From 059f37aed944618cfa65d84f3308df20eba25c02 Mon Sep 17 00:00:00 2001
From: "Anthony D. Blaom" <anthony.blaom@gmail.com>
Date: Thu, 3 Nov 2022 08:12:50 +1300
Subject: [PATCH 1/2] update example

---
 examples/bigtest/Manifest.toml | 798 ++++++++++++++++++++++-----------
 examples/bigtest/Project.toml  |   1 +
 examples/bigtest/notebook.jl   |  32 +-
 src/test.jl                    |   6 +
 4 files changed, 543 insertions(+), 294 deletions(-)

diff --git a/examples/bigtest/Manifest.toml b/examples/bigtest/Manifest.toml
index b42fd0e..5eefa82 100644
--- a/examples/bigtest/Manifest.toml
+++ b/examples/bigtest/Manifest.toml
@@ -1,7 +1,8 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.7.3"
+julia_version = "1.8.2"
 manifest_format = "2.0"
+project_hash = "d29d59619d3377cfa1daef368b3e6f52fd4c3bd6"
 
 [[deps.ARFFFiles]]
 deps = ["CategoricalArrays", "Dates", "Parsers", "Tables"]
@@ -16,9 +17,15 @@ uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
 version = "1.2.1"
 
 [[deps.AbstractTrees]]
-git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5"
+git-tree-sha1 = "52b3b436f8f73133d7bc3a6c71ee7ed6ab2ab754"
 uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
-version = "0.3.4"
+version = "0.4.3"
+
+[[deps.Accessors]]
+deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "Test"]
+git-tree-sha1 = "eb7a1342ff77f4f9b6552605f27fd432745a53a3"
+uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
+version = "0.1.22"
 
 [[deps.Adapt]]
 deps = ["LinearAlgebra"]
@@ -26,8 +33,14 @@ git-tree-sha1 = "195c5505521008abea5aee4f96930717958eac6f"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
 version = "3.4.0"
 
+[[deps.ArgCheck]]
+git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
+uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
+version = "2.3.0"
+
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
+version = "1.1.1"
 
 [[deps.Arpack]]
 deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
@@ -42,16 +55,34 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.1+1"
 
 [[deps.ArrayInterface]]
-deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
-git-tree-sha1 = "81f0cb60dc994ca17f68d9fb7c942a5ae70d9ee4"
+deps = ["ArrayInterfaceCore", "Compat", "IfElse", "LinearAlgebra", "Static"]
+git-tree-sha1 = "d6173480145eb632d6571c148d94b9d3d773820e"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "5.0.8"
+version = "6.0.23"
 
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "40debc9f72d0511e12d817c7ca06a721b6423ba3"
+git-tree-sha1 = "732cddf5c7a3d4e7d4829012042221a724a30674"
 uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
-version = "0.1.17"
+version = "0.1.24"
+
+[[deps.ArrayInterfaceOffsetArrays]]
+deps = ["ArrayInterface", "OffsetArrays", "Static"]
+git-tree-sha1 = "c49f6bad95a30defff7c637731f00934c7289c50"
+uuid = "015c0d05-e682-4f19-8f0a-679ce4c54826"
+version = "0.1.6"
+
+[[deps.ArrayInterfaceStaticArrays]]
+deps = ["Adapt", "ArrayInterface", "ArrayInterfaceStaticArraysCore", "LinearAlgebra", "Static", "StaticArrays"]
+git-tree-sha1 = "efb000a9f643f018d5154e56814e338b5746c560"
+uuid = "b0d46f97-bff5-4637-a19a-dd75974142cd"
+version = "0.1.4"
+
+[[deps.ArrayInterfaceStaticArraysCore]]
+deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
+version = "0.1.3"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -73,32 +104,36 @@ git-tree-sha1 = "306bb5574b0c1c56d7e1207581516c557d105cad"
 uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
 version = "0.3.5"
 
+[[deps.BangBang]]
+deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
+git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
+version = "0.3.37"
+
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
+[[deps.Baselet]]
+git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
+uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
+version = "0.1.1"
+
 [[deps.BetaML]]
-deps = ["CategoricalArrays", "Combinatorics", "DelimitedFiles", "Distributions", "DocStringExtensions", "ForceImport", "LinearAlgebra", "MLJModelInterface", "PDMats", "Printf", "ProgressMeter", "Random", "Reexport", "StableRNGs", "Statistics", "Test", "Zygote"]
-git-tree-sha1 = "960e973345a8458a8037c12918afc2260d57c9d3"
+deps = ["AbstractTrees", "CategoricalArrays", "Combinatorics", "DelimitedFiles", "Distributions", "DocStringExtensions", "ForceImport", "JLD2", "LinearAlgebra", "LoopVectorization", "MLJModelInterface", "PDMats", "Printf", "ProgressMeter", "Random", "Reexport", "StableRNGs", "Statistics", "Test", "Zygote"]
+git-tree-sha1 = "020db68f9716a4cea5d331f4d5524efcf52a4065"
 uuid = "024491cd-cc6b-443e-8034-08ea7eb7db2b"
-version = "0.7.0"
-
-[[deps.BinaryProvider]]
-deps = ["Libdl", "Logging", "SHA"]
-git-tree-sha1 = "ecdec412a9abc8db54c0efc5548c64dfce072058"
-uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.10"
+version = "0.9.0"
 
-[[deps.Blosc]]
-deps = ["Blosc_jll"]
-git-tree-sha1 = "310b77648d38c223d947ff3f50f511d08690b8d5"
-uuid = "a74b3585-a348-5f62-a45c-50e91977d574"
-version = "0.7.3"
+[[deps.BitFlags]]
+git-tree-sha1 = "84259bb6172806304b9101094a7cc4bc6f56dbc6"
+uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
+version = "0.1.5"
 
-[[deps.Blosc_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Lz4_jll", "Pkg", "Zlib_jll", "Zstd_jll"]
-git-tree-sha1 = "91d6baa911283650df649d0aea7c28639273ae7b"
-uuid = "0b7ba130-8d10-5ba8-a3d6-c5182647fed9"
-version = "1.21.1+0"
+[[deps.BitTwiddlingConvenienceFunctions]]
+deps = ["Static"]
+git-tree-sha1 = "eaee37f76339077f86679787a71990c4e465477f"
+uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b"
+version = "0.1.4"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -111,11 +146,17 @@ git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
 uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
 version = "0.4.2"
 
+[[deps.CPUSummary]]
+deps = ["CpuId", "IfElse", "Static"]
+git-tree-sha1 = "9bdd5aceea9fa109073ace6b430a24839d79315e"
+uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9"
+version = "0.1.27"
+
 [[deps.CSV]]
 deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings"]
-git-tree-sha1 = "49f14b6c56a2da47608fe30aed711b5882264d7a"
+git-tree-sha1 = "c5fd7cd27ac4aed0acf4b73948f0110ff2a854b2"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.9.11"
+version = "0.10.7"
 
 [[deps.CUDA]]
 deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "TimerOutputs"]
@@ -131,27 +172,27 @@ version = "0.5.1"
 
 [[deps.CategoricalArrays]]
 deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"]
-git-tree-sha1 = "5f5a975d996026a8dd877c35fe26a7b8179c02ba"
+git-tree-sha1 = "5084cc1a28976dd1642c9f337b28a3cb03e0f7d2"
 uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
-version = "0.10.6"
+version = "0.10.7"
 
 [[deps.CategoricalDistributions]]
 deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes", "UnicodePlots"]
-git-tree-sha1 = "036d44b2d1ed2a8a3409790103e277ab5cbe30df"
+git-tree-sha1 = "23fe4c6668776fedfd3747c545cd0d1a5190eb15"
 uuid = "af321ab8-2d2e-40a6-b165-3d674595d28e"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.ChainRules]]
-deps = ["ChainRulesCore", "Compat", "Distributed", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d596983b9e9f7838b54758c575a2a460d0031ea0"
+deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
+git-tree-sha1 = "d7d816527558cb8373e8f7a746d88eb8a167b023"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.39.2"
+version = "1.44.7"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "80ca332f6dcb2508adba68f22f551adb2d00a624"
+git-tree-sha1 = "e7ff6cadf743c098e08fca25c91103ee4303c9bb"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.3"
+version = "1.15.6"
 
 [[deps.ChangesOfVariables]]
 deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
@@ -159,11 +200,17 @@ git-tree-sha1 = "38f7a08f19d8810338d4f5085211c7dfa5d5bdd8"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
 version = "0.1.4"
 
+[[deps.CloseOpenIntervals]]
+deps = ["ArrayInterface", "Static"]
+git-tree-sha1 = "5522c338564580adf5d58d91e43a55db0fa5fb39"
+uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9"
+version = "0.1.10"
+
 [[deps.Clustering]]
-deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "75479b7df4167267d75294d14b58244695beb2ac"
+deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
+git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.2"
+version = "0.14.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -208,13 +255,19 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
-git-tree-sha1 = "9be8be1d8a6f44b96482c8af52238ea7987da3e3"
+git-tree-sha1 = "78bee250c6826e1cf805a88b7f1e86025275d208"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.45.0"
+version = "3.46.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
+version = "0.5.2+0"
+
+[[deps.CompositionsBase]]
+git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
+version = "0.1.1"
 
 [[deps.ComputationalResources]]
 git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
@@ -229,9 +282,15 @@ version = "1.7.0"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "59d00b3139a9de4eb961057eabb65ac6522be954"
+git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.0"
+version = "1.4.1"
+
+[[deps.ContextVariablesX]]
+deps = ["Compat", "Logging", "UUIDs"]
+git-tree-sha1 = "25cc3803f1030ab855e383129dcd3dc294e322cc"
+uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5"
+version = "0.1.3"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -240,9 +299,15 @@ version = "0.6.2"
 
 [[deps.CorpusLoaders]]
 deps = ["CSV", "DataDeps", "Glob", "InternedStrings", "LightXML", "MultiResolutionIterators", "StringEncodings", "WordTokenizers"]
-git-tree-sha1 = "33240ee1f21bb569c3656a84595ff9d31c3e79d5"
+git-tree-sha1 = "01a12a78eca5da25b95a661716f4416d4264bced"
 uuid = "214a0ac2-f95b-54f7-a80b-442ed9c2c9e8"
-version = "0.3.4"
+version = "0.3.5"
+
+[[deps.CpuId]]
+deps = ["Markdown"]
+git-tree-sha1 = "fcbb72b032692610bfbdb15018ac16a36cf2e406"
+uuid = "adafc99b-e345-5852-983c-f28acb93d879"
+version = "0.3.1"
 
 [[deps.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -250,21 +315,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "fb5f5316dd3fd4c5e7c30a24d50643b73e37cd40"
+git-tree-sha1 = "46d2680e618f8abd007bce0c3026cb0c4a8f2032"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.10.0"
+version = "1.12.0"
 
 [[deps.DataDeps]]
-deps = ["BinaryProvider", "HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"]
-git-tree-sha1 = "e299d8267135ef2f9c941a764006697082c1e7e8"
+deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"]
+git-tree-sha1 = "bc0a264d3e7b3eeb0b6fc9f6481f970697f29805"
 uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe"
-version = "0.7.8"
+version = "0.7.10"
 
 [[deps.DataFrames]]
 deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "daa21eb85147f72e41f6352a57fccea377e310a9"
+git-tree-sha1 = "db2a9cb664fcea7836da4b414c3278d71dd602d2"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.3.4"
+version = "1.3.6"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
@@ -287,6 +352,11 @@ git-tree-sha1 = "fb3f7ff27befb9877bee84076dd9173185d7d86a"
 uuid = "7806a523-6efd-50cb-b5f6-3fa6f1930dbb"
 version = "0.11.2"
 
+[[deps.DefineSingletons]]
+git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
+uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
+version = "0.1.2"
+
 [[deps.DelimitedFiles]]
 deps = ["Mmap"]
 uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
@@ -298,16 +368,16 @@ uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
 version = "0.4.0"
 
 [[deps.DiffResults]]
-deps = ["StaticArrays"]
-git-tree-sha1 = "c18e98cba888c6c25d1c3b048e4b3380ca956805"
+deps = ["StaticArraysCore"]
+git-tree-sha1 = "782dd5f4561f5d267313f23853baaaa4c52ea621"
 uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
-version = "1.0.3"
+version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "28d605d9a0ac17118fe2c5e9ce0fbb76c3ceb120"
+git-tree-sha1 = "8b7a4d23e22f5d44883671da70865ca98f2ebf9d"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.11.0"
+version = "1.12.0"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
@@ -321,19 +391,20 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "aafa0665e3db0d3d0890cdc8191ea03dc279b042"
+git-tree-sha1 = "04db820ebcfc1e053bd8cbb8d8bccf0ff3ead3f7"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.66"
+version = "0.25.76"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "5158c2b41018c5f7eb1470d558127ac274eca0c9"
+git-tree-sha1 = "c36550cb29cbe373e95b3f40486b9a4148f89ffd"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.1"
+version = "0.9.2"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
 uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
+version = "1.6.0"
 
 [[deps.DualNumbers]]
 deps = ["Calculus", "NaNMath", "SpecialFunctions"]
@@ -343,9 +414,9 @@ version = "0.6.8"
 
 [[deps.EarCut_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d"
+git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053"
 uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
-version = "2.2.3+0"
+version = "2.2.4+0"
 
 [[deps.EarlyStopping]]
 deps = ["Dates", "Statistics"]
@@ -353,17 +424,28 @@ git-tree-sha1 = "98fdf08b707aaf69f524a6cd0a67858cefe0cfb6"
 uuid = "792122b4-ca99-40de-a6bc-6742525f08b6"
 version = "0.3.0"
 
+[[deps.EvoLinear]]
+deps = ["LoopVectorization", "MLJModelInterface", "Random", "Statistics", "StatsBase"]
+git-tree-sha1 = "772dadb7a86a3c8deacb0dc31daaac671f41bad4"
+uuid = "ab853011-1780-437f-b4b5-5de6f4777246"
+version = "0.3.0"
+
 [[deps.EvoTrees]]
-deps = ["BSON", "CUDA", "CategoricalArrays", "Distributions", "MLJModelInterface", "NetworkLayout", "Random", "RecipesBase", "SpecialFunctions", "Statistics", "StatsBase"]
-git-tree-sha1 = "c56bad6d829ad924e21bcc29a91873ea33a84d9c"
+deps = ["BSON", "CUDA", "CategoricalArrays", "Distributions", "LoopVectorization", "MLJModelInterface", "NetworkLayout", "Random", "RecipesBase", "Statistics", "StatsBase", "Tables"]
+git-tree-sha1 = "c86975c57b9dc78a76be92fe04d8fb8898acce9e"
 uuid = "f6006082-12f8-11e9-0c9c-0d5d367ab1e5"
-version = "0.10.0"
+version = "0.12.5"
 
 [[deps.ExprTools]]
 git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
 version = "0.1.8"
 
+[[deps.Extents]]
+git-tree-sha1 = "5e1e4c53fa39afe63a7d356e30452249365fba99"
+uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
+version = "0.1.1"
+
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
 git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
@@ -376,32 +458,44 @@ git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
 version = "3.3.10+0"
 
+[[deps.FLoops]]
+deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
+git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576"
+uuid = "cc61a311-1640-44b5-9fba-1b764f453329"
+version = "0.2.1"
+
+[[deps.FLoopsBase]]
+deps = ["ContextVariablesX"]
+git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7"
+uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6"
+version = "0.1.1"
+
 [[deps.FileIO]]
 deps = ["Pkg", "Requires", "UUIDs"]
-git-tree-sha1 = "94f5101b96d2d968ace56f7f2db19d0a5f592e28"
+git-tree-sha1 = "7be5f99f7d15578798f338f5433b6c432ea8037b"
 uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
-version = "1.15.0"
+version = "1.16.0"
 
 [[deps.FilePathsBase]]
 deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"]
-git-tree-sha1 = "129b104185df66e408edd6625d480b7f9e9823a0"
+git-tree-sha1 = "e27c4ebe80e8699540f2d6c805cc12203b614f12"
 uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
-version = "0.9.18"
+version = "0.9.20"
 
 [[deps.FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "deed294cde3de20ae0b2e0355a6c4e1c6a5ceffc"
+git-tree-sha1 = "802bfc139833d2ba893dd9e62ba1767c88d708ae"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.12.8"
+version = "0.13.5"
 
 [[deps.FiniteDiff]]
 deps = ["ArrayInterfaceCore", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "cb8c5f0074153ace28ce5100714df4378ad885e0"
+git-tree-sha1 = "5a2cff9b6b77b33b89f3d97a4d367747adce647e"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.14.0"
+version = "2.15.0"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -410,10 +504,16 @@ uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
 version = "0.8.4"
 
 [[deps.Flux]]
-deps = ["AbstractTrees", "Adapt", "ArrayInterface", "CUDA", "CodecZlib", "Colors", "DelimitedFiles", "Functors", "Juno", "LinearAlgebra", "MacroTools", "NNlib", "NNlibCUDA", "Pkg", "Printf", "Random", "Reexport", "SHA", "SparseArrays", "Statistics", "StatsBase", "Test", "ZipFile", "Zygote"]
-git-tree-sha1 = "511b7c48eebb602a8f63e7d6c63e25633468dc16"
+deps = ["Adapt", "ArrayInterface", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "Optimisers", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Test", "Zygote"]
+git-tree-sha1 = "96dc065bf4a998e8adeebc0ff1302902b6e59362"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.12.10"
+version = "0.13.4"
+
+[[deps.FoldsThreads]]
+deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"]
+git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025"
+uuid = "9c68100b-dfe1-47cf-94c8-95104e173443"
+version = "0.1.1"
 
 [[deps.ForceImport]]
 deps = ["Test"]
@@ -429,9 +529,9 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "2f18915445b248731ec5db4e4a17e451020bf21e"
+git-tree-sha1 = "187198a4ed8ccd7b5d99c41b69c679269ea2b2d4"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.30"
+version = "0.10.32"
 
 [[deps.FreeType]]
 deps = ["CEnum", "FreeType2_jll"]
@@ -445,11 +545,10 @@ git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
 version = "2.10.4+0"
 
-[[deps.FreeTypeAbstraction]]
-deps = ["ColorVectorSpace", "Colors", "FreeType", "GeometryBasics"]
-git-tree-sha1 = "38a92e40157100e796690421e34a11c107205c86"
-uuid = "663a7486-cb36-511b-a19d-713bb74d65c9"
-version = "0.10.0"
+[[deps.FunctionWrappers]]
+git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e"
+uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e"
+version = "1.1.3"
 
 [[deps.Functors]]
 git-tree-sha1 = "223fffa49ca0ff9ce4f875be001ffe173b2b7de4"
@@ -461,34 +560,40 @@ deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
 [[deps.GLM]]
-deps = ["Distributions", "LinearAlgebra", "Printf", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "StatsModels"]
-git-tree-sha1 = "039118892476c2bf045a43b88fcb75ed566000ff"
+deps = ["Distributions", "LinearAlgebra", "Printf", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "StatsModels"]
+git-tree-sha1 = "884477b9886a52a84378275737e2823a5c98e349"
 uuid = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
-version = "1.8.0"
+version = "1.8.1"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "73145f1d724b5ee0e90098aec39a65e9697429a6"
+git-tree-sha1 = "45d7deaf05cbb44116ba785d147c518ab46352d7"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.4.2"
+version = "8.5.0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "d88b17a38322e153c519f5a9ed8d91e9baa03d8f"
+git-tree-sha1 = "6872f5ec8fd1a38880f027a26739d42dcda6691f"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.1"
+version = "0.1.2"
 
 [[deps.GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "1067cd05184719ba86f19cf1d49d57f0bcbabbf6"
+git-tree-sha1 = "76f70a337a153c1632104af19d29023dbb6f30dd"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.16.2"
+version = "0.16.6"
+
+[[deps.GeoInterface]]
+deps = ["Extents"]
+git-tree-sha1 = "fb28b5dc239d0174d7297310ef7b84a11804dfab"
+uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
+version = "1.0.1"
 
 [[deps.GeometryBasics]]
-deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "83ea630384a13fc4f002b77690bc0afeb4255ac9"
+deps = ["EarCut_jll", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
+git-tree-sha1 = "12a584db96f1d460421d5fb8860822971cdb8455"
 uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.4.2"
+version = "0.4.4"
 
 [[deps.Glob]]
 git-tree-sha1 = "4df9f7e06108728ebf00a0a11edee4b29a482bb2"
@@ -496,16 +601,16 @@ uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
 version = "1.3.0"
 
 [[deps.HDF5]]
-deps = ["Blosc", "Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires"]
-git-tree-sha1 = "698c099c6613d7b7f151832868728f426abe698b"
+deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires"]
+git-tree-sha1 = "19effd6b5af759c8aaeb9c77f89422d3f975ab65"
 uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f"
-version = "0.15.7"
+version = "0.16.12"
 
 [[deps.HDF5_jll]]
 deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "c003b31e2e818bc512b0ff99d7dce03b0c1359f5"
+git-tree-sha1 = "4cc2bb72df6ff40b055295fdef6d92955f9dede8"
 uuid = "0234f1f7-429e-5d53-9886-15a909be8d59"
-version = "1.12.2+1"
+version = "1.12.2+2"
 
 [[deps.HTML_Entities]]
 deps = ["StrTables"]
@@ -514,10 +619,16 @@ uuid = "7693890a-d069-55fe-a829-b4a6d304f0ee"
 version = "1.0.1"
 
 [[deps.HTTP]]
-deps = ["Base64", "Dates", "IniFile", "Logging", "MbedTLS", "NetworkOptions", "Sockets", "URIs"]
-git-tree-sha1 = "0fa77022fe4b511826b39c894c90daf5fce3334a"
+deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "a97d47758e933cd5fe5ea181d178936a9fc60427"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "0.9.17"
+version = "1.5.1"
+
+[[deps.HostCPUFeatures]]
+deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"]
+git-tree-sha1 = "d076c069de9afda45e379f4be46f1f54bdf37ca9"
+uuid = "3e5b6fbb-0976-4d2c-9146-d79de83f2fb0"
+version = "0.1.9"
 
 [[deps.HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
@@ -527,9 +638,9 @@ version = "0.3.11"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "af14a478780ca78d5eb9908b263023096c2b9d64"
+git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.6"
+version = "0.4.7"
 
 [[deps.IfElse]]
 git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -541,11 +652,16 @@ git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
 uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
 version = "0.5.1"
 
+[[deps.InitialValues]]
+git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
+uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
+version = "0.3.1"
+
 [[deps.InlineStrings]]
 deps = ["Parsers"]
-git-tree-sha1 = "d19f9edd8c34760dca2de2b503f969d8700ed288"
+git-tree-sha1 = "a62189e59d33e1615feb7a48c0bea7c11e4dc61d"
 uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
-version = "1.1.4"
+version = "1.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -564,16 +680,16 @@ uuid = "7d512f48-7fb1-5a58-b986-67e6dc259f01"
 version = "0.7.0"
 
 [[deps.Interpolations]]
-deps = ["AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
-git-tree-sha1 = "b7bc05649af456efc75d178846f47006c2c4c3c7"
+deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
+git-tree-sha1 = "842dd89a6cb75e02e85fdd75c760cdc43f5d6863"
 uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
-version = "0.13.6"
+version = "0.14.6"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "b3364212fb5d870f724876ffcd34dd8ec6d98918"
+git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.InvertedIndices]]
 git-tree-sha1 = "bee5f1ef5bf65df56bdd2e40447590b272a5471f"
@@ -607,6 +723,12 @@ git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
 uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
+[[deps.JLD2]]
+deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "TranscodingStreams", "UUIDs"]
+git-tree-sha1 = "1c3ff7416cb727ebf4bab0491a56a296d7b8cf1d"
+uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
+version = "0.4.25"
+
 [[deps.JLLWrappers]]
 deps = ["Preferences"]
 git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1"
@@ -619,11 +741,11 @@ git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 version = "0.21.3"
 
-[[deps.Juno]]
-deps = ["Base64", "Logging", "Media", "Profile"]
-git-tree-sha1 = "07cb43290a840908a771552911a6274bc6c072c7"
-uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
-version = "0.8.4"
+[[deps.JuliaVariables]]
+deps = ["MLStyle", "NameResolution"]
+git-tree-sha1 = "49fb3cb53362ddadb4415e9b73926d6b40709e70"
+uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec"
+version = "0.2.4"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -673,22 +795,25 @@ git-tree-sha1 = "42938ab65e9ed3c3029a8d2c58382ca75bdab243"
 uuid = "a5e1c1ea-c99a-51d3-a14d-a9a37257b02d"
 version = "1.8.0"
 
+[[deps.LayoutPointers]]
+deps = ["ArrayInterface", "ArrayInterfaceOffsetArrays", "ArrayInterfaceStaticArrays", "LinearAlgebra", "ManualMemory", "SIMDTypes", "Static"]
+git-tree-sha1 = "73e2e40eb02d6ccd191a8a9f8cee20db8d5df010"
+uuid = "10f19ff3-798f-405d-979b-55457f8fc047"
+version = "0.1.11"
+
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
 uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
 
-[[deps.LazyModules]]
-git-tree-sha1 = "a560dd966b386ac9ae60bdd3a3d3a326062d3c3e"
-uuid = "8cdb02fc-e678-4876-92c5-9defec4f444e"
-version = "0.3.1"
-
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
+version = "0.6.3"
 
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
+version = "7.84.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
@@ -697,6 +822,7 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 [[deps.LibSSH2_jll]]
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
+version = "1.10.2+0"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
@@ -708,10 +834,10 @@ uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
 version = "1.16.1+1"
 
 [[deps.LightGBM]]
-deps = ["Dates", "Libdl", "MLJModelInterface", "StatsBase"]
-git-tree-sha1 = "3ab6a0b9b0894dec750da06fede643e71cc6f7e8"
+deps = ["Dates", "Libdl", "MLJModelInterface", "SparseArrays", "Statistics"]
+git-tree-sha1 = "658faa6a229fb5bb4aea5cc897cd99db66aafb51"
 uuid = "7acf609c-83a4-11e9-1ffb-b912bcd3b04a"
-version = "0.5.2"
+version = "0.6.0"
 
 [[deps.LightXML]]
 deps = ["Libdl", "XML2_jll"]
@@ -721,9 +847,9 @@ version = "0.9.0"
 
 [[deps.LineSearches]]
 deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
-git-tree-sha1 = "f27132e551e959b3667d8c93eae90973225032dd"
+git-tree-sha1 = "7bbea35cec17305fc70a0e5b4641477dc0789d9d"
 uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
-version = "7.1.1"
+version = "7.2.0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "libblastrampoline_jll"]
@@ -737,54 +863,60 @@ version = "3.8.0"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "361c2b088575b07946508f135ac556751240091c"
+git-tree-sha1 = "94d9c52ca447e23eac0c0f074effbcd38830deb5"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.17"
+version = "0.3.18"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
+[[deps.LoggingExtras]]
+deps = ["Dates", "Logging"]
+git-tree-sha1 = "5d4d2d9904227b8bd66386c1138cf4d5ffa826bf"
+uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
+version = "0.4.9"
+
+[[deps.LoopVectorization]]
+deps = ["ArrayInterface", "ArrayInterfaceCore", "ArrayInterfaceOffsetArrays", "ArrayInterfaceStaticArrays", "CPUSummary", "ChainRulesCore", "CloseOpenIntervals", "DocStringExtensions", "ForwardDiff", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "SIMDDualNumbers", "SIMDTypes", "SLEEFPirates", "SnoopPrecompile", "SpecialFunctions", "Static", "ThreadingUtilities", "UnPack", "VectorizationBase"]
+git-tree-sha1 = "9f6030ca92d1a816e931abb657219c9fc4991a96"
+uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
+version = "0.12.136"
+
 [[deps.LossFunctions]]
 deps = ["InteractiveUtils", "Markdown", "RecipesBase"]
 git-tree-sha1 = "53cd63a12f06a43eef6f4aafb910ac755c122be7"
 uuid = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7"
 version = "0.8.0"
 
-[[deps.Lz4_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "5d494bc6e85c4c9b626ee0cab05daa4085486ab1"
-uuid = "5ced341a-0733-55b8-9ab6-a4889d929147"
-version = "1.9.3+0"
-
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "e595b205efd49508358f7dc670a940c790204629"
+git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.0.0+0"
+version = "2022.2.0+0"
 
 [[deps.MLJ]]
 deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "ScientificTypes", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "4199f3ff372222dbdc8602b70f8eefcd1aa06606"
+git-tree-sha1 = "3bb6cf4ded6659d3be080bece70a15e94296fcbb"
 uuid = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
-version = "0.18.4"
+version = "0.18.6"
 
 [[deps.MLJBase]]
 deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Dates", "DelimitedFiles", "Distributed", "Distributions", "InteractiveUtils", "InvertedIndices", "LinearAlgebra", "LossFunctions", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "ScientificTypes", "Serialization", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-path = "/Users/anthony/MLJ/MLJBase"
+git-tree-sha1 = "ace5668bc6c4fd46f3e6af67ead3778804f23e5b"
 uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
-version = "0.20.17"
+version = "0.20.20"
 
 [[deps.MLJClusteringInterface]]
 deps = ["Clustering", "Distances", "MLJModelInterface"]
-git-tree-sha1 = "f45ba59648f6093f733df1bb6bd9bbbc4d13408e"
+git-tree-sha1 = "f4bec366d09a208059658984ce5d2a98dba5fcc9"
 uuid = "d354fa79-ed1c-40d4-88ef-b8c7bd1568af"
-version = "0.1.4"
+version = "0.1.8"
 
 [[deps.MLJDecisionTreeInterface]]
 deps = ["DecisionTree", "MLJModelInterface", "Random", "Tables"]
-git-tree-sha1 = "b80765e390f2ab9aa451cf0c67a0c6b72058a0ed"
+git-tree-sha1 = "d0d682ef8504e1ab705f10307c587239ebb20c4d"
 uuid = "c6f25543-311c-4c74-83dc-3ea6d1015661"
-version = "0.2.3"
+version = "0.2.5"
 
 [[deps.MLJEnsembles]]
 deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJBase", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatsBase"]
@@ -793,10 +925,10 @@ uuid = "50ed68f4-41fd-4504-931a-ed422449fee0"
 version = "0.3.1"
 
 [[deps.MLJFlux]]
-deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "ProgressMeter", "Random", "Statistics", "Tables"]
-git-tree-sha1 = "a47257705ebca405a25320b111345a978925bcd5"
+deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "ProgressMeter", "Random", "Statistics", "Tables"]
+git-tree-sha1 = "2ecdce4dd9214789ee1796103d29eaee7619ebd0"
 uuid = "094fc8d1-fd35-5302-93ea-dabda2abf845"
-version = "0.2.7"
+version = "0.2.9"
 
 [[deps.MLJGLMInterface]]
 deps = ["Distributions", "GLM", "MLJModelInterface", "Tables"]
@@ -818,33 +950,33 @@ version = "0.2.0"
 
 [[deps.MLJLinearModels]]
 deps = ["DocStringExtensions", "IterativeSolvers", "LinearAlgebra", "LinearMaps", "MLJModelInterface", "Optim", "Parameters"]
-git-tree-sha1 = "0d2ae5a61f8cc762fae8f59cfa8ca4a13521a3c9"
+git-tree-sha1 = "bfebb824a1b9a0c6d58e417e680f5e99317534e3"
 uuid = "6ee0df7b-362f-4a72-a706-9e79364fb692"
-version = "0.6.4"
+version = "0.7.1"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
 path = "/Users/anthony/MLJ/MLJModelInterface"
 uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.6.0"
+version = "1.7.1"
 
 [[deps.MLJModels]]
-deps = ["CategoricalArrays", "CategoricalDistributions", "Dates", "Distances", "Distributions", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "Markdown", "OrderedCollections", "Parameters", "Pkg", "PrettyPrinting", "REPL", "Random", "ScientificTypes", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "8291b42d6bf744dda0bfb16b6f0befbae232a1fa"
+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 = "3d0faaf3e097f004fbeec103a314c72a069fb4a5"
 uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
-version = "0.15.9"
+version = "0.15.15"
 
 [[deps.MLJMultivariateStatsInterface]]
-deps = ["Distances", "LinearAlgebra", "MLJModelInterface", "MultivariateStats", "StatsBase"]
-git-tree-sha1 = "0c8a6c63a41b674e302b25bf6e20d5c4c6ecd075"
+deps = ["CategoricalDistributions", "Distances", "LinearAlgebra", "MLJModelInterface", "MultivariateStats", "StatsBase"]
+git-tree-sha1 = "8bd8e29df231647b93085e1495ad1cac1188cfaf"
 uuid = "1b6a4a23-ba22-4f51-9698-8599985d3728"
-version = "0.3.2"
+version = "0.5.0"
 
 [[deps.MLJNaiveBayesInterface]]
 deps = ["LogExpFunctions", "MLJModelInterface", "NaiveBayes"]
-git-tree-sha1 = "6843e87558e6cffbfa21b8b3a438541f0ffbabbf"
+git-tree-sha1 = "65c8eb0f1da7380f1660201c7ca14d085602ad90"
 uuid = "33e4bacb-b9e2-458e-9a13-5d9a90b235fa"
-version = "0.1.5"
+version = "0.1.6"
 
 [[deps.MLJScikitLearnInterface]]
 deps = ["MLJModelInterface", "PyCall", "ScikitLearn"]
@@ -854,27 +986,27 @@ version = "0.2.0"
 
 [[deps.MLJTSVDInterface]]
 deps = ["MLJModelInterface", "Random", "TSVD"]
-git-tree-sha1 = "27065cf37ddb73dab0bd5be51b5de3f0222cac08"
+git-tree-sha1 = "43a0213944632ecb16433db793c10c193b5d9208"
 uuid = "7fa162e1-0e29-41ca-a6fa-c000ca4e7e7e"
-version = "0.1.4"
+version = "0.1.5"
 
 [[deps.MLJTestIntegration]]
 deps = ["MLJ", "NearestNeighborModels", "Pkg", "Test"]
-git-tree-sha1 = "dd0434f1a7f16c5d3022f773af1c3cec48b7441d"
+git-tree-sha1 = "d147905d381a62a32bc1a651a8af6a1f3d55b1b1"
 uuid = "697918b4-fdc1-4f9e-8ff9-929724cee270"
-version = "0.2.1"
+version = "0.2.4"
 
 [[deps.MLJText]]
 deps = ["CorpusLoaders", "MLJModelInterface", "ScientificTypes", "ScientificTypesBase", "SparseArrays", "Statistics", "TextAnalysis"]
-git-tree-sha1 = "18c3ff70972c3c87b886b19e8f6301e08b898c1a"
+git-tree-sha1 = "178fc1b7f16cde0194cef404efb7eb2ce0dd924b"
 uuid = "5e27fcf9-6bac-46ba-8580-b5712f3d6387"
-version = "0.2.0"
+version = "0.2.1"
 
 [[deps.MLJTuning]]
 deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase"]
-git-tree-sha1 = "e1d0220d8bf5c17270cef41835ed57f88d63579d"
+git-tree-sha1 = "77209966cc028c1d7730001dc32bffe17a198f29"
 uuid = "03970b2e-30c4-11ea-3135-d1576263f10f"
-version = "0.7.2"
+version = "0.7.3"
 
 [[deps.MLJXGBoostInterface]]
 deps = ["MLJModelInterface", "SparseArrays", "Tables", "XGBoost"]
@@ -882,17 +1014,33 @@ git-tree-sha1 = "7a3cf5d42d164d9b9493de6b975ec00c8302be85"
 uuid = "54119dfa-1dab-4055-a167-80440f4f7a91"
 version = "0.2.1"
 
+[[deps.MLStyle]]
+git-tree-sha1 = "43f9be9c281179fe44205e2dc19f22e71e022d41"
+uuid = "d8e11817-5142-5d16-987a-aa16d5891078"
+version = "0.4.15"
+
+[[deps.MLUtils]]
+deps = ["ChainRulesCore", "DelimitedFiles", "FLoops", "FoldsThreads", "Random", "ShowCases", "Statistics", "StatsBase", "Transducers"]
+git-tree-sha1 = "824e9dfc7509cab1ec73ba77b55a916bb2905e26"
+uuid = "f1d291b0-491e-4a28-83b9-f70985020b54"
+version = "0.2.11"
+
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf"
+git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.9"
+version = "0.5.10"
+
+[[deps.ManualMemory]]
+git-tree-sha1 = "bcaef4fc7a0cfe2cba636d84cda54b5e4e4ca3cd"
+uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667"
+version = "0.1.8"
 
 [[deps.MarchingCubes]]
-deps = ["StaticArrays"]
-git-tree-sha1 = "3bf4baa9df7d1367168ebf60ed02b0379ea91099"
+deps = ["SnoopPrecompile", "StaticArrays"]
+git-tree-sha1 = "ffc66942498a5f0d02b9e7b1b1af0f5873142cdc"
 uuid = "299715c1-40a9-479a-aaf9-4a633d36f717"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -900,19 +1048,26 @@ uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
 [[deps.MbedTLS]]
 deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"]
-git-tree-sha1 = "14cb991ee7ccc6dabda93d310400575c3cae435b"
+git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.1.2"
+version = "1.1.7"
 
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
+version = "2.28.0+0"
 
-[[deps.Media]]
-deps = ["MacroTools", "Test"]
-git-tree-sha1 = "75a54abd10709c01f1b86b84ec225d26e840ed58"
-uuid = "e89f7d12-3494-54d1-8411-f7d8b9ae1f27"
-version = "0.5.0"
+[[deps.Metalhead]]
+deps = ["Artifacts", "BSON", "Flux", "Functors", "LazyArtifacts", "MLUtils", "NNlib", "Random", "Statistics"]
+git-tree-sha1 = "a8513152030f7210ccc0b871e03d60c9b13ed0b1"
+uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc"
+version = "0.7.3"
+
+[[deps.MicroCollections]]
+deps = ["BangBang", "InitialValues", "Setfield"]
+git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
+version = "0.1.3"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -925,6 +1080,7 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
+version = "2022.2.1"
 
 [[deps.MultiResolutionIterators]]
 deps = ["IterTools", "Random", "Test"]
@@ -934,9 +1090,9 @@ version = "0.5.0"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "7008a3412d823e29d370ddc77411d593bd8a3d03"
+git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.9.1"
+version = "0.10.0"
 
 [[deps.NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -946,9 +1102,9 @@ version = "7.8.2"
 
 [[deps.NNlib]]
 deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
-git-tree-sha1 = "415108fd88d6f55cedf7ee940c7d4b01fad85421"
+git-tree-sha1 = "00bcfcea7b2063807fdcab2e0ce86ef00b8b8000"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.9"
+version = "0.8.10"
 
 [[deps.NNlibCUDA]]
 deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
@@ -957,27 +1113,34 @@ uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
 version = "0.2.4"
 
 [[deps.NaNMath]]
-git-tree-sha1 = "b086b7ea07f8e38cf122f5016af580881ac914fe"
+deps = ["OpenLibm_jll"]
+git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.7"
+version = "1.0.1"
 
 [[deps.NaiveBayes]]
 deps = ["Distributions", "HDF5", "Interpolations", "KernelDensity", "LinearAlgebra", "Random", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "218e38c3f3bddc64e5f365476923c65f1ae19d68"
+git-tree-sha1 = "830c601de91378e773e7286c3a3e8964d6248657"
 uuid = "9bbee03b-0db5-5f46-924f-b5c9c21b8c60"
-version = "0.5.3"
+version = "0.5.4"
+
+[[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 = "a50e128e77808450d421a88ad719400f1e7e68b7"
+git-tree-sha1 = "727b8f1c3f9fec6b1a805ba9bef72c73758eda02"
 uuid = "636a865e-7cf4-491e-846c-de09b730eb36"
-version = "0.2.0"
+version = "0.2.1"
 
 [[deps.NearestNeighbors]]
 deps = ["Distances", "StaticArrays"]
-git-tree-sha1 = "0e353ed734b1747fc20cd4cba0edd9ac027eff6a"
+git-tree-sha1 = "440165bf08bc500b8fe4a7be2dc83271a00c0716"
 uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
-version = "0.4.11"
+version = "0.4.12"
 
 [[deps.NetworkLayout]]
 deps = ["GeometryBasics", "LinearAlgebra", "Random", "Requires", "SparseArrays"]
@@ -987,12 +1150,13 @@ version = "0.4.4"
 
 [[deps.NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
+version = "1.2.0"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "1ea784113a6aa054c5ebd95945fa5e52c2f378e7"
+git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.7"
+version = "1.12.8"
 
 [[deps.OneRule]]
 deps = ["CategoricalArrays", "MLJModelInterface", "Tables"]
@@ -1003,22 +1167,30 @@ version = "0.5.1"
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
+version = "0.3.20+0"
 
 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
+version = "0.8.1+0"
 
 [[deps.OpenML]]
 deps = ["ARFFFiles", "HTTP", "JSON", "Markdown", "Pkg"]
-git-tree-sha1 = "06080992e86a93957bfe2e12d3181443cedf2400"
+git-tree-sha1 = "88dfa70c818f7a4728c6b82a72a0e597e083938b"
 uuid = "8b6db2d4-7670-4922-a472-f9537c81ab66"
-version = "0.2.0"
+version = "0.3.0"
+
+[[deps.OpenSSL]]
+deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
+git-tree-sha1 = "3c3c4a401d267b04942545b1e964a20279587fd7"
+uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
+version = "1.3.0"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e60321e3f2616584ff98f0a4f18d98ae6f89bbb3"
+git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.17+0"
+version = "1.1.19+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1028,9 +1200,15 @@ version = "0.5.5+0"
 
 [[deps.Optim]]
 deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "7351d1daa3dad1bcf67c79d1ba34dd3f6136c9aa"
+git-tree-sha1 = "b9fe76d1a39807fdcf790b991981a922de0c3050"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.7.1"
+version = "1.7.3"
+
+[[deps.Optimisers]]
+deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
+git-tree-sha1 = "1ef34738708e3f31994b52693286dabcb3d29f6b"
+uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
+version = "0.2.9"
 
 [[deps.OrderedCollections]]
 git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
@@ -1039,9 +1217,9 @@ version = "1.4.1"
 
 [[deps.OutlierDetectionInterface]]
 deps = ["CategoricalArrays", "MLJModelInterface", "Reexport"]
-git-tree-sha1 = "39752011cd7d2bab4893306596c5d60c0ba12f5f"
+git-tree-sha1 = "48f4fd9951360cd4d51345fc7a31ba108dc24350"
 uuid = "1722ece6-f894-4ffc-b6be-6ca1174e2011"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.OutlierDetectionNeighbors]]
 deps = ["Combinatorics", "Distances", "LinearAlgebra", "NearestNeighbors", "OutlierDetectionInterface", "Statistics"]
@@ -1051,9 +1229,9 @@ version = "0.1.3"
 
 [[deps.OutlierDetectionNetworks]]
 deps = ["CategoricalArrays", "Flux", "IterTools", "LinearAlgebra", "OutlierDetectionInterface", "Statistics"]
-git-tree-sha1 = "cbccb05ae94972ef794c809d9aec36db6b5f3b7e"
+git-tree-sha1 = "bb67783257b8dc5f16b10ce73182e90acf9f9bb4"
 uuid = "c7f57e37-4fcb-4a0b-a36c-c2204bc839a7"
-version = "0.1.2"
+version = "0.1.3"
 
 [[deps.OutlierDetectionPython]]
 deps = ["OutlierDetectionInterface", "PyCall"]
@@ -1081,9 +1259,9 @@ version = "0.12.3"
 
 [[deps.Parsers]]
 deps = ["Dates"]
-git-tree-sha1 = "0044b23da09b5608b4ecacb4e5e6c6332f833a7e"
+git-tree-sha1 = "6c01a9b494f6d2a9fc180a08b182fcb06f0958a0"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.3.2"
+version = "2.4.2"
 
 [[deps.PartialLeastSquaresRegressor]]
 deps = ["LinearAlgebra", "MLJModelInterface", "Random", "Statistics"]
@@ -1094,6 +1272,13 @@ version = "2.2.0"
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+version = "1.8.0"
+
+[[deps.PolyesterWeave]]
+deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"]
+git-tree-sha1 = "b42fb2292fbbaed36f25d33a15c8cc0b4f287fcf"
+uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad"
+version = "0.1.10"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -1113,6 +1298,11 @@ git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
 version = "1.3.0"
 
+[[deps.PrettyPrint]]
+git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
+uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
+version = "0.2.0"
+
 [[deps.PrettyPrinting]]
 git-tree-sha1 = "4be53d093e9e37772cc89e1009e8f6ad10c4681b"
 uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
@@ -1128,9 +1318,11 @@ version = "1.3.1"
 deps = ["Unicode"]
 uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
-[[deps.Profile]]
-deps = ["Printf"]
-uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
+[[deps.ProgressLogging]]
+deps = ["Logging", "SHA", "UUIDs"]
+git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
+uuid = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
+version = "0.1.4"
 
 [[deps.ProgressMeter]]
 deps = ["Distributed", "Printf"]
@@ -1140,15 +1332,15 @@ version = "1.7.2"
 
 [[deps.PyCall]]
 deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"]
-git-tree-sha1 = "1fc929f47d7c151c839c5fc1375929766fb8edcc"
+git-tree-sha1 = "53b8b07b721b77144a0fbbbc2675222ebf40a02d"
 uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
-version = "1.93.1"
+version = "1.94.1"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "78aadffb3efd2155af139781b8a8df1ef279ea39"
+git-tree-sha1 = "97aa253e65b784fd13e83774cadc95b38011d734"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.4.2"
+version = "2.6.0"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1183,15 +1375,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-git-tree-sha1 = "6bf3f380ff52ce0832ddd3a2a7b9538ed1bcca7d"
+deps = ["SnoopPrecompile"]
+git-tree-sha1 = "d12e612bba40d189cead6ff857ddb67bd2e6a387"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.2.1"
+version = "1.3.1"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
 version = "1.2.2"
 
+[[deps.RelocatableFolders]]
+deps = ["SHA", "Scratch"]
+git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691"
+uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
+version = "1.0.0"
+
 [[deps.Requires]]
 deps = ["UUIDs"]
 git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
@@ -1212,12 +1411,30 @@ version = "0.3.0+0"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
+version = "0.7.0"
+
+[[deps.SIMDDualNumbers]]
+deps = ["ForwardDiff", "IfElse", "SLEEFPirates", "VectorizationBase"]
+git-tree-sha1 = "dd4195d308df24f33fb10dde7c22103ba88887fa"
+uuid = "3cdde19b-5bb0-4aaf-8931-af3e248e098b"
+version = "0.1.1"
+
+[[deps.SIMDTypes]]
+git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c"
+uuid = "94e857df-77ce-4151-89e5-788b33177be4"
+version = "0.1.0"
+
+[[deps.SLEEFPirates]]
+deps = ["IfElse", "Static", "VectorizationBase"]
+git-tree-sha1 = "938c9ecffb28338a6b8b970bda0f3806a65e7906"
+uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
+version = "0.6.36"
 
 [[deps.ScientificTypes]]
 deps = ["CategoricalArrays", "ColorTypes", "Dates", "Distributions", "PrettyTables", "Reexport", "ScientificTypesBase", "StatisticalTraits", "Tables"]
-git-tree-sha1 = "ba70c9a6e4c81cc3634e3e80bb8163ab5ef57eb8"
+git-tree-sha1 = "75ccd10ca65b939dab03b812994e571bf1e3e1da"
 uuid = "321657f4-b219-11e9-178b-2701a2544e81"
-version = "3.0.0"
+version = "3.0.2"
 
 [[deps.ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1236,29 +1453,50 @@ git-tree-sha1 = "7877e55c1523a4b336b433da39c8e8c08d2f221f"
 uuid = "6e75b9c4-186b-50bd-896f-2d2496a4843e"
 version = "0.5.0"
 
+[[deps.Scratch]]
+deps = ["Dates"]
+git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+uuid = "6c6a2e73-6563-6170-7368-637461726353"
+version = "1.1.1"
+
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "db8481cf5d6278a121184809e9eb1628943c7704"
+git-tree-sha1 = "efd23b378ea5f2db53a55ae53d3133de4e080aa9"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.13"
+version = "1.3.16"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
 
 [[deps.Setfield]]
-deps = ["ConstructionBase", "Future", "MacroTools", "Requires"]
-git-tree-sha1 = "77172cadd2fdfa0c84c87e3a01215a4ca7723310"
+deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
+git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac"
 uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
-version = "1.0.0"
+version = "1.1.1"
 
 [[deps.SharedArrays]]
 deps = ["Distributed", "Mmap", "Random", "Serialization"]
 uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
 
 [[deps.ShiftedArrays]]
-git-tree-sha1 = "22395afdcf37d6709a5a0766cc4a5ca52cb85ea0"
+git-tree-sha1 = "503688b59397b3307443af35cd953a13e8005c16"
 uuid = "1277b4bf-5013-50f5-be3d-901d8477a67a"
-version = "1.0.0"
+version = "2.0.0"
+
+[[deps.ShowCases]]
+git-tree-sha1 = "7f534ad62ab2bd48591bdeac81994ea8c445e4a5"
+uuid = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
+version = "0.1.0"
+
+[[deps.SimpleBufferStream]]
+git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
+version = "1.1.0"
+
+[[deps.SnoopPrecompile]]
+git-tree-sha1 = "f604441450a3c0569830946e5b33b78c928e1a85"
+uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c"
+version = "1.0.1"
 
 [[deps.Snowball]]
 deps = ["Languages", "Snowball_jll", "WordTokenizers"]
@@ -1267,10 +1505,10 @@ uuid = "fb8f903a-0164-4e73-9ffe-431110250c3b"
 version = "0.1.0"
 
 [[deps.Snowball_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "35031519df40fbf0d4a6d2faae4f00e117b0ad11"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "6ff3a185a583dca7265cbfcaae1da16aa3b6a962"
 uuid = "88f46535-a3c0-54f4-998e-4320a1339f51"
-version = "2.0.0+0"
+version = "2.2.0+0"
 
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
@@ -1291,6 +1529,12 @@ git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
 version = "2.1.7"
 
+[[deps.SplittablesBase]]
+deps = ["Setfield", "Test"]
+git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
+uuid = "171d559e-b47b-412a-8079-5efa626c420e"
+version = "0.1.15"
+
 [[deps.StableRNGs]]
 deps = ["Random", "Test"]
 git-tree-sha1 = "3be7d49667040add7ee151fefaf1f8c04c8c8276"
@@ -1299,20 +1543,20 @@ version = "1.0.0"
 
 [[deps.Static]]
 deps = ["IfElse"]
-git-tree-sha1 = "5d2c08cef80c7a3a8ba9ca023031a85c263012c5"
+git-tree-sha1 = "de4f0a4f049a4c87e4948c04acff37baf1be01a6"
 uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
-version = "0.6.6"
+version = "0.7.7"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "23368a3313d12a2326ad0035f0db0c0966f438ef"
+git-tree-sha1 = "f86b3a049e5d05227b10e15dbb315c5b90f14988"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.2"
+version = "1.5.9"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "66fe9eb253f910fe8cf161953880cfdaef01cdf0"
+git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.0.1"
+version = "1.4.0"
 
 [[deps.StatisticalTraits]]
 deps = ["ScientificTypesBase"]
@@ -1326,15 +1570,15 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "8d7530a38dbd2c397be7ddd01a424e4f411dcc41"
+git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.2.2"
+version = "1.5.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "0005d75f43ff23688914536c5e9d5ac94f8077f7"
+git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.20"
+version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
@@ -1344,9 +1588,9 @@ version = "1.0.1"
 
 [[deps.StatsModels]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Printf", "REPL", "ShiftedArrays", "SparseArrays", "StatsBase", "StatsFuns", "Tables"]
-git-tree-sha1 = "4352d5badd1bc8bf0a8c825e886fa1eda4f0f967"
+git-tree-sha1 = "a5e15f27abd2692ccb61a99e0854dfb7d48017db"
 uuid = "3eaba693-59b7-5ba5-a881-562e759f1c8d"
-version = "0.6.30"
+version = "0.6.33"
 
 [[deps.StrTables]]
 deps = ["Dates"]
@@ -1361,10 +1605,10 @@ uuid = "69024149-9ee7-55f6-a4c4-859efe599b68"
 version = "0.3.5"
 
 [[deps.StructArrays]]
-deps = ["Adapt", "DataAPI", "StaticArrays", "Tables"]
-git-tree-sha1 = "ec47fb6069c57f1cee2f67541bf8f23415146de7"
+deps = ["Adapt", "DataAPI", "StaticArraysCore", "Tables"]
+git-tree-sha1 = "13237798b407150a6d2e2bce5d793d7d9576e99e"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.11"
+version = "0.6.13"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -1373,6 +1617,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
+version = "1.0.0"
 
 [[deps.TSVD]]
 deps = ["Adapt", "LinearAlgebra"]
@@ -1388,13 +1633,14 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "5ce79ce186cc678bbb5c5681ca3379d1ddae11a1"
+git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.7.0"
+version = "1.10.0"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
 uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
+version = "1.10.1"
 
 [[deps.TensorCore]]
 deps = ["LinearAlgebra"]
@@ -1412,17 +1658,29 @@ git-tree-sha1 = "bc85e54209c30e69e1925460ec0257a916683f59"
 uuid = "a2db99b7-8b79-58f8-94bf-bbc811eef33d"
 version = "0.7.3"
 
+[[deps.ThreadingUtilities]]
+deps = ["ManualMemory"]
+git-tree-sha1 = "f8629df51cab659d70d2e5618a430b4d3f37f2c3"
+uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5"
+version = "0.5.0"
+
 [[deps.TimerOutputs]]
 deps = ["ExprTools", "Printf"]
-git-tree-sha1 = "464d64b2510a25e6efe410e7edab14fffdc333df"
+git-tree-sha1 = "9dfcb767e17b0849d6aaf85997c98a5aea292513"
 uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
-version = "0.5.20"
+version = "0.5.21"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
+git-tree-sha1 = "8a75929dcd3c38611db2f8d08546decb514fcadf"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.6"
+version = "0.9.9"
+
+[[deps.Transducers]]
+deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
+git-tree-sha1 = "77fea79baa5b22aeda896a8d9c6445a74500a2c2"
+uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
+version = "0.4.74"
 
 [[deps.URIs]]
 git-tree-sha1 = "e59ecc5a41b000fa94423a578d29290c7266fc10"
@@ -1442,22 +1700,28 @@ version = "1.0.2"
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
 [[deps.UnicodePlots]]
-deps = ["ColorSchemes", "ColorTypes", "Contour", "Crayons", "Dates", "FileIO", "FreeTypeAbstraction", "LazyModules", "LinearAlgebra", "MarchingCubes", "NaNMath", "Printf", "SparseArrays", "StaticArrays", "StatsBase", "Unitful"]
-git-tree-sha1 = "a2a83d67213fceb792b5f265b939e0049a26c76d"
+deps = ["ColorSchemes", "ColorTypes", "Contour", "Crayons", "Dates", "FileIO", "FreeType", "LinearAlgebra", "MarchingCubes", "NaNMath", "Printf", "Requires", "SnoopPrecompile", "SparseArrays", "StaticArrays", "StatsBase", "Unitful"]
+git-tree-sha1 = "390b2e8e5535f5beb50885d1a1059f460547d3a5"
 uuid = "b8865327-cd53-5732-bb35-84acbb429228"
-version = "3.0.4"
+version = "3.1.6"
 
 [[deps.Unitful]]
 deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "b649200e887a487468b71821e2644382699f1b0f"
+git-tree-sha1 = "d57a4ed70b6f9ff1da6719f5f2713706d57e0d66"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.11.0"
+version = "1.12.0"
 
 [[deps.UnsafeArrays]]
 git-tree-sha1 = "3350f94f6caa02f324a23645bf524fc9334c7488"
 uuid = "c4a57d5a-5b31-53a6-b365-19f8c011fbd6"
 version = "1.0.4"
 
+[[deps.VectorizationBase]]
+deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static"]
+git-tree-sha1 = "ba9d398034a2ba78059391492730889c6e45cf15"
+uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
+version = "0.21.54"
+
 [[deps.VersionParsing]]
 git-tree-sha1 = "58d6e80b4ee071f5efd07fda82cb9fbe17200868"
 uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
@@ -1489,9 +1753,9 @@ version = "1.5.2"
 
 [[deps.XGBoost_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl", "Pkg"]
-git-tree-sha1 = "ba2ca02a779cfa13a32741933667c9ba3ead1711"
+git-tree-sha1 = "abad0afcb0d2b35be3413590cc813902ac55f979"
 uuid = "a5c6f535-4255-5ca2-a466-0e519f119c46"
-version = "1.6.1+0"
+version = "1.6.2+0"
 
 [[deps.XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
@@ -1499,27 +1763,16 @@ git-tree-sha1 = "58443b63fb7e465a8a7210828c91c08b92132dff"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
 version = "2.9.14+0"
 
-[[deps.ZipFile]]
-deps = ["Libdl", "Printf", "Zlib_jll"]
-git-tree-sha1 = "3593e69e469d2111389a9bd06bac1f3d730ac6de"
-uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
-version = "0.9.4"
-
 [[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"
+version = "1.2.12+3"
 
 [[deps.Zygote]]
 deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "91822d41345b9b9b84babe4debd18dd6ccf45311"
+git-tree-sha1 = "66cc604b9a27a660e25a54e408b4371123a186a6"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.ZygoteRules]]
 deps = ["MacroTools"]
@@ -1530,6 +1783,7 @@ version = "0.2.2"
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
+version = "5.1.1+0"
 
 [[deps.liblinear_jll]]
 deps = ["Libdl", "Pkg"]
@@ -1546,7 +1800,9 @@ version = "3.25.0+0"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+version = "1.48.0+0"
 
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
+version = "17.4.0+0"
diff --git a/examples/bigtest/Project.toml b/examples/bigtest/Project.toml
index 4e6b3a8..c60a733 100644
--- a/examples/bigtest/Project.toml
+++ b/examples/bigtest/Project.toml
@@ -1,6 +1,7 @@
 [deps]
 BetaML = "024491cd-cc6b-443e-8034-08ea7eb7db2b"
 DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+EvoLinear = "ab853011-1780-437f-b4b5-5de6f4777246"
 EvoTrees = "f6006082-12f8-11e9-0c9c-0d5d367ab1e5"
 InteractiveUtils = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 LightGBM = "7acf609c-83a4-11e9-1ffb-b912bcd3b04a"
diff --git a/examples/bigtest/notebook.jl b/examples/bigtest/notebook.jl
index efc82e9..911e32d 100644
--- a/examples/bigtest/notebook.jl
+++ b/examples/bigtest/notebook.jl
@@ -24,6 +24,10 @@ known_problems = models() do model
     any([
         # https://github.com/lalvim/PartialLeastSquaresRegressor.jl/issues/29
         model.package_name == "PartialLeastSquaresRegressor",
+        # https://github.com/jeremiedb/EvoLinear.jl/issues/12
+        model.package_name == "EvoLinear",
+        # waiting for BetaML 0.9.1:
+        model.package_name == "BetaML",
     ])
 end
 
@@ -41,12 +45,10 @@ fails1, report1 =
         verbosity=2,
     )
 
-fails1 |> DataFrame
+@assert isempty(fails1)
 
 #-
 
-report1 |> DataFrame
-
 
 # # Classification
 
@@ -55,21 +57,9 @@ known_problems = models() do model
         "ScikitLearn",
         "LIBSVM",
         "XGBoost",
-    ] || (name = model.name, package_name = model.package_name) in [
-
-        # https://github.com/JuliaAI/MLJMultivariateStatsInterface.jl/issues/41
-        (name = "LDA", package_name = "MultivariateStats"),
-        (name = "SubspaceLDA", package_name = "MultivariateStats"),
-        (name = "BayesianLDA", package_name = "MultivariateStats"),
-        (name = "BayesianSubspaceLDA", package_name = "MultivariateStats"),
-
-        # https://github.com/JuliaAI/MLJBase.jl/issues/781
-        (name = "DecisionTreeClassifier", package_name="BetaML"),
-        (name="RandomForestClassifier", package_name="BetaML"),
-
-        # https://github.com/alan-turing-institute/MLJ.jl/issues/939
-        (name = "NuSVC", package_name="LIBSVM"),
-    ]
+        "BetaML", # waiting for BetaML 0.9.1:
+        "EvoLinear", # https://github.com/jeremiedb/EvoLinear.jl/issues/12
+    ] || (name = model.name, package_name = model.package_name) in []
 end
 
 MLJTestIntegration.test_single_target_classifiers(
@@ -86,8 +76,4 @@ fails2, report2 =
         verbosity=2
     )
 
-fails2 |> DataFrame
-
-#-
-
-report2 |> DataFrame
+@assert isempty(fails2)
diff --git a/src/test.jl b/src/test.jl
index ed1ad0b..9dd16a9 100644
--- a/src/test.jl
+++ b/src/test.jl
@@ -10,6 +10,10 @@ function next!(p)
 end
 
 const ENSEMBLE_TARGET_ELSCITYPE = Union{Missing, Continuous, Finite}
+const WARN_FAILURES_ENCOUNTERED =
+    "Some errors were encountered. To isolate specific errors you may want "*
+    "test again, specifiying `throw=false` to get a full stack trace. You may also want "*
+    "limit tests to problem model(s). "
 
 """
     test(models, data...; mod=Main, level=2, throw=false, verbosity=1)
@@ -455,5 +459,7 @@ function test(model_proxies, data...; mod=Main, level=2, throw=false, verbosity=
 
     end
 
+    isempty(failures) || verbosity > -1 && @warn WARN_FAILURES_ENCOUNTERED
+
     return failures, summary
 end

From 0895a972a2194330a8810a5272779621087eb28d Mon Sep 17 00:00:00 2001
From: "Anthony D. Blaom" <anthony.blaom@gmail.com>
Date: Thu, 3 Nov 2022 08:50:02 +1300
Subject: [PATCH 2/2] bump 0.2.5

---
 Project.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Project.toml b/Project.toml
index 95c6294..36380dc 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "MLJTestIntegration"
 uuid = "697918b4-fdc1-4f9e-8ff9-929724cee270"
 authors = ["Anthony D. Blaom <anthony.blaom@gmail.com>"]
-version = "0.2.4"
+version = "0.2.5"
 
 [deps]
 MLJ = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"