Package evaluation to test SoleModels on Julia 1.14.0-DEV.24 (d5fb6bbb43*) started at 2025-11-02T23:23:43.291


################################################################################
# Set-up
#

Installing PkgEval dependencies (TestEnv)...

Set-up completed after 9.52s


################################################################################
# Installation
#

Installing SoleModels...
   Resolving package versions...
    Updating `~/.julia/environments/v1.14/Project.toml`
  [4249d9c7] + SoleModels v0.10.6
    Updating `~/.julia/environments/v1.14/Manifest.toml`
  [1520ce14] + AbstractTrees v0.4.5
  [79e6a3ab] + Adapt v4.4.0
  [66dad0bd] + AliasTables v1.1.3
  [ec485272] + ArnoldiMethod v0.4.0
  [4fba245c] + ArrayInterface v7.22.0
  [d1d4a3ce] + BitFlags v0.1.9
  [336ed68f] + CSV v0.10.15
  [acdeb78f] + Catch22 v0.7.0
⌅ [324d7699] + CategoricalArrays v0.10.8
  [da1fd8a2] + CodeTracking v2.0.1
  [944b1d66] + CodecZlib v0.7.8
  [3da002f7] + ColorTypes v0.12.1
  [34da2185] + Compat v4.18.1
  [807dbc54] + Compiler v0.1.1
  [f0e56b4a] + ConcurrentUtilities v2.5.0
  [187b0558] + ConstructionBase v1.6.0
  [a8cc5b0e] + Crayons v4.1.1
  [9a962f9c] + DataAPI v1.16.0
  [a93c6f00] + DataFrames v1.8.1
⌅ [864edb3b] + DataStructures v0.18.22
  [e2d170a0] + DataValueInterfaces v1.0.0
  [e7dc6d0d] + DataValues v0.4.13
  [8bb1440f] + DelimitedFiles v1.9.1
  [85a47980] + Dictionaries v0.4.5
  [0703355e] + DimensionalData v0.29.24
  [31c24e10] + Distributions v0.25.122
  [ffbed154] + DocStringExtensions v0.9.5
  [460bff9d] + ExceptionUnwrapping v0.1.11
  [411431e0] + Extents v0.1.6
  [48062228] + FilePathsBase v0.9.24
  [1a297f60] + FillArrays v1.14.0
  [53c48c17] + FixedPointNumbers v0.8.5
  [069b7b12] + FunctionWrappers v1.1.3
  [86223c79] + Graphs v1.13.1
  [cd3eb016] + HTTP v1.10.19
  [34004b35] + HypergeometricFunctions v0.3.28
  [313cdc1a] + Indexing v1.1.1
  [d25df0c9] + Inflate v0.1.5
  [842dd82b] + InlineStrings v1.4.5
  [85a1e053] + Interfaces v0.3.2
  [8197267c] + IntervalSets v0.7.11
  [41ab1584] + InvertedIndices v1.3.1
  [92d709cd] + IrrationalConstants v0.2.6
  [c8e1da08] + IterTools v1.10.0
  [1c8ee90f] + IterableTables v1.0.0
  [82899510] + IteratorInterfaceExtensions v1.0.0
  [692b3bcd] + JLLWrappers v1.7.1
⌅ [682c06a0] + JSON v0.21.4
  [aa1ae85d] + JuliaInterpreter v0.10.6
  [b964fa9f] + LaTeXStrings v1.4.0
  [50d2b5c4] + Lazy v0.15.1
  [2ab3a3ac] + LogExpFunctions v0.3.29
  [e6f89c97] + LoggingExtras v1.2.0
  [6f1432cf] + LoweredCodeUtils v3.4.4
  [e80e1ace] + MLJModelInterface v1.12.0
  [1914dd2f] + MacroTools v0.5.16
  [739be429] + MbedTLS v1.1.9
  [e1d29d7a] + Missings v1.2.0
  [8cc5100c] + MultiData v0.1.4
  [4d8831e6] + OpenSSL v1.6.0
  [bac558e1] + OrderedCollections v1.8.1
  [90014a1f] + PDMats v0.11.36
  [69de0a69] + Parsers v2.8.3
  [2dfb63ee] + PooledArrays v1.4.3
  [aea7be01] + PrecompileTools v1.3.3
  [21216c6a] + Preferences v1.5.0
⌅ [08abe8d2] + PrettyTables v2.4.0
  [33c8b6b6] + ProgressLogging v0.1.5
  [92933f4c] + ProgressMeter v1.11.0
  [43287f4e] + PtrArrays v1.3.0
  [1fd47b50] + QuadGK v2.11.2
  [1a8c2f83] + Query v1.0.0
  [2aef5ad7] + QueryOperators v0.9.3
  [3cdcf5f2] + RecipesBase v1.3.4
  [189a3867] + Reexport v1.2.2
  [ae029012] + Requires v1.3.1
  [295af30f] + Revise v3.12.0
  [79098fc4] + Rmath v0.9.0
  [321657f4] + ScientificTypes v3.1.1
  [30f210dd] + ScientificTypesBase v3.0.0
  [91c51154] + SentinelArrays v1.4.8
  [777ac1f9] + SimpleBufferStream v1.2.0
  [699a6c99] + SimpleTraits v0.9.5
  [4475fa32] + SoleBase v0.13.4
⌃ [123f1ae1] + SoleData v0.16.3
  [b002da8f] + SoleLogics v0.13.2
  [4249d9c7] + SoleModels v0.10.6
  [a2af1166] + SortingAlgorithms v1.2.2
  [276daf66] + SpecialFunctions v2.6.1
  [90137ffa] + StaticArrays v1.9.15
  [1e83bf80] + StaticArraysCore v1.4.4
  [64bff920] + StatisticalTraits v3.5.0
  [10745b16] + Statistics v1.11.1
  [82ae8749] + StatsAPI v1.7.1
  [2913bbd2] + StatsBase v0.34.7
  [4c63d2b9] + StatsFuns v1.5.2
  [892a3eda] + StringManipulation v0.4.1
  [5e66a065] + TableShowUtils v0.2.6
  [3783bdb8] + TableTraits v1.0.1
  [382cd787] + TableTraitsUtils v1.0.2
  [bd369af6] + Tables v1.12.1
  [4239201d] + ThreadSafeDicts v0.1.6
  [f3112013] + TimeseriesFeatures v0.6.1
  [3bb67fe8] + TranscodingStreams v0.11.3
  [5c2747f8] + URIs v1.6.1
  [2fbcfb34] + UniqueVectors v1.2.0
  [ea10d353] + WeakRefStrings v1.4.2
  [76eceee3] + WorkerUtilities v1.6.1
  [a5390f91] + ZipFile v0.10.1
  [c8ffd9c3] + MbedTLS_jll v2.28.10+0
  [efe28fd5] + OpenSpecFun_jll v0.5.6+0
  [f50d1b31] + Rmath_jll v0.5.1+0
  [8a07c0c5] + catch22_jll v0.5.0+0
  [0dad84c5] + ArgTools v1.1.2
  [56f22d72] + Artifacts v1.11.0
  [2a0f44e3] + Base64 v1.11.0
  [ade2ca70] + Dates v1.11.0
  [8ba89e20] + Distributed v1.11.0
  [f43a241f] + Downloads v1.7.0
  [7b1f6079] + FileWatching v1.11.0
  [9fa8497b] + Future v1.11.0
  [b77e0a4c] + InteractiveUtils v1.11.0
  [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0
  [b27032c2] + LibCURL v1.0.0
  [76f85450] + LibGit2 v1.11.0
  [8f399da3] + Libdl v1.11.0
  [37e2e46d] + LinearAlgebra v1.13.0
  [56ddb016] + Logging v1.11.0
  [d6f4376e] + Markdown v1.11.0
  [a63ad114] + Mmap v1.11.0
  [ca575930] + NetworkOptions v1.3.0
  [44cfe95a] + Pkg v1.13.0
  [de0858da] + Printf v1.11.0
  [3fa0cd96] + REPL v1.11.0
  [9a3f8284] + Random v1.11.0
  [ea8e919c] + SHA v1.0.0
  [9e88b42a] + Serialization v1.11.0
  [1a1011a3] + SharedArrays v1.11.0
  [6462fe0b] + Sockets v1.11.0
  [2f01184e] + SparseArrays v1.13.0
  [f489334b] + StyledStrings v1.11.0
  [4607b0f0] + SuiteSparse
  [fa267f1f] + TOML v1.0.3
  [a4e569a6] + Tar v1.10.0
  [8dfed614] + Test v1.11.0
  [cf7118a7] + UUIDs v1.11.0
  [4ec0a83e] + Unicode v1.11.0
  [e66e0078] + CompilerSupportLibraries_jll v1.3.0+1
  [deac9b47] + LibCURL_jll v8.16.0+0
  [e37daf67] + LibGit2_jll v1.9.1+0
  [29816b5a] + LibSSH2_jll v1.11.3+1
  [14a3606d] + MozillaCACerts_jll v2025.9.9
  [4536629a] + OpenBLAS_jll v0.3.29+0
  [05823500] + OpenLibm_jll v0.8.7+0
  [458c3c95] + OpenSSL_jll v3.5.4+0
  [efcefdf7] + PCRE2_jll v10.47.0+0
  [bea87d4a] + SuiteSparse_jll v7.10.1+0
  [83775a58] + Zlib_jll v1.3.1+2
  [3161d3a3] + Zstd_jll v1.5.7+1
  [8e850b90] + libblastrampoline_jll v5.15.0+0
  [8e850ede] + nghttp2_jll v1.67.1+0
  [3f19e933] + p7zip_jll v17.6.0+0
        Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m`

Installation completed after 5.18s


################################################################################
# Precompilation
#

Precompiling PkgEval dependencies...

┌ Error: Failed to use TestEnv.jl; test dependencies will not be precompiled
│   exception =
│    UndefVarError: `project_rel_path` not defined in `TestEnv`
│    Suggestion: this global was defined as `Pkg.Operations.project_rel_path` but not assigned a value.
│    Stacktrace:
│     [1] get_test_dir(ctx::Pkg.Types.Context, pkgspec::PackageSpec)
│       @ TestEnv ~/.julia/packages/TestEnv/nGMfF/src/julia-1.11/common.jl:75
│     [2] test_dir_has_project_file
│       @ ~/.julia/packages/TestEnv/nGMfF/src/julia-1.11/common.jl:52 [inlined]
│     [3] maybe_gen_project_override!
│       @ ~/.julia/packages/TestEnv/nGMfF/src/julia-1.11/common.jl:83 [inlined]
│     [4] activate(pkg::String; allow_reresolve::Bool)
│       @ TestEnv ~/.julia/packages/TestEnv/nGMfF/src/julia-1.11/activate_set.jl:12
│     [5] activate(pkg::String)
│       @ TestEnv ~/.julia/packages/TestEnv/nGMfF/src/julia-1.11/activate_set.jl:9
│     [6] top-level scope
│       @ /PkgEval.jl/scripts/precompile.jl:24
│     [7] include(mod::Module, _path::String)
│       @ Base ./Base.jl:309
│     [8] exec_options(opts::Base.JLOptions)
│       @ Base ./client.jl:344
│     [9] _start()
│       @ Base ./client.jl:577
└ @ Main /PkgEval.jl/scripts/precompile.jl:26
Precompiling package dependencies...
Precompiling packages...
   8252.1 ms  ✓ SoleBase
   2082.7 ms  ✓ DimensionalData → DimensionalDataCategoricalArraysExt
   3228.0 ms  ✓ DimensionalData → DimensionalDataStatsBase
   3412.1 ms  ✓ TimeseriesFeatures → StatsBaseExt
   3604.0 ms  ✓ Query
   8520.1 ms  ✓ ScientificTypes
  27061.4 ms  ✓ SoleLogics
  30124.7 ms  ✓ MultiData
  44205.9 ms  ✓ SoleData
  36953.1 ms  ✓ SoleModels
  10 dependencies successfully precompiled in 172 seconds. 173 already precompiled.
  1 dependency had output during precompilation:
┌ SoleModels
│  WARNING: Imported binding SoleBase._CLabel was undeclared at import time during import to SoleModels.
│  WARNING: Imported binding SoleBase._Label was undeclared at import time during import to SoleModels.
└  

Precompilation completed after 180.95s


################################################################################
# Testing
#

     Testing SoleModels
      Status `/tmp/jl_wyGXHJ/Project.toml`
  [1520ce14] AbstractTrees v0.4.5
⌅ [324d7699] CategoricalArrays v0.10.8
  [a93c6f00] DataFrames v1.8.1
  [7806a523] DecisionTree v0.12.4
  [1a297f60] FillArrays v1.14.0
  [069b7b12] FunctionWrappers v1.1.3
  [c8e1da08] IterTools v1.10.0
  [033835bb] JLD2 v0.6.2
  [50d2b5c4] Lazy v0.15.1
  [add582a8] MLJ v0.21.0
  [c6f25543] MLJDecisionTreeInterface v0.4.2
  [e80e1ace] MLJModelInterface v1.12.0
  [54119dfa] MLJXGBoostInterface v0.3.13
  [8cc5100c] MultiData v0.1.4
⌅ [08abe8d2] PrettyTables v2.4.0
  [189a3867] Reexport v1.2.2
  [4475fa32] SoleBase v0.13.4
⌃ [123f1ae1] SoleData v0.16.3
  [b002da8f] SoleLogics v0.13.2
  [4249d9c7] SoleModels v0.10.6
  [2913bbd2] StatsBase v0.34.7
  [4239201d] ThreadSafeDicts v0.1.6
  [009559a3] XGBoost v2.5.2
  [8ba89e20] Distributed v1.11.0
  [b77e0a4c] InteractiveUtils v1.11.0
  [d6f4376e] Markdown v1.11.0
  [9a3f8284] Random v1.11.0
  [8dfed614] Test v1.11.0
      Status `/tmp/jl_wyGXHJ/Manifest.toml`
  [da404889] ARFFFiles v1.5.0
  [1520ce14] AbstractTrees v0.4.5
  [7d9f7c33] Accessors v0.1.42
  [79e6a3ab] Adapt v4.4.0
  [66dad0bd] AliasTables v1.1.3
  [dce04be8] ArgCheck v2.5.0
  [ec485272] ArnoldiMethod v0.4.0
  [4fba245c] ArrayInterface v7.22.0
  [a9b6321e] Atomix v1.1.2
  [198e06fe] BangBang v0.4.6
  [9718e550] Baselet v0.1.1
  [50ba71b6] BitBasis v0.9.10
  [d1d4a3ce] BitFlags v0.1.9
  [fa961155] CEnum v0.5.0
  [336ed68f] CSV v0.10.15
  [acdeb78f] Catch22 v0.7.0
⌅ [324d7699] CategoricalArrays v0.10.8
⌅ [af321ab8] CategoricalDistributions v0.1.15
  [d360d2e6] ChainRulesCore v1.26.0
  [0b6fb165] ChunkCodecCore v1.0.0
  [4c0bbee4] ChunkCodecLibZlib v1.0.0
  [55437552] ChunkCodecLibZstd v1.0.0
  [da1fd8a2] CodeTracking v2.0.1
  [944b1d66] CodecZlib v0.7.8
  [3da002f7] ColorTypes v0.12.1
  [861a8166] Combinatorics v1.0.3
  [34da2185] Compat v4.18.1
  [807dbc54] Compiler v0.1.1
  [a33af91c] CompositionsBase v0.1.2
  [ed09eef8] ComputationalResources v0.3.2
  [f0e56b4a] ConcurrentUtilities v2.5.0
  [187b0558] ConstructionBase v1.6.0
  [6add18c4] ContextVariablesX v0.1.3
  [a8cc5b0e] Crayons v4.1.1
  [9a962f9c] DataAPI v1.16.0
  [a93c6f00] DataFrames v1.8.1
⌅ [864edb3b] DataStructures v0.18.22
  [e2d170a0] DataValueInterfaces v1.0.0
  [e7dc6d0d] DataValues v0.4.13
  [7806a523] DecisionTree v0.12.4
  [244e2a9f] DefineSingletons v0.1.2
  [8bb1440f] DelimitedFiles v1.9.1
  [85a47980] Dictionaries v0.4.5
  [0703355e] DimensionalData v0.29.24
  [b4f34e82] Distances v0.10.12
  [31c24e10] Distributions v0.25.122
  [ffbed154] DocStringExtensions v0.9.5
  [792122b4] EarlyStopping v0.3.0
  [460bff9d] ExceptionUnwrapping v0.1.11
  [411431e0] Extents v0.1.6
  [cc61a311] FLoops v0.2.2
  [b9860ae5] FLoopsBase v0.1.1
  [33837fe5] FeatureSelection v0.2.3
  [5789e2e9] FileIO v1.17.1
  [48062228] FilePathsBase v0.9.24
  [1a297f60] FillArrays v1.14.0
  [53c48c17] FixedPointNumbers v0.8.5
  [069b7b12] FunctionWrappers v1.1.3
  [46192b85] GPUArraysCore v0.2.0
  [86223c79] Graphs v1.13.1
  [cd3eb016] HTTP v1.10.19
  [076d061b] HashArrayMappedTries v0.2.0
  [34004b35] HypergeometricFunctions v0.3.28
  [313cdc1a] Indexing v1.1.1
  [d25df0c9] Inflate v0.1.5
  [22cec73e] InitialValues v0.3.1
  [842dd82b] InlineStrings v1.4.5
  [85a1e053] Interfaces v0.3.2
  [8197267c] IntervalSets v0.7.11
  [3587e190] InverseFunctions v0.1.17
  [41ab1584] InvertedIndices v1.3.1
  [92d709cd] IrrationalConstants v0.2.6
  [c8e1da08] IterTools v1.10.0
  [1c8ee90f] IterableTables v1.0.0
  [b3c1a2ee] IterationControl v0.5.4
  [82899510] IteratorInterfaceExtensions v1.0.0
  [033835bb] JLD2 v0.6.2
  [692b3bcd] JLLWrappers v1.7.1
⌅ [682c06a0] JSON v0.21.4
  [0f8b85d8] JSON3 v1.14.3
  [aa1ae85d] JuliaInterpreter v0.10.6
  [b14d175d] JuliaVariables v0.2.4
  [63c18a36] KernelAbstractions v0.9.38
  [b964fa9f] LaTeXStrings v1.4.0
  [a5e1c1ea] LatinHypercubeSampling v1.9.0
  [50d2b5c4] Lazy v0.15.1
⌅ [92ad9a40] LearnAPI v1.0.1
  [2ab3a3ac] LogExpFunctions v0.3.29
  [e6f89c97] LoggingExtras v1.2.0
  [6f1432cf] LoweredCodeUtils v3.4.4
  [c2834f40] MLCore v1.0.0
⌅ [64a0f543] MLFlowClient v0.5.1
  [add582a8] MLJ v0.21.0
  [45f359ea] MLJBalancing v0.1.5
  [a7f614a8] MLJBase v1.9.2
  [c6f25543] MLJDecisionTreeInterface v0.4.2
  [50ed68f4] MLJEnsembles v0.4.3
  [7b7b8358] MLJFlow v0.5.0
  [614be32b] MLJIteration v0.6.3
  [e80e1ace] MLJModelInterface v1.12.0
  [d491faf4] MLJModels v0.18.1
  [23777cdb] MLJTransforms v0.1.3
  [03970b2e] MLJTuning v0.8.8
  [54119dfa] MLJXGBoostInterface v0.3.13
  [d8e11817] MLStyle v0.4.17
  [f1d291b0] MLUtils v0.4.8
  [1914dd2f] MacroTools v0.5.16
  [739be429] MbedTLS v1.1.9
  [128add7d] MicroCollections v0.2.0
  [e1d29d7a] Missings v1.2.0
  [8cc5100c] MultiData v0.1.4
  [872c559c] NNlib v0.9.31
  [71a1bf82] NameResolution v0.1.5
  [8b6db2d4] OpenML v0.3.2
  [4d8831e6] OpenSSL v1.6.0
  [bac558e1] OrderedCollections v1.8.1
  [90014a1f] PDMats v0.11.36
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.8.3
  [2dfb63ee] PooledArrays v1.4.3
  [aea7be01] PrecompileTools v1.3.3
  [21216c6a] Preferences v1.5.0
  [8162dcfd] PrettyPrint v0.2.0
  [54e16d92] PrettyPrinting v0.4.2
⌅ [08abe8d2] PrettyTables v2.4.0
  [33c8b6b6] ProgressLogging v0.1.5
  [92933f4c] ProgressMeter v1.11.0
  [43287f4e] PtrArrays v1.3.0
  [1fd47b50] QuadGK v2.11.2
  [1a8c2f83] Query v1.0.0
  [2aef5ad7] QueryOperators v0.9.3
  [3cdcf5f2] RecipesBase v1.3.4
  [189a3867] Reexport v1.2.2
  [05181044] RelocatableFolders v1.0.1
  [ae029012] Requires v1.3.1
  [295af30f] Revise v3.12.0
  [79098fc4] Rmath v0.9.0
  [321657f4] ScientificTypes v3.1.1
  [30f210dd] ScientificTypesBase v3.0.0
  [6e75b9c4] ScikitLearnBase v0.5.0
  [7e506255] ScopedValues v1.5.0
  [6c6a2e73] Scratch v1.3.0
  [91c51154] SentinelArrays v1.4.8
  [efcf1570] Setfield v1.1.2
  [605ecd9f] ShowCases v0.1.0
  [777ac1f9] SimpleBufferStream v1.2.0
  [699a6c99] SimpleTraits v0.9.5
  [4475fa32] SoleBase v0.13.4
⌃ [123f1ae1] SoleData v0.16.3
  [b002da8f] SoleLogics v0.13.2
  [4249d9c7] SoleModels v0.10.6
  [a2af1166] SortingAlgorithms v1.2.2
  [a0a7dd2c] SparseMatricesCSR v0.6.9
  [276daf66] SpecialFunctions v2.6.1
  [171d559e] SplittablesBase v0.1.15
  [860ef19b] StableRNGs v1.0.3
  [90137ffa] StaticArrays v1.9.15
  [1e83bf80] StaticArraysCore v1.4.4
⌅ [a19d573c] StatisticalMeasures v0.2.1
  [c062fc1d] StatisticalMeasuresBase v0.1.3
  [64bff920] StatisticalTraits v3.5.0
  [10745b16] Statistics v1.11.1
  [82ae8749] StatsAPI v1.7.1
  [2913bbd2] StatsBase v0.34.7
  [4c63d2b9] StatsFuns v1.5.2
  [892a3eda] StringManipulation v0.4.1
  [856f2bd8] StructTypes v1.11.0
  [ab02a1b2] TableOperations v1.2.0
  [5e66a065] TableShowUtils v0.2.6
  [3783bdb8] TableTraits v1.0.1
  [382cd787] TableTraitsUtils v1.0.2
  [bd369af6] Tables v1.12.1
  [4239201d] ThreadSafeDicts v0.1.6
  [f3112013] TimeseriesFeatures v0.6.1
  [3bb67fe8] TranscodingStreams v0.11.3
  [28d57a85] Transducers v0.4.85
  [5c2747f8] URIs v1.6.1
  [3a884ed6] UnPack v1.0.2
  [2fbcfb34] UniqueVectors v1.2.0
  [013be700] UnsafeAtomics v0.3.0
  [ea10d353] WeakRefStrings v1.4.2
  [76eceee3] WorkerUtilities v1.6.1
  [009559a3] XGBoost v2.5.2
  [a5390f91] ZipFile v0.10.1
  [4ee394cb] CUDA_Driver_jll v13.0.2+0
  [76a88914] CUDA_Runtime_jll v0.19.2+0
  [1d63c593] LLVMOpenMP_jll v18.1.8+0
  [c8ffd9c3] MbedTLS_jll v2.28.10+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
  [f50d1b31] Rmath_jll v0.5.1+0
  [bf13095a] XGBoost_GPU_jll v2.1.5+0
  [a5c6f535] XGBoost_jll v2.1.5+0
  [8a07c0c5] catch22_jll v0.5.0+0
  [0dad84c5] ArgTools v1.1.2
  [56f22d72] Artifacts v1.11.0
  [2a0f44e3] Base64 v1.11.0
  [ade2ca70] Dates v1.11.0
  [8ba89e20] Distributed v1.11.0
  [f43a241f] Downloads v1.7.0
  [7b1f6079] FileWatching v1.11.0
  [9fa8497b] Future v1.11.0
  [b77e0a4c] InteractiveUtils v1.11.0
  [ac6e5ff7] JuliaSyntaxHighlighting v1.12.0
  [4af54fe1] LazyArtifacts v1.11.0
  [b27032c2] LibCURL v1.0.0
  [76f85450] LibGit2 v1.11.0
  [8f399da3] Libdl v1.11.0
  [37e2e46d] LinearAlgebra v1.13.0
  [56ddb016] Logging v1.11.0
  [d6f4376e] Markdown v1.11.0
  [a63ad114] Mmap v1.11.0
  [ca575930] NetworkOptions v1.3.0
  [44cfe95a] Pkg v1.13.0
  [de0858da] Printf v1.11.0
  [3fa0cd96] REPL v1.11.0
  [9a3f8284] Random v1.11.0
  [ea8e919c] SHA v1.0.0
  [9e88b42a] Serialization v1.11.0
  [1a1011a3] SharedArrays v1.11.0
  [6462fe0b] Sockets v1.11.0
  [2f01184e] SparseArrays v1.13.0
  [f489334b] StyledStrings v1.11.0
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
  [a4e569a6] Tar v1.10.0
  [8dfed614] Test v1.11.0
  [cf7118a7] UUIDs v1.11.0
  [4ec0a83e] Unicode v1.11.0
  [e66e0078] CompilerSupportLibraries_jll v1.3.0+1
  [deac9b47] LibCURL_jll v8.16.0+0
  [e37daf67] LibGit2_jll v1.9.1+0
  [29816b5a] LibSSH2_jll v1.11.3+1
  [14a3606d] MozillaCACerts_jll v2025.9.9
  [4536629a] OpenBLAS_jll v0.3.29+0
  [05823500] OpenLibm_jll v0.8.7+0
  [458c3c95] OpenSSL_jll v3.5.4+0
  [efcefdf7] PCRE2_jll v10.47.0+0
  [bea87d4a] SuiteSparse_jll v7.10.1+0
  [83775a58] Zlib_jll v1.3.1+2
  [3161d3a3] Zstd_jll v1.5.7+1
  [8e850b90] libblastrampoline_jll v5.15.0+0
  [8e850ede] nghttp2_jll v1.67.1+0
  [3f19e933] p7zip_jll v17.6.0+0
        Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading.
     Testing Running tests...
Julia version: 1.14.0-DEV.24

##################################################
TEST: base.jl
TEST: test_tree.jl

##################################################
TEST: misc.jl

##################################################
TEST: parse.jl

##################################################
TEST: juliacon2024.jl
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
[ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …).
▣ ([petal_width] < 0.7)
├✔ setosa
└✘ ([petal_width] < 1.65)
  ├✔ ([petal_length] < 4.95)
  │ ├✔ versicolor
  │ └✘ ([petal_width] < 1.55)
  │   ├✔ virginica
  │   └✘ ([petal_length] < 5.449999999999999)
  │     ├✔ versicolor
  │     └✘ virginica
  └✘ ([petal_length] < 4.85)
    ├✔ ([sepal_width] < 3.1)
    │ ├✔ virginica
    │ └✘ versicolor
    └✘ virginica
┌──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬────────────┬────────────┬─────────┬────────┐
│                                                                                                                               Antecedent │ Consequent │ ninstances │ ncovered │   coverage │ confidence │    lift │ natoms │
├──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼────────────┼────────────┼─────────┼────────┤
│                                                                                                                      [petal_width] < 0.7 │     setosa │        120 │       38 │   0.316667 │        1.0 │ 3.15789 │      1 │
│                                                                 ([petal_width] ≥ 0.7) ∧ ([petal_width] < 1.65) ∧ ([petal_length] < 4.95) │ versicolor │        120 │       34 │   0.283333 │        1.0 │ 3.33333 │      3 │
│                                        ([petal_width] ≥ 0.7) ∧ ([petal_width] < 1.65) ∧ ([petal_length] ≥ 4.95) ∧ ([petal_width] < 1.55) │  virginica │        120 │        2 │  0.0166667 │        1.0 │  2.6087 │      4 │
│ ([petal_width] ≥ 0.7) ∧ ([petal_width] < 1.65) ∧ ([petal_length] ≥ 4.95) ∧ ([petal_width] ≥ 1.55) ∧ ([petal_length] < 5.449999999999999) │ versicolor │        120 │        1 │ 0.00833333 │        1.0 │ 3.33333 │      5 │
│ ([petal_width] ≥ 0.7) ∧ ([petal_width] < 1.65) ∧ ([petal_length] ≥ 4.95) ∧ ([petal_width] ≥ 1.55) ∧ ([petal_length] ≥ 5.449999999999999) │  virginica │        120 │        1 │ 0.00833333 │        1.0 │  2.6087 │      5 │
│                                         ([petal_width] ≥ 0.7) ∧ ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] < 3.1) │  virginica │        120 │        3 │      0.025 │        1.0 │  2.6087 │      4 │
│                                         ([petal_width] ≥ 0.7) ∧ ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] ≥ 3.1) │ versicolor │        120 │        1 │ 0.00833333 │        1.0 │ 3.33333 │      4 │
│                                                                 ([petal_width] ≥ 0.7) ∧ ([petal_width] ≥ 1.65) ∧ ([petal_length] ≥ 4.85) │  virginica │        120 │       40 │   0.333333 │        1.0 │  2.6087 │      3 │
└──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴────────────┴────────────┴─────────┴────────┘
┌─────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬────────────┬────────────┬─────────┬────────┐
│                                                                  Antecedent │ Consequent │ ninstances │ ncovered │   coverage │ confidence │    lift │ natoms │
├─────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼────────────┼────────────┼─────────┼────────┤
│                                                         [petal_width] < 0.7 │     setosa │        120 │       38 │   0.316667 │        1.0 │ 3.15789 │      1 │
│                      ([petal_width] ∈ [0.7,1.65)) ∧ ([petal_length] < 4.95) │ versicolor │        120 │       34 │   0.283333 │        1.0 │ 3.33333 │      2 │
│                      ([petal_width] ∈ [0.7,1.55)) ∧ ([petal_length] ≥ 4.95) │  virginica │        120 │        2 │  0.0166667 │        1.0 │  2.6087 │      2 │
│ ([petal_width] ∈ [1.55,1.65)) ∧ ([petal_length] ∈ [4.95,5.449999999999999)) │ versicolor │        120 │        1 │ 0.00833333 │        1.0 │ 3.33333 │      2 │
│        ([petal_width] ∈ [1.55,1.65)) ∧ ([petal_length] ≥ 5.449999999999999) │  virginica │        120 │        1 │ 0.00833333 │        1.0 │  2.6087 │      2 │
│    ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] < 3.1) │  virginica │        120 │        3 │      0.025 │        1.0 │  2.6087 │      3 │
│    ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] ≥ 3.1) │ versicolor │        120 │        1 │ 0.00833333 │        1.0 │ 3.33333 │      3 │
│                            ([petal_width] ≥ 1.65) ∧ ([petal_length] ≥ 4.85) │  virginica │        120 │       40 │   0.333333 │        1.0 │  2.6087 │      2 │
└─────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴────────────┴────────────┴─────────┴────────┘
┌─────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬───────────┬────────────┬─────────┬────────┬────────┐
│                                                                  Antecedent │ Consequent │ ninstances │ ncovered │  coverage │ confidence │    lift │ natoms │ height │
├─────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼───────────┼────────────┼─────────┼────────┼────────┤
│                                                         [petal_width] < 0.7 │     setosa │         30 │       12 │       0.4 │        1.0 │     2.5 │      1 │      0 │
│                      ([petal_width] ∈ [0.7,1.65)) ∧ ([petal_length] < 4.95) │ versicolor │         30 │       13 │  0.433333 │        1.0 │ 2.14286 │      2 │      1 │
│                      ([petal_width] ∈ [0.7,1.55)) ∧ ([petal_length] ≥ 4.95) │  virginica │         30 │        1 │ 0.0333333 │        1.0 │     7.5 │      2 │      1 │
│ ([petal_width] ∈ [1.55,1.65)) ∧ ([petal_length] ∈ [4.95,5.449999999999999)) │ versicolor │         30 │        0 │       0.0 │        NaN │     NaN │      2 │      1 │
│        ([petal_width] ∈ [1.55,1.65)) ∧ ([petal_length] ≥ 5.449999999999999) │  virginica │         30 │        0 │       0.0 │        NaN │     NaN │      2 │      1 │
│    ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] < 3.1) │  virginica │         30 │        0 │       0.0 │        NaN │     NaN │      3 │      2 │
│    ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] ≥ 3.1) │ versicolor │         30 │        0 │       0.0 │        NaN │     NaN │      3 │      2 │
│                            ([petal_width] ≥ 1.65) ∧ ([petal_length] ≥ 4.85) │  virginica │         30 │        4 │  0.133333 │       0.75 │   5.625 │      2 │      1 │
└─────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴───────────┴────────────┴─────────┴────────┴────────┘
┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬───────────┬────────────┬─────────┬────────┐
│                                                                                                    Antecedent │ Consequent │ ninstances │ ncovered │  coverage │ confidence │    lift │ natoms │
├───────────────────────────────────────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼───────────┼────────────┼─────────┼────────┤
│                                                                                           [petal_width] < 0.7 │     setosa │         30 │       12 │       0.4 │        1.0 │     2.5 │      1 │
│                                                            [petal_width] ∈ [0.7,1.65) ∧ [petal_length] < 4.95 │ versicolor │         30 │       13 │  0.433333 │        1.0 │ 2.14286 │      2 │
│ (([petal_width] ∈ [0.7,1.55)) ∧ ([petal_length] ≥ 4.95)) ∨ (([petal_width] ≥ 1.65) ∧ ([petal_length] ≥ 4.85)) │  virginica │         60 │        5 │ 0.0833333 │        0.8 │     6.0 │      4 │
└───────────────────────────────────────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴───────────┴────────────┴─────────┴────────┘

##################################################
TEST: linear-form-utilities.jl

##################################################
TEST: DecisionTreeExt/tree.jl
Training set size: (120, 4) - (120,)
Test set size: (30, 4) - (30,)
Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
[ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …).
▣ ([petal_width] < 0.75)
├✔ setosa : (ninstances = 41, ncovered = 41, confidence = 1.0, lift = 1.0)
└✘ ([petal_width] < 1.75)
  ├✔ ([petal_length] < 4.95)
  │ ├✔ ([petal_width] < 1.65)
  │ │ ├✔ versicolor : (ninstances = 37, ncovered = 37, confidence = 1.0, lift = 1.0)
  │ │ └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
  │ └✘ ([sepal_width] < 2.6500000000000004)
  │   ├✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0)
  │   └✘ ([petal_length] < 5.449999999999999)
  │     ├✔ versicolor : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0)
  │     └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
  └✘ virginica : (ninstances = 36, ncovered = 36, confidence = 1.0, lift = 1.0)
▣ ([petal_width] < 0.75)  ↣  setosa : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65))  ↣  versicolor : (ninstances = 120, ncovered = 37, coverage = 0.31, confidence = 1.0, lift = 3.08, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65))  ↣  virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] < 2.6500000000000004))  ↣  virginica : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.0, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] < 5.449999999999999))  ↣  versicolor : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.08, natoms = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] ≥ 5.449999999999999))  ↣  virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] ≥ 1.75))  ↣  virginica : (ninstances = 120, ncovered = 36, coverage = 0.3, confidence = 1.0, lift = 3.0, natoms = 2)
▣ ([petal_width] < 0.75)  ↣  setosa : (ninstances = 41, ncovered = 41, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65))  ↣  versicolor : (ninstances = 37, ncovered = 37, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 37, coverage = 0.31, confidence = 1.0, lift = 3.08, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65))  ↣  virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] < 2.6500000000000004))  ↣  virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.0, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] < 5.449999999999999))  ↣  versicolor : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.08, natoms = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] ≥ 5.449999999999999))  ↣  virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] ≥ 1.75))  ↣  virginica : (ninstances = 36, ncovered = 36, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 36, coverage = 0.3, confidence = 1.0, lift = 3.0, natoms = 2)
▣ ([petal_width] < 0.75) : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1)
  └✔ setosa : (ninstances = 41, ncovered = 41, confidence = 1.0, lift = 1.0)

▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65)) : (ninstances = 120, ncovered = 37, coverage = 0.31, confidence = 1.0, lift = 3.08, natoms = 4)
  └✔ versicolor : (ninstances = 37, ncovered = 37, confidence = 1.0, lift = 1.0)

▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65)) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 4)
  └✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)

▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] < 2.6500000000000004)) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.0, natoms = 4)
  └✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0)

▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] < 5.449999999999999)) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.08, natoms = 5)
  └✔ versicolor : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0)

▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] ≥ 5.449999999999999)) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 5)
  └✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)

▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] ≥ 1.75)) : (ninstances = 120, ncovered = 36, coverage = 0.3, confidence = 1.0, lift = 3.0, natoms = 2)
  └✔ virginica : (ninstances = 36, ncovered = 36, confidence = 1.0, lift = 1.0)

▣ ([petal_width] < 0.75)  ↣  setosa : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65))  ↣  versicolor : (ninstances = 120, ncovered = 37, coverage = 0.31, confidence = 1.0, lift = 3.08, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65))  ↣  virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] < 2.6500000000000004))  ↣  virginica : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.0, natoms = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] < 5.449999999999999))  ↣  versicolor : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.08, natoms = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] ≥ 5.449999999999999))  ↣  virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.0, natoms = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] ≥ 1.75))  ↣  virginica : (ninstances = 120, ncovered = 36, coverage = 0.3, confidence = 1.0, lift = 3.0, natoms = 2)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65))  ↣  virginica : (ninstances = 120, ncovered = 1, coverage = 0.008333333333333333, confidence = 1.0, lift = 3.0, natoms = 4, length = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] ≥ 5.449999999999999))  ↣  virginica : (ninstances = 120, ncovered = 1, coverage = 0.008333333333333333, confidence = 1.0, lift = 3.0, natoms = 5, length = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] < 2.6500000000000004))  ↣  virginica : (ninstances = 120, ncovered = 2, coverage = 0.016666666666666666, confidence = 1.0, lift = 3.0, natoms = 4, length = 4)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([sepal_width] ≥ 2.6500000000000004)) ∧ (([petal_length] < 5.449999999999999))  ↣  versicolor : (ninstances = 120, ncovered = 2, coverage = 0.016666666666666666, confidence = 1.0, lift = 3.0769230769230766, natoms = 5, length = 5)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] ≥ 1.75))  ↣  virginica : (ninstances = 120, ncovered = 36, coverage = 0.3, confidence = 1.0, lift = 3.0, natoms = 2, length = 2)
▣ (([petal_width] ≥ 0.75)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65))  ↣  versicolor : (ninstances = 120, ncovered = 37, coverage = 0.30833333333333335, confidence = 1.0, lift = 3.0769230769230766, natoms = 4, length = 4)
▣ ([petal_width] < 0.75)  ↣  setosa : (ninstances = 120, ncovered = 41, coverage = 0.3416666666666667, confidence = 1.0, lift = 2.926829268292683, natoms = 1, length = 1)
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
TEST: DecisionTreeExt/forest.jl
Training set size: (120, 4) - (120,)
Test set size: (30, 4) - (30,)
Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
[ Info: Training machine(RandomForestClassifier(max_depth = 3, …), …).
▣ Ensemble{UInt32} of 10 models of type Branch{CategoricalValue{String, UInt32}}
├[1/10]┐ ([petal_length] < 2.7)
│      ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      └✘ ([petal_length] < 5.05)
│        ├✔ ([sepal_length] < 4.95)
│        │ ├✔ virginica : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN)
│        │ └✘ versicolor : (ninstances = 13, ncovered = 13, confidence = 0.85, lift = 1.0)
│        └✘ virginica : (ninstances = 8, ncovered = 8, confidence = 1.0, lift = 1.0)
├[2/10]┐ ([petal_width] < 0.7)
│      ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      └✘ ([petal_width] < 1.75)
│        ├✔ ([petal_length] < 4.9)
│        │ ├✔ versicolor : (ninstances = 10, ncovered = 10, confidence = 1.0, lift = 1.0)
│        │ └✘ versicolor : (ninstances = 1, ncovered = 1, confidence = 0.0, lift = NaN)
│        └✘ virginica : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
├[3/10]┐ ([petal_length] < 2.5999999999999996)
│      ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      └✘ ([petal_width] < 1.65)
│        ├✔ ([sepal_length] < 7.1)
│        │ ├✔ versicolor : (ninstances = 11, ncovered = 11, confidence = 0.91, lift = 1.0)
│        │ └✘ virginica : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN)
│        └✘ virginica : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
├[4/10]┐ ([sepal_length] < 5.55)
│      ├✔ ([sepal_width] < 2.8)
│      │ ├✔ versicolor : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
│      │ └✘ setosa : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
│      └✘ ([petal_length] < 4.95)
│        ├✔ ([sepal_width] < 2.8499999999999996)
│        │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 0.71, lift = 1.0)
│        │ └✘ versicolor : (ninstances = 4, ncovered = 4, confidence = 1.0, lift = 1.0)
│        └✘ ([sepal_width] < 2.75)
│          ├✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
│          └✘ virginica : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0)
├[5/10]┐ ([petal_width] < 0.8)
│      ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      └✘ ([petal_width] < 1.75)
│        ├✔ ([petal_width] < 1.45)
│        │ ├✔ versicolor : (ninstances = 8, ncovered = 8, confidence = 1.0, lift = 1.0)
│        │ └✘ versicolor : (ninstances = 3, ncovered = 3, confidence = 0.67, lift = 1.0)
│        └✘ virginica : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
├[6/10]┐ ([petal_length] < 4.75)
│      ├✔ ([petal_length] < 2.3)
│      │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      │ └✘ versicolor : (ninstances = 10, ncovered = 10, confidence = 1.0, lift = 1.0)
│      └✘ ([sepal_length] < 6.6)
│        ├✔ virginica : (ninstances = 7, ncovered = 7, confidence = 0.86, lift = 1.0)
│        └✘ ([sepal_length] < 6.75)
│          ├✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
│          └✘ virginica : (ninstances = 3, ncovered = 3, confidence = 1.0, lift = 1.0)
├[7/10]┐ ([petal_width] < 0.7)
│      ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      └✘ ([petal_length] < 4.95)
│        ├✔ ([petal_length] < 4.75)
│        │ ├✔ versicolor : (ninstances = 10, ncovered = 10, confidence = 1.0, lift = 1.0)
│        │ └✘ versicolor : (ninstances = 3, ncovered = 3, confidence = 0.33, lift = 1.0)
│        └✘ ([sepal_width] < 2.75)
│          ├✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
│          └✘ virginica : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0)
├[8/10]┐ ([petal_length] < 2.45)
│      ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
│      └✘ ([petal_width] < 1.65)
│        ├✔ versicolor : (ninstances = 11, ncovered = 11, confidence = 0.91, lift = 1.0)
│        └✘ ([petal_width] < 1.75)
│          ├✔ virginica : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN)
│          └✘ virginica : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
├[9/10]┐ ([sepal_length] < 5.55)
│      ├✔ ([sepal_width] < 2.8)
│      │ ├✔ versicolor : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0)
│      │ └✘ setosa : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
│      └✘ ([sepal_width] < 3.9)
│        ├✔ ([petal_width] < 1.7000000000000002)
│        │ ├✔ versicolor : (ninstances = 9, ncovered = 9, confidence = 0.89, lift = 1.0)
│        │ └✘ virginica : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
│        └✘ setosa : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN)
└[10/10]┐ ([petal_length] < 2.35)
        ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0)
        └✘ ([petal_width] < 1.65)
          ├✔ ([sepal_length] < 6.05)
          │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0)
          │ └✘ versicolor : (ninstances = 4, ncovered = 4, confidence = 0.75, lift = 1.0)
          └✘ ([petal_width] < 1.75)
            ├✔ virginica : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN)
            └✘ virginica : (ninstances = 10, ncovered = 10, confidence = 0.9, lift = 1.0)
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
TEST: DecisionTreeExt/adaboost.jl
Training set size: (105, 4) - (105,)
Test set size: (45, 4) - (45,)
Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
▣ Ensemble{UInt32} of 10 models of type Branch{CategoricalValue{String, UInt32}}
├[1/10]┐ ([petal_width] < 0.8)
│      ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
│      └✘ versicolor : (ninstances = 28, ncovered = 28, confidence = 0.46, lift = 1.0)
├[2/10]┐ ([petal_length] < 2.45)
│      ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
│      └✘ virginica : (ninstances = 28, ncovered = 28, confidence = 0.54, lift = 1.0)
├[3/10]┐ ([petal_width] < 1.75)
│      ├✔ versicolor : (ninstances = 32, ncovered = 32, confidence = 0.41, lift = 1.0)
│      └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0)
├[4/10]┐ ([petal_width] < 0.8)
│      ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
│      └✘ versicolor : (ninstances = 28, ncovered = 28, confidence = 0.46, lift = 1.0)
├[5/10]┐ ([petal_length] < 2.45)
│      ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
│      └✘ virginica : (ninstances = 28, ncovered = 28, confidence = 0.54, lift = 1.0)
├[6/10]┐ ([petal_length] < 4.85)
│      ├✔ versicolor : (ninstances = 29, ncovered = 29, confidence = 0.38, lift = 1.0)
│      └✘ virginica : (ninstances = 16, ncovered = 16, confidence = 0.88, lift = 1.0)
├[7/10]┐ ([petal_length] < 2.45)
│      ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
│      └✘ versicolor : (ninstances = 28, ncovered = 28, confidence = 0.46, lift = 1.0)
├[8/10]┐ ([petal_width] < 0.8)
│      ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
│      └✘ virginica : (ninstances = 28, ncovered = 28, confidence = 0.54, lift = 1.0)
├[9/10]┐ ([sepal_length] < 4.95)
│      ├✔ virginica : (ninstances = 9, ncovered = 9, confidence = 0.0, lift = NaN)
│      └✘ versicolor : (ninstances = 36, ncovered = 36, confidence = 0.36, lift = 1.0)
└[10/10]┐ ([petal_length] < 2.45)
        ├✔ setosa : (ninstances = 17, ncovered = 17, confidence = 1.0, lift = 1.0)
        └✘ virginica : (ninstances = 28, ncovered = 28, confidence = 0.54, lift = 1.0)
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
AdaBoost     accuracy: 0.9555555555555556
DecisionTree accuracy: 0.8888888888888888
RandomForest accuracy: 0.9555555555555556
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔

##################################################
TEST: XGBoostExt/xgboost_classifier.jl
Training set size: (105, 4) - (105,)
Test set size: (45, 4) - (45,)
Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}
[ Info: For silent loading, specify `verbosity=0`. 
import MLJXGBoostInterface ✔
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74042857487996416
[ Info: [2]	train-mlogloss:0.52959098986216957
[ Info: [3]	train-mlogloss:0.39248797978673661
[ Info: [4]	train-mlogloss:0.29784015984762280
[ Info: [5]	train-mlogloss:0.23065083679698761
[ Info: [6]	train-mlogloss:0.17993504050232115
[ Info: [7]	train-mlogloss:0.14291282310372308
[ Info: [8]	train-mlogloss:0.11707862722022193
[ Info: [9]	train-mlogloss:0.09605735504911059
[ Info: [10]	train-mlogloss:0.08039097104753767
[ Info: Training rounds complete.
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
[ Info: For silent loading, specify `verbosity=0`. 
import MLJDecisionTreeInterface ✔
XGBoost      accuracy: 0.9333333333333333
DecisionTree accuracy: 0.9333333333333333
RandomForest accuracy: 0.9333333333333333
[ Info: For silent loading, specify `verbosity=0`. 
import MLJXGBoostInterface ✔
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97108645439147945
[ Info: [2]	train-mlogloss:0.86377177749361311
[ Info: [3]	train-mlogloss:0.77233211710339500
[ Info: [4]	train-mlogloss:0.69221566347848806
[ Info: [5]	train-mlogloss:0.62278509253547309
[ Info: [6]	train-mlogloss:0.56222322554815385
[ Info: [7]	train-mlogloss:0.50911712305886403
[ Info: [8]	train-mlogloss:0.46234442421368188
[ Info: [9]	train-mlogloss:0.42099781604040237
[ Info: [10]	train-mlogloss:0.38433285469100587
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85337008010773430
[ Info: [2]	train-mlogloss:0.68041899261020478
[ Info: [3]	train-mlogloss:0.55019682078134446
[ Info: [4]	train-mlogloss:0.45119516111555552
[ Info: [5]	train-mlogloss:0.37442616706802734
[ Info: [6]	train-mlogloss:0.31406550748007639
[ Info: [7]	train-mlogloss:0.26611783107121784
[ Info: [8]	train-mlogloss:0.22773031663326990
[ Info: [9]	train-mlogloss:0.19680509510494415
[ Info: [10]	train-mlogloss:0.17176406724112375
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74583915472030637
[ Info: [2]	train-mlogloss:0.53470991055170691
[ Info: [3]	train-mlogloss:0.39748490197317943
[ Info: [4]	train-mlogloss:0.30370020781244550
[ Info: [5]	train-mlogloss:0.23771505739007678
[ Info: [6]	train-mlogloss:0.19040401790823255
[ Info: [7]	train-mlogloss:0.15256902171032768
[ Info: [8]	train-mlogloss:0.12456002703734807
[ Info: [9]	train-mlogloss:0.10210393560784203
[ Info: [10]	train-mlogloss:0.08494759116853987
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97108645439147945
[ Info: [2]	train-mlogloss:0.86377177749361311
[ Info: [3]	train-mlogloss:0.77233211710339500
[ Info: [4]	train-mlogloss:0.69221566347848806
[ Info: [5]	train-mlogloss:0.62278509253547309
[ Info: [6]	train-mlogloss:0.56222322554815385
[ Info: [7]	train-mlogloss:0.50911712305886403
[ Info: [8]	train-mlogloss:0.46234442421368188
[ Info: [9]	train-mlogloss:0.42099781604040237
[ Info: [10]	train-mlogloss:0.38433285469100587
[ Info: [11]	train-mlogloss:0.35173162307058065
[ Info: [12]	train-mlogloss:0.32267563541730243
[ Info: [13]	train-mlogloss:0.29672600002515881
[ Info: [14]	train-mlogloss:0.27350856008983793
[ Info: [15]	train-mlogloss:0.25270199818270545
[ Info: [16]	train-mlogloss:0.23402889158044543
[ Info: [17]	train-mlogloss:0.21724845497381121
[ Info: [18]	train-mlogloss:0.20215076534521012
[ Info: [19]	train-mlogloss:0.18855218220324743
[ Info: [20]	train-mlogloss:0.17517407635847729
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85337008010773430
[ Info: [2]	train-mlogloss:0.68041899261020478
[ Info: [3]	train-mlogloss:0.55019682078134446
[ Info: [4]	train-mlogloss:0.45119516111555552
[ Info: [5]	train-mlogloss:0.37442616706802734
[ Info: [6]	train-mlogloss:0.31406550748007639
[ Info: [7]	train-mlogloss:0.26611783107121784
[ Info: [8]	train-mlogloss:0.22773031663326990
[ Info: [9]	train-mlogloss:0.19680509510494415
[ Info: [10]	train-mlogloss:0.17176406724112375
[ Info: [11]	train-mlogloss:0.14934622340259099
[ Info: [12]	train-mlogloss:0.13083845845290593
[ Info: [13]	train-mlogloss:0.11448201771293368
[ Info: [14]	train-mlogloss:0.10078195212852387
[ Info: [15]	train-mlogloss:0.08930896038100833
[ Info: [16]	train-mlogloss:0.08072252514816466
[ Info: [17]	train-mlogloss:0.07268897692362468
[ Info: [18]	train-mlogloss:0.06647622947181975
[ Info: [19]	train-mlogloss:0.05989613313050497
[ Info: [20]	train-mlogloss:0.05475671770317214
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74583915472030637
[ Info: [2]	train-mlogloss:0.53470991055170691
[ Info: [3]	train-mlogloss:0.39748490197317943
[ Info: [4]	train-mlogloss:0.30370020781244550
[ Info: [5]	train-mlogloss:0.23771505739007678
[ Info: [6]	train-mlogloss:0.19040401790823255
[ Info: [7]	train-mlogloss:0.15256902171032768
[ Info: [8]	train-mlogloss:0.12456002703734807
[ Info: [9]	train-mlogloss:0.10210393560784203
[ Info: [10]	train-mlogloss:0.08494759116853987
[ Info: [11]	train-mlogloss:0.07312472682623636
[ Info: [12]	train-mlogloss:0.06289548001119069
[ Info: [13]	train-mlogloss:0.05554904382498491
[ Info: [14]	train-mlogloss:0.04830665483715988
[ Info: [15]	train-mlogloss:0.04413454559232508
[ Info: [16]	train-mlogloss:0.04005234288495212
[ Info: [17]	train-mlogloss:0.03683335091918707
[ Info: [18]	train-mlogloss:0.03449804257778894
[ Info: [19]	train-mlogloss:0.03240978849076089
[ Info: [20]	train-mlogloss:0.03096451766434170
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96882668960662111
[ Info: [2]	train-mlogloss:0.85985381716773623
[ Info: [3]	train-mlogloss:0.76734603643417354
[ Info: [4]	train-mlogloss:0.68778227908270695
[ Info: [5]	train-mlogloss:0.61838555108933224
[ Info: [6]	train-mlogloss:0.55778954539980208
[ Info: [7]	train-mlogloss:0.50460373191606434
[ Info: [8]	train-mlogloss:0.45771457183928715
[ Info: [9]	train-mlogloss:0.41656059253783451
[ Info: [10]	train-mlogloss:0.37997880663190570
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84909702993574598
[ Info: [2]	train-mlogloss:0.67440279154550464
[ Info: [3]	train-mlogloss:0.54450918606349397
[ Info: [4]	train-mlogloss:0.44552257259686789
[ Info: [5]	train-mlogloss:0.36919304870423819
[ Info: [6]	train-mlogloss:0.30889779925346372
[ Info: [7]	train-mlogloss:0.26120953616641818
[ Info: [8]	train-mlogloss:0.22205992028826760
[ Info: [9]	train-mlogloss:0.19006149059250241
[ Info: [10]	train-mlogloss:0.16368774856839860
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73981271187464392
[ Info: [2]	train-mlogloss:0.52927702665328979
[ Info: [3]	train-mlogloss:0.39367959953489756
[ Info: [4]	train-mlogloss:0.30030087743486678
[ Info: [5]	train-mlogloss:0.23423779195263272
[ Info: [6]	train-mlogloss:0.18500665227572125
[ Info: [7]	train-mlogloss:0.14831622356460208
[ Info: [8]	train-mlogloss:0.12024731650238946
[ Info: [9]	train-mlogloss:0.09958935798633667
[ Info: [10]	train-mlogloss:0.08358181878214790
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96882668960662111
[ Info: [2]	train-mlogloss:0.85985381716773623
[ Info: [3]	train-mlogloss:0.76734603643417354
[ Info: [4]	train-mlogloss:0.68778227908270695
[ Info: [5]	train-mlogloss:0.61838555108933224
[ Info: [6]	train-mlogloss:0.55778954539980208
[ Info: [7]	train-mlogloss:0.50460373191606434
[ Info: [8]	train-mlogloss:0.45771457183928715
[ Info: [9]	train-mlogloss:0.41656059253783451
[ Info: [10]	train-mlogloss:0.37997880663190570
[ Info: [11]	train-mlogloss:0.34738119272958667
[ Info: [12]	train-mlogloss:0.31825356795674281
[ Info: [13]	train-mlogloss:0.29238381641251698
[ Info: [14]	train-mlogloss:0.26919005073252178
[ Info: [15]	train-mlogloss:0.24836455455848150
[ Info: [16]	train-mlogloss:0.22917527769293103
[ Info: [17]	train-mlogloss:0.21191179028579166
[ Info: [18]	train-mlogloss:0.19624096651872000
[ Info: [19]	train-mlogloss:0.18206248297577812
[ Info: [20]	train-mlogloss:0.16910996877011800
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84909702993574598
[ Info: [2]	train-mlogloss:0.67440279154550464
[ Info: [3]	train-mlogloss:0.54450918606349397
[ Info: [4]	train-mlogloss:0.44552257259686789
[ Info: [5]	train-mlogloss:0.36919304870423819
[ Info: [6]	train-mlogloss:0.30889779925346372
[ Info: [7]	train-mlogloss:0.26120953616641818
[ Info: [8]	train-mlogloss:0.22205992028826760
[ Info: [9]	train-mlogloss:0.19006149059250241
[ Info: [10]	train-mlogloss:0.16368774856839860
[ Info: [11]	train-mlogloss:0.14190081726937068
[ Info: [12]	train-mlogloss:0.12366871053264254
[ Info: [13]	train-mlogloss:0.10837456385294596
[ Info: [14]	train-mlogloss:0.09621905038754146
[ Info: [15]	train-mlogloss:0.08579394490945907
[ Info: [16]	train-mlogloss:0.07694795500664484
[ Info: [17]	train-mlogloss:0.06952216178178787
[ Info: [18]	train-mlogloss:0.06320734442699523
[ Info: [19]	train-mlogloss:0.05796017966100148
[ Info: [20]	train-mlogloss:0.05326318964362144
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73981271187464392
[ Info: [2]	train-mlogloss:0.52927702665328979
[ Info: [3]	train-mlogloss:0.39367959953489756
[ Info: [4]	train-mlogloss:0.30030087743486678
[ Info: [5]	train-mlogloss:0.23423779195263272
[ Info: [6]	train-mlogloss:0.18500665227572125
[ Info: [7]	train-mlogloss:0.14831622356460208
[ Info: [8]	train-mlogloss:0.12024731650238946
[ Info: [9]	train-mlogloss:0.09958935798633667
[ Info: [10]	train-mlogloss:0.08358181878214790
[ Info: [11]	train-mlogloss:0.07135912516996974
[ Info: [12]	train-mlogloss:0.06185790640967233
[ Info: [13]	train-mlogloss:0.05381375175146830
[ Info: [14]	train-mlogloss:0.04795372216474442
[ Info: [15]	train-mlogloss:0.04319445089924903
[ Info: [16]	train-mlogloss:0.03950380216396990
[ Info: [17]	train-mlogloss:0.03670381651747794
[ Info: [18]	train-mlogloss:0.03451808377036027
[ Info: [19]	train-mlogloss:0.03316525518894196
[ Info: [20]	train-mlogloss:0.03183717343601442
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97053664582116261
[ Info: [2]	train-mlogloss:0.86226033937363400
[ Info: [3]	train-mlogloss:0.76999730666478472
[ Info: [4]	train-mlogloss:0.69054773194449293
[ Info: [5]	train-mlogloss:0.62212099972225365
[ Info: [6]	train-mlogloss:0.56257386434645884
[ Info: [7]	train-mlogloss:0.51027769645055132
[ Info: [8]	train-mlogloss:0.46414213322457815
[ Info: [9]	train-mlogloss:0.42327555900528319
[ Info: [10]	train-mlogloss:0.38695875065667290
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85236381292343144
[ Info: [2]	train-mlogloss:0.67776963881083896
[ Info: [3]	train-mlogloss:0.54860250949859624
[ Info: [4]	train-mlogloss:0.45131440105892362
[ Info: [5]	train-mlogloss:0.37510445685613725
[ Info: [6]	train-mlogloss:0.31519275733402796
[ Info: [7]	train-mlogloss:0.26763515671094257
[ Info: [8]	train-mlogloss:0.22793431225277128
[ Info: [9]	train-mlogloss:0.19392670293649036
[ Info: [10]	train-mlogloss:0.16588448037703832
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74447296801067531
[ Info: [2]	train-mlogloss:0.53441452355611896
[ Info: [3]	train-mlogloss:0.39933029668671743
[ Info: [4]	train-mlogloss:0.30565242625418165
[ Info: [5]	train-mlogloss:0.24001300122056687
[ Info: [6]	train-mlogloss:0.18756250668139685
[ Info: [7]	train-mlogloss:0.14919329356579553
[ Info: [8]	train-mlogloss:0.12055515363102867
[ Info: [9]	train-mlogloss:0.09923504747095563
[ Info: [10]	train-mlogloss:0.08303172293873061
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97053664582116261
[ Info: [2]	train-mlogloss:0.86226033937363400
[ Info: [3]	train-mlogloss:0.76999730666478472
[ Info: [4]	train-mlogloss:0.69054773194449293
[ Info: [5]	train-mlogloss:0.62212099972225365
[ Info: [6]	train-mlogloss:0.56257386434645884
[ Info: [7]	train-mlogloss:0.51027769645055132
[ Info: [8]	train-mlogloss:0.46414213322457815
[ Info: [9]	train-mlogloss:0.42327555900528319
[ Info: [10]	train-mlogloss:0.38695875065667290
[ Info: [11]	train-mlogloss:0.35459378163019817
[ Info: [12]	train-mlogloss:0.32567866927101496
[ Info: [13]	train-mlogloss:0.29899619846116932
[ Info: [14]	train-mlogloss:0.27589764282816931
[ Info: [15]	train-mlogloss:0.25514680572918486
[ Info: [16]	train-mlogloss:0.23519030951318287
[ Info: [17]	train-mlogloss:0.21686726439566839
[ Info: [18]	train-mlogloss:0.20033036300114224
[ Info: [19]	train-mlogloss:0.18572707488423301
[ Info: [20]	train-mlogloss:0.17215918004512787
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85236381292343144
[ Info: [2]	train-mlogloss:0.67776963881083896
[ Info: [3]	train-mlogloss:0.54860250949859624
[ Info: [4]	train-mlogloss:0.45131440105892362
[ Info: [5]	train-mlogloss:0.37510445685613725
[ Info: [6]	train-mlogloss:0.31519275733402796
[ Info: [7]	train-mlogloss:0.26763515671094257
[ Info: [8]	train-mlogloss:0.22793431225277128
[ Info: [9]	train-mlogloss:0.19392670293649036
[ Info: [10]	train-mlogloss:0.16588448037703832
[ Info: [11]	train-mlogloss:0.14311025518746603
[ Info: [12]	train-mlogloss:0.12478516605638322
[ Info: [13]	train-mlogloss:0.10911311578182947
[ Info: [14]	train-mlogloss:0.09619074130342120
[ Info: [15]	train-mlogloss:0.08540965496074586
[ Info: [16]	train-mlogloss:0.07609406060406140
[ Info: [17]	train-mlogloss:0.06863283926532382
[ Info: [18]	train-mlogloss:0.06200908065906593
[ Info: [19]	train-mlogloss:0.05648979984578632
[ Info: [20]	train-mlogloss:0.05156948566436768
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74447296801067531
[ Info: [2]	train-mlogloss:0.53441452355611896
[ Info: [3]	train-mlogloss:0.39933029668671743
[ Info: [4]	train-mlogloss:0.30565242625418165
[ Info: [5]	train-mlogloss:0.24001300122056687
[ Info: [6]	train-mlogloss:0.18756250668139685
[ Info: [7]	train-mlogloss:0.14919329356579553
[ Info: [8]	train-mlogloss:0.12055515363102867
[ Info: [9]	train-mlogloss:0.09923504747095563
[ Info: [10]	train-mlogloss:0.08303172293873061
[ Info: [11]	train-mlogloss:0.06964252725953148
[ Info: [12]	train-mlogloss:0.05983597398513840
[ Info: [13]	train-mlogloss:0.05211141916612784
[ Info: [14]	train-mlogloss:0.04528380863013722
[ Info: [15]	train-mlogloss:0.04068187865472975
[ Info: [16]	train-mlogloss:0.03698874328817640
[ Info: [17]	train-mlogloss:0.03378712303404297
[ Info: [18]	train-mlogloss:0.03146503329986618
[ Info: [19]	train-mlogloss:0.02937317864880675
[ Info: [20]	train-mlogloss:0.02856659498952684
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96610602935155232
[ Info: [2]	train-mlogloss:0.85498510712669007
[ Info: [3]	train-mlogloss:0.76048787889026459
[ Info: [4]	train-mlogloss:0.67928090947014941
[ Info: [5]	train-mlogloss:0.60892528636114940
[ Info: [6]	train-mlogloss:0.54757455700919744
[ Info: [7]	train-mlogloss:0.49379314042273020
[ Info: [8]	train-mlogloss:0.44644049803415936
[ Info: [9]	train-mlogloss:0.40459462120419459
[ Info: [10]	train-mlogloss:0.36749916076660155
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84391320376169110
[ Info: [2]	train-mlogloss:0.66554911306926179
[ Info: [3]	train-mlogloss:0.53401708319073626
[ Info: [4]	train-mlogloss:0.43405766629037401
[ Info: [5]	train-mlogloss:0.35658393388702758
[ Info: [6]	train-mlogloss:0.29570389389991758
[ Info: [7]	train-mlogloss:0.24758422346342177
[ Info: [8]	train-mlogloss:0.20903146536577316
[ Info: [9]	train-mlogloss:0.17797896095684596
[ Info: [10]	train-mlogloss:0.15274619091124761
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73243870564869473
[ Info: [2]	train-mlogloss:0.51898212376094999
[ Info: [3]	train-mlogloss:0.38034115774290900
[ Info: [4]	train-mlogloss:0.28567313608669098
[ Info: [5]	train-mlogloss:0.21936151981353760
[ Info: [6]	train-mlogloss:0.17176349248204911
[ Info: [7]	train-mlogloss:0.13712078645115808
[ Info: [8]	train-mlogloss:0.11157549052011399
[ Info: [9]	train-mlogloss:0.09267117757172812
[ Info: [10]	train-mlogloss:0.07883728125265667
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96610602935155232
[ Info: [2]	train-mlogloss:0.85498510712669007
[ Info: [3]	train-mlogloss:0.76048787889026459
[ Info: [4]	train-mlogloss:0.67928090947014941
[ Info: [5]	train-mlogloss:0.60892528636114940
[ Info: [6]	train-mlogloss:0.54757455700919744
[ Info: [7]	train-mlogloss:0.49379314042273020
[ Info: [8]	train-mlogloss:0.44644049803415936
[ Info: [9]	train-mlogloss:0.40459462120419459
[ Info: [10]	train-mlogloss:0.36749916076660155
[ Info: [11]	train-mlogloss:0.33452646590414503
[ Info: [12]	train-mlogloss:0.30514967271259852
[ Info: [13]	train-mlogloss:0.27890278838929677
[ Info: [14]	train-mlogloss:0.25555970881666457
[ Info: [15]	train-mlogloss:0.23463234021550133
[ Info: [16]	train-mlogloss:0.21583787770498367
[ Info: [17]	train-mlogloss:0.19895084344205402
[ Info: [18]	train-mlogloss:0.18373927261148179
[ Info: [19]	train-mlogloss:0.17003524615651086
[ Info: [20]	train-mlogloss:0.15766795646576653
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84391320376169110
[ Info: [2]	train-mlogloss:0.66554911306926179
[ Info: [3]	train-mlogloss:0.53401708319073626
[ Info: [4]	train-mlogloss:0.43405766629037401
[ Info: [5]	train-mlogloss:0.35658393388702758
[ Info: [6]	train-mlogloss:0.29570389389991758
[ Info: [7]	train-mlogloss:0.24758422346342177
[ Info: [8]	train-mlogloss:0.20903146536577316
[ Info: [9]	train-mlogloss:0.17797896095684596
[ Info: [10]	train-mlogloss:0.15274619091124761
[ Info: [11]	train-mlogloss:0.13222991668042683
[ Info: [12]	train-mlogloss:0.11548555209523155
[ Info: [13]	train-mlogloss:0.10177177552665984
[ Info: [14]	train-mlogloss:0.09050260271344866
[ Info: [15]	train-mlogloss:0.08121144491292182
[ Info: [16]	train-mlogloss:0.07344205808781443
[ Info: [17]	train-mlogloss:0.06629338754074914
[ Info: [18]	train-mlogloss:0.06077156191070875
[ Info: [19]	train-mlogloss:0.05567946622059459
[ Info: [20]	train-mlogloss:0.04984344999705042
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73243870564869473
[ Info: [2]	train-mlogloss:0.51898212376094999
[ Info: [3]	train-mlogloss:0.38034115774290900
[ Info: [4]	train-mlogloss:0.28567313608669098
[ Info: [5]	train-mlogloss:0.21936151981353760
[ Info: [6]	train-mlogloss:0.17176349248204911
[ Info: [7]	train-mlogloss:0.13712078645115808
[ Info: [8]	train-mlogloss:0.11157549052011399
[ Info: [9]	train-mlogloss:0.09267117757172812
[ Info: [10]	train-mlogloss:0.07883728125265667
[ Info: [11]	train-mlogloss:0.06820655319662321
[ Info: [12]	train-mlogloss:0.05997786053589412
[ Info: [13]	train-mlogloss:0.05137544002916131
[ Info: [14]	train-mlogloss:0.04375683322903656
[ Info: [15]	train-mlogloss:0.03998706752345676
[ Info: [16]	train-mlogloss:0.03690409193791094
[ Info: [17]	train-mlogloss:0.03469347582154331
[ Info: [18]	train-mlogloss:0.03213540995937018
[ Info: [19]	train-mlogloss:0.03060149953124069
[ Info: [20]	train-mlogloss:0.02938025241628999
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97483433712096446
[ Info: [2]	train-mlogloss:0.86891427096866425
[ Info: [3]	train-mlogloss:0.77857356695901780
[ Info: [4]	train-mlogloss:0.69952634062085828
[ Info: [5]	train-mlogloss:0.63092502582640875
[ Info: [6]	train-mlogloss:0.57102088360559378
[ Info: [7]	train-mlogloss:0.51763610981759567
[ Info: [8]	train-mlogloss:0.47053923692022054
[ Info: [9]	train-mlogloss:0.42884785135587056
[ Info: [10]	train-mlogloss:0.39197065773464385
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.86053875173841199
[ Info: [2]	train-mlogloss:0.68684130396161758
[ Info: [3]	train-mlogloss:0.55817515963599795
[ Info: [4]	train-mlogloss:0.45870674649874371
[ Info: [5]	train-mlogloss:0.38127541513670060
[ Info: [6]	train-mlogloss:0.32041137842904954
[ Info: [7]	train-mlogloss:0.27180777419181096
[ Info: [8]	train-mlogloss:0.23267553618976047
[ Info: [9]	train-mlogloss:0.20129095628148033
[ Info: [10]	train-mlogloss:0.17567770828803381
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.75608202389308388
[ Info: [2]	train-mlogloss:0.54638213486898513
[ Info: [3]	train-mlogloss:0.40748181059246974
[ Info: [4]	train-mlogloss:0.31207826903888158
[ Info: [5]	train-mlogloss:0.24464475242864517
[ Info: [6]	train-mlogloss:0.19644721675486793
[ Info: [7]	train-mlogloss:0.16033600306227094
[ Info: [8]	train-mlogloss:0.13286803520861126
[ Info: [9]	train-mlogloss:0.11189082910617193
[ Info: [10]	train-mlogloss:0.09514393306204251
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97483433712096446
[ Info: [2]	train-mlogloss:0.86891427096866425
[ Info: [3]	train-mlogloss:0.77857356695901780
[ Info: [4]	train-mlogloss:0.69952634062085828
[ Info: [5]	train-mlogloss:0.63092502582640875
[ Info: [6]	train-mlogloss:0.57102088360559378
[ Info: [7]	train-mlogloss:0.51763610981759567
[ Info: [8]	train-mlogloss:0.47053923692022054
[ Info: [9]	train-mlogloss:0.42884785135587056
[ Info: [10]	train-mlogloss:0.39197065773464385
[ Info: [11]	train-mlogloss:0.35912301824206400
[ Info: [12]	train-mlogloss:0.32978181526774453
[ Info: [13]	train-mlogloss:0.30351524920690626
[ Info: [14]	train-mlogloss:0.27995482143901645
[ Info: [15]	train-mlogloss:0.25878425013451350
[ Info: [16]	train-mlogloss:0.23973020769300915
[ Info: [17]	train-mlogloss:0.22272729419526599
[ Info: [18]	train-mlogloss:0.20737572269780294
[ Info: [19]	train-mlogloss:0.19322998452754248
[ Info: [20]	train-mlogloss:0.18046276157810576
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.86053875173841199
[ Info: [2]	train-mlogloss:0.68684130396161758
[ Info: [3]	train-mlogloss:0.55817515963599795
[ Info: [4]	train-mlogloss:0.45870674649874371
[ Info: [5]	train-mlogloss:0.38127541513670060
[ Info: [6]	train-mlogloss:0.32041137842904954
[ Info: [7]	train-mlogloss:0.27180777419181096
[ Info: [8]	train-mlogloss:0.23267553618976047
[ Info: [9]	train-mlogloss:0.20129095628148033
[ Info: [10]	train-mlogloss:0.17567770828803381
[ Info: [11]	train-mlogloss:0.15429947674274444
[ Info: [12]	train-mlogloss:0.13697868386904399
[ Info: [13]	train-mlogloss:0.12247023121232078
[ Info: [14]	train-mlogloss:0.10975979843309948
[ Info: [15]	train-mlogloss:0.09853682141928445
[ Info: [16]	train-mlogloss:0.08880356592791420
[ Info: [17]	train-mlogloss:0.08075196664957773
[ Info: [18]	train-mlogloss:0.07382400630130655
[ Info: [19]	train-mlogloss:0.06818675989551204
[ Info: [20]	train-mlogloss:0.06280734475169863
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.75608202389308388
[ Info: [2]	train-mlogloss:0.54638213486898513
[ Info: [3]	train-mlogloss:0.40748181059246974
[ Info: [4]	train-mlogloss:0.31207826903888158
[ Info: [5]	train-mlogloss:0.24464475242864517
[ Info: [6]	train-mlogloss:0.19644721675486793
[ Info: [7]	train-mlogloss:0.16033600306227094
[ Info: [8]	train-mlogloss:0.13286803520861126
[ Info: [9]	train-mlogloss:0.11189082910617193
[ Info: [10]	train-mlogloss:0.09514393306204251
[ Info: [11]	train-mlogloss:0.08188618609593028
[ Info: [12]	train-mlogloss:0.07148405427024478
[ Info: [13]	train-mlogloss:0.06291855905382406
[ Info: [14]	train-mlogloss:0.05675657153839157
[ Info: [15]	train-mlogloss:0.05217718592002278
[ Info: [16]	train-mlogloss:0.04811737988853738
[ Info: [17]	train-mlogloss:0.04479291251904908
[ Info: [18]	train-mlogloss:0.04172228531291088
[ Info: [19]	train-mlogloss:0.03964075755682730
[ Info: [20]	train-mlogloss:0.03830713219053689
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97059223538353334
[ Info: [2]	train-mlogloss:0.86283888078871229
[ Info: [3]	train-mlogloss:0.77096053588958013
[ Info: [4]	train-mlogloss:0.69181114662261234
[ Info: [5]	train-mlogloss:0.62304223378499346
[ Info: [6]	train-mlogloss:0.56294044823873612
[ Info: [7]	train-mlogloss:0.51014076953842524
[ Info: [8]	train-mlogloss:0.46354723487581523
[ Info: [9]	train-mlogloss:0.42227103738557725
[ Info: [10]	train-mlogloss:0.38559732976413907
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85238817476090933
[ Info: [2]	train-mlogloss:0.67864443006969632
[ Info: [3]	train-mlogloss:0.54987206231980101
[ Info: [4]	train-mlogloss:0.45155560175577797
[ Info: [5]	train-mlogloss:0.37494158063616073
[ Info: [6]	train-mlogloss:0.31229524527277264
[ Info: [7]	train-mlogloss:0.26213831986699787
[ Info: [8]	train-mlogloss:0.22176577746868134
[ Info: [9]	train-mlogloss:0.18904322087764741
[ Info: [10]	train-mlogloss:0.16245638728141784
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74437439384914583
[ Info: [2]	train-mlogloss:0.53539070799237209
[ Info: [3]	train-mlogloss:0.39865371244294301
[ Info: [4]	train-mlogloss:0.30156952284631278
[ Info: [5]	train-mlogloss:0.23244616034485044
[ Info: [6]	train-mlogloss:0.18244187491280692
[ Info: [7]	train-mlogloss:0.14632768630981446
[ Info: [8]	train-mlogloss:0.11840705829007285
[ Info: [9]	train-mlogloss:0.09670401754833403
[ Info: [10]	train-mlogloss:0.08028437243331046
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97059223538353334
[ Info: [2]	train-mlogloss:0.86283888078871229
[ Info: [3]	train-mlogloss:0.77096053588958013
[ Info: [4]	train-mlogloss:0.69181114662261234
[ Info: [5]	train-mlogloss:0.62304223378499346
[ Info: [6]	train-mlogloss:0.56294044823873612
[ Info: [7]	train-mlogloss:0.51014076953842524
[ Info: [8]	train-mlogloss:0.46354723487581523
[ Info: [9]	train-mlogloss:0.42227103738557725
[ Info: [10]	train-mlogloss:0.38559732976413907
[ Info: [11]	train-mlogloss:0.35180065660249621
[ Info: [12]	train-mlogloss:0.32143630215099878
[ Info: [13]	train-mlogloss:0.29435623742285227
[ Info: [14]	train-mlogloss:0.27015233011472795
[ Info: [15]	train-mlogloss:0.24830066022418795
[ Info: [16]	train-mlogloss:0.22863553166389466
[ Info: [17]	train-mlogloss:0.21091197502045406
[ Info: [18]	train-mlogloss:0.19491644359770274
[ Info: [19]	train-mlogloss:0.18046211628686815
[ Info: [20]	train-mlogloss:0.16743007671265375
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85238817476090933
[ Info: [2]	train-mlogloss:0.67864443006969632
[ Info: [3]	train-mlogloss:0.54987206231980101
[ Info: [4]	train-mlogloss:0.45155560175577797
[ Info: [5]	train-mlogloss:0.37494158063616073
[ Info: [6]	train-mlogloss:0.31229524527277264
[ Info: [7]	train-mlogloss:0.26213831986699787
[ Info: [8]	train-mlogloss:0.22176577746868134
[ Info: [9]	train-mlogloss:0.18904322087764741
[ Info: [10]	train-mlogloss:0.16245638728141784
[ Info: [11]	train-mlogloss:0.14103399188745588
[ Info: [12]	train-mlogloss:0.12268305867910385
[ Info: [13]	train-mlogloss:0.10690229655731293
[ Info: [14]	train-mlogloss:0.09379101509139651
[ Info: [15]	train-mlogloss:0.08302188011861983
[ Info: [16]	train-mlogloss:0.07397217789576167
[ Info: [17]	train-mlogloss:0.06665240519103549
[ Info: [18]	train-mlogloss:0.06048126412289483
[ Info: [19]	train-mlogloss:0.05529815178541910
[ Info: [20]	train-mlogloss:0.05090075016376518
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74437439384914583
[ Info: [2]	train-mlogloss:0.53539070799237209
[ Info: [3]	train-mlogloss:0.39865371244294301
[ Info: [4]	train-mlogloss:0.30156952284631278
[ Info: [5]	train-mlogloss:0.23244616034485044
[ Info: [6]	train-mlogloss:0.18244187491280692
[ Info: [7]	train-mlogloss:0.14632768630981446
[ Info: [8]	train-mlogloss:0.11840705829007285
[ Info: [9]	train-mlogloss:0.09670401754833403
[ Info: [10]	train-mlogloss:0.08028437243331046
[ Info: [11]	train-mlogloss:0.06792601307942754
[ Info: [12]	train-mlogloss:0.05860808754251117
[ Info: [13]	train-mlogloss:0.05142338167698610
[ Info: [14]	train-mlogloss:0.04472913240038214
[ Info: [15]	train-mlogloss:0.03959536069915408
[ Info: [16]	train-mlogloss:0.03566983772353047
[ Info: [17]	train-mlogloss:0.03238871054102977
[ Info: [18]	train-mlogloss:0.02969010223058008
[ Info: [19]	train-mlogloss:0.02843482442022789
[ Info: [20]	train-mlogloss:0.02735186057786147
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96787397464116409
[ Info: [2]	train-mlogloss:0.85801437298456829
[ Info: [3]	train-mlogloss:0.76443491265887309
[ Info: [4]	train-mlogloss:0.68390247821807859
[ Info: [5]	train-mlogloss:0.61404319831303189
[ Info: [6]	train-mlogloss:0.55305493388857163
[ Info: [7]	train-mlogloss:0.49953319458734424
[ Info: [8]	train-mlogloss:0.45234237767401198
[ Info: [9]	train-mlogloss:0.41099248642013186
[ Info: [10]	train-mlogloss:0.37427794763020106
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84718395074208575
[ Info: [2]	train-mlogloss:0.67039029598236088
[ Info: [3]	train-mlogloss:0.53964767910185318
[ Info: [4]	train-mlogloss:0.44005968088195435
[ Info: [5]	train-mlogloss:0.36344064502488999
[ Info: [6]	train-mlogloss:0.30093890882673718
[ Info: [7]	train-mlogloss:0.25200924021857124
[ Info: [8]	train-mlogloss:0.21243283819584619
[ Info: [9]	train-mlogloss:0.18046860482011523
[ Info: [10]	train-mlogloss:0.15451039572556813
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73693051394962128
[ Info: [2]	train-mlogloss:0.52478807568550112
[ Info: [3]	train-mlogloss:0.38649080679530190
[ Info: [4]	train-mlogloss:0.29264650855745589
[ Info: [5]	train-mlogloss:0.22279193089121863
[ Info: [6]	train-mlogloss:0.17482217663810368
[ Info: [7]	train-mlogloss:0.13868026215405690
[ Info: [8]	train-mlogloss:0.11248991822912580
[ Info: [9]	train-mlogloss:0.09305882922240666
[ Info: [10]	train-mlogloss:0.07911519376294954
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96787397464116409
[ Info: [2]	train-mlogloss:0.85801437298456829
[ Info: [3]	train-mlogloss:0.76443491265887309
[ Info: [4]	train-mlogloss:0.68390247821807859
[ Info: [5]	train-mlogloss:0.61404319831303189
[ Info: [6]	train-mlogloss:0.55305493388857163
[ Info: [7]	train-mlogloss:0.49953319458734424
[ Info: [8]	train-mlogloss:0.45234237767401198
[ Info: [9]	train-mlogloss:0.41099248642013186
[ Info: [10]	train-mlogloss:0.37427794763020106
[ Info: [11]	train-mlogloss:0.34045737896646772
[ Info: [12]	train-mlogloss:0.31034598747889203
[ Info: [13]	train-mlogloss:0.28382870157559714
[ Info: [14]	train-mlogloss:0.26008744466872441
[ Info: [15]	train-mlogloss:0.23851433751128970
[ Info: [16]	train-mlogloss:0.21921068628629048
[ Info: [17]	train-mlogloss:0.20184177245412555
[ Info: [18]	train-mlogloss:0.18619344660214016
[ Info: [19]	train-mlogloss:0.17207835047017961
[ Info: [20]	train-mlogloss:0.15933201965831575
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84718395074208575
[ Info: [2]	train-mlogloss:0.67039029598236088
[ Info: [3]	train-mlogloss:0.53964767910185318
[ Info: [4]	train-mlogloss:0.44005968088195435
[ Info: [5]	train-mlogloss:0.36344064502488999
[ Info: [6]	train-mlogloss:0.30093890882673718
[ Info: [7]	train-mlogloss:0.25200924021857124
[ Info: [8]	train-mlogloss:0.21243283819584619
[ Info: [9]	train-mlogloss:0.18046860482011523
[ Info: [10]	train-mlogloss:0.15451039572556813
[ Info: [11]	train-mlogloss:0.13364208979266032
[ Info: [12]	train-mlogloss:0.11658473483153751
[ Info: [13]	train-mlogloss:0.10256962215616590
[ Info: [14]	train-mlogloss:0.09153323570887248
[ Info: [15]	train-mlogloss:0.08050647956274805
[ Info: [16]	train-mlogloss:0.07164909938971202
[ Info: [17]	train-mlogloss:0.06380777234832445
[ Info: [18]	train-mlogloss:0.05690975148408186
[ Info: [19]	train-mlogloss:0.05123861400144441
[ Info: [20]	train-mlogloss:0.04678891239066919
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73693051394962128
[ Info: [2]	train-mlogloss:0.52478807568550112
[ Info: [3]	train-mlogloss:0.38649080679530190
[ Info: [4]	train-mlogloss:0.29264650855745589
[ Info: [5]	train-mlogloss:0.22279193089121863
[ Info: [6]	train-mlogloss:0.17482217663810368
[ Info: [7]	train-mlogloss:0.13868026215405690
[ Info: [8]	train-mlogloss:0.11248991822912580
[ Info: [9]	train-mlogloss:0.09305882922240666
[ Info: [10]	train-mlogloss:0.07911519376294954
[ Info: [11]	train-mlogloss:0.06609121280766669
[ Info: [12]	train-mlogloss:0.05719876220183713
[ Info: [13]	train-mlogloss:0.04861812774269354
[ Info: [14]	train-mlogloss:0.04282568136141414
[ Info: [15]	train-mlogloss:0.03820490874350071
[ Info: [16]	train-mlogloss:0.03419186977580899
[ Info: [17]	train-mlogloss:0.03123849136311383
[ Info: [18]	train-mlogloss:0.02861831176671244
[ Info: [19]	train-mlogloss:0.02694900300176371
[ Info: [20]	train-mlogloss:0.02599575585197835
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96700005474544704
[ Info: [2]	train-mlogloss:0.85659597033546087
[ Info: [3]	train-mlogloss:0.76268606923875359
[ Info: [4]	train-mlogloss:0.68196817636489870
[ Info: [5]	train-mlogloss:0.61202497539066136
[ Info: [6]	train-mlogloss:0.55102541446685793
[ Info: [7]	train-mlogloss:0.49754521790004913
[ Info: [8]	train-mlogloss:0.45032977291515897
[ Info: [9]	train-mlogloss:0.40856265624364219
[ Info: [10]	train-mlogloss:0.37149838436217536
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84562079225267683
[ Info: [2]	train-mlogloss:0.66834616831370763
[ Info: [3]	train-mlogloss:0.53756816160111198
[ Info: [4]	train-mlogloss:0.43793557343028838
[ Info: [5]	train-mlogloss:0.36054984387897310
[ Info: [6]	train-mlogloss:0.29967187784966970
[ Info: [7]	train-mlogloss:0.25119291827792212
[ Info: [8]	train-mlogloss:0.21227479378382366
[ Info: [9]	train-mlogloss:0.18082824079763321
[ Info: [10]	train-mlogloss:0.15528092519158410
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73487439780008224
[ Info: [2]	train-mlogloss:0.52264665365219121
[ Info: [3]	train-mlogloss:0.38434811348006837
[ Info: [4]	train-mlogloss:0.28958687668754940
[ Info: [5]	train-mlogloss:0.22269679307937623
[ Info: [6]	train-mlogloss:0.17452047041484287
[ Info: [7]	train-mlogloss:0.13933121483950389
[ Info: [8]	train-mlogloss:0.11334160495372046
[ Info: [9]	train-mlogloss:0.09385201711030233
[ Info: [10]	train-mlogloss:0.07878754451161339
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96700005474544704
[ Info: [2]	train-mlogloss:0.85659597033546087
[ Info: [3]	train-mlogloss:0.76268606923875359
[ Info: [4]	train-mlogloss:0.68196817636489870
[ Info: [5]	train-mlogloss:0.61202497539066136
[ Info: [6]	train-mlogloss:0.55102541446685793
[ Info: [7]	train-mlogloss:0.49754521790004913
[ Info: [8]	train-mlogloss:0.45032977291515897
[ Info: [9]	train-mlogloss:0.40856265624364219
[ Info: [10]	train-mlogloss:0.37149838436217536
[ Info: [11]	train-mlogloss:0.33851786937032430
[ Info: [12]	train-mlogloss:0.30912666604632422
[ Info: [13]	train-mlogloss:0.28284756796700616
[ Info: [14]	train-mlogloss:0.25930682363964264
[ Info: [15]	train-mlogloss:0.23818368117014568
[ Info: [16]	train-mlogloss:0.21920108341035388
[ Info: [17]	train-mlogloss:0.20211852803116753
[ Info: [18]	train-mlogloss:0.18672612877119155
[ Info: [19]	train-mlogloss:0.17284025223482222
[ Info: [20]	train-mlogloss:0.16029964103585198
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84562079225267683
[ Info: [2]	train-mlogloss:0.66834616831370763
[ Info: [3]	train-mlogloss:0.53756816160111198
[ Info: [4]	train-mlogloss:0.43793557343028838
[ Info: [5]	train-mlogloss:0.36054984387897310
[ Info: [6]	train-mlogloss:0.29967187784966970
[ Info: [7]	train-mlogloss:0.25119291827792212
[ Info: [8]	train-mlogloss:0.21227479378382366
[ Info: [9]	train-mlogloss:0.18082824079763321
[ Info: [10]	train-mlogloss:0.15528092519158410
[ Info: [11]	train-mlogloss:0.13442861444893336
[ Info: [12]	train-mlogloss:0.11746168250129337
[ Info: [13]	train-mlogloss:0.10323805567764101
[ Info: [14]	train-mlogloss:0.09138539497341429
[ Info: [15]	train-mlogloss:0.08143110108517465
[ Info: [16]	train-mlogloss:0.07314958409184501
[ Info: [17]	train-mlogloss:0.06555956257950692
[ Info: [18]	train-mlogloss:0.05912817705954824
[ Info: [19]	train-mlogloss:0.05410789453557559
[ Info: [20]	train-mlogloss:0.04868868859041305
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73487439780008224
[ Info: [2]	train-mlogloss:0.52264665365219121
[ Info: [3]	train-mlogloss:0.38434811348006837
[ Info: [4]	train-mlogloss:0.28958687668754940
[ Info: [5]	train-mlogloss:0.22269679307937623
[ Info: [6]	train-mlogloss:0.17452047041484287
[ Info: [7]	train-mlogloss:0.13933121483950389
[ Info: [8]	train-mlogloss:0.11334160495372046
[ Info: [9]	train-mlogloss:0.09385201711030233
[ Info: [10]	train-mlogloss:0.07878754451161339
[ Info: [11]	train-mlogloss:0.06736134407775743
[ Info: [12]	train-mlogloss:0.05762513616964931
[ Info: [13]	train-mlogloss:0.05070862894256910
[ Info: [14]	train-mlogloss:0.04366399539368493
[ Info: [15]	train-mlogloss:0.03890408116082351
[ Info: [16]	train-mlogloss:0.03606735062563703
[ Info: [17]	train-mlogloss:0.03287566354764360
[ Info: [18]	train-mlogloss:0.03063989431552944
[ Info: [19]	train-mlogloss:0.02877358081972315
[ Info: [20]	train-mlogloss:0.02799010152618090
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96585079431533816
[ Info: [2]	train-mlogloss:0.85444615057536533
[ Info: [3]	train-mlogloss:0.75966438736234387
[ Info: [4]	train-mlogloss:0.67949670609973722
[ Info: [5]	train-mlogloss:0.60993991579328266
[ Info: [6]	train-mlogloss:0.54921302852176490
[ Info: [7]	train-mlogloss:0.49590954354831152
[ Info: [8]	train-mlogloss:0.44938316089766367
[ Info: [9]	train-mlogloss:0.40816288732347034
[ Info: [10]	train-mlogloss:0.37159543150947205
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84338867437271847
[ Info: [2]	train-mlogloss:0.66444503068923955
[ Info: [3]	train-mlogloss:0.53453910748163858
[ Info: [4]	train-mlogloss:0.43647313231513613
[ Info: [5]	train-mlogloss:0.36024566150846937
[ Info: [6]	train-mlogloss:0.30003022239321753
[ Info: [7]	train-mlogloss:0.25218097042469750
[ Info: [8]	train-mlogloss:0.21356762661820367
[ Info: [9]	train-mlogloss:0.18241059482097627
[ Info: [10]	train-mlogloss:0.15704269962651388
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73163095996493388
[ Info: [2]	train-mlogloss:0.52062735415640327
[ Info: [3]	train-mlogloss:0.38427388696443465
[ Info: [4]	train-mlogloss:0.29056968121301563
[ Info: [5]	train-mlogloss:0.22448490389755793
[ Info: [6]	train-mlogloss:0.17673828388963428
[ Info: [7]	train-mlogloss:0.14174743443727494
[ Info: [8]	train-mlogloss:0.11511904625665574
[ Info: [9]	train-mlogloss:0.09422411641904287
[ Info: [10]	train-mlogloss:0.07873683823716073
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96585079431533816
[ Info: [2]	train-mlogloss:0.85444615057536533
[ Info: [3]	train-mlogloss:0.75966438736234387
[ Info: [4]	train-mlogloss:0.67949670609973722
[ Info: [5]	train-mlogloss:0.60993991579328266
[ Info: [6]	train-mlogloss:0.54921302852176490
[ Info: [7]	train-mlogloss:0.49590954354831152
[ Info: [8]	train-mlogloss:0.44938316089766367
[ Info: [9]	train-mlogloss:0.40816288732347034
[ Info: [10]	train-mlogloss:0.37159543150947205
[ Info: [11]	train-mlogloss:0.33898655970891317
[ Info: [12]	train-mlogloss:0.30989036219460625
[ Info: [13]	train-mlogloss:0.28388718253090267
[ Info: [14]	train-mlogloss:0.26062943296773095
[ Info: [15]	train-mlogloss:0.23968199888865152
[ Info: [16]	train-mlogloss:0.22089106454735710
[ Info: [17]	train-mlogloss:0.20396611364114853
[ Info: [18]	train-mlogloss:0.18869644971120925
[ Info: [19]	train-mlogloss:0.17490849296251934
[ Info: [20]	train-mlogloss:0.16243904559385208
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84338867437271847
[ Info: [2]	train-mlogloss:0.66444503068923955
[ Info: [3]	train-mlogloss:0.53453910748163858
[ Info: [4]	train-mlogloss:0.43647313231513613
[ Info: [5]	train-mlogloss:0.36024566150846937
[ Info: [6]	train-mlogloss:0.30003022239321753
[ Info: [7]	train-mlogloss:0.25218097042469750
[ Info: [8]	train-mlogloss:0.21356762661820367
[ Info: [9]	train-mlogloss:0.18241059482097627
[ Info: [10]	train-mlogloss:0.15704269962651388
[ Info: [11]	train-mlogloss:0.13628876209259033
[ Info: [12]	train-mlogloss:0.11910255302985509
[ Info: [13]	train-mlogloss:0.10395244090330033
[ Info: [14]	train-mlogloss:0.09155227144559225
[ Info: [15]	train-mlogloss:0.08176742543776830
[ Info: [16]	train-mlogloss:0.07343967432777086
[ Info: [17]	train-mlogloss:0.06623131171578453
[ Info: [18]	train-mlogloss:0.06022861394144240
[ Info: [19]	train-mlogloss:0.05509491610739913
[ Info: [20]	train-mlogloss:0.05068094647001652
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73163095996493388
[ Info: [2]	train-mlogloss:0.52062735415640327
[ Info: [3]	train-mlogloss:0.38427388696443465
[ Info: [4]	train-mlogloss:0.29056968121301563
[ Info: [5]	train-mlogloss:0.22448490389755793
[ Info: [6]	train-mlogloss:0.17673828388963428
[ Info: [7]	train-mlogloss:0.14174743443727494
[ Info: [8]	train-mlogloss:0.11511904625665574
[ Info: [9]	train-mlogloss:0.09422411641904287
[ Info: [10]	train-mlogloss:0.07873683823716073
[ Info: [11]	train-mlogloss:0.06720068830819358
[ Info: [12]	train-mlogloss:0.05818869201909928
[ Info: [13]	train-mlogloss:0.05106416612508751
[ Info: [14]	train-mlogloss:0.04545247785392262
[ Info: [15]	train-mlogloss:0.04142380009094874
[ Info: [16]	train-mlogloss:0.03817441137064071
[ Info: [17]	train-mlogloss:0.03579025570125807
[ Info: [18]	train-mlogloss:0.03350829133497817
[ Info: [19]	train-mlogloss:0.03166526316532067
[ Info: [20]	train-mlogloss:0.03063917809299060
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97314797128949848
[ Info: [2]	train-mlogloss:0.86725684177307860
[ Info: [3]	train-mlogloss:0.77668579362687606
[ Info: [4]	train-mlogloss:0.69847365333920430
[ Info: [5]	train-mlogloss:0.63041323536918281
[ Info: [6]	train-mlogloss:0.57081801550728939
[ Info: [7]	train-mlogloss:0.51651351537023271
[ Info: [8]	train-mlogloss:0.46860549733752294
[ Info: [9]	train-mlogloss:0.42604469969159081
[ Info: [10]	train-mlogloss:0.38836861252784727
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85713134266081314
[ Info: [2]	train-mlogloss:0.68571359884171257
[ Info: [3]	train-mlogloss:0.55802064963749476
[ Info: [4]	train-mlogloss:0.45673101657912846
[ Info: [5]	train-mlogloss:0.37784429107393536
[ Info: [6]	train-mlogloss:0.31558467518715633
[ Info: [7]	train-mlogloss:0.26591874616486688
[ Info: [8]	train-mlogloss:0.22621544230551946
[ Info: [9]	train-mlogloss:0.19371936732814427
[ Info: [10]	train-mlogloss:0.16711152536528451
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.75091142824717927
[ Info: [2]	train-mlogloss:0.54388612281708493
[ Info: [3]	train-mlogloss:0.40275605292547317
[ Info: [4]	train-mlogloss:0.30574866079148794
[ Info: [5]	train-mlogloss:0.23698939865543728
[ Info: [6]	train-mlogloss:0.18726269304752349
[ Info: [7]	train-mlogloss:0.15043453481935321
[ Info: [8]	train-mlogloss:0.12229952492884227
[ Info: [9]	train-mlogloss:0.10179623805341266
[ Info: [10]	train-mlogloss:0.08609343469142913
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97314797128949848
[ Info: [2]	train-mlogloss:0.86725684177307860
[ Info: [3]	train-mlogloss:0.77668579362687606
[ Info: [4]	train-mlogloss:0.69847365333920430
[ Info: [5]	train-mlogloss:0.63041323536918281
[ Info: [6]	train-mlogloss:0.57081801550728939
[ Info: [7]	train-mlogloss:0.51651351537023271
[ Info: [8]	train-mlogloss:0.46860549733752294
[ Info: [9]	train-mlogloss:0.42604469969159081
[ Info: [10]	train-mlogloss:0.38836861252784727
[ Info: [11]	train-mlogloss:0.35479994018872579
[ Info: [12]	train-mlogloss:0.32481490543910435
[ Info: [13]	train-mlogloss:0.29798226470039002
[ Info: [14]	train-mlogloss:0.27390729770773931
[ Info: [15]	train-mlogloss:0.25244823708420711
[ Info: [16]	train-mlogloss:0.23310880604244413
[ Info: [17]	train-mlogloss:0.21554808432147615
[ Info: [18]	train-mlogloss:0.19965294443425677
[ Info: [19]	train-mlogloss:0.18525580394835700
[ Info: [20]	train-mlogloss:0.17189127036503382
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85713134266081314
[ Info: [2]	train-mlogloss:0.68571359884171257
[ Info: [3]	train-mlogloss:0.55802064963749476
[ Info: [4]	train-mlogloss:0.45673101657912846
[ Info: [5]	train-mlogloss:0.37784429107393536
[ Info: [6]	train-mlogloss:0.31558467518715633
[ Info: [7]	train-mlogloss:0.26591874616486688
[ Info: [8]	train-mlogloss:0.22621544230551946
[ Info: [9]	train-mlogloss:0.19371936732814427
[ Info: [10]	train-mlogloss:0.16711152536528451
[ Info: [11]	train-mlogloss:0.14471447907742999
[ Info: [12]	train-mlogloss:0.12652544542437508
[ Info: [13]	train-mlogloss:0.11159505077770777
[ Info: [14]	train-mlogloss:0.09920312531647228
[ Info: [15]	train-mlogloss:0.08879963226971171
[ Info: [16]	train-mlogloss:0.08020201612796102
[ Info: [17]	train-mlogloss:0.07275149683867183
[ Info: [18]	train-mlogloss:0.06652590628890764
[ Info: [19]	train-mlogloss:0.06111020662245296
[ Info: [20]	train-mlogloss:0.05664906331471035
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.75091142824717927
[ Info: [2]	train-mlogloss:0.54388612281708493
[ Info: [3]	train-mlogloss:0.40275605292547317
[ Info: [4]	train-mlogloss:0.30574866079148794
[ Info: [5]	train-mlogloss:0.23698939865543728
[ Info: [6]	train-mlogloss:0.18726269304752349
[ Info: [7]	train-mlogloss:0.15043453481935321
[ Info: [8]	train-mlogloss:0.12229952492884227
[ Info: [9]	train-mlogloss:0.10179623805341266
[ Info: [10]	train-mlogloss:0.08609343469142913
[ Info: [11]	train-mlogloss:0.07408291718789510
[ Info: [12]	train-mlogloss:0.06443484113329932
[ Info: [13]	train-mlogloss:0.05714751265588261
[ Info: [14]	train-mlogloss:0.05137462413736752
[ Info: [15]	train-mlogloss:0.04579867780918167
[ Info: [16]	train-mlogloss:0.04211297569175562
[ Info: [17]	train-mlogloss:0.03841374248621009
[ Info: [18]	train-mlogloss:0.03598289958955277
[ Info: [19]	train-mlogloss:0.03374387554469563
[ Info: [20]	train-mlogloss:0.03242568272565093
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96811607678731282
[ Info: [2]	train-mlogloss:0.85874129533767696
[ Info: [3]	train-mlogloss:0.76575939307610197
[ Info: [4]	train-mlogloss:0.68587076663970947
[ Info: [5]	train-mlogloss:0.61666562507549927
[ Info: [6]	train-mlogloss:0.55632219513257342
[ Info: [7]	train-mlogloss:0.50342544466257100
[ Info: [8]	train-mlogloss:0.45685214449961981
[ Info: [9]	train-mlogloss:0.41569464256366095
[ Info: [10]	train-mlogloss:0.37920861095190050
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84781805475552874
[ Info: [2]	train-mlogloss:0.67235508114099507
[ Info: [3]	train-mlogloss:0.54299825827280679
[ Info: [4]	train-mlogloss:0.44469709595044454
[ Info: [5]	train-mlogloss:0.36850536366303760
[ Info: [6]	train-mlogloss:0.30862711568673451
[ Info: [7]	train-mlogloss:0.26108740468819935
[ Info: [8]	train-mlogloss:0.22304861148198446
[ Info: [9]	train-mlogloss:0.19242397199074426
[ Info: [10]	train-mlogloss:0.16764446422457696
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73811481495698295
[ Info: [2]	train-mlogloss:0.52821869552135470
[ Info: [3]	train-mlogloss:0.39189766099055606
[ Info: [4]	train-mlogloss:0.29879944771528244
[ Info: [5]	train-mlogloss:0.23334996874133745
[ Info: [6]	train-mlogloss:0.18646645744641621
[ Info: [7]	train-mlogloss:0.15243681917587917
[ Info: [8]	train-mlogloss:0.12748876189192135
[ Info: [9]	train-mlogloss:0.10511573186765115
[ Info: [10]	train-mlogloss:0.08821864034980535
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96811607678731282
[ Info: [2]	train-mlogloss:0.85874129533767696
[ Info: [3]	train-mlogloss:0.76575939307610197
[ Info: [4]	train-mlogloss:0.68587076663970947
[ Info: [5]	train-mlogloss:0.61666562507549927
[ Info: [6]	train-mlogloss:0.55632219513257342
[ Info: [7]	train-mlogloss:0.50342544466257100
[ Info: [8]	train-mlogloss:0.45685214449961981
[ Info: [9]	train-mlogloss:0.41569464256366095
[ Info: [10]	train-mlogloss:0.37920861095190050
[ Info: [11]	train-mlogloss:0.34677631705999373
[ Info: [12]	train-mlogloss:0.31787988593180977
[ Info: [13]	train-mlogloss:0.29208092192808788
[ Info: [14]	train-mlogloss:0.26900569722056389
[ Info: [15]	train-mlogloss:0.24833342432975769
[ Info: [16]	train-mlogloss:0.22978737975160282
[ Info: [17]	train-mlogloss:0.21312705154220263
[ Info: [18]	train-mlogloss:0.19814322069287299
[ Info: [19]	train-mlogloss:0.18465255101521810
[ Info: [20]	train-mlogloss:0.17249404688676198
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84781805475552874
[ Info: [2]	train-mlogloss:0.67235508114099507
[ Info: [3]	train-mlogloss:0.54299825827280679
[ Info: [4]	train-mlogloss:0.44469709595044454
[ Info: [5]	train-mlogloss:0.36850536366303760
[ Info: [6]	train-mlogloss:0.30862711568673451
[ Info: [7]	train-mlogloss:0.26108740468819935
[ Info: [8]	train-mlogloss:0.22304861148198446
[ Info: [9]	train-mlogloss:0.19242397199074426
[ Info: [10]	train-mlogloss:0.16764446422457696
[ Info: [11]	train-mlogloss:0.14750947381059329
[ Info: [12]	train-mlogloss:0.13108780470987161
[ Info: [13]	train-mlogloss:0.11585131194442511
[ Info: [14]	train-mlogloss:0.10237029846757650
[ Info: [15]	train-mlogloss:0.09116067799429099
[ Info: [16]	train-mlogloss:0.08228460174674788
[ Info: [17]	train-mlogloss:0.07480527786538005
[ Info: [18]	train-mlogloss:0.06767710566831132
[ Info: [19]	train-mlogloss:0.06143433291775485
[ Info: [20]	train-mlogloss:0.05613800777743260
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73811481495698295
[ Info: [2]	train-mlogloss:0.52821869552135470
[ Info: [3]	train-mlogloss:0.39189766099055606
[ Info: [4]	train-mlogloss:0.29879944771528244
[ Info: [5]	train-mlogloss:0.23334996874133745
[ Info: [6]	train-mlogloss:0.18646645744641621
[ Info: [7]	train-mlogloss:0.15243681917587917
[ Info: [8]	train-mlogloss:0.12748876189192135
[ Info: [9]	train-mlogloss:0.10511573186765115
[ Info: [10]	train-mlogloss:0.08821864034980535
[ Info: [11]	train-mlogloss:0.07599299754947424
[ Info: [12]	train-mlogloss:0.06530090995753805
[ Info: [13]	train-mlogloss:0.05663066773364941
[ Info: [14]	train-mlogloss:0.04993736871207754
[ Info: [15]	train-mlogloss:0.04466134159204860
[ Info: [16]	train-mlogloss:0.03985112536077698
[ Info: [17]	train-mlogloss:0.03695193907866876
[ Info: [18]	train-mlogloss:0.03438642539549619
[ Info: [19]	train-mlogloss:0.03216321163345128
[ Info: [20]	train-mlogloss:0.03090460280266901
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96833887745936709
[ Info: [2]	train-mlogloss:0.85902396092812217
[ Info: [3]	train-mlogloss:0.76598539700110757
[ Info: [4]	train-mlogloss:0.68595308115084963
[ Info: [5]	train-mlogloss:0.61653779049714408
[ Info: [6]	train-mlogloss:0.55593291868766148
[ Info: [7]	train-mlogloss:0.50273480142156279
[ Info: [8]	train-mlogloss:0.45580217887957891
[ Info: [9]	train-mlogloss:0.41424685095747310
[ Info: [10]	train-mlogloss:0.37734439000487330
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84815710137287781
[ Info: [2]	train-mlogloss:0.67247525105873740
[ Info: [3]	train-mlogloss:0.54261388132969535
[ Info: [4]	train-mlogloss:0.44364584510525068
[ Info: [5]	train-mlogloss:0.36657707542181017
[ Info: [6]	train-mlogloss:0.30581350997090340
[ Info: [7]	train-mlogloss:0.25734554802378018
[ Info: [8]	train-mlogloss:0.21840556388099988
[ Info: [9]	train-mlogloss:0.18685293942689896
[ Info: [10]	train-mlogloss:0.16113669859866300
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73845412035783131
[ Info: [2]	train-mlogloss:0.52783957645297053
[ Info: [3]	train-mlogloss:0.39034805794556937
[ Info: [4]	train-mlogloss:0.29584019382794696
[ Info: [5]	train-mlogloss:0.22888177024821441
[ Info: [6]	train-mlogloss:0.18053050128122169
[ Info: [7]	train-mlogloss:0.14504916090518236
[ Info: [8]	train-mlogloss:0.11847786009311675
[ Info: [9]	train-mlogloss:0.09896949430306752
[ Info: [10]	train-mlogloss:0.08397884381314119
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96833887745936709
[ Info: [2]	train-mlogloss:0.85902396092812217
[ Info: [3]	train-mlogloss:0.76598539700110757
[ Info: [4]	train-mlogloss:0.68595308115084963
[ Info: [5]	train-mlogloss:0.61653779049714408
[ Info: [6]	train-mlogloss:0.55593291868766148
[ Info: [7]	train-mlogloss:0.50273480142156279
[ Info: [8]	train-mlogloss:0.45580217887957891
[ Info: [9]	train-mlogloss:0.41424685095747310
[ Info: [10]	train-mlogloss:0.37734439000487330
[ Info: [11]	train-mlogloss:0.34448810865481694
[ Info: [12]	train-mlogloss:0.31515217572450638
[ Info: [13]	train-mlogloss:0.28891005789240204
[ Info: [14]	train-mlogloss:0.26537989825010300
[ Info: [15]	train-mlogloss:0.24427802699307602
[ Info: [16]	train-mlogloss:0.22529004750152429
[ Info: [17]	train-mlogloss:0.20817923719684284
[ Info: [18]	train-mlogloss:0.19273905952771506
[ Info: [19]	train-mlogloss:0.17878887094557286
[ Info: [20]	train-mlogloss:0.16616982370615005
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84815710137287781
[ Info: [2]	train-mlogloss:0.67247525105873740
[ Info: [3]	train-mlogloss:0.54261388132969535
[ Info: [4]	train-mlogloss:0.44364584510525068
[ Info: [5]	train-mlogloss:0.36657707542181017
[ Info: [6]	train-mlogloss:0.30581350997090340
[ Info: [7]	train-mlogloss:0.25734554802378018
[ Info: [8]	train-mlogloss:0.21840556388099988
[ Info: [9]	train-mlogloss:0.18685293942689896
[ Info: [10]	train-mlogloss:0.16113669859866300
[ Info: [11]	train-mlogloss:0.14033950592080752
[ Info: [12]	train-mlogloss:0.12283528124292692
[ Info: [13]	train-mlogloss:0.10867690214266380
[ Info: [14]	train-mlogloss:0.09685204128424327
[ Info: [15]	train-mlogloss:0.08672408579538265
[ Info: [16]	train-mlogloss:0.07851348665232459
[ Info: [17]	train-mlogloss:0.07132942859704296
[ Info: [18]	train-mlogloss:0.06508564778293173
[ Info: [19]	train-mlogloss:0.05957514435673753
[ Info: [20]	train-mlogloss:0.05488395773184796
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73845412035783131
[ Info: [2]	train-mlogloss:0.52783957645297053
[ Info: [3]	train-mlogloss:0.39034805794556937
[ Info: [4]	train-mlogloss:0.29584019382794696
[ Info: [5]	train-mlogloss:0.22888177024821441
[ Info: [6]	train-mlogloss:0.18053050128122169
[ Info: [7]	train-mlogloss:0.14504916090518236
[ Info: [8]	train-mlogloss:0.11847786009311675
[ Info: [9]	train-mlogloss:0.09896949430306752
[ Info: [10]	train-mlogloss:0.08397884381314119
[ Info: [11]	train-mlogloss:0.07174617716421684
[ Info: [12]	train-mlogloss:0.06286315557857354
[ Info: [13]	train-mlogloss:0.05532454738082985
[ Info: [14]	train-mlogloss:0.04974799879516165
[ Info: [15]	train-mlogloss:0.04549007653258741
[ Info: [16]	train-mlogloss:0.04165570423938334
[ Info: [17]	train-mlogloss:0.03914229395644118
[ Info: [18]	train-mlogloss:0.03669908528681844
[ Info: [19]	train-mlogloss:0.03460796894505620
[ Info: [20]	train-mlogloss:0.03348505302177121
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97108292877674107
[ Info: [2]	train-mlogloss:0.86395158569018049
[ Info: [3]	train-mlogloss:0.77270135929187134
[ Info: [4]	train-mlogloss:0.69411528309186299
[ Info: [5]	train-mlogloss:0.62589055697123208
[ Info: [6]	train-mlogloss:0.56626809785763421
[ Info: [7]	train-mlogloss:0.51387220546603207
[ Info: [8]	train-mlogloss:0.46762366642554604
[ Info: [9]	train-mlogloss:0.42663268471757571
[ Info: [10]	train-mlogloss:0.38959423080086708
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85342752238114672
[ Info: [2]	train-mlogloss:0.68106268147627513
[ Info: [3]	train-mlogloss:0.55327483812967937
[ Info: [4]	train-mlogloss:0.45573931286732355
[ Info: [5]	train-mlogloss:0.37965293824672697
[ Info: [6]	train-mlogloss:0.31709163884321850
[ Info: [7]	train-mlogloss:0.26818285758296651
[ Info: [8]	train-mlogloss:0.22765159669021764
[ Info: [9]	train-mlogloss:0.19475929439067841
[ Info: [10]	train-mlogloss:0.16790664742390315
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74602477997541428
[ Info: [2]	train-mlogloss:0.53888657266894979
[ Info: [3]	train-mlogloss:0.40343489125370979
[ Info: [4]	train-mlogloss:0.30795478100577989
[ Info: [5]	train-mlogloss:0.23950284346938133
[ Info: [6]	train-mlogloss:0.18933882539470989
[ Info: [7]	train-mlogloss:0.15241098161786795
[ Info: [8]	train-mlogloss:0.12462584407379231
[ Info: [9]	train-mlogloss:0.10305530956635872
[ Info: [10]	train-mlogloss:0.08716537660608689
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97108292877674107
[ Info: [2]	train-mlogloss:0.86395158569018049
[ Info: [3]	train-mlogloss:0.77270135929187134
[ Info: [4]	train-mlogloss:0.69411528309186299
[ Info: [5]	train-mlogloss:0.62589055697123208
[ Info: [6]	train-mlogloss:0.56626809785763421
[ Info: [7]	train-mlogloss:0.51387220546603207
[ Info: [8]	train-mlogloss:0.46762366642554604
[ Info: [9]	train-mlogloss:0.42663268471757571
[ Info: [10]	train-mlogloss:0.38959423080086708
[ Info: [11]	train-mlogloss:0.35659764334559441
[ Info: [12]	train-mlogloss:0.32710295965274178
[ Info: [13]	train-mlogloss:0.30066605086127918
[ Info: [14]	train-mlogloss:0.27676568205157914
[ Info: [15]	train-mlogloss:0.25530398016174632
[ Info: [16]	train-mlogloss:0.23557980445524057
[ Info: [17]	train-mlogloss:0.21779147957762082
[ Info: [18]	train-mlogloss:0.20172635403772196
[ Info: [19]	train-mlogloss:0.18719860936204594
[ Info: [20]	train-mlogloss:0.17404481284320356
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85342752238114672
[ Info: [2]	train-mlogloss:0.68106268147627513
[ Info: [3]	train-mlogloss:0.55327483812967937
[ Info: [4]	train-mlogloss:0.45573931286732355
[ Info: [5]	train-mlogloss:0.37965293824672697
[ Info: [6]	train-mlogloss:0.31709163884321850
[ Info: [7]	train-mlogloss:0.26818285758296651
[ Info: [8]	train-mlogloss:0.22765159669021764
[ Info: [9]	train-mlogloss:0.19475929439067841
[ Info: [10]	train-mlogloss:0.16790664742390315
[ Info: [11]	train-mlogloss:0.14553643427789212
[ Info: [12]	train-mlogloss:0.12700240351259709
[ Info: [13]	train-mlogloss:0.11170199941843748
[ Info: [14]	train-mlogloss:0.09901579236611724
[ Info: [15]	train-mlogloss:0.08876700187101960
[ Info: [16]	train-mlogloss:0.08027175264433026
[ Info: [17]	train-mlogloss:0.07283595850070318
[ Info: [18]	train-mlogloss:0.06669970432606837
[ Info: [19]	train-mlogloss:0.06125536652592321
[ Info: [20]	train-mlogloss:0.05626023228590687
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74602477997541428
[ Info: [2]	train-mlogloss:0.53888657266894979
[ Info: [3]	train-mlogloss:0.40343489125370979
[ Info: [4]	train-mlogloss:0.30795478100577989
[ Info: [5]	train-mlogloss:0.23950284346938133
[ Info: [6]	train-mlogloss:0.18933882539470989
[ Info: [7]	train-mlogloss:0.15241098161786795
[ Info: [8]	train-mlogloss:0.12462584407379231
[ Info: [9]	train-mlogloss:0.10305530956635872
[ Info: [10]	train-mlogloss:0.08716537660608689
[ Info: [11]	train-mlogloss:0.07504897192120552
[ Info: [12]	train-mlogloss:0.06534680733457207
[ Info: [13]	train-mlogloss:0.05704669187155863
[ Info: [14]	train-mlogloss:0.05036235641067226
[ Info: [15]	train-mlogloss:0.04595253494723390
[ Info: [16]	train-mlogloss:0.04234977451463540
[ Info: [17]	train-mlogloss:0.03915340924480309
[ Info: [18]	train-mlogloss:0.03669215199382355
[ Info: [19]	train-mlogloss:0.03431193712943544
[ Info: [20]	train-mlogloss:0.03284359301906079
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97044846167167031
[ Info: [2]	train-mlogloss:0.86026118844747546
[ Info: [3]	train-mlogloss:0.76653815011183424
[ Info: [4]	train-mlogloss:0.68597821046908691
[ Info: [5]	train-mlogloss:0.61655587951342261
[ Info: [6]	train-mlogloss:0.55598993450403211
[ Info: [7]	train-mlogloss:0.50286740536491081
[ Info: [8]	train-mlogloss:0.45606419419248900
[ Info: [9]	train-mlogloss:0.41467392817139626
[ Info: [10]	train-mlogloss:0.37795233825842539
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85209254870812101
[ Info: [2]	train-mlogloss:0.67414155403772991
[ Info: [3]	train-mlogloss:0.54295411010583239
[ Info: [4]	train-mlogloss:0.44392832020918527
[ Info: [5]	train-mlogloss:0.36708050693074862
[ Info: [6]	train-mlogloss:0.30659253125389418
[ Info: [7]	train-mlogloss:0.25804267625013988
[ Info: [8]	train-mlogloss:0.21946258234481017
[ Info: [9]	train-mlogloss:0.18708838336169720
[ Info: [10]	train-mlogloss:0.16111627606054146
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74391969939072922
[ Info: [2]	train-mlogloss:0.52955184727907179
[ Info: [3]	train-mlogloss:0.39051086902618409
[ Info: [4]	train-mlogloss:0.29628119170665740
[ Info: [5]	train-mlogloss:0.22936041404803595
[ Info: [6]	train-mlogloss:0.18034067663053671
[ Info: [7]	train-mlogloss:0.14448922928422689
[ Info: [8]	train-mlogloss:0.11796427058676878
[ Info: [9]	train-mlogloss:0.09814294632524252
[ Info: [10]	train-mlogloss:0.08247979311272502
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97044846167167031
[ Info: [2]	train-mlogloss:0.86026118844747546
[ Info: [3]	train-mlogloss:0.76653815011183424
[ Info: [4]	train-mlogloss:0.68597821046908691
[ Info: [5]	train-mlogloss:0.61655587951342261
[ Info: [6]	train-mlogloss:0.55598993450403211
[ Info: [7]	train-mlogloss:0.50286740536491081
[ Info: [8]	train-mlogloss:0.45606419419248900
[ Info: [9]	train-mlogloss:0.41467392817139626
[ Info: [10]	train-mlogloss:0.37795233825842539
[ Info: [11]	train-mlogloss:0.34528242995341618
[ Info: [12]	train-mlogloss:0.31592470233639081
[ Info: [13]	train-mlogloss:0.28987866590420402
[ Info: [14]	train-mlogloss:0.26633166993657748
[ Info: [15]	train-mlogloss:0.24540419168770314
[ Info: [16]	train-mlogloss:0.22644300907850265
[ Info: [17]	train-mlogloss:0.20957709153493245
[ Info: [18]	train-mlogloss:0.19367829052110513
[ Info: [19]	train-mlogloss:0.17995876582960288
[ Info: [20]	train-mlogloss:0.16755533466736475
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85209254870812101
[ Info: [2]	train-mlogloss:0.67414155403772991
[ Info: [3]	train-mlogloss:0.54295411010583239
[ Info: [4]	train-mlogloss:0.44392832020918527
[ Info: [5]	train-mlogloss:0.36708050693074862
[ Info: [6]	train-mlogloss:0.30659253125389418
[ Info: [7]	train-mlogloss:0.25804267625013988
[ Info: [8]	train-mlogloss:0.21946258234481017
[ Info: [9]	train-mlogloss:0.18708838336169720
[ Info: [10]	train-mlogloss:0.16111627606054146
[ Info: [11]	train-mlogloss:0.13988524128993352
[ Info: [12]	train-mlogloss:0.12245234350363414
[ Info: [13]	train-mlogloss:0.10807812611262003
[ Info: [14]	train-mlogloss:0.09617777088036140
[ Info: [15]	train-mlogloss:0.08579476779947678
[ Info: [16]	train-mlogloss:0.07736046432207028
[ Info: [17]	train-mlogloss:0.07030276587853829
[ Info: [18]	train-mlogloss:0.06422400608037909
[ Info: [19]	train-mlogloss:0.05919123074660699
[ Info: [20]	train-mlogloss:0.05480971500898401
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74391969939072922
[ Info: [2]	train-mlogloss:0.52955184727907179
[ Info: [3]	train-mlogloss:0.39051086902618409
[ Info: [4]	train-mlogloss:0.29628119170665740
[ Info: [5]	train-mlogloss:0.22936041404803595
[ Info: [6]	train-mlogloss:0.18034067663053671
[ Info: [7]	train-mlogloss:0.14448922928422689
[ Info: [8]	train-mlogloss:0.11796427058676878
[ Info: [9]	train-mlogloss:0.09814294632524252
[ Info: [10]	train-mlogloss:0.08247979311272502
[ Info: [11]	train-mlogloss:0.07086049842958649
[ Info: [12]	train-mlogloss:0.06174228185166915
[ Info: [13]	train-mlogloss:0.05477980955814322
[ Info: [14]	train-mlogloss:0.04948024737338225
[ Info: [15]	train-mlogloss:0.04501846500982841
[ Info: [16]	train-mlogloss:0.04101765921805054
[ Info: [17]	train-mlogloss:0.03794657502633830
[ Info: [18]	train-mlogloss:0.03499730413313955
[ Info: [19]	train-mlogloss:0.03254248965531588
[ Info: [20]	train-mlogloss:0.03139157696471860
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97236151049534481
[ Info: [2]	train-mlogloss:0.86480532636245089
[ Info: [3]	train-mlogloss:0.77323314001162846
[ Info: [4]	train-mlogloss:0.69439183771610258
[ Info: [5]	train-mlogloss:0.62497639705737429
[ Info: [6]	train-mlogloss:0.56442558715740843
[ Info: [7]	train-mlogloss:0.51060231849551196
[ Info: [8]	train-mlogloss:0.46317101145784062
[ Info: [9]	train-mlogloss:0.42121562138199808
[ Info: [10]	train-mlogloss:0.38396737997730573
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85591602524121602
[ Info: [2]	train-mlogloss:0.68029610266288121
[ Info: [3]	train-mlogloss:0.55062675476074219
[ Info: [4]	train-mlogloss:0.45066284537315371
[ Info: [5]	train-mlogloss:0.37297037765383723
[ Info: [6]	train-mlogloss:0.31195452436804771
[ Info: [7]	train-mlogloss:0.26330678835511206
[ Info: [8]	train-mlogloss:0.22420111075043678
[ Info: [9]	train-mlogloss:0.19284623699883621
[ Info: [10]	train-mlogloss:0.16730647074679533
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74965017884969709
[ Info: [2]	train-mlogloss:0.53832416484753287
[ Info: [3]	train-mlogloss:0.39882083162665366
[ Info: [4]	train-mlogloss:0.30364120081067086
[ Info: [5]	train-mlogloss:0.23631494268774986
[ Info: [6]	train-mlogloss:0.18818997157116732
[ Info: [7]	train-mlogloss:0.15289382450282574
[ Info: [8]	train-mlogloss:0.12624630996336539
[ Info: [9]	train-mlogloss:0.10658668198933204
[ Info: [10]	train-mlogloss:0.09070351157958309
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97236151049534481
[ Info: [2]	train-mlogloss:0.86480532636245089
[ Info: [3]	train-mlogloss:0.77323314001162846
[ Info: [4]	train-mlogloss:0.69439183771610258
[ Info: [5]	train-mlogloss:0.62497639705737429
[ Info: [6]	train-mlogloss:0.56442558715740843
[ Info: [7]	train-mlogloss:0.51060231849551196
[ Info: [8]	train-mlogloss:0.46317101145784062
[ Info: [9]	train-mlogloss:0.42121562138199808
[ Info: [10]	train-mlogloss:0.38396737997730573
[ Info: [11]	train-mlogloss:0.35094066013892494
[ Info: [12]	train-mlogloss:0.32146053860584894
[ Info: [13]	train-mlogloss:0.29509051591157914
[ Info: [14]	train-mlogloss:0.27145637708405651
[ Info: [15]	train-mlogloss:0.25023701017101607
[ Info: [16]	train-mlogloss:0.23115526003142198
[ Info: [17]	train-mlogloss:0.21412497349083423
[ Info: [18]	train-mlogloss:0.19876328520476819
[ Info: [19]	train-mlogloss:0.18488855262597401
[ Info: [20]	train-mlogloss:0.17234129769106707
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85591602524121602
[ Info: [2]	train-mlogloss:0.68029610266288121
[ Info: [3]	train-mlogloss:0.55062675476074219
[ Info: [4]	train-mlogloss:0.45066284537315371
[ Info: [5]	train-mlogloss:0.37297037765383723
[ Info: [6]	train-mlogloss:0.31195452436804771
[ Info: [7]	train-mlogloss:0.26330678835511206
[ Info: [8]	train-mlogloss:0.22420111075043678
[ Info: [9]	train-mlogloss:0.19284623699883621
[ Info: [10]	train-mlogloss:0.16730647074679533
[ Info: [11]	train-mlogloss:0.14607734475284814
[ Info: [12]	train-mlogloss:0.12888328079134226
[ Info: [13]	train-mlogloss:0.11453833325455585
[ Info: [14]	train-mlogloss:0.10273646873732407
[ Info: [15]	train-mlogloss:0.09235432861993710
[ Info: [16]	train-mlogloss:0.08319480267042915
[ Info: [17]	train-mlogloss:0.07504694899544120
[ Info: [18]	train-mlogloss:0.06832930569847424
[ Info: [19]	train-mlogloss:0.06255158986896277
[ Info: [20]	train-mlogloss:0.05742745692841709
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74965017884969709
[ Info: [2]	train-mlogloss:0.53832416484753287
[ Info: [3]	train-mlogloss:0.39882083162665366
[ Info: [4]	train-mlogloss:0.30364120081067086
[ Info: [5]	train-mlogloss:0.23631494268774986
[ Info: [6]	train-mlogloss:0.18818997157116732
[ Info: [7]	train-mlogloss:0.15289382450282574
[ Info: [8]	train-mlogloss:0.12624630996336539
[ Info: [9]	train-mlogloss:0.10658668198933204
[ Info: [10]	train-mlogloss:0.09070351157958309
[ Info: [11]	train-mlogloss:0.07766839197526375
[ Info: [12]	train-mlogloss:0.06766341446588436
[ Info: [13]	train-mlogloss:0.05920110009610653
[ Info: [14]	train-mlogloss:0.05248417006805539
[ Info: [15]	train-mlogloss:0.04777539609931410
[ Info: [16]	train-mlogloss:0.04316086892504245
[ Info: [17]	train-mlogloss:0.03989025879806529
[ Info: [18]	train-mlogloss:0.03718621713730196
[ Info: [19]	train-mlogloss:0.03507212595238040
[ Info: [20]	train-mlogloss:0.03385302551711599
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96928822000821435
[ Info: [2]	train-mlogloss:0.86078089028596882
[ Info: [3]	train-mlogloss:0.76844480087359746
[ Info: [4]	train-mlogloss:0.68899280925591788
[ Info: [5]	train-mlogloss:0.61954725931088128
[ Info: [6]	train-mlogloss:0.55932908256848657
[ Info: [7]	train-mlogloss:0.50603147844473517
[ Info: [8]	train-mlogloss:0.45940263097484907
[ Info: [9]	train-mlogloss:0.41774678925673164
[ Info: [10]	train-mlogloss:0.38076042508085567
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85000698069731395
[ Info: [2]	train-mlogloss:0.67567543933788932
[ Info: [3]	train-mlogloss:0.54562055518229802
[ Info: [4]	train-mlogloss:0.44724854777256645
[ Info: [5]	train-mlogloss:0.36997114246090251
[ Info: [6]	train-mlogloss:0.30960007160902026
[ Info: [7]	train-mlogloss:0.26082728952169421
[ Info: [8]	train-mlogloss:0.22167551654080550
[ Info: [9]	train-mlogloss:0.18924930617213248
[ Info: [10]	train-mlogloss:0.16299362108111382
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74115428328514099
[ Info: [2]	train-mlogloss:0.53199243148167930
[ Info: [3]	train-mlogloss:0.39402322148283325
[ Info: [4]	train-mlogloss:0.29923300246397655
[ Info: [5]	train-mlogloss:0.23265837368865808
[ Info: [6]	train-mlogloss:0.18290277446309725
[ Info: [7]	train-mlogloss:0.14639067271103462
[ Info: [8]	train-mlogloss:0.11946686400721471
[ Info: [9]	train-mlogloss:0.09873654066274563
[ Info: [10]	train-mlogloss:0.08282258082181215
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96928822000821435
[ Info: [2]	train-mlogloss:0.86078089028596882
[ Info: [3]	train-mlogloss:0.76844480087359746
[ Info: [4]	train-mlogloss:0.68899280925591788
[ Info: [5]	train-mlogloss:0.61954725931088128
[ Info: [6]	train-mlogloss:0.55932908256848657
[ Info: [7]	train-mlogloss:0.50603147844473517
[ Info: [8]	train-mlogloss:0.45940263097484907
[ Info: [9]	train-mlogloss:0.41774678925673164
[ Info: [10]	train-mlogloss:0.38076042508085567
[ Info: [11]	train-mlogloss:0.34810653328895569
[ Info: [12]	train-mlogloss:0.31865008721748989
[ Info: [13]	train-mlogloss:0.29231527509788674
[ Info: [14]	train-mlogloss:0.26870095580816267
[ Info: [15]	train-mlogloss:0.24766207089026768
[ Info: [16]	train-mlogloss:0.22855792964498203
[ Info: [17]	train-mlogloss:0.21095109507441520
[ Info: [18]	train-mlogloss:0.19510977665583293
[ Info: [19]	train-mlogloss:0.18087242903808753
[ Info: [20]	train-mlogloss:0.16796836567421755
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85000698069731395
[ Info: [2]	train-mlogloss:0.67567543933788932
[ Info: [3]	train-mlogloss:0.54562055518229802
[ Info: [4]	train-mlogloss:0.44724854777256645
[ Info: [5]	train-mlogloss:0.36997114246090251
[ Info: [6]	train-mlogloss:0.30960007160902026
[ Info: [7]	train-mlogloss:0.26082728952169421
[ Info: [8]	train-mlogloss:0.22167551654080550
[ Info: [9]	train-mlogloss:0.18924930617213248
[ Info: [10]	train-mlogloss:0.16299362108111382
[ Info: [11]	train-mlogloss:0.14149054257820051
[ Info: [12]	train-mlogloss:0.12414264635493358
[ Info: [13]	train-mlogloss:0.10956239967296520
[ Info: [14]	train-mlogloss:0.09716725650553902
[ Info: [15]	train-mlogloss:0.08668326440577706
[ Info: [16]	train-mlogloss:0.07820293859889110
[ Info: [17]	train-mlogloss:0.07104801951597134
[ Info: [18]	train-mlogloss:0.06505342271799842
[ Info: [19]	train-mlogloss:0.06000643180062373
[ Info: [20]	train-mlogloss:0.05571428964224955
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74115428328514099
[ Info: [2]	train-mlogloss:0.53199243148167930
[ Info: [3]	train-mlogloss:0.39402322148283325
[ Info: [4]	train-mlogloss:0.29923300246397655
[ Info: [5]	train-mlogloss:0.23265837368865808
[ Info: [6]	train-mlogloss:0.18290277446309725
[ Info: [7]	train-mlogloss:0.14639067271103462
[ Info: [8]	train-mlogloss:0.11946686400721471
[ Info: [9]	train-mlogloss:0.09873654066274563
[ Info: [10]	train-mlogloss:0.08282258082181215
[ Info: [11]	train-mlogloss:0.07109017831583818
[ Info: [12]	train-mlogloss:0.06213402769838770
[ Info: [13]	train-mlogloss:0.05520835492449502
[ Info: [14]	train-mlogloss:0.04984052960450450
[ Info: [15]	train-mlogloss:0.04479622237849980
[ Info: [16]	train-mlogloss:0.04078532446486254
[ Info: [17]	train-mlogloss:0.03728081566126396
[ Info: [18]	train-mlogloss:0.03487501180109878
[ Info: [19]	train-mlogloss:0.03249070287371675
[ Info: [20]	train-mlogloss:0.03067546160503601
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96623764038085935
[ Info: [2]	train-mlogloss:0.85521393517653144
[ Info: [3]	train-mlogloss:0.76077918807665512
[ Info: [4]	train-mlogloss:0.67960446675618491
[ Info: [5]	train-mlogloss:0.60925572117169702
[ Info: [6]	train-mlogloss:0.54789125025272367
[ Info: [7]	train-mlogloss:0.49407914107044537
[ Info: [8]	train-mlogloss:0.44666638374328616
[ Info: [9]	train-mlogloss:0.40509627337257065
[ Info: [10]	train-mlogloss:0.36821104586124420
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84413632104794190
[ Info: [2]	train-mlogloss:0.66585902671019237
[ Info: [3]	train-mlogloss:0.53430792987346654
[ Info: [4]	train-mlogloss:0.43426235914230349
[ Info: [5]	train-mlogloss:0.35729566315809885
[ Info: [6]	train-mlogloss:0.29486198524634044
[ Info: [7]	train-mlogloss:0.24593944214284419
[ Info: [8]	train-mlogloss:0.20645451471209525
[ Info: [9]	train-mlogloss:0.17460463742415111
[ Info: [10]	train-mlogloss:0.14877502694725991
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73270757098992667
[ Info: [2]	train-mlogloss:0.51924107323090241
[ Info: [3]	train-mlogloss:0.38043759390711784
[ Info: [4]	train-mlogloss:0.28630925416946412
[ Info: [5]	train-mlogloss:0.21792374948660534
[ Info: [6]	train-mlogloss:0.16866677229603130
[ Info: [7]	train-mlogloss:0.13281922657042741
[ Info: [8]	train-mlogloss:0.10680393806348244
[ Info: [9]	train-mlogloss:0.08754392812649409
[ Info: [10]	train-mlogloss:0.07318307776004077
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96623764038085935
[ Info: [2]	train-mlogloss:0.85521393517653144
[ Info: [3]	train-mlogloss:0.76077918807665512
[ Info: [4]	train-mlogloss:0.67960446675618491
[ Info: [5]	train-mlogloss:0.60925572117169702
[ Info: [6]	train-mlogloss:0.54789125025272367
[ Info: [7]	train-mlogloss:0.49407914107044537
[ Info: [8]	train-mlogloss:0.44666638374328616
[ Info: [9]	train-mlogloss:0.40509627337257065
[ Info: [10]	train-mlogloss:0.36821104586124420
[ Info: [11]	train-mlogloss:0.33440148979425433
[ Info: [12]	train-mlogloss:0.30431334997216858
[ Info: [13]	train-mlogloss:0.27777556329965591
[ Info: [14]	train-mlogloss:0.25402414090931413
[ Info: [15]	train-mlogloss:0.23258091633518538
[ Info: [16]	train-mlogloss:0.21332636537651220
[ Info: [17]	train-mlogloss:0.19601325144370396
[ Info: [18]	train-mlogloss:0.18042604898413023
[ Info: [19]	train-mlogloss:0.16637642669181030
[ Info: [20]	train-mlogloss:0.15369879677891732
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84413632104794190
[ Info: [2]	train-mlogloss:0.66585902671019237
[ Info: [3]	train-mlogloss:0.53430792987346654
[ Info: [4]	train-mlogloss:0.43426235914230349
[ Info: [5]	train-mlogloss:0.35729566315809885
[ Info: [6]	train-mlogloss:0.29486198524634044
[ Info: [7]	train-mlogloss:0.24593944214284419
[ Info: [8]	train-mlogloss:0.20645451471209525
[ Info: [9]	train-mlogloss:0.17460463742415111
[ Info: [10]	train-mlogloss:0.14877502694725991
[ Info: [11]	train-mlogloss:0.12800429270913202
[ Info: [12]	train-mlogloss:0.11105069865783056
[ Info: [13]	train-mlogloss:0.09714517357448736
[ Info: [14]	train-mlogloss:0.08571286918595433
[ Info: [15]	train-mlogloss:0.07509548918654521
[ Info: [16]	train-mlogloss:0.06621928292637071
[ Info: [17]	train-mlogloss:0.05878650406375528
[ Info: [18]	train-mlogloss:0.05267644620810946
[ Info: [19]	train-mlogloss:0.04727741326205433
[ Info: [20]	train-mlogloss:0.04300854286799828
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73270757098992667
[ Info: [2]	train-mlogloss:0.51924107323090241
[ Info: [3]	train-mlogloss:0.38043759390711784
[ Info: [4]	train-mlogloss:0.28630925416946412
[ Info: [5]	train-mlogloss:0.21792374948660534
[ Info: [6]	train-mlogloss:0.16866677229603130
[ Info: [7]	train-mlogloss:0.13281922657042741
[ Info: [8]	train-mlogloss:0.10680393806348244
[ Info: [9]	train-mlogloss:0.08754392812649409
[ Info: [10]	train-mlogloss:0.07318307776004077
[ Info: [11]	train-mlogloss:0.06082860237608353
[ Info: [12]	train-mlogloss:0.05155442473478615
[ Info: [13]	train-mlogloss:0.04428179707999031
[ Info: [14]	train-mlogloss:0.03756030793301761
[ Info: [15]	train-mlogloss:0.03235830996806423
[ Info: [16]	train-mlogloss:0.02895866828039289
[ Info: [17]	train-mlogloss:0.02633465998806059
[ Info: [18]	train-mlogloss:0.02403726937870184
[ Info: [19]	train-mlogloss:0.02233322972897440
[ Info: [20]	train-mlogloss:0.02169226870561640
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96748082041740413
[ Info: [2]	train-mlogloss:0.85737070639928181
[ Info: [3]	train-mlogloss:0.76372242818276093
[ Info: [4]	train-mlogloss:0.68315339833498001
[ Info: [5]	train-mlogloss:0.61324565261602404
[ Info: [6]	train-mlogloss:0.55221853057543435
[ Info: [7]	train-mlogloss:0.49896644949913027
[ Info: [8]	train-mlogloss:0.45232639114061990
[ Info: [9]	train-mlogloss:0.41074146752556168
[ Info: [10]	train-mlogloss:0.37380343427260715
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84650223255157475
[ Info: [2]	train-mlogloss:0.66977323442697523
[ Info: [3]	train-mlogloss:0.53910726656516395
[ Info: [4]	train-mlogloss:0.44010963415106136
[ Info: [5]	train-mlogloss:0.36305676748355231
[ Info: [6]	train-mlogloss:0.30231260682145755
[ Info: [7]	train-mlogloss:0.25380709966023762
[ Info: [8]	train-mlogloss:0.21511453452209631
[ Info: [9]	train-mlogloss:0.18360094899932544
[ Info: [10]	train-mlogloss:0.15804893535872300
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73607121706008916
[ Info: [2]	train-mlogloss:0.52412821749846139
[ Info: [3]	train-mlogloss:0.38755649179220197
[ Info: [4]	train-mlogloss:0.29306036258737245
[ Info: [5]	train-mlogloss:0.22597838081419469
[ Info: [6]	train-mlogloss:0.17755772396922112
[ Info: [7]	train-mlogloss:0.14215344972908497
[ Info: [8]	train-mlogloss:0.11508924985925356
[ Info: [9]	train-mlogloss:0.09439749239633481
[ Info: [10]	train-mlogloss:0.07860914592941602
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96748082041740413
[ Info: [2]	train-mlogloss:0.85737070639928181
[ Info: [3]	train-mlogloss:0.76372242818276093
[ Info: [4]	train-mlogloss:0.68315339833498001
[ Info: [5]	train-mlogloss:0.61324565261602404
[ Info: [6]	train-mlogloss:0.55221853057543435
[ Info: [7]	train-mlogloss:0.49896644949913027
[ Info: [8]	train-mlogloss:0.45232639114061990
[ Info: [9]	train-mlogloss:0.41074146752556168
[ Info: [10]	train-mlogloss:0.37380343427260715
[ Info: [11]	train-mlogloss:0.34091445580124857
[ Info: [12]	train-mlogloss:0.31155878628293671
[ Info: [13]	train-mlogloss:0.28529974371194838
[ Info: [14]	train-mlogloss:0.26176664133866628
[ Info: [15]	train-mlogloss:0.24062020207444826
[ Info: [16]	train-mlogloss:0.22164121319850286
[ Info: [17]	train-mlogloss:0.20449989947179953
[ Info: [18]	train-mlogloss:0.18929999073346457
[ Info: [19]	train-mlogloss:0.17539649978280067
[ Info: [20]	train-mlogloss:0.16297533797721067
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84650223255157475
[ Info: [2]	train-mlogloss:0.66977323442697523
[ Info: [3]	train-mlogloss:0.53910726656516395
[ Info: [4]	train-mlogloss:0.44010963415106136
[ Info: [5]	train-mlogloss:0.36305676748355231
[ Info: [6]	train-mlogloss:0.30231260682145755
[ Info: [7]	train-mlogloss:0.25380709966023762
[ Info: [8]	train-mlogloss:0.21511453452209631
[ Info: [9]	train-mlogloss:0.18360094899932544
[ Info: [10]	train-mlogloss:0.15804893535872300
[ Info: [11]	train-mlogloss:0.13638640431066354
[ Info: [12]	train-mlogloss:0.11875038910657168
[ Info: [13]	train-mlogloss:0.10427096318453551
[ Info: [14]	train-mlogloss:0.09200416704018911
[ Info: [15]	train-mlogloss:0.08153477193166812
[ Info: [16]	train-mlogloss:0.07278551993270715
[ Info: [17]	train-mlogloss:0.06560093689089021
[ Info: [18]	train-mlogloss:0.05941545935347677
[ Info: [19]	train-mlogloss:0.05447370054510733
[ Info: [20]	train-mlogloss:0.05018589872245987
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73607121706008916
[ Info: [2]	train-mlogloss:0.52412821749846139
[ Info: [3]	train-mlogloss:0.38755649179220197
[ Info: [4]	train-mlogloss:0.29306036258737245
[ Info: [5]	train-mlogloss:0.22597838081419469
[ Info: [6]	train-mlogloss:0.17755772396922112
[ Info: [7]	train-mlogloss:0.14215344972908497
[ Info: [8]	train-mlogloss:0.11508924985925356
[ Info: [9]	train-mlogloss:0.09439749239633481
[ Info: [10]	train-mlogloss:0.07860914592941602
[ Info: [11]	train-mlogloss:0.06687739165499806
[ Info: [12]	train-mlogloss:0.05751719606729845
[ Info: [13]	train-mlogloss:0.05073458859696985
[ Info: [14]	train-mlogloss:0.04527132480094830
[ Info: [15]	train-mlogloss:0.04044246062015493
[ Info: [16]	train-mlogloss:0.03697994113899768
[ Info: [17]	train-mlogloss:0.03409726192088177
[ Info: [18]	train-mlogloss:0.03190291766077280
[ Info: [19]	train-mlogloss:0.02981716349410514
[ Info: [20]	train-mlogloss:0.02898266674407447
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96802820066610973
[ Info: [2]	train-mlogloss:0.85791043738524120
[ Info: [3]	train-mlogloss:0.76413537462552383
[ Info: [4]	train-mlogloss:0.68374677151441576
[ Info: [5]	train-mlogloss:0.61398622393608093
[ Info: [6]	train-mlogloss:0.55345377723375955
[ Info: [7]	train-mlogloss:0.50026642580827074
[ Info: [8]	train-mlogloss:0.45370886599024135
[ Info: [9]	train-mlogloss:0.41211618557572366
[ Info: [10]	train-mlogloss:0.37516874745488166
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84755997757116952
[ Info: [2]	train-mlogloss:0.67015360246102018
[ Info: [3]	train-mlogloss:0.53971385061740873
[ Info: [4]	train-mlogloss:0.44080103288094202
[ Info: [5]	train-mlogloss:0.36436081777016321
[ Info: [6]	train-mlogloss:0.30347874959309895
[ Info: [7]	train-mlogloss:0.25488679309686024
[ Info: [8]	train-mlogloss:0.21593288791676363
[ Info: [9]	train-mlogloss:0.18438732437789440
[ Info: [10]	train-mlogloss:0.15815912925948700
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73760499109824496
[ Info: [2]	train-mlogloss:0.52615421464045842
[ Info: [3]	train-mlogloss:0.38869107340772946
[ Info: [4]	train-mlogloss:0.29481353660424553
[ Info: [5]	train-mlogloss:0.22759976883729299
[ Info: [6]	train-mlogloss:0.17915657212336858
[ Info: [7]	train-mlogloss:0.14095217920839787
[ Info: [8]	train-mlogloss:0.11338605793813865
[ Info: [9]	train-mlogloss:0.09311952609568834
[ Info: [10]	train-mlogloss:0.07754220794886350
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96802820066610973
[ Info: [2]	train-mlogloss:0.85791043738524120
[ Info: [3]	train-mlogloss:0.76413537462552383
[ Info: [4]	train-mlogloss:0.68374677151441576
[ Info: [5]	train-mlogloss:0.61398622393608093
[ Info: [6]	train-mlogloss:0.55345377723375955
[ Info: [7]	train-mlogloss:0.50026642580827074
[ Info: [8]	train-mlogloss:0.45370886599024135
[ Info: [9]	train-mlogloss:0.41211618557572366
[ Info: [10]	train-mlogloss:0.37516874745488166
[ Info: [11]	train-mlogloss:0.34225685621301333
[ Info: [12]	train-mlogloss:0.31286644265055658
[ Info: [13]	train-mlogloss:0.28656355962157248
[ Info: [14]	train-mlogloss:0.26297788036366304
[ Info: [15]	train-mlogloss:0.24179084698359171
[ Info: [16]	train-mlogloss:0.22273199955622355
[ Info: [17]	train-mlogloss:0.20562017088135084
[ Info: [18]	train-mlogloss:0.19054154828190803
[ Info: [19]	train-mlogloss:0.17631698722640674
[ Info: [20]	train-mlogloss:0.16341449655592441
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84755997757116952
[ Info: [2]	train-mlogloss:0.67015360246102018
[ Info: [3]	train-mlogloss:0.53971385061740873
[ Info: [4]	train-mlogloss:0.44080103288094202
[ Info: [5]	train-mlogloss:0.36436081777016321
[ Info: [6]	train-mlogloss:0.30347874959309895
[ Info: [7]	train-mlogloss:0.25488679309686024
[ Info: [8]	train-mlogloss:0.21593288791676363
[ Info: [9]	train-mlogloss:0.18438732437789440
[ Info: [10]	train-mlogloss:0.15815912925948700
[ Info: [11]	train-mlogloss:0.13588811041166385
[ Info: [12]	train-mlogloss:0.11782302235563596
[ Info: [13]	train-mlogloss:0.10308883214990298
[ Info: [14]	train-mlogloss:0.09069380539779862
[ Info: [15]	train-mlogloss:0.08036936176940798
[ Info: [16]	train-mlogloss:0.07181801119198401
[ Info: [17]	train-mlogloss:0.06477424505477150
[ Info: [18]	train-mlogloss:0.05881397503738602
[ Info: [19]	train-mlogloss:0.05403416523089011
[ Info: [20]	train-mlogloss:0.04964113216847181
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73760499109824496
[ Info: [2]	train-mlogloss:0.52615421464045842
[ Info: [3]	train-mlogloss:0.38869107340772946
[ Info: [4]	train-mlogloss:0.29481353660424553
[ Info: [5]	train-mlogloss:0.22759976883729299
[ Info: [6]	train-mlogloss:0.17915657212336858
[ Info: [7]	train-mlogloss:0.14095217920839787
[ Info: [8]	train-mlogloss:0.11338605793813865
[ Info: [9]	train-mlogloss:0.09311952609568834
[ Info: [10]	train-mlogloss:0.07754220794886350
[ Info: [11]	train-mlogloss:0.06582255152364572
[ Info: [12]	train-mlogloss:0.05687872505125900
[ Info: [13]	train-mlogloss:0.05046575941766302
[ Info: [14]	train-mlogloss:0.04484759874952336
[ Info: [15]	train-mlogloss:0.04050325723364949
[ Info: [16]	train-mlogloss:0.03675344556880494
[ Info: [17]	train-mlogloss:0.03356105087635418
[ Info: [18]	train-mlogloss:0.03109780789042512
[ Info: [19]	train-mlogloss:0.02902008609380573
[ Info: [20]	train-mlogloss:0.02786389553608994
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97004122237364454
[ Info: [2]	train-mlogloss:0.86210669030745823
[ Info: [3]	train-mlogloss:0.77022417883078254
[ Info: [4]	train-mlogloss:0.69118552009264633
[ Info: [5]	train-mlogloss:0.62127224057912822
[ Info: [6]	train-mlogloss:0.56023854364951453
[ Info: [7]	train-mlogloss:0.50666571383674941
[ Info: [8]	train-mlogloss:0.45942864964405694
[ Info: [9]	train-mlogloss:0.41761898199717201
[ Info: [10]	train-mlogloss:0.38049221361676849
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85143254051605866
[ Info: [2]	train-mlogloss:0.67792762418588004
[ Info: [3]	train-mlogloss:0.54703325927257540
[ Info: [4]	train-mlogloss:0.44729705279072124
[ Info: [5]	train-mlogloss:0.36974424620469409
[ Info: [6]	train-mlogloss:0.30851861486832299
[ Info: [7]	train-mlogloss:0.26005115347603958
[ Info: [8]	train-mlogloss:0.22091938207546871
[ Info: [9]	train-mlogloss:0.18941021909316380
[ Info: [10]	train-mlogloss:0.16363127473741770
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74316988041003540
[ Info: [2]	train-mlogloss:0.53123704095681512
[ Info: [3]	train-mlogloss:0.39301102807124455
[ Info: [4]	train-mlogloss:0.29807468007008237
[ Info: [5]	train-mlogloss:0.23110592675705752
[ Info: [6]	train-mlogloss:0.18256918390591939
[ Info: [7]	train-mlogloss:0.14702260339011750
[ Info: [8]	train-mlogloss:0.12042475317915281
[ Info: [9]	train-mlogloss:0.09878806710864106
[ Info: [10]	train-mlogloss:0.08271996596207222
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97004122237364454
[ Info: [2]	train-mlogloss:0.86210669030745823
[ Info: [3]	train-mlogloss:0.77022417883078254
[ Info: [4]	train-mlogloss:0.69118552009264633
[ Info: [5]	train-mlogloss:0.62127224057912822
[ Info: [6]	train-mlogloss:0.56023854364951453
[ Info: [7]	train-mlogloss:0.50666571383674941
[ Info: [8]	train-mlogloss:0.45942864964405694
[ Info: [9]	train-mlogloss:0.41761898199717201
[ Info: [10]	train-mlogloss:0.38049221361676849
[ Info: [11]	train-mlogloss:0.34741287256280579
[ Info: [12]	train-mlogloss:0.31788219337662060
[ Info: [13]	train-mlogloss:0.29163349022467933
[ Info: [14]	train-mlogloss:0.26807519855598611
[ Info: [15]	train-mlogloss:0.24689143660167853
[ Info: [16]	train-mlogloss:0.22781538255512715
[ Info: [17]	train-mlogloss:0.21059615810712179
[ Info: [18]	train-mlogloss:0.19517453648149968
[ Info: [19]	train-mlogloss:0.18121541254222392
[ Info: [20]	train-mlogloss:0.16856300632158916
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85143254051605866
[ Info: [2]	train-mlogloss:0.67792762418588004
[ Info: [3]	train-mlogloss:0.54703325927257540
[ Info: [4]	train-mlogloss:0.44729705279072124
[ Info: [5]	train-mlogloss:0.36974424620469409
[ Info: [6]	train-mlogloss:0.30851861486832299
[ Info: [7]	train-mlogloss:0.26005115347603958
[ Info: [8]	train-mlogloss:0.22091938207546871
[ Info: [9]	train-mlogloss:0.18941021909316380
[ Info: [10]	train-mlogloss:0.16363127473741770
[ Info: [11]	train-mlogloss:0.14241968269149463
[ Info: [12]	train-mlogloss:0.12435393432776133
[ Info: [13]	train-mlogloss:0.10956530831754208
[ Info: [14]	train-mlogloss:0.09736170507967472
[ Info: [15]	train-mlogloss:0.08722958341240883
[ Info: [16]	train-mlogloss:0.07851771100734671
[ Info: [17]	train-mlogloss:0.07161698093016942
[ Info: [18]	train-mlogloss:0.06515195217604439
[ Info: [19]	train-mlogloss:0.05993448082978527
[ Info: [20]	train-mlogloss:0.05505179505174359
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74316988041003540
[ Info: [2]	train-mlogloss:0.53123704095681512
[ Info: [3]	train-mlogloss:0.39301102807124455
[ Info: [4]	train-mlogloss:0.29807468007008237
[ Info: [5]	train-mlogloss:0.23110592675705752
[ Info: [6]	train-mlogloss:0.18256918390591939
[ Info: [7]	train-mlogloss:0.14702260339011750
[ Info: [8]	train-mlogloss:0.12042475317915281
[ Info: [9]	train-mlogloss:0.09878806710864106
[ Info: [10]	train-mlogloss:0.08271996596207222
[ Info: [11]	train-mlogloss:0.07068845030541221
[ Info: [12]	train-mlogloss:0.06169708284238974
[ Info: [13]	train-mlogloss:0.05373783063453932
[ Info: [14]	train-mlogloss:0.04741776532803973
[ Info: [15]	train-mlogloss:0.04272597790695727
[ Info: [16]	train-mlogloss:0.03921865189137558
[ Info: [17]	train-mlogloss:0.03553912178613246
[ Info: [18]	train-mlogloss:0.03314536068743715
[ Info: [19]	train-mlogloss:0.03105310740259786
[ Info: [20]	train-mlogloss:0.02990498677439367
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96926355317786883
[ Info: [2]	train-mlogloss:0.86079001735757898
[ Info: [3]	train-mlogloss:0.76851826552991509
[ Info: [4]	train-mlogloss:0.68913874405401720
[ Info: [5]	train-mlogloss:0.62029619790889601
[ Info: [6]	train-mlogloss:0.56018583509657116
[ Info: [7]	train-mlogloss:0.50741448623162733
[ Info: [8]	train-mlogloss:0.46089044897644610
[ Info: [9]	train-mlogloss:0.41971808340814376
[ Info: [10]	train-mlogloss:0.38256126178635491
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85001058490188031
[ Info: [2]	train-mlogloss:0.67583194176355998
[ Info: [3]	train-mlogloss:0.54699281233328356
[ Info: [4]	train-mlogloss:0.44881407684750030
[ Info: [5]	train-mlogloss:0.37148633687584487
[ Info: [6]	train-mlogloss:0.31109064530443264
[ Info: [7]	train-mlogloss:0.26212182707256743
[ Info: [8]	train-mlogloss:0.22272729465255031
[ Info: [9]	train-mlogloss:0.19033886679896603
[ Info: [10]	train-mlogloss:0.16358457594006151
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74124272355326903
[ Info: [2]	train-mlogloss:0.53236660339214181
[ Info: [3]	train-mlogloss:0.39614491308176958
[ Info: [4]	train-mlogloss:0.30117015595789309
[ Info: [5]	train-mlogloss:0.23352586836726577
[ Info: [6]	train-mlogloss:0.18323042194048564
[ Info: [7]	train-mlogloss:0.14663289123111301
[ Info: [8]	train-mlogloss:0.11890040398747832
[ Info: [9]	train-mlogloss:0.09790000694769400
[ Info: [10]	train-mlogloss:0.08206577496948066
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96926355317786883
[ Info: [2]	train-mlogloss:0.86079001735757898
[ Info: [3]	train-mlogloss:0.76851826552991509
[ Info: [4]	train-mlogloss:0.68913874405401720
[ Info: [5]	train-mlogloss:0.62029619790889601
[ Info: [6]	train-mlogloss:0.56018583509657116
[ Info: [7]	train-mlogloss:0.50741448623162733
[ Info: [8]	train-mlogloss:0.46089044897644610
[ Info: [9]	train-mlogloss:0.41971808340814376
[ Info: [10]	train-mlogloss:0.38256126178635491
[ Info: [11]	train-mlogloss:0.34952857648884811
[ Info: [12]	train-mlogloss:0.31993945395504986
[ Info: [13]	train-mlogloss:0.29343910261436745
[ Info: [14]	train-mlogloss:0.26972887880272334
[ Info: [15]	train-mlogloss:0.24833594637888448
[ Info: [16]	train-mlogloss:0.22906795265497984
[ Info: [17]	train-mlogloss:0.21176031066311729
[ Info: [18]	train-mlogloss:0.19613826606008741
[ Info: [19]	train-mlogloss:0.18179242633007192
[ Info: [20]	train-mlogloss:0.16886447276230213
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85001058490188031
[ Info: [2]	train-mlogloss:0.67583194176355998
[ Info: [3]	train-mlogloss:0.54699281233328356
[ Info: [4]	train-mlogloss:0.44881407684750030
[ Info: [5]	train-mlogloss:0.37148633687584487
[ Info: [6]	train-mlogloss:0.31109064530443264
[ Info: [7]	train-mlogloss:0.26212182707256743
[ Info: [8]	train-mlogloss:0.22272729465255031
[ Info: [9]	train-mlogloss:0.19033886679896603
[ Info: [10]	train-mlogloss:0.16358457594006151
[ Info: [11]	train-mlogloss:0.14198963338578188
[ Info: [12]	train-mlogloss:0.12392541705458253
[ Info: [13]	train-mlogloss:0.10857903990480634
[ Info: [14]	train-mlogloss:0.09583056111026693
[ Info: [15]	train-mlogloss:0.08522864756760774
[ Info: [16]	train-mlogloss:0.07637034177228257
[ Info: [17]	train-mlogloss:0.06918702627773639
[ Info: [18]	train-mlogloss:0.06318142836292585
[ Info: [19]	train-mlogloss:0.05732475548154778
[ Info: [20]	train-mlogloss:0.05283719266730326
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74124272355326903
[ Info: [2]	train-mlogloss:0.53236660339214181
[ Info: [3]	train-mlogloss:0.39614491308176958
[ Info: [4]	train-mlogloss:0.30117015595789309
[ Info: [5]	train-mlogloss:0.23352586836726577
[ Info: [6]	train-mlogloss:0.18323042194048564
[ Info: [7]	train-mlogloss:0.14663289123111301
[ Info: [8]	train-mlogloss:0.11890040398747832
[ Info: [9]	train-mlogloss:0.09790000694769400
[ Info: [10]	train-mlogloss:0.08206577496948066
[ Info: [11]	train-mlogloss:0.07032518784205119
[ Info: [12]	train-mlogloss:0.06135215553696509
[ Info: [13]	train-mlogloss:0.05425611283216211
[ Info: [14]	train-mlogloss:0.04730967326020753
[ Info: [15]	train-mlogloss:0.04266573350048727
[ Info: [16]	train-mlogloss:0.03883655761816987
[ Info: [17]	train-mlogloss:0.03594219855688236
[ Info: [18]	train-mlogloss:0.03321159666887036
[ Info: [19]	train-mlogloss:0.03094055065540252
[ Info: [20]	train-mlogloss:0.02937811217443259
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96692725508301347
[ Info: [2]	train-mlogloss:0.85659519787187932
[ Info: [3]	train-mlogloss:0.76280089396017570
[ Info: [4]	train-mlogloss:0.68219537205166292
[ Info: [5]	train-mlogloss:0.61233968602286448
[ Info: [6]	train-mlogloss:0.55139393718154339
[ Info: [7]	train-mlogloss:0.49793125876673944
[ Info: [8]	train-mlogloss:0.45066672298643323
[ Info: [9]	train-mlogloss:0.40883822794313784
[ Info: [10]	train-mlogloss:0.37169889454488403
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84551761945088699
[ Info: [2]	train-mlogloss:0.66851157347361245
[ Info: [3]	train-mlogloss:0.53791214404282750
[ Info: [4]	train-mlogloss:0.43852001494831511
[ Info: [5]	train-mlogloss:0.36098930217601632
[ Info: [6]	train-mlogloss:0.29983023846590962
[ Info: [7]	train-mlogloss:0.25176358730704695
[ Info: [8]	train-mlogloss:0.21257214866302632
[ Info: [9]	train-mlogloss:0.18099589965961599
[ Info: [10]	train-mlogloss:0.15529696455708256
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73477951332374858
[ Info: [2]	train-mlogloss:0.52294769309185174
[ Info: [3]	train-mlogloss:0.38505279510109514
[ Info: [4]	train-mlogloss:0.28999903886406508
[ Info: [5]	train-mlogloss:0.22379815556384899
[ Info: [6]	train-mlogloss:0.17510105879218490
[ Info: [7]	train-mlogloss:0.13953065507941775
[ Info: [8]	train-mlogloss:0.11355114479859670
[ Info: [9]	train-mlogloss:0.09408333596807938
[ Info: [10]	train-mlogloss:0.07874316057121312
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96692725508301347
[ Info: [2]	train-mlogloss:0.85659519787187932
[ Info: [3]	train-mlogloss:0.76280089396017570
[ Info: [4]	train-mlogloss:0.68219537205166292
[ Info: [5]	train-mlogloss:0.61233968602286448
[ Info: [6]	train-mlogloss:0.55139393718154339
[ Info: [7]	train-mlogloss:0.49793125876673944
[ Info: [8]	train-mlogloss:0.45066672298643323
[ Info: [9]	train-mlogloss:0.40883822794313784
[ Info: [10]	train-mlogloss:0.37169889454488403
[ Info: [11]	train-mlogloss:0.33862952325079176
[ Info: [12]	train-mlogloss:0.30921238086841724
[ Info: [13]	train-mlogloss:0.28313645201700705
[ Info: [14]	train-mlogloss:0.25950952139165667
[ Info: [15]	train-mlogloss:0.23856960005230374
[ Info: [16]	train-mlogloss:0.21946440791642224
[ Info: [17]	train-mlogloss:0.20231822640807540
[ Info: [18]	train-mlogloss:0.18685454063945348
[ Info: [19]	train-mlogloss:0.17289267756320811
[ Info: [20]	train-mlogloss:0.16027229875326157
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84551761945088699
[ Info: [2]	train-mlogloss:0.66851157347361245
[ Info: [3]	train-mlogloss:0.53791214404282750
[ Info: [4]	train-mlogloss:0.43852001494831511
[ Info: [5]	train-mlogloss:0.36098930217601632
[ Info: [6]	train-mlogloss:0.29983023846590962
[ Info: [7]	train-mlogloss:0.25176358730704695
[ Info: [8]	train-mlogloss:0.21257214866302632
[ Info: [9]	train-mlogloss:0.18099589965961599
[ Info: [10]	train-mlogloss:0.15529696455708256
[ Info: [11]	train-mlogloss:0.13427984736583851
[ Info: [12]	train-mlogloss:0.11703410683958619
[ Info: [13]	train-mlogloss:0.10294203405027036
[ Info: [14]	train-mlogloss:0.09125678889729359
[ Info: [15]	train-mlogloss:0.08117341233624352
[ Info: [16]	train-mlogloss:0.07260748868187268
[ Info: [17]	train-mlogloss:0.06550583585544868
[ Info: [18]	train-mlogloss:0.05958807530502478
[ Info: [19]	train-mlogloss:0.05441794763836596
[ Info: [20]	train-mlogloss:0.04998555202726965
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73477951332374858
[ Info: [2]	train-mlogloss:0.52294769309185174
[ Info: [3]	train-mlogloss:0.38505279510109514
[ Info: [4]	train-mlogloss:0.28999903886406508
[ Info: [5]	train-mlogloss:0.22379815556384899
[ Info: [6]	train-mlogloss:0.17510105879218490
[ Info: [7]	train-mlogloss:0.13953065507941775
[ Info: [8]	train-mlogloss:0.11355114479859670
[ Info: [9]	train-mlogloss:0.09408333596807938
[ Info: [10]	train-mlogloss:0.07874316057121312
[ Info: [11]	train-mlogloss:0.06677882345738234
[ Info: [12]	train-mlogloss:0.05781377889215946
[ Info: [13]	train-mlogloss:0.05059476828685514
[ Info: [14]	train-mlogloss:0.04480648414680252
[ Info: [15]	train-mlogloss:0.04051157193327391
[ Info: [16]	train-mlogloss:0.03702580681139672
[ Info: [17]	train-mlogloss:0.03449471589453795
[ Info: [18]	train-mlogloss:0.03227060955983621
[ Info: [19]	train-mlogloss:0.03044387926520021
[ Info: [20]	train-mlogloss:0.02911903089326289
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96926306177068644
[ Info: [2]	train-mlogloss:0.86078966149577385
[ Info: [3]	train-mlogloss:0.76851834323671131
[ Info: [4]	train-mlogloss:0.68914038693463364
[ Info: [5]	train-mlogloss:0.62029920242450853
[ Info: [6]	train-mlogloss:0.56018940298645581
[ Info: [7]	train-mlogloss:0.50740406424910933
[ Info: [8]	train-mlogloss:0.46085115980218960
[ Info: [9]	train-mlogloss:0.41961824231677586
[ Info: [10]	train-mlogloss:0.38246599789018987
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85000977648629084
[ Info: [2]	train-mlogloss:0.67583218194820260
[ Info: [3]	train-mlogloss:0.54699631002214222
[ Info: [4]	train-mlogloss:0.44881994878804243
[ Info: [5]	train-mlogloss:0.37235229059501929
[ Info: [6]	train-mlogloss:0.31099646864113983
[ Info: [7]	train-mlogloss:0.26179588690952016
[ Info: [8]	train-mlogloss:0.22228207212907297
[ Info: [9]	train-mlogloss:0.18942233202634035
[ Info: [10]	train-mlogloss:0.16263913705393121
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74124190145068702
[ Info: [2]	train-mlogloss:0.53237111612602517
[ Info: [3]	train-mlogloss:0.39615096560230961
[ Info: [4]	train-mlogloss:0.30097006471068771
[ Info: [5]	train-mlogloss:0.23211332537509777
[ Info: [6]	train-mlogloss:0.18231277498934004
[ Info: [7]	train-mlogloss:0.14516540136602191
[ Info: [8]	train-mlogloss:0.11749018640429885
[ Info: [9]	train-mlogloss:0.09679759641488393
[ Info: [10]	train-mlogloss:0.08112926085789998
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96926306177068644
[ Info: [2]	train-mlogloss:0.86078966149577385
[ Info: [3]	train-mlogloss:0.76851834323671131
[ Info: [4]	train-mlogloss:0.68914038693463364
[ Info: [5]	train-mlogloss:0.62029920242450853
[ Info: [6]	train-mlogloss:0.56018940298645581
[ Info: [7]	train-mlogloss:0.50740406424910933
[ Info: [8]	train-mlogloss:0.46085115980218960
[ Info: [9]	train-mlogloss:0.41961824231677586
[ Info: [10]	train-mlogloss:0.38246599789018987
[ Info: [11]	train-mlogloss:0.34938672030413592
[ Info: [12]	train-mlogloss:0.31984086014606333
[ Info: [13]	train-mlogloss:0.29337716323358043
[ Info: [14]	train-mlogloss:0.26963572159961419
[ Info: [15]	train-mlogloss:0.24814864794413249
[ Info: [16]	train-mlogloss:0.22847335669729446
[ Info: [17]	train-mlogloss:0.21074285330595793
[ Info: [18]	train-mlogloss:0.19474304417769114
[ Info: [19]	train-mlogloss:0.18028647071785397
[ Info: [20]	train-mlogloss:0.16720875424367410
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85000977648629084
[ Info: [2]	train-mlogloss:0.67583218194820260
[ Info: [3]	train-mlogloss:0.54699631002214222
[ Info: [4]	train-mlogloss:0.44881994878804243
[ Info: [5]	train-mlogloss:0.37235229059501929
[ Info: [6]	train-mlogloss:0.31099646864113983
[ Info: [7]	train-mlogloss:0.26179588690952016
[ Info: [8]	train-mlogloss:0.22228207212907297
[ Info: [9]	train-mlogloss:0.18942233202634035
[ Info: [10]	train-mlogloss:0.16263913705393121
[ Info: [11]	train-mlogloss:0.14045584003130596
[ Info: [12]	train-mlogloss:0.12209823236421302
[ Info: [13]	train-mlogloss:0.10696765189921414
[ Info: [14]	train-mlogloss:0.09444455860389603
[ Info: [15]	train-mlogloss:0.08399864192362184
[ Info: [16]	train-mlogloss:0.07558117315725044
[ Info: [17]	train-mlogloss:0.06846817795325208
[ Info: [18]	train-mlogloss:0.06249182948635684
[ Info: [19]	train-mlogloss:0.05701779481713418
[ Info: [20]	train-mlogloss:0.05249853308002154
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74124190145068702
[ Info: [2]	train-mlogloss:0.53237111612602517
[ Info: [3]	train-mlogloss:0.39615096560230961
[ Info: [4]	train-mlogloss:0.30097006471068771
[ Info: [5]	train-mlogloss:0.23211332537509777
[ Info: [6]	train-mlogloss:0.18231277498934004
[ Info: [7]	train-mlogloss:0.14516540136602191
[ Info: [8]	train-mlogloss:0.11749018640429885
[ Info: [9]	train-mlogloss:0.09679759641488393
[ Info: [10]	train-mlogloss:0.08112926085789998
[ Info: [11]	train-mlogloss:0.06960491880222604
[ Info: [12]	train-mlogloss:0.06063841891785463
[ Info: [13]	train-mlogloss:0.05284873542410356
[ Info: [14]	train-mlogloss:0.04616683772592633
[ Info: [15]	train-mlogloss:0.04135701476975723
[ Info: [16]	train-mlogloss:0.03797680873561789
[ Info: [17]	train-mlogloss:0.03517064314887480
[ Info: [18]	train-mlogloss:0.03268126498355910
[ Info: [19]	train-mlogloss:0.03064582671418234
[ Info: [20]	train-mlogloss:0.02903432127916150
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96875828681168730
[ Info: [2]	train-mlogloss:0.85929890650290031
[ Info: [3]	train-mlogloss:0.76639026006062827
[ Info: [4]	train-mlogloss:0.68649969630771213
[ Info: [5]	train-mlogloss:0.61721339314072221
[ Info: [6]	train-mlogloss:0.55674962820830165
[ Info: [7]	train-mlogloss:0.50396974108837267
[ Info: [8]	train-mlogloss:0.45768991046481661
[ Info: [9]	train-mlogloss:0.41644700522776001
[ Info: [10]	train-mlogloss:0.37980081174108715
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84900945778246284
[ Info: [2]	train-mlogloss:0.67313049766752453
[ Info: [3]	train-mlogloss:0.54335242598145095
[ Info: [4]	train-mlogloss:0.44504216975635952
[ Info: [5]	train-mlogloss:0.36905241983908194
[ Info: [6]	train-mlogloss:0.30854633008992233
[ Info: [7]	train-mlogloss:0.25952963034311932
[ Info: [8]	train-mlogloss:0.21993802631342851
[ Info: [9]	train-mlogloss:0.18715123158914071
[ Info: [10]	train-mlogloss:0.16080312408782818
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73974968636477434
[ Info: [2]	train-mlogloss:0.52853596563692451
[ Info: [3]	train-mlogloss:0.39281995230250888
[ Info: [4]	train-mlogloss:0.29884496022153784
[ Info: [5]	train-mlogloss:0.23066381116708121
[ Info: [6]	train-mlogloss:0.18044141365422142
[ Info: [7]	train-mlogloss:0.14408052480883068
[ Info: [8]	train-mlogloss:0.11765550275643667
[ Info: [9]	train-mlogloss:0.09795348760154513
[ Info: [10]	train-mlogloss:0.08215466668760335
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96875828681168730
[ Info: [2]	train-mlogloss:0.85929890650290031
[ Info: [3]	train-mlogloss:0.76639026006062827
[ Info: [4]	train-mlogloss:0.68649969630771213
[ Info: [5]	train-mlogloss:0.61721339314072221
[ Info: [6]	train-mlogloss:0.55674962820830165
[ Info: [7]	train-mlogloss:0.50396974108837267
[ Info: [8]	train-mlogloss:0.45768991046481661
[ Info: [9]	train-mlogloss:0.41644700522776001
[ Info: [10]	train-mlogloss:0.37980081174108715
[ Info: [11]	train-mlogloss:0.34715354420520639
[ Info: [12]	train-mlogloss:0.31754556033346387
[ Info: [13]	train-mlogloss:0.29106678454964247
[ Info: [14]	train-mlogloss:0.26732555473292313
[ Info: [15]	train-mlogloss:0.24601041332439141
[ Info: [16]	train-mlogloss:0.22684258564754770
[ Info: [17]	train-mlogloss:0.20919440267262635
[ Info: [18]	train-mlogloss:0.19326691704767721
[ Info: [19]	train-mlogloss:0.17887399086245784
[ Info: [20]	train-mlogloss:0.16585209148901481
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84900945778246284
[ Info: [2]	train-mlogloss:0.67313049766752453
[ Info: [3]	train-mlogloss:0.54335242598145095
[ Info: [4]	train-mlogloss:0.44504216975635952
[ Info: [5]	train-mlogloss:0.36905241983908194
[ Info: [6]	train-mlogloss:0.30854633008992233
[ Info: [7]	train-mlogloss:0.25952963034311932
[ Info: [8]	train-mlogloss:0.21993802631342851
[ Info: [9]	train-mlogloss:0.18715123158914071
[ Info: [10]	train-mlogloss:0.16080312408782818
[ Info: [11]	train-mlogloss:0.13893922832277086
[ Info: [12]	train-mlogloss:0.12144438828583116
[ Info: [13]	train-mlogloss:0.10667235100710834
[ Info: [14]	train-mlogloss:0.09476434547040198
[ Info: [15]	train-mlogloss:0.08437190331794597
[ Info: [16]	train-mlogloss:0.07569634583261278
[ Info: [17]	train-mlogloss:0.06839052896808695
[ Info: [18]	train-mlogloss:0.06273890623339901
[ Info: [19]	train-mlogloss:0.05710564048753845
[ Info: [20]	train-mlogloss:0.05242691081431177
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73974968636477434
[ Info: [2]	train-mlogloss:0.52853596563692451
[ Info: [3]	train-mlogloss:0.39281995230250888
[ Info: [4]	train-mlogloss:0.29884496022153784
[ Info: [5]	train-mlogloss:0.23066381116708121
[ Info: [6]	train-mlogloss:0.18044141365422142
[ Info: [7]	train-mlogloss:0.14408052480883068
[ Info: [8]	train-mlogloss:0.11765550275643667
[ Info: [9]	train-mlogloss:0.09795348760154513
[ Info: [10]	train-mlogloss:0.08215466668760335
[ Info: [11]	train-mlogloss:0.07013957958530496
[ Info: [12]	train-mlogloss:0.05964430533349514
[ Info: [13]	train-mlogloss:0.05214135891033544
[ Info: [14]	train-mlogloss:0.04593786313026040
[ Info: [15]	train-mlogloss:0.04103271692163414
[ Info: [16]	train-mlogloss:0.03788066883054045
[ Info: [17]	train-mlogloss:0.03518054644680686
[ Info: [18]	train-mlogloss:0.03273729539165894
[ Info: [19]	train-mlogloss:0.03094328866098766
[ Info: [20]	train-mlogloss:0.02953675415504862
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97011229153032652
[ Info: [2]	train-mlogloss:0.86237275070614283
[ Info: [3]	train-mlogloss:0.77069864979496705
[ Info: [4]	train-mlogloss:0.69186869947998608
[ Info: [5]	train-mlogloss:0.62350126769807601
[ Info: [6]	train-mlogloss:0.56302995196095218
[ Info: [7]	train-mlogloss:0.50993350368958934
[ Info: [8]	train-mlogloss:0.46312628719541760
[ Info: [9]	train-mlogloss:0.42170074692478887
[ Info: [10]	train-mlogloss:0.38432416628908228
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85166426764594183
[ Info: [2]	train-mlogloss:0.67870280742645261
[ Info: [3]	train-mlogloss:0.55075797239939372
[ Info: [4]	train-mlogloss:0.45188413063685101
[ Info: [5]	train-mlogloss:0.37499000452182912
[ Info: [6]	train-mlogloss:0.31317171079141121
[ Info: [7]	train-mlogloss:0.26375959537647387
[ Info: [8]	train-mlogloss:0.22409750885433621
[ Info: [9]	train-mlogloss:0.19111087951395248
[ Info: [10]	train-mlogloss:0.16421976232970203
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74365670460241817
[ Info: [2]	train-mlogloss:0.53636570109261406
[ Info: [3]	train-mlogloss:0.39902546295413266
[ Info: [4]	train-mlogloss:0.30344510255036533
[ Info: [5]	train-mlogloss:0.23535267489927786
[ Info: [6]	train-mlogloss:0.18499652202482578
[ Info: [7]	train-mlogloss:0.14801252351866828
[ Info: [8]	train-mlogloss:0.12051911160901740
[ Info: [9]	train-mlogloss:0.10011211749580172
[ Info: [10]	train-mlogloss:0.08414191559508995
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.97011229153032652
[ Info: [2]	train-mlogloss:0.86237275070614283
[ Info: [3]	train-mlogloss:0.77069864979496705
[ Info: [4]	train-mlogloss:0.69186869947998608
[ Info: [5]	train-mlogloss:0.62350126769807601
[ Info: [6]	train-mlogloss:0.56302995196095218
[ Info: [7]	train-mlogloss:0.50993350368958934
[ Info: [8]	train-mlogloss:0.46312628719541760
[ Info: [9]	train-mlogloss:0.42170074692478887
[ Info: [10]	train-mlogloss:0.38432416628908228
[ Info: [11]	train-mlogloss:0.35107821689711677
[ Info: [12]	train-mlogloss:0.32130657986358357
[ Info: [13]	train-mlogloss:0.29464857578277587
[ Info: [14]	train-mlogloss:0.27080224498554512
[ Info: [15]	train-mlogloss:0.24929160155631877
[ Info: [16]	train-mlogloss:0.22992171921111920
[ Info: [17]	train-mlogloss:0.21209600634045070
[ Info: [18]	train-mlogloss:0.19600925511784023
[ Info: [19]	train-mlogloss:0.18147315647866991
[ Info: [20]	train-mlogloss:0.16832239208398042
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.85166426764594183
[ Info: [2]	train-mlogloss:0.67870280742645261
[ Info: [3]	train-mlogloss:0.55075797239939372
[ Info: [4]	train-mlogloss:0.45188413063685101
[ Info: [5]	train-mlogloss:0.37499000452182912
[ Info: [6]	train-mlogloss:0.31317171079141121
[ Info: [7]	train-mlogloss:0.26375959537647387
[ Info: [8]	train-mlogloss:0.22409750885433621
[ Info: [9]	train-mlogloss:0.19111087951395248
[ Info: [10]	train-mlogloss:0.16421976232970203
[ Info: [11]	train-mlogloss:0.14218536521549577
[ Info: [12]	train-mlogloss:0.12404700004392200
[ Info: [13]	train-mlogloss:0.10905105714444761
[ Info: [14]	train-mlogloss:0.09667738275947395
[ Info: [15]	train-mlogloss:0.08616855293512345
[ Info: [16]	train-mlogloss:0.07741007495809485
[ Info: [17]	train-mlogloss:0.06994709573962070
[ Info: [18]	train-mlogloss:0.06345912191878866
[ Info: [19]	train-mlogloss:0.05784884881642130
[ Info: [20]	train-mlogloss:0.05293734951151742
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.74365670460241817
[ Info: [2]	train-mlogloss:0.53636570109261406
[ Info: [3]	train-mlogloss:0.39902546295413266
[ Info: [4]	train-mlogloss:0.30344510255036533
[ Info: [5]	train-mlogloss:0.23535267489927786
[ Info: [6]	train-mlogloss:0.18499652202482578
[ Info: [7]	train-mlogloss:0.14801252351866828
[ Info: [8]	train-mlogloss:0.12051911160901740
[ Info: [9]	train-mlogloss:0.10011211749580172
[ Info: [10]	train-mlogloss:0.08414191559508995
[ Info: [11]	train-mlogloss:0.07193364487202079
[ Info: [12]	train-mlogloss:0.06255353763699531
[ Info: [13]	train-mlogloss:0.05467934506358924
[ Info: [14]	train-mlogloss:0.04841812855943486
[ Info: [15]	train-mlogloss:0.04337156903412607
[ Info: [16]	train-mlogloss:0.03980432297620509
[ Info: [17]	train-mlogloss:0.03701085313050835
[ Info: [18]	train-mlogloss:0.03422248303476307
[ Info: [19]	train-mlogloss:0.03199769238492957
[ Info: [20]	train-mlogloss:0.03038808907968579
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96858481742717606
[ Info: [2]	train-mlogloss:0.85963092821615716
[ Info: [3]	train-mlogloss:0.76638182887324580
[ Info: [4]	train-mlogloss:0.68670082754558992
[ Info: [5]	train-mlogloss:0.61763970454533890
[ Info: [6]	train-mlogloss:0.55689622781894821
[ Info: [7]	train-mlogloss:0.50401173035303748
[ Info: [8]	train-mlogloss:0.45695732898182340
[ Info: [9]	train-mlogloss:0.41568864252832199
[ Info: [10]	train-mlogloss:0.37866325047281052
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84873724072067824
[ Info: [2]	train-mlogloss:0.67272049276917067
[ Info: [3]	train-mlogloss:0.54353323865819858
[ Info: [4]	train-mlogloss:0.44519917501343620
[ Info: [5]	train-mlogloss:0.36792812214957343
[ Info: [6]	train-mlogloss:0.30700720438250789
[ Info: [7]	train-mlogloss:0.25792888204256692
[ Info: [8]	train-mlogloss:0.21829534956702479
[ Info: [9]	train-mlogloss:0.18625443908903333
[ Info: [10]	train-mlogloss:0.16001550113713300
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73945905190927008
[ Info: [2]	train-mlogloss:0.52848133268179720
[ Info: [3]	train-mlogloss:0.39195889013784901
[ Info: [4]	train-mlogloss:0.29724722901980083
[ Info: [5]	train-mlogloss:0.22960687489421280
[ Info: [6]	train-mlogloss:0.18041468483430367
[ Info: [7]	train-mlogloss:0.14444514038386169
[ Info: [8]	train-mlogloss:0.11679617536288721
[ Info: [9]	train-mlogloss:0.09515588609156785
[ Info: [10]	train-mlogloss:0.07882978571233926
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96858481742717606
[ Info: [2]	train-mlogloss:0.85963092821615716
[ Info: [3]	train-mlogloss:0.76638182887324580
[ Info: [4]	train-mlogloss:0.68670082754558992
[ Info: [5]	train-mlogloss:0.61763970454533890
[ Info: [6]	train-mlogloss:0.55689622781894821
[ Info: [7]	train-mlogloss:0.50401173035303748
[ Info: [8]	train-mlogloss:0.45695732898182340
[ Info: [9]	train-mlogloss:0.41568864252832199
[ Info: [10]	train-mlogloss:0.37866325047281052
[ Info: [11]	train-mlogloss:0.34571324454413521
[ Info: [12]	train-mlogloss:0.31629142959912621
[ Info: [13]	train-mlogloss:0.28989380498727163
[ Info: [14]	train-mlogloss:0.26606225128527039
[ Info: [15]	train-mlogloss:0.24491246883515957
[ Info: [16]	train-mlogloss:0.22558492896733462
[ Info: [17]	train-mlogloss:0.20818638591854660
[ Info: [18]	train-mlogloss:0.19232569778407060
[ Info: [19]	train-mlogloss:0.17817221317026349
[ Info: [20]	train-mlogloss:0.16526164142069993
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84873724072067824
[ Info: [2]	train-mlogloss:0.67272049276917067
[ Info: [3]	train-mlogloss:0.54353323865819858
[ Info: [4]	train-mlogloss:0.44519917501343620
[ Info: [5]	train-mlogloss:0.36792812214957343
[ Info: [6]	train-mlogloss:0.30700720438250789
[ Info: [7]	train-mlogloss:0.25792888204256692
[ Info: [8]	train-mlogloss:0.21829534956702479
[ Info: [9]	train-mlogloss:0.18625443908903333
[ Info: [10]	train-mlogloss:0.16001550113713300
[ Info: [11]	train-mlogloss:0.13808829618824853
[ Info: [12]	train-mlogloss:0.12050879437614370
[ Info: [13]	train-mlogloss:0.10559885518418419
[ Info: [14]	train-mlogloss:0.09316976509160466
[ Info: [15]	train-mlogloss:0.08281869237069731
[ Info: [16]	train-mlogloss:0.07348032775852416
[ Info: [17]	train-mlogloss:0.06628993007319944
[ Info: [18]	train-mlogloss:0.05989676905726945
[ Info: [19]	train-mlogloss:0.05470570869467876
[ Info: [20]	train-mlogloss:0.05032091027608624
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73945905190927008
[ Info: [2]	train-mlogloss:0.52848133268179720
[ Info: [3]	train-mlogloss:0.39195889013784901
[ Info: [4]	train-mlogloss:0.29724722901980083
[ Info: [5]	train-mlogloss:0.22960687489421280
[ Info: [6]	train-mlogloss:0.18041468483430367
[ Info: [7]	train-mlogloss:0.14444514038386169
[ Info: [8]	train-mlogloss:0.11679617536288721
[ Info: [9]	train-mlogloss:0.09515588609156785
[ Info: [10]	train-mlogloss:0.07882978571233926
[ Info: [11]	train-mlogloss:0.06674109208914969
[ Info: [12]	train-mlogloss:0.05742648921355054
[ Info: [13]	train-mlogloss:0.05020713922050264
[ Info: [14]	train-mlogloss:0.04406661376081131
[ Info: [15]	train-mlogloss:0.03936308151869862
[ Info: [16]	train-mlogloss:0.03599414416347389
[ Info: [17]	train-mlogloss:0.03286167686736143
[ Info: [18]	train-mlogloss:0.03001064068327347
[ Info: [19]	train-mlogloss:0.02783916188679911
[ Info: [20]	train-mlogloss:0.02654437855644911
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96604449837296102
[ Info: [2]	train-mlogloss:0.85505476969259753
[ Info: [3]	train-mlogloss:0.76154180147029737
[ Info: [4]	train-mlogloss:0.68122895823584662
[ Info: [5]	train-mlogloss:0.61167702586562545
[ Info: [6]	train-mlogloss:0.55112717769764086
[ Info: [7]	train-mlogloss:0.49797006315655179
[ Info: [8]	train-mlogloss:0.45152307638415584
[ Info: [9]	train-mlogloss:0.41049241622289023
[ Info: [10]	train-mlogloss:0.37322783624684369
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84389184757515234
[ Info: [2]	train-mlogloss:0.66746113609384605
[ Info: [3]	train-mlogloss:0.53766358163621686
[ Info: [4]	train-mlogloss:0.43887196668872125
[ Info: [5]	train-mlogloss:0.36129788116172507
[ Info: [6]	train-mlogloss:0.30163863102595012
[ Info: [7]	train-mlogloss:0.25313592210963920
[ Info: [8]	train-mlogloss:0.21415821258668546
[ Info: [9]	train-mlogloss:0.18303773822607816
[ Info: [10]	train-mlogloss:0.15778709937024998
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73256089245831524
[ Info: [2]	train-mlogloss:0.52211370600594420
[ Info: [3]	train-mlogloss:0.38606096506118776
[ Info: [4]	train-mlogloss:0.29310496317015755
[ Info: [5]	train-mlogloss:0.22593217988808950
[ Info: [6]	train-mlogloss:0.17754170309614253
[ Info: [7]	train-mlogloss:0.14266740757006185
[ Info: [8]	train-mlogloss:0.11683878788241633
[ Info: [9]	train-mlogloss:0.09746080289284388
[ Info: [10]	train-mlogloss:0.08291958311089763
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96604449837296102
[ Info: [2]	train-mlogloss:0.85505476969259753
[ Info: [3]	train-mlogloss:0.76154180147029737
[ Info: [4]	train-mlogloss:0.68122895823584662
[ Info: [5]	train-mlogloss:0.61167702586562545
[ Info: [6]	train-mlogloss:0.55112717769764086
[ Info: [7]	train-mlogloss:0.49797006315655179
[ Info: [8]	train-mlogloss:0.45152307638415584
[ Info: [9]	train-mlogloss:0.41049241622289023
[ Info: [10]	train-mlogloss:0.37322783624684369
[ Info: [11]	train-mlogloss:0.34015610814094543
[ Info: [12]	train-mlogloss:0.31131913374971459
[ Info: [13]	train-mlogloss:0.28498789712234779
[ Info: [14]	train-mlogloss:0.26136092035858721
[ Info: [15]	train-mlogloss:0.24026484577744095
[ Info: [16]	train-mlogloss:0.22133758266766865
[ Info: [17]	train-mlogloss:0.20433865421348149
[ Info: [18]	train-mlogloss:0.18911822482391641
[ Info: [19]	train-mlogloss:0.17540078218336458
[ Info: [20]	train-mlogloss:0.16301891284960288
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84389184757515234
[ Info: [2]	train-mlogloss:0.66746113609384605
[ Info: [3]	train-mlogloss:0.53766358163621686
[ Info: [4]	train-mlogloss:0.43887196668872125
[ Info: [5]	train-mlogloss:0.36129788116172507
[ Info: [6]	train-mlogloss:0.30163863102595012
[ Info: [7]	train-mlogloss:0.25313592210963920
[ Info: [8]	train-mlogloss:0.21415821258668546
[ Info: [9]	train-mlogloss:0.18303773822607816
[ Info: [10]	train-mlogloss:0.15778709937024998
[ Info: [11]	train-mlogloss:0.13715405988472479
[ Info: [12]	train-mlogloss:0.12008456466374574
[ Info: [13]	train-mlogloss:0.10610058677417261
[ Info: [14]	train-mlogloss:0.09456544937910857
[ Info: [15]	train-mlogloss:0.08495186547990198
[ Info: [16]	train-mlogloss:0.07608132097456190
[ Info: [17]	train-mlogloss:0.06857203874323103
[ Info: [18]	train-mlogloss:0.06214541318239989
[ Info: [19]	train-mlogloss:0.05678297241252882
[ Info: [20]	train-mlogloss:0.05215264344932857
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73256089245831524
[ Info: [2]	train-mlogloss:0.52211370600594420
[ Info: [3]	train-mlogloss:0.38606096506118776
[ Info: [4]	train-mlogloss:0.29310496317015755
[ Info: [5]	train-mlogloss:0.22593217988808950
[ Info: [6]	train-mlogloss:0.17754170309614253
[ Info: [7]	train-mlogloss:0.14266740757006185
[ Info: [8]	train-mlogloss:0.11683878788241633
[ Info: [9]	train-mlogloss:0.09746080289284388
[ Info: [10]	train-mlogloss:0.08291958311089763
[ Info: [11]	train-mlogloss:0.07062403407913667
[ Info: [12]	train-mlogloss:0.06094277779813166
[ Info: [13]	train-mlogloss:0.05345397307365029
[ Info: [14]	train-mlogloss:0.04818823839779254
[ Info: [15]	train-mlogloss:0.04283052456599695
[ Info: [16]	train-mlogloss:0.03832505694418042
[ Info: [17]	train-mlogloss:0.03555390973471933
[ Info: [18]	train-mlogloss:0.03323959787548692
[ Info: [19]	train-mlogloss:0.03149652440031921
[ Info: [20]	train-mlogloss:0.03011314491223958
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96607205823615749
[ Info: [2]	train-mlogloss:0.85503694746229386
[ Info: [3]	train-mlogloss:0.76059020492765639
[ Info: [4]	train-mlogloss:0.67948794364929199
[ Info: [5]	train-mlogloss:0.60917760531107590
[ Info: [6]	train-mlogloss:0.54817490445242989
[ Info: [7]	train-mlogloss:0.49432679458900736
[ Info: [8]	train-mlogloss:0.44746606062959743
[ Info: [9]	train-mlogloss:0.40573318777260958
[ Info: [10]	train-mlogloss:0.36870232688056098
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84390409610889572
[ Info: [2]	train-mlogloss:0.66616255530604607
[ Info: [3]	train-mlogloss:0.53489151133431334
[ Info: [4]	train-mlogloss:0.43551809456613327
[ Info: [5]	train-mlogloss:0.35829248538723696
[ Info: [6]	train-mlogloss:0.29729933385495788
[ Info: [7]	train-mlogloss:0.24916308577413912
[ Info: [8]	train-mlogloss:0.21019405766769692
[ Info: [9]	train-mlogloss:0.17879964322955519
[ Info: [10]	train-mlogloss:0.15355174519397594
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73251510063807168
[ Info: [2]	train-mlogloss:0.51970721902670680
[ Info: [3]	train-mlogloss:0.38269281122419568
[ Info: [4]	train-mlogloss:0.28791704884281866
[ Info: [5]	train-mlogloss:0.22098233114790033
[ Info: [6]	train-mlogloss:0.17290589312712351
[ Info: [7]	train-mlogloss:0.13741316370390080
[ Info: [8]	train-mlogloss:0.11008791338514398
[ Info: [9]	train-mlogloss:0.08985078845311094
[ Info: [10]	train-mlogloss:0.07427205374395406
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96607205823615749
[ Info: [2]	train-mlogloss:0.85503694746229386
[ Info: [3]	train-mlogloss:0.76059020492765639
[ Info: [4]	train-mlogloss:0.67948794364929199
[ Info: [5]	train-mlogloss:0.60917760531107590
[ Info: [6]	train-mlogloss:0.54817490445242989
[ Info: [7]	train-mlogloss:0.49432679458900736
[ Info: [8]	train-mlogloss:0.44746606062959743
[ Info: [9]	train-mlogloss:0.40573318777260958
[ Info: [10]	train-mlogloss:0.36870232688056098
[ Info: [11]	train-mlogloss:0.33575133217705622
[ Info: [12]	train-mlogloss:0.30636472437116835
[ Info: [13]	train-mlogloss:0.28008417641675032
[ Info: [14]	train-mlogloss:0.25654577899862219
[ Info: [15]	train-mlogloss:0.23541354084456409
[ Info: [16]	train-mlogloss:0.21642155040193486
[ Info: [17]	train-mlogloss:0.19934851295418210
[ Info: [18]	train-mlogloss:0.18410186425403313
[ Info: [19]	train-mlogloss:0.17019735144244300
[ Info: [20]	train-mlogloss:0.15774489839871725
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84390409610889572
[ Info: [2]	train-mlogloss:0.66616255530604607
[ Info: [3]	train-mlogloss:0.53489151133431334
[ Info: [4]	train-mlogloss:0.43551809456613327
[ Info: [5]	train-mlogloss:0.35829248538723696
[ Info: [6]	train-mlogloss:0.29729933385495788
[ Info: [7]	train-mlogloss:0.24916308577413912
[ Info: [8]	train-mlogloss:0.21019405766769692
[ Info: [9]	train-mlogloss:0.17879964322955519
[ Info: [10]	train-mlogloss:0.15355174519397594
[ Info: [11]	train-mlogloss:0.13273521981857442
[ Info: [12]	train-mlogloss:0.11468743008595926
[ Info: [13]	train-mlogloss:0.10020835383070839
[ Info: [14]	train-mlogloss:0.08795222819403366
[ Info: [15]	train-mlogloss:0.07788308077940234
[ Info: [16]	train-mlogloss:0.06920311622045658
[ Info: [17]	train-mlogloss:0.06192995254640226
[ Info: [18]	train-mlogloss:0.05593700544149787
[ Info: [19]	train-mlogloss:0.05090736153501051
[ Info: [20]	train-mlogloss:0.04668929404406636
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73251510063807168
[ Info: [2]	train-mlogloss:0.51970721902670680
[ Info: [3]	train-mlogloss:0.38269281122419568
[ Info: [4]	train-mlogloss:0.28791704884281866
[ Info: [5]	train-mlogloss:0.22098233114790033
[ Info: [6]	train-mlogloss:0.17290589312712351
[ Info: [7]	train-mlogloss:0.13741316370390080
[ Info: [8]	train-mlogloss:0.11008791338514398
[ Info: [9]	train-mlogloss:0.08985078845311094
[ Info: [10]	train-mlogloss:0.07427205374395406
[ Info: [11]	train-mlogloss:0.06239906828160639
[ Info: [12]	train-mlogloss:0.05331377944460622
[ Info: [13]	train-mlogloss:0.04635956756494664
[ Info: [14]	train-mlogloss:0.04087419722367216
[ Info: [15]	train-mlogloss:0.03683981111756077
[ Info: [16]	train-mlogloss:0.03334204825676150
[ Info: [17]	train-mlogloss:0.03096740037478782
[ Info: [18]	train-mlogloss:0.02866496304395022
[ Info: [19]	train-mlogloss:0.02661716397161837
[ Info: [20]	train-mlogloss:0.02504417536159357
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96674630730240430
[ Info: [2]	train-mlogloss:0.85579189238724884
[ Info: [3]	train-mlogloss:0.76137815139911791
[ Info: [4]	train-mlogloss:0.68052925533718533
[ Info: [5]	train-mlogloss:0.61042803790834210
[ Info: [6]	train-mlogloss:0.54953249030643037
[ Info: [7]	train-mlogloss:0.49610237192224571
[ Info: [8]	train-mlogloss:0.44902024114573441
[ Info: [9]	train-mlogloss:0.40758426299801581
[ Info: [10]	train-mlogloss:0.37054259710841708
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84521832024609600
[ Info: [2]	train-mlogloss:0.66673783726162383
[ Info: [3]	train-mlogloss:0.53575475657427751
[ Info: [4]	train-mlogloss:0.43639582218947232
[ Info: [5]	train-mlogloss:0.35978824871557730
[ Info: [6]	train-mlogloss:0.29929319730511417
[ Info: [7]	train-mlogloss:0.25068225341814537
[ Info: [8]	train-mlogloss:0.21170639318448525
[ Info: [9]	train-mlogloss:0.17911746214937280
[ Info: [10]	train-mlogloss:0.15320473975605434
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73443582411165587
[ Info: [2]	train-mlogloss:0.52032314583107275
[ Info: [3]	train-mlogloss:0.38367969459957546
[ Info: [4]	train-mlogloss:0.28992781219659031
[ Info: [5]	train-mlogloss:0.22303682311817452
[ Info: [6]	train-mlogloss:0.17322846838721523
[ Info: [7]	train-mlogloss:0.13780772178261369
[ Info: [8]	train-mlogloss:0.11160545437424271
[ Info: [9]	train-mlogloss:0.09142774967131791
[ Info: [10]	train-mlogloss:0.07548832415982529
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96674630730240430
[ Info: [2]	train-mlogloss:0.85579189238724884
[ Info: [3]	train-mlogloss:0.76137815139911791
[ Info: [4]	train-mlogloss:0.68052925533718533
[ Info: [5]	train-mlogloss:0.61042803790834210
[ Info: [6]	train-mlogloss:0.54953249030643037
[ Info: [7]	train-mlogloss:0.49610237192224571
[ Info: [8]	train-mlogloss:0.44902024114573441
[ Info: [9]	train-mlogloss:0.40758426299801581
[ Info: [10]	train-mlogloss:0.37054259710841708
[ Info: [11]	train-mlogloss:0.33756591434831973
[ Info: [12]	train-mlogloss:0.30813601877954272
[ Info: [13]	train-mlogloss:0.28181312062122205
[ Info: [14]	train-mlogloss:0.25822355449199674
[ Info: [15]	train-mlogloss:0.23710966430328512
[ Info: [16]	train-mlogloss:0.21812415763183876
[ Info: [17]	train-mlogloss:0.20102803022773177
[ Info: [18]	train-mlogloss:0.18530899540141776
[ Info: [19]	train-mlogloss:0.17116934436338918
[ Info: [20]	train-mlogloss:0.15838069706051439
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84521832024609600
[ Info: [2]	train-mlogloss:0.66673783726162383
[ Info: [3]	train-mlogloss:0.53575475657427751
[ Info: [4]	train-mlogloss:0.43639582218947232
[ Info: [5]	train-mlogloss:0.35978824871557730
[ Info: [6]	train-mlogloss:0.29929319730511417
[ Info: [7]	train-mlogloss:0.25068225341814537
[ Info: [8]	train-mlogloss:0.21170639318448525
[ Info: [9]	train-mlogloss:0.17911746214937280
[ Info: [10]	train-mlogloss:0.15320473975605434
[ Info: [11]	train-mlogloss:0.13203660702263867
[ Info: [12]	train-mlogloss:0.11392651437609284
[ Info: [13]	train-mlogloss:0.09935381097926034
[ Info: [14]	train-mlogloss:0.08686547897480153
[ Info: [15]	train-mlogloss:0.07672343761832626
[ Info: [16]	train-mlogloss:0.06825485163264805
[ Info: [17]	train-mlogloss:0.06115331183429117
[ Info: [18]	train-mlogloss:0.05532123762424345
[ Info: [19]	train-mlogloss:0.05029992262522379
[ Info: [20]	train-mlogloss:0.04609442380843339
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73443582411165587
[ Info: [2]	train-mlogloss:0.52032314583107275
[ Info: [3]	train-mlogloss:0.38367969459957546
[ Info: [4]	train-mlogloss:0.28992781219659031
[ Info: [5]	train-mlogloss:0.22303682311817452
[ Info: [6]	train-mlogloss:0.17322846838721523
[ Info: [7]	train-mlogloss:0.13780772178261369
[ Info: [8]	train-mlogloss:0.11160545437424271
[ Info: [9]	train-mlogloss:0.09142774967131791
[ Info: [10]	train-mlogloss:0.07548832415982529
[ Info: [11]	train-mlogloss:0.06366407145504598
[ Info: [12]	train-mlogloss:0.05455109441169986
[ Info: [13]	train-mlogloss:0.04760128069255087
[ Info: [14]	train-mlogloss:0.04245766500631968
[ Info: [15]	train-mlogloss:0.03841512108014689
[ Info: [16]	train-mlogloss:0.03485016781422827
[ Info: [17]	train-mlogloss:0.03197115031243474
[ Info: [18]	train-mlogloss:0.02963334822820293
[ Info: [19]	train-mlogloss:0.02780297031557118
[ Info: [20]	train-mlogloss:0.02679849323575144
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96877196718145298
[ Info: [2]	train-mlogloss:0.85931102655552050
[ Info: [3]	train-mlogloss:0.76640140833678072
[ Info: [4]	train-mlogloss:0.68651056907795094
[ Info: [5]	train-mlogloss:0.61722415288289390
[ Info: [6]	train-mlogloss:0.55676045329482471
[ Info: [7]	train-mlogloss:0.50406774348682826
[ Info: [8]	train-mlogloss:0.45754883488019310
[ Info: [9]	train-mlogloss:0.41639336744944255
[ Info: [10]	train-mlogloss:0.37984585629569162
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84903466613204392
[ Info: [2]	train-mlogloss:0.67315011024475102
[ Info: [3]	train-mlogloss:0.54336885964428938
[ Info: [4]	train-mlogloss:0.44523295031653509
[ Info: [5]	train-mlogloss:0.36884907793115684
[ Info: [6]	train-mlogloss:0.30863443524749190
[ Info: [7]	train-mlogloss:0.26039175556765665
[ Info: [8]	train-mlogloss:0.22085733788984793
[ Info: [9]	train-mlogloss:0.18855104954154403
[ Info: [10]	train-mlogloss:0.16201111254868683
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73978406058417423
[ Info: [2]	train-mlogloss:0.52856011611443976
[ Info: [3]	train-mlogloss:0.39315239809177538
[ Info: [4]	train-mlogloss:0.29942968289057414
[ Info: [5]	train-mlogloss:0.23301916276967083
[ Info: [6]	train-mlogloss:0.18444092505508000
[ Info: [7]	train-mlogloss:0.14805399096674390
[ Info: [8]	train-mlogloss:0.12102569534822746
[ Info: [9]	train-mlogloss:0.10091392144008919
[ Info: [10]	train-mlogloss:0.08457092976680508
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.96877196718145298
[ Info: [2]	train-mlogloss:0.85931102655552050
[ Info: [3]	train-mlogloss:0.76640140833678072
[ Info: [4]	train-mlogloss:0.68651056907795094
[ Info: [5]	train-mlogloss:0.61722415288289390
[ Info: [6]	train-mlogloss:0.55676045329482471
[ Info: [7]	train-mlogloss:0.50406774348682826
[ Info: [8]	train-mlogloss:0.45754883488019310
[ Info: [9]	train-mlogloss:0.41639336744944255
[ Info: [10]	train-mlogloss:0.37984585629569162
[ Info: [11]	train-mlogloss:0.34757876109193875
[ Info: [12]	train-mlogloss:0.31852135856946312
[ Info: [13]	train-mlogloss:0.29193826538545115
[ Info: [14]	train-mlogloss:0.26810541726924753
[ Info: [15]	train-mlogloss:0.24670052749139290
[ Info: [16]	train-mlogloss:0.22753993040985532
[ Info: [17]	train-mlogloss:0.21018432985853266
[ Info: [18]	train-mlogloss:0.19449305103884804
[ Info: [19]	train-mlogloss:0.18025028473801083
[ Info: [20]	train-mlogloss:0.16737351450655197
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.84903466613204392
[ Info: [2]	train-mlogloss:0.67315011024475102
[ Info: [3]	train-mlogloss:0.54336885964428938
[ Info: [4]	train-mlogloss:0.44523295031653509
[ Info: [5]	train-mlogloss:0.36884907793115684
[ Info: [6]	train-mlogloss:0.30863443524749190
[ Info: [7]	train-mlogloss:0.26039175556765665
[ Info: [8]	train-mlogloss:0.22085733788984793
[ Info: [9]	train-mlogloss:0.18855104954154403
[ Info: [10]	train-mlogloss:0.16201111254868683
[ Info: [11]	train-mlogloss:0.14045631686846416
[ Info: [12]	train-mlogloss:0.12313220230517564
[ Info: [13]	train-mlogloss:0.10775584390869847
[ Info: [14]	train-mlogloss:0.09503375090382717
[ Info: [15]	train-mlogloss:0.08446432948112488
[ Info: [16]	train-mlogloss:0.07564661450408124
[ Info: [17]	train-mlogloss:0.06825855589575237
[ Info: [18]	train-mlogloss:0.06247485525630139
[ Info: [19]	train-mlogloss:0.05683085908768354
[ Info: [20]	train-mlogloss:0.05197557784892894
[ Info: Training rounds complete.
[ Info: XGBoost: starting training.
[ Info: [1]	train-mlogloss:0.73978406058417423
[ Info: [2]	train-mlogloss:0.52856011611443976
[ Info: [3]	train-mlogloss:0.39315239809177538
[ Info: [4]	train-mlogloss:0.29942968289057414
[ Info: [5]	train-mlogloss:0.23301916276967083
[ Info: [6]	train-mlogloss:0.18444092505508000
[ Info: [7]	train-mlogloss:0.14805399096674390
[ Info: [8]	train-mlogloss:0.12102569534822746
[ Info: [9]	train-mlogloss:0.10091392144008919
[ Info: [10]	train-mlogloss:0.08457092976680508
[ Info: [11]	train-mlogloss:0.07338822823431757
[ Info: [12]	train-mlogloss:0.06205104801941801
[ Info: [13]	train-mlogloss:0.05428690839972761
[ Info: [14]	train-mlogloss:0.04696131311357021
[ Info: [15]	train-mlogloss:0.04150725865253696
[ Info: [16]	train-mlogloss:0.03822395526976497
[ Info: [17]	train-mlogloss:0.03559223589383893
[ Info: [18]	train-mlogloss:0.03340533120488679
[ Info: [19]	train-mlogloss:0.03154071772264110
[ Info: [20]	train-mlogloss:0.02988090498579873
[ Info: Training rounds complete.
[ Info: For silent loading, specify `verbosity=0`. 
import MLJXGBoostInterface ✔
TEST: XGBoostExt/xgboost_regressor.jl
Training set size: (354, 12) - (354,)
Test set size: (152, 12) - (152,)
Training set type: DataFrame - Vector{Float64}
Test set type: DataFrame - Vector{Float64}
[ Info: For silent loading, specify `verbosity=0`. 
import MLJXGBoostInterface ✔
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82301374103507552
[ Info: [2]	train-rmse:5.51722839221573036
[ Info: [3]	train-rmse:4.62150645661177695
[ Info: [4]	train-rmse:3.90015995320384246
[ Info: [5]	train-rmse:3.37814028207461003
[ Info: [6]	train-rmse:3.04564398172087758
[ Info: [7]	train-rmse:2.78802259289642418
[ Info: [8]	train-rmse:2.60167036870704971
[ Info: [9]	train-rmse:2.47329781978528196
[ Info: [10]	train-rmse:2.35408351767036317
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.66486308921073523
[ Info: [2]	train-rmse:5.21771464689823272
[ Info: [3]	train-rmse:4.18975535241238095
[ Info: [4]	train-rmse:3.42956566545157138
[ Info: [5]	train-rmse:2.92957307037304826
[ Info: [6]	train-rmse:2.56426514905967329
[ Info: [7]	train-rmse:2.29187878265745892
[ Info: [8]	train-rmse:2.08787832702850018
[ Info: [9]	train-rmse:1.94236317617611309
[ Info: [10]	train-rmse:1.82256015990477027
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.60645194450691253
[ Info: [2]	train-rmse:5.08201850715343539
[ Info: [3]	train-rmse:3.94404608016875580
[ Info: [4]	train-rmse:3.14945266198647778
[ Info: [5]	train-rmse:2.59445270107163850
[ Info: [6]	train-rmse:2.21572756911126012
[ Info: [7]	train-rmse:1.94249961167555885
[ Info: [8]	train-rmse:1.72507138008602712
[ Info: [9]	train-rmse:1.58251015634984893
[ Info: [10]	train-rmse:1.46100834079232977
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.57263400851486246
[ Info: [2]	train-rmse:5.00236857058230999
[ Info: [3]	train-rmse:3.88084691682221905
[ Info: [4]	train-rmse:3.06202586439725755
[ Info: [5]	train-rmse:2.41405244620532722
[ Info: [6]	train-rmse:1.94418288277101525
[ Info: [7]	train-rmse:1.62999895472375367
[ Info: [8]	train-rmse:1.40549981979757033
[ Info: [9]	train-rmse:1.23492754835844298
[ Info: [10]	train-rmse:1.10579358723902832
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82301374103507552
[ Info: [2]	train-rmse:5.51722839221573036
[ Info: [3]	train-rmse:4.62150645661177695
[ Info: [4]	train-rmse:3.90015995320384246
[ Info: [5]	train-rmse:3.37814028207461003
[ Info: [6]	train-rmse:3.04564398172087758
[ Info: [7]	train-rmse:2.78802259289642418
[ Info: [8]	train-rmse:2.60167036870704971
[ Info: [9]	train-rmse:2.47329781978528196
[ Info: [10]	train-rmse:2.35408351767036317
[ Info: [11]	train-rmse:2.24405043375554714
[ Info: [12]	train-rmse:2.15785792755568684
[ Info: [13]	train-rmse:2.08781587675336144
[ Info: [14]	train-rmse:2.02960992419090402
[ Info: [15]	train-rmse:1.97528407402570694
[ Info: [16]	train-rmse:1.90986909961454510
[ Info: [17]	train-rmse:1.86467698085481159
[ Info: [18]	train-rmse:1.83050457323369598
[ Info: [19]	train-rmse:1.80076592411163339
[ Info: [20]	train-rmse:1.77028805770359088
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.66486308921073523
[ Info: [2]	train-rmse:5.21771464689823272
[ Info: [3]	train-rmse:4.18975535241238095
[ Info: [4]	train-rmse:3.42956566545157138
[ Info: [5]	train-rmse:2.92957307037304826
[ Info: [6]	train-rmse:2.56426514905967329
[ Info: [7]	train-rmse:2.29187878265745892
[ Info: [8]	train-rmse:2.08787832702850018
[ Info: [9]	train-rmse:1.94236317617611309
[ Info: [10]	train-rmse:1.82256015990477027
[ Info: [11]	train-rmse:1.68874908269530777
[ Info: [12]	train-rmse:1.61317391850815617
[ Info: [13]	train-rmse:1.55493643443394358
[ Info: [14]	train-rmse:1.49075263229072519
[ Info: [15]	train-rmse:1.44104696499749774
[ Info: [16]	train-rmse:1.38731280579736294
[ Info: [17]	train-rmse:1.35721404151313130
[ Info: [18]	train-rmse:1.32224053653511775
[ Info: [19]	train-rmse:1.28984430787337945
[ Info: [20]	train-rmse:1.26650843199751550
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.60645194450691253
[ Info: [2]	train-rmse:5.08201850715343539
[ Info: [3]	train-rmse:3.94404608016875580
[ Info: [4]	train-rmse:3.14945266198647778
[ Info: [5]	train-rmse:2.59445270107163850
[ Info: [6]	train-rmse:2.21572756911126012
[ Info: [7]	train-rmse:1.94249961167555885
[ Info: [8]	train-rmse:1.72507138008602712
[ Info: [9]	train-rmse:1.58251015634984893
[ Info: [10]	train-rmse:1.46100834079232977
[ Info: [11]	train-rmse:1.33837519076114209
[ Info: [12]	train-rmse:1.24140263916093407
[ Info: [13]	train-rmse:1.16520969094802496
[ Info: [14]	train-rmse:1.08592228747520481
[ Info: [15]	train-rmse:1.04972488063806901
[ Info: [16]	train-rmse:1.00901781220420483
[ Info: [17]	train-rmse:0.96252417373021149
[ Info: [18]	train-rmse:0.91241626512868190
[ Info: [19]	train-rmse:0.87750418964412413
[ Info: [20]	train-rmse:0.83479124984203024
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.57263400851486246
[ Info: [2]	train-rmse:5.00236857058230999
[ Info: [3]	train-rmse:3.88084691682221905
[ Info: [4]	train-rmse:3.06202586439725755
[ Info: [5]	train-rmse:2.41405244620532722
[ Info: [6]	train-rmse:1.94418288277101525
[ Info: [7]	train-rmse:1.62999895472375367
[ Info: [8]	train-rmse:1.40549981979757033
[ Info: [9]	train-rmse:1.23492754835844298
[ Info: [10]	train-rmse:1.10579358723902832
[ Info: [11]	train-rmse:0.97229185718107192
[ Info: [12]	train-rmse:0.88019526206059051
[ Info: [13]	train-rmse:0.81567415929205200
[ Info: [14]	train-rmse:0.72304364130862486
[ Info: [15]	train-rmse:0.68271856818558985
[ Info: [16]	train-rmse:0.62577174991978590
[ Info: [17]	train-rmse:0.60406670343380542
[ Info: [18]	train-rmse:0.56306871326515173
[ Info: [19]	train-rmse:0.53567284033967588
[ Info: [20]	train-rmse:0.51981381779471469
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.10284148829008366
[ Info: [2]	train-rmse:5.65634002864243257
[ Info: [3]	train-rmse:4.62908411377776652
[ Info: [4]	train-rmse:3.97160215964814212
[ Info: [5]	train-rmse:3.49719904782959512
[ Info: [6]	train-rmse:3.16428585351897862
[ Info: [7]	train-rmse:2.95051512364788948
[ Info: [8]	train-rmse:2.73330831008154540
[ Info: [9]	train-rmse:2.59630397184312400
[ Info: [10]	train-rmse:2.48505766620133350
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.92447086878587470
[ Info: [2]	train-rmse:5.37895681796806535
[ Info: [3]	train-rmse:4.29340840961167025
[ Info: [4]	train-rmse:3.57150745091435207
[ Info: [5]	train-rmse:3.05270137764285776
[ Info: [6]	train-rmse:2.67266674310387709
[ Info: [7]	train-rmse:2.41206932219751469
[ Info: [8]	train-rmse:2.21598506125458128
[ Info: [9]	train-rmse:2.01706447234786790
[ Info: [10]	train-rmse:1.88821143473452713
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84830673817727131
[ Info: [2]	train-rmse:5.26025169851055630
[ Info: [3]	train-rmse:4.16355591596404562
[ Info: [4]	train-rmse:3.35611605660449674
[ Info: [5]	train-rmse:2.78165551311010928
[ Info: [6]	train-rmse:2.35949383081103514
[ Info: [7]	train-rmse:2.05166212389573266
[ Info: [8]	train-rmse:1.82210913534499030
[ Info: [9]	train-rmse:1.65104065564961977
[ Info: [10]	train-rmse:1.52235690485762576
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.80225202236790683
[ Info: [2]	train-rmse:5.16316205955357255
[ Info: [3]	train-rmse:4.00886998655306304
[ Info: [4]	train-rmse:3.14757271797059435
[ Info: [5]	train-rmse:2.53662598604100609
[ Info: [6]	train-rmse:2.08547260361706632
[ Info: [7]	train-rmse:1.76939308508320403
[ Info: [8]	train-rmse:1.48580760021718983
[ Info: [9]	train-rmse:1.30518647084597839
[ Info: [10]	train-rmse:1.14728742156327268
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.10284148829008366
[ Info: [2]	train-rmse:5.65634002864243257
[ Info: [3]	train-rmse:4.62908411377776652
[ Info: [4]	train-rmse:3.97160215964814212
[ Info: [5]	train-rmse:3.49719904782959512
[ Info: [6]	train-rmse:3.16428585351897862
[ Info: [7]	train-rmse:2.95051512364788948
[ Info: [8]	train-rmse:2.73330831008154540
[ Info: [9]	train-rmse:2.59630397184312400
[ Info: [10]	train-rmse:2.48505766620133350
[ Info: [11]	train-rmse:2.38954452312073728
[ Info: [12]	train-rmse:2.31453598302296015
[ Info: [13]	train-rmse:2.24759331071911639
[ Info: [14]	train-rmse:2.17512536921442168
[ Info: [15]	train-rmse:2.10730612884627355
[ Info: [16]	train-rmse:2.06552645500705223
[ Info: [17]	train-rmse:1.97214733167502199
[ Info: [18]	train-rmse:1.91423756036757853
[ Info: [19]	train-rmse:1.88351213478707802
[ Info: [20]	train-rmse:1.83348993769550495
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.92447086878587470
[ Info: [2]	train-rmse:5.37895681796806535
[ Info: [3]	train-rmse:4.29340840961167025
[ Info: [4]	train-rmse:3.57150745091435207
[ Info: [5]	train-rmse:3.05270137764285776
[ Info: [6]	train-rmse:2.67266674310387709
[ Info: [7]	train-rmse:2.41206932219751469
[ Info: [8]	train-rmse:2.21598506125458128
[ Info: [9]	train-rmse:2.01706447234786790
[ Info: [10]	train-rmse:1.88821143473452713
[ Info: [11]	train-rmse:1.79056144909886483
[ Info: [12]	train-rmse:1.69886644428833500
[ Info: [13]	train-rmse:1.62862302257067193
[ Info: [14]	train-rmse:1.56679914941850740
[ Info: [15]	train-rmse:1.52339325970856376
[ Info: [16]	train-rmse:1.47157175919249328
[ Info: [17]	train-rmse:1.42824557157426835
[ Info: [18]	train-rmse:1.38693996206947756
[ Info: [19]	train-rmse:1.35056215379120803
[ Info: [20]	train-rmse:1.29623670968018256
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84830673817727131
[ Info: [2]	train-rmse:5.26025169851055630
[ Info: [3]	train-rmse:4.16355591596404562
[ Info: [4]	train-rmse:3.35611605660449674
[ Info: [5]	train-rmse:2.78165551311010928
[ Info: [6]	train-rmse:2.35949383081103514
[ Info: [7]	train-rmse:2.05166212389573266
[ Info: [8]	train-rmse:1.82210913534499030
[ Info: [9]	train-rmse:1.65104065564961977
[ Info: [10]	train-rmse:1.52235690485762576
[ Info: [11]	train-rmse:1.45157393829529169
[ Info: [12]	train-rmse:1.37107113655946811
[ Info: [13]	train-rmse:1.28554794707228415
[ Info: [14]	train-rmse:1.22187880267247362
[ Info: [15]	train-rmse:1.16739826912668554
[ Info: [16]	train-rmse:1.10591788726721907
[ Info: [17]	train-rmse:1.05305672109245307
[ Info: [18]	train-rmse:0.99113192363857405
[ Info: [19]	train-rmse:0.95441812171800100
[ Info: [20]	train-rmse:0.92380362693185902
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.80225202236790683
[ Info: [2]	train-rmse:5.16316205955357255
[ Info: [3]	train-rmse:4.00886998655306304
[ Info: [4]	train-rmse:3.14757271797059435
[ Info: [5]	train-rmse:2.53662598604100609
[ Info: [6]	train-rmse:2.08547260361706632
[ Info: [7]	train-rmse:1.76939308508320403
[ Info: [8]	train-rmse:1.48580760021718983
[ Info: [9]	train-rmse:1.30518647084597839
[ Info: [10]	train-rmse:1.14728742156327268
[ Info: [11]	train-rmse:1.05607085343404772
[ Info: [12]	train-rmse:0.95780581264256903
[ Info: [13]	train-rmse:0.90107608065463718
[ Info: [14]	train-rmse:0.81142094518738173
[ Info: [15]	train-rmse:0.77365993735987648
[ Info: [16]	train-rmse:0.70606712994506049
[ Info: [17]	train-rmse:0.66120077884210449
[ Info: [18]	train-rmse:0.62902887883384206
[ Info: [19]	train-rmse:0.58622122179887959
[ Info: [20]	train-rmse:0.56556053964670205
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.06842597690486318
[ Info: [2]	train-rmse:5.57169184265639217
[ Info: [3]	train-rmse:4.52133746028359962
[ Info: [4]	train-rmse:3.79960920046208184
[ Info: [5]	train-rmse:3.28167982898898014
[ Info: [6]	train-rmse:2.94418455679558866
[ Info: [7]	train-rmse:2.71062601267222902
[ Info: [8]	train-rmse:2.49009371299185700
[ Info: [9]	train-rmse:2.36346162006442118
[ Info: [10]	train-rmse:2.26053363265635365
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95804682543256270
[ Info: [2]	train-rmse:5.32822890322126597
[ Info: [3]	train-rmse:4.19595384408724481
[ Info: [4]	train-rmse:3.46564502881324543
[ Info: [5]	train-rmse:2.94601010199022850
[ Info: [6]	train-rmse:2.59859442822914044
[ Info: [7]	train-rmse:2.32823753864496297
[ Info: [8]	train-rmse:2.10058425211490896
[ Info: [9]	train-rmse:1.94756415721520848
[ Info: [10]	train-rmse:1.84059326873984119
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.88453240353936469
[ Info: [2]	train-rmse:5.22345426765202259
[ Info: [3]	train-rmse:4.05895884389137152
[ Info: [4]	train-rmse:3.26564419714823773
[ Info: [5]	train-rmse:2.69479209471026948
[ Info: [6]	train-rmse:2.30274675469078671
[ Info: [7]	train-rmse:1.99707088823143719
[ Info: [8]	train-rmse:1.74729150440382819
[ Info: [9]	train-rmse:1.58370847368056111
[ Info: [10]	train-rmse:1.46005495514808747
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84402908369356400
[ Info: [2]	train-rmse:5.15675317965758939
[ Info: [3]	train-rmse:3.97314623613233264
[ Info: [4]	train-rmse:3.11231181538991297
[ Info: [5]	train-rmse:2.53056224592160062
[ Info: [6]	train-rmse:2.10090196676393992
[ Info: [7]	train-rmse:1.77151301499980396
[ Info: [8]	train-rmse:1.49508735194970876
[ Info: [9]	train-rmse:1.29893535428096718
[ Info: [10]	train-rmse:1.15817215935111384
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.06842597690486318
[ Info: [2]	train-rmse:5.57169184265639217
[ Info: [3]	train-rmse:4.52133746028359962
[ Info: [4]	train-rmse:3.79960920046208184
[ Info: [5]	train-rmse:3.28167982898898014
[ Info: [6]	train-rmse:2.94418455679558866
[ Info: [7]	train-rmse:2.71062601267222902
[ Info: [8]	train-rmse:2.49009371299185700
[ Info: [9]	train-rmse:2.36346162006442118
[ Info: [10]	train-rmse:2.26053363265635365
[ Info: [11]	train-rmse:2.19117845123210220
[ Info: [12]	train-rmse:2.11318368658634359
[ Info: [13]	train-rmse:2.05250604357601896
[ Info: [14]	train-rmse:1.96773611741331855
[ Info: [15]	train-rmse:1.92013016766052313
[ Info: [16]	train-rmse:1.87393773851600076
[ Info: [17]	train-rmse:1.83716910590121008
[ Info: [18]	train-rmse:1.80804887358151056
[ Info: [19]	train-rmse:1.76286276981312917
[ Info: [20]	train-rmse:1.74234279053944707
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95804682543256270
[ Info: [2]	train-rmse:5.32822890322126597
[ Info: [3]	train-rmse:4.19595384408724481
[ Info: [4]	train-rmse:3.46564502881324543
[ Info: [5]	train-rmse:2.94601010199022850
[ Info: [6]	train-rmse:2.59859442822914044
[ Info: [7]	train-rmse:2.32823753864496297
[ Info: [8]	train-rmse:2.10058425211490896
[ Info: [9]	train-rmse:1.94756415721520848
[ Info: [10]	train-rmse:1.84059326873984119
[ Info: [11]	train-rmse:1.71294220801439456
[ Info: [12]	train-rmse:1.64031080683042862
[ Info: [13]	train-rmse:1.56013048231649365
[ Info: [14]	train-rmse:1.52673272136964000
[ Info: [15]	train-rmse:1.46124392253954372
[ Info: [16]	train-rmse:1.38821944778340223
[ Info: [17]	train-rmse:1.33743956891525295
[ Info: [18]	train-rmse:1.30610775716736449
[ Info: [19]	train-rmse:1.26261311961104239
[ Info: [20]	train-rmse:1.22640083175548464
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.88453240353936469
[ Info: [2]	train-rmse:5.22345426765202259
[ Info: [3]	train-rmse:4.05895884389137152
[ Info: [4]	train-rmse:3.26564419714823773
[ Info: [5]	train-rmse:2.69479209471026948
[ Info: [6]	train-rmse:2.30274675469078671
[ Info: [7]	train-rmse:1.99707088823143719
[ Info: [8]	train-rmse:1.74729150440382819
[ Info: [9]	train-rmse:1.58370847368056111
[ Info: [10]	train-rmse:1.46005495514808747
[ Info: [11]	train-rmse:1.37035690578419755
[ Info: [12]	train-rmse:1.32189808351894844
[ Info: [13]	train-rmse:1.23758687351911933
[ Info: [14]	train-rmse:1.18081613978971389
[ Info: [15]	train-rmse:1.09711607053365290
[ Info: [16]	train-rmse:1.05366485463961346
[ Info: [17]	train-rmse:0.98153220123751528
[ Info: [18]	train-rmse:0.96105785899432350
[ Info: [19]	train-rmse:0.93506000638763609
[ Info: [20]	train-rmse:0.88019078564876896
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84402908369356400
[ Info: [2]	train-rmse:5.15675317965758939
[ Info: [3]	train-rmse:3.97314623613233264
[ Info: [4]	train-rmse:3.11231181538991297
[ Info: [5]	train-rmse:2.53056224592160062
[ Info: [6]	train-rmse:2.10090196676393992
[ Info: [7]	train-rmse:1.77151301499980396
[ Info: [8]	train-rmse:1.49508735194970876
[ Info: [9]	train-rmse:1.29893535428096718
[ Info: [10]	train-rmse:1.15817215935111384
[ Info: [11]	train-rmse:1.05556613822123380
[ Info: [12]	train-rmse:0.96321878989992682
[ Info: [13]	train-rmse:0.89486577370448794
[ Info: [14]	train-rmse:0.84322021966084781
[ Info: [15]	train-rmse:0.80526040653651088
[ Info: [16]	train-rmse:0.75800904031178085
[ Info: [17]	train-rmse:0.72524028957833053
[ Info: [18]	train-rmse:0.66087772787684274
[ Info: [19]	train-rmse:0.63597381114293550
[ Info: [20]	train-rmse:0.59684787556607299
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.43125307003009450
[ Info: [2]	train-rmse:5.87827438040321759
[ Info: [3]	train-rmse:4.80195387064111490
[ Info: [4]	train-rmse:4.08830445240267881
[ Info: [5]	train-rmse:3.55778074701471070
[ Info: [6]	train-rmse:3.19440840536479076
[ Info: [7]	train-rmse:2.96187583494206574
[ Info: [8]	train-rmse:2.77618258913840865
[ Info: [9]	train-rmse:2.59609264335577627
[ Info: [10]	train-rmse:2.49548715798864595
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.24016068621763065
[ Info: [2]	train-rmse:5.61084397857365857
[ Info: [3]	train-rmse:4.49324285598648387
[ Info: [4]	train-rmse:3.76154283344591489
[ Info: [5]	train-rmse:3.19599948706108616
[ Info: [6]	train-rmse:2.82486353717668104
[ Info: [7]	train-rmse:2.59860915760984401
[ Info: [8]	train-rmse:2.39367573680585455
[ Info: [9]	train-rmse:2.20547397787200739
[ Info: [10]	train-rmse:2.09874563523451974
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16640332217142451
[ Info: [2]	train-rmse:5.48002824176439507
[ Info: [3]	train-rmse:4.29517875804320060
[ Info: [4]	train-rmse:3.44187126766810669
[ Info: [5]	train-rmse:2.83547802935283721
[ Info: [6]	train-rmse:2.39563693130822930
[ Info: [7]	train-rmse:2.06351924341622395
[ Info: [8]	train-rmse:1.84514714149908832
[ Info: [9]	train-rmse:1.68844676245277481
[ Info: [10]	train-rmse:1.50163939021655435
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.11845096339943417
[ Info: [2]	train-rmse:5.39643050750909303
[ Info: [3]	train-rmse:4.17394105322436815
[ Info: [4]	train-rmse:3.27870738329053957
[ Info: [5]	train-rmse:2.62068042299815707
[ Info: [6]	train-rmse:2.13488260534429930
[ Info: [7]	train-rmse:1.80941772761695252
[ Info: [8]	train-rmse:1.54639001867995862
[ Info: [9]	train-rmse:1.37387622854492020
[ Info: [10]	train-rmse:1.22499790928238106
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.43125307003009450
[ Info: [2]	train-rmse:5.87827438040321759
[ Info: [3]	train-rmse:4.80195387064111490
[ Info: [4]	train-rmse:4.08830445240267881
[ Info: [5]	train-rmse:3.55778074701471070
[ Info: [6]	train-rmse:3.19440840536479076
[ Info: [7]	train-rmse:2.96187583494206574
[ Info: [8]	train-rmse:2.77618258913840865
[ Info: [9]	train-rmse:2.59609264335577627
[ Info: [10]	train-rmse:2.49548715798864595
[ Info: [11]	train-rmse:2.40278386381015574
[ Info: [12]	train-rmse:2.31536376000717725
[ Info: [13]	train-rmse:2.22480751260610798
[ Info: [14]	train-rmse:2.16218983077065197
[ Info: [15]	train-rmse:2.10574318814200101
[ Info: [16]	train-rmse:2.05801073929798317
[ Info: [17]	train-rmse:1.98041884849928507
[ Info: [18]	train-rmse:1.93427642207450856
[ Info: [19]	train-rmse:1.89045904369149254
[ Info: [20]	train-rmse:1.83795064496723626
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.24016068621763065
[ Info: [2]	train-rmse:5.61084397857365857
[ Info: [3]	train-rmse:4.49324285598648387
[ Info: [4]	train-rmse:3.76154283344591489
[ Info: [5]	train-rmse:3.19599948706108616
[ Info: [6]	train-rmse:2.82486353717668104
[ Info: [7]	train-rmse:2.59860915760984401
[ Info: [8]	train-rmse:2.39367573680585455
[ Info: [9]	train-rmse:2.20547397787200739
[ Info: [10]	train-rmse:2.09874563523451974
[ Info: [11]	train-rmse:1.97021920923460780
[ Info: [12]	train-rmse:1.84269033807063320
[ Info: [13]	train-rmse:1.77132734809568615
[ Info: [14]	train-rmse:1.70179394135983331
[ Info: [15]	train-rmse:1.61204955989314946
[ Info: [16]	train-rmse:1.54306425943719461
[ Info: [17]	train-rmse:1.49915788679101336
[ Info: [18]	train-rmse:1.44501388216378035
[ Info: [19]	train-rmse:1.38277631628388398
[ Info: [20]	train-rmse:1.31767096109085058
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16640332217142451
[ Info: [2]	train-rmse:5.48002824176439507
[ Info: [3]	train-rmse:4.29517875804320060
[ Info: [4]	train-rmse:3.44187126766810669
[ Info: [5]	train-rmse:2.83547802935283721
[ Info: [6]	train-rmse:2.39563693130822930
[ Info: [7]	train-rmse:2.06351924341622395
[ Info: [8]	train-rmse:1.84514714149908832
[ Info: [9]	train-rmse:1.68844676245277481
[ Info: [10]	train-rmse:1.50163939021655435
[ Info: [11]	train-rmse:1.38339948493635911
[ Info: [12]	train-rmse:1.29900794064206893
[ Info: [13]	train-rmse:1.22771588190071124
[ Info: [14]	train-rmse:1.18844369636215408
[ Info: [15]	train-rmse:1.11716585345078312
[ Info: [16]	train-rmse:1.04333333253467275
[ Info: [17]	train-rmse:0.96101959329633468
[ Info: [18]	train-rmse:0.92419433762441616
[ Info: [19]	train-rmse:0.88068848896566798
[ Info: [20]	train-rmse:0.83226038717232720
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.11845096339943417
[ Info: [2]	train-rmse:5.39643050750909303
[ Info: [3]	train-rmse:4.17394105322436815
[ Info: [4]	train-rmse:3.27870738329053957
[ Info: [5]	train-rmse:2.62068042299815707
[ Info: [6]	train-rmse:2.13488260534429930
[ Info: [7]	train-rmse:1.80941772761695252
[ Info: [8]	train-rmse:1.54639001867995862
[ Info: [9]	train-rmse:1.37387622854492020
[ Info: [10]	train-rmse:1.22499790928238106
[ Info: [11]	train-rmse:1.11879523684138982
[ Info: [12]	train-rmse:1.04137449581098607
[ Info: [13]	train-rmse:0.96161625267190565
[ Info: [14]	train-rmse:0.86889357339243101
[ Info: [15]	train-rmse:0.80783535990107636
[ Info: [16]	train-rmse:0.72772106633968547
[ Info: [17]	train-rmse:0.68760249356825109
[ Info: [18]	train-rmse:0.65217236429238701
[ Info: [19]	train-rmse:0.60449033153650833
[ Info: [20]	train-rmse:0.57927437700395634
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.14234309253068034
[ Info: [2]	train-rmse:5.59724170644171881
[ Info: [3]	train-rmse:4.57695916543602088
[ Info: [4]	train-rmse:3.83598658094597766
[ Info: [5]	train-rmse:3.29390501352009224
[ Info: [6]	train-rmse:2.93937250209003009
[ Info: [7]	train-rmse:2.68039431975878806
[ Info: [8]	train-rmse:2.48942760682601838
[ Info: [9]	train-rmse:2.32010838315265211
[ Info: [10]	train-rmse:2.20568961200676306
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.02319369831680973
[ Info: [2]	train-rmse:5.37045068591439545
[ Info: [3]	train-rmse:4.25846837268643519
[ Info: [4]	train-rmse:3.43239101703624483
[ Info: [5]	train-rmse:2.87907298509419851
[ Info: [6]	train-rmse:2.47530089740994841
[ Info: [7]	train-rmse:2.21213597980304311
[ Info: [8]	train-rmse:1.99835769241701744
[ Info: [9]	train-rmse:1.83729004799836471
[ Info: [10]	train-rmse:1.72947753411758942
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.97664856183278914
[ Info: [2]	train-rmse:5.28592646844332492
[ Info: [3]	train-rmse:4.11445359679629163
[ Info: [4]	train-rmse:3.26023870005903227
[ Info: [5]	train-rmse:2.63821592988249298
[ Info: [6]	train-rmse:2.19858527008222771
[ Info: [7]	train-rmse:1.90615289903070639
[ Info: [8]	train-rmse:1.67603422301990435
[ Info: [9]	train-rmse:1.50406593027058988
[ Info: [10]	train-rmse:1.38212567683485377
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94745433416661839
[ Info: [2]	train-rmse:5.23329205882992543
[ Info: [3]	train-rmse:4.01887863476006313
[ Info: [4]	train-rmse:3.15909853268828344
[ Info: [5]	train-rmse:2.52375659028652510
[ Info: [6]	train-rmse:2.05868372978357561
[ Info: [7]	train-rmse:1.70694992771885179
[ Info: [8]	train-rmse:1.46758612269452660
[ Info: [9]	train-rmse:1.27544147101823846
[ Info: [10]	train-rmse:1.13033706035157233
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.14234309253068034
[ Info: [2]	train-rmse:5.59724170644171881
[ Info: [3]	train-rmse:4.57695916543602088
[ Info: [4]	train-rmse:3.83598658094597766
[ Info: [5]	train-rmse:3.29390501352009224
[ Info: [6]	train-rmse:2.93937250209003009
[ Info: [7]	train-rmse:2.68039431975878806
[ Info: [8]	train-rmse:2.48942760682601838
[ Info: [9]	train-rmse:2.32010838315265211
[ Info: [10]	train-rmse:2.20568961200676306
[ Info: [11]	train-rmse:2.06826073755934381
[ Info: [12]	train-rmse:1.99547476711612792
[ Info: [13]	train-rmse:1.94911915647709466
[ Info: [14]	train-rmse:1.87428703889634019
[ Info: [15]	train-rmse:1.84714892344249071
[ Info: [16]	train-rmse:1.80229350759095319
[ Info: [17]	train-rmse:1.76414203188900354
[ Info: [18]	train-rmse:1.73871591573792639
[ Info: [19]	train-rmse:1.68899892796723017
[ Info: [20]	train-rmse:1.64201143093298896
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.02319369831680973
[ Info: [2]	train-rmse:5.37045068591439545
[ Info: [3]	train-rmse:4.25846837268643519
[ Info: [4]	train-rmse:3.43239101703624483
[ Info: [5]	train-rmse:2.87907298509419851
[ Info: [6]	train-rmse:2.47530089740994841
[ Info: [7]	train-rmse:2.21213597980304311
[ Info: [8]	train-rmse:1.99835769241701744
[ Info: [9]	train-rmse:1.83729004799836471
[ Info: [10]	train-rmse:1.72947753411758942
[ Info: [11]	train-rmse:1.62988811828141889
[ Info: [12]	train-rmse:1.55294697766824896
[ Info: [13]	train-rmse:1.49558729493217690
[ Info: [14]	train-rmse:1.44068212555083197
[ Info: [15]	train-rmse:1.38497358827538597
[ Info: [16]	train-rmse:1.34161727074876502
[ Info: [17]	train-rmse:1.29524188096420700
[ Info: [18]	train-rmse:1.24123699191358994
[ Info: [19]	train-rmse:1.21331157145195734
[ Info: [20]	train-rmse:1.17168382081808198
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.97664856183278914
[ Info: [2]	train-rmse:5.28592646844332492
[ Info: [3]	train-rmse:4.11445359679629163
[ Info: [4]	train-rmse:3.26023870005903227
[ Info: [5]	train-rmse:2.63821592988249298
[ Info: [6]	train-rmse:2.19858527008222771
[ Info: [7]	train-rmse:1.90615289903070639
[ Info: [8]	train-rmse:1.67603422301990435
[ Info: [9]	train-rmse:1.50406593027058988
[ Info: [10]	train-rmse:1.38212567683485377
[ Info: [11]	train-rmse:1.28229884711707998
[ Info: [12]	train-rmse:1.18455476428251161
[ Info: [13]	train-rmse:1.10590623570655611
[ Info: [14]	train-rmse:1.03784729666553188
[ Info: [15]	train-rmse:1.00051277352077683
[ Info: [16]	train-rmse:0.94496402575651206
[ Info: [17]	train-rmse:0.89437348200433009
[ Info: [18]	train-rmse:0.85524956818127362
[ Info: [19]	train-rmse:0.82744665926251837
[ Info: [20]	train-rmse:0.78995051934070326
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94745433416661839
[ Info: [2]	train-rmse:5.23329205882992543
[ Info: [3]	train-rmse:4.01887863476006313
[ Info: [4]	train-rmse:3.15909853268828344
[ Info: [5]	train-rmse:2.52375659028652510
[ Info: [6]	train-rmse:2.05868372978357561
[ Info: [7]	train-rmse:1.70694992771885179
[ Info: [8]	train-rmse:1.46758612269452660
[ Info: [9]	train-rmse:1.27544147101823846
[ Info: [10]	train-rmse:1.13033706035157233
[ Info: [11]	train-rmse:1.02540575210702767
[ Info: [12]	train-rmse:0.90459881201370829
[ Info: [13]	train-rmse:0.82570011859925474
[ Info: [14]	train-rmse:0.75494507746888251
[ Info: [15]	train-rmse:0.69635890311179149
[ Info: [16]	train-rmse:0.65215597945489734
[ Info: [17]	train-rmse:0.62513427692965495
[ Info: [18]	train-rmse:0.56267658237877438
[ Info: [19]	train-rmse:0.51319993373759931
[ Info: [20]	train-rmse:0.48334654992922688
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16204770336221497
[ Info: [2]	train-rmse:5.66512524883205870
[ Info: [3]	train-rmse:4.68837211281897748
[ Info: [4]	train-rmse:3.90214081472984553
[ Info: [5]	train-rmse:3.41439970707594265
[ Info: [6]	train-rmse:3.02466375224505102
[ Info: [7]	train-rmse:2.75935650090409723
[ Info: [8]	train-rmse:2.56043706677038463
[ Info: [9]	train-rmse:2.43560654288685807
[ Info: [10]	train-rmse:2.32883794695099766
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.00558509013572284
[ Info: [2]	train-rmse:5.40852081188292555
[ Info: [3]	train-rmse:4.33556196508642788
[ Info: [4]	train-rmse:3.52440977706567882
[ Info: [5]	train-rmse:3.00376189280664452
[ Info: [6]	train-rmse:2.60571416163725456
[ Info: [7]	train-rmse:2.32321320091795291
[ Info: [8]	train-rmse:2.11562629188227591
[ Info: [9]	train-rmse:1.95963235429300964
[ Info: [10]	train-rmse:1.80814510622559710
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94325618780951714
[ Info: [2]	train-rmse:5.29806158424015905
[ Info: [3]	train-rmse:4.15670565398589709
[ Info: [4]	train-rmse:3.31077063810657757
[ Info: [5]	train-rmse:2.71283477968885789
[ Info: [6]	train-rmse:2.29141422079325530
[ Info: [7]	train-rmse:1.99838888332653508
[ Info: [8]	train-rmse:1.76554491241838107
[ Info: [9]	train-rmse:1.59377787934390991
[ Info: [10]	train-rmse:1.46876782804129791
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.90698645320264504
[ Info: [2]	train-rmse:5.21602244513304925
[ Info: [3]	train-rmse:3.99335978257490654
[ Info: [4]	train-rmse:3.14006910925412486
[ Info: [5]	train-rmse:2.52290371638422917
[ Info: [6]	train-rmse:2.02032523475162407
[ Info: [7]	train-rmse:1.66294961121460072
[ Info: [8]	train-rmse:1.42904622293449379
[ Info: [9]	train-rmse:1.22839008116795467
[ Info: [10]	train-rmse:1.10179553936231445
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16204770336221497
[ Info: [2]	train-rmse:5.66512524883205870
[ Info: [3]	train-rmse:4.68837211281897748
[ Info: [4]	train-rmse:3.90214081472984553
[ Info: [5]	train-rmse:3.41439970707594265
[ Info: [6]	train-rmse:3.02466375224505102
[ Info: [7]	train-rmse:2.75935650090409723
[ Info: [8]	train-rmse:2.56043706677038463
[ Info: [9]	train-rmse:2.43560654288685807
[ Info: [10]	train-rmse:2.32883794695099766
[ Info: [11]	train-rmse:2.24431037035575143
[ Info: [12]	train-rmse:2.18025376337514087
[ Info: [13]	train-rmse:2.09653503688811904
[ Info: [14]	train-rmse:2.03128720724339651
[ Info: [15]	train-rmse:1.95372228459860064
[ Info: [16]	train-rmse:1.88075162377508853
[ Info: [17]	train-rmse:1.84098062634152893
[ Info: [18]	train-rmse:1.81321631749322720
[ Info: [19]	train-rmse:1.77920928630546715
[ Info: [20]	train-rmse:1.72741209615480207
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.00558509013572284
[ Info: [2]	train-rmse:5.40852081188292555
[ Info: [3]	train-rmse:4.33556196508642788
[ Info: [4]	train-rmse:3.52440977706567882
[ Info: [5]	train-rmse:3.00376189280664452
[ Info: [6]	train-rmse:2.60571416163725456
[ Info: [7]	train-rmse:2.32321320091795291
[ Info: [8]	train-rmse:2.11562629188227591
[ Info: [9]	train-rmse:1.95963235429300964
[ Info: [10]	train-rmse:1.80814510622559710
[ Info: [11]	train-rmse:1.74391375298483897
[ Info: [12]	train-rmse:1.66428765444177129
[ Info: [13]	train-rmse:1.59546086922528874
[ Info: [14]	train-rmse:1.53978902555422947
[ Info: [15]	train-rmse:1.43087290442424853
[ Info: [16]	train-rmse:1.38419856521082685
[ Info: [17]	train-rmse:1.32614032531350867
[ Info: [18]	train-rmse:1.27041129059512348
[ Info: [19]	train-rmse:1.23847818196073578
[ Info: [20]	train-rmse:1.20803522495474813
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94325618780951714
[ Info: [2]	train-rmse:5.29806158424015905
[ Info: [3]	train-rmse:4.15670565398589709
[ Info: [4]	train-rmse:3.31077063810657757
[ Info: [5]	train-rmse:2.71283477968885789
[ Info: [6]	train-rmse:2.29141422079325530
[ Info: [7]	train-rmse:1.99838888332653508
[ Info: [8]	train-rmse:1.76554491241838107
[ Info: [9]	train-rmse:1.59377787934390991
[ Info: [10]	train-rmse:1.46876782804129791
[ Info: [11]	train-rmse:1.36961298715931834
[ Info: [12]	train-rmse:1.26137772875811249
[ Info: [13]	train-rmse:1.17164806422691514
[ Info: [14]	train-rmse:1.10001626791646157
[ Info: [15]	train-rmse:1.03993994963805791
[ Info: [16]	train-rmse:0.99618882062867953
[ Info: [17]	train-rmse:0.95048058033306293
[ Info: [18]	train-rmse:0.90623862492185747
[ Info: [19]	train-rmse:0.86896119298193719
[ Info: [20]	train-rmse:0.83434695914241230
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.90698645320264504
[ Info: [2]	train-rmse:5.21602244513304925
[ Info: [3]	train-rmse:3.99335978257490654
[ Info: [4]	train-rmse:3.14006910925412486
[ Info: [5]	train-rmse:2.52290371638422917
[ Info: [6]	train-rmse:2.02032523475162407
[ Info: [7]	train-rmse:1.66294961121460072
[ Info: [8]	train-rmse:1.42904622293449379
[ Info: [9]	train-rmse:1.22839008116795467
[ Info: [10]	train-rmse:1.10179553936231445
[ Info: [11]	train-rmse:0.97627402323859469
[ Info: [12]	train-rmse:0.87685592930877809
[ Info: [13]	train-rmse:0.78808851080853326
[ Info: [14]	train-rmse:0.70014226064784346
[ Info: [15]	train-rmse:0.63650022007414153
[ Info: [16]	train-rmse:0.58832551754853835
[ Info: [17]	train-rmse:0.55287510976813148
[ Info: [18]	train-rmse:0.52377176573148698
[ Info: [19]	train-rmse:0.49094098230341027
[ Info: [20]	train-rmse:0.47079792265924725
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94944837547877636
[ Info: [2]	train-rmse:5.50217361362164326
[ Info: [3]	train-rmse:4.47906910026099236
[ Info: [4]	train-rmse:3.81832108725771269
[ Info: [5]	train-rmse:3.32217372222632346
[ Info: [6]	train-rmse:2.95546727884059113
[ Info: [7]	train-rmse:2.70975555861770800
[ Info: [8]	train-rmse:2.53877285233532657
[ Info: [9]	train-rmse:2.40503700660650166
[ Info: [10]	train-rmse:2.26849105082934432
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84640406837354476
[ Info: [2]	train-rmse:5.25194347326023170
[ Info: [3]	train-rmse:4.13798277818870375
[ Info: [4]	train-rmse:3.41543687462641588
[ Info: [5]	train-rmse:2.89037542472286502
[ Info: [6]	train-rmse:2.50122461274947749
[ Info: [7]	train-rmse:2.24679860738202297
[ Info: [8]	train-rmse:2.05297118251157640
[ Info: [9]	train-rmse:1.89853620926891686
[ Info: [10]	train-rmse:1.79623724545175167
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.77333760538290530
[ Info: [2]	train-rmse:5.14954105499841663
[ Info: [3]	train-rmse:4.00958709218571396
[ Info: [4]	train-rmse:3.23206695197693428
[ Info: [5]	train-rmse:2.66905548023180250
[ Info: [6]	train-rmse:2.26027752091788647
[ Info: [7]	train-rmse:1.99826134345379791
[ Info: [8]	train-rmse:1.75537677348492194
[ Info: [9]	train-rmse:1.55882288891184762
[ Info: [10]	train-rmse:1.42476457998009121
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74259058770222097
[ Info: [2]	train-rmse:5.13308100917674803
[ Info: [3]	train-rmse:3.93610685635029656
[ Info: [4]	train-rmse:3.09729577848912241
[ Info: [5]	train-rmse:2.45966511309470626
[ Info: [6]	train-rmse:2.00148743011868246
[ Info: [7]	train-rmse:1.67401222381553083
[ Info: [8]	train-rmse:1.43067233012842698
[ Info: [9]	train-rmse:1.24327195334002227
[ Info: [10]	train-rmse:1.11818506295784625
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94944837547877636
[ Info: [2]	train-rmse:5.50217361362164326
[ Info: [3]	train-rmse:4.47906910026099236
[ Info: [4]	train-rmse:3.81832108725771269
[ Info: [5]	train-rmse:3.32217372222632346
[ Info: [6]	train-rmse:2.95546727884059113
[ Info: [7]	train-rmse:2.70975555861770800
[ Info: [8]	train-rmse:2.53877285233532657
[ Info: [9]	train-rmse:2.40503700660650166
[ Info: [10]	train-rmse:2.26849105082934432
[ Info: [11]	train-rmse:2.14685369428645867
[ Info: [12]	train-rmse:2.03523221658076237
[ Info: [13]	train-rmse:1.97476258161317308
[ Info: [14]	train-rmse:1.90727491957158501
[ Info: [15]	train-rmse:1.86495278453932212
[ Info: [16]	train-rmse:1.82717171606877393
[ Info: [17]	train-rmse:1.79104769883226123
[ Info: [18]	train-rmse:1.73090764384021623
[ Info: [19]	train-rmse:1.70980727339481953
[ Info: [20]	train-rmse:1.65582694840770239
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84640406837354476
[ Info: [2]	train-rmse:5.25194347326023170
[ Info: [3]	train-rmse:4.13798277818870375
[ Info: [4]	train-rmse:3.41543687462641588
[ Info: [5]	train-rmse:2.89037542472286502
[ Info: [6]	train-rmse:2.50122461274947749
[ Info: [7]	train-rmse:2.24679860738202297
[ Info: [8]	train-rmse:2.05297118251157640
[ Info: [9]	train-rmse:1.89853620926891686
[ Info: [10]	train-rmse:1.79623724545175167
[ Info: [11]	train-rmse:1.68038831055296822
[ Info: [12]	train-rmse:1.60528095138877824
[ Info: [13]	train-rmse:1.51241310279384922
[ Info: [14]	train-rmse:1.44825813773169076
[ Info: [15]	train-rmse:1.40839474448010660
[ Info: [16]	train-rmse:1.36690853245753763
[ Info: [17]	train-rmse:1.33185052255623582
[ Info: [18]	train-rmse:1.29621029071966953
[ Info: [19]	train-rmse:1.24013932036500885
[ Info: [20]	train-rmse:1.21858236502961192
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.77333760538290530
[ Info: [2]	train-rmse:5.14954105499841663
[ Info: [3]	train-rmse:4.00958709218571396
[ Info: [4]	train-rmse:3.23206695197693428
[ Info: [5]	train-rmse:2.66905548023180250
[ Info: [6]	train-rmse:2.26027752091788647
[ Info: [7]	train-rmse:1.99826134345379791
[ Info: [8]	train-rmse:1.75537677348492194
[ Info: [9]	train-rmse:1.55882288891184762
[ Info: [10]	train-rmse:1.42476457998009121
[ Info: [11]	train-rmse:1.33122650999154302
[ Info: [12]	train-rmse:1.24526253187251879
[ Info: [13]	train-rmse:1.17747632371186084
[ Info: [14]	train-rmse:1.12030151309814863
[ Info: [15]	train-rmse:1.08092529913586688
[ Info: [16]	train-rmse:1.01948132508530365
[ Info: [17]	train-rmse:0.95026238780285210
[ Info: [18]	train-rmse:0.90603113698962467
[ Info: [19]	train-rmse:0.86204871255790938
[ Info: [20]	train-rmse:0.84419831210816254
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74259058770222097
[ Info: [2]	train-rmse:5.13308100917674803
[ Info: [3]	train-rmse:3.93610685635029656
[ Info: [4]	train-rmse:3.09729577848912241
[ Info: [5]	train-rmse:2.45966511309470626
[ Info: [6]	train-rmse:2.00148743011868246
[ Info: [7]	train-rmse:1.67401222381553083
[ Info: [8]	train-rmse:1.43067233012842698
[ Info: [9]	train-rmse:1.24327195334002227
[ Info: [10]	train-rmse:1.11818506295784625
[ Info: [11]	train-rmse:0.99784242733178108
[ Info: [12]	train-rmse:0.92767498337262122
[ Info: [13]	train-rmse:0.87072685731550481
[ Info: [14]	train-rmse:0.82457836795118222
[ Info: [15]	train-rmse:0.77983743995953514
[ Info: [16]	train-rmse:0.75393442796063470
[ Info: [17]	train-rmse:0.71158541698649869
[ Info: [18]	train-rmse:0.64516638498490908
[ Info: [19]	train-rmse:0.61822892621467918
[ Info: [20]	train-rmse:0.59636916863473100
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.68670038455807347
[ Info: [2]	train-rmse:5.35723341509623641
[ Info: [3]	train-rmse:4.40809067286195777
[ Info: [4]	train-rmse:3.77460406546275129
[ Info: [5]	train-rmse:3.29511223607493164
[ Info: [6]	train-rmse:2.98365759620418913
[ Info: [7]	train-rmse:2.74690816131955184
[ Info: [8]	train-rmse:2.57977100645106372
[ Info: [9]	train-rmse:2.42414373088971846
[ Info: [10]	train-rmse:2.32239825321286508
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.56185731353679547
[ Info: [2]	train-rmse:5.14161273272950581
[ Info: [3]	train-rmse:4.11447966884184790
[ Info: [4]	train-rmse:3.41085108807076853
[ Info: [5]	train-rmse:2.93142900493494585
[ Info: [6]	train-rmse:2.57408841035559899
[ Info: [7]	train-rmse:2.29511807000178525
[ Info: [8]	train-rmse:2.10552327166294484
[ Info: [9]	train-rmse:1.95345401274107999
[ Info: [10]	train-rmse:1.80945014537554227
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.49984667886431922
[ Info: [2]	train-rmse:5.00720179662460740
[ Info: [3]	train-rmse:3.93053724868646359
[ Info: [4]	train-rmse:3.17177525309632591
[ Info: [5]	train-rmse:2.64208135766565499
[ Info: [6]	train-rmse:2.24254975686083302
[ Info: [7]	train-rmse:1.97922959432260259
[ Info: [8]	train-rmse:1.78279379624092149
[ Info: [9]	train-rmse:1.60179485903844410
[ Info: [10]	train-rmse:1.45950320048989024
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.46254186487123850
[ Info: [2]	train-rmse:4.92714677005819190
[ Info: [3]	train-rmse:3.79525844588573502
[ Info: [4]	train-rmse:2.97198402274875040
[ Info: [5]	train-rmse:2.38546952023753978
[ Info: [6]	train-rmse:1.97000963938165041
[ Info: [7]	train-rmse:1.64932117907851516
[ Info: [8]	train-rmse:1.40338963601750488
[ Info: [9]	train-rmse:1.21456212648608641
[ Info: [10]	train-rmse:1.08411318537617452
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.68670038455807347
[ Info: [2]	train-rmse:5.35723341509623641
[ Info: [3]	train-rmse:4.40809067286195777
[ Info: [4]	train-rmse:3.77460406546275129
[ Info: [5]	train-rmse:3.29511223607493164
[ Info: [6]	train-rmse:2.98365759620418913
[ Info: [7]	train-rmse:2.74690816131955184
[ Info: [8]	train-rmse:2.57977100645106372
[ Info: [9]	train-rmse:2.42414373088971846
[ Info: [10]	train-rmse:2.32239825321286508
[ Info: [11]	train-rmse:2.22377282754181627
[ Info: [12]	train-rmse:2.13004445981370205
[ Info: [13]	train-rmse:2.03414852009996716
[ Info: [14]	train-rmse:1.98155220621544403
[ Info: [15]	train-rmse:1.93668603823534324
[ Info: [16]	train-rmse:1.90678128755295573
[ Info: [17]	train-rmse:1.84686033019169193
[ Info: [18]	train-rmse:1.81627908895690338
[ Info: [19]	train-rmse:1.77812065352943938
[ Info: [20]	train-rmse:1.74243638690597780
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.56185731353679547
[ Info: [2]	train-rmse:5.14161273272950581
[ Info: [3]	train-rmse:4.11447966884184790
[ Info: [4]	train-rmse:3.41085108807076853
[ Info: [5]	train-rmse:2.93142900493494585
[ Info: [6]	train-rmse:2.57408841035559899
[ Info: [7]	train-rmse:2.29511807000178525
[ Info: [8]	train-rmse:2.10552327166294484
[ Info: [9]	train-rmse:1.95345401274107999
[ Info: [10]	train-rmse:1.80945014537554227
[ Info: [11]	train-rmse:1.71012263965795208
[ Info: [12]	train-rmse:1.64169156999115318
[ Info: [13]	train-rmse:1.55824379882283437
[ Info: [14]	train-rmse:1.49044774048057871
[ Info: [15]	train-rmse:1.42501787632840160
[ Info: [16]	train-rmse:1.38998842022403868
[ Info: [17]	train-rmse:1.31940047145911588
[ Info: [18]	train-rmse:1.28761021112565377
[ Info: [19]	train-rmse:1.26854673081960456
[ Info: [20]	train-rmse:1.24451570485162999
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.49984667886431922
[ Info: [2]	train-rmse:5.00720179662460740
[ Info: [3]	train-rmse:3.93053724868646359
[ Info: [4]	train-rmse:3.17177525309632591
[ Info: [5]	train-rmse:2.64208135766565499
[ Info: [6]	train-rmse:2.24254975686083302
[ Info: [7]	train-rmse:1.97922959432260259
[ Info: [8]	train-rmse:1.78279379624092149
[ Info: [9]	train-rmse:1.60179485903844410
[ Info: [10]	train-rmse:1.45950320048989024
[ Info: [11]	train-rmse:1.36096355564061922
[ Info: [12]	train-rmse:1.27779542322746131
[ Info: [13]	train-rmse:1.18919872441657470
[ Info: [14]	train-rmse:1.10607605390556851
[ Info: [15]	train-rmse:1.04116653250695212
[ Info: [16]	train-rmse:0.98477168953042349
[ Info: [17]	train-rmse:0.92701642233930936
[ Info: [18]	train-rmse:0.90616821188127583
[ Info: [19]	train-rmse:0.84732308024923442
[ Info: [20]	train-rmse:0.81481629646887810
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.46254186487123850
[ Info: [2]	train-rmse:4.92714677005819190
[ Info: [3]	train-rmse:3.79525844588573502
[ Info: [4]	train-rmse:2.97198402274875040
[ Info: [5]	train-rmse:2.38546952023753978
[ Info: [6]	train-rmse:1.97000963938165041
[ Info: [7]	train-rmse:1.64932117907851516
[ Info: [8]	train-rmse:1.40338963601750488
[ Info: [9]	train-rmse:1.21456212648608641
[ Info: [10]	train-rmse:1.08411318537617452
[ Info: [11]	train-rmse:0.96971306386648271
[ Info: [12]	train-rmse:0.87586711257486438
[ Info: [13]	train-rmse:0.78984433253175579
[ Info: [14]	train-rmse:0.73739958297536778
[ Info: [15]	train-rmse:0.69729928249455198
[ Info: [16]	train-rmse:0.63723441712886020
[ Info: [17]	train-rmse:0.61460767715937570
[ Info: [18]	train-rmse:0.56628236274550936
[ Info: [19]	train-rmse:0.52813222231242030
[ Info: [20]	train-rmse:0.49104120276844432
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.22386544544168885
[ Info: [2]	train-rmse:5.70571016873230974
[ Info: [3]	train-rmse:4.64288784051206971
[ Info: [4]	train-rmse:3.91527588378831437
[ Info: [5]	train-rmse:3.37853193501252624
[ Info: [6]	train-rmse:3.03552568161972713
[ Info: [7]	train-rmse:2.81123628182061314
[ Info: [8]	train-rmse:2.63879994044858934
[ Info: [9]	train-rmse:2.50069134521458425
[ Info: [10]	train-rmse:2.36088555918689735
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.08224378959819845
[ Info: [2]	train-rmse:5.45267537333452346
[ Info: [3]	train-rmse:4.33193406422546801
[ Info: [4]	train-rmse:3.57514328909874957
[ Info: [5]	train-rmse:3.03790232476389654
[ Info: [6]	train-rmse:2.66230692425451343
[ Info: [7]	train-rmse:2.36976222856607377
[ Info: [8]	train-rmse:2.16198553682970740
[ Info: [9]	train-rmse:2.00635452746663878
[ Info: [10]	train-rmse:1.87876184905875832
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.00061533958071447
[ Info: [2]	train-rmse:5.33442722569334915
[ Info: [3]	train-rmse:4.16958506231574688
[ Info: [4]	train-rmse:3.37917504469314789
[ Info: [5]	train-rmse:2.81447539609517872
[ Info: [6]	train-rmse:2.36032323526755849
[ Info: [7]	train-rmse:2.05262717151785035
[ Info: [8]	train-rmse:1.82039586645217044
[ Info: [9]	train-rmse:1.66208073849966320
[ Info: [10]	train-rmse:1.53251694249708481
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95756510140352535
[ Info: [2]	train-rmse:5.27690153982215637
[ Info: [3]	train-rmse:4.07419138712940310
[ Info: [4]	train-rmse:3.18864886846688700
[ Info: [5]	train-rmse:2.56061340975513962
[ Info: [6]	train-rmse:2.15240678324990631
[ Info: [7]	train-rmse:1.83538875409119795
[ Info: [8]	train-rmse:1.55961565366312471
[ Info: [9]	train-rmse:1.34039299469939066
[ Info: [10]	train-rmse:1.19428050181368239
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.22386544544168885
[ Info: [2]	train-rmse:5.70571016873230974
[ Info: [3]	train-rmse:4.64288784051206971
[ Info: [4]	train-rmse:3.91527588378831437
[ Info: [5]	train-rmse:3.37853193501252624
[ Info: [6]	train-rmse:3.03552568161972713
[ Info: [7]	train-rmse:2.81123628182061314
[ Info: [8]	train-rmse:2.63879994044858934
[ Info: [9]	train-rmse:2.50069134521458425
[ Info: [10]	train-rmse:2.36088555918689735
[ Info: [11]	train-rmse:2.22958264861144784
[ Info: [12]	train-rmse:2.13847078385016776
[ Info: [13]	train-rmse:2.05198787068969368
[ Info: [14]	train-rmse:1.97396590501749780
[ Info: [15]	train-rmse:1.91534675966972667
[ Info: [16]	train-rmse:1.88610441176129706
[ Info: [17]	train-rmse:1.84563858086441623
[ Info: [18]	train-rmse:1.80056789620110602
[ Info: [19]	train-rmse:1.74375803736337942
[ Info: [20]	train-rmse:1.71521155634246525
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.08224378959819845
[ Info: [2]	train-rmse:5.45267537333452346
[ Info: [3]	train-rmse:4.33193406422546801
[ Info: [4]	train-rmse:3.57514328909874957
[ Info: [5]	train-rmse:3.03790232476389654
[ Info: [6]	train-rmse:2.66230692425451343
[ Info: [7]	train-rmse:2.36976222856607377
[ Info: [8]	train-rmse:2.16198553682970740
[ Info: [9]	train-rmse:2.00635452746663878
[ Info: [10]	train-rmse:1.87876184905875832
[ Info: [11]	train-rmse:1.77591287262132824
[ Info: [12]	train-rmse:1.68602217044640401
[ Info: [13]	train-rmse:1.63444834910062520
[ Info: [14]	train-rmse:1.56901260812226684
[ Info: [15]	train-rmse:1.49887111558873865
[ Info: [16]	train-rmse:1.46834698434895028
[ Info: [17]	train-rmse:1.38251449525039494
[ Info: [18]	train-rmse:1.32891427441948595
[ Info: [19]	train-rmse:1.29218822648664955
[ Info: [20]	train-rmse:1.24898078009913083
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.00061533958071447
[ Info: [2]	train-rmse:5.33442722569334915
[ Info: [3]	train-rmse:4.16958506231574688
[ Info: [4]	train-rmse:3.37917504469314789
[ Info: [5]	train-rmse:2.81447539609517872
[ Info: [6]	train-rmse:2.36032323526755849
[ Info: [7]	train-rmse:2.05262717151785035
[ Info: [8]	train-rmse:1.82039586645217044
[ Info: [9]	train-rmse:1.66208073849966320
[ Info: [10]	train-rmse:1.53251694249708481
[ Info: [11]	train-rmse:1.44872018844433303
[ Info: [12]	train-rmse:1.33730901893390697
[ Info: [13]	train-rmse:1.26736224521785923
[ Info: [14]	train-rmse:1.19249214254386171
[ Info: [15]	train-rmse:1.15053649617195863
[ Info: [16]	train-rmse:1.10588362720162192
[ Info: [17]	train-rmse:1.05567599934347922
[ Info: [18]	train-rmse:1.02327983765870179
[ Info: [19]	train-rmse:0.99610852317947962
[ Info: [20]	train-rmse:0.97561230132262111
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95756510140352535
[ Info: [2]	train-rmse:5.27690153982215637
[ Info: [3]	train-rmse:4.07419138712940310
[ Info: [4]	train-rmse:3.18864886846688700
[ Info: [5]	train-rmse:2.56061340975513962
[ Info: [6]	train-rmse:2.15240678324990631
[ Info: [7]	train-rmse:1.83538875409119795
[ Info: [8]	train-rmse:1.55961565366312471
[ Info: [9]	train-rmse:1.34039299469939066
[ Info: [10]	train-rmse:1.19428050181368239
[ Info: [11]	train-rmse:1.09593126240081284
[ Info: [12]	train-rmse:0.98641170767477648
[ Info: [13]	train-rmse:0.92386076575609799
[ Info: [14]	train-rmse:0.87079122222411864
[ Info: [15]	train-rmse:0.80032254276326564
[ Info: [16]	train-rmse:0.75066413409906518
[ Info: [17]	train-rmse:0.72052439550146286
[ Info: [18]	train-rmse:0.69142944457870326
[ Info: [19]	train-rmse:0.64956685424097149
[ Info: [20]	train-rmse:0.59446836149380922
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.61645060753838443
[ Info: [2]	train-rmse:5.28972645473406011
[ Info: [3]	train-rmse:4.38969734912725063
[ Info: [4]	train-rmse:3.72067867969720378
[ Info: [5]	train-rmse:3.24404882635084357
[ Info: [6]	train-rmse:2.91764952678540990
[ Info: [7]	train-rmse:2.71702115705715164
[ Info: [8]	train-rmse:2.55233675291563067
[ Info: [9]	train-rmse:2.40526973636519914
[ Info: [10]	train-rmse:2.32366069295918676
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.50882308052076564
[ Info: [2]	train-rmse:5.07258473351402195
[ Info: [3]	train-rmse:4.10785424665358878
[ Info: [4]	train-rmse:3.40930562001455240
[ Info: [5]	train-rmse:2.90531605984360786
[ Info: [6]	train-rmse:2.53937155433193595
[ Info: [7]	train-rmse:2.31409317209496557
[ Info: [8]	train-rmse:2.11957440960972621
[ Info: [9]	train-rmse:1.95917193946730639
[ Info: [10]	train-rmse:1.83043459552805965
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.42266955193947719
[ Info: [2]	train-rmse:4.96296339504233419
[ Info: [3]	train-rmse:3.90779471123187472
[ Info: [4]	train-rmse:3.16472781181014318
[ Info: [5]	train-rmse:2.64508669245383032
[ Info: [6]	train-rmse:2.27949889381616888
[ Info: [7]	train-rmse:2.00928176350177834
[ Info: [8]	train-rmse:1.78257550735968762
[ Info: [9]	train-rmse:1.60857677578450375
[ Info: [10]	train-rmse:1.49986480904122810
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.38138051030656328
[ Info: [2]	train-rmse:4.86016035199161234
[ Info: [3]	train-rmse:3.78621665881631220
[ Info: [4]	train-rmse:3.02267383706413462
[ Info: [5]	train-rmse:2.42607849696630895
[ Info: [6]	train-rmse:1.99165275242847040
[ Info: [7]	train-rmse:1.68611966267833768
[ Info: [8]	train-rmse:1.48161785168432680
[ Info: [9]	train-rmse:1.30902973256395949
[ Info: [10]	train-rmse:1.18230472962718269
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.61645060753838443
[ Info: [2]	train-rmse:5.28972645473406011
[ Info: [3]	train-rmse:4.38969734912725063
[ Info: [4]	train-rmse:3.72067867969720378
[ Info: [5]	train-rmse:3.24404882635084357
[ Info: [6]	train-rmse:2.91764952678540990
[ Info: [7]	train-rmse:2.71702115705715164
[ Info: [8]	train-rmse:2.55233675291563067
[ Info: [9]	train-rmse:2.40526973636519914
[ Info: [10]	train-rmse:2.32366069295918676
[ Info: [11]	train-rmse:2.25132242818910111
[ Info: [12]	train-rmse:2.17509765106265096
[ Info: [13]	train-rmse:2.09479855228557454
[ Info: [14]	train-rmse:1.99501398118186013
[ Info: [15]	train-rmse:1.94259605377988476
[ Info: [16]	train-rmse:1.89677431919193418
[ Info: [17]	train-rmse:1.83414649900059645
[ Info: [18]	train-rmse:1.80951072999977414
[ Info: [19]	train-rmse:1.76676474038402942
[ Info: [20]	train-rmse:1.74382306452971036
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.50882308052076564
[ Info: [2]	train-rmse:5.07258473351402195
[ Info: [3]	train-rmse:4.10785424665358878
[ Info: [4]	train-rmse:3.40930562001455240
[ Info: [5]	train-rmse:2.90531605984360786
[ Info: [6]	train-rmse:2.53937155433193595
[ Info: [7]	train-rmse:2.31409317209496557
[ Info: [8]	train-rmse:2.11957440960972621
[ Info: [9]	train-rmse:1.95917193946730639
[ Info: [10]	train-rmse:1.83043459552805965
[ Info: [11]	train-rmse:1.72351705616978368
[ Info: [12]	train-rmse:1.62104557224016199
[ Info: [13]	train-rmse:1.57052248449578058
[ Info: [14]	train-rmse:1.51461368134161511
[ Info: [15]	train-rmse:1.46608667591386621
[ Info: [16]	train-rmse:1.44249715489199737
[ Info: [17]	train-rmse:1.37647302272710026
[ Info: [18]	train-rmse:1.35425550104031389
[ Info: [19]	train-rmse:1.30522397344229790
[ Info: [20]	train-rmse:1.29201879365066952
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.42266955193947719
[ Info: [2]	train-rmse:4.96296339504233419
[ Info: [3]	train-rmse:3.90779471123187472
[ Info: [4]	train-rmse:3.16472781181014318
[ Info: [5]	train-rmse:2.64508669245383032
[ Info: [6]	train-rmse:2.27949889381616888
[ Info: [7]	train-rmse:2.00928176350177834
[ Info: [8]	train-rmse:1.78257550735968762
[ Info: [9]	train-rmse:1.60857677578450375
[ Info: [10]	train-rmse:1.49986480904122810
[ Info: [11]	train-rmse:1.38635169336605757
[ Info: [12]	train-rmse:1.30697670066596161
[ Info: [13]	train-rmse:1.23804711216191743
[ Info: [14]	train-rmse:1.16878505715567793
[ Info: [15]	train-rmse:1.07251070292351836
[ Info: [16]	train-rmse:1.04550996458937839
[ Info: [17]	train-rmse:1.00777014240752116
[ Info: [18]	train-rmse:0.96273539433928756
[ Info: [19]	train-rmse:0.93028498808763838
[ Info: [20]	train-rmse:0.89270183837628825
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.38138051030656328
[ Info: [2]	train-rmse:4.86016035199161234
[ Info: [3]	train-rmse:3.78621665881631220
[ Info: [4]	train-rmse:3.02267383706413462
[ Info: [5]	train-rmse:2.42607849696630895
[ Info: [6]	train-rmse:1.99165275242847040
[ Info: [7]	train-rmse:1.68611966267833768
[ Info: [8]	train-rmse:1.48161785168432680
[ Info: [9]	train-rmse:1.30902973256395949
[ Info: [10]	train-rmse:1.18230472962718269
[ Info: [11]	train-rmse:1.06135461228719641
[ Info: [12]	train-rmse:0.97332811768281202
[ Info: [13]	train-rmse:0.87844076910081947
[ Info: [14]	train-rmse:0.80503035131583423
[ Info: [15]	train-rmse:0.76374256889138814
[ Info: [16]	train-rmse:0.72034504314452685
[ Info: [17]	train-rmse:0.67041404921598946
[ Info: [18]	train-rmse:0.65089591439607331
[ Info: [19]	train-rmse:0.62500464028124236
[ Info: [20]	train-rmse:0.60619928160507774
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.88652165916307535
[ Info: [2]	train-rmse:5.51011247802153203
[ Info: [3]	train-rmse:4.47770194050238057
[ Info: [4]	train-rmse:3.78296319330010578
[ Info: [5]	train-rmse:3.27933856646154220
[ Info: [6]	train-rmse:2.91892406626345347
[ Info: [7]	train-rmse:2.68888814812739962
[ Info: [8]	train-rmse:2.53333448584324561
[ Info: [9]	train-rmse:2.38320134253846039
[ Info: [10]	train-rmse:2.28642652447799177
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74814660064569516
[ Info: [2]	train-rmse:5.26081341888463427
[ Info: [3]	train-rmse:4.18065327348486715
[ Info: [4]	train-rmse:3.45166003701594626
[ Info: [5]	train-rmse:2.90785113612272594
[ Info: [6]	train-rmse:2.56115360662899638
[ Info: [7]	train-rmse:2.31139323901433436
[ Info: [8]	train-rmse:2.13806634612973401
[ Info: [9]	train-rmse:2.01522501947587607
[ Info: [10]	train-rmse:1.91100902104799331
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67938863615633327
[ Info: [2]	train-rmse:5.16741420422009323
[ Info: [3]	train-rmse:4.01296724675550109
[ Info: [4]	train-rmse:3.20526831615549135
[ Info: [5]	train-rmse:2.65057571354703514
[ Info: [6]	train-rmse:2.22954292223641648
[ Info: [7]	train-rmse:1.92684921682757859
[ Info: [8]	train-rmse:1.71345110658993049
[ Info: [9]	train-rmse:1.55757452728333035
[ Info: [10]	train-rmse:1.41346901894154953
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.65186299473401021
[ Info: [2]	train-rmse:5.09418510934287916
[ Info: [3]	train-rmse:3.98356929705626861
[ Info: [4]	train-rmse:3.19139929890749530
[ Info: [5]	train-rmse:2.61267421459885885
[ Info: [6]	train-rmse:2.15677613836536164
[ Info: [7]	train-rmse:1.83495830904648649
[ Info: [8]	train-rmse:1.60211337462703374
[ Info: [9]	train-rmse:1.43794753590749913
[ Info: [10]	train-rmse:1.30997051998873437
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.88652165916307535
[ Info: [2]	train-rmse:5.51011247802153203
[ Info: [3]	train-rmse:4.47770194050238057
[ Info: [4]	train-rmse:3.78296319330010578
[ Info: [5]	train-rmse:3.27933856646154220
[ Info: [6]	train-rmse:2.91892406626345347
[ Info: [7]	train-rmse:2.68888814812739962
[ Info: [8]	train-rmse:2.53333448584324561
[ Info: [9]	train-rmse:2.38320134253846039
[ Info: [10]	train-rmse:2.28642652447799177
[ Info: [11]	train-rmse:2.21258497923354147
[ Info: [12]	train-rmse:2.14921304096846599
[ Info: [13]	train-rmse:2.05259165324684245
[ Info: [14]	train-rmse:1.99878032950441886
[ Info: [15]	train-rmse:1.94419399127963266
[ Info: [16]	train-rmse:1.90642179800037304
[ Info: [17]	train-rmse:1.86112884557422942
[ Info: [18]	train-rmse:1.83896767999894917
[ Info: [19]	train-rmse:1.81066124372394666
[ Info: [20]	train-rmse:1.76129676988487982
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74814660064569516
[ Info: [2]	train-rmse:5.26081341888463427
[ Info: [3]	train-rmse:4.18065327348486715
[ Info: [4]	train-rmse:3.45166003701594626
[ Info: [5]	train-rmse:2.90785113612272594
[ Info: [6]	train-rmse:2.56115360662899638
[ Info: [7]	train-rmse:2.31139323901433436
[ Info: [8]	train-rmse:2.13806634612973401
[ Info: [9]	train-rmse:2.01522501947587607
[ Info: [10]	train-rmse:1.91100902104799331
[ Info: [11]	train-rmse:1.80035359562469877
[ Info: [12]	train-rmse:1.70751894194501719
[ Info: [13]	train-rmse:1.65019914791544098
[ Info: [14]	train-rmse:1.56976421268597521
[ Info: [15]	train-rmse:1.51898269943465780
[ Info: [16]	train-rmse:1.47835894085912134
[ Info: [17]	train-rmse:1.42038627794396288
[ Info: [18]	train-rmse:1.36354754500921738
[ Info: [19]	train-rmse:1.34589346972057378
[ Info: [20]	train-rmse:1.31117214490324496
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67938863615633327
[ Info: [2]	train-rmse:5.16741420422009323
[ Info: [3]	train-rmse:4.01296724675550109
[ Info: [4]	train-rmse:3.20526831615549135
[ Info: [5]	train-rmse:2.65057571354703514
[ Info: [6]	train-rmse:2.22954292223641648
[ Info: [7]	train-rmse:1.92684921682757859
[ Info: [8]	train-rmse:1.71345110658993049
[ Info: [9]	train-rmse:1.55757452728333035
[ Info: [10]	train-rmse:1.41346901894154953
[ Info: [11]	train-rmse:1.32080143771275882
[ Info: [12]	train-rmse:1.23280565232064609
[ Info: [13]	train-rmse:1.16757454276901096
[ Info: [14]	train-rmse:1.13425570490129557
[ Info: [15]	train-rmse:1.06257359577542365
[ Info: [16]	train-rmse:0.99742147345637955
[ Info: [17]	train-rmse:0.96155868441498249
[ Info: [18]	train-rmse:0.92204795748706725
[ Info: [19]	train-rmse:0.87172331172872120
[ Info: [20]	train-rmse:0.85297552322888748
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.65186299473401021
[ Info: [2]	train-rmse:5.09418510934287916
[ Info: [3]	train-rmse:3.98356929705626861
[ Info: [4]	train-rmse:3.19139929890749530
[ Info: [5]	train-rmse:2.61267421459885885
[ Info: [6]	train-rmse:2.15677613836536164
[ Info: [7]	train-rmse:1.83495830904648649
[ Info: [8]	train-rmse:1.60211337462703374
[ Info: [9]	train-rmse:1.43794753590749913
[ Info: [10]	train-rmse:1.30997051998873437
[ Info: [11]	train-rmse:1.17869648832084306
[ Info: [12]	train-rmse:1.06329641540690067
[ Info: [13]	train-rmse:1.00536154625228469
[ Info: [14]	train-rmse:0.94284654763795717
[ Info: [15]	train-rmse:0.89590138381881113
[ Info: [16]	train-rmse:0.85596035247237179
[ Info: [17]	train-rmse:0.83735712685581221
[ Info: [18]	train-rmse:0.78887615863907057
[ Info: [19]	train-rmse:0.71880720924875630
[ Info: [20]	train-rmse:0.70807763730125250
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.28021976916446345
[ Info: [2]	train-rmse:5.80838666333172160
[ Info: [3]	train-rmse:4.81781449178390364
[ Info: [4]	train-rmse:4.06378956297742899
[ Info: [5]	train-rmse:3.52214629549349967
[ Info: [6]	train-rmse:3.18092505224694522
[ Info: [7]	train-rmse:2.92397707035030319
[ Info: [8]	train-rmse:2.74584332831975342
[ Info: [9]	train-rmse:2.59485772337696785
[ Info: [10]	train-rmse:2.48112580187991583
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.09615799957251969
[ Info: [2]	train-rmse:5.50472890697768147
[ Info: [3]	train-rmse:4.41045078285304548
[ Info: [4]	train-rmse:3.62149293840552833
[ Info: [5]	train-rmse:3.06533244112820702
[ Info: [6]	train-rmse:2.65665319988575144
[ Info: [7]	train-rmse:2.39528235925340294
[ Info: [8]	train-rmse:2.21740105376898144
[ Info: [9]	train-rmse:2.04968074213927309
[ Info: [10]	train-rmse:1.92813146291078619
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.02346632256564796
[ Info: [2]	train-rmse:5.37747088714990973
[ Info: [3]	train-rmse:4.20646932249860939
[ Info: [4]	train-rmse:3.36258858785901227
[ Info: [5]	train-rmse:2.74407347625895781
[ Info: [6]	train-rmse:2.30926626018260839
[ Info: [7]	train-rmse:1.99597207260106591
[ Info: [8]	train-rmse:1.76712001218692416
[ Info: [9]	train-rmse:1.61250103793811750
[ Info: [10]	train-rmse:1.46393448266642934
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.98471834136771808
[ Info: [2]	train-rmse:5.28340368405823746
[ Info: [3]	train-rmse:4.05955118542733651
[ Info: [4]	train-rmse:3.17406793059183157
[ Info: [5]	train-rmse:2.53926934971394225
[ Info: [6]	train-rmse:2.08651185490253832
[ Info: [7]	train-rmse:1.75637314363792396
[ Info: [8]	train-rmse:1.51883437211810901
[ Info: [9]	train-rmse:1.31428061584184563
[ Info: [10]	train-rmse:1.17377210353086858
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.28021976916446345
[ Info: [2]	train-rmse:5.80838666333172160
[ Info: [3]	train-rmse:4.81781449178390364
[ Info: [4]	train-rmse:4.06378956297742899
[ Info: [5]	train-rmse:3.52214629549349967
[ Info: [6]	train-rmse:3.18092505224694522
[ Info: [7]	train-rmse:2.92397707035030319
[ Info: [8]	train-rmse:2.74584332831975342
[ Info: [9]	train-rmse:2.59485772337696785
[ Info: [10]	train-rmse:2.48112580187991583
[ Info: [11]	train-rmse:2.39339256320388394
[ Info: [12]	train-rmse:2.31168021723411199
[ Info: [13]	train-rmse:2.24060103683344769
[ Info: [14]	train-rmse:2.18900883266779722
[ Info: [15]	train-rmse:2.14771974878395433
[ Info: [16]	train-rmse:2.09834487070010312
[ Info: [17]	train-rmse:2.06189589485951696
[ Info: [18]	train-rmse:2.00652503566383311
[ Info: [19]	train-rmse:1.95684210696153316
[ Info: [20]	train-rmse:1.89516547658081413
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.09615799957251969
[ Info: [2]	train-rmse:5.50472890697768147
[ Info: [3]	train-rmse:4.41045078285304548
[ Info: [4]	train-rmse:3.62149293840552833
[ Info: [5]	train-rmse:3.06533244112820702
[ Info: [6]	train-rmse:2.65665319988575144
[ Info: [7]	train-rmse:2.39528235925340294
[ Info: [8]	train-rmse:2.21740105376898144
[ Info: [9]	train-rmse:2.04968074213927309
[ Info: [10]	train-rmse:1.92813146291078619
[ Info: [11]	train-rmse:1.83474821464478111
[ Info: [12]	train-rmse:1.76228653932228441
[ Info: [13]	train-rmse:1.68547674146627746
[ Info: [14]	train-rmse:1.62846355612518745
[ Info: [15]	train-rmse:1.58618003308325628
[ Info: [16]	train-rmse:1.52784080106174192
[ Info: [17]	train-rmse:1.47745442416027939
[ Info: [18]	train-rmse:1.42529464811476148
[ Info: [19]	train-rmse:1.37409784830833370
[ Info: [20]	train-rmse:1.33754200811194424
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.02346632256564796
[ Info: [2]	train-rmse:5.37747088714990973
[ Info: [3]	train-rmse:4.20646932249860939
[ Info: [4]	train-rmse:3.36258858785901227
[ Info: [5]	train-rmse:2.74407347625895781
[ Info: [6]	train-rmse:2.30926626018260839
[ Info: [7]	train-rmse:1.99597207260106591
[ Info: [8]	train-rmse:1.76712001218692416
[ Info: [9]	train-rmse:1.61250103793811750
[ Info: [10]	train-rmse:1.46393448266642934
[ Info: [11]	train-rmse:1.35129779288077123
[ Info: [12]	train-rmse:1.27884282095597790
[ Info: [13]	train-rmse:1.20362986432177244
[ Info: [14]	train-rmse:1.15036355412294555
[ Info: [15]	train-rmse:1.10855319777370132
[ Info: [16]	train-rmse:1.06118709450757209
[ Info: [17]	train-rmse:1.00957980215877274
[ Info: [18]	train-rmse:0.96198060683961573
[ Info: [19]	train-rmse:0.93057869733340437
[ Info: [20]	train-rmse:0.86457676324822319
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.98471834136771808
[ Info: [2]	train-rmse:5.28340368405823746
[ Info: [3]	train-rmse:4.05955118542733651
[ Info: [4]	train-rmse:3.17406793059183157
[ Info: [5]	train-rmse:2.53926934971394225
[ Info: [6]	train-rmse:2.08651185490253832
[ Info: [7]	train-rmse:1.75637314363792396
[ Info: [8]	train-rmse:1.51883437211810901
[ Info: [9]	train-rmse:1.31428061584184563
[ Info: [10]	train-rmse:1.17377210353086858
[ Info: [11]	train-rmse:1.05674265833441372
[ Info: [12]	train-rmse:0.98110705985147806
[ Info: [13]	train-rmse:0.89401793221318560
[ Info: [14]	train-rmse:0.81060200314855835
[ Info: [15]	train-rmse:0.76464367294045021
[ Info: [16]	train-rmse:0.72773303186040106
[ Info: [17]	train-rmse:0.69315795244563194
[ Info: [18]	train-rmse:0.65610461419598198
[ Info: [19]	train-rmse:0.60450608998510535
[ Info: [20]	train-rmse:0.56481579258909886
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89474896650836300
[ Info: [2]	train-rmse:5.46834787293207025
[ Info: [3]	train-rmse:4.50693269557011522
[ Info: [4]	train-rmse:3.85799526918277902
[ Info: [5]	train-rmse:3.37297594307341209
[ Info: [6]	train-rmse:2.99908810249335600
[ Info: [7]	train-rmse:2.78111199314544422
[ Info: [8]	train-rmse:2.58279959882529608
[ Info: [9]	train-rmse:2.45112679662070487
[ Info: [10]	train-rmse:2.34786576383016898
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.76626374229355054
[ Info: [2]	train-rmse:5.25349214706024359
[ Info: [3]	train-rmse:4.18723541200979366
[ Info: [4]	train-rmse:3.43530704493571770
[ Info: [5]	train-rmse:2.94092985960680853
[ Info: [6]	train-rmse:2.57980884811438305
[ Info: [7]	train-rmse:2.34002121913431793
[ Info: [8]	train-rmse:2.15771724063469827
[ Info: [9]	train-rmse:2.02973440280182515
[ Info: [10]	train-rmse:1.91058789526673678
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.70359730886349681
[ Info: [2]	train-rmse:5.11859565165782993
[ Info: [3]	train-rmse:4.00468694775060818
[ Info: [4]	train-rmse:3.24992815823396120
[ Info: [5]	train-rmse:2.68424113434484379
[ Info: [6]	train-rmse:2.30078976624155995
[ Info: [7]	train-rmse:2.00056315701194753
[ Info: [8]	train-rmse:1.76821315810254043
[ Info: [9]	train-rmse:1.59677110012639067
[ Info: [10]	train-rmse:1.49161837250567952
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67663572329890798
[ Info: [2]	train-rmse:5.04959759861359458
[ Info: [3]	train-rmse:3.89357446837804622
[ Info: [4]	train-rmse:3.07925024556184690
[ Info: [5]	train-rmse:2.49453957480889255
[ Info: [6]	train-rmse:2.04534752664560537
[ Info: [7]	train-rmse:1.73933788803310274
[ Info: [8]	train-rmse:1.48689715499657660
[ Info: [9]	train-rmse:1.32390603085004144
[ Info: [10]	train-rmse:1.20004306690547158
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89474896650836300
[ Info: [2]	train-rmse:5.46834787293207025
[ Info: [3]	train-rmse:4.50693269557011522
[ Info: [4]	train-rmse:3.85799526918277902
[ Info: [5]	train-rmse:3.37297594307341209
[ Info: [6]	train-rmse:2.99908810249335600
[ Info: [7]	train-rmse:2.78111199314544422
[ Info: [8]	train-rmse:2.58279959882529608
[ Info: [9]	train-rmse:2.45112679662070487
[ Info: [10]	train-rmse:2.34786576383016898
[ Info: [11]	train-rmse:2.26393203680764987
[ Info: [12]	train-rmse:2.15586915847730953
[ Info: [13]	train-rmse:2.10260345136032090
[ Info: [14]	train-rmse:2.03405238760090157
[ Info: [15]	train-rmse:1.98970000155569515
[ Info: [16]	train-rmse:1.94933496391267713
[ Info: [17]	train-rmse:1.90392403302368374
[ Info: [18]	train-rmse:1.86044693581108134
[ Info: [19]	train-rmse:1.84080372391371472
[ Info: [20]	train-rmse:1.79547006457480340
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.76626374229355054
[ Info: [2]	train-rmse:5.25349214706024359
[ Info: [3]	train-rmse:4.18723541200979366
[ Info: [4]	train-rmse:3.43530704493571770
[ Info: [5]	train-rmse:2.94092985960680853
[ Info: [6]	train-rmse:2.57980884811438305
[ Info: [7]	train-rmse:2.34002121913431793
[ Info: [8]	train-rmse:2.15771724063469827
[ Info: [9]	train-rmse:2.02973440280182515
[ Info: [10]	train-rmse:1.91058789526673678
[ Info: [11]	train-rmse:1.80390766905593902
[ Info: [12]	train-rmse:1.71456703371496477
[ Info: [13]	train-rmse:1.64904043924499955
[ Info: [14]	train-rmse:1.61228128494457912
[ Info: [15]	train-rmse:1.53719462822867348
[ Info: [16]	train-rmse:1.48851189284989904
[ Info: [17]	train-rmse:1.45852491913163607
[ Info: [18]	train-rmse:1.40828453097107209
[ Info: [19]	train-rmse:1.37614290374674475
[ Info: [20]	train-rmse:1.31497040949522015
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.70359730886349681
[ Info: [2]	train-rmse:5.11859565165782993
[ Info: [3]	train-rmse:4.00468694775060818
[ Info: [4]	train-rmse:3.24992815823396120
[ Info: [5]	train-rmse:2.68424113434484379
[ Info: [6]	train-rmse:2.30078976624155995
[ Info: [7]	train-rmse:2.00056315701194753
[ Info: [8]	train-rmse:1.76821315810254043
[ Info: [9]	train-rmse:1.59677110012639067
[ Info: [10]	train-rmse:1.49161837250567952
[ Info: [11]	train-rmse:1.38905854923514416
[ Info: [12]	train-rmse:1.30625910467367801
[ Info: [13]	train-rmse:1.22850879043459971
[ Info: [14]	train-rmse:1.18971682749439811
[ Info: [15]	train-rmse:1.10459384478240263
[ Info: [16]	train-rmse:1.05410765963426911
[ Info: [17]	train-rmse:1.01897967267558021
[ Info: [18]	train-rmse:0.98492882305913221
[ Info: [19]	train-rmse:0.94897299389408896
[ Info: [20]	train-rmse:0.91180754477940185
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67663572329890798
[ Info: [2]	train-rmse:5.04959759861359458
[ Info: [3]	train-rmse:3.89357446837804622
[ Info: [4]	train-rmse:3.07925024556184690
[ Info: [5]	train-rmse:2.49453957480889255
[ Info: [6]	train-rmse:2.04534752664560537
[ Info: [7]	train-rmse:1.73933788803310274
[ Info: [8]	train-rmse:1.48689715499657660
[ Info: [9]	train-rmse:1.32390603085004144
[ Info: [10]	train-rmse:1.20004306690547158
[ Info: [11]	train-rmse:1.08219902714709515
[ Info: [12]	train-rmse:1.02765548645755400
[ Info: [13]	train-rmse:0.95775262516168802
[ Info: [14]	train-rmse:0.90986838379361668
[ Info: [15]	train-rmse:0.85540676367370017
[ Info: [16]	train-rmse:0.83173761554055758
[ Info: [17]	train-rmse:0.78645267905431038
[ Info: [18]	train-rmse:0.74346219663521562
[ Info: [19]	train-rmse:0.70416244486648649
[ Info: [20]	train-rmse:0.67552523806438203
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.22159365565153877
[ Info: [2]	train-rmse:5.73512658354095084
[ Info: [3]	train-rmse:4.68345697164526698
[ Info: [4]	train-rmse:3.92339165518380462
[ Info: [5]	train-rmse:3.42382508185281909
[ Info: [6]	train-rmse:3.09096093892865431
[ Info: [7]	train-rmse:2.82881177082910451
[ Info: [8]	train-rmse:2.67075762205648148
[ Info: [9]	train-rmse:2.50933816689360611
[ Info: [10]	train-rmse:2.41077234797499740
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.04934769311685194
[ Info: [2]	train-rmse:5.42989469926495527
[ Info: [3]	train-rmse:4.33024113315113723
[ Info: [4]	train-rmse:3.56170313020669038
[ Info: [5]	train-rmse:3.03858022523803983
[ Info: [6]	train-rmse:2.67580651194654129
[ Info: [7]	train-rmse:2.38711626987615011
[ Info: [8]	train-rmse:2.18485753188262377
[ Info: [9]	train-rmse:2.03544299155768282
[ Info: [10]	train-rmse:1.91704148678790354
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.98115832594951424
[ Info: [2]	train-rmse:5.32321815893121908
[ Info: [3]	train-rmse:4.16789379910874747
[ Info: [4]	train-rmse:3.36786599061740333
[ Info: [5]	train-rmse:2.79722330108366846
[ Info: [6]	train-rmse:2.37531294267033610
[ Info: [7]	train-rmse:2.05878700934953196
[ Info: [8]	train-rmse:1.83570964638455503
[ Info: [9]	train-rmse:1.67653890023444019
[ Info: [10]	train-rmse:1.57628663596195717
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94053493035349600
[ Info: [2]	train-rmse:5.24244299308008532
[ Info: [3]	train-rmse:4.03302509080358451
[ Info: [4]	train-rmse:3.19838167878443569
[ Info: [5]	train-rmse:2.56118651009916842
[ Info: [6]	train-rmse:2.08595328178432293
[ Info: [7]	train-rmse:1.74885547341236713
[ Info: [8]	train-rmse:1.47492265939384692
[ Info: [9]	train-rmse:1.28848857613520429
[ Info: [10]	train-rmse:1.14828976016469930
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.22159365565153877
[ Info: [2]	train-rmse:5.73512658354095084
[ Info: [3]	train-rmse:4.68345697164526698
[ Info: [4]	train-rmse:3.92339165518380462
[ Info: [5]	train-rmse:3.42382508185281909
[ Info: [6]	train-rmse:3.09096093892865431
[ Info: [7]	train-rmse:2.82881177082910451
[ Info: [8]	train-rmse:2.67075762205648148
[ Info: [9]	train-rmse:2.50933816689360611
[ Info: [10]	train-rmse:2.41077234797499740
[ Info: [11]	train-rmse:2.32802883441090191
[ Info: [12]	train-rmse:2.25873355698412670
[ Info: [13]	train-rmse:2.18701558630581960
[ Info: [14]	train-rmse:2.14146466142628045
[ Info: [15]	train-rmse:2.08763170116267327
[ Info: [16]	train-rmse:2.04595890981983697
[ Info: [17]	train-rmse:2.00163690018392826
[ Info: [18]	train-rmse:1.95186240750167062
[ Info: [19]	train-rmse:1.91803249949360644
[ Info: [20]	train-rmse:1.87915002069092463
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.04934769311685194
[ Info: [2]	train-rmse:5.42989469926495527
[ Info: [3]	train-rmse:4.33024113315113723
[ Info: [4]	train-rmse:3.56170313020669038
[ Info: [5]	train-rmse:3.03858022523803983
[ Info: [6]	train-rmse:2.67580651194654129
[ Info: [7]	train-rmse:2.38711626987615011
[ Info: [8]	train-rmse:2.18485753188262377
[ Info: [9]	train-rmse:2.03544299155768282
[ Info: [10]	train-rmse:1.91704148678790354
[ Info: [11]	train-rmse:1.83613344628856345
[ Info: [12]	train-rmse:1.74903818379810949
[ Info: [13]	train-rmse:1.68487575582745297
[ Info: [14]	train-rmse:1.64549004648734742
[ Info: [15]	train-rmse:1.59419717823744067
[ Info: [16]	train-rmse:1.53832153675116290
[ Info: [17]	train-rmse:1.46384190754143950
[ Info: [18]	train-rmse:1.39263397824305946
[ Info: [19]	train-rmse:1.35998742830361730
[ Info: [20]	train-rmse:1.30251387084843784
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.98115832594951424
[ Info: [2]	train-rmse:5.32321815893121908
[ Info: [3]	train-rmse:4.16789379910874747
[ Info: [4]	train-rmse:3.36786599061740333
[ Info: [5]	train-rmse:2.79722330108366846
[ Info: [6]	train-rmse:2.37531294267033610
[ Info: [7]	train-rmse:2.05878700934953196
[ Info: [8]	train-rmse:1.83570964638455503
[ Info: [9]	train-rmse:1.67653890023444019
[ Info: [10]	train-rmse:1.57628663596195717
[ Info: [11]	train-rmse:1.44533191234440617
[ Info: [12]	train-rmse:1.35165762454342708
[ Info: [13]	train-rmse:1.25485935799987702
[ Info: [14]	train-rmse:1.17640150317799286
[ Info: [15]	train-rmse:1.11238446360122989
[ Info: [16]	train-rmse:1.06083514780330668
[ Info: [17]	train-rmse:1.00905945541719433
[ Info: [18]	train-rmse:0.96658698693365386
[ Info: [19]	train-rmse:0.92199015860047384
[ Info: [20]	train-rmse:0.88375637475057434
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94053493035349600
[ Info: [2]	train-rmse:5.24244299308008532
[ Info: [3]	train-rmse:4.03302509080358451
[ Info: [4]	train-rmse:3.19838167878443569
[ Info: [5]	train-rmse:2.56118651009916842
[ Info: [6]	train-rmse:2.08595328178432293
[ Info: [7]	train-rmse:1.74885547341236713
[ Info: [8]	train-rmse:1.47492265939384692
[ Info: [9]	train-rmse:1.28848857613520429
[ Info: [10]	train-rmse:1.14828976016469930
[ Info: [11]	train-rmse:1.03084335146799422
[ Info: [12]	train-rmse:0.95966308613211615
[ Info: [13]	train-rmse:0.89271112528807395
[ Info: [14]	train-rmse:0.83196155759622969
[ Info: [15]	train-rmse:0.76972081765645772
[ Info: [16]	train-rmse:0.72559846226313940
[ Info: [17]	train-rmse:0.69782699874692200
[ Info: [18]	train-rmse:0.66918500067964026
[ Info: [19]	train-rmse:0.63968113587073017
[ Info: [20]	train-rmse:0.59167106986869855
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.03592510876338562
[ Info: [2]	train-rmse:5.49646924359696953
[ Info: [3]	train-rmse:4.49480252600147079
[ Info: [4]	train-rmse:3.78397273917995847
[ Info: [5]	train-rmse:3.29945820552121738
[ Info: [6]	train-rmse:2.92213738850920102
[ Info: [7]	train-rmse:2.66033722149928353
[ Info: [8]	train-rmse:2.50288968430160885
[ Info: [9]	train-rmse:2.37480847240079163
[ Info: [10]	train-rmse:2.27613872245249604
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.91903255739462519
[ Info: [2]	train-rmse:5.30738022605813509
[ Info: [3]	train-rmse:4.14271231387391037
[ Info: [4]	train-rmse:3.37291316112388095
[ Info: [5]	train-rmse:2.85191567314791250
[ Info: [6]	train-rmse:2.47446807472063313
[ Info: [7]	train-rmse:2.22657774094122995
[ Info: [8]	train-rmse:2.02687880189773884
[ Info: [9]	train-rmse:1.88055310734406955
[ Info: [10]	train-rmse:1.76971361993501763
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.85593307281334940
[ Info: [2]	train-rmse:5.19895602303874416
[ Info: [3]	train-rmse:4.05140995247091507
[ Info: [4]	train-rmse:3.21834995136112978
[ Info: [5]	train-rmse:2.65367682301221919
[ Info: [6]	train-rmse:2.21722500449972992
[ Info: [7]	train-rmse:1.88837729987937819
[ Info: [8]	train-rmse:1.67651992482275825
[ Info: [9]	train-rmse:1.50259316829896017
[ Info: [10]	train-rmse:1.35600179000603505
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.83143176068230851
[ Info: [2]	train-rmse:5.13234206934789139
[ Info: [3]	train-rmse:3.96265130269535559
[ Info: [4]	train-rmse:3.13494590742203050
[ Info: [5]	train-rmse:2.48329854913767045
[ Info: [6]	train-rmse:2.07196132435963021
[ Info: [7]	train-rmse:1.73153598550062537
[ Info: [8]	train-rmse:1.49174570045854660
[ Info: [9]	train-rmse:1.30625991672845432
[ Info: [10]	train-rmse:1.17524067206026550
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.03592510876338562
[ Info: [2]	train-rmse:5.49646924359696953
[ Info: [3]	train-rmse:4.49480252600147079
[ Info: [4]	train-rmse:3.78397273917995847
[ Info: [5]	train-rmse:3.29945820552121738
[ Info: [6]	train-rmse:2.92213738850920102
[ Info: [7]	train-rmse:2.66033722149928353
[ Info: [8]	train-rmse:2.50288968430160885
[ Info: [9]	train-rmse:2.37480847240079163
[ Info: [10]	train-rmse:2.27613872245249604
[ Info: [11]	train-rmse:2.16758667741613076
[ Info: [12]	train-rmse:2.11257210935685258
[ Info: [13]	train-rmse:2.07002430887981381
[ Info: [14]	train-rmse:2.02673819923572474
[ Info: [15]	train-rmse:1.94956102063059622
[ Info: [16]	train-rmse:1.89149918352420254
[ Info: [17]	train-rmse:1.83004102145146352
[ Info: [18]	train-rmse:1.78649096902582261
[ Info: [19]	train-rmse:1.75081732993936279
[ Info: [20]	train-rmse:1.72635256067334941
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.91903255739462519
[ Info: [2]	train-rmse:5.30738022605813509
[ Info: [3]	train-rmse:4.14271231387391037
[ Info: [4]	train-rmse:3.37291316112388095
[ Info: [5]	train-rmse:2.85191567314791250
[ Info: [6]	train-rmse:2.47446807472063313
[ Info: [7]	train-rmse:2.22657774094122995
[ Info: [8]	train-rmse:2.02687880189773884
[ Info: [9]	train-rmse:1.88055310734406955
[ Info: [10]	train-rmse:1.76971361993501763
[ Info: [11]	train-rmse:1.64810090916620355
[ Info: [12]	train-rmse:1.57199712225778820
[ Info: [13]	train-rmse:1.49846687555562563
[ Info: [14]	train-rmse:1.43334964692112155
[ Info: [15]	train-rmse:1.36485522378492319
[ Info: [16]	train-rmse:1.32003924025983288
[ Info: [17]	train-rmse:1.26673185195422788
[ Info: [18]	train-rmse:1.22988440945027433
[ Info: [19]	train-rmse:1.19446865474592112
[ Info: [20]	train-rmse:1.17170192252938787
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.85593307281334940
[ Info: [2]	train-rmse:5.19895602303874416
[ Info: [3]	train-rmse:4.05140995247091507
[ Info: [4]	train-rmse:3.21834995136112978
[ Info: [5]	train-rmse:2.65367682301221919
[ Info: [6]	train-rmse:2.21722500449972992
[ Info: [7]	train-rmse:1.88837729987937819
[ Info: [8]	train-rmse:1.67651992482275825
[ Info: [9]	train-rmse:1.50259316829896017
[ Info: [10]	train-rmse:1.35600179000603505
[ Info: [11]	train-rmse:1.26163995071303559
[ Info: [12]	train-rmse:1.17660277820746506
[ Info: [13]	train-rmse:1.11697792176899391
[ Info: [14]	train-rmse:1.05660832987404385
[ Info: [15]	train-rmse:1.01627239459595753
[ Info: [16]	train-rmse:0.98238637767253256
[ Info: [17]	train-rmse:0.89102214467410479
[ Info: [18]	train-rmse:0.86925202159847792
[ Info: [19]	train-rmse:0.82076883106436149
[ Info: [20]	train-rmse:0.79047558622629466
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.83143176068230851
[ Info: [2]	train-rmse:5.13234206934789139
[ Info: [3]	train-rmse:3.96265130269535559
[ Info: [4]	train-rmse:3.13494590742203050
[ Info: [5]	train-rmse:2.48329854913767045
[ Info: [6]	train-rmse:2.07196132435963021
[ Info: [7]	train-rmse:1.73153598550062537
[ Info: [8]	train-rmse:1.49174570045854660
[ Info: [9]	train-rmse:1.30625991672845432
[ Info: [10]	train-rmse:1.17524067206026550
[ Info: [11]	train-rmse:1.05640224358398083
[ Info: [12]	train-rmse:0.97608971056179161
[ Info: [13]	train-rmse:0.90544674040107098
[ Info: [14]	train-rmse:0.86083207961468544
[ Info: [15]	train-rmse:0.80604865937913139
[ Info: [16]	train-rmse:0.74679757902617672
[ Info: [17]	train-rmse:0.70148892137261765
[ Info: [18]	train-rmse:0.68477030460058419
[ Info: [19]	train-rmse:0.64369689314764955
[ Info: [20]	train-rmse:0.62980429757279266
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.05438742653141926
[ Info: [2]	train-rmse:5.58334747648954188
[ Info: [3]	train-rmse:4.60250011901231204
[ Info: [4]	train-rmse:3.91647434865982946
[ Info: [5]	train-rmse:3.39873557610785415
[ Info: [6]	train-rmse:3.03135556181444965
[ Info: [7]	train-rmse:2.80702184712645986
[ Info: [8]	train-rmse:2.60401052643207676
[ Info: [9]	train-rmse:2.47041558196217137
[ Info: [10]	train-rmse:2.37106836136688903
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89435802869748571
[ Info: [2]	train-rmse:5.34038897552624547
[ Info: [3]	train-rmse:4.28595608459328758
[ Info: [4]	train-rmse:3.53025411003729905
[ Info: [5]	train-rmse:3.00726795437054273
[ Info: [6]	train-rmse:2.62768913312794794
[ Info: [7]	train-rmse:2.36500388340503109
[ Info: [8]	train-rmse:2.17952169194406764
[ Info: [9]	train-rmse:2.01678493369556522
[ Info: [10]	train-rmse:1.88593482090919728
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82028485894338665
[ Info: [2]	train-rmse:5.19423527750202041
[ Info: [3]	train-rmse:4.05856191605111327
[ Info: [4]	train-rmse:3.25605228848653372
[ Info: [5]	train-rmse:2.71093485256647737
[ Info: [6]	train-rmse:2.31585887006529623
[ Info: [7]	train-rmse:2.02572852250728319
[ Info: [8]	train-rmse:1.81694934709969314
[ Info: [9]	train-rmse:1.64993726180518396
[ Info: [10]	train-rmse:1.53661569295171652
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.78651124137444572
[ Info: [2]	train-rmse:5.11070899238659937
[ Info: [3]	train-rmse:3.91604058723235715
[ Info: [4]	train-rmse:3.08290885349510191
[ Info: [5]	train-rmse:2.45349079533192338
[ Info: [6]	train-rmse:2.02705986916488223
[ Info: [7]	train-rmse:1.67109244750593611
[ Info: [8]	train-rmse:1.43642236752300589
[ Info: [9]	train-rmse:1.26191113124019294
[ Info: [10]	train-rmse:1.12681607239760995
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.05438742653141926
[ Info: [2]	train-rmse:5.58334747648954188
[ Info: [3]	train-rmse:4.60250011901231204
[ Info: [4]	train-rmse:3.91647434865982946
[ Info: [5]	train-rmse:3.39873557610785415
[ Info: [6]	train-rmse:3.03135556181444965
[ Info: [7]	train-rmse:2.80702184712645986
[ Info: [8]	train-rmse:2.60401052643207676
[ Info: [9]	train-rmse:2.47041558196217137
[ Info: [10]	train-rmse:2.37106836136688903
[ Info: [11]	train-rmse:2.29402073638927817
[ Info: [12]	train-rmse:2.21974489701353761
[ Info: [13]	train-rmse:2.14610631818047048
[ Info: [14]	train-rmse:2.05486143963822832
[ Info: [15]	train-rmse:2.02083766329090508
[ Info: [16]	train-rmse:1.96292061255551853
[ Info: [17]	train-rmse:1.93018771994035188
[ Info: [18]	train-rmse:1.88088774059001951
[ Info: [19]	train-rmse:1.84940531943995046
[ Info: [20]	train-rmse:1.82239104476180058
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89435802869748571
[ Info: [2]	train-rmse:5.34038897552624547
[ Info: [3]	train-rmse:4.28595608459328758
[ Info: [4]	train-rmse:3.53025411003729905
[ Info: [5]	train-rmse:3.00726795437054273
[ Info: [6]	train-rmse:2.62768913312794794
[ Info: [7]	train-rmse:2.36500388340503109
[ Info: [8]	train-rmse:2.17952169194406764
[ Info: [9]	train-rmse:2.01678493369556522
[ Info: [10]	train-rmse:1.88593482090919728
[ Info: [11]	train-rmse:1.78653700357020195
[ Info: [12]	train-rmse:1.69961761468516803
[ Info: [13]	train-rmse:1.65477883758121291
[ Info: [14]	train-rmse:1.59769039004994817
[ Info: [15]	train-rmse:1.54952191475627443
[ Info: [16]	train-rmse:1.48934194229761685
[ Info: [17]	train-rmse:1.45800001203029539
[ Info: [18]	train-rmse:1.40366592785430644
[ Info: [19]	train-rmse:1.32790206099847552
[ Info: [20]	train-rmse:1.28831439003745318
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82028485894338665
[ Info: [2]	train-rmse:5.19423527750202041
[ Info: [3]	train-rmse:4.05856191605111327
[ Info: [4]	train-rmse:3.25605228848653372
[ Info: [5]	train-rmse:2.71093485256647737
[ Info: [6]	train-rmse:2.31585887006529623
[ Info: [7]	train-rmse:2.02572852250728319
[ Info: [8]	train-rmse:1.81694934709969314
[ Info: [9]	train-rmse:1.64993726180518396
[ Info: [10]	train-rmse:1.53661569295171652
[ Info: [11]	train-rmse:1.42534482309402666
[ Info: [12]	train-rmse:1.35224491386548640
[ Info: [13]	train-rmse:1.28441280403323876
[ Info: [14]	train-rmse:1.18959639607948020
[ Info: [15]	train-rmse:1.11632336900118712
[ Info: [16]	train-rmse:1.06456664711943860
[ Info: [17]	train-rmse:1.03167247827516362
[ Info: [18]	train-rmse:1.00920611748008460
[ Info: [19]	train-rmse:0.93219227754264744
[ Info: [20]	train-rmse:0.89389324887557897
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.78651124137444572
[ Info: [2]	train-rmse:5.11070899238659937
[ Info: [3]	train-rmse:3.91604058723235715
[ Info: [4]	train-rmse:3.08290885349510191
[ Info: [5]	train-rmse:2.45349079533192338
[ Info: [6]	train-rmse:2.02705986916488223
[ Info: [7]	train-rmse:1.67109244750593611
[ Info: [8]	train-rmse:1.43642236752300589
[ Info: [9]	train-rmse:1.26191113124019294
[ Info: [10]	train-rmse:1.12681607239760995
[ Info: [11]	train-rmse:1.00627226699727768
[ Info: [12]	train-rmse:0.92027861560639423
[ Info: [13]	train-rmse:0.85002322206068626
[ Info: [14]	train-rmse:0.80933962367087986
[ Info: [15]	train-rmse:0.76503810243866766
[ Info: [16]	train-rmse:0.71951858194224783
[ Info: [17]	train-rmse:0.68397865891528831
[ Info: [18]	train-rmse:0.65573504351694678
[ Info: [19]	train-rmse:0.62604775716463579
[ Info: [20]	train-rmse:0.58638447355909917
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.91520679029724405
[ Info: [2]	train-rmse:5.43101093671422053
[ Info: [3]	train-rmse:4.46963312481320507
[ Info: [4]	train-rmse:3.76772662263234714
[ Info: [5]	train-rmse:3.27180225549271020
[ Info: [6]	train-rmse:2.92241588346605674
[ Info: [7]	train-rmse:2.70153093920810283
[ Info: [8]	train-rmse:2.54182558888652110
[ Info: [9]	train-rmse:2.42068090043969653
[ Info: [10]	train-rmse:2.30455381151054439
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.73386829452841162
[ Info: [2]	train-rmse:5.20022125592378437
[ Info: [3]	train-rmse:4.17330975660643944
[ Info: [4]	train-rmse:3.42856722138552428
[ Info: [5]	train-rmse:2.92786465033680710
[ Info: [6]	train-rmse:2.57039971606089690
[ Info: [7]	train-rmse:2.32128951714013043
[ Info: [8]	train-rmse:2.13723507806637736
[ Info: [9]	train-rmse:2.03000904208335742
[ Info: [10]	train-rmse:1.93644004066317410
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.68762587814225018
[ Info: [2]	train-rmse:5.09934709084047899
[ Info: [3]	train-rmse:3.98219256987819215
[ Info: [4]	train-rmse:3.22793631522714941
[ Info: [5]	train-rmse:2.68704727957479239
[ Info: [6]	train-rmse:2.30367984134118675
[ Info: [7]	train-rmse:2.01304290492569260
[ Info: [8]	train-rmse:1.79769246127613114
[ Info: [9]	train-rmse:1.66663291469060160
[ Info: [10]	train-rmse:1.52916269838428209
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.65073314741875166
[ Info: [2]	train-rmse:5.02394356497345473
[ Info: [3]	train-rmse:3.86354809900783636
[ Info: [4]	train-rmse:3.05869321714717790
[ Info: [5]	train-rmse:2.47212029740527806
[ Info: [6]	train-rmse:2.03983453089479339
[ Info: [7]	train-rmse:1.71603388292864922
[ Info: [8]	train-rmse:1.49984913487663940
[ Info: [9]	train-rmse:1.32660022935646404
[ Info: [10]	train-rmse:1.18798519335188502
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.91520679029724405
[ Info: [2]	train-rmse:5.43101093671422053
[ Info: [3]	train-rmse:4.46963312481320507
[ Info: [4]	train-rmse:3.76772662263234714
[ Info: [5]	train-rmse:3.27180225549271020
[ Info: [6]	train-rmse:2.92241588346605674
[ Info: [7]	train-rmse:2.70153093920810283
[ Info: [8]	train-rmse:2.54182558888652110
[ Info: [9]	train-rmse:2.42068090043969653
[ Info: [10]	train-rmse:2.30455381151054439
[ Info: [11]	train-rmse:2.21923398219558976
[ Info: [12]	train-rmse:2.16209151726179405
[ Info: [13]	train-rmse:2.09967446473183950
[ Info: [14]	train-rmse:2.04000256485478593
[ Info: [15]	train-rmse:2.00928713081666865
[ Info: [16]	train-rmse:1.97210194832326535
[ Info: [17]	train-rmse:1.92923005976258399
[ Info: [18]	train-rmse:1.89468234889180875
[ Info: [19]	train-rmse:1.85776210082049520
[ Info: [20]	train-rmse:1.82192254947162380
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.73386829452841162
[ Info: [2]	train-rmse:5.20022125592378437
[ Info: [3]	train-rmse:4.17330975660643944
[ Info: [4]	train-rmse:3.42856722138552428
[ Info: [5]	train-rmse:2.92786465033680710
[ Info: [6]	train-rmse:2.57039971606089690
[ Info: [7]	train-rmse:2.32128951714013043
[ Info: [8]	train-rmse:2.13723507806637736
[ Info: [9]	train-rmse:2.03000904208335742
[ Info: [10]	train-rmse:1.93644004066317410
[ Info: [11]	train-rmse:1.81382541137848152
[ Info: [12]	train-rmse:1.73495944966923132
[ Info: [13]	train-rmse:1.66623004837959376
[ Info: [14]	train-rmse:1.62542400170141743
[ Info: [15]	train-rmse:1.55185463769102783
[ Info: [16]	train-rmse:1.51589381284510982
[ Info: [17]	train-rmse:1.47768127368390556
[ Info: [18]	train-rmse:1.43187410186969188
[ Info: [19]	train-rmse:1.40560613881130791
[ Info: [20]	train-rmse:1.39436357117214715
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.68762587814225018
[ Info: [2]	train-rmse:5.09934709084047899
[ Info: [3]	train-rmse:3.98219256987819215
[ Info: [4]	train-rmse:3.22793631522714941
[ Info: [5]	train-rmse:2.68704727957479239
[ Info: [6]	train-rmse:2.30367984134118675
[ Info: [7]	train-rmse:2.01304290492569260
[ Info: [8]	train-rmse:1.79769246127613114
[ Info: [9]	train-rmse:1.66663291469060160
[ Info: [10]	train-rmse:1.52916269838428209
[ Info: [11]	train-rmse:1.40906351918895822
[ Info: [12]	train-rmse:1.30920528521956392
[ Info: [13]	train-rmse:1.23591352545351985
[ Info: [14]	train-rmse:1.17549873020143170
[ Info: [15]	train-rmse:1.12406108956501005
[ Info: [16]	train-rmse:1.09599381744544377
[ Info: [17]	train-rmse:1.04555496325351083
[ Info: [18]	train-rmse:1.03169492818377484
[ Info: [19]	train-rmse:0.95842716355397728
[ Info: [20]	train-rmse:0.92755601126755982
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.65073314741875166
[ Info: [2]	train-rmse:5.02394356497345473
[ Info: [3]	train-rmse:3.86354809900783636
[ Info: [4]	train-rmse:3.05869321714717790
[ Info: [5]	train-rmse:2.47212029740527806
[ Info: [6]	train-rmse:2.03983453089479339
[ Info: [7]	train-rmse:1.71603388292864922
[ Info: [8]	train-rmse:1.49984913487663940
[ Info: [9]	train-rmse:1.32660022935646404
[ Info: [10]	train-rmse:1.18798519335188502
[ Info: [11]	train-rmse:1.10664470413115801
[ Info: [12]	train-rmse:1.02681888095907747
[ Info: [13]	train-rmse:0.94587036556658743
[ Info: [14]	train-rmse:0.89261979585582762
[ Info: [15]	train-rmse:0.81934401193464623
[ Info: [16]	train-rmse:0.79435261564393822
[ Info: [17]	train-rmse:0.71425634364896529
[ Info: [18]	train-rmse:0.68593779261176457
[ Info: [19]	train-rmse:0.65946346000884615
[ Info: [20]	train-rmse:0.61273192850160596
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82618407838498698
[ Info: [2]	train-rmse:5.40791706536616612
[ Info: [3]	train-rmse:4.50157461137219794
[ Info: [4]	train-rmse:3.88763675825884603
[ Info: [5]	train-rmse:3.43143591366639855
[ Info: [6]	train-rmse:3.05610164569435749
[ Info: [7]	train-rmse:2.84822284346828702
[ Info: [8]	train-rmse:2.65098910603111415
[ Info: [9]	train-rmse:2.52716082011295251
[ Info: [10]	train-rmse:2.38093682798613848
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.63197556031212887
[ Info: [2]	train-rmse:5.14754750388682680
[ Info: [3]	train-rmse:4.15159493727943030
[ Info: [4]	train-rmse:3.44948395027432531
[ Info: [5]	train-rmse:2.96565986036236495
[ Info: [6]	train-rmse:2.60627979465638537
[ Info: [7]	train-rmse:2.35059451858482849
[ Info: [8]	train-rmse:2.17253914505237944
[ Info: [9]	train-rmse:2.05315346938314258
[ Info: [10]	train-rmse:1.93896991519631112
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.55144858115521611
[ Info: [2]	train-rmse:5.02113545256469695
[ Info: [3]	train-rmse:3.95463850717882970
[ Info: [4]	train-rmse:3.19126343038987681
[ Info: [5]	train-rmse:2.63683673642818395
[ Info: [6]	train-rmse:2.25588422926375110
[ Info: [7]	train-rmse:1.92873668648927565
[ Info: [8]	train-rmse:1.71898532247130853
[ Info: [9]	train-rmse:1.52694807494344231
[ Info: [10]	train-rmse:1.40819372916742291
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.51186833022578693
[ Info: [2]	train-rmse:4.96353337135450712
[ Info: [3]	train-rmse:3.83623527917738905
[ Info: [4]	train-rmse:3.02517667958389058
[ Info: [5]	train-rmse:2.44065266981992757
[ Info: [6]	train-rmse:1.97181530707469688
[ Info: [7]	train-rmse:1.68292334918410935
[ Info: [8]	train-rmse:1.42745021612766987
[ Info: [9]	train-rmse:1.24123546667510576
[ Info: [10]	train-rmse:1.11559332710054893
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82618407838498698
[ Info: [2]	train-rmse:5.40791706536616612
[ Info: [3]	train-rmse:4.50157461137219794
[ Info: [4]	train-rmse:3.88763675825884603
[ Info: [5]	train-rmse:3.43143591366639855
[ Info: [6]	train-rmse:3.05610164569435749
[ Info: [7]	train-rmse:2.84822284346828702
[ Info: [8]	train-rmse:2.65098910603111415
[ Info: [9]	train-rmse:2.52716082011295251
[ Info: [10]	train-rmse:2.38093682798613848
[ Info: [11]	train-rmse:2.28524649404091962
[ Info: [12]	train-rmse:2.22016293463070813
[ Info: [13]	train-rmse:2.12897705047267349
[ Info: [14]	train-rmse:2.07393118830464829
[ Info: [15]	train-rmse:1.98681834878077246
[ Info: [16]	train-rmse:1.94479859960497103
[ Info: [17]	train-rmse:1.90243741712423664
[ Info: [18]	train-rmse:1.86935855832936526
[ Info: [19]	train-rmse:1.82483389171894261
[ Info: [20]	train-rmse:1.79098000810035551
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.63197556031212887
[ Info: [2]	train-rmse:5.14754750388682680
[ Info: [3]	train-rmse:4.15159493727943030
[ Info: [4]	train-rmse:3.44948395027432531
[ Info: [5]	train-rmse:2.96565986036236495
[ Info: [6]	train-rmse:2.60627979465638537
[ Info: [7]	train-rmse:2.35059451858482849
[ Info: [8]	train-rmse:2.17253914505237944
[ Info: [9]	train-rmse:2.05315346938314258
[ Info: [10]	train-rmse:1.93896991519631112
[ Info: [11]	train-rmse:1.81097010461184960
[ Info: [12]	train-rmse:1.73615232308903988
[ Info: [13]	train-rmse:1.66832440930191672
[ Info: [14]	train-rmse:1.60725181672471362
[ Info: [15]	train-rmse:1.57095733438287932
[ Info: [16]	train-rmse:1.48701127144191969
[ Info: [17]	train-rmse:1.43819447882714568
[ Info: [18]	train-rmse:1.40272312601707805
[ Info: [19]	train-rmse:1.36057622081461194
[ Info: [20]	train-rmse:1.34856530187774326
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.55144858115521611
[ Info: [2]	train-rmse:5.02113545256469695
[ Info: [3]	train-rmse:3.95463850717882970
[ Info: [4]	train-rmse:3.19126343038987681
[ Info: [5]	train-rmse:2.63683673642818395
[ Info: [6]	train-rmse:2.25588422926375110
[ Info: [7]	train-rmse:1.92873668648927565
[ Info: [8]	train-rmse:1.71898532247130853
[ Info: [9]	train-rmse:1.52694807494344231
[ Info: [10]	train-rmse:1.40819372916742291
[ Info: [11]	train-rmse:1.31639323104439421
[ Info: [12]	train-rmse:1.22835067319403080
[ Info: [13]	train-rmse:1.14979601613231841
[ Info: [14]	train-rmse:1.09389090501309094
[ Info: [15]	train-rmse:1.03455913295064805
[ Info: [16]	train-rmse:0.96117474488549715
[ Info: [17]	train-rmse:0.91859749530637103
[ Info: [18]	train-rmse:0.88296167777186851
[ Info: [19]	train-rmse:0.86407937950477531
[ Info: [20]	train-rmse:0.83064033987694286
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.51186833022578693
[ Info: [2]	train-rmse:4.96353337135450712
[ Info: [3]	train-rmse:3.83623527917738905
[ Info: [4]	train-rmse:3.02517667958389058
[ Info: [5]	train-rmse:2.44065266981992757
[ Info: [6]	train-rmse:1.97181530707469688
[ Info: [7]	train-rmse:1.68292334918410935
[ Info: [8]	train-rmse:1.42745021612766987
[ Info: [9]	train-rmse:1.24123546667510576
[ Info: [10]	train-rmse:1.11559332710054893
[ Info: [11]	train-rmse:1.01890329785890388
[ Info: [12]	train-rmse:0.92465430497639289
[ Info: [13]	train-rmse:0.85780249092834426
[ Info: [14]	train-rmse:0.81319123907053081
[ Info: [15]	train-rmse:0.75334358433211324
[ Info: [16]	train-rmse:0.70163445044690476
[ Info: [17]	train-rmse:0.63963608470048861
[ Info: [18]	train-rmse:0.60977655291524324
[ Info: [19]	train-rmse:0.59022266219964603
[ Info: [20]	train-rmse:0.56293680739339325
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.21665071068585640
[ Info: [2]	train-rmse:5.69645674011681979
[ Info: [3]	train-rmse:4.68589651761844284
[ Info: [4]	train-rmse:3.97775347919573985
[ Info: [5]	train-rmse:3.48278947573608821
[ Info: [6]	train-rmse:3.12841076165481624
[ Info: [7]	train-rmse:2.85631672307341278
[ Info: [8]	train-rmse:2.65553049129563412
[ Info: [9]	train-rmse:2.53278890160042325
[ Info: [10]	train-rmse:2.42342833517363898
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.00679381648850264
[ Info: [2]	train-rmse:5.42054864406996462
[ Info: [3]	train-rmse:4.30480222398518730
[ Info: [4]	train-rmse:3.55009376056098302
[ Info: [5]	train-rmse:3.04567748214720790
[ Info: [6]	train-rmse:2.69443632666243627
[ Info: [7]	train-rmse:2.39837972580547198
[ Info: [8]	train-rmse:2.21511879581544679
[ Info: [9]	train-rmse:2.05142885180730516
[ Info: [10]	train-rmse:1.94889157938996704
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.93974032117962469
[ Info: [2]	train-rmse:5.27039065326413692
[ Info: [3]	train-rmse:4.11834840315637774
[ Info: [4]	train-rmse:3.31688614290814954
[ Info: [5]	train-rmse:2.75575034167818256
[ Info: [6]	train-rmse:2.32848157255038490
[ Info: [7]	train-rmse:2.03408785590743380
[ Info: [8]	train-rmse:1.83256620333652021
[ Info: [9]	train-rmse:1.68325804918625321
[ Info: [10]	train-rmse:1.53888609560296641
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89914978052524930
[ Info: [2]	train-rmse:5.18267014720104591
[ Info: [3]	train-rmse:3.98301023296146273
[ Info: [4]	train-rmse:3.13144525732321810
[ Info: [5]	train-rmse:2.49190779139015550
[ Info: [6]	train-rmse:2.03749725458014064
[ Info: [7]	train-rmse:1.72496118816220867
[ Info: [8]	train-rmse:1.47945767178776943
[ Info: [9]	train-rmse:1.30203104708947204
[ Info: [10]	train-rmse:1.16397436327115900
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.21665071068585640
[ Info: [2]	train-rmse:5.69645674011681979
[ Info: [3]	train-rmse:4.68589651761844284
[ Info: [4]	train-rmse:3.97775347919573985
[ Info: [5]	train-rmse:3.48278947573608821
[ Info: [6]	train-rmse:3.12841076165481624
[ Info: [7]	train-rmse:2.85631672307341278
[ Info: [8]	train-rmse:2.65553049129563412
[ Info: [9]	train-rmse:2.53278890160042325
[ Info: [10]	train-rmse:2.42342833517363898
[ Info: [11]	train-rmse:2.33841771589898118
[ Info: [12]	train-rmse:2.26011369565227094
[ Info: [13]	train-rmse:2.20368334679908173
[ Info: [14]	train-rmse:2.14369492706848552
[ Info: [15]	train-rmse:2.10296490910173617
[ Info: [16]	train-rmse:2.05556647509656809
[ Info: [17]	train-rmse:2.02989444222263904
[ Info: [18]	train-rmse:1.97878611775008761
[ Info: [19]	train-rmse:1.93265628863185257
[ Info: [20]	train-rmse:1.89168171442618793
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.00679381648850264
[ Info: [2]	train-rmse:5.42054864406996462
[ Info: [3]	train-rmse:4.30480222398518730
[ Info: [4]	train-rmse:3.55009376056098302
[ Info: [5]	train-rmse:3.04567748214720790
[ Info: [6]	train-rmse:2.69443632666243627
[ Info: [7]	train-rmse:2.39837972580547198
[ Info: [8]	train-rmse:2.21511879581544679
[ Info: [9]	train-rmse:2.05142885180730516
[ Info: [10]	train-rmse:1.94889157938996704
[ Info: [11]	train-rmse:1.84134172378295258
[ Info: [12]	train-rmse:1.78127650145467986
[ Info: [13]	train-rmse:1.70961688477572604
[ Info: [14]	train-rmse:1.64641799651068999
[ Info: [15]	train-rmse:1.59146399280442674
[ Info: [16]	train-rmse:1.52262678567303977
[ Info: [17]	train-rmse:1.48981554147965412
[ Info: [18]	train-rmse:1.44426796363931409
[ Info: [19]	train-rmse:1.41158142617052995
[ Info: [20]	train-rmse:1.37287724993134819
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.93974032117962469
[ Info: [2]	train-rmse:5.27039065326413692
[ Info: [3]	train-rmse:4.11834840315637774
[ Info: [4]	train-rmse:3.31688614290814954
[ Info: [5]	train-rmse:2.75575034167818256
[ Info: [6]	train-rmse:2.32848157255038490
[ Info: [7]	train-rmse:2.03408785590743380
[ Info: [8]	train-rmse:1.83256620333652021
[ Info: [9]	train-rmse:1.68325804918625321
[ Info: [10]	train-rmse:1.53888609560296641
[ Info: [11]	train-rmse:1.43637432064940440
[ Info: [12]	train-rmse:1.34172701183147303
[ Info: [13]	train-rmse:1.25213655095575827
[ Info: [14]	train-rmse:1.20008489551291309
[ Info: [15]	train-rmse:1.14067068746039579
[ Info: [16]	train-rmse:1.09200688455211758
[ Info: [17]	train-rmse:1.04959751123536082
[ Info: [18]	train-rmse:1.01152263892330740
[ Info: [19]	train-rmse:0.99330937245223194
[ Info: [20]	train-rmse:0.96139844285478571
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89914978052524930
[ Info: [2]	train-rmse:5.18267014720104591
[ Info: [3]	train-rmse:3.98301023296146273
[ Info: [4]	train-rmse:3.13144525732321810
[ Info: [5]	train-rmse:2.49190779139015550
[ Info: [6]	train-rmse:2.03749725458014064
[ Info: [7]	train-rmse:1.72496118816220867
[ Info: [8]	train-rmse:1.47945767178776943
[ Info: [9]	train-rmse:1.30203104708947204
[ Info: [10]	train-rmse:1.16397436327115900
[ Info: [11]	train-rmse:1.07271665841183239
[ Info: [12]	train-rmse:1.01280743516519456
[ Info: [13]	train-rmse:0.93422651512993604
[ Info: [14]	train-rmse:0.88277512539706471
[ Info: [15]	train-rmse:0.82200287649946135
[ Info: [16]	train-rmse:0.77048409951643537
[ Info: [17]	train-rmse:0.70841494003686500
[ Info: [18]	train-rmse:0.66717887362729811
[ Info: [19]	train-rmse:0.64098806899069949
[ Info: [20]	train-rmse:0.60516181561981575
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82475815477989567
[ Info: [2]	train-rmse:5.42496560627412361
[ Info: [3]	train-rmse:4.48321453381637536
[ Info: [4]	train-rmse:3.78268583124722380
[ Info: [5]	train-rmse:3.28367447677553415
[ Info: [6]	train-rmse:2.95084391325529038
[ Info: [7]	train-rmse:2.70919040427698254
[ Info: [8]	train-rmse:2.54212152963977900
[ Info: [9]	train-rmse:2.39498629381124228
[ Info: [10]	train-rmse:2.29741452072474805
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67957314658254386
[ Info: [2]	train-rmse:5.20220272278261220
[ Info: [3]	train-rmse:4.18414272404730436
[ Info: [4]	train-rmse:3.48927991907052037
[ Info: [5]	train-rmse:3.01170175473971558
[ Info: [6]	train-rmse:2.63803040838675429
[ Info: [7]	train-rmse:2.37815045081583820
[ Info: [8]	train-rmse:2.17289175652229627
[ Info: [9]	train-rmse:2.03032875248614797
[ Info: [10]	train-rmse:1.90680597552837394
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.62061019029972009
[ Info: [2]	train-rmse:5.07828725247461055
[ Info: [3]	train-rmse:3.97239856104492928
[ Info: [4]	train-rmse:3.19875580645312274
[ Info: [5]	train-rmse:2.63668940433321897
[ Info: [6]	train-rmse:2.24644825817649529
[ Info: [7]	train-rmse:1.98890350185796128
[ Info: [8]	train-rmse:1.78765343533279419
[ Info: [9]	train-rmse:1.63358373142129576
[ Info: [10]	train-rmse:1.51270209311046822
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.57836084093103590
[ Info: [2]	train-rmse:4.99971160387976354
[ Info: [3]	train-rmse:3.86569580359643261
[ Info: [4]	train-rmse:3.00999423009301692
[ Info: [5]	train-rmse:2.41931766605479837
[ Info: [6]	train-rmse:1.98924551210696188
[ Info: [7]	train-rmse:1.67019503173304740
[ Info: [8]	train-rmse:1.44386682300446956
[ Info: [9]	train-rmse:1.26563887152901100
[ Info: [10]	train-rmse:1.14548114456246242
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.82475815477989567
[ Info: [2]	train-rmse:5.42496560627412361
[ Info: [3]	train-rmse:4.48321453381637536
[ Info: [4]	train-rmse:3.78268583124722380
[ Info: [5]	train-rmse:3.28367447677553415
[ Info: [6]	train-rmse:2.95084391325529038
[ Info: [7]	train-rmse:2.70919040427698254
[ Info: [8]	train-rmse:2.54212152963977900
[ Info: [9]	train-rmse:2.39498629381124228
[ Info: [10]	train-rmse:2.29741452072474805
[ Info: [11]	train-rmse:2.22758382972466507
[ Info: [12]	train-rmse:2.15948367578015432
[ Info: [13]	train-rmse:2.07918160054086165
[ Info: [14]	train-rmse:2.00551394136366490
[ Info: [15]	train-rmse:1.95429596800991501
[ Info: [16]	train-rmse:1.88579657578995308
[ Info: [17]	train-rmse:1.85354516917490142
[ Info: [18]	train-rmse:1.82094611967953157
[ Info: [19]	train-rmse:1.76503398688744939
[ Info: [20]	train-rmse:1.73460821341224625
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67957314658254386
[ Info: [2]	train-rmse:5.20220272278261220
[ Info: [3]	train-rmse:4.18414272404730436
[ Info: [4]	train-rmse:3.48927991907052037
[ Info: [5]	train-rmse:3.01170175473971558
[ Info: [6]	train-rmse:2.63803040838675429
[ Info: [7]	train-rmse:2.37815045081583820
[ Info: [8]	train-rmse:2.17289175652229627
[ Info: [9]	train-rmse:2.03032875248614797
[ Info: [10]	train-rmse:1.90680597552837394
[ Info: [11]	train-rmse:1.80954201326190889
[ Info: [12]	train-rmse:1.69129456731248884
[ Info: [13]	train-rmse:1.62004530228017263
[ Info: [14]	train-rmse:1.57731701884639697
[ Info: [15]	train-rmse:1.50669843401479642
[ Info: [16]	train-rmse:1.48247052853278238
[ Info: [17]	train-rmse:1.45597072091927360
[ Info: [18]	train-rmse:1.42725117657851186
[ Info: [19]	train-rmse:1.40420836909519520
[ Info: [20]	train-rmse:1.37959193921978263
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.62061019029972009
[ Info: [2]	train-rmse:5.07828725247461055
[ Info: [3]	train-rmse:3.97239856104492928
[ Info: [4]	train-rmse:3.19875580645312274
[ Info: [5]	train-rmse:2.63668940433321897
[ Info: [6]	train-rmse:2.24644825817649529
[ Info: [7]	train-rmse:1.98890350185796128
[ Info: [8]	train-rmse:1.78765343533279419
[ Info: [9]	train-rmse:1.63358373142129576
[ Info: [10]	train-rmse:1.51270209311046822
[ Info: [11]	train-rmse:1.38351609563730049
[ Info: [12]	train-rmse:1.30963700941375927
[ Info: [13]	train-rmse:1.23538336592934361
[ Info: [14]	train-rmse:1.19077556656500794
[ Info: [15]	train-rmse:1.12018091024413780
[ Info: [16]	train-rmse:1.07164238400724798
[ Info: [17]	train-rmse:1.05171251884650641
[ Info: [18]	train-rmse:1.00455322187672125
[ Info: [19]	train-rmse:0.98000099717888745
[ Info: [20]	train-rmse:0.93430926805297765
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.57836084093103590
[ Info: [2]	train-rmse:4.99971160387976354
[ Info: [3]	train-rmse:3.86569580359643261
[ Info: [4]	train-rmse:3.00999423009301692
[ Info: [5]	train-rmse:2.41931766605479837
[ Info: [6]	train-rmse:1.98924551210696188
[ Info: [7]	train-rmse:1.67019503173304740
[ Info: [8]	train-rmse:1.44386682300446956
[ Info: [9]	train-rmse:1.26563887152901100
[ Info: [10]	train-rmse:1.14548114456246242
[ Info: [11]	train-rmse:1.05015861728219262
[ Info: [12]	train-rmse:1.00143111689381636
[ Info: [13]	train-rmse:0.90377813826937781
[ Info: [14]	train-rmse:0.83448502756244658
[ Info: [15]	train-rmse:0.76004551867746994
[ Info: [16]	train-rmse:0.70687980292282093
[ Info: [17]	train-rmse:0.66180189323618244
[ Info: [18]	train-rmse:0.64158988492717905
[ Info: [19]	train-rmse:0.59983780593708513
[ Info: [20]	train-rmse:0.57589917599238571
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.96658774027099170
[ Info: [2]	train-rmse:5.57750886459436401
[ Info: [3]	train-rmse:4.57916760529846734
[ Info: [4]	train-rmse:3.87972230282310182
[ Info: [5]	train-rmse:3.40135368078748890
[ Info: [6]	train-rmse:3.07134174195748955
[ Info: [7]	train-rmse:2.83540179406986104
[ Info: [8]	train-rmse:2.66234013210252796
[ Info: [9]	train-rmse:2.49789486620725354
[ Info: [10]	train-rmse:2.41960523575042696
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.80892748239055479
[ Info: [2]	train-rmse:5.30340052590228161
[ Info: [3]	train-rmse:4.22751544287022618
[ Info: [4]	train-rmse:3.48862022907156666
[ Info: [5]	train-rmse:2.98364056276576628
[ Info: [6]	train-rmse:2.65100387987553088
[ Info: [7]	train-rmse:2.38696074125797786
[ Info: [8]	train-rmse:2.20327638619850497
[ Info: [9]	train-rmse:2.04081968851414830
[ Info: [10]	train-rmse:1.94513554355711960
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.73276429488243888
[ Info: [2]	train-rmse:5.14015854186580423
[ Info: [3]	train-rmse:4.04863636769852864
[ Info: [4]	train-rmse:3.26609409787722971
[ Info: [5]	train-rmse:2.74213877468799927
[ Info: [6]	train-rmse:2.33145150692014935
[ Info: [7]	train-rmse:2.03812043929120623
[ Info: [8]	train-rmse:1.83897797449288625
[ Info: [9]	train-rmse:1.68463355889496591
[ Info: [10]	train-rmse:1.55680562270838618
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.70292654933104259
[ Info: [2]	train-rmse:5.06583166055280998
[ Info: [3]	train-rmse:3.93052457583674197
[ Info: [4]	train-rmse:3.08017887214019082
[ Info: [5]	train-rmse:2.50746577811205107
[ Info: [6]	train-rmse:2.10493289622976176
[ Info: [7]	train-rmse:1.78947067226709677
[ Info: [8]	train-rmse:1.55078882846942223
[ Info: [9]	train-rmse:1.36677390134590482
[ Info: [10]	train-rmse:1.21909975927762049
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.96658774027099170
[ Info: [2]	train-rmse:5.57750886459436401
[ Info: [3]	train-rmse:4.57916760529846734
[ Info: [4]	train-rmse:3.87972230282310182
[ Info: [5]	train-rmse:3.40135368078748890
[ Info: [6]	train-rmse:3.07134174195748955
[ Info: [7]	train-rmse:2.83540179406986104
[ Info: [8]	train-rmse:2.66234013210252796
[ Info: [9]	train-rmse:2.49789486620725354
[ Info: [10]	train-rmse:2.41960523575042696
[ Info: [11]	train-rmse:2.34115756063267355
[ Info: [12]	train-rmse:2.26810361920996062
[ Info: [13]	train-rmse:2.19013087896063663
[ Info: [14]	train-rmse:2.11595717661709415
[ Info: [15]	train-rmse:2.06421705485947005
[ Info: [16]	train-rmse:2.02271787770027878
[ Info: [17]	train-rmse:1.97513383377600205
[ Info: [18]	train-rmse:1.93452642369229677
[ Info: [19]	train-rmse:1.91411865618100663
[ Info: [20]	train-rmse:1.87128955630210592
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.80892748239055479
[ Info: [2]	train-rmse:5.30340052590228161
[ Info: [3]	train-rmse:4.22751544287022618
[ Info: [4]	train-rmse:3.48862022907156666
[ Info: [5]	train-rmse:2.98364056276576628
[ Info: [6]	train-rmse:2.65100387987553088
[ Info: [7]	train-rmse:2.38696074125797786
[ Info: [8]	train-rmse:2.20327638619850497
[ Info: [9]	train-rmse:2.04081968851414830
[ Info: [10]	train-rmse:1.94513554355711960
[ Info: [11]	train-rmse:1.84488251810603487
[ Info: [12]	train-rmse:1.77124577640072145
[ Info: [13]	train-rmse:1.68924667333393974
[ Info: [14]	train-rmse:1.63803111544186941
[ Info: [15]	train-rmse:1.59233957140312765
[ Info: [16]	train-rmse:1.53157589337743238
[ Info: [17]	train-rmse:1.48019650083895482
[ Info: [18]	train-rmse:1.40685859128790258
[ Info: [19]	train-rmse:1.38913045432681104
[ Info: [20]	train-rmse:1.37075368490091098
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.73276429488243888
[ Info: [2]	train-rmse:5.14015854186580423
[ Info: [3]	train-rmse:4.04863636769852864
[ Info: [4]	train-rmse:3.26609409787722971
[ Info: [5]	train-rmse:2.74213877468799927
[ Info: [6]	train-rmse:2.33145150692014935
[ Info: [7]	train-rmse:2.03812043929120623
[ Info: [8]	train-rmse:1.83897797449288625
[ Info: [9]	train-rmse:1.68463355889496591
[ Info: [10]	train-rmse:1.55680562270838618
[ Info: [11]	train-rmse:1.45184594074154250
[ Info: [12]	train-rmse:1.33073213887219688
[ Info: [13]	train-rmse:1.24435324560854932
[ Info: [14]	train-rmse:1.18111211396263216
[ Info: [15]	train-rmse:1.12856851953242487
[ Info: [16]	train-rmse:1.10643170423275738
[ Info: [17]	train-rmse:1.02230888701459022
[ Info: [18]	train-rmse:0.97522708534976610
[ Info: [19]	train-rmse:0.92499280824001129
[ Info: [20]	train-rmse:0.89816027342044413
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.70292654933104259
[ Info: [2]	train-rmse:5.06583166055280998
[ Info: [3]	train-rmse:3.93052457583674197
[ Info: [4]	train-rmse:3.08017887214019082
[ Info: [5]	train-rmse:2.50746577811205107
[ Info: [6]	train-rmse:2.10493289622976176
[ Info: [7]	train-rmse:1.78947067226709677
[ Info: [8]	train-rmse:1.55078882846942223
[ Info: [9]	train-rmse:1.36677390134590482
[ Info: [10]	train-rmse:1.21909975927762049
[ Info: [11]	train-rmse:1.13385011936801461
[ Info: [12]	train-rmse:1.03371277497834613
[ Info: [13]	train-rmse:0.99098762997935363
[ Info: [14]	train-rmse:0.92920384074845119
[ Info: [15]	train-rmse:0.89291731921487771
[ Info: [16]	train-rmse:0.81803140440886313
[ Info: [17]	train-rmse:0.74625957887186467
[ Info: [18]	train-rmse:0.69843266607398902
[ Info: [19]	train-rmse:0.64172019901249233
[ Info: [20]	train-rmse:0.61612245252123909
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.23420552396207395
[ Info: [2]	train-rmse:5.75895953454991449
[ Info: [3]	train-rmse:4.74532641460349058
[ Info: [4]	train-rmse:4.04190807958642662
[ Info: [5]	train-rmse:3.52868774160914001
[ Info: [6]	train-rmse:3.15763028859480510
[ Info: [7]	train-rmse:2.92533120035479843
[ Info: [8]	train-rmse:2.69367614906718655
[ Info: [9]	train-rmse:2.55229244888374929
[ Info: [10]	train-rmse:2.46161563105481074
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.05006897956745071
[ Info: [2]	train-rmse:5.44148835239642015
[ Info: [3]	train-rmse:4.37150148723339349
[ Info: [4]	train-rmse:3.63904167364518205
[ Info: [5]	train-rmse:3.09597645996993132
[ Info: [6]	train-rmse:2.72031260208431869
[ Info: [7]	train-rmse:2.44711632396923173
[ Info: [8]	train-rmse:2.22808955478798421
[ Info: [9]	train-rmse:2.06293597687094099
[ Info: [10]	train-rmse:1.94289921381319397
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.98425759407211455
[ Info: [2]	train-rmse:5.33157030785025299
[ Info: [3]	train-rmse:4.14843394024386392
[ Info: [4]	train-rmse:3.34091848098477584
[ Info: [5]	train-rmse:2.73723346234152576
[ Info: [6]	train-rmse:2.33451786791612914
[ Info: [7]	train-rmse:2.04520690170084629
[ Info: [8]	train-rmse:1.81738558804759864
[ Info: [9]	train-rmse:1.65603638118778562
[ Info: [10]	train-rmse:1.52722973268264273
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95423668110018589
[ Info: [2]	train-rmse:5.24805997717558625
[ Info: [3]	train-rmse:4.02542384539785747
[ Info: [4]	train-rmse:3.15247524623862274
[ Info: [5]	train-rmse:2.51823727386204732
[ Info: [6]	train-rmse:2.05409351920452199
[ Info: [7]	train-rmse:1.72086583073111754
[ Info: [8]	train-rmse:1.48413730560131008
[ Info: [9]	train-rmse:1.32872816646698255
[ Info: [10]	train-rmse:1.18301948066651130
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.23420552396207395
[ Info: [2]	train-rmse:5.75895953454991449
[ Info: [3]	train-rmse:4.74532641460349058
[ Info: [4]	train-rmse:4.04190807958642662
[ Info: [5]	train-rmse:3.52868774160914001
[ Info: [6]	train-rmse:3.15763028859480510
[ Info: [7]	train-rmse:2.92533120035479843
[ Info: [8]	train-rmse:2.69367614906718655
[ Info: [9]	train-rmse:2.55229244888374929
[ Info: [10]	train-rmse:2.46161563105481074
[ Info: [11]	train-rmse:2.38187635048844282
[ Info: [12]	train-rmse:2.31396669579412739
[ Info: [13]	train-rmse:2.25749643302939518
[ Info: [14]	train-rmse:2.20160896005051265
[ Info: [15]	train-rmse:2.15269345098575782
[ Info: [16]	train-rmse:2.05919664187327012
[ Info: [17]	train-rmse:2.00922405395593806
[ Info: [18]	train-rmse:1.96210447232615581
[ Info: [19]	train-rmse:1.90063810265929956
[ Info: [20]	train-rmse:1.85392592401159195
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.05006897956745071
[ Info: [2]	train-rmse:5.44148835239642015
[ Info: [3]	train-rmse:4.37150148723339349
[ Info: [4]	train-rmse:3.63904167364518205
[ Info: [5]	train-rmse:3.09597645996993132
[ Info: [6]	train-rmse:2.72031260208431869
[ Info: [7]	train-rmse:2.44711632396923173
[ Info: [8]	train-rmse:2.22808955478798421
[ Info: [9]	train-rmse:2.06293597687094099
[ Info: [10]	train-rmse:1.94289921381319397
[ Info: [11]	train-rmse:1.86332571353153309
[ Info: [12]	train-rmse:1.78918634692877898
[ Info: [13]	train-rmse:1.71363447585634177
[ Info: [14]	train-rmse:1.64842321473517939
[ Info: [15]	train-rmse:1.60170224990061261
[ Info: [16]	train-rmse:1.56141634923461226
[ Info: [17]	train-rmse:1.50868571581567346
[ Info: [18]	train-rmse:1.45547091516674265
[ Info: [19]	train-rmse:1.43676139631275968
[ Info: [20]	train-rmse:1.40139620044790436
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.98425759407211455
[ Info: [2]	train-rmse:5.33157030785025299
[ Info: [3]	train-rmse:4.14843394024386392
[ Info: [4]	train-rmse:3.34091848098477584
[ Info: [5]	train-rmse:2.73723346234152576
[ Info: [6]	train-rmse:2.33451786791612914
[ Info: [7]	train-rmse:2.04520690170084629
[ Info: [8]	train-rmse:1.81738558804759864
[ Info: [9]	train-rmse:1.65603638118778562
[ Info: [10]	train-rmse:1.52722973268264273
[ Info: [11]	train-rmse:1.42847086152292557
[ Info: [12]	train-rmse:1.36656778108687393
[ Info: [13]	train-rmse:1.28629396051409484
[ Info: [14]	train-rmse:1.21509496680727991
[ Info: [15]	train-rmse:1.17033101883645019
[ Info: [16]	train-rmse:1.13322563540315024
[ Info: [17]	train-rmse:1.07630518194537994
[ Info: [18]	train-rmse:1.05714076185750971
[ Info: [19]	train-rmse:1.00925803224750421
[ Info: [20]	train-rmse:0.95608829526231953
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95423668110018589
[ Info: [2]	train-rmse:5.24805997717558625
[ Info: [3]	train-rmse:4.02542384539785747
[ Info: [4]	train-rmse:3.15247524623862274
[ Info: [5]	train-rmse:2.51823727386204732
[ Info: [6]	train-rmse:2.05409351920452199
[ Info: [7]	train-rmse:1.72086583073111754
[ Info: [8]	train-rmse:1.48413730560131008
[ Info: [9]	train-rmse:1.32872816646698255
[ Info: [10]	train-rmse:1.18301948066651130
[ Info: [11]	train-rmse:1.08587554752785698
[ Info: [12]	train-rmse:1.00665300675722391
[ Info: [13]	train-rmse:0.94800977653555729
[ Info: [14]	train-rmse:0.86792874420610233
[ Info: [15]	train-rmse:0.80110694350370693
[ Info: [16]	train-rmse:0.77346294590941289
[ Info: [17]	train-rmse:0.73259752106200449
[ Info: [18]	train-rmse:0.68310371221468280
[ Info: [19]	train-rmse:0.66395795632929511
[ Info: [20]	train-rmse:0.63289777654036861
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95711505255581741
[ Info: [2]	train-rmse:5.50212806717532654
[ Info: [3]	train-rmse:4.51031026267756818
[ Info: [4]	train-rmse:3.79173852946939061
[ Info: [5]	train-rmse:3.31045872817435338
[ Info: [6]	train-rmse:2.98840418914395745
[ Info: [7]	train-rmse:2.74588568762271734
[ Info: [8]	train-rmse:2.54880431722868472
[ Info: [9]	train-rmse:2.40382035910852698
[ Info: [10]	train-rmse:2.29312494554379143
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.81917928945766949
[ Info: [2]	train-rmse:5.31953454892391164
[ Info: [3]	train-rmse:4.26155802669234962
[ Info: [4]	train-rmse:3.51378304171128963
[ Info: [5]	train-rmse:2.96851405942730784
[ Info: [6]	train-rmse:2.59610339529207934
[ Info: [7]	train-rmse:2.35536140995861221
[ Info: [8]	train-rmse:2.17747386765112250
[ Info: [9]	train-rmse:2.04239090655361899
[ Info: [10]	train-rmse:1.93503980824873678
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74723159745121759
[ Info: [2]	train-rmse:5.15332948418542713
[ Info: [3]	train-rmse:4.06553876670288883
[ Info: [4]	train-rmse:3.26991897624130612
[ Info: [5]	train-rmse:2.69342168376165336
[ Info: [6]	train-rmse:2.32182694092564290
[ Info: [7]	train-rmse:2.02552409881205175
[ Info: [8]	train-rmse:1.82931389256261934
[ Info: [9]	train-rmse:1.68427662044422988
[ Info: [10]	train-rmse:1.56456408446622608
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.71412353025053221
[ Info: [2]	train-rmse:5.08234914079571887
[ Info: [3]	train-rmse:3.94737388863393024
[ Info: [4]	train-rmse:3.12085542072782163
[ Info: [5]	train-rmse:2.53251571833516786
[ Info: [6]	train-rmse:2.12641914493521389
[ Info: [7]	train-rmse:1.81459808414961210
[ Info: [8]	train-rmse:1.57870008950715768
[ Info: [9]	train-rmse:1.37457564812443200
[ Info: [10]	train-rmse:1.24854246744549546
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95711505255581741
[ Info: [2]	train-rmse:5.50212806717532654
[ Info: [3]	train-rmse:4.51031026267756818
[ Info: [4]	train-rmse:3.79173852946939061
[ Info: [5]	train-rmse:3.31045872817435338
[ Info: [6]	train-rmse:2.98840418914395745
[ Info: [7]	train-rmse:2.74588568762271734
[ Info: [8]	train-rmse:2.54880431722868472
[ Info: [9]	train-rmse:2.40382035910852698
[ Info: [10]	train-rmse:2.29312494554379143
[ Info: [11]	train-rmse:2.22730334939441388
[ Info: [12]	train-rmse:2.16887749553741926
[ Info: [13]	train-rmse:2.10378418785095578
[ Info: [14]	train-rmse:2.03599177698478417
[ Info: [15]	train-rmse:2.00145673077600694
[ Info: [16]	train-rmse:1.97499882131221782
[ Info: [17]	train-rmse:1.93936979338500670
[ Info: [18]	train-rmse:1.91405794300142862
[ Info: [19]	train-rmse:1.88981853936191802
[ Info: [20]	train-rmse:1.84770759371687032
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.81917928945766949
[ Info: [2]	train-rmse:5.31953454892391164
[ Info: [3]	train-rmse:4.26155802669234962
[ Info: [4]	train-rmse:3.51378304171128963
[ Info: [5]	train-rmse:2.96851405942730784
[ Info: [6]	train-rmse:2.59610339529207934
[ Info: [7]	train-rmse:2.35536140995861221
[ Info: [8]	train-rmse:2.17747386765112250
[ Info: [9]	train-rmse:2.04239090655361899
[ Info: [10]	train-rmse:1.93503980824873678
[ Info: [11]	train-rmse:1.85653675121594341
[ Info: [12]	train-rmse:1.79068964125317120
[ Info: [13]	train-rmse:1.69490680722448372
[ Info: [14]	train-rmse:1.64369535361148489
[ Info: [15]	train-rmse:1.59429349675159515
[ Info: [16]	train-rmse:1.53961950812311210
[ Info: [17]	train-rmse:1.48040200625550455
[ Info: [18]	train-rmse:1.45066558042547644
[ Info: [19]	train-rmse:1.42017733709774263
[ Info: [20]	train-rmse:1.41009082150649467
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74723159745121759
[ Info: [2]	train-rmse:5.15332948418542713
[ Info: [3]	train-rmse:4.06553876670288883
[ Info: [4]	train-rmse:3.26991897624130612
[ Info: [5]	train-rmse:2.69342168376165336
[ Info: [6]	train-rmse:2.32182694092564290
[ Info: [7]	train-rmse:2.02552409881205175
[ Info: [8]	train-rmse:1.82931389256261934
[ Info: [9]	train-rmse:1.68427662044422988
[ Info: [10]	train-rmse:1.56456408446622608
[ Info: [11]	train-rmse:1.48507730292334661
[ Info: [12]	train-rmse:1.39704156309256322
[ Info: [13]	train-rmse:1.34980400765930253
[ Info: [14]	train-rmse:1.27393688518588077
[ Info: [15]	train-rmse:1.20259036702365218
[ Info: [16]	train-rmse:1.17239687219430810
[ Info: [17]	train-rmse:1.12204442738625820
[ Info: [18]	train-rmse:1.08841271007180840
[ Info: [19]	train-rmse:1.04969847130024618
[ Info: [20]	train-rmse:1.00929112289165102
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.71412353025053221
[ Info: [2]	train-rmse:5.08234914079571887
[ Info: [3]	train-rmse:3.94737388863393024
[ Info: [4]	train-rmse:3.12085542072782163
[ Info: [5]	train-rmse:2.53251571833516786
[ Info: [6]	train-rmse:2.12641914493521389
[ Info: [7]	train-rmse:1.81459808414961210
[ Info: [8]	train-rmse:1.57870008950715768
[ Info: [9]	train-rmse:1.37457564812443200
[ Info: [10]	train-rmse:1.24854246744549546
[ Info: [11]	train-rmse:1.11325600149609771
[ Info: [12]	train-rmse:1.02450658276984141
[ Info: [13]	train-rmse:0.94141206526366861
[ Info: [14]	train-rmse:0.89637434013714123
[ Info: [15]	train-rmse:0.84423896554831390
[ Info: [16]	train-rmse:0.79885014665991172
[ Info: [17]	train-rmse:0.74611091114573813
[ Info: [18]	train-rmse:0.69152162358310976
[ Info: [19]	train-rmse:0.65412664288796973
[ Info: [20]	train-rmse:0.61772449568665544
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16729301826626219
[ Info: [2]	train-rmse:5.65745095717894575
[ Info: [3]	train-rmse:4.65801150844505329
[ Info: [4]	train-rmse:3.96014509511964530
[ Info: [5]	train-rmse:3.46974539661390624
[ Info: [6]	train-rmse:3.14753159822865136
[ Info: [7]	train-rmse:2.90762004913753147
[ Info: [8]	train-rmse:2.74614117771829758
[ Info: [9]	train-rmse:2.57504567989433131
[ Info: [10]	train-rmse:2.46032430533907398
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95814290900191157
[ Info: [2]	train-rmse:5.39799796162554024
[ Info: [3]	train-rmse:4.30819310617608853
[ Info: [4]	train-rmse:3.58602233942298110
[ Info: [5]	train-rmse:3.05501466098391949
[ Info: [6]	train-rmse:2.71506935245335157
[ Info: [7]	train-rmse:2.46723695321157077
[ Info: [8]	train-rmse:2.28301350767718736
[ Info: [9]	train-rmse:2.15765616281502481
[ Info: [10]	train-rmse:2.04646167253815614
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.87973293306886013
[ Info: [2]	train-rmse:5.24195875608067574
[ Info: [3]	train-rmse:4.08660806553412215
[ Info: [4]	train-rmse:3.30106298901103834
[ Info: [5]	train-rmse:2.74444660462611489
[ Info: [6]	train-rmse:2.34622581488564075
[ Info: [7]	train-rmse:2.05412774537688536
[ Info: [8]	train-rmse:1.84817412142208726
[ Info: [9]	train-rmse:1.70165618607581659
[ Info: [10]	train-rmse:1.58357610668416093
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84614879120215303
[ Info: [2]	train-rmse:5.16189693235509406
[ Info: [3]	train-rmse:3.98290967315998845
[ Info: [4]	train-rmse:3.10910647794792361
[ Info: [5]	train-rmse:2.50713831880338356
[ Info: [6]	train-rmse:2.06725683221876988
[ Info: [7]	train-rmse:1.74974241331346114
[ Info: [8]	train-rmse:1.50835580502254452
[ Info: [9]	train-rmse:1.32512386811442640
[ Info: [10]	train-rmse:1.17251483638402099
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16729301826626219
[ Info: [2]	train-rmse:5.65745095717894575
[ Info: [3]	train-rmse:4.65801150844505329
[ Info: [4]	train-rmse:3.96014509511964530
[ Info: [5]	train-rmse:3.46974539661390624
[ Info: [6]	train-rmse:3.14753159822865136
[ Info: [7]	train-rmse:2.90762004913753147
[ Info: [8]	train-rmse:2.74614117771829758
[ Info: [9]	train-rmse:2.57504567989433131
[ Info: [10]	train-rmse:2.46032430533907398
[ Info: [11]	train-rmse:2.38203940164691685
[ Info: [12]	train-rmse:2.28014524180612721
[ Info: [13]	train-rmse:2.21333861550019240
[ Info: [14]	train-rmse:2.15003052275343265
[ Info: [15]	train-rmse:2.08604187121182294
[ Info: [16]	train-rmse:2.05382646162869742
[ Info: [17]	train-rmse:2.00442709070410974
[ Info: [18]	train-rmse:1.97891443585509919
[ Info: [19]	train-rmse:1.94517708359662067
[ Info: [20]	train-rmse:1.89393532997282277
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95814290900191157
[ Info: [2]	train-rmse:5.39799796162554024
[ Info: [3]	train-rmse:4.30819310617608853
[ Info: [4]	train-rmse:3.58602233942298110
[ Info: [5]	train-rmse:3.05501466098391949
[ Info: [6]	train-rmse:2.71506935245335157
[ Info: [7]	train-rmse:2.46723695321157077
[ Info: [8]	train-rmse:2.28301350767718736
[ Info: [9]	train-rmse:2.15765616281502481
[ Info: [10]	train-rmse:2.04646167253815614
[ Info: [11]	train-rmse:1.94220625612913222
[ Info: [12]	train-rmse:1.86981285050692203
[ Info: [13]	train-rmse:1.81856140670636091
[ Info: [14]	train-rmse:1.74099663562726814
[ Info: [15]	train-rmse:1.66200421702953705
[ Info: [16]	train-rmse:1.62120920618760733
[ Info: [17]	train-rmse:1.57270850194128609
[ Info: [18]	train-rmse:1.51412996031073477
[ Info: [19]	train-rmse:1.46802724341553192
[ Info: [20]	train-rmse:1.43519642655663882
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.87973293306886013
[ Info: [2]	train-rmse:5.24195875608067574
[ Info: [3]	train-rmse:4.08660806553412215
[ Info: [4]	train-rmse:3.30106298901103834
[ Info: [5]	train-rmse:2.74444660462611489
[ Info: [6]	train-rmse:2.34622581488564075
[ Info: [7]	train-rmse:2.05412774537688536
[ Info: [8]	train-rmse:1.84817412142208726
[ Info: [9]	train-rmse:1.70165618607581659
[ Info: [10]	train-rmse:1.58357610668416093
[ Info: [11]	train-rmse:1.46378180701125515
[ Info: [12]	train-rmse:1.38565476555168687
[ Info: [13]	train-rmse:1.30824246501149322
[ Info: [14]	train-rmse:1.27108868196084868
[ Info: [15]	train-rmse:1.22123125818784528
[ Info: [16]	train-rmse:1.14828027322545245
[ Info: [17]	train-rmse:1.10297256091170093
[ Info: [18]	train-rmse:1.05980751550053087
[ Info: [19]	train-rmse:0.99984880051654945
[ Info: [20]	train-rmse:0.96828946326879706
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.84614879120215303
[ Info: [2]	train-rmse:5.16189693235509406
[ Info: [3]	train-rmse:3.98290967315998845
[ Info: [4]	train-rmse:3.10910647794792361
[ Info: [5]	train-rmse:2.50713831880338356
[ Info: [6]	train-rmse:2.06725683221876988
[ Info: [7]	train-rmse:1.74974241331346114
[ Info: [8]	train-rmse:1.50835580502254452
[ Info: [9]	train-rmse:1.32512386811442640
[ Info: [10]	train-rmse:1.17251483638402099
[ Info: [11]	train-rmse:1.06095087064709293
[ Info: [12]	train-rmse:0.96810328310256299
[ Info: [13]	train-rmse:0.91169813426982504
[ Info: [14]	train-rmse:0.84692334693602755
[ Info: [15]	train-rmse:0.76748117187355369
[ Info: [16]	train-rmse:0.70830330962729171
[ Info: [17]	train-rmse:0.67249921089532971
[ Info: [18]	train-rmse:0.63803958868721944
[ Info: [19]	train-rmse:0.60219350201906618
[ Info: [20]	train-rmse:0.56128992995806160
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16903074315267919
[ Info: [2]	train-rmse:5.66103248459191466
[ Info: [3]	train-rmse:4.57423869326975385
[ Info: [4]	train-rmse:3.83099582696398455
[ Info: [5]	train-rmse:3.27960170863557421
[ Info: [6]	train-rmse:2.94637085845606927
[ Info: [7]	train-rmse:2.71988875590410384
[ Info: [8]	train-rmse:2.56109070781056092
[ Info: [9]	train-rmse:2.43381416473695289
[ Info: [10]	train-rmse:2.32465377462464584
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.02440088099063420
[ Info: [2]	train-rmse:5.41764876743118329
[ Info: [3]	train-rmse:4.25525924029967673
[ Info: [4]	train-rmse:3.50596112902878643
[ Info: [5]	train-rmse:2.97545968502547797
[ Info: [6]	train-rmse:2.56943351969939426
[ Info: [7]	train-rmse:2.29834470482959974
[ Info: [8]	train-rmse:2.07919168086638084
[ Info: [9]	train-rmse:1.94518144832897044
[ Info: [10]	train-rmse:1.84250050450163250
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95342895317081133
[ Info: [2]	train-rmse:5.29505469827912734
[ Info: [3]	train-rmse:4.10981746868396947
[ Info: [4]	train-rmse:3.27037260570433785
[ Info: [5]	train-rmse:2.68311646859967468
[ Info: [6]	train-rmse:2.27972257109188758
[ Info: [7]	train-rmse:1.94132241743765177
[ Info: [8]	train-rmse:1.72750971575431600
[ Info: [9]	train-rmse:1.58222289493061830
[ Info: [10]	train-rmse:1.45597069046840955
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.92019482441590750
[ Info: [2]	train-rmse:5.23710932552973230
[ Info: [3]	train-rmse:3.99508988819175892
[ Info: [4]	train-rmse:3.12752580464471608
[ Info: [5]	train-rmse:2.51272858861569359
[ Info: [6]	train-rmse:2.04375680045256836
[ Info: [7]	train-rmse:1.71188818128521447
[ Info: [8]	train-rmse:1.44044902868671265
[ Info: [9]	train-rmse:1.28802325251923233
[ Info: [10]	train-rmse:1.15858984891055394
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.16903074315267919
[ Info: [2]	train-rmse:5.66103248459191466
[ Info: [3]	train-rmse:4.57423869326975385
[ Info: [4]	train-rmse:3.83099582696398455
[ Info: [5]	train-rmse:3.27960170863557421
[ Info: [6]	train-rmse:2.94637085845606927
[ Info: [7]	train-rmse:2.71988875590410384
[ Info: [8]	train-rmse:2.56109070781056092
[ Info: [9]	train-rmse:2.43381416473695289
[ Info: [10]	train-rmse:2.32465377462464584
[ Info: [11]	train-rmse:2.25883637236823676
[ Info: [12]	train-rmse:2.16406394825077308
[ Info: [13]	train-rmse:2.09606170980723450
[ Info: [14]	train-rmse:2.03828712761293884
[ Info: [15]	train-rmse:2.00341244513196459
[ Info: [16]	train-rmse:1.96514077871603243
[ Info: [17]	train-rmse:1.92987194425439612
[ Info: [18]	train-rmse:1.89116778150585385
[ Info: [19]	train-rmse:1.83746670720166838
[ Info: [20]	train-rmse:1.79897380304020138
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.02440088099063420
[ Info: [2]	train-rmse:5.41764876743118329
[ Info: [3]	train-rmse:4.25525924029967673
[ Info: [4]	train-rmse:3.50596112902878643
[ Info: [5]	train-rmse:2.97545968502547797
[ Info: [6]	train-rmse:2.56943351969939426
[ Info: [7]	train-rmse:2.29834470482959974
[ Info: [8]	train-rmse:2.07919168086638084
[ Info: [9]	train-rmse:1.94518144832897044
[ Info: [10]	train-rmse:1.84250050450163250
[ Info: [11]	train-rmse:1.74291128289665664
[ Info: [12]	train-rmse:1.66716020923347497
[ Info: [13]	train-rmse:1.58226025854352903
[ Info: [14]	train-rmse:1.51353426729269924
[ Info: [15]	train-rmse:1.48512509160993522
[ Info: [16]	train-rmse:1.45015431040814735
[ Info: [17]	train-rmse:1.40370543011448823
[ Info: [18]	train-rmse:1.37408643208471215
[ Info: [19]	train-rmse:1.33295906345330706
[ Info: [20]	train-rmse:1.28102582199953585
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95342895317081133
[ Info: [2]	train-rmse:5.29505469827912734
[ Info: [3]	train-rmse:4.10981746868396947
[ Info: [4]	train-rmse:3.27037260570433785
[ Info: [5]	train-rmse:2.68311646859967468
[ Info: [6]	train-rmse:2.27972257109188758
[ Info: [7]	train-rmse:1.94132241743765177
[ Info: [8]	train-rmse:1.72750971575431600
[ Info: [9]	train-rmse:1.58222289493061830
[ Info: [10]	train-rmse:1.45597069046840955
[ Info: [11]	train-rmse:1.33886191571763913
[ Info: [12]	train-rmse:1.26776002410299715
[ Info: [13]	train-rmse:1.20472876687392616
[ Info: [14]	train-rmse:1.15742832857176059
[ Info: [15]	train-rmse:1.08989670175720210
[ Info: [16]	train-rmse:1.05703636417027291
[ Info: [17]	train-rmse:1.00507434673569818
[ Info: [18]	train-rmse:0.95818739552103882
[ Info: [19]	train-rmse:0.93293098040602507
[ Info: [20]	train-rmse:0.89510972935911437
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.92019482441590750
[ Info: [2]	train-rmse:5.23710932552973230
[ Info: [3]	train-rmse:3.99508988819175892
[ Info: [4]	train-rmse:3.12752580464471608
[ Info: [5]	train-rmse:2.51272858861569359
[ Info: [6]	train-rmse:2.04375680045256836
[ Info: [7]	train-rmse:1.71188818128521447
[ Info: [8]	train-rmse:1.44044902868671265
[ Info: [9]	train-rmse:1.28802325251923233
[ Info: [10]	train-rmse:1.15858984891055394
[ Info: [11]	train-rmse:1.03986055838792346
[ Info: [12]	train-rmse:0.94826586104691779
[ Info: [13]	train-rmse:0.87631387930365479
[ Info: [14]	train-rmse:0.82991907270724286
[ Info: [15]	train-rmse:0.76473251282311150
[ Info: [16]	train-rmse:0.73212917007040856
[ Info: [17]	train-rmse:0.69905474071479501
[ Info: [18]	train-rmse:0.66328724298430697
[ Info: [19]	train-rmse:0.63626104116655469
[ Info: [20]	train-rmse:0.61999349705890938
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.13168723482935452
[ Info: [2]	train-rmse:5.61074366861307716
[ Info: [3]	train-rmse:4.59494090517416609
[ Info: [4]	train-rmse:3.90801747318710202
[ Info: [5]	train-rmse:3.42665640500620805
[ Info: [6]	train-rmse:3.05724438314141223
[ Info: [7]	train-rmse:2.78551858257806817
[ Info: [8]	train-rmse:2.62091465341517038
[ Info: [9]	train-rmse:2.50545432070673524
[ Info: [10]	train-rmse:2.38811302331225406
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.99094168230360946
[ Info: [2]	train-rmse:5.39536034264668540
[ Info: [3]	train-rmse:4.29783786305121485
[ Info: [4]	train-rmse:3.55424151219021667
[ Info: [5]	train-rmse:3.01494919728631006
[ Info: [6]	train-rmse:2.65503161185201497
[ Info: [7]	train-rmse:2.38538849020733945
[ Info: [8]	train-rmse:2.20066292418262766
[ Info: [9]	train-rmse:2.07758136568549467
[ Info: [10]	train-rmse:1.98600326082281908
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.93112791061388034
[ Info: [2]	train-rmse:5.26317987121077202
[ Info: [3]	train-rmse:4.12694957530734374
[ Info: [4]	train-rmse:3.30868706161685822
[ Info: [5]	train-rmse:2.74256276122200449
[ Info: [6]	train-rmse:2.36100821166484165
[ Info: [7]	train-rmse:2.07506431139729752
[ Info: [8]	train-rmse:1.85160336558781946
[ Info: [9]	train-rmse:1.67821803957818738
[ Info: [10]	train-rmse:1.51776115207811335
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89113694019668799
[ Info: [2]	train-rmse:5.17482218674897876
[ Info: [3]	train-rmse:3.97829915297659076
[ Info: [4]	train-rmse:3.09392899868464699
[ Info: [5]	train-rmse:2.49594661378166682
[ Info: [6]	train-rmse:2.06340423307757792
[ Info: [7]	train-rmse:1.74329567136189278
[ Info: [8]	train-rmse:1.49838941512838852
[ Info: [9]	train-rmse:1.31957098781923188
[ Info: [10]	train-rmse:1.18833434262362792
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.13168723482935452
[ Info: [2]	train-rmse:5.61074366861307716
[ Info: [3]	train-rmse:4.59494090517416609
[ Info: [4]	train-rmse:3.90801747318710202
[ Info: [5]	train-rmse:3.42665640500620805
[ Info: [6]	train-rmse:3.05724438314141223
[ Info: [7]	train-rmse:2.78551858257806817
[ Info: [8]	train-rmse:2.62091465341517038
[ Info: [9]	train-rmse:2.50545432070673524
[ Info: [10]	train-rmse:2.38811302331225406
[ Info: [11]	train-rmse:2.31114449003794720
[ Info: [12]	train-rmse:2.19559985952536607
[ Info: [13]	train-rmse:2.13918772088382037
[ Info: [14]	train-rmse:2.08805598324475472
[ Info: [15]	train-rmse:2.04631580115920375
[ Info: [16]	train-rmse:2.02141562691720544
[ Info: [17]	train-rmse:1.97640950368022872
[ Info: [18]	train-rmse:1.94685207957753703
[ Info: [19]	train-rmse:1.91507492926390399
[ Info: [20]	train-rmse:1.85961625171569400
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.99094168230360946
[ Info: [2]	train-rmse:5.39536034264668540
[ Info: [3]	train-rmse:4.29783786305121485
[ Info: [4]	train-rmse:3.55424151219021667
[ Info: [5]	train-rmse:3.01494919728631006
[ Info: [6]	train-rmse:2.65503161185201497
[ Info: [7]	train-rmse:2.38538849020733945
[ Info: [8]	train-rmse:2.20066292418262766
[ Info: [9]	train-rmse:2.07758136568549467
[ Info: [10]	train-rmse:1.98600326082281908
[ Info: [11]	train-rmse:1.83853629646942385
[ Info: [12]	train-rmse:1.78259882079296705
[ Info: [13]	train-rmse:1.69375777543850758
[ Info: [14]	train-rmse:1.64081232814592370
[ Info: [15]	train-rmse:1.57729893794918574
[ Info: [16]	train-rmse:1.53796474028899066
[ Info: [17]	train-rmse:1.48120674064270408
[ Info: [18]	train-rmse:1.42248570280489739
[ Info: [19]	train-rmse:1.39520353749403703
[ Info: [20]	train-rmse:1.36687833120291913
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.93112791061388034
[ Info: [2]	train-rmse:5.26317987121077202
[ Info: [3]	train-rmse:4.12694957530734374
[ Info: [4]	train-rmse:3.30868706161685822
[ Info: [5]	train-rmse:2.74256276122200449
[ Info: [6]	train-rmse:2.36100821166484165
[ Info: [7]	train-rmse:2.07506431139729752
[ Info: [8]	train-rmse:1.85160336558781946
[ Info: [9]	train-rmse:1.67821803957818738
[ Info: [10]	train-rmse:1.51776115207811335
[ Info: [11]	train-rmse:1.41778712611805857
[ Info: [12]	train-rmse:1.32239075376585347
[ Info: [13]	train-rmse:1.25029236598860094
[ Info: [14]	train-rmse:1.20090855022489018
[ Info: [15]	train-rmse:1.15298460033341765
[ Info: [16]	train-rmse:1.10324883889473524
[ Info: [17]	train-rmse:1.06836343438693482
[ Info: [18]	train-rmse:1.02180073525938231
[ Info: [19]	train-rmse:0.99088998975955744
[ Info: [20]	train-rmse:0.95903466159997897
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.89113694019668799
[ Info: [2]	train-rmse:5.17482218674897876
[ Info: [3]	train-rmse:3.97829915297659076
[ Info: [4]	train-rmse:3.09392899868464699
[ Info: [5]	train-rmse:2.49594661378166682
[ Info: [6]	train-rmse:2.06340423307757792
[ Info: [7]	train-rmse:1.74329567136189278
[ Info: [8]	train-rmse:1.49838941512838852
[ Info: [9]	train-rmse:1.31957098781923188
[ Info: [10]	train-rmse:1.18833434262362792
[ Info: [11]	train-rmse:1.10656338565983514
[ Info: [12]	train-rmse:1.03818556631667658
[ Info: [13]	train-rmse:0.94447704059421123
[ Info: [14]	train-rmse:0.88207750589347578
[ Info: [15]	train-rmse:0.82917602393620271
[ Info: [16]	train-rmse:0.76014581209444021
[ Info: [17]	train-rmse:0.72810232249013007
[ Info: [18]	train-rmse:0.69600246697798973
[ Info: [19]	train-rmse:0.66038504743668325
[ Info: [20]	train-rmse:0.61675262629430894
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.93797884094743544
[ Info: [2]	train-rmse:5.45682411884124363
[ Info: [3]	train-rmse:4.50712099776316233
[ Info: [4]	train-rmse:3.85813474960724845
[ Info: [5]	train-rmse:3.39947298767601414
[ Info: [6]	train-rmse:3.07359183920177514
[ Info: [7]	train-rmse:2.82864532539663616
[ Info: [8]	train-rmse:2.64773952513033572
[ Info: [9]	train-rmse:2.48191277858857484
[ Info: [10]	train-rmse:2.39391940784236956
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.75029835709342674
[ Info: [2]	train-rmse:5.23295910178553836
[ Info: [3]	train-rmse:4.20184942717242826
[ Info: [4]	train-rmse:3.47567548548269478
[ Info: [5]	train-rmse:2.98227093416702260
[ Info: [6]	train-rmse:2.64208161410050701
[ Info: [7]	train-rmse:2.36905310754815979
[ Info: [8]	train-rmse:2.19877881868617608
[ Info: [9]	train-rmse:2.06421115302043301
[ Info: [10]	train-rmse:1.93180700461818544
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67527455098575828
[ Info: [2]	train-rmse:5.09028340057273621
[ Info: [3]	train-rmse:4.00704301701480325
[ Info: [4]	train-rmse:3.23932803639514288
[ Info: [5]	train-rmse:2.70301797358595985
[ Info: [6]	train-rmse:2.31243134124389016
[ Info: [7]	train-rmse:2.02675645927582382
[ Info: [8]	train-rmse:1.82522508448146792
[ Info: [9]	train-rmse:1.66936826985867848
[ Info: [10]	train-rmse:1.55189758149443868
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.64083171855035914
[ Info: [2]	train-rmse:5.00908446552041386
[ Info: [3]	train-rmse:3.85488470566642327
[ Info: [4]	train-rmse:3.02668244758024585
[ Info: [5]	train-rmse:2.44785702140710715
[ Info: [6]	train-rmse:1.98792909954099883
[ Info: [7]	train-rmse:1.68376633221930927
[ Info: [8]	train-rmse:1.46253441024770825
[ Info: [9]	train-rmse:1.28760600866722208
[ Info: [10]	train-rmse:1.16576168198490016
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.93797884094743544
[ Info: [2]	train-rmse:5.45682411884124363
[ Info: [3]	train-rmse:4.50712099776316233
[ Info: [4]	train-rmse:3.85813474960724845
[ Info: [5]	train-rmse:3.39947298767601414
[ Info: [6]	train-rmse:3.07359183920177514
[ Info: [7]	train-rmse:2.82864532539663616
[ Info: [8]	train-rmse:2.64773952513033572
[ Info: [9]	train-rmse:2.48191277858857484
[ Info: [10]	train-rmse:2.39391940784236956
[ Info: [11]	train-rmse:2.32294695018544273
[ Info: [12]	train-rmse:2.24811741521095687
[ Info: [13]	train-rmse:2.17415436064068990
[ Info: [14]	train-rmse:2.09963124934724599
[ Info: [15]	train-rmse:2.06225243160856841
[ Info: [16]	train-rmse:2.01648486079554079
[ Info: [17]	train-rmse:1.95552503158644364
[ Info: [18]	train-rmse:1.90389431153496580
[ Info: [19]	train-rmse:1.88087301707144738
[ Info: [20]	train-rmse:1.85665300356855334
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.75029835709342674
[ Info: [2]	train-rmse:5.23295910178553836
[ Info: [3]	train-rmse:4.20184942717242826
[ Info: [4]	train-rmse:3.47567548548269478
[ Info: [5]	train-rmse:2.98227093416702260
[ Info: [6]	train-rmse:2.64208161410050701
[ Info: [7]	train-rmse:2.36905310754815979
[ Info: [8]	train-rmse:2.19877881868617608
[ Info: [9]	train-rmse:2.06421115302043301
[ Info: [10]	train-rmse:1.93180700461818544
[ Info: [11]	train-rmse:1.82830144411364626
[ Info: [12]	train-rmse:1.72878672098782160
[ Info: [13]	train-rmse:1.63059346445469400
[ Info: [14]	train-rmse:1.57753373695139731
[ Info: [15]	train-rmse:1.54637464689765580
[ Info: [16]	train-rmse:1.51559812329512078
[ Info: [17]	train-rmse:1.47927639377092990
[ Info: [18]	train-rmse:1.43177225055713442
[ Info: [19]	train-rmse:1.38929155615745037
[ Info: [20]	train-rmse:1.36274373790615977
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.67527455098575828
[ Info: [2]	train-rmse:5.09028340057273621
[ Info: [3]	train-rmse:4.00704301701480325
[ Info: [4]	train-rmse:3.23932803639514288
[ Info: [5]	train-rmse:2.70301797358595985
[ Info: [6]	train-rmse:2.31243134124389016
[ Info: [7]	train-rmse:2.02675645927582382
[ Info: [8]	train-rmse:1.82522508448146792
[ Info: [9]	train-rmse:1.66936826985867848
[ Info: [10]	train-rmse:1.55189758149443868
[ Info: [11]	train-rmse:1.46883775907556613
[ Info: [12]	train-rmse:1.41044297313870115
[ Info: [13]	train-rmse:1.33187976655421902
[ Info: [14]	train-rmse:1.30260384899754333
[ Info: [15]	train-rmse:1.24880642054338642
[ Info: [16]	train-rmse:1.20341253201026754
[ Info: [17]	train-rmse:1.17956318692146045
[ Info: [18]	train-rmse:1.13401783450452198
[ Info: [19]	train-rmse:1.09784892805824530
[ Info: [20]	train-rmse:1.03756496103300244
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.64083171855035914
[ Info: [2]	train-rmse:5.00908446552041386
[ Info: [3]	train-rmse:3.85488470566642327
[ Info: [4]	train-rmse:3.02668244758024585
[ Info: [5]	train-rmse:2.44785702140710715
[ Info: [6]	train-rmse:1.98792909954099883
[ Info: [7]	train-rmse:1.68376633221930927
[ Info: [8]	train-rmse:1.46253441024770825
[ Info: [9]	train-rmse:1.28760600866722208
[ Info: [10]	train-rmse:1.16576168198490016
[ Info: [11]	train-rmse:1.05618953742425381
[ Info: [12]	train-rmse:0.99104069262088534
[ Info: [13]	train-rmse:0.91805026820870372
[ Info: [14]	train-rmse:0.87376073996691062
[ Info: [15]	train-rmse:0.80750223221776918
[ Info: [16]	train-rmse:0.75058159007677816
[ Info: [17]	train-rmse:0.69963153401720191
[ Info: [18]	train-rmse:0.67806579188993632
[ Info: [19]	train-rmse:0.63720048712845034
[ Info: [20]	train-rmse:0.60807375456027835
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95042219016815110
[ Info: [2]	train-rmse:5.52093804067914729
[ Info: [3]	train-rmse:4.53619500113924179
[ Info: [4]	train-rmse:3.86378273186745691
[ Info: [5]	train-rmse:3.41557231507420589
[ Info: [6]	train-rmse:3.07557093369140722
[ Info: [7]	train-rmse:2.85734004513583972
[ Info: [8]	train-rmse:2.69058927238589085
[ Info: [9]	train-rmse:2.56746140332156170
[ Info: [10]	train-rmse:2.42334302707820415
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.80980913369663643
[ Info: [2]	train-rmse:5.26476241791657618
[ Info: [3]	train-rmse:4.19422487261547960
[ Info: [4]	train-rmse:3.49237300117993898
[ Info: [5]	train-rmse:2.98654090230287528
[ Info: [6]	train-rmse:2.63376313467919498
[ Info: [7]	train-rmse:2.37632390072134436
[ Info: [8]	train-rmse:2.18656389822488073
[ Info: [9]	train-rmse:2.05735275867804113
[ Info: [10]	train-rmse:1.94401824651327892
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74592377025944767
[ Info: [2]	train-rmse:5.14399405811759181
[ Info: [3]	train-rmse:4.03860118767648846
[ Info: [4]	train-rmse:3.24926804437774930
[ Info: [5]	train-rmse:2.73355549386933827
[ Info: [6]	train-rmse:2.34214844235098951
[ Info: [7]	train-rmse:2.04475552531916982
[ Info: [8]	train-rmse:1.81601835978612325
[ Info: [9]	train-rmse:1.66129870025560744
[ Info: [10]	train-rmse:1.54089290874368467
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.71348963390103570
[ Info: [2]	train-rmse:5.06161285596580512
[ Info: [3]	train-rmse:3.91922155357242508
[ Info: [4]	train-rmse:3.07239619471817615
[ Info: [5]	train-rmse:2.48809723527609794
[ Info: [6]	train-rmse:2.06713018451142405
[ Info: [7]	train-rmse:1.74185043992704935
[ Info: [8]	train-rmse:1.53099650829798573
[ Info: [9]	train-rmse:1.33251054819990311
[ Info: [10]	train-rmse:1.20608319914036599
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.95042219016815110
[ Info: [2]	train-rmse:5.52093804067914729
[ Info: [3]	train-rmse:4.53619500113924179
[ Info: [4]	train-rmse:3.86378273186745691
[ Info: [5]	train-rmse:3.41557231507420589
[ Info: [6]	train-rmse:3.07557093369140722
[ Info: [7]	train-rmse:2.85734004513583972
[ Info: [8]	train-rmse:2.69058927238589085
[ Info: [9]	train-rmse:2.56746140332156170
[ Info: [10]	train-rmse:2.42334302707820415
[ Info: [11]	train-rmse:2.32032355744960883
[ Info: [12]	train-rmse:2.24946213139484419
[ Info: [13]	train-rmse:2.18569248004653049
[ Info: [14]	train-rmse:2.14671342866705528
[ Info: [15]	train-rmse:2.11634341898452627
[ Info: [16]	train-rmse:2.07730967947033607
[ Info: [17]	train-rmse:2.03662217394602685
[ Info: [18]	train-rmse:2.00280838468411471
[ Info: [19]	train-rmse:1.96635179392288650
[ Info: [20]	train-rmse:1.93063666220927410
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.80980913369663643
[ Info: [2]	train-rmse:5.26476241791657618
[ Info: [3]	train-rmse:4.19422487261547960
[ Info: [4]	train-rmse:3.49237300117993898
[ Info: [5]	train-rmse:2.98654090230287528
[ Info: [6]	train-rmse:2.63376313467919498
[ Info: [7]	train-rmse:2.37632390072134436
[ Info: [8]	train-rmse:2.18656389822488073
[ Info: [9]	train-rmse:2.05735275867804113
[ Info: [10]	train-rmse:1.94401824651327892
[ Info: [11]	train-rmse:1.85374284673398759
[ Info: [12]	train-rmse:1.77839588900951284
[ Info: [13]	train-rmse:1.70684973351865232
[ Info: [14]	train-rmse:1.64309785729921876
[ Info: [15]	train-rmse:1.59693542580337122
[ Info: [16]	train-rmse:1.53819711370989154
[ Info: [17]	train-rmse:1.50112685108660693
[ Info: [18]	train-rmse:1.47355004844985849
[ Info: [19]	train-rmse:1.44597162309161353
[ Info: [20]	train-rmse:1.40027561486996666
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.74592377025944767
[ Info: [2]	train-rmse:5.14399405811759181
[ Info: [3]	train-rmse:4.03860118767648846
[ Info: [4]	train-rmse:3.24926804437774930
[ Info: [5]	train-rmse:2.73355549386933827
[ Info: [6]	train-rmse:2.34214844235098951
[ Info: [7]	train-rmse:2.04475552531916982
[ Info: [8]	train-rmse:1.81601835978612325
[ Info: [9]	train-rmse:1.66129870025560744
[ Info: [10]	train-rmse:1.54089290874368467
[ Info: [11]	train-rmse:1.43177870288393572
[ Info: [12]	train-rmse:1.36487867943107277
[ Info: [13]	train-rmse:1.30958800868091330
[ Info: [14]	train-rmse:1.26036431761848133
[ Info: [15]	train-rmse:1.20031323974071658
[ Info: [16]	train-rmse:1.16480408687619530
[ Info: [17]	train-rmse:1.08757710698506771
[ Info: [18]	train-rmse:1.05997382618295877
[ Info: [19]	train-rmse:1.01106633567446846
[ Info: [20]	train-rmse:0.97464841007457859
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.71348963390103570
[ Info: [2]	train-rmse:5.06161285596580512
[ Info: [3]	train-rmse:3.91922155357242508
[ Info: [4]	train-rmse:3.07239619471817615
[ Info: [5]	train-rmse:2.48809723527609794
[ Info: [6]	train-rmse:2.06713018451142405
[ Info: [7]	train-rmse:1.74185043992704935
[ Info: [8]	train-rmse:1.53099650829798573
[ Info: [9]	train-rmse:1.33251054819990311
[ Info: [10]	train-rmse:1.20608319914036599
[ Info: [11]	train-rmse:1.11001315688951618
[ Info: [12]	train-rmse:1.01242861208438262
[ Info: [13]	train-rmse:0.94265388112928672
[ Info: [14]	train-rmse:0.88973012221825554
[ Info: [15]	train-rmse:0.85692554206231641
[ Info: [16]	train-rmse:0.78202855475186017
[ Info: [17]	train-rmse:0.73560639622810131
[ Info: [18]	train-rmse:0.70741445464570218
[ Info: [19]	train-rmse:0.68810647941054870
[ Info: [20]	train-rmse:0.66609769126866936
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.13119204611052915
[ Info: [2]	train-rmse:5.68981564099139625
[ Info: [3]	train-rmse:4.67898253511421558
[ Info: [4]	train-rmse:3.96830533384423001
[ Info: [5]	train-rmse:3.46771332787559849
[ Info: [6]	train-rmse:3.13281998095488801
[ Info: [7]	train-rmse:2.88775796251907302
[ Info: [8]	train-rmse:2.70007175289697754
[ Info: [9]	train-rmse:2.57691346808535870
[ Info: [10]	train-rmse:2.46622554393005133
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.96622265433915988
[ Info: [2]	train-rmse:5.40393463700678289
[ Info: [3]	train-rmse:4.34352325761397484
[ Info: [4]	train-rmse:3.59501895167438867
[ Info: [5]	train-rmse:3.06969292540164274
[ Info: [6]	train-rmse:2.70394827221433642
[ Info: [7]	train-rmse:2.44808731142324465
[ Info: [8]	train-rmse:2.27249781841225129
[ Info: [9]	train-rmse:2.12297320875628381
[ Info: [10]	train-rmse:2.01828033835734821
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.91167895115718167
[ Info: [2]	train-rmse:5.23899441202323768
[ Info: [3]	train-rmse:4.09809775028460876
[ Info: [4]	train-rmse:3.31070849861638683
[ Info: [5]	train-rmse:2.72945713056446859
[ Info: [6]	train-rmse:2.29540499033511924
[ Info: [7]	train-rmse:1.99574145088392707
[ Info: [8]	train-rmse:1.80823670979896223
[ Info: [9]	train-rmse:1.66507661535138074
[ Info: [10]	train-rmse:1.55134958304485382
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.87551115555760539
[ Info: [2]	train-rmse:5.16566752848135735
[ Info: [3]	train-rmse:3.97502896096610669
[ Info: [4]	train-rmse:3.11469814242969267
[ Info: [5]	train-rmse:2.51911116446214089
[ Info: [6]	train-rmse:2.05905904892830005
[ Info: [7]	train-rmse:1.72812253291874662
[ Info: [8]	train-rmse:1.48570057946345901
[ Info: [9]	train-rmse:1.32295327216061076
[ Info: [10]	train-rmse:1.19788893779158223
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:7.13119204611052915
[ Info: [2]	train-rmse:5.68981564099139625
[ Info: [3]	train-rmse:4.67898253511421558
[ Info: [4]	train-rmse:3.96830533384423001
[ Info: [5]	train-rmse:3.46771332787559849
[ Info: [6]	train-rmse:3.13281998095488801
[ Info: [7]	train-rmse:2.88775796251907302
[ Info: [8]	train-rmse:2.70007175289697754
[ Info: [9]	train-rmse:2.57691346808535870
[ Info: [10]	train-rmse:2.46622554393005133
[ Info: [11]	train-rmse:2.38934963552382751
[ Info: [12]	train-rmse:2.32872598433481448
[ Info: [13]	train-rmse:2.25128795260001224
[ Info: [14]	train-rmse:2.20765601594395156
[ Info: [15]	train-rmse:2.14832301791581948
[ Info: [16]	train-rmse:2.08986234043462993
[ Info: [17]	train-rmse:2.05739765264399788
[ Info: [18]	train-rmse:2.00055751165101769
[ Info: [19]	train-rmse:1.93718679573181674
[ Info: [20]	train-rmse:1.89666653006405861
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.96622265433915988
[ Info: [2]	train-rmse:5.40393463700678289
[ Info: [3]	train-rmse:4.34352325761397484
[ Info: [4]	train-rmse:3.59501895167438867
[ Info: [5]	train-rmse:3.06969292540164274
[ Info: [6]	train-rmse:2.70394827221433642
[ Info: [7]	train-rmse:2.44808731142324465
[ Info: [8]	train-rmse:2.27249781841225129
[ Info: [9]	train-rmse:2.12297320875628381
[ Info: [10]	train-rmse:2.01828033835734821
[ Info: [11]	train-rmse:1.90740378826359236
[ Info: [12]	train-rmse:1.80795276498174240
[ Info: [13]	train-rmse:1.71884588950218054
[ Info: [14]	train-rmse:1.62177558425986335
[ Info: [15]	train-rmse:1.58180690076614350
[ Info: [16]	train-rmse:1.53391535619782138
[ Info: [17]	train-rmse:1.49155696576732244
[ Info: [18]	train-rmse:1.42828136015486185
[ Info: [19]	train-rmse:1.39022672523686008
[ Info: [20]	train-rmse:1.36583505165727281
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.91167895115718167
[ Info: [2]	train-rmse:5.23899441202323768
[ Info: [3]	train-rmse:4.09809775028460876
[ Info: [4]	train-rmse:3.31070849861638683
[ Info: [5]	train-rmse:2.72945713056446859
[ Info: [6]	train-rmse:2.29540499033511924
[ Info: [7]	train-rmse:1.99574145088392707
[ Info: [8]	train-rmse:1.80823670979896223
[ Info: [9]	train-rmse:1.66507661535138074
[ Info: [10]	train-rmse:1.55134958304485382
[ Info: [11]	train-rmse:1.46359853991146283
[ Info: [12]	train-rmse:1.36533059898063969
[ Info: [13]	train-rmse:1.24964697275252923
[ Info: [14]	train-rmse:1.15367585370481907
[ Info: [15]	train-rmse:1.11092337825796328
[ Info: [16]	train-rmse:1.05593012481943971
[ Info: [17]	train-rmse:1.03851840794823214
[ Info: [18]	train-rmse:1.01664373995903934
[ Info: [19]	train-rmse:0.94245568041361250
[ Info: [20]	train-rmse:0.91848731000254114
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.87551115555760539
[ Info: [2]	train-rmse:5.16566752848135735
[ Info: [3]	train-rmse:3.97502896096610669
[ Info: [4]	train-rmse:3.11469814242969267
[ Info: [5]	train-rmse:2.51911116446214089
[ Info: [6]	train-rmse:2.05905904892830005
[ Info: [7]	train-rmse:1.72812253291874662
[ Info: [8]	train-rmse:1.48570057946345901
[ Info: [9]	train-rmse:1.32295327216061076
[ Info: [10]	train-rmse:1.19788893779158223
[ Info: [11]	train-rmse:1.10492441527580509
[ Info: [12]	train-rmse:1.05555525800325278
[ Info: [13]	train-rmse:0.99081155996821213
[ Info: [14]	train-rmse:0.92351387463893464
[ Info: [15]	train-rmse:0.86299012390325258
[ Info: [16]	train-rmse:0.79872516827637441
[ Info: [17]	train-rmse:0.76723764328433530
[ Info: [18]	train-rmse:0.71861045616014929
[ Info: [19]	train-rmse:0.69026876119785252
[ Info: [20]	train-rmse:0.66323044115545493
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94686672895430135
[ Info: [2]	train-rmse:5.51629059280546841
[ Info: [3]	train-rmse:4.54042083556751486
[ Info: [4]	train-rmse:3.85243897219875597
[ Info: [5]	train-rmse:3.39159732847948447
[ Info: [6]	train-rmse:3.04482826671522178
[ Info: [7]	train-rmse:2.77075889819520604
[ Info: [8]	train-rmse:2.60735164066525194
[ Info: [9]	train-rmse:2.46786788691440950
[ Info: [10]	train-rmse:2.37889722574372087
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.75917377487881677
[ Info: [2]	train-rmse:5.23690428431722577
[ Info: [3]	train-rmse:4.20478850327908127
[ Info: [4]	train-rmse:3.46944773890842395
[ Info: [5]	train-rmse:2.97500894897776602
[ Info: [6]	train-rmse:2.62089802707322717
[ Info: [7]	train-rmse:2.35486078896622786
[ Info: [8]	train-rmse:2.16760044383221340
[ Info: [9]	train-rmse:2.02710219984993145
[ Info: [10]	train-rmse:1.93565000814873289
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.68756690291018163
[ Info: [2]	train-rmse:5.09892941037193648
[ Info: [3]	train-rmse:3.98182239591085541
[ Info: [4]	train-rmse:3.22250637797290462
[ Info: [5]	train-rmse:2.70503115046866638
[ Info: [6]	train-rmse:2.27367752039036741
[ Info: [7]	train-rmse:2.00098107634697309
[ Info: [8]	train-rmse:1.78811513234639308
[ Info: [9]	train-rmse:1.63132695543064843
[ Info: [10]	train-rmse:1.52885418567517073
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.64356278207298345
[ Info: [2]	train-rmse:5.02406141359862346
[ Info: [3]	train-rmse:3.88738890697147399
[ Info: [4]	train-rmse:3.07879055455448380
[ Info: [5]	train-rmse:2.48853030173224221
[ Info: [6]	train-rmse:2.07168902136379174
[ Info: [7]	train-rmse:1.75981474233460400
[ Info: [8]	train-rmse:1.53979173769579458
[ Info: [9]	train-rmse:1.36783577227722075
[ Info: [10]	train-rmse:1.24249629521631411
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 6)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.94686672895430135
[ Info: [2]	train-rmse:5.51629059280546841
[ Info: [3]	train-rmse:4.54042083556751486
[ Info: [4]	train-rmse:3.85243897219875597
[ Info: [5]	train-rmse:3.39159732847948447
[ Info: [6]	train-rmse:3.04482826671522178
[ Info: [7]	train-rmse:2.77075889819520604
[ Info: [8]	train-rmse:2.60735164066525194
[ Info: [9]	train-rmse:2.46786788691440950
[ Info: [10]	train-rmse:2.37889722574372087
[ Info: [11]	train-rmse:2.31136690888442065
[ Info: [12]	train-rmse:2.22130608995960666
[ Info: [13]	train-rmse:2.13990957949926441
[ Info: [14]	train-rmse:2.08110976402564685
[ Info: [15]	train-rmse:2.04056123052671401
[ Info: [16]	train-rmse:1.99437218098955960
[ Info: [17]	train-rmse:1.95559471986076838
[ Info: [18]	train-rmse:1.92539246390358998
[ Info: [19]	train-rmse:1.88623229776034851
[ Info: [20]	train-rmse:1.86402446350954110
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 3)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.75917377487881677
[ Info: [2]	train-rmse:5.23690428431722577
[ Info: [3]	train-rmse:4.20478850327908127
[ Info: [4]	train-rmse:3.46944773890842395
[ Info: [5]	train-rmse:2.97500894897776602
[ Info: [6]	train-rmse:2.62089802707322717
[ Info: [7]	train-rmse:2.35486078896622786
[ Info: [8]	train-rmse:2.16760044383221340
[ Info: [9]	train-rmse:2.02710219984993145
[ Info: [10]	train-rmse:1.93565000814873289
[ Info: [11]	train-rmse:1.84433229101001706
[ Info: [12]	train-rmse:1.78842815041086989
[ Info: [13]	train-rmse:1.69493963667530800
[ Info: [14]	train-rmse:1.65251133437448150
[ Info: [15]	train-rmse:1.56196433939800938
[ Info: [16]	train-rmse:1.50760893174475430
[ Info: [17]	train-rmse:1.46375136147837370
[ Info: [18]	train-rmse:1.41687578504427725
[ Info: [19]	train-rmse:1.40294660533271842
[ Info: [20]	train-rmse:1.36079765734459790
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 4)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.68756690291018163
[ Info: [2]	train-rmse:5.09892941037193648
[ Info: [3]	train-rmse:3.98182239591085541
[ Info: [4]	train-rmse:3.22250637797290462
[ Info: [5]	train-rmse:2.70503115046866638
[ Info: [6]	train-rmse:2.27367752039036741
[ Info: [7]	train-rmse:2.00098107634697309
[ Info: [8]	train-rmse:1.78811513234639308
[ Info: [9]	train-rmse:1.63132695543064843
[ Info: [10]	train-rmse:1.52885418567517073
[ Info: [11]	train-rmse:1.43589365114178258
[ Info: [12]	train-rmse:1.38203241458911830
[ Info: [13]	train-rmse:1.28537316152377423
[ Info: [14]	train-rmse:1.24746943604637273
[ Info: [15]	train-rmse:1.16700439975948989
[ Info: [16]	train-rmse:1.13304143064082075
[ Info: [17]	train-rmse:1.10884774452885670
[ Info: [18]	train-rmse:1.07566836834123647
[ Info: [19]	train-rmse:1.04303593830703645
[ Info: [20]	train-rmse:1.02284339868697693
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 5)
[ Info: XGBoost: starting training.
[ Info: [1]	train-rmse:6.64356278207298345
[ Info: [2]	train-rmse:5.02406141359862346
[ Info: [3]	train-rmse:3.88738890697147399
[ Info: [4]	train-rmse:3.07879055455448380
[ Info: [5]	train-rmse:2.48853030173224221
[ Info: [6]	train-rmse:2.07168902136379174
[ Info: [7]	train-rmse:1.75981474233460400
[ Info: [8]	train-rmse:1.53979173769579458
[ Info: [9]	train-rmse:1.36783577227722075
[ Info: [10]	train-rmse:1.24249629521631411
[ Info: [11]	train-rmse:1.16144562886461422
[ Info: [12]	train-rmse:1.07399729058021687
[ Info: [13]	train-rmse:0.99569913668325583
[ Info: [14]	train-rmse:0.94040699009177608
[ Info: [15]	train-rmse:0.91240889567259742
[ Info: [16]	train-rmse:0.88348376671402229
[ Info: [17]	train-rmse:0.83071903699939986
[ Info: [18]	train-rmse:0.77076773026510947
[ Info: [19]	train-rmse:0.72164522384954077
[ Info: [20]	train-rmse:0.70604725575405880
[ Info: Training rounds complete.
(train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 6)

Test Summary: | Pass  Broken  Total     Time
SoleModels.jl | 1511      30   1541  9m28.4s
     Testing SoleModels tests passed 

Testing completed after 1109.41s

PkgEval succeeded after 1361.05s