51a842070e7dd4fae440ddb7f4"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
version = "0.25.118"

    [deps.Distributions.extensions]
    DistributionsChainRulesCoreExt = "ChainRulesCore"
    DistributionsDensityInterfaceExt = "DensityInterface"
    DistributionsTestExt = "Test"

    [deps.Distributions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[deps.DocStringExtensions]]
git-tree-sha1 = "e7b7e6f178525d17c720ab9c081e4ef04429f860"
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
version = "0.9.4"

[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0"

[[deps.EarlyStopping]]
deps = ["Dates", "Statistics"]
git-tree-sha1 = "98fdf08b707aaf69f524a6cd0a67858cefe0cfb6"
uuid = "792122b4-ca99-40de-a6bc-6742525f08b6"
version = "0.3.0"

[[deps.ExceptionUnwrapping]]
deps = ["Test"]
git-tree-sha1 = "d36f682e590a83d63d1c7dbd287573764682d12a"
uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
version = "0.1.11"

[[deps.FLoops]]
deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
git-tree-sha1 = "0a2e5873e9a5f54abb06418d57a8df689336a660"
uuid = "cc61a311-1640-44b5-9fba-1b764f453329"
version = "0.2.2"

[[deps.FLoopsBase]]
deps = ["ContextVariablesX"]
git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7"
uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6"
version = "0.1.1"

[[deps.FeatureSelection]]
deps = ["MLJModelInterface", "ScientificTypesBase", "Tables"]
git-tree-sha1 = "d78c565b6296e161193eb0f053bbcb3f1a82091d"
uuid = "33837fe5-dbff-4c9e-8c2f-c5612fe2b8b6"
version = "0.2.2"

[[deps.FilePathsBase]]
deps = ["Compat", "Dates"]
git-tree-sha1 = "3bab2c5aa25e7840a4b065805c0cdfc01f3068d2"
uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
version = "0.9.24"
weakdeps = ["Mmap", "Test"]

    [deps.FilePathsBase.extensions]
    FilePathsBaseMmapExt = "Mmap"
    FilePathsBaseTestExt = "Test"

[[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
version = "1.11.0"

[[deps.FillArrays]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "1.13.0"
weakdeps = ["PDMats", "SparseArrays", "Statistics"]

    [deps.FillArrays.extensions]
    FillArraysPDMatsExt = "PDMats"
    FillArraysSparseArraysExt = "SparseArrays"
    FillArraysStatisticsExt = "Statistics"

[[deps.FixedPointNumbers]]
deps = ["Statistics"]
git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.5"

[[deps.Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
version = "1.11.0"

[[deps.GPUArraysCore]]
deps = ["Adapt"]
git-tree-sha1 = "83cf05ab16a73219e5f6bd1bdfa9848fa24ac627"
uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
version = "0.2.0"

[[deps.HTTP]]
deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "PrecompileTools", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
git-tree-sha1 = "c67b33b085f6e2faf8bf79a61962e7339a81129c"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
version = "1.10.15"

[[deps.HashArrayMappedTries]]
git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae"
uuid = "076d061b-32b6-4027-95e0-9a2c6f6d7e74"
version = "0.2.0"

[[deps.HypergeometricFunctions]]
deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
git-tree-sha1 = "68c173f4f449de5b438ee67ed0c9c748dc31a2ec"
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
version = "0.3.28"

[[deps.InitialValues]]
git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
version = "0.3.1"

[[deps.InlineStrings]]
git-tree-sha1 = "6a9fde685a7ac1eb3495f8e812c5a7c3711c2d5e"
uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
version = "1.4.3"

    [deps.InlineStrings.extensions]
    ArrowTypesExt = "ArrowTypes"
    ParsersExt = "Parsers"

    [deps.InlineStrings.weakdeps]
    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
    Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"

[[deps.InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
version = "1.11.0"

[[deps.InverseFunctions]]
git-tree-sha1 = "a779299d77cd080bf77b97535acecd73e1c5e5cb"
uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
version = "0.1.17"
weakdeps = ["Dates", "Test"]

    [deps.InverseFunctions.extensions]
    InverseFunctionsDatesExt = "Dates"
    InverseFunctionsTestExt = "Test"

[[deps.InvertedIndices]]
git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe"
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
version = "1.3.1"

[[deps.IrrationalConstants]]
git-tree-sha1 = "e2222959fbc6c19554dc15174c81bf7bf3aa691c"
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
version = "0.2.4"

[[deps.IterationControl]]
deps = ["EarlyStopping", "InteractiveUtils"]
git-tree-sha1 = "e663925ebc3d93c1150a7570d114f9ea2f664726"
uuid = "b3c1a2ee-3fec-4384-bf48-272ea71de57c"
version = "0.5.4"

[[deps.IteratorInterfaceExtensions]]
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
uuid = "82899510-4779-5014-852e-03e436cf321d"
version = "1.0.0"

[[deps.JLLWrappers]]
deps = ["Artifacts", "Preferences"]
git-tree-sha1 = "a007feb38b422fbdab534406aeca1b86823cb4d6"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.7.0"

[[deps.JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.4"

[[deps.JuliaVariables]]
deps = ["MLStyle", "NameResolution"]
git-tree-sha1 = "49fb3cb53362ddadb4415e9b73926d6b40709e70"
uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec"
version = "0.2.4"

[[deps.KernelAbstractions]]
deps = ["Adapt", "Atomix", "InteractiveUtils", "MacroTools", "PrecompileTools", "Requires", "StaticArrays", "UUIDs"]
git-tree-sha1 = "80d268b2f4e396edc5ea004d1e0f569231c71e9e"
uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
version = "0.9.34"

    [deps.KernelAbstractions.extensions]
    EnzymeExt = "EnzymeCore"
    LinearAlgebraExt = "LinearAlgebra"
    SparseArraysExt = "SparseArrays"

    [deps.KernelAbstractions.weakdeps]
    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[[deps.LaTeXStrings]]
git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.4.0"

[[deps.LatinHypercubeSampling]]
deps = ["Random", "StableRNGs", "StatsBase", "Test"]
git-tree-sha1 = "825289d43c753c7f1bf9bed334c253e9913997f8"
uuid = "a5e1c1ea-c99a-51d3-a14d-a9a37257b02d"
version = "1.9.0"

[[deps.LearnAPI]]
deps = ["InteractiveUtils", "Statistics"]
git-tree-sha1 = "ec695822c1faaaa64cee32d0b21505e1977b4809"
uuid = "92ad9a40-7767-427a-9ee6-6e577f1266cb"
version = "0.1.0"

[[deps.LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
version = "0.6.4"

[[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "8.6.0+0"

[[deps.LibGit2]]
deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
version = "1.11.0"

[[deps.LibGit2_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
version = "1.7.2+0"

[[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
version = "1.11.0+1"

[[deps.Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
version = "1.11.0"

[[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
version = "1.11.0"

[[deps.LogExpFunctions]]
deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
git-tree-sha1 = "13ca9e2586b89836fd20cccf56e57e2b9ae7f38f"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.29"

    [deps.LogExpFunctions.extensions]
    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"

    [deps.LogExpFunctions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
version = "1.11.0"

[[deps.LoggingExtras]]
deps = ["Dates", "Logging"]
git-tree-sha1 = "f02b56007b064fbfddb4c9cd60161b6dd0f40df3"
uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
version = "1.1.0"

[[deps.MLCore]]
deps = ["DataAPI", "SimpleTraits", "Tables"]
git-tree-sha1 = "73907695f35bc7ffd9f11f6c4f2ee8c1302084be"
uuid = "c2834f40-e789-41da-a90e-33b280584a8c"
version = "1.0.0"

[[deps.MLFlowClient]]
deps = ["Dates", "FilePathsBase", "HTTP", "JSON", "ShowCases", "URIs", "UUIDs"]
git-tree-sha1 = "9abb12b62debc27261c008daa13627255bf79967"
uuid = "64a0f543-368b-4a9a-827a-e71edb2a0b83"
version = "0.5.1"

[[deps.MLJ]]
deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "FeatureSelection", "LinearAlgebra", "MLJBalancing", "MLJBase", "MLJEnsembles", "MLJFlow", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "Reexport", "ScientificTypes", "StatisticalMeasures", "Statistics", "StatsBase", "Tables"]
git-tree-sha1 = "521eec7a22417d54fdc66f5dc0b7dc9628931c54"
uuid = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
version = "0.20.7"

[[deps.MLJBalancing]]
deps = ["MLJBase", "MLJModelInterface", "MLUtils", "OrderedCollections", "Random", "StatsBase"]
git-tree-sha1 = "f707a01a92d664479522313907c07afa5d81df19"
uuid = "45f359ea-796d-4f51-95a5-deb1a414c586"
version = "0.1.5"

[[deps.MLJBase]]
deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Dates", "DelimitedFiles", "Distributed", "Distributions", "InteractiveUtils", "InvertedIndices", "LearnAPI", "LinearAlgebra", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "RecipesBase", "Reexport", "ScientificTypes", "Serialization", "StatisticalMeasuresBase", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
git-tree-sha1 = "6f45e12073bc2f2e73ed0473391db38c31e879c9"
uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
version = "1.7.0"
weakdeps = ["StatisticalMeasures"]

    [deps.MLJBase.extensions]
    DefaultMeasuresExt = "StatisticalMeasures"

[[deps.MLJEnsembles]]
deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatisticalMeasuresBase", "StatsBase"]
git-tree-sha1 = "84a5be55a364bb6b6dc7780bbd64317ebdd3ad1e"
uuid = "50ed68f4-41fd-4504-931a-ed422449fee0"
version = "0.4.3"

[[deps.MLJFlow]]
deps = ["MLFlowClient", "MLJBase", "MLJModelInterface"]
git-tree-sha1 = "508bff8071d7d1902d6f1b9d1e868d58821f1cfe"
uuid = "7b7b8358-b45c-48ea-a8ef-7ca328ad328f"
version = "0.5.0"

[[deps.MLJIteration]]
deps = ["IterationControl", "MLJBase", "Random", "Serialization"]
git-tree-sha1 = "ad16cfd261e28204847f509d1221a581286448ae"
uuid = "614be32b-d00c-4edb-bd02-1eb411ab5e55"
version = "0.6.3"

[[deps.MLJModelInterface]]
deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
git-tree-sha1 = "ceaff6618408d0e412619321ae43b33b40c1a733"
uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
version = "1.11.0"

[[deps.MLJModels]]
deps = ["CategoricalArrays", "CategoricalDistributions", "Combinatorics", "Dates", "Distances", "Distributions", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "Markdown", "OrderedCollections", "Parameters", "Pkg", "PrettyPrinting", "REPL", "Random", "RelocatableFolders", "ScientificTypes", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
git-tree-sha1 = "09381923be5ed34416ed77badbc26e1adf295492"
uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
version = "0.17.9"

[[deps.MLJTuning]]
deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase", "StatisticalMeasuresBase"]
git-tree-sha1 = "38aab60b1274ce7d6da784808e3be69e585dbbf6"
uuid = "03970b2e-30c4-11ea-3135-d1576263f10f"
version = "0.8.8"

[[deps.MLStyle]]
git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
uuid = "d8e11817-5142-5d16-987a-aa16d5891078"
version = "0.4.17"

[[deps.MLUtils]]
deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "MLCore", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"]
git-tree-sha1 = "a772d8d1987433538a5c226f79393324b55f7846"
uuid = "f1d291b0-491e-4a28-83b9-f70985020b54"
version = "0.4.8"

[[deps.MacroTools]]
git-tree-sha1 = "72aebe0b5051e5143a079a4685a46da330a40472"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.15"

[[deps.Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
version = "1.11.0"

[[deps.MbedTLS]]
deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
version = "1.1.9"

[[deps.MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.6+0"

[[deps.MicroCollections]]
deps = ["Accessors", "BangBang", "InitialValues"]
git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f"
uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
version = "0.2.0"

[[deps.Missings]]
deps = ["DataAPI"]
git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
version = "1.2.0"

[[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"
version = "1.11.0"

[[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.12.12"

[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Random", "ScopedValues", "Statistics"]
git-tree-sha1 = "e8d4268b4a438bdad98937e4bca45881363b4767"
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
version = "0.9.29"

    [deps.NNlib.extensions]
    NNlibAMDGPUExt = "AMDGPU"
    NNlibCUDACUDNNExt = ["CUDA", "cuDNN"]
    NNlibCUDAExt = "CUDA"
    NNlibEnzymeCoreExt = "EnzymeCore"
    NNlibFFTWExt = "FFTW"
    NNlibForwardDiffExt = "ForwardDiff"
    NNlibSpecialFunctionsExt = "SpecialFunctions"

    [deps.NNlib.weakdeps]
    AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
    FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
    ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
    SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b"
    cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"

[[deps.NameResolution]]
deps = ["PrettyPrint"]
git-tree-sha1 = "1a0fa0e9613f46c9b8c11eee38ebb4f590013c5e"
uuid = "71a1bf82-56d0-4bbc-8a3c-48b961074391"
version = "0.1.5"

[[deps.NearestNeighborModels]]
deps = ["Distances", "FillArrays", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "NearestNeighbors", "Statistics", "StatsBase", "Tables"]
git-tree-sha1 = "e411143a8362926e4284a54e745972e939fbab78"
uuid = "636a865e-7cf4-491e-846c-de09b730eb36"
version = "0.2.3"

[[deps.NearestNeighbors]]
deps = ["Distances", "StaticArrays"]
git-tree-sha1 = "8a3271d8309285f4db73b4f662b1b290c715e85e"
uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
version = "0.4.21"

[[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"

[[deps.OpenBLAS_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.27+1"

[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
version = "0.8.1+4"

[[deps.OpenML]]
deps = ["ARFFFiles", "HTTP", "JSON", "Markdown", "Pkg", "Scratch"]
git-tree-sha1 = "63603b2b367107e87dbceda4e33c67aed17e50e0"
uuid = "8b6db2d4-7670-4922-a472-f9537c81ab66"
version = "0.3.2"

[[deps.OpenSSL]]
deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4"
uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
version = "1.4.3"

[[deps.OpenSSL_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "a9697f1d06cc3eb3fb3ad49cc67f2cfabaac31ea"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
version = "3.0.16+0"

[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"]
git-tree-sha1 = "1346c9208249809840c91b26703912dff463d335"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.6+0"

[[deps.OrderedCollections]]
git-tree-sha1 = "cc4054e898b852042d7b503313f7ad03de99c3dd"
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.8.0"

[[deps.PDMats]]
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "966b85253e959ea89c53a9abebbf2e964fbf593b"
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
version = "0.11.32"

[[deps.Parameters]]
deps = ["OrderedCollections", "UnPack"]
git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe"
uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
version = "0.12.3"

[[deps.Parsers]]
deps = ["Dates", "PrecompileTools", "UUIDs"]
git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.8.1"

[[deps.Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
version = "1.11.0"
weakdeps = ["REPL"]

    [deps.Pkg.extensions]
    REPLExt = "REPL"

[[deps.PooledArrays]]
deps = ["DataAPI", "Future"]
git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3"
uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
version = "1.4.3"

[[deps.PrecompileTools]]
deps = ["Preferences"]
git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
version = "1.2.1"

[[deps.Preferences]]
deps = ["TOML"]
git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.4.3"

[[deps.PrettyPrint]]
git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
version = "0.2.0"

[[deps.PrettyPrinting]]
git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
version = "0.4.2"

[[deps.PrettyTables]]
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "2.4.0"

[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
version = "1.11.0"

[[deps.ProgressMeter]]
deps = ["Distributed", "Printf"]
git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4"
uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
version = "1.10.2"

[[deps.PtrArrays]]
git-tree-sha1 = "1d36ef11a9aaf1e8b74dacc6a731dd1de8fd493d"
uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
version = "1.3.0"

[[deps.QuadGK]]
deps = ["DataStructures", "LinearAlgebra"]
git-tree-sha1 = "9da16da70037ba9d701192e27befedefb91ec284"
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
version = "2.11.2"

    [deps.QuadGK.extensions]
    QuadGKEnzymeExt = "Enzyme"

    [deps.QuadGK.weakdeps]
    Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"

[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "StyledStrings", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
version = "1.11.0"

[[deps.Random]]
deps = ["SHA"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
version = "1.11.0"

[[deps.RecipesBase]]
deps = ["PrecompileTools"]
git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
version = "1.3.4"

[[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"

[[deps.RelocatableFolders]]
deps = ["SHA", "Scratch"]
git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864"
uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
version = "1.0.1"

[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "62389eeff14780bfe55195b7204c0d8738436d64"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.1"

[[deps.Rmath]]
deps = ["Random", "Rmath_jll"]
git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
version = "0.8.0"

[[deps.Rmath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "58cdd8fb2201a6267e1db87ff148dd6c1dbd8ad8"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
version = "0.5.1+0"

[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"

[[deps.ScientificTypes]]
deps = ["CategoricalArrays", "ColorTypes", "Dates", "Distributions", "PrettyTables", "Reexport", "ScientificTypesBase", "StatisticalTraits", "Tables"]
git-tree-sha1 = "4d083ffec53dbd5097a6723b0699b175be2b61fb"
uuid = "321657f4-b219-11e9-178b-2701a2544e81"
version = "3.1.0"

[[deps.ScientificTypesBase]]
git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
uuid = "30f210dd-8aff-4c5f-94ba-8e64358c1161"
version = "3.0.0"

[[deps.ScopedValues]]
deps = ["HashArrayMappedTries", "Logging"]
git-tree-sha1 = "1147f140b4c8ddab224c94efa9569fc23d63ab44"
uuid = "7e506255-f358-4e82-b7e4-beb19740aa63"
version = "1.3.0"

[[deps.Scratch]]
deps = ["Dates"]
git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.2.1"

[[deps.SentinelArrays]]
deps = ["Dates", "Random"]
git-tree-sha1 = "712fb0231ee6f9120e005ccd56297abbc053e7e0"
uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
version = "1.4.8"

[[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
version = "1.11.0"

[[deps.Setfield]]
deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
git-tree-sha1 = "c5391c6ace3bc430ca630251d02ea9687169ca68"
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
version = "1.1.2"

[[deps.ShowCases]]
git-tree-sha1 = "7f534ad62ab2bd48591bdeac81994ea8c445e4a5"
uuid = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
version = "0.1.0"

[[deps.SimpleBufferStream]]
git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1"
uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
version = "1.2.0"

[[deps.SimpleTraits]]
deps = ["InteractiveUtils", "MacroTools"]
git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
version = "0.9.4"

[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
version = "1.11.0"

[[deps.SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.2.1"

[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
version = "1.11.0"

[[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "64cca0c26b4f31ba18f13f6c12af7c85f478cfde"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.5.0"
weakdeps = ["ChainRulesCore"]

    [deps.SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"

[[deps.SplittablesBase]]
deps = ["Setfield", "Test"]
git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
uuid = "171d559e-b47b-412a-8079-5efa626c420e"
version = "0.1.15"

[[deps.StableRNGs]]
deps = ["Random"]
git-tree-sha1 = "83e6cce8324d49dfaf9ef059227f91ed4441a8e5"
uuid = "860ef19b-820b-49d6-a774-d7a799459cd3"
version = "1.0.2"

[[deps.StaticArrays]]
deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
git-tree-sha1 = "0feb6b9031bd5c51f9072393eb5ab3efd31bf9e4"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.9.13"
weakdeps = ["ChainRulesCore", "Statistics"]

    [deps.StaticArrays.extensions]
    StaticArraysChainRulesCoreExt = "ChainRulesCore"
    StaticArraysStatisticsExt = "Statistics"

[[deps.StaticArraysCore]]
git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682"
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
version = "1.4.3"

[[deps.StatisticalMeasures]]
deps = ["CategoricalArrays", "CategoricalDistributions", "Distributions", "LearnAPI", "LinearAlgebra", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "StatisticalMeasuresBase", "Statistics", "StatsBase"]
git-tree-sha1 = "c1d4318fa41056b839dfbb3ee841f011fa6e8518"
uuid = "a19d573c-0a75-4610-95b3-7071388c7541"
version = "0.1.7"

    [deps.StatisticalMeasures.extensions]
    LossFunctionsExt = "LossFunctions"
    ScientificTypesExt = "ScientificTypes"

    [deps.StatisticalMeasures.weakdeps]
    LossFunctions = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7"
    ScientificTypes = "321657f4-b219-11e9-178b-2701a2544e81"

[[deps.StatisticalMeasuresBase]]
deps = ["CategoricalArrays", "InteractiveUtils", "MLUtils", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "Statistics"]
git-tree-sha1 = "e4f508cf3b3253f3eb357274fe36fb3332ca9896"
uuid = "c062fc1d-0d66-479b-b6ac-8b44719de4cc"
version = "0.1.2"

[[deps.StatisticalTraits]]
deps = ["ScientificTypesBase"]
git-tree-sha1 = "542d979f6e756f13f862aa00b224f04f9e445f11"
uuid = "64bff920-2084-43da-a3e6-9bb72801c0c9"
version = "3.4.0"

[[deps.Statistics]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0"
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.11.1"
weakdeps = ["SparseArrays"]

    [deps.Statistics.extensions]
    SparseArraysExt = ["SparseArrays"]

[[deps.StatsAPI]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.7.0"

[[deps.StatsBase]]
deps = ["AliasTables", "DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "29321314c920c26684834965ec2ce0dacc9cf8e5"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.34.4"

[[deps.StatsFuns]]
deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
version = "1.3.2"
weakdeps = ["ChainRulesCore", "InverseFunctions"]

    [deps.StatsFuns.extensions]
    StatsFunsChainRulesCoreExt = "ChainRulesCore"
    StatsFunsInverseFunctionsExt = "InverseFunctions"

[[deps.StringManipulation]]
deps = ["PrecompileTools"]
git-tree-sha1 = "725421ae8e530ec29bcbdddbe91ff8053421d023"
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
version = "0.4.1"

[[deps.StyledStrings]]
uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
version = "1.11.0"

[[deps.SuiteSparse]]
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"

[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "7.7.0+0"

[[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", "OrderedCollections", "TableTraits"]
git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.12.0"

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

[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
version = "1.11.0"

[[deps.TranscodingStreams]]
git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.11.3"

[[deps.Transducers]]
deps = ["Accessors", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"]
git-tree-sha1 = "7deeab4ff96b85c5f72c824cae53a1398da3d1cb"
uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
version = "0.4.84"

    [deps.Transducers.extensions]
    TransducersAdaptExt = "Adapt"
    TransducersBlockArraysExt = "BlockArrays"
    TransducersDataFramesExt = "DataFrames"
    TransducersLazyArraysExt = "LazyArrays"
    TransducersOnlineStatsBaseExt = "OnlineStatsBase"
    TransducersReferenceablesExt = "Referenceables"

    [deps.Transducers.weakdeps]
    Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
    BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
    LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
    OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
    Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"

[[deps.URIs]]
git-tree-sha1 = "cbbebadbcc76c5ca1cc4b4f3b0614b3e603b5000"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.5.2"

[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
version = "1.11.0"

[[deps.UnPack]]
git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
version = "1.0.2"

[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
version = "1.11.0"

[[deps.UnsafeAtomics]]
git-tree-sha1 = "b13c4edda90890e5b04ba24e20a310fbe6f249ff"
uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
version = "0.3.0"

    [deps.UnsafeAtomics.extensions]
    UnsafeAtomicsLLVM = ["LLVM"]

    [deps.UnsafeAtomics.weakdeps]
    LLVM = "929cbde3-209d-540e-8aea-75f648917ca0"

[[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.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+1"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.11.0+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"

Project.toml（クリックで展開）

Project.toml

[deps]
CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
MLJ = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
MLJModelInterface = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
NearestNeighborModels = "636a865e-7cf4-491e-846c-de09b730eb36"
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"

続き：
https://qiita.com/svoboda/items/21d1562dd689992dd658

参考資料

[1]svoboda, 『[Julia]VSCにおけるWSL2でのJulia　環境構築～サンプルコード実行まで』, https://qiita.com/svoboda/private/6a0ad624bc58a354edb3
[2]svoboda, 『[Julia]仮想環境（Package）構築』, https://qiita.com/svoboda/private/ad77b77913eb78ac0b41