diff --git a/src/Microsoft.ML.FastTree/FastTree.cs b/src/Microsoft.ML.FastTree/FastTree.cs index ace3298dd8..82772ff151 100644 --- a/src/Microsoft.ML.FastTree/FastTree.cs +++ b/src/Microsoft.ML.FastTree/FastTree.cs @@ -14,6 +14,7 @@ using Microsoft.ML.CommandLine; using Microsoft.ML.Data; using Microsoft.ML.Data.Conversion; +using Microsoft.ML.FastTree.Utils; using Microsoft.ML.Internal.Internallearn; using Microsoft.ML.Internal.Utilities; using Microsoft.ML.Model; @@ -2791,7 +2792,6 @@ public abstract class TreeEnsembleModelParameters : IPredictorWithFeatureWeights, IFeatureContributionMapper, ICalculateFeatureContribution, - ICanGetSummaryAsIRow, ISingleCanSavePfa, ISingleCanSaveOnnx { @@ -3276,23 +3276,6 @@ internal int GetLeaf(int treeId, in VBuffer features, ref List path) return TrainedEnsemble.GetTreeAt(treeId).GetLeaf(in features, ref path); } - DataViewRow ICanGetSummaryAsIRow.GetSummaryIRowOrNull(RoleMappedSchema schema) - { - var names = default(VBuffer>); - AnnotationUtils.GetSlotNames(schema, RoleMappedSchema.ColumnRole.Feature, NumFeatures, ref names); - var metaBuilder = new DataViewSchema.Annotations.Builder(); - metaBuilder.AddSlotNames(NumFeatures, names.CopyTo); - - var weights = default(VBuffer); - ((IHaveFeatureWeights)this).GetFeatureWeights(ref weights); - var builder = new DataViewSchema.Annotations.Builder(); - builder.Add>("Gains", new VectorDataViewType(NumberDataViewType.Single, NumFeatures), weights.CopyTo, metaBuilder.ToAnnotations()); - - return AnnotationUtils.AnnotationsAsRow(builder.ToAnnotations()); - } - - DataViewRow ICanGetSummaryAsIRow.GetStatsIRowOrNull(RoleMappedSchema schema) => null; - private sealed class Tree : ITree> { private readonly InternalRegressionTree _regTree; @@ -3378,7 +3361,7 @@ public TreeNode(Dictionary keyValues) /// and is the type of /// . /// - public abstract class TreeEnsembleModelParametersBasedOnRegressionTree : TreeEnsembleModelParameters + public abstract class TreeEnsembleModelParametersBasedOnRegressionTree : TreeEnsembleModelParameters, ICanGetSummaryAsIDataView { /// /// An ensemble of trees exposed to users. It is a wrapper on the @@ -3406,6 +3389,12 @@ private RegressionTreeEnsemble CreateTreeEnsembleFromInternalDataStructure() var treeWeights = TrainedEnsemble.Trees.Select(tree => tree.Weight); return new RegressionTreeEnsemble(trees, treeWeights, TrainedEnsemble.Bias); } + + /// + /// Used for the Summarize entrypoint. + /// + IDataView ICanGetSummaryAsIDataView.GetSummaryDataView(RoleMappedSchema schema) + => RegressionTreeBaseUtils.RegressionTreeEnsembleAsIDataView(Host, TrainedTreeEnsemble.Bias, TrainedTreeEnsemble.TreeWeights, TrainedTreeEnsemble.Trees); } /// @@ -3418,7 +3407,7 @@ private RegressionTreeEnsemble CreateTreeEnsembleFromInternalDataStructure() /// and is the type of /// . /// - public abstract class TreeEnsembleModelParametersBasedOnQuantileRegressionTree : TreeEnsembleModelParameters + public abstract class TreeEnsembleModelParametersBasedOnQuantileRegressionTree : TreeEnsembleModelParameters, ICanGetSummaryAsIDataView { /// /// An ensemble of trees exposed to users. It is a wrapper on the @@ -3446,5 +3435,11 @@ private QuantileRegressionTreeEnsemble CreateTreeEnsembleFromInternalDataStructu var treeWeights = TrainedEnsemble.Trees.Select(tree => tree.Weight); return new QuantileRegressionTreeEnsemble(trees, treeWeights, TrainedEnsemble.Bias); } + + /// + /// Used for the Summarize entrypoint. + /// + IDataView ICanGetSummaryAsIDataView.GetSummaryDataView(RoleMappedSchema schema) + => RegressionTreeBaseUtils.RegressionTreeEnsembleAsIDataView(Host, TrainedTreeEnsemble.Bias, TrainedTreeEnsemble.TreeWeights, TrainedTreeEnsemble.Trees); } } diff --git a/src/Microsoft.ML.FastTree/Utils/RegressionTreeBaseUtils.cs b/src/Microsoft.ML.FastTree/Utils/RegressionTreeBaseUtils.cs new file mode 100644 index 0000000000..042de66e02 --- /dev/null +++ b/src/Microsoft.ML.FastTree/Utils/RegressionTreeBaseUtils.cs @@ -0,0 +1,147 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using System; +using System.Collections.Generic; +using System.Linq; +using Microsoft.ML.Data; +using Microsoft.ML.Runtime; +using Microsoft.ML.Trainers.FastTree; + +namespace Microsoft.ML.FastTree.Utils +{ + internal class RegressionTreeBaseUtils + { + /// + /// Utility method used to represent a tree ensemble as an . + /// Every row in the corresponds to a node in the tree ensemble. The columns are the fields for each node. + /// The column TreeID specifies which tree the node belongs to. The gets + /// special treatment since it has some additional fields ( + /// and ). + /// + public static IDataView RegressionTreeEnsembleAsIDataView(IHost host, double bias, IReadOnlyList treeWeights, IReadOnlyList trees) + { + var builder = new ArrayDataViewBuilder(host); + var numberOfRows = trees.Select(tree => tree.NumberOfNodes).Sum() + trees.Select(tree => tree.NumberOfLeaves).Sum(); + + var treeWeightsList = new List(); + var treeId = new List(); + var isLeaf = new List>(); + var leftChild = new List(); + var rightChild = new List(); + var numericalSplitFeatureIndexes = new List(); + var numericalSplitThresholds = new List(); + var categoricalSplitFlags = new List(); + var leafValues = new List(); + var splitGains = new List(); + var categoricalSplitFeatures = new List>(); + var categoricalCategoricalSplitFeatureRange = new List>(); + + for (int i = 0; i < trees.Count; i++) + { + // TreeWeights column. The TreeWeight value will be repeated for all the notes in the same tree in the IDataView. + treeWeightsList.AddRange(Enumerable.Repeat(treeWeights[i], trees[i].NumberOfNodes + trees[i].NumberOfLeaves)); + + // Tree id indicates which tree the node belongs to. + treeId.AddRange(Enumerable.Repeat(i, trees[i].NumberOfNodes + trees[i].NumberOfLeaves)); + + // IsLeaf column indicates if node is a leaf node. + isLeaf.AddRange(Enumerable.Repeat(new ReadOnlyMemory("Tree node".ToCharArray()), trees[i].NumberOfNodes)); + isLeaf.AddRange(Enumerable.Repeat(new ReadOnlyMemory("Leaf node".ToCharArray()), trees[i].NumberOfLeaves)); + + // LeftChild column. + leftChild.AddRange(trees[i].LeftChild.AsEnumerable()); + leftChild.AddRange(Enumerable.Repeat(0, trees[i].NumberOfLeaves)); + + // RightChild column. + rightChild.AddRange(trees[i].RightChild.AsEnumerable()); + rightChild.AddRange(Enumerable.Repeat(0, trees[i].NumberOfLeaves)); + + // NumericalSplitFeatureIndexes column. + numericalSplitFeatureIndexes.AddRange(trees[i].NumericalSplitFeatureIndexes.AsEnumerable()); + numericalSplitFeatureIndexes.AddRange(Enumerable.Repeat(0, trees[i].NumberOfLeaves)); + + // NumericalSplitThresholds column. + numericalSplitThresholds.AddRange(trees[i].NumericalSplitThresholds.AsEnumerable()); + numericalSplitThresholds.AddRange(Enumerable.Repeat(0f, trees[i].NumberOfLeaves)); + + // CategoricalSplitFlags column. + categoricalSplitFlags.AddRange(trees[i].CategoricalSplitFlags.AsEnumerable()); + categoricalSplitFlags.AddRange(Enumerable.Repeat(false, trees[i].NumberOfLeaves)); + + // LeafValues column. + leafValues.AddRange(Enumerable.Repeat(0d, trees[i].NumberOfNodes)); + leafValues.AddRange(trees[i].LeafValues.AsEnumerable()); + + // SplitGains column. + splitGains.AddRange(trees[i].SplitGains.AsEnumerable()); + splitGains.AddRange(Enumerable.Repeat(0d, trees[i].NumberOfLeaves)); + + for (int j = 0; j < trees[i].NumberOfNodes; j++) + { + // CategoricalSplitFeatures column. + var categoricalSplitFeaturesArray = trees[i].GetCategoricalSplitFeaturesAt(j).ToArray(); + categoricalSplitFeatures.Add(new VBuffer(categoricalSplitFeaturesArray.Length, categoricalSplitFeaturesArray)); + var len = trees[i].GetCategoricalSplitFeaturesAt(j).ToArray().Length; + + // CategoricalCategoricalSplitFeatureRange column. + var categoricalCategoricalSplitFeatureRangeArray = trees[i].GetCategoricalCategoricalSplitFeatureRangeAt(j).ToArray(); + categoricalCategoricalSplitFeatureRange.Add(new VBuffer(categoricalCategoricalSplitFeatureRangeArray.Length, categoricalCategoricalSplitFeatureRangeArray)); + len = trees[i].GetCategoricalCategoricalSplitFeatureRangeAt(j).ToArray().Length; + } + + categoricalSplitFeatures.AddRange(Enumerable.Repeat(new VBuffer(), trees[i].NumberOfLeaves)); + categoricalCategoricalSplitFeatureRange.AddRange(Enumerable.Repeat(new VBuffer(), trees[i].NumberOfLeaves)); + } + + // Bias column. This will be a repeated value for all rows in the resulting IDataView. + builder.AddColumn("Bias", NumberDataViewType.Double, Enumerable.Repeat(bias, numberOfRows).ToArray()); + builder.AddColumn("TreeWeights", NumberDataViewType.Double, treeWeightsList.ToArray()); + builder.AddColumn("TreeID", NumberDataViewType.Int32, treeId.ToArray()); + builder.AddColumn("IsLeaf", TextDataViewType.Instance, isLeaf.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.LeftChild), NumberDataViewType.Int32, leftChild.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.RightChild), NumberDataViewType.Int32, rightChild.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.NumericalSplitFeatureIndexes), NumberDataViewType.Int32, numericalSplitFeatureIndexes.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.NumericalSplitThresholds), NumberDataViewType.Single, numericalSplitThresholds.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.CategoricalSplitFlags), BooleanDataViewType.Instance, categoricalSplitFlags.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.LeafValues), NumberDataViewType.Double, leafValues.ToArray()); + builder.AddColumn(nameof(RegressionTreeBase.SplitGains), NumberDataViewType.Double, splitGains.ToArray()); + builder.AddColumn("CategoricalSplitFeatures", NumberDataViewType.Int32, categoricalSplitFeatures.ToArray()); + builder.AddColumn("CategoricalCategoricalSplitFeatureRange", NumberDataViewType.Int32, categoricalCategoricalSplitFeatureRange.ToArray()); + + // If the input tree array is a quantile regression tree we need to add two more columns. + var quantileTrees = trees as IReadOnlyList; + if (quantileTrees != null) + { + // LeafSamples column. + var leafSamples = new List>(); + + // LeafSampleWeights column. + var leafSampleWeights = new List>(); + for (int i = 0; i < quantileTrees.Count; i++) + { + leafSamples.AddRange(Enumerable.Repeat(new VBuffer(), quantileTrees[i].NumberOfNodes)); + leafSampleWeights.AddRange(Enumerable.Repeat(new VBuffer(), quantileTrees[i].NumberOfNodes)); + for (int j = 0; j < quantileTrees[i].NumberOfLeaves; j++) + { + var leafSamplesArray = quantileTrees[i].GetLeafSamplesAt(j).ToArray(); + leafSamples.Add(new VBuffer(leafSamplesArray.Length, leafSamplesArray)); + var len = quantileTrees[i].GetLeafSamplesAt(j).ToArray().Length; + + var leafSampleWeightsArray = quantileTrees[i].GetLeafSampleWeightsAt(j).ToArray(); + leafSampleWeights.Add(new VBuffer(leafSampleWeightsArray.Length, leafSampleWeightsArray)); + len = quantileTrees[i].GetLeafSampleWeightsAt(j).ToArray().Length; + } + } + + builder.AddColumn("LeafSamples", NumberDataViewType.Double, leafSamples.ToArray()); + builder.AddColumn("LeafSampleWeights", NumberDataViewType.Double, leafSampleWeights.ToArray()); + } + + var data = builder.GetDataView(); + return data; + } + + } +} diff --git a/test/BaselineOutput/Common/EntryPoints/Summarize.txt b/test/BaselineOutput/Common/EntryPoints/Summarize.txt new file mode 100644 index 0000000000..2fa47dda99 --- /dev/null +++ b/test/BaselineOutput/Common/EntryPoints/Summarize.txt @@ -0,0 +1,3912 @@ +#@ TextLoader{ +#@ header+ +#@ sep=tab +#@ col=Bias:R8:0 +#@ col=TreeWeights:R8:1 +#@ col=TreeID:I4:2 +#@ col=IsLeaf:TX:3 +#@ col=LeftChild:I4:4 +#@ col=RightChild:I4:5 +#@ col=NumericalSplitFeatureIndexes:I4:6 +#@ col=NumericalSplitThresholds:R4:7 +#@ col=CategoricalSplitFlags:BL:8 +#@ col=LeafValues:R8:9 +#@ col=SplitGains:R8:10 +#@ col=CategoricalSplitFeatures:I4:11-** +#@ col={name=CategoricalCategoricalSplitFeatureRange type=I4 src={ min=-1 var=+}} +#@ } +Bias TreeWeights TreeID IsLeaf LeftChild RightChild NumericalSplitFeatureIndexes NumericalSplitThresholds CategoricalSplitFlags LeafValues SplitGains +0 1 0 Tree node 2 1 0 2.5 0 0 17.785768088177125 +0 1 0 Tree node 5 3 1 2.5 0 0 1.6465267967918438 +0 1 0 Tree node 7 -4 4 4.5 0 0 0.71082434639549064 +0 1 0 Tree node 4 8 0 4.5 0 0 0.42381305215160303 +0 1 0 Tree node -3 6 4 2.5 0 0 0.60804232804232861 +0 1 0 Tree node -2 -7 4 1.5 0 0 0.2260869565217391 +0 1 0 Tree node -6 9 4 7.5 0 0 0.083626844890002827 +0 1 0 Tree node 10 -9 6 2.5 0 0 0.055001052148183405 +0 1 0 Tree node -5 11 2 1.5 0 0 0.050887551204886528 +0 1 0 Tree node -8 15 5 3.5 0 0 0.045714285714285374 +0 1 0 Tree node 13 -12 4 2.5 0 0 0.0095897435897462913 +0 1 0 Tree node 12 -13 6 2.5 0 0 0.0049443308339025549 +0 1 0 Tree node -10 -14 5 5.5 0 0 0.0074074074074073071 +0 1 0 Tree node 14 -15 2 1.5 0 0 3.5527136788005009E-15 +0 1 0 Tree node -1 -16 0 1.5 0 0 1.7763568394002505E-15 +0 1 0 Tree node -11 -17 5 5.5 0 0 2.2204460492503131E-16 +0 1 0 Leaf node 7 5:-1.0000000000000131 +0 1 0 Leaf node 7 5:-0.99999999999999967 +0 1 0 Leaf node 7 5:-0.42857142857142844 +0 1 0 Leaf node 7 5:0.058823529411763879 +0 1 0 Leaf node 7 5:0.63636363636360638 +0 1 0 Leaf node 7 5:0.47368421052631576 +0 1 0 Leaf node 7 5:6.9999999999999976E-45 +0 1 0 Leaf node 7 5:0.60000000000000131 +0 1 0 Leaf node 7 5:-0.6363636363636368 +0 1 0 Leaf node 7 5:0.83333333333333393 +0 1 0 Leaf node 7 5:1.0000000000000002 +0 1 0 Leaf node 7 5:-0.87500000000000033 +0 1 0 Leaf node 7 5:0.99999999999999911 +0 1 0 Leaf node 7 5:0.99999999999999967 +0 1 0 Leaf node 7 5:-0.99999999999999944 +0 1 0 Leaf node 7 5:-1.0000000000000002 +0 1 0 Leaf node 7 5:0.99999999999999978 +0 1 1 Tree node 2 1 0 2.5 0 0 11.454785468643887 +0 1 1 Tree node 5 3 1 2.5 0 0 1.0604358429592122 +0 1 1 Tree node 6 -4 5 4.5 0 0 0.53999191150213477 +0 1 1 Tree node 4 9 0 4.5 0 0 0.27319749841997343 +0 1 1 Tree node -3 7 4 2.5 0 0 0.39050430572805894 +0 1 1 Tree node -2 -7 3 2.5 0 0 0.14928874578956988 +0 1 1 Tree node 13 -8 4 3.5 0 0 0.091127812441879286 +0 1 1 Tree node 8 10 1 4.5 0 0 0.057036823076973442 +0 1 1 Tree node -6 -10 3 3.5 0 0 0.071891750827165313 +0 1 1 Tree node -5 11 2 1.5 0 0 0.033000707096361381 +0 1 1 Tree node -9 -12 3 4.5 0 0 0.010877352897405657 +0 1 1 Tree node 12 18 6 2.5 0 0 0.0032167239171947415 +0 1 1 Tree node -11 -14 2 5.5 0 0 0.0063517593168255226 +0 1 1 Tree node 14 15 6 1.5 0 0 0.00034029474834262885 +0 1 1 Tree node 16 -16 4 2.5 0 0 0.0002265695930052658 +0 1 1 Tree node -15 -17 5 2.5 0 0 5.7263644352878451E-05 +0 1 1 Tree node 17 -18 0 1.5 0 0 1.7763568394002505E-15 +0 1 1 Tree node -1 -19 2 2.5 0 0 1.7763568394002505E-15 +0 1 1 Tree node -13 -20 7 6.5 0 0 8.8817841970012523E-16 +0 1 1 Leaf node 7 5:-0.83516002301781556 +0 1 1 Leaf node 7 5:-0.89662561583167877 +0 1 1 Leaf node 7 5:-0.34559310714370484 +0 1 1 Leaf node 7 5:0.2116089646832488 +0 1 1 Leaf node 7 5:0.51807586153566532 +0 1 1 Leaf node 7 5:0.65195446992533235 +0 1 1 Leaf node 7 5:-0.069329440654477714 +0 1 1 Leaf node 7 5:-0.41213811886748514 +0 1 1 Leaf node 7 5:0.87487722590049721 +0 1 1 Leaf node 7 5:0.1277497640533187 +0 1 1 Leaf node 7 5:0.69368537418188003 +0 1 1 Leaf node 7 5:0.65941447318530344 +0 1 1 Leaf node 7 5:0.83516002301782055 +0 1 1 Leaf node 7 5:0.84944487669860125 +0 1 1 Leaf node 7 5:-0.85292753769564333 +0 1 1 Leaf node 7 5:-0.85234404485935344 +0 1 1 Leaf node 7 5:-0.84280916364700587 +0 1 1 Leaf node 7 5:-0.83516002301781966 +0 1 1 Leaf node 7 5:-0.83516002301782022 +0 1 1 Leaf node 7 5:0.83516002301781933 +0 1 2 Tree node 1 3 0 3.5 0 0 7.5392691652446091 +0 1 2 Tree node 2 8 4 5.5 0 0 1.4864804823138398 +0 1 2 Tree node 6 -4 6 3.5 0 0 0.38516316430086661 +0 1 2 Tree node 4 9 0 4.5 0 0 0.070925408875513796 +0 1 2 Tree node 5 -6 2 5.5 0 0 0.13371058874908101 +0 1 2 Tree node -2 -7 4 7.5 0 0 0.11646966989787789 +0 1 2 Tree node 10 7 4 2.5 0 0 0.063942632416533307 +0 1 2 Tree node -8 -9 3 2.5 0 0 0.1709599061264315 +0 1 2 Tree node -3 -10 5 4.5 0 0 0.029485557104393323 +0 1 2 Tree node -5 11 2 1.5 0 0 0.022435424337950316 +0 1 2 Tree node 14 -12 0 2.5 0 0 0.011429117108978204 +0 1 2 Tree node 12 13 5 4.5 0 0 0.0031877499206554027 +0 1 2 Tree node 18 -14 0 8.5 0 0 0.010203714727515578 +0 1 2 Tree node -13 17 4 2.5 0 0 0.00051196003400599821 +0 1 2 Tree node 16 15 0 1.5 0 0 0.00022181222864414707 +0 1 2 Tree node -16 -17 5 2.5 0 0 0.00032292226043484362 +0 1 2 Tree node -1 -18 4 1.5 0 0 0.00028323012481745735 +0 1 2 Tree node -15 -19 6 2.5 0 0 0.00020791606832148979 +0 1 2 Tree node -11 -20 6 3.5 0 0 8.8967040437648581E-05 +0 1 2 Leaf node 7 5:-0.74025552192789046 +0 1 2 Leaf node 7 5:-0.16326816242738612 +0 1 2 Leaf node 7 5:0.49765682775397591 +0 1 2 Leaf node 7 5:0.18185272435245958 +0 1 2 Leaf node 7 5:0.4317133410486772 +0 1 2 Leaf node 7 5:0.84127318282102337 +0 1 2 Leaf node 7 5:0.59016153047042985 +0 1 2 Leaf node 7 5:-0.736878123608942 +0 1 2 Leaf node 7 5:0.12105478692687226 +0 1 2 Leaf node 7 5:0.87235047104793451 +0 1 2 Leaf node 7 5:0.75079481734277076 +0 1 2 Leaf node 7 5:-0.82019128072142011 +0 1 2 Leaf node 7 5:0.76945383961054514 +0 1 2 Leaf node 7 5:0.53805401463060321 +0 1 2 Leaf node 7 5:0.75069895633750217 +0 1 2 Leaf node 7 5:-0.74285713806706444 +0 1 2 Leaf node 7 5:-0.76693406123396701 +0 1 2 Leaf node 7 5:-0.75599062089691682 +0 1 2 Leaf node 7 5:0.73997724088872519 +0 1 2 Leaf node 7 5:0.73997724088872474 +0 1 3 Tree node 1 3 0 3.5 0 0 4.9569209843676543 +0 1 3 Tree node 2 8 4 5.5 0 0 0.97160634848663996 +0 1 3 Tree node 6 -4 6 3.5 0 0 0.25182784904621602 +0 1 3 Tree node 4 11 5 4.5 0 0 0.050266809736952522 +0 1 3 Tree node 5 13 7 1.5 0 0 0.061867421220459295 +0 1 3 Tree node 9 -7 2 5.5 0 0 0.089116438212435922 +0 1 3 Tree node 10 7 4 2.5 0 0 0.042662415170788393 +0 1 3 Tree node -8 -9 5 1.5 0 0 0.12256247030301171 +0 1 3 Tree node -3 -10 3 3.5 0 0 0.023115817607411215 +0 1 3 Tree node -2 -11 4 5.5 0 0 0.021957723027224714 +0 1 3 Tree node 17 -12 0 2.5 0 0 0.0072345752337517055 +0 1 3 Tree node 12 14 1 4.5 0 0 0.0061956406432162048 +0 1 3 Tree node -5 -14 4 8.5 0 0 0.019466983610124139 +0 1 3 Tree node -6 -15 7 4.5 0 0 0.0047273118137041159 +0 1 3 Tree node 15 16 0 5.5 0 0 0.0020477401569514164 +0 1 3 Tree node -13 -17 4 8.5 0 0 0.0025123366467380559 +0 1 3 Tree node -16 -18 6 1.5 0 0 0.00040219369675043026 +0 1 3 Tree node -1 18 0 1.5 0 0 0.00014131210384249471 +0 1 3 Tree node -19 -20 5 2.5 0 0 0.00020550203233732356 +0 1 3 Leaf node 7 5:-0.67910265966523431 +0 1 3 Leaf node 7 5:-0.12614821028001405 +0 1 3 Leaf node 7 5:0.44560858046361068 +0 1 3 Leaf node 7 5:0.14599188791913748 +0 1 3 Leaf node 7 5:0.32364264101523998 +0 1 3 Leaf node 7 5:0.59936575580278251 +0 1 3 Leaf node 7 5:0.71743938923772466 +0 1 3 Leaf node 7 5:-0.76141512320614002 +0 1 3 Leaf node 7 5:-0.02243913091672789 +0 1 3 Leaf node 7 5:0.78248097666996363 +0 1 3 Leaf node 7 5:0.2197434511660977 +0 1 3 Leaf node 7 5:-0.7316562073292483 +0 1 3 Leaf node 7 5:0.746845173229854 +0 1 3 Leaf node 7 5:0.69620607347363428 +0 1 3 Leaf node 7 5:0.74683941512752361 +0 1 3 Leaf node 7 5:0.69449413494951118 +0 1 3 Leaf node 7 5:0.68169788372500384 +0 1 3 Leaf node 7 5:0.678341889992506 +0 1 3 Leaf node 7 5:-0.68046529007978385 +0 1 3 Leaf node 7 5:-0.69732734228970483 +0 1 4 Tree node 4 1 1 2.5 0 0 3.3648318772250714 +0 1 4 Tree node -2 2 0 1.5 0 0 0.48157521456886243 +0 1 4 Tree node 3 5 4 2.5 0 0 0.11006413457692643 +0 1 4 Tree node -3 11 3 3.5 0 0 0.31728462756785558 +0 1 4 Tree node 12 -6 7 1.5 0 0 0.099151179424424196 +0 1 4 Tree node 8 6 0 3.5 0 0 0.015687558770881571 +0 1 4 Tree node 7 13 4 8.5 0 0 0.030466565744893481 +0 1 4 Tree node -7 9 0 4.5 0 0 0.062479942707049901 +0 1 4 Tree node -4 -10 6 4.5 0 0 0.030451624831607904 +0 1 4 Tree node 10 17 3 5.5 0 0 0.021198610669313778 +0 1 4 Tree node -9 -12 5 4.5 0 0 0.04094035396287074 +0 1 4 Tree node -5 -13 6 7.5 0 0 0.0062844681665965296 +0 1 4 Tree node 15 -14 6 2.5 0 0 0.0055881937603312615 +0 1 4 Tree node 18 14 3 6.5 0 0 0.0048528406235339716 +0 1 4 Tree node -15 -16 6 4.5 0 0 0.0082348933991172601 +0 1 4 Tree node -1 16 4 2.5 0 0 0.0031639346679037672 +0 1 4 Tree node -17 -18 5 1.5 0 0 0.0031172038997350771 +0 1 4 Tree node -11 -19 5 6.5 0 0 0.0024250625447380381 +0 1 4 Tree node -8 -20 0 4.5 0 0 0.0014648330184170444 +0 1 4 Leaf node 7 5:-0.63712598823665623 +0 1 4 Leaf node 7 5:-0.55144966622089264 +0 1 4 Leaf node 7 5:-0.60278790814868133 +0 1 4 Leaf node 7 5:0.78629221620683021 +0 1 4 Leaf node 7 5:0.49170713377344383 +0 1 4 Leaf node 7 5:-0.058637990163642371 +0 1 4 Leaf node 7 5:-0.053016412554148497 +0 1 4 Leaf node 7 5:0.66527569631899708 +0 1 4 Leaf node 7 5:0.062370133341687319 +0 1 4 Leaf node 7 5:0.38692293939070216 +0 1 4 Leaf node 7 5:0.6855710922697501 +0 1 4 Leaf node 7 5:0.63955865207899876 +0 1 4 Leaf node 7 5:0.73349176825284179 +0 1 4 Leaf node 7 5:-0.64598421106675052 +0 1 4 Leaf node 7 5:0.36984105442940551 +0 1 4 Leaf node 7 5:0.63748237804682961 +0 1 4 Leaf node 7 5:-0.69465824479698379 +0 1 4 Leaf node 7 5:-0.47697027144893539 +0 1 4 Leaf node 7 5:0.63706381852564919 +0 1 4 Leaf node 7 5:0.64146046424417491 +0 1 5 Tree node 2 1 1 2.5 0 0 2.2266955762236385 +0 1 5 Tree node 3 4 5 2.5 0 0 0.32113830414610589 +0 1 5 Tree node 11 -4 5 3.5 0 0 0.081731277346908326 +0 1 5 Tree node -2 -5 0 2.5 0 0 0.072925347172220489 +0 1 5 Tree node 5 6 4 1.5 0 0 0.059870173322468356 +0 1 5 Tree node -3 -7 2 3.5 0 0 0.13863930144313646 +0 1 5 Tree node 7 10 6 8.5 0 0 0.020065184839636596 +0 1 5 Tree node 8 12 5 4.5 0 0 0.02893292904044209 +0 1 5 Tree node 9 -10 6 4.5 0 0 0.032618217174464267 +0 1 5 Tree node 16 -11 3 4.5 0 0 0.060032472228908951 +0 1 5 Tree node -8 -12 0 4.5 0 0 0.022219311865554703 +0 1 5 Tree node 14 -13 0 2.5 0 0 0.011090899375911123 +0 1 5 Tree node -9 13 2 2.5 0 0 0.0096478024952059149 +0 1 5 Tree node -14 -15 4 7.5 0 0 0.018931599937353938 +0 1 5 Tree node 17 15 3 1.5 0 0 0.003138538348598674 +0 1 5 Tree node -16 -17 4 2.5 0 0 0.0061811982097792484 +0 1 5 Tree node -6 -18 4 9.5 0 0 0.0029134260186311489 +0 1 5 Tree node -1 18 5 1.5 0 0 0.0015794275655390266 +0 1 5 Tree node -19 -20 5 2.5 0 0 0.0021785356729120825 +0 1 5 Leaf node 7 5:-0.60942513365043893 +0 1 5 Leaf node 7 5:-0.61350930057376085 +0 1 5 Leaf node 7 5:-0.35806418345529634 +0 1 5 Leaf node 7 5:-0.0033188441089130895 +0 1 5 Leaf node 7 5:0.18634691143945928 +0 1 5 Leaf node 7 5:0.62003008502460211 +0 1 5 Leaf node 7 5:0.72009768914666872 +0 1 5 Leaf node 7 5:0.75038293342126672 +0 1 5 Leaf node 7 5:0.66555398911559138 +0 1 5 Leaf node 7 5:0.016537097335072071 +0 1 5 Leaf node 7 5:-0.0027223300409208047 +0 1 5 Leaf node 7 5:0.61176391358487181 +0 1 5 Leaf node 7 5:-0.69589474088240499 +0 1 5 Leaf node 7 5:0.26494061574521649 +0 1 5 Leaf node 7 5:0.61196227517430624 +0 1 5 Leaf node 7 5:-0.60695746169983589 +0 1 5 Leaf node 7 5:-0.58915404361370138 +0 1 5 Leaf node 7 5:0.617119607358383 +0 1 5 Leaf node 7 5:-0.43169152505237196 +0 1 5 Leaf node 7 5:-0.605419794416029 +0 1 6 Tree node 2 1 1 2.5 0 0 1.4768072087055806 +0 1 6 Tree node 3 4 5 2.5 0 0 0.21367161878941165 +0 1 6 Tree node 14 -4 7 1.5 0 0 0.062813914804945581 +0 1 6 Tree node -2 -5 0 2.5 0 0 0.048024075046444487 +0 1 6 Tree node 5 7 5 4.5 0 0 0.039909160293157608 +0 1 6 Tree node 6 13 6 7.5 0 0 0.069043844351630246 +0 1 6 Tree node -3 8 2 1.5 0 0 0.053906432070409252 +0 1 6 Tree node -6 10 2 1.5 0 0 0.029391811507596732 +0 1 6 Tree node 9 -10 2 5.5 0 0 0.025563318887974612 +0 1 6 Tree node -8 -11 1 4.5 0 0 0.026382947115488865 +0 1 6 Tree node 11 12 1 4.5 0 0 0.019317607375981649 +0 1 6 Tree node -9 -13 4 8.5 0 0 0.043296093411369627 +0 1 6 Tree node -12 18 0 4.5 0 0 0.0058628276886528163 +0 1 6 Tree node -7 -15 7 2.5 0 0 0.0053709020037477628 +0 1 6 Tree node 15 -16 4 3.5 0 0 0.0040438484726235124 +0 1 6 Tree node 16 -17 6 2.5 0 0 0.01563690569968057 +0 1 6 Tree node 17 -18 4 2.5 0 0 0.0031877058780001022 +0 1 6 Tree node -1 -19 3 1.5 0 0 0.00038064552842143051 +0 1 6 Tree node -14 -20 6 5.5 0 0 0.00026244522316837271 +0 1 6 Leaf node 7 5:-0.59096041322772475 +0 1 6 Leaf node 7 5:-0.58894587595718872 +0 1 6 Leaf node 7 5:-0.2441969205303969 +0 1 6 Leaf node 7 5:0.025215554503243455 +0 1 6 Leaf node 7 5:0.1523305965313744 +0 1 6 Leaf node 7 5:0.73925478157361546 +0 1 6 Leaf node 7 5:0.66255149152754766 +0 1 6 Leaf node 7 5:-0.14301179390189941 +0 1 6 Leaf node 7 5:-0.15608286338200414 +0 1 6 Leaf node 7 5:0.60857221306508269 +0 1 6 Leaf node 7 5:0.27760999298009492 +0 1 6 Leaf node 7 5:0.64923498311631966 +0 1 6 Leaf node 7 5:0.58958832526557259 +0 1 6 Leaf node 7 5:0.58964811148741347 +0 1 6 Leaf node 7 5:0.59247183699744066 +0 1 6 Leaf node 7 5:-0.26981291103800642 +0 1 6 Leaf node 7 5:-0.69469744311210224 +0 1 6 Leaf node 7 5:-0.62210180824874162 +0 1 6 Leaf node 7 5:-0.58339331131815875 +0 1 6 Leaf node 7 5:0.58338059901738826 +0 1 7 Tree node 3 1 1 2.5 0 0 0.98267624126066111 +0 1 7 Tree node 2 4 4 2.5 0 0 0.15641463742075218 +0 1 7 Tree node 16 15 3 3.5 0 0 0.17999739728518938 +0 1 7 Tree node 8 -5 5 3.5 0 0 0.052269725017739188 +0 1 7 Tree node 7 5 0 3.5 0 0 0.009113419809487433 +0 1 7 Tree node 6 9 0 4.5 0 0 0.02420997773693917 +0 1 7 Tree node -6 13 4 8.5 0 0 0.03764094896277221 +0 1 7 Tree node -3 -9 4 8.5 0 0 0.015832270922302327 +0 1 7 Tree node 17 -10 0 2.5 0 0 0.0065281927367447645 +0 1 7 Tree node 14 10 1 6.5 0 0 0.005334317994526272 +0 1 7 Tree node 11 12 1 8.5 0 0 0.012423680703875617 +0 1 7 Tree node -11 -13 5 4.5 0 0 0.036299232949423853 +0 1 7 Tree node -12 -14 5 4.5 0 0 0.0053428763348583597 +0 1 7 Tree node -8 -15 3 3.5 0 0 0.0036028148317047426 +0 1 7 Tree node -7 -16 4 5.5 0 0 0.0030910763873618352 +0 1 7 Tree node -4 -17 6 7.5 0 0 0.0026533424742291728 +0 1 7 Tree node -2 -18 0 1.5 0 0 0.0025381496804612047 +0 1 7 Tree node -1 18 3 1.5 0 0 0.002319573230862737 +0 1 7 Tree node -19 -20 4 2.5 0 0 0.0041680645345724132 +0 1 7 Leaf node 7 5:-0.45967359032024091 +0 1 7 Leaf node 7 5:-0.57191282405294586 +0 1 7 Leaf node 7 5:0.51486793580060419 +0 1 7 Leaf node 7 5:0.34648823848695115 +0 1 7 Leaf node 7 5:0.054131124611757162 +0 1 7 Leaf node 7 5:-0.19930331974063303 +0 1 7 Leaf node 7 5:0.61275766519257269 +0 1 7 Leaf node 7 5:0.5862712625279265 +0 1 7 Leaf node 7 5:0.33473190498296673 +0 1 7 Leaf node 7 5:-0.63237482520358357 +0 1 7 Leaf node 7 5:-0.12163508560840822 +0 1 7 Leaf node 7 5:0.62520434633236432 +0 1 7 Leaf node 7 5:0.56724385740745986 +0 1 7 Leaf node 7 5:0.56738830226919812 +0 1 7 Leaf node 7 5:0.25768952864781652 +0 1 7 Leaf node 7 5:0.57617337155810211 +0 1 7 Leaf node 7 5:0.62612277664389548 +0 1 7 Leaf node 7 5:-0.5550635189965929 +0 1 7 Leaf node 7 5:-0.56718349139165458 +0 1 7 Leaf node 7 5:-0.50254944451819639 +0 1 8 Tree node 1 3 0 3.5 0 0 0.66536258125299119 +0 1 8 Tree node 2 6 4 5.5 0 0 0.21156612850914802 +0 1 8 Tree node 7 -4 1 3.5 0 0 0.035347045455051851 +0 1 8 Tree node 4 10 0 4.5 0 0 0.021173250918402775 +0 1 8 Tree node -2 5 5 3.5 0 0 0.039388041882774387 +0 1 8 Tree node -6 -7 4 7.5 0 0 0.011956248029585063 +0 1 8 Tree node -3 -8 5 4.5 0 0 0.010779537101287567 +0 1 8 Tree node 9 8 4 2.5 0 0 0.010512711956295662 +0 1 8 Tree node -9 -10 5 1.5 0 0 0.033981403375574371 +0 1 8 Tree node 15 -11 5 3.5 0 0 0.021304258822453015 +0 1 8 Tree node 11 12 4 3.5 0 0 0.0065543612240061 +0 1 8 Tree node -5 -13 5 7.5 0 0 0.0042881320819726093 +0 1 8 Tree node 13 16 3 5.5 0 0 0.0039757543845597432 +0 1 8 Tree node 14 17 4 8.5 0 0 0.014451702497454241 +0 1 8 Tree node -12 -16 5 4.5 0 0 0.029656051134302919 +0 1 8 Tree node -1 -17 0 2.5 0 0 0.0029428024641653394 +0 1 8 Tree node -14 18 5 4.5 0 0 0.0026885308938822405 +0 1 8 Tree node -15 -19 5 4.5 0 0 0.0017925633233363408 +0 1 8 Tree node -18 -20 6 5.5 0 0 0.00012556052649784211 +0 1 8 Leaf node 7 5:-0.55408254832985404 +0 1 8 Leaf node 7 5:-0.28789479031165482 +0 1 8 Leaf node 7 5:0.26234655626027176 +0 1 8 Leaf node 7 5:0.059731505121539206 +0 1 8 Leaf node 7 5:0.62476646693244353 +0 1 8 Leaf node 7 5:0.053863106410461575 +0 1 8 Leaf node 7 5:0.58332984358332363 +0 1 8 Leaf node 7 5:0.68054061996126081 +0 1 8 Leaf node 7 5:-0.59072693795367659 +0 1 8 Leaf node 7 5:0.061392772182986034 +0 1 8 Leaf node 7 5:-0.65234469819990226 +0 1 8 Leaf node 7 5:-0.22208214402922027 +0 1 8 Leaf node 7 5:0.55339681310819977 +0 1 8 Leaf node 7 5:0.58889800112411428 +0 1 8 Leaf node 7 5:0.57934396210814187 +0 1 8 Leaf node 7 5:0.55982216917928118 +0 1 8 Leaf node 7 5:-0.58755171835672737 +0 1 8 Leaf node 7 5:0.5580141923199754 +0 1 8 Leaf node 7 5:0.55278778799464079 +0 1 8 Leaf node 7 5:0.55227197686411889 +0 1 9 Tree node 1 2 6 2.5 0 0 0.46211195382233078 +0 1 9 Tree node 5 4 4 5.5 0 0 0.11364064475415986 +0 1 9 Tree node 3 6 4 1.5 0 0 0.023407128582424108 +0 1 9 Tree node -2 -5 1 3.5 0 0 0.051822612932553018 +0 1 9 Tree node -3 18 5 4.5 0 0 0.012563483256531151 +0 1 9 Tree node 12 11 2 2.5 0 0 0.0096764554786254453 +0 1 9 Tree node 7 8 2 1.5 0 0 0.0084174825576821266 +0 1 9 Tree node -4 -9 1 4.5 0 0 0.051792571786919671 +0 1 9 Tree node 9 15 0 4.5 0 0 0.017365562478503127 +0 1 9 Tree node -8 10 4 6.5 0 0 0.032375454149245177 +0 1 9 Tree node -11 -12 7 1.5 0 0 0.021062634309595405 +0 1 9 Tree node -7 -13 5 1.5 0 0 0.0071173825329110818 +0 1 9 Tree node 13 14 3 2.5 0 0 0.0036613075522242688 +0 1 9 Tree node -1 -15 4 2.5 0 0 0.023114039771071848 +0 1 9 Tree node -14 -16 4 1.5 0 0 0.01594193426181878 +0 1 9 Tree node 16 17 5 4.5 0 0 0.0033461805382599963 +0 1 9 Tree node -10 -18 6 8.5 0 0 0.002596509490379581 +0 1 9 Tree node -17 -19 1 4.5 0 0 0.0022198283426134446 +0 1 9 Tree node -6 -20 0 5.5 0 0 0.00072197085345742512 +0 1 9 Leaf node 7 5:-0.53944970971230977 +0 1 9 Leaf node 7 5:-0.60440304857439919 +0 1 9 Leaf node 7 5:-0.0053669646141650479 +0 1 9 Leaf node 7 5:0.67444525441391723 +0 1 9 Leaf node 7 5:0.34587860871731263 +0 1 9 Leaf node 7 5:0.58428097372510623 +0 1 9 Leaf node 7 5:-0.54262569786920289 +0 1 9 Leaf node 7 5:-0.2026826272047059 +0 1 9 Leaf node 7 5:-0.029843260707607084 +0 1 9 Leaf node 7 5:0.58440711845439119 +0 1 9 Leaf node 7 5:0.61463492852757617 +0 1 9 Leaf node 7 5:0.006675582403521038 +0 1 9 Leaf node 7 5:-0.05257196512448873 +0 1 9 Leaf node 7 5:-0.57390345932906783 +0 1 9 Leaf node 7 5:-0.60915231508775991 +0 1 9 Leaf node 7 5:0.091288990386104135 +0 1 9 Leaf node 7 5:0.59167977454141141 +0 1 9 Leaf node 7 5:0.54638527704219375 +0 1 9 Leaf node 7 5:0.5426083350724733 +0 1 9 Leaf node 7 5:0.54562130194229053 +0 1 10 Tree node 1 2 4 3.5 0 0 0.30789455065013699 +0 1 10 Tree node 3 15 0 4.5 0 0 0.10940037591044327 +0 1 10 Tree node -2 5 0 1.5 0 0 0.03045259743356539 +0 1 10 Tree node 4 -5 2 3.5 0 0 0.025405318634106722 +0 1 10 Tree node 10 -6 1 3.5 0 0 0.018517533118444396 +0 1 10 Tree node 6 7 0 3.5 0 0 0.013919742117652012 +0 1 10 Tree node -4 -8 6 4.5 0 0 0.030101488852239788 +0 1 10 Tree node 8 9 1 4.5 0 0 0.010531835457834871 +0 1 10 Tree node -7 -10 0 4.5 0 0 0.027429139420893117 +0 1 10 Tree node -9 11 0 4.5 0 0 0.013750779633581581 +0 1 10 Tree node 16 -12 4 2.5 0 0 0.0057504814446144858 +0 1 10 Tree node 12 14 0 9.5 0 0 0.0050860137512775405 +0 1 10 Tree node 13 18 4 8.5 0 0 0.016342913596589407 +0 1 10 Tree node -11 -15 7 1.5 0 0 0.033333683644683448 +0 1 10 Tree node -13 -16 5 4.5 0 0 0.0043060924487002133 +0 1 10 Tree node -3 -17 5 7.5 0 0 0.0031064711526102018 +0 1 10 Tree node 17 -18 5 3.5 0 0 0.0022544544202355299 +0 1 10 Tree node -1 -19 0 2.5 0 0 0.0014075164497784898 +0 1 10 Tree node -14 -20 5 4.5 0 0 0.00065099159393832567 +0 1 10 Leaf node 7 5:-0.53532763461312483 +0 1 10 Leaf node 7 5:-0.15291558816113995 +0 1 10 Leaf node 7 5:0.59696869858668045 +0 1 10 Leaf node 7 5:0.6910534782776756 +0 1 10 Leaf node 7 5:0.20987376889830989 +0 1 10 Leaf node 7 5:-0.50667599462483714 +0 1 10 Leaf node 7 5:-0.24554533133325326 +0 1 10 Leaf node 7 5:0.06969654390899814 +0 1 10 Leaf node 7 5:0.60498587294634831 +0 1 10 Leaf node 7 5:0.56131472681193095 +0 1 10 Leaf node 7 5:-0.46670194019273203 +0 1 10 Leaf node 7 5:-0.074852306135570118 +0 1 10 Leaf node 7 5:0.58151845081865428 +0 1 10 Leaf node 7 5:0.54820674743086217 +0 1 10 Leaf node 7 5:0.55368829741411296 +0 1 10 Leaf node 7 5:0.53436688029504109 +0 1 10 Leaf node 7 5:0.53672230865263593 +0 1 10 Leaf node 7 5:-0.37878951618426387 +0 1 10 Leaf node 7 5:-0.55723751684751865 +0 1 10 Leaf node 7 5:0.5343768719384725 +0 1 11 Tree node 1 3 6 2.5 0 0 0.22626816903925392 +0 1 11 Tree node 2 13 1 4.5 0 0 0.050850795324268311 +0 1 11 Tree node 14 -4 4 5.5 0 0 0.014402581733509279 +0 1 11 Tree node 4 5 4 1.5 0 0 0.0097156660280974527 +0 1 11 Tree node -2 -6 3 3.5 0 0 0.029846285793087287 +0 1 11 Tree node 6 7 2 1.5 0 0 0.008208514191130542 +0 1 11 Tree node -5 -8 1 4.5 0 0 0.03930673379936804 +0 1 11 Tree node 8 10 1 4.5 0 0 0.011630114507080985 +0 1 11 Tree node 9 -10 2 5.5 0 0 0.028465018701186815 +0 1 11 Tree node -7 -11 3 3.5 0 0 0.017175906713295365 +0 1 11 Tree node 11 12 3 4.5 0 0 0.0056087602061532654 +0 1 11 Tree node -9 -13 4 7.5 0 0 0.0061990483146454056 +0 1 11 Tree node -12 -14 4 4.5 0 0 0.0055296896065546164 +0 1 11 Tree node -3 -15 0 7.5 0 0 0.0052209466501699983 +0 1 11 Tree node 18 15 3 1.5 0 0 0.0017015766102715935 +0 1 11 Tree node -16 16 4 1.5 0 0 0.0053099415573156228 +0 1 11 Tree node 17 -18 3 2.5 0 0 0.018312958411079702 +0 1 11 Tree node -17 -19 4 2.5 0 0 0.0086135043904270736 +0 1 11 Tree node -1 -20 5 2.5 0 0 0.0015769507670384715 +0 1 11 Leaf node 7 5:-0.26961114638364003 +0 1 11 Leaf node 7 5:-0.583549237407753 +0 1 11 Leaf node 7 5:0.46497128821381539 +0 1 11 Leaf node 7 5:0.12336134672059156 +0 1 11 Leaf node 7 5:0.62796913989424075 +0 1 11 Leaf node 7 5:0.32309133849965038 +0 1 11 Leaf node 7 5:0.077469251279986245 +0 1 11 Leaf node 7 5:-0.060250197216972445 +0 1 11 Leaf node 7 5:0.58848130357847583 +0 1 11 Leaf node 7 5:0.44209327868916243 +0 1 11 Leaf node 7 5:-0.54081951713312248 +0 1 11 Leaf node 7 5:-0.031283472133162869 +0 1 11 Leaf node 7 5:0.53677255006165248 +0 1 11 Leaf node 7 5:0.53402587487795372 +0 1 11 Leaf node 7 5:0.070040792637224819 +0 1 11 Leaf node 7 5:-0.53027778978358542 +0 1 11 Leaf node 7 5:-0.5424972937929653 +0 1 11 Leaf node 7 5:-0.014760001803255296 +0 1 11 Leaf node 7 5:-0.64427460953313231 +0 1 11 Leaf node 7 5:-0.54019340326486431 +0 1 12 Tree node 1 4 5 3.5 0 0 0.15614538106077411 +0 1 12 Tree node 2 -3 6 7.5 0 0 0.041096152599663371 +0 1 12 Tree node 9 3 4 4.5 0 0 0.019998563921278217 +0 1 12 Tree node -4 -5 4 7.5 0 0 0.027668714508952946 +0 1 12 Tree node 6 5 3 2.5 0 0 0.010142435130639796 +0 1 12 Tree node -6 7 2 1.5 0 0 0.040778538880145321 +0 1 12 Tree node -2 -8 1 2.5 0 0 0.02548237418944807 +0 1 12 Tree node 8 11 2 5.5 0 0 0.008865407752897278 +0 1 12 Tree node -7 12 1 4.5 0 0 0.02547820286656529 +0 1 12 Tree node 10 -11 7 1.5 0 0 0.0083394579515667644 +0 1 12 Tree node 15 13 4 2.5 0 0 0.011169333448184382 +0 1 12 Tree node -9 17 1 3.5 0 0 0.0071121424044018264 +0 1 12 Tree node -10 14 5 4.5 0 0 0.0054713812403121252 +0 1 12 Tree node -12 -15 1 1.5 0 0 0.0023904831842125746 +0 1 12 Tree node -14 -16 4 7.5 0 0 0.0015695417262545121 +0 1 12 Tree node 18 16 0 2.5 0 0 0.0012826848436582883 +0 1 12 Tree node -17 -18 1 2.5 0 0 0.0011505115941559327 +0 1 12 Tree node -13 -19 4 3.5 0 0 0.00053978733616190377 +0 1 12 Tree node -1 -20 4 1.5 0 0 0.00027651925904334518 +0 1 12 Leaf node 7 5:-0.52318445554083692 +0 1 12 Leaf node 7 5:-0.40756931869872531 +0 1 12 Leaf node 7 5:0.57663002357232107 +0 1 12 Leaf node 7 5:0.37341354199561883 +0 1 12 Leaf node 7 5:-0.18572597812748576 +0 1 12 Leaf node 7 5:0.70485447365705389 +0 1 12 Leaf node 7 5:-0.29630573735653426 +0 1 12 Leaf node 7 5:0.47476256663167732 +0 1 12 Leaf node 7 5:0.59642023952503043 +0 1 12 Leaf node 7 5:0.014275306923851813 +0 1 12 Leaf node 7 5:0.076685210177186908 +0 1 12 Leaf node 7 5:-0.5468995729178433 +0 1 12 Leaf node 7 5:0.5432497684841372 +0 1 12 Leaf node 7 5:0.5568737044416987 +0 1 12 Leaf node 7 5:-0.43555855651595199 +0 1 12 Leaf node 7 5:0.52409558964838221 +0 1 12 Leaf node 7 5:-0.52740704979530739 +0 1 12 Leaf node 7 5:-0.36975782176742489 +0 1 12 Leaf node 7 5:0.52507335235142838 +0 1 12 Leaf node 7 5:-0.53291325569631554 +0 1 13 Tree node 1 6 6 2.5 0 0 0.10976432500911738 +0 1 13 Tree node 2 5 0 4.5 0 0 0.025580917620604049 +0 1 13 Tree node 4 3 5 3.5 0 0 0.013206540993223992 +0 1 13 Tree node -4 -5 3 2.5 0 0 0.031741720511075766 +0 1 13 Tree node 15 -6 1 3.5 0 0 0.013913362070583843 +0 1 13 Tree node -3 14 0 6.5 0 0 0.0066102605600364605 +0 1 13 Tree node 7 10 6 8.5 0 0 0.0057814210948923389 +0 1 13 Tree node 11 8 6 4.5 0 0 0.01143565455751884 +0 1 13 Tree node 9 17 0 4.5 0 0 0.02835334587583397 +0 1 13 Tree node -9 -11 4 6.5 0 0 0.040613029357732713 +0 1 13 Tree node -8 -12 0 4.5 0 0 0.0093700335443936342 +0 1 13 Tree node 12 -13 7 2.5 0 0 0.0052544392793956764 +0 1 13 Tree node -2 13 4 2.5 0 0 0.0089338527218209632 +0 1 13 Tree node -14 -15 3 4.5 0 0 0.021867570298709046 +0 1 13 Tree node -7 -16 3 5.5 0 0 0.0046647722237541517 +0 1 13 Tree node 16 -17 4 4.5 0 0 0.0026477041129318452 +0 1 13 Tree node -1 -18 4 2.5 0 0 0.0045648797767236932 +0 1 13 Tree node -10 18 1 7.5 0 0 0.0020688040371609553 +0 1 13 Tree node -19 -20 3 5.5 0 0 0.0031045947335267225 +0 1 13 Leaf node 7 5:-0.51986865350638722 +0 1 13 Leaf node 7 5:-0.11040410506852875 +0 1 13 Leaf node 7 5:0.57268517709278788 +0 1 13 Leaf node 7 5:-0.47794315950627336 +0 1 13 Leaf node 7 5:0.52969828982641054 +0 1 13 Leaf node 7 5:-0.59291448151184489 +0 1 13 Leaf node 7 5:-0.20585137616315158 +0 1 13 Leaf node 7 5:0.57631786371468052 +0 1 13 Leaf node 7 5:-0.56942420962051921 +0 1 13 Leaf node 7 5:0.54102819256282986 +0 1 13 Leaf node 7 5:0.086637015758144434 +0 1 13 Leaf node 7 5:0.52567855096280236 +0 1 13 Leaf node 7 5:0.60012811707891789 +0 1 13 Leaf node 7 5:0.59980474967717967 +0 1 13 Leaf node 7 5:-0.163669081046947 +0 1 13 Leaf node 7 5:0.5285796662139729 +0 1 13 Leaf node 7 5:0.0087206217048215635 +0 1 13 Leaf node 7 5:-0.55262587005832275 +0 1 13 Leaf node 7 5:-0.062278296234288807 +0 1 13 Leaf node 7 5:0.53087963763241142 +0 1 14 Tree node 1 9 6 2.5 0 0 0.073664541454314877 +0 1 14 Tree node 2 5 0 4.5 0 0 0.017191198396735739 +0 1 14 Tree node 4 3 5 3.5 0 0 0.0087712365000271603 +0 1 14 Tree node -4 -5 3 2.5 0 0 0.020826534731069608 +0 1 14 Tree node 6 -6 3 3.5 0 0 0.010978205932861182 +0 1 14 Tree node -3 -7 3 4.5 0 0 0.0051531902121699511 +0 1 14 Tree node 7 8 2 2.5 0 0 0.0046008918998156623 +0 1 14 Tree node 18 -9 4 2.5 0 0 0.0081403544084001356 +0 1 14 Tree node -8 -10 5 1.5 0 0 0.0057685104722513692 +0 1 14 Tree node 10 14 6 8.5 0 0 0.0037898214095373091 +0 1 14 Tree node 11 12 4 5.5 0 0 0.0076259624779356407 +0 1 14 Tree node 13 -13 6 5.5 0 0 0.029691049603581644 +0 1 14 Tree node -12 15 3 2.5 0 0 0.0068336581738681415 +0 1 14 Tree node -2 -15 6 3.5 0 0 0.0068198668979555163 +0 1 14 Tree node -11 -16 0 4.5 0 0 0.0062325520726422244 +0 1 14 Tree node 17 16 2 4.5 0 0 0.0042938045490877302 +0 1 14 Tree node -17 -18 2 6.5 0 0 0.011052590787260487 +0 1 14 Tree node -14 -19 0 5.5 0 0 0.0034047397736560285 +0 1 14 Tree node -1 -20 0 2.5 0 0 0.00066999120683295527 +0 1 14 Leaf node 7 5:-0.51561869960975903 +0 1 14 Leaf node 7 5:0.064965489279098662 +0 1 14 Leaf node 7 5:0.54672553394811341 +0 1 14 Leaf node 7 5:-0.42794255710570928 +0 1 14 Leaf node 7 5:0.47723415266950997 +0 1 14 Leaf node 7 5:-0.57997271525713234 +0 1 14 Leaf node 7 5:-0.026878550870769707 +0 1 14 Leaf node 7 5:-0.51706575812488298 +0 1 14 Leaf node 7 5:-0.42202885266646972 +0 1 14 Leaf node 7 5:0.29902428292017508 +0 1 14 Leaf node 7 5:0.56089726024265174 +0 1 14 Leaf node 7 5:0.59297259819488046 +0 1 14 Leaf node 7 5:-0.40072862909976958 +0 1 14 Leaf node 7 5:0.55722741175196289 +0 1 14 Leaf node 7 5:0.43592366056422038 +0 1 14 Leaf node 7 5:0.52092228948001518 +0 1 14 Leaf node 7 5:-0.33126445296649076 +0 1 14 Leaf node 7 5:0.5260318530802458 +0 1 14 Leaf node 7 5:0.19646547609909421 +0 1 14 Leaf node 7 5:-0.53613078749954124 +0 1 15 Tree node 1 6 5 3.5 0 0 0.050005428138913066 +0 1 15 Tree node 4 2 1 3.5 0 0 0.016557202478245235 +0 1 15 Tree node 3 -4 7 1.5 0 0 0.015595979747119293 +0 1 15 Tree node -3 5 6 2.5 0 0 0.015440120074788278 +0 1 15 Tree node 11 -6 2 3.5 0 0 0.012629088966815562 +0 1 15 Tree node -5 -7 2 1.5 0 0 0.012257885441092938 +0 1 15 Tree node 7 12 4 8.5 0 0 0.0051562434717637301 +0 1 15 Tree node 8 13 7 2.5 0 0 0.01058109640068222 +0 1 15 Tree node 9 10 1 4.5 0 0 0.014589261486559816 +0 1 15 Tree node -2 -11 4 4.5 0 0 0.013713378230676872 +0 1 15 Tree node -10 14 5 4.5 0 0 0.010599093172183952 +0 1 15 Tree node 15 -13 4 3.5 0 0 0.0049522757658672922 +0 1 15 Tree node -8 16 1 3.5 0 0 0.0034970325367616878 +0 1 15 Tree node -9 -15 1 6.5 0 0 0.0033012248935417824 +0 1 15 Tree node -12 18 0 6.5 0 0 0.0014063932939876282 +0 1 15 Tree node -1 -17 4 1.5 0 0 0.00063813835519541812 +0 1 15 Tree node -14 17 5 4.5 0 0 0.00051174752651069605 +0 1 15 Tree node -18 -19 1 4.5 0 0 0.00031072370211207394 +0 1 15 Tree node -16 -20 6 8.5 0 0 0.00026222586413785984 +0 1 15 Leaf node 7 5:-0.51339738856293449 +0 1 15 Leaf node 7 5:-0.02426698880298082 +0 1 15 Leaf node 7 5:-0.49334650742449315 +0 1 15 Leaf node 7 5:0.56481960286895749 +0 1 15 Leaf node 7 5:-0.094952890238406931 +0 1 15 Leaf node 7 5:-0.54326021716146011 +0 1 15 Leaf node 7 5:0.59065079019206201 +0 1 15 Leaf node 7 5:0.56978708664851263 +0 1 15 Leaf node 7 5:0.59642953706560553 +0 1 15 Leaf node 7 5:-0.1839475716406358 +0 1 15 Leaf node 7 5:-0.43299026032990323 +0 1 15 Leaf node 7 5:0.5439815453655269 +0 1 15 Leaf node 7 5:0.09811949056835112 +0 1 15 Leaf node 7 5:0.52674333583354316 +0 1 15 Leaf node 7 5:0.51633072937038049 +0 1 15 Leaf node 7 5:0.52330486812375832 +0 1 15 Leaf node 7 5:-0.43149915483121271 +0 1 15 Leaf node 7 5:0.52577498512317622 +0 1 15 Leaf node 7 5:0.51429071196982468 +0 1 15 Leaf node 7 5:0.51306045121323574 +0 1 16 Tree node 1 5 6 2.5 0 0 0.034922180292757038 +0 1 16 Tree node 2 -3 1 7.5 0 0 0.0083223183202063983 +0 1 16 Tree node 3 -4 7 1.5 0 0 0.0047971127476390645 +0 1 16 Tree node 4 -5 2 4.5 0 0 0.0089085260885463126 +0 1 16 Tree node 14 -6 3 4.5 0 0 0.011078276507295447 +0 1 16 Tree node -2 6 0 2.5 0 0 0.0029566503350601826 +0 1 16 Tree node 7 12 0 8.5 0 0 0.0036751512578696004 +0 1 16 Tree node 8 13 6 8.5 0 0 0.0059848726521023179 +0 1 16 Tree node 9 11 4 8.5 0 0 0.0078583449644792584 +0 1 16 Tree node 10 -11 6 5.5 0 0 0.022991477677359592 +0 1 16 Tree node -7 -12 4 4.5 0 0 0.0057047016773697362 +0 1 16 Tree node -10 -13 7 2.5 0 0 0.0050871685526441262 +0 1 16 Tree node -8 -14 5 4.5 0 0 0.0029861919934006491 +0 1 16 Tree node -9 -15 0 4.5 0 0 0.0024827401489719743 +0 1 16 Tree node 15 16 2 2.5 0 0 0.0017641011558221786 +0 1 16 Tree node 17 -17 4 4.5 0 0 0.0076070837805875952 +0 1 16 Tree node -16 -18 4 1.5 0 0 0.0051551566812635665 +0 1 16 Tree node 18 -19 1 2.5 0 0 0.0012355323424063612 +0 1 16 Tree node -1 -20 0 2.5 0 0 0.0015064247629036319 +0 1 16 Leaf node 7 5:-0.51191893450905124 +0 1 16 Leaf node 7 5:0.29019842488311814 +0 1 16 Leaf node 7 5:0.5255640515471518 +0 1 16 Leaf node 7 5:0.15669068632421074 +0 1 16 Leaf node 7 5:-0.50111679931034747 +0 1 16 Leaf node 7 5:0.46909914212190967 +0 1 16 Leaf node 7 5:0.22643921142398804 +0 1 16 Leaf node 7 5:0.56243454747629318 +0 1 16 Leaf node 7 5:0.54457670131682889 +0 1 16 Leaf node 7 5:0.52812482862226084 +0 1 16 Leaf node 7 5:-0.46702945097047871 +0 1 16 Leaf node 7 5:-0.096463221998153437 +0 1 16 Leaf node 7 5:-0.21201960400216255 +0 1 16 Leaf node 7 5:0.51898810437384124 +0 1 16 Leaf node 7 5:0.51477035270057747 +0 1 16 Leaf node 7 5:-0.51408170728461933 +0 1 16 Leaf node 7 5:-0.50311065672176392 +0 1 16 Leaf node 7 5:0.35326841600395303 +0 1 16 Leaf node 7 5:-0.48706778743675477 +0 1 16 Leaf node 7 5:0.11560697958169701 +0 1 17 Tree node 1 3 4 3.5 0 0 0.026199460202249732 +0 1 17 Tree node 2 10 2 3.5 0 0 0.013812601462603366 +0 1 17 Tree node 11 -4 7 2.5 0 0 0.0065256636036647997 +0 1 17 Tree node 5 4 2 4.5 0 0 0.0041491933000817067 +0 1 17 Tree node 9 15 2 5.5 0 0 0.021472977884773738 +0 1 17 Tree node 7 6 2 1.5 0 0 0.0062679780531134915 +0 1 17 Tree node -7 12 5 3.5 0 0 0.017431788033337468 +0 1 17 Tree node -2 8 1 1.5 0 0 0.01356467167840044 +0 1 17 Tree node -9 -10 6 3.5 0 0 0.017513443963996442 +0 1 17 Tree node -5 -11 1 6.5 0 0 0.0043236920175540282 +0 1 17 Tree node -3 -12 3 4.5 0 0 0.0040974800518205736 +0 1 17 Tree node 13 -13 1 3.5 0 0 0.0039489480201614045 +0 1 17 Tree node -8 17 4 7.5 0 0 0.0030701152575358893 +0 1 17 Tree node 14 -15 6 2.5 0 0 0.0010550782638396247 +0 1 17 Tree node 18 -16 0 2.5 0 0 0.0012641364611505994 +0 1 17 Tree node -6 16 4 6.5 0 0 0.00065159790451085539 +0 1 17 Tree node -17 -18 0 4.5 0 0 0.0018248089917160346 +0 1 17 Tree node -14 -19 5 6.5 0 0 0.00048841227187443412 +0 1 17 Tree node -1 -20 1 2.5 0 0 0.0002164612927133755 +0 1 17 Leaf node 7 5:-0.51028982763868502 +0 1 17 Leaf node 7 5:-0.42277316428413669 +0 1 17 Leaf node 7 5:0.019320773294559633 +0 1 17 Leaf node 7 5:0.31156797536281611 +0 1 17 Leaf node 7 5:-0.48659105477631959 +0 1 17 Leaf node 7 5:0.064281516586084872 +0 1 17 Leaf node 7 5:0.64741500559038356 +0 1 17 Leaf node 7 5:-0.096320958403999735 +0 1 17 Leaf node 7 5:0.44445955453559471 +0 1 17 Leaf node 7 5:-0.23116636026869331 +0 1 17 Leaf node 7 5:-0.28969748977531329 +0 1 17 Leaf node 7 5:0.59723274359376055 +0 1 17 Leaf node 7 5:-0.37878851033466465 +0 1 17 Leaf node 7 5:0.53005093338098419 +0 1 17 Leaf node 7 5:-0.29406869347719866 +0 1 17 Leaf node 7 5:-0.54848794865282813 +0 1 17 Leaf node 7 5:0.53984573614176667 +0 1 17 Leaf node 7 5:0.51132138865418397 +0 1 17 Leaf node 7 5:0.51274512568913 +0 1 17 Leaf node 7 5:-0.21614877965036547 +0 1 18 Tree node 1 5 5 3.5 0 0 0.021112280277619702 +0 1 18 Tree node 2 -3 6 7.5 0 0 0.0072426158891725489 +0 1 18 Tree node 3 -4 2 4.5 0 0 0.0076852841327901163 +0 1 18 Tree node 13 4 4 4.5 0 0 0.014187055201277939 +0 1 18 Tree node -5 -6 2 2.5 0 0 0.028021692501024001 +0 1 18 Tree node 6 7 2 1.5 0 0 0.0030468784982390171 +0 1 18 Tree node -2 -8 3 2.5 0 0 0.011739583575037712 +0 1 18 Tree node 8 9 2 3.5 0 0 0.0034360588258430143 +0 1 18 Tree node -7 17 0 4.5 0 0 0.012085805660976178 +0 1 18 Tree node -9 10 1 3.5 0 0 0.0044276691641317971 +0 1 18 Tree node -11 11 1 4.5 0 0 0.0037936938511448064 +0 1 18 Tree node -12 12 0 4.5 0 0 0.0065228729975793471 +0 1 18 Tree node -13 16 6 2.5 0 0 0.0020661283318547871 +0 1 18 Tree node 14 -15 7 1.5 0 0 0.0011068223959918924 +0 1 18 Tree node 15 -16 1 3.5 0 0 0.0056301714272222747 +0 1 18 Tree node -1 18 4 1.5 0 0 0.00088934004047698176 +0 1 18 Tree node -14 -18 2 5.5 0 0 0.00041181809233768654 +0 1 18 Tree node -10 -19 4 7.5 0 0 0.00037696629897412005 +0 1 18 Tree node -17 -20 5 2.5 0 0 0.00035392922972881258 +0 1 18 Leaf node 7 5:-0.50767822966285159 +0 1 18 Leaf node 7 5:-0.17295558776101061 +0 1 18 Leaf node 7 5:0.53904949376236988 +0 1 18 Leaf node 7 5:-0.42917784518720897 +0 1 18 Leaf node 7 5:-0.13695983025434957 +0 1 18 Leaf node 7 5:0.75127197060561313 +0 1 18 Leaf node 7 5:-0.31252913743253513 +0 1 18 Leaf node 7 5:0.59776428443976437 +0 1 18 Leaf node 7 5:0.56389253822138763 +0 1 18 Leaf node 7 5:0.53297860584467716 +0 1 18 Leaf node 7 5:-0.20958286723473954 +0 1 18 Leaf node 7 5:0.57881874984774861 +0 1 18 Leaf node 7 5:-0.17123486409166658 +0 1 18 Leaf node 7 5:0.51903575497466992 +0 1 18 Leaf node 7 5:0.058433678961001261 +0 1 18 Leaf node 7 5:-0.44029695400379548 +0 1 18 Leaf node 7 5:-0.52944059309296676 +0 1 18 Leaf node 7 5:0.50826530129270375 +0 1 18 Leaf node 7 5:0.51155038802476882 +0 1 18 Leaf node 7 5:-0.25508466122784074 +0 1 19 Tree node 1 8 5 3.5 0 0 0.014190199768306239 +0 1 19 Tree node 2 3 1 3.5 0 0 0.0055077660299448321 +0 1 19 Tree node 6 -4 2 3.5 0 0 0.0081959995001485778 +0 1 19 Tree node 4 -5 7 1.5 0 0 0.0050914731131662585 +0 1 19 Tree node -3 5 6 2.5 0 0 0.0043363227309953702 +0 1 19 Tree node -6 -7 2 1.5 0 0 0.0049769170058882612 +0 1 19 Tree node 13 7 2 2.5 0 0 0.002133850218479897 +0 1 19 Tree node -8 -9 5 1.5 0 0 0.0024311646100819814 +0 1 19 Tree node 9 10 2 1.5 0 0 0.0020209412243530371 +0 1 19 Tree node -2 -11 3 2.5 0 0 0.0077694407581772587 +0 1 19 Tree node 11 14 4 8.5 0 0 0.0025986605929219806 +0 1 19 Tree node -10 12 1 4.5 0 0 0.0093093382415621491 +0 1 19 Tree node -13 15 5 4.5 0 0 0.0038272890901722627 +0 1 19 Tree node 16 -15 4 3.5 0 0 0.0016960439122046828 +0 1 19 Tree node 18 -16 0 4.5 0 0 0.0014890156339094915 +0 1 19 Tree node -14 -17 3 4.5 0 0 0.0010957508418878246 +0 1 19 Tree node 17 -18 7 1.5 0 0 0.00033034016828489311 +0 1 19 Tree node -1 -19 4 1.5 0 0 0.00036494291543407234 +0 1 19 Tree node -12 -20 2 8.5 0 0 0.00029222910450662012 +0 1 19 Leaf node 7 5:-0.50609387423444407 +0 1 19 Leaf node 7 5:-0.14192085538615329 +0 1 19 Leaf node 7 5:-0.34603898228179691 +0 1 19 Leaf node 7 5:-0.46699454633165033 +0 1 19 Leaf node 7 5:0.54615244936276774 +0 1 19 Leaf node 7 5:-0.078188516896581808 +0 1 19 Leaf node 7 5:0.5538234615342047 +0 1 19 Leaf node 7 5:-0.50607299498804292 +0 1 19 Leaf node 7 5:0.38202874048234969 +0 1 19 Leaf node 7 5:-0.25400576917316048 +0 1 19 Leaf node 7 5:0.57839588978842604 +0 1 19 Leaf node 7 5:0.53878402507588119 +0 1 19 Leaf node 7 5:-0.1212847805097932 +0 1 19 Leaf node 7 5:0.52952899957688537 +0 1 19 Leaf node 7 5:-0.24470367691430886 +0 1 19 Leaf node 7 5:0.50873919600530271 +0 1 19 Leaf node 7 5:0.50927566714919525 +0 1 19 Leaf node 7 5:-0.28440547303266195 +0 1 19 Leaf node 7 5:-0.51668495583616403 +0 1 19 Leaf node 7 5:0.51843122366064986 +0 1 20 Tree node 1 2 1 2.5 0 0 0.009674849364679862 +0 1 20 Tree node 10 -3 4 3.5 0 0 0.0027435181413555275 +0 1 20 Tree node 3 9 5 4.5 0 0 0.0019154054355676429 +0 1 20 Tree node 4 -5 0 9.5 0 0 0.005137610635238125 +0 1 20 Tree node 5 -6 0 6.5 0 0 0.017571945561059375 +0 1 20 Tree node 6 -7 3 6.5 0 0 0.0076624798758601828 +0 1 20 Tree node 7 -8 3 4.5 0 0 0.010215085733546701 +0 1 20 Tree node 14 8 4 2.5 0 0 0.0066079085433918125 +0 1 20 Tree node 11 -10 6 4.5 0 0 0.0077318736514283039 +0 1 20 Tree node -4 12 2 1.5 0 0 0.0020017297944750264 +0 1 20 Tree node 16 -12 4 2.5 0 0 0.0018850361759946005 +0 1 20 Tree node -9 -13 4 4.5 0 0 0.0014167048802566223 +0 1 20 Tree node 13 15 0 4.5 0 0 0.0007747823193042765 +0 1 20 Tree node -11 -15 1 4.5 0 0 0.0034864109677124259 +0 1 20 Tree node -2 -16 0 1.5 0 0 0.00070376716888741371 +0 1 20 Tree node -14 18 1 4.5 0 0 0.00057303865185990861 +0 1 20 Tree node 17 -18 5 3.5 0 0 0.00049711603090177477 +0 1 20 Tree node -1 -19 6 1.5 0 0 0.00016734002131534639 +0 1 20 Tree node -17 -20 4 7.5 0 0 0.00016218215607818496 +0 1 20 Leaf node 7 5:-0.50572527772382725 +0 1 20 Leaf node 7 5:-0.50855313478407871 +0 1 20 Leaf node 7 5:0.093306778109122773 +0 1 20 Leaf node 7 5:0.5441449346359355 +0 1 20 Leaf node 7 5:0.54776147197261305 +0 1 20 Leaf node 7 5:-0.61056705751485219 +0 1 20 Leaf node 7 5:-0.38450585350215011 +0 1 20 Leaf node 7 5:0.57265828541475927 +0 1 20 Leaf node 7 5:0.37618006185346875 +0 1 20 Leaf node 7 5:-0.14018895144911214 +0 1 20 Leaf node 7 5:-0.19632502741589752 +0 1 20 Leaf node 7 5:-0.55242845300201282 +0 1 20 Leaf node 7 5:0.52878405509374049 +0 1 20 Leaf node 7 5:0.52440253357193889 +0 1 20 Leaf node 7 5:0.52599945616346411 +0 1 20 Leaf node 7 5:-0.54911194842364974 +0 1 20 Leaf node 7 5:0.5132558640019943 +0 1 20 Leaf node 7 5:-0.23205688461773452 +0 1 20 Leaf node 7 5:-0.51247593858256357 +0 1 20 Leaf node 7 5:0.50628443917753685 +0 1 21 Tree node 2 1 6 2.5 0 0 0.0069388101312888219 +0 1 21 Tree node -2 7 0 2.5 0 0 0.0029491720913770916 +0 1 21 Tree node 3 -4 1 7.5 0 0 0.0021479877444496222 +0 1 21 Tree node 4 5 6 1.5 0 0 0.0019765621296212871 +0 1 21 Tree node 13 6 4 5.5 0 0 0.0074307863988658639 +0 1 21 Tree node -5 -7 2 1.5 0 0 0.0036270023128129967 +0 1 21 Tree node -6 -8 5 4.5 0 0 0.0016751828933784657 +0 1 21 Tree node 8 12 6 7.5 0 0 0.0014067809030424705 +0 1 21 Tree node 10 9 6 4.5 0 0 0.0033826721589015861 +0 1 21 Tree node -10 17 5 4.5 0 0 0.01777195712396203 +0 1 21 Tree node -3 11 4 4.5 0 0 0.003275468876311376 +0 1 21 Tree node -12 -13 3 4.5 0 0 0.0023470209289690922 +0 1 21 Tree node 16 18 4 6.5 0 0 0.0011948409327821557 +0 1 21 Tree node -1 14 4 1.5 0 0 0.0010090985894475281 +0 1 21 Tree node 15 -16 1 1.5 0 0 0.0017392677205339902 +0 1 21 Tree node -15 -17 5 1.5 0 0 0.0021689776616968955 +0 1 21 Tree node -9 -18 1 6.5 0 0 0.00091296143501088398 +0 1 21 Tree node -11 -19 4 7.5 0 0 0.00071923336888012469 +0 1 21 Tree node -14 -20 4 8.5 0 0 0.000648723378337161 +0 1 21 Leaf node 7 5:-0.47408129558203665 +0 1 21 Leaf node 7 5:0.3083100418138317 +0 1 21 Leaf node 7 5:0.28879649406952024 +0 1 21 Leaf node 7 5:0.5168392261149054 +0 1 21 Leaf node 7 5:-0.25512457465758942 +0 1 21 Leaf node 7 5:0.35724891155727895 +0 1 21 Leaf node 7 5:-0.51451713869565452 +0 1 21 Leaf node 7 5:0.51386552069297731 +0 1 21 Leaf node 7 5:0.46394216046544262 +0 1 21 Leaf node 7 5:-0.43216040444569442 +0 1 21 Leaf node 7 5:0.52760616222085222 +0 1 21 Leaf node 7 5:0.51890685874083997 +0 1 21 Leaf node 7 5:-0.15976147056729298 +0 1 21 Leaf node 7 5:-0.16635197479803401 +0 1 21 Leaf node 7 5:-0.52455234797493688 +0 1 21 Leaf node 7 5:-0.27878159791583668 +0 1 21 Leaf node 7 5:0.15354714181196524 +0 1 21 Leaf node 7 5:0.51580102266603567 +0 1 21 Leaf node 7 5:0.50654285455157988 +0 1 21 Leaf node 7 5:0.50821896102881647 +0 1 22 Tree node 17 1 0 1.5 0 0 0.0052687414186369007 +0 1 22 Tree node -2 2 1 1.5 0 0 0.0018258990479662694 +0 1 22 Tree node 3 16 3 9.5 0 0 0.0014744384789479661 +0 1 22 Tree node 4 5 0 2.5 0 0 0.0017130289754866343 +0 1 22 Tree node -3 -6 4 2.5 0 0 0.010238616020861711 +0 1 22 Tree node 6 9 5 3.5 0 0 0.0022146777703388951 +0 1 22 Tree node -5 7 1 3.5 0 0 0.0035949146801500294 +0 1 22 Tree node 8 -9 7 1.5 0 0 0.0056163082389426317 +0 1 22 Tree node -8 -10 2 2.5 0 0 0.0074018163593124481 +0 1 22 Tree node 12 10 2 2.5 0 0 0.003118735911498696 +0 1 22 Tree node 11 13 2 3.5 0 0 0.0021616099563501216 +0 1 22 Tree node -11 -13 4 6.5 0 0 0.0049134808374007967 +0 1 22 Tree node -7 -14 4 9.5 0 0 0.0020813376768551587 +0 1 22 Tree node -12 14 4 3.5 0 0 0.0016723940098449853 +0 1 22 Tree node 15 -16 4 8.5 0 0 0.0021969154322548554 +0 1 22 Tree node -15 -17 2 5.5 0 0 0.0043953256925163588 +0 1 22 Tree node -4 -18 4 9.5 0 0 0.0013564940780908153 +0 1 22 Tree node -1 18 3 1.5 0 0 0.0010813212187634536 +0 1 22 Tree node -19 -20 4 3.5 0 0 0.0032270490202797944 +0 1 22 Leaf node 7 5:0.16205529544947281 +0 1 22 Leaf node 7 5:-0.53479235958830451 +0 1 22 Leaf node 7 5:-0.26444873436918059 +0 1 22 Leaf node 7 5:0.54970464907922689 +0 1 22 Leaf node 7 5:-0.35766753286471398 +0 1 22 Leaf node 7 5:0.50707089765412183 +0 1 22 Leaf node 7 5:0.51744390310223121 +0 1 22 Leaf node 7 5:-0.38708801420082217 +0 1 22 Leaf node 7 5:0.54071541798978029 +0 1 22 Leaf node 7 5:0.20306863289973004 +0 1 22 Leaf node 7 5:-0.37687368744142735 +0 1 22 Leaf node 7 5:0.55641621184610379 +0 1 22 Leaf node 7 5:0.51662873586584979 +0 1 22 Leaf node 7 5:0.50866166426103343 +0 1 22 Leaf node 7 5:-0.34448983257064592 +0 1 22 Leaf node 7 5:0.51074107848439254 +0 1 22 Leaf node 7 5:0.51049313660240281 +0 1 22 Leaf node 7 5:0.50487528793200742 +0 1 22 Leaf node 7 5:-0.50932883062089152 +0 1 22 Leaf node 7 5:-0.29971840429052798 +0 1 23 Tree node 6 1 6 2.5 0 0 0.004113679285837564 +0 1 23 Tree node -2 2 0 2.5 0 0 0.0020241898755614354 +0 1 23 Tree node -3 3 3 2.5 0 0 0.0012901836215787317 +0 1 23 Tree node 4 15 0 4.5 0 0 0.0021983221443093743 +0 1 23 Tree node -4 5 2 2.5 0 0 0.0071560782520069307 +0 1 23 Tree node -6 -7 1 4.5 0 0 0.012783731763570439 +0 1 23 Tree node 7 11 7 1.5 0 0 0.0012463871251592088 +0 1 23 Tree node 9 8 6 1.5 0 0 0.0021553495587349949 +0 1 23 Tree node -9 -10 1 1.5 0 0 0.0033133718842122094 +0 1 23 Tree node 10 -11 3 5.5 0 0 0.0029836803061305175 +0 1 23 Tree node 12 -12 0 4.5 0 0 0.0011680142303919345 +0 1 23 Tree node -8 -13 1 2.5 0 0 0.00091243056530642666 +0 1 23 Tree node 13 -14 5 4.5 0 0 0.00077803758216762452 +0 1 23 Tree node -1 14 3 1.5 0 0 0.00080294827809346964 +0 1 23 Tree node -15 -16 4 2.5 0 0 0.0024266399197029522 +0 1 23 Tree node -5 16 1 6.5 0 0 0.00060133212870694397 +0 1 23 Tree node 17 18 0 8.5 0 0 0.0012779715408162478 +0 1 23 Tree node -17 -19 2 3.5 0 0 0.0032381997710710896 +0 1 23 Tree node -18 -20 5 4.5 0 0 0.0016289987662522314 +0 1 23 Leaf node 7 5:0.17065597943797647 +0 1 23 Leaf node 7 5:0.2791799358246696 +0 1 23 Leaf node 7 5:0.30067341524840707 +0 1 23 Leaf node 7 5:0.34298940954398821 +0 1 23 Leaf node 7 5:0.51618650898669582 +0 1 23 Leaf node 7 5:-0.50195531598360799 +0 1 23 Leaf node 7 5:0.10629455536309641 +0 1 23 Leaf node 7 5:-0.016375593705214492 +0 1 23 Leaf node 7 5:-0.50319932406158219 +0 1 23 Leaf node 7 5:-0.61965363355150194 +0 1 23 Leaf node 7 5:0.51813298819989928 +0 1 23 Leaf node 7 5:0.51731930611814669 +0 1 23 Leaf node 7 5:0.53953855316560007 +0 1 23 Leaf node 7 5:-0.36153805822304697 +0 1 23 Leaf node 7 5:-0.5032547784346233 +0 1 23 Leaf node 7 5:-0.33036477694558147 +0 1 23 Leaf node 7 5:-0.43954584694241866 +0 1 23 Leaf node 7 5:0.53907595157373933 +0 1 23 Leaf node 7 5:0.50460665476367206 +0 1 23 Leaf node 7 5:0.50430011746931225 +0 1 24 Tree node 1 2 4 3.5 0 0 0.003188355353022935 +0 1 24 Tree node 4 10 2 3.5 0 0 0.0032541714525674229 +0 1 24 Tree node 3 5 0 2.5 0 0 0.0022314549049747131 +0 1 24 Tree node -2 -5 1 1.5 0 0 0.0030393961410826328 +0 1 24 Tree node 13 -6 1 4.5 0 0 0.0013343210662027255 +0 1 24 Tree node 16 6 6 1.5 0 0 0.001126720387579358 +0 1 24 Tree node -7 7 3 2.5 0 0 0.0022487928874878917 +0 1 24 Tree node 8 9 1 4.5 0 0 0.0041605013578677281 +0 1 24 Tree node -8 -10 0 4.5 0 0 0.0097976506867170528 +0 1 24 Tree node -9 11 0 4.5 0 0 0.0013476581058373053 +0 1 24 Tree node -3 -12 6 3.5 0 0 0.00099285936172616596 +0 1 24 Tree node 12 17 3 5.5 0 0 0.00093299432751450502 +0 1 24 Tree node -11 -14 5 4.5 0 0 0.0033094223079058131 +0 1 24 Tree node 14 15 2 1.5 0 0 0.00071422047595863253 +0 1 24 Tree node 18 -16 7 1.5 0 0 0.0011163474007485688 +0 1 24 Tree node -15 -17 4 1.5 0 0 0.00064909861663366348 +0 1 24 Tree node -4 -18 5 4.5 0 0 0.00053048337537873916 +0 1 24 Tree node -13 -19 2 3.5 0 0 0.0003533212177838312 +0 1 24 Tree node -1 -20 6 2.5 0 0 0.00021198241564584792 +0 1 24 Leaf node 7 5:-0.46536336839744757 +0 1 24 Leaf node 7 5:0.017148247322651751 +0 1 24 Leaf node 7 5:0.46754486456057387 +0 1 24 Leaf node 7 5:0.28409503355585525 +0 1 24 Leaf node 7 5:0.36235543885939925 +0 1 24 Leaf node 7 5:-0.31664215207350771 +0 1 24 Leaf node 7 5:0.54638259210413698 +0 1 24 Leaf node 7 5:-0.44663459406170647 +0 1 24 Leaf node 7 5:0.52127916815634356 +0 1 24 Leaf node 7 5:0.51346395717754367 +0 1 24 Leaf node 7 5:-0.30809620052355796 +0 1 24 Leaf node 7 5:0.20274933731184686 +0 1 24 Leaf node 7 5:0.52919434714836877 +0 1 24 Leaf node 7 5:0.50471807118529821 +0 1 24 Leaf node 7 5:-0.52314476573569613 +0 1 24 Leaf node 7 5:0.28323838361007614 +0 1 24 Leaf node 7 5:-0.31661071416976116 +0 1 24 Leaf node 7 5:0.50878331471799831 +0 1 24 Leaf node 7 5:0.50397089332129252 +0 1 24 Leaf node 7 5:-0.27880259908186261 +0 1 25 Tree node 1 3 1 2.5 0 0 0.0023878845101652319 +0 1 25 Tree node 2 -3 4 3.5 0 0 0.0012560117850237413 +0 1 25 Tree node 14 -4 6 2.5 0 0 0.0012943657452632884 +0 1 25 Tree node 4 5 6 2.5 0 0 0.00055965976804946724 +0 1 25 Tree node 6 -6 6 1.5 0 0 0.0020191861875794772 +0 1 25 Tree node -5 8 3 2.5 0 0 0.0019893375673103912 +0 1 25 Tree node 7 -8 3 4.5 0 0 0.0014885069507657512 +0 1 25 Tree node 17 -9 4 7.5 0 0 0.0010020426411569696 +0 1 25 Tree node 9 10 6 3.5 0 0 0.00074911487757524777 +0 1 25 Tree node -7 -11 5 4.5 0 0 0.0022635302181886539 +0 1 25 Tree node 11 13 5 4.5 0 0 0.0017898893293444523 +0 1 25 Tree node -10 12 6 7.5 0 0 0.0088386093809107221 +0 1 25 Tree node -13 -14 7 2.5 0 0 0.00076867504674675916 +0 1 25 Tree node -12 15 0 4.5 0 0 0.00059729560595599271 +0 1 25 Tree node -1 -16 4 2.5 0 0 0.00026305202894017074 +0 1 25 Tree node 16 -17 4 8.5 0 0 0.00010306572289209683 +0 1 25 Tree node -15 -18 0 9.5 0 0 7.6616508318383967E-05 +0 1 25 Tree node 18 -19 2 1.5 0 0 7.4875645116677381E-05 +0 1 25 Tree node -2 -20 5 1.5 0 0 9.0469291179437526E-05 +0 1 25 Leaf node 7 5:-0.50341783595653478 +0 1 25 Leaf node 7 5:-0.52592481941589131 +0 1 25 Leaf node 7 5:0.084240328730647171 +0 1 25 Leaf node 7 5:-0.3424023204399872 +0 1 25 Leaf node 7 5:0.44769847776091687 +0 1 25 Leaf node 7 5:-0.31151269388618613 +0 1 25 Leaf node 7 5:0.36666584426130899 +0 1 25 Leaf node 7 5:0.52512475069147768 +0 1 25 Leaf node 7 5:0.51310552808656351 +0 1 25 Leaf node 7 5:-0.35523583387573804 +0 1 25 Leaf node 7 5:-0.13851212891250447 +0 1 25 Leaf node 7 5:0.27784109139060653 +0 1 25 Leaf node 7 5:0.5256386411005981 +0 1 25 Leaf node 7 5:0.50483201616586859 +0 1 25 Leaf node 7 5:0.50834752414200091 +0 1 25 Leaf node 7 5:-0.51407436777599091 +0 1 25 Leaf node 7 5:0.50224739003905339 +0 1 25 Leaf node 7 5:0.50293782259909836 +0 1 25 Leaf node 7 5:-0.30817835926080606 +0 1 25 Leaf node 7 5:-0.22391334040953703 +0 1 26 Tree node 4 1 0 1.5 0 0 0.00174264980117466 +0 1 26 Tree node -2 2 1 1.5 0 0 0.00067262834202387806 +0 1 26 Tree node 3 6 0 2.5 0 0 0.00064796381527998121 +0 1 26 Tree node -3 -5 4 2.5 0 0 0.0039909254313393568 +0 1 26 Tree node 17 5 3 1.5 0 0 0.00063208525009441469 +0 1 26 Tree node -6 -7 4 3.5 0 0 0.0024148592633293844 +0 1 26 Tree node 8 7 7 3.5 0 0 0.000558775141992736 +0 1 26 Tree node -8 -9 4 4.5 0 0 0.00075347182600321507 +0 1 26 Tree node 9 15 0 9.5 0 0 0.00073227343781693773 +0 1 26 Tree node 10 -11 2 5.5 0 0 0.0012201574746084202 +0 1 26 Tree node 11 -12 2 4.5 0 0 0.0046254489942950984 +0 1 26 Tree node 12 16 4 8.5 0 0 0.0013960215077554047 +0 1 26 Tree node 14 13 0 3.5 0 0 0.0029770977275349123 +0 1 26 Tree node -14 -15 5 4.5 0 0 0.0055401070186584644 +0 1 26 Tree node -4 -16 4 2.5 0 0 0.0033868414112124897 +0 1 26 Tree node -10 -17 5 4.5 0 0 0.00071995919971457479 +0 1 26 Tree node -13 -18 5 4.5 0 0 0.00060952734813890909 +0 1 26 Tree node -1 18 5 1.5 0 0 0.00052650252696052186 +0 1 26 Tree node -19 -20 5 2.5 0 0 0.00070528494252137359 +0 1 26 Leaf node 7 5:-0.5074427200709396 +0 1 26 Leaf node 7 5:-0.52887970936865991 +0 1 26 Leaf node 7 5:-0.1966982431003759 +0 1 26 Leaf node 7 5:-0.29351949956171014 +0 1 26 Leaf node 7 5:0.43226642879883248 +0 1 26 Leaf node 7 5:-0.50748182680137377 +0 1 26 Leaf node 7 5:-0.27756599206625693 +0 1 26 Leaf node 7 5:0.53579615007775094 +0 1 26 Leaf node 7 5:0.51201100701077007 +0 1 26 Leaf node 7 5:0.52324527706577895 +0 1 26 Leaf node 7 5:0.37376592195625885 +0 1 26 Leaf node 7 5:-0.41593283507322687 +0 1 26 Leaf node 7 5:0.52385856570206135 +0 1 26 Leaf node 7 5:-0.32345958580550727 +0 1 26 Leaf node 7 5:0.13224925387151962 +0 1 26 Leaf node 7 5:0.33143772353608847 +0 1 26 Leaf node 7 5:0.50433363589155689 +0 1 26 Leaf node 7 5:0.50850688834149849 +0 1 26 Leaf node 7 5:0.52563148194635179 +0 1 26 Leaf node 7 5:-0.50294849647875639 +0 1 27 Tree node 2 1 6 2.5 0 0 0.0013813732983522951 +0 1 27 Tree node -2 11 0 2.5 0 0 0.0012404598378504216 +0 1 27 Tree node 3 6 7 1.5 0 0 0.00039588894567763988 +0 1 27 Tree node 5 4 6 1.5 0 0 0.00065442109519415852 +0 1 27 Tree node -5 -6 1 1.5 0 0 0.0010757933502994019 +0 1 27 Tree node 7 -7 3 4.5 0 0 0.00095697383889281997 +0 1 27 Tree node -4 -8 0 3.5 0 0 0.00054069580321755443 +0 1 27 Tree node 8 -9 1 4.5 0 0 0.00039448852671083827 +0 1 27 Tree node -1 9 4 1.5 0 0 0.0005452406155066295 +0 1 27 Tree node 10 -11 2 2.5 0 0 0.001730197436140792 +0 1 27 Tree node -10 -12 4 3.5 0 0 0.0010675665705001561 +0 1 27 Tree node -3 12 3 2.5 0 0 0.00035262987011112993 +0 1 27 Tree node 13 15 0 4.5 0 0 0.00088857108533813554 +0 1 27 Tree node -13 14 2 2.5 0 0 0.0033436380786260917 +0 1 27 Tree node -15 -16 1 4.5 0 0 0.0057545822074275797 +0 1 27 Tree node -14 16 1 6.5 0 0 0.0003171732554201319 +0 1 27 Tree node 17 18 0 8.5 0 0 0.00042733300002772181 +0 1 27 Tree node -17 -19 6 7.5 0 0 0.0012385024842074596 +0 1 27 Tree node -18 -20 5 4.5 0 0 0.00054451824432518857 +0 1 27 Leaf node 7 5:-0.50198887916700341 +0 1 27 Leaf node 7 5:0.2724743444458318 +0 1 27 Leaf node 7 5:0.23787921618392135 +0 1 27 Leaf node 7 5:0.26657024180329408 +0 1 27 Leaf node 7 5:-0.50172859659387281 +0 1 27 Leaf node 7 5:-0.48925799542294474 +0 1 27 Leaf node 7 5:0.46964127529880206 +0 1 27 Leaf node 7 5:-0.11773290341774639 +0 1 27 Leaf node 7 5:0.41957018728383971 +0 1 27 Leaf node 7 5:-0.51901970826071531 +0 1 27 Leaf node 7 5:0.13783522754452196 +0 1 27 Leaf node 7 5:-0.3474772616897383 +0 1 27 Leaf node 7 5:0.31854087622699118 +0 1 27 Leaf node 7 5:0.51718052203730203 +0 1 27 Leaf node 7 5:-0.39592756029499171 +0 1 27 Leaf node 7 5:0.084977102011627934 +0 1 27 Leaf node 7 5:-0.42229445434921153 +0 1 27 Leaf node 7 5:0.51999333665664205 +0 1 27 Leaf node 7 5:0.50848530510620948 +0 1 27 Leaf node 7 5:0.50270851577443432 +0 1 28 Tree node 1 3 4 3.5 0 0 0.0010709988206946716 +0 1 28 Tree node 2 10 2 3.5 0 0 0.001293335462693929 +0 1 28 Tree node 11 -4 1 4.5 0 0 0.00099587210672884676 +0 1 28 Tree node 4 6 0 3.5 0 0 0.00092272957205976572 +0 1 28 Tree node 5 -6 4 8.5 0 0 0.00098054427532636942 +0 1 28 Tree node -2 -7 0 1.5 0 0 0.0032479830697777472 +0 1 28 Tree node -5 7 2 1.5 0 0 0.00094093330778075262 +0 1 28 Tree node 17 8 2 3.5 0 0 0.0005822596310954063 +0 1 28 Tree node 9 15 1 4.5 0 0 0.00080172835357945058 +0 1 28 Tree node -9 -11 0 4.5 0 0 0.0013807719535843122 +0 1 28 Tree node -3 -12 6 3.5 0 0 0.00056233131481540086 +0 1 28 Tree node 12 14 2 1.5 0 0 0.0003396203849986533 +0 1 28 Tree node 18 13 3 2.5 0 0 0.00052130607980047853 +0 1 28 Tree node -14 -15 5 2.5 0 0 0.0011857908649767573 +0 1 28 Tree node -13 -16 4 1.5 0 0 0.00037660880231749224 +0 1 28 Tree node -10 16 4 7.5 0 0 0.00031754920797770882 +0 1 28 Tree node -17 -18 4 9.5 0 0 0.00048883451346723613 +0 1 28 Tree node -8 -19 5 6.5 0 0 0.00023628878176680458 +0 1 28 Tree node -1 -20 6 1.5 0 0 0.00013243284626704237 +0 1 28 Leaf node 7 5:-0.50229786607716365 +0 1 28 Leaf node 7 5:-0.03256923346847803 +0 1 28 Leaf node 7 5:0.45987417211701487 +0 1 28 Leaf node 7 5:-0.30530129955458518 +0 1 28 Leaf node 7 5:-0.18267573614911325 +0 1 28 Leaf node 7 5:0.0070500617604225104 +0 1 28 Leaf node 7 5:0.34780705277039442 +0 1 28 Leaf node 7 5:0.51879091623290474 +0 1 28 Leaf node 7 5:-0.38687424018769734 +0 1 28 Leaf node 7 5:0.51268958775689899 +0 1 28 Leaf node 7 5:0.50704577272513396 +0 1 28 Leaf node 7 5:0.12596703135672396 +0 1 28 Leaf node 7 5:-0.5176275898852043 +0 1 28 Leaf node 7 5:-0.50450700531237136 +0 1 28 Leaf node 7 5:0.44259000778841462 +0 1 28 Leaf node 7 5:-0.29315365176824065 +0 1 28 Leaf node 7 5:-0.39628036110317894 +0 1 28 Leaf node 7 5:0.50442826599948964 +0 1 28 Leaf node 7 5:0.5051086527758698 +0 1 28 Leaf node 7 5:-0.51057091514977282 +0 1 29 Tree node 1 4 5 3.5 0 0 0.00086384541964705964 +0 1 29 Tree node 2 -3 2 4.5 0 0 0.0012018691459386645 +0 1 29 Tree node 11 3 4 4.5 0 0 0.0017750045202973006 +0 1 29 Tree node -4 -5 2 2.5 0 0 0.0053453897630884551 +0 1 29 Tree node 5 7 1 3.5 0 0 0.00087806203230262811 +0 1 29 Tree node -2 6 4 2.5 0 0 0.0029027092179605401 +0 1 29 Tree node -7 -8 6 3.5 0 0 0.0012472352868222263 +0 1 29 Tree node 8 9 1 4.5 0 0 0.00052101901334615096 +0 1 29 Tree node -6 -10 6 6.5 0 0 0.00049010396676387553 +0 1 29 Tree node 10 14 5 4.5 0 0 0.00016082209847320997 +0 1 29 Tree node -9 -12 6 7.5 0 0 0.00042083539410256823 +0 1 29 Tree node 12 -13 7 1.5 0 0 0.00014524990940365846 +0 1 29 Tree node 13 15 4 2.5 0 0 0.0004434110614482587 +0 1 29 Tree node 18 -15 6 2.5 0 0 0.00027669436691844589 +0 1 29 Tree node -11 16 0 4.5 0 0 0.0001229639762594219 +0 1 29 Tree node -14 -17 1 1.5 0 0 0.00012209701062280628 +0 1 29 Tree node 17 -18 4 6.5 0 0 4.9729183256088511E-05 +0 1 29 Tree node -16 -19 2 5.5 0 0 8.3391177550794368E-05 +0 1 29 Tree node -1 -20 3 1.5 0 0 2.1245897515842981E-05 +0 1 29 Leaf node 7 5:-0.50217865900960412 +0 1 29 Leaf node 7 5:-0.2899983747612892 +0 1 29 Leaf node 7 5:-0.29183129144145992 +0 1 29 Leaf node 7 5:-0.088390905865797106 +0 1 29 Leaf node 7 5:0.66070089752976691 +0 1 29 Leaf node 7 5:0.032210347522702923 +0 1 29 Leaf node 7 5:0.16005833680427159 +0 1 29 Leaf node 7 5:0.55412125577622107 +0 1 29 Leaf node 7 5:-0.13343317838177407 +0 1 29 Leaf node 7 5:-0.35143517377847872 +0 1 29 Leaf node 7 5:0.5106149667818255 +0 1 29 Leaf node 7 5:0.51154179952155543 +0 1 29 Leaf node 7 5:0.11448787668283851 +0 1 29 Leaf node 7 5:-0.50929524632137324 +0 1 29 Leaf node 7 5:-0.26522554874865645 +0 1 29 Leaf node 7 5:0.51099577392239592 +0 1 29 Leaf node 7 5:-0.22306329064577277 +0 1 29 Leaf node 7 5:0.50214781863597768 +0 1 29 Leaf node 7 5:0.50145833300748199 +0 1 29 Leaf node 7 5:-0.50146751744416773 +0 1 30 Tree node 1 3 4 5.5 0 0 0.00063570402167771535 +0 1 30 Tree node 2 11 0 4.5 0 0 0.00096837587495170153 +0 1 30 Tree node 7 -4 0 3.5 0 0 0.0015177249342108123 +0 1 30 Tree node -2 4 4 7.5 0 0 0.00076354720409310651 +0 1 30 Tree node 6 5 5 3.5 0 0 0.0013248442321059063 +0 1 30 Tree node 10 12 0 4.5 0 0 0.0015140886097549226 +0 1 30 Tree node -5 -8 1 4.5 0 0 0.0012538668664115182 +0 1 30 Tree node 8 -9 5 4.5 0 0 0.00068297928022617474 +0 1 30 Tree node 9 -10 3 3.5 0 0 0.00073084619977319262 +0 1 30 Tree node 13 -11 4 3.5 0 0 0.0021902950862769531 +0 1 30 Tree node -6 -12 6 3.5 0 0 0.00053796492281329381 +0 1 30 Tree node -3 16 0 7.5 0 0 0.0004995593553487011 +0 1 30 Tree node -7 -14 4 8.5 0 0 0.00031484231776541345 +0 1 30 Tree node 14 15 1 2.5 0 0 0.00016131383201122793 +0 1 30 Tree node 18 -16 6 2.5 0 0 0.00057459258885346725 +0 1 30 Tree node -15 -17 5 2.5 0 0 0.00054695208237955908 +0 1 30 Tree node -13 17 0 8.5 0 0 0.0001165144072580875 +0 1 30 Tree node -18 -19 6 8.5 0 0 8.3850941343013039E-05 +0 1 30 Tree node -1 -20 4 1.5 0 0 5.573133157639446E-05 +0 1 30 Leaf node 7 5:-0.5020337915042733 +0 1 30 Leaf node 7 5:0.33131609415250546 +0 1 30 Leaf node 7 5:0.51761103876170844 +0 1 30 Leaf node 7 5:-0.20879853127744549 +0 1 30 Leaf node 7 5:-0.30040215532568737 +0 1 30 Leaf node 7 5:0.51177727395977679 +0 1 30 Leaf node 7 5:-0.35678012963352079 +0 1 30 Leaf node 7 5:0.011519860926091792 +0 1 30 Leaf node 7 5:-0.26286814724418628 +0 1 30 Leaf node 7 5:-0.34972525024679102 +0 1 30 Leaf node 7 5:0.26855813405198059 +0 1 30 Leaf node 7 5:0.53962341847758433 +0 1 30 Leaf node 7 5:-0.099995024042295488 +0 1 30 Leaf node 7 5:0.50282589538715716 +0 1 30 Leaf node 7 5:-0.50671252266215139 +0 1 30 Leaf node 7 5:-0.52434880179322052 +0 1 30 Leaf node 7 5:0.38031781770380951 +0 1 30 Leaf node 7 5:0.5130053097864743 +0 1 30 Leaf node 7 5:0.5018275752592517 +0 1 30 Leaf node 7 5:-0.50992725402047323 +0 1 31 Tree node 1 6 1 2.5 0 0 0.00049364523699367308 +0 1 31 Tree node 4 2 3 1.5 0 0 0.00027718839901712944 +0 1 31 Tree node 3 -4 4 4.5 0 0 0.00059793285866783998 +0 1 31 Tree node 18 -5 6 2.5 0 0 0.00037458538638710339 +0 1 31 Tree node -1 5 5 1.5 0 0 0.00019093478428735397 +0 1 31 Tree node -6 -7 5 2.5 0 0 0.00033359808941728353 +0 1 31 Tree node 8 7 6 8.5 0 0 0.00016708800415198694 +0 1 31 Tree node -8 -9 0 4.5 0 0 0.00059967244780709489 +0 1 31 Tree node 9 15 2 5.5 0 0 0.00042905377517151561 +0 1 31 Tree node 10 -11 2 4.5 0 0 0.0017145020552411195 +0 1 31 Tree node 11 14 7 1.5 0 0 0.0013760846622101512 +0 1 31 Tree node 12 -13 2 3.5 0 0 0.0008825108275374667 +0 1 31 Tree node 13 -14 6 3.5 0 0 0.0015233240721457513 +0 1 31 Tree node 16 -15 3 4.5 0 0 0.00087281684244552252 +0 1 31 Tree node -12 -16 5 3.5 0 0 0.00053728963594973389 +0 1 31 Tree node -10 -17 5 3.5 0 0 0.00042236371603696738 +0 1 31 Tree node 17 -18 4 3.5 0 0 0.00033597877751368453 +0 1 31 Tree node -2 -19 0 2.5 0 0 0.00049825159064973822 +0 1 31 Tree node -3 -20 0 2.5 0 0 0.00015608215527210961 +0 1 31 Leaf node 7 5:-0.50557772834727976 +0 1 31 Leaf node 7 5:-0.50495794023391771 +0 1 31 Leaf node 7 5:-0.50718442261917462 +0 1 31 Leaf node 7 5:-0.13616014510512767 +0 1 31 Leaf node 7 5:-0.27267647037908482 +0 1 31 Leaf node 7 5:0.48299312557136104 +0 1 31 Leaf node 7 5:-0.50199616099417288 +0 1 31 Leaf node 7 5:0.51930904461990557 +0 1 31 Leaf node 7 5:0.50416698368637136 +0 1 31 Leaf node 7 5:0.52197148925971448 +0 1 31 Leaf node 7 5:-0.30617820288084263 +0 1 31 Leaf node 7 5:0.52410922533791271 +0 1 31 Leaf node 7 5:0.24199072166824326 +0 1 31 Leaf node 7 5:-0.29478635975214829 +0 1 31 Leaf node 7 5:0.51794363215686878 +0 1 31 Leaf node 7 5:0.51392380685828476 +0 1 31 Leaf node 7 5:0.50400158667600126 +0 1 31 Leaf node 7 5:0.2318132364896745 +0 1 31 Leaf node 7 5:-0.42430720977765024 +0 1 31 Leaf node 7 5:0.30825446538480328 +0 1 32 Tree node 1 3 0 1.5 0 0 0.00040051713584148029 +0 1 32 Tree node 15 2 3 1.5 0 0 0.00022774139910397594 +0 1 32 Tree node 18 -4 4 3.5 0 0 0.0014247288566795828 +0 1 32 Tree node 5 4 7 3.5 0 0 0.00021250286619202335 +0 1 32 Tree node -5 -6 1 4.5 0 0 0.00060014042753528873 +0 1 32 Tree node 7 6 4 5.5 0 0 0.00020358674355784741 +0 1 32 Tree node -7 10 3 2.5 0 0 0.0010369711257441001 +0 1 32 Tree node 8 12 0 4.5 0 0 0.0005755841895158548 +0 1 32 Tree node 9 -10 0 3.5 0 0 0.001477058357784346 +0 1 32 Tree node 17 -11 4 2.5 0 0 0.00054635676711904636 +0 1 32 Tree node 13 11 2 4.5 0 0 0.00032170407999397463 +0 1 32 Tree node -12 -13 2 5.5 0 0 0.0015037553436215048 +0 1 32 Tree node -9 16 6 6.5 0 0 0.00028897500345708999 +0 1 32 Tree node -8 14 0 4.5 0 0 0.00027802396787524882 +0 1 32 Tree node -15 -16 0 7.5 0 0 0.00030146883080512814 +0 1 32 Tree node -1 -17 5 1.5 0 0 0.00015010647968637556 +0 1 32 Tree node -14 -18 4 3.5 0 0 0.00012147232571323615 +0 1 32 Tree node -2 -19 2 1.5 0 0 9.5517028111960609E-05 +0 1 32 Tree node -3 -20 6 1.5 0 0 7.7743951905674108E-05 +0 1 32 Leaf node 7 5:-0.50456701605804155 +0 1 32 Leaf node 7 5:-0.1994828773846857 +0 1 32 Leaf node 7 5:-0.50124939599324358 +0 1 32 Leaf node 7 5:-0.26772845975895282 +0 1 32 Leaf node 7 5:0.52485911996382806 +0 1 32 Leaf node 7 5:0.50378665623261809 +0 1 32 Leaf node 7 5:0.57732476858811921 +0 1 32 Leaf node 7 5:0.51539195926988313 +0 1 32 Leaf node 7 5:0.51333397116934443 +0 1 32 Leaf node 7 5:-0.2354106365743783 +0 1 32 Leaf node 7 5:0.13363193317818647 +0 1 32 Leaf node 7 5:-0.30716103767263342 +0 1 32 Leaf node 7 5:0.5044806890860043 +0 1 32 Leaf node 7 5:0.50984781370268462 +0 1 32 Leaf node 7 5:-0.2131749663243257 +0 1 32 Leaf node 7 5:0.51369080025238378 +0 1 32 Leaf node 7 5:0.34859165052828878 +0 1 32 Leaf node 7 5:-0.27443371470791506 +0 1 32 Leaf node 7 5:-0.51712962290950182 +0 1 32 Leaf node 7 5:-0.51449447835638218 +0 1 33 Tree node 4 1 5 3.5 0 0 0.00038260125189930506 +0 1 33 Tree node 2 7 1 3.5 0 0 0.00068387016673990123 +0 1 33 Tree node -2 3 4 2.5 0 0 0.0010969961253008713 +0 1 33 Tree node -4 -5 6 3.5 0 0 0.00081791947758433326 +0 1 33 Tree node 5 6 4 7.5 0 0 0.0004675700895557755 +0 1 33 Tree node 8 -7 4 4.5 0 0 0.0006753487348740816 +0 1 33 Tree node -6 -8 1 4.5 0 0 0.00060894201038403089 +0 1 33 Tree node 9 13 1 4.5 0 0 0.00041179325832402393 +0 1 33 Tree node 10 -10 3 4.5 0 0 0.00028645030148681381 +0 1 33 Tree node -3 -11 5 5.5 0 0 0.00025865374294922619 +0 1 33 Tree node 12 11 4 2.5 0 0 9.7231061330985081E-05 +0 1 33 Tree node -12 -13 1 2.5 0 0 0.00048941330071883152 +0 1 33 Tree node 18 -14 6 2.5 0 0 0.00011476469716328617 +0 1 33 Tree node 14 17 0 8.5 0 0 9.4933606777981492E-05 +0 1 33 Tree node 15 16 2 3.5 0 0 0.00022710694493681445 +0 1 33 Tree node -9 -17 2 2.5 0 0 0.00054997038823854309 +0 1 33 Tree node -16 -18 0 4.5 0 0 0.00053320718861395318 +0 1 33 Tree node -15 -19 6 3.5 0 0 0.00015029145305090957 +0 1 33 Tree node -1 -20 3 1.5 0 0 1.8100376740521639E-05 +0 1 33 Leaf node 7 5:-0.50196202209397733 +0 1 33 Leaf node 7 5:-0.17715130284752148 +0 1 33 Leaf node 7 5:-0.021299099439444167 +0 1 33 Leaf node 7 5:0.11650277666481643 +0 1 33 Leaf node 7 5:0.54224672211193847 +0 1 33 Leaf node 7 5:-0.28085894492008762 +0 1 33 Leaf node 7 5:0.16239471671564562 +0 1 33 Leaf node 7 5:-0.033625163435426722 +0 1 33 Leaf node 7 5:0.50825416715871863 +0 1 33 Leaf node 7 5:0.24371443893814759 +0 1 33 Leaf node 7 5:-0.37012737881691282 +0 1 33 Leaf node 7 5:-0.52194676497254822 +0 1 33 Leaf node 7 5:0.095477136984004368 +0 1 33 Leaf node 7 5:-0.50639431723484052 +0 1 33 Leaf node 7 5:-0.38351069559098278 +0 1 33 Leaf node 7 5:0.53434586980978416 +0 1 33 Leaf node 7 5:-0.44545008797413305 +0 1 33 Leaf node 7 5:0.50307117313090322 +0 1 33 Leaf node 7 5:0.50385095211902142 +0 1 33 Leaf node 7 5:-0.50141778380410396 +0 1 34 Tree node 8 1 6 2.5 0 0 0.00028052039432903094 +0 1 34 Tree node -2 2 0 2.5 0 0 0.00054218228681408788 +0 1 34 Tree node -3 3 3 2.5 0 0 0.00020000034230784863 +0 1 34 Tree node 6 4 4 2.5 0 0 0.00034915391872970993 +0 1 34 Tree node 5 7 0 4.5 0 0 0.00050960800560438386 +0 1 34 Tree node -5 -7 1 4.5 0 0 0.00096961117278994804 +0 1 34 Tree node -4 -8 2 3.5 0 0 0.00030188562692881707 +0 1 34 Tree node -6 16 2 2.5 0 0 0.00016538226284503442 +0 1 34 Tree node 14 9 3 1.5 0 0 0.00012023001632879329 +0 1 34 Tree node 11 10 4 4.5 0 0 0.00036488719062987109 +0 1 34 Tree node -11 12 1 2.5 0 0 0.002104471163541254 +0 1 34 Tree node 13 -13 5 3.5 0 0 0.00030969003365800298 +0 1 34 Tree node 18 -14 0 7.5 0 0 0.00017276108977108863 +0 1 34 Tree node -10 -15 4 2.5 0 0 0.0001346996121454622 +0 1 34 Tree node -1 15 5 1.5 0 0 6.3214826487096475E-05 +0 1 34 Tree node -16 -17 5 2.5 0 0 0.00014161130388637002 +0 1 34 Tree node 17 -18 4 7.5 0 0 5.6359618710973006E-05 +0 1 34 Tree node -9 -19 2 5.5 0 0 4.783810180751012E-05 +0 1 34 Tree node -12 -20 3 3.5 0 0 2.3091486780013311E-05 +0 1 34 Leaf node 7 5:-0.50298246623878629 +0 1 34 Leaf node 7 5:0.30738750618985539 +0 1 34 Leaf node 7 5:0.25701215788304538 +0 1 34 Leaf node 7 5:-0.0065893566095374364 +0 1 34 Leaf node 7 5:-0.25847109492327885 +0 1 34 Leaf node 7 5:-0.14234345818248495 +0 1 34 Leaf node 7 5:0.12794124699450396 +0 1 34 Leaf node 7 5:0.53762472935991779 +0 1 34 Leaf node 7 5:0.50833935792412066 +0 1 34 Leaf node 7 5:-0.42393721281086383 +0 1 34 Leaf node 7 5:-0.30670506705477063 +0 1 34 Leaf node 7 5:0.51743508285132289 +0 1 34 Leaf node 7 5:0.3093922685088224 +0 1 34 Leaf node 7 5:-0.29379695894699426 +0 1 34 Leaf node 7 5:-0.24775613528412227 +0 1 34 Leaf node 7 5:0.35449721841488652 +0 1 34 Leaf node 7 5:-0.5014154490360514 +0 1 34 Leaf node 7 5:0.50155427808906972 +0 1 34 Leaf node 7 5:0.5020918201686454 +0 1 34 Leaf node 7 5:0.12767403229952909 +0 1 35 Tree node 1 2 4 5.5 0 0 0.000289916406401744 +0 1 35 Tree node 3 8 7 2.5 0 0 0.00046314301936120872 +0 1 35 Tree node -2 12 3 2.5 0 0 0.00044265692108919671 +0 1 35 Tree node 5 4 4 4.5 0 0 0.00034535618091019438 +0 1 35 Tree node -5 -6 1 4.5 0 0 0.0013840440625592987 +0 1 35 Tree node 6 7 2 3.5 0 0 0.00026669923933521372 +0 1 35 Tree node 9 -8 1 4.5 0 0 0.0010370303460596373 +0 1 35 Tree node -7 -9 3 3.5 0 0 0.000285140871005207 +0 1 35 Tree node -3 -10 0 6.5 0 0 0.0001998572508947767 +0 1 35 Tree node 11 10 4 2.5 0 0 0.00014694470873063541 +0 1 35 Tree node -11 -12 5 2.5 0 0 0.0010450898053320514 +0 1 35 Tree node 18 -13 5 3.5 0 0 0.00042619700930880808 +0 1 35 Tree node 15 13 2 4.5 0 0 0.00013714927336318979 +0 1 35 Tree node -14 14 2 5.5 0 0 0.00083080136911415823 +0 1 35 Tree node -15 -16 0 4.5 0 0 0.00019139690630366822 +0 1 35 Tree node -4 16 1 4.5 0 0 0.0001891230483357448 +0 1 35 Tree node 17 -18 0 7.5 0 0 0.00010870089232687598 +0 1 35 Tree node -17 -19 0 5.5 0 0 0.00030549751449966732 +0 1 35 Tree node -1 -20 3 1.5 0 0 1.9237294682239777E-05 +0 1 35 Leaf node 7 5:-0.50195491223525934 +0 1 35 Leaf node 7 5:0.28723002470661074 +0 1 35 Leaf node 7 5:0.39285849631719505 +0 1 35 Leaf node 7 5:0.51747167902360491 +0 1 35 Leaf node 7 5:-0.23319098423488394 +0 1 35 Leaf node 7 5:0.50939516103007942 +0 1 35 Leaf node 7 5:-0.092962010919365415 +0 1 35 Leaf node 7 5:-0.37842618308124204 +0 1 35 Leaf node 7 5:0.52659627987778657 +0 1 35 Leaf node 7 5:0.50611710588676506 +0 1 35 Leaf node 7 5:-0.51629959084159904 +0 1 35 Leaf node 7 5:0.42583401492031325 +0 1 35 Leaf node 7 5:-0.51895411409725245 +0 1 35 Leaf node 7 5:-0.26965571825162932 +0 1 35 Leaf node 7 5:0.51217225241661857 +0 1 35 Leaf node 7 5:0.50160933850738909 +0 1 35 Leaf node 7 5:0.50443515805401651 +0 1 35 Leaf node 7 5:0.51212775464840754 +0 1 35 Leaf node 7 5:-0.33520160816396294 +0 1 35 Leaf node 7 5:-0.34299854743234121 +0 1 36 Tree node 5 1 4 5.5 0 0 0.0001939296532241513 +0 1 36 Tree node -2 2 4 7.5 0 0 0.00031256493139802629 +0 1 36 Tree node 4 3 5 3.5 0 0 0.0004855625745178719 +0 1 36 Tree node -4 11 0 3.5 0 0 0.00062073981636333482 +0 1 36 Tree node -3 -6 1 4.5 0 0 0.00037854898286151676 +0 1 36 Tree node 6 10 7 2.5 0 0 0.00030480270510444604 +0 1 36 Tree node 7 -8 6 8.5 0 0 0.0003278517612722387 +0 1 36 Tree node 8 -9 6 5.5 0 0 0.0010039039243146665 +0 1 36 Tree node 9 -10 4 4.5 0 0 0.00031524525344263425 +0 1 36 Tree node 13 -11 3 4.5 0 0 0.00037626178412903722 +0 1 36 Tree node -7 -12 0 6.5 0 0 0.0001304704110389305 +0 1 36 Tree node -5 12 0 4.5 0 0 7.8726320854212168E-05 +0 1 36 Tree node -13 -14 5 4.5 0 0 8.6017324702726986E-05 +0 1 36 Tree node 16 14 2 1.5 0 0 6.662465393197906E-05 +0 1 36 Tree node 15 -16 3 2.5 0 0 0.00022492757253278695 +0 1 36 Tree node 17 -17 1 2.5 0 0 0.00016726302832403329 +0 1 36 Tree node 18 -18 4 2.5 0 0 9.1042753948135057E-05 +0 1 36 Tree node -15 -19 0 1.5 0 0 8.4770925332004518E-05 +0 1 36 Tree node -1 -20 6 1.5 0 0 1.1431028543833875E-05 +0 1 36 Leaf node 7 5:-0.50085557721934348 +0 1 36 Leaf node 7 5:0.31735655244027605 +0 1 36 Leaf node 7 5:-0.24514187655692926 +0 1 36 Leaf node 7 5:0.52780319927196218 +0 1 36 Leaf node 7 5:0.50640801417940673 +0 1 36 Leaf node 7 5:-0.016916657813448529 +0 1 36 Leaf node 7 5:0.35291407727182905 +0 1 36 Leaf node 7 5:0.51792218774185184 +0 1 36 Leaf node 7 5:-0.36433633028842755 +0 1 36 Leaf node 7 5:-0.13828059905491502 +0 1 36 Leaf node 7 5:0.48153620614268727 +0 1 36 Leaf node 7 5:0.5050122687972417 +0 1 36 Leaf node 7 5:-0.32339385736523241 +0 1 36 Leaf node 7 5:0.50211456992966941 +0 1 36 Leaf node 7 5:-0.50142540537475966 +0 1 36 Leaf node 7 5:-0.47084921659739432 +0 1 36 Leaf node 7 5:0.23402876830562139 +0 1 36 Leaf node 7 5:0.19054695984747813 +0 1 36 Leaf node 7 5:-0.51682779108628252 +0 1 36 Leaf node 7 5:-0.50440521901667756 +0 1 37 Tree node 1 5 0 1.5 0 0 0.00013159170814251475 +0 1 37 Tree node 3 2 3 1.5 0 0 0.00017710360684575032 +0 1 37 Tree node -3 -4 4 3.5 0 0 0.00093222631447983202 +0 1 37 Tree node -1 4 5 1.5 0 0 9.7323072622346291E-05 +0 1 37 Tree node -5 -6 5 2.5 0 0 0.00014196128567454778 +0 1 37 Tree node 6 7 0 2.5 0 0 8.3691965612788549E-05 +0 1 37 Tree node -2 -8 4 2.5 0 0 0.00057430985305128831 +0 1 37 Tree node 8 14 4 8.5 0 0 8.7241985040034567E-05 +0 1 37 Tree node 11 9 4 4.5 0 0 0.00037630852088953518 +0 1 37 Tree node 10 -11 1 7.5 0 0 0.00064714962581228336 +0 1 37 Tree node -10 -12 6 4.5 0 0 0.00069615246922458487 +0 1 37 Tree node 13 12 6 4.5 0 0 0.00019380795092773651 +0 1 37 Tree node -13 -14 6 7.5 0 0 0.00061413835707436126 +0 1 37 Tree node 18 -15 4 2.5 0 0 0.00052254206657036193 +0 1 37 Tree node 16 15 7 2.5 0 0 0.00015424408974999205 +0 1 37 Tree node -16 -17 5 4.5 0 0 0.00022986853296745054 +0 1 37 Tree node 17 -18 5 4.5 0 0 0.00015295618487322558 +0 1 37 Tree node -9 -19 2 3.5 0 0 0.00013742257131883214 +0 1 37 Tree node -7 -20 3 2.5 0 0 5.7649734867415498E-05 +0 1 37 Leaf node 7 5:-0.50386898566272442 +0 1 37 Leaf node 7 5:-0.11908019225988946 +0 1 37 Leaf node 7 5:-0.50395557579832206 +0 1 37 Leaf node 7 5:-0.29602310754135497 +0 1 37 Leaf node 7 5:0.41831972348024526 +0 1 37 Leaf node 7 5:-0.5004543835491212 +0 1 37 Leaf node 7 5:-0.24071474331391474 +0 1 37 Leaf node 7 5:0.34187786733980591 +0 1 37 Leaf node 7 5:0.51756744002681354 +0 1 37 Leaf node 7 5:-0.42347552733058841 +0 1 37 Leaf node 7 5:0.50891377820003925 +0 1 37 Leaf node 7 5:-0.056655759303368039 +0 1 37 Leaf node 7 5:-0.38462117325935918 +0 1 37 Leaf node 7 5:0.43965302475380152 +0 1 37 Leaf node 7 5:0.39675599602841066 +0 1 37 Leaf node 7 5:-0.47160892359258727 +0 1 37 Leaf node 7 5:0.50476274041635194 +0 1 37 Leaf node 7 5:0.5036166386588119 +0 1 37 Leaf node 7 5:0.21318691037833218 +0 1 37 Leaf node 7 5:0.12045666497879298 +0 1 38 Tree node 8 1 6 2.5 0 0 0.00012613598913324884 +0 1 38 Tree node -2 2 0 2.5 0 0 0.000273567263644968 +0 1 38 Tree node -3 3 3 2.5 0 0 0.0001081790763007431 +0 1 38 Tree node 17 4 4 2.5 0 0 0.00013390906795486389 +0 1 38 Tree node 5 6 1 4.5 0 0 0.00025347110643359529 +0 1 38 Tree node -5 -7 2 6.5 0 0 0.00048301766726057478 +0 1 38 Tree node -6 7 4 4.5 0 0 0.00010478669961989072 +0 1 38 Tree node 15 13 3 4.5 0 0 9.6928871281203738E-05 +0 1 38 Tree node 18 9 3 1.5 0 0 9.5786240267518941E-05 +0 1 38 Tree node 11 10 4 4.5 0 0 0.00018462589735697885 +0 1 38 Tree node -11 16 1 2.5 0 0 0.00097425196989744424 +0 1 38 Tree node 12 -13 5 3.5 0 0 0.00012004095282700601 +0 1 38 Tree node -10 -14 4 2.5 0 0 0.00011618255300821364 +0 1 38 Tree node 14 -15 3 5.5 0 0 9.144518302619075E-05 +0 1 38 Tree node -9 -16 1 7.5 0 0 0.00010305648983642141 +0 1 38 Tree node -8 -17 4 8.5 0 0 7.5870084976836267E-05 +0 1 38 Tree node -12 -18 3 4.5 0 0 6.1921177937430814E-05 +0 1 38 Tree node -4 -19 2 3.5 0 0 5.2790343061181013E-05 +0 1 38 Tree node -1 -20 5 1.5 0 0 4.6313932017696163E-05 +0 1 38 Leaf node 7 5:-0.50333846995523768 +0 1 38 Leaf node 7 5:0.30302250772114486 +0 1 38 Leaf node 7 5:0.25193530826746818 +0 1 38 Leaf node 7 5:0.039088938304104162 +0 1 38 Leaf node 7 5:-0.27995298132412838 +0 1 38 Leaf node 7 5:-0.27926046041320779 +0 1 38 Leaf node 7 5:0.50570888886280885 +0 1 38 Leaf node 7 5:0.50839254158429492 +0 1 38 Leaf node 7 5:-0.36559748291914401 +0 1 38 Leaf node 7 5:-0.4016704731510678 +0 1 38 Leaf node 7 5:-0.27962488961709003 +0 1 38 Leaf node 7 5:0.50967871873667792 +0 1 38 Leaf node 7 5:0.27035669070873003 +0 1 38 Leaf node 7 5:-0.27627857751194579 +0 1 38 Leaf node 7 5:0.50567698465406907 +0 1 38 Leaf node 7 5:0.50056612402131306 +0 1 38 Leaf node 7 5:0.50693079578437439 +0 1 38 Leaf node 7 5:-0.12705903155329795 +0 1 38 Leaf node 7 5:0.51967450520950265 +0 1 38 Leaf node 7 5:0.29845009754386409 +0 1 39 Tree node 2 1 4 5.5 0 0 0.00011139188094297153 +0 1 39 Tree node -2 10 3 2.5 0 0 0.00023956904845042311 +0 1 39 Tree node 3 9 7 2.5 0 0 0.00018684389057642019 +0 1 39 Tree node 4 -5 6 8.5 0 0 0.00017311308110404565 +0 1 39 Tree node 5 -6 6 5.5 0 0 0.00047730483660791105 +0 1 39 Tree node 6 -7 6 3.5 0 0 0.0002268880457125851 +0 1 39 Tree node 7 -8 4 4.5 0 0 0.00027619831791225795 +0 1 39 Tree node 8 -9 3 3.5 0 0 0.00012450852930426346 +0 1 39 Tree node 15 -10 6 2.5 0 0 0.00015892829507431968 +0 1 39 Tree node -4 -11 0 6.5 0 0 9.5150317397848979E-05 +0 1 39 Tree node 12 11 2 4.5 0 0 8.0535755953645019E-05 +0 1 39 Tree node -12 16 2 5.5 0 0 0.00040869137394858226 +0 1 39 Tree node 14 13 1 6.5 0 0 0.00011440743636252542 +0 1 39 Tree node -14 -15 0 7.5 0 0 0.00014313604910948818 +0 1 39 Tree node -3 -16 5 4.5 0 0 0.00011389959839186616 +0 1 39 Tree node 17 -17 4 2.5 0 0 7.2262544583689471E-05 +0 1 39 Tree node -13 -18 0 4.5 0 0 5.8750304304286676E-05 +0 1 39 Tree node -1 18 3 1.5 0 0 1.5323009917522291E-05 +0 1 39 Tree node -19 -20 3 2.5 0 0 8.9871442473558241E-06 +0 1 39 Leaf node 7 5:-0.50174743983055681 +0 1 39 Leaf node 7 5:0.26043736608076101 +0 1 39 Leaf node 7 5:0.51403275593320663 +0 1 39 Leaf node 7 5:0.3463750007834735 +0 1 39 Leaf node 7 5:0.51258542931718587 +0 1 39 Leaf node 7 5:-0.31189355522658735 +0 1 39 Leaf node 7 5:0.33462704330143439 +0 1 39 Leaf node 7 5:-0.15031106402241262 +0 1 39 Leaf node 7 5:0.35982413465367341 +0 1 39 Leaf node 7 5:-0.32865524137183982 +0 1 39 Leaf node 7 5:0.50282721948260423 +0 1 39 Leaf node 7 5:-0.25838410355485975 +0 1 39 Leaf node 7 5:0.50739797635580564 +0 1 39 Leaf node 7 5:-0.34217197741034555 +0 1 39 Leaf node 7 5:0.50711334615494097 +0 1 39 Leaf node 7 5:0.50409827201874247 +0 1 39 Leaf node 7 5:-0.22460073482132586 +0 1 39 Leaf node 7 5:0.50111198421441083 +0 1 39 Leaf node 7 5:-0.32953098643041145 +0 1 39 Leaf node 7 5:-0.51103038796752587 +0 1 40 Tree node 5 1 4 5.5 0 0 7.4403890111841858E-05 +0 1 40 Tree node -2 2 4 7.5 0 0 0.00016181040891769666 +0 1 40 Tree node 4 3 5 3.5 0 0 0.00025771673321861013 +0 1 40 Tree node -4 11 0 3.5 0 0 0.00029247102743030953 +0 1 40 Tree node -3 -6 1 4.5 0 0 0.00019081978302980639 +0 1 40 Tree node 6 10 0 4.5 0 0 0.00015270997498010929 +0 1 40 Tree node 7 -8 0 3.5 0 0 0.00034207876140642511 +0 1 40 Tree node 8 -9 5 4.5 0 0 0.00014440043075625595 +0 1 40 Tree node 9 -10 3 3.5 0 0 0.00017212502026100272 +0 1 40 Tree node 14 -11 4 3.5 0 0 0.00053209905734188131 +0 1 40 Tree node -7 13 0 7.5 0 0 7.7836384902658375E-05 +0 1 40 Tree node -5 12 0 4.5 0 0 3.277654609681453E-05 +0 1 40 Tree node -13 -14 4 8.5 0 0 3.2152527433384768E-05 +0 1 40 Tree node -12 17 4 2.5 0 0 2.5157020125131694E-05 +0 1 40 Tree node 15 16 1 2.5 0 0 2.5027699939542428E-05 +0 1 40 Tree node 18 -17 6 2.5 0 0 9.4128823951335116E-05 +0 1 40 Tree node -16 -18 5 2.5 0 0 7.132156397152404E-05 +0 1 40 Tree node -15 -19 4 4.5 0 0 1.3061329552467537E-05 +0 1 40 Tree node -1 -20 3 1.5 0 0 1.0361448339408382E-05 +0 1 40 Leaf node 7 5:-0.50192618558547553 +0 1 40 Leaf node 7 5:0.27816425343450768 +0 1 40 Leaf node 7 5:-0.2283160602774745 +0 1 40 Leaf node 7 5:0.52051626102471571 +0 1 40 Leaf node 7 5:0.50497732548759233 +0 1 40 Leaf node 7 5:-0.033028627289406622 +0 1 40 Leaf node 7 5:0.50911864885622082 +0 1 40 Leaf node 7 5:-0.19534585858567635 +0 1 40 Leaf node 7 5:-0.25832808760183507 +0 1 40 Leaf node 7 5:-0.3091200958967586 +0 1 40 Leaf node 7 5:0.23895058023149579 +0 1 40 Leaf node 7 5:0.50988680763548866 +0 1 40 Leaf node 7 5:-0.29562095128979682 +0 1 40 Leaf node 7 5:0.50168743676574945 +0 1 40 Leaf node 7 5:-0.14223208456429592 +0 1 40 Leaf node 7 5:-0.50309155027895502 +0 1 40 Leaf node 7 5:-0.51033818791332985 +0 1 40 Leaf node 7 5:0.35591804594417631 +0 1 40 Leaf node 7 5:0.50265957303303921 +0 1 40 Leaf node 7 5:-0.50251632472703955 +0 1 41 Tree node 2 1 6 2.5 0 0 6.2026972925424489E-05 +0 1 41 Tree node -2 7 0 2.5 0 0 0.00014222530865585991 +0 1 41 Tree node 18 3 3 1.5 0 0 8.0028892360045801E-05 +0 1 41 Tree node 5 4 4 4.5 0 0 0.00012706359094449908 +0 1 41 Tree node -5 15 1 2.5 0 0 0.00063415250090609549 +0 1 41 Tree node 6 -7 5 3.5 0 0 9.1175190421632368E-05 +0 1 41 Tree node -4 -8 4 2.5 0 0 8.260988786655947E-05 +0 1 41 Tree node -3 8 3 2.5 0 0 4.6984286716654727E-05 +0 1 41 Tree node 14 9 4 2.5 0 0 8.9192521885064823E-05 +0 1 41 Tree node 10 11 1 4.5 0 0 0.00014584748215034686 +0 1 41 Tree node -10 -12 4 7.5 0 0 0.00027980700442721519 +0 1 41 Tree node 16 12 3 4.5 0 0 5.2873058474622368E-05 +0 1 41 Tree node 13 -14 2 3.5 0 0 6.4930352775133097E-05 +0 1 41 Tree node -13 -15 1 8.5 0 0 0.00021875935203926353 +0 1 41 Tree node -9 -16 5 4.5 0 0 4.1224373793591264E-05 +0 1 41 Tree node -6 -17 0 7.5 0 0 3.8773613464366501E-05 +0 1 41 Tree node 17 -18 1 7.5 0 0 3.6330792767862776E-05 +0 1 41 Tree node -11 -19 4 8.5 0 0 4.9263400323709911E-05 +0 1 41 Tree node -1 -20 5 1.5 0 0 3.6213316697919849E-05 +0 1 41 Leaf node 7 5:-0.50281461520594084 +0 1 41 Leaf node 7 5:0.27904100047040653 +0 1 41 Leaf node 7 5:0.21018833753696833 +0 1 41 Leaf node 7 5:-0.38134216178747943 +0 1 41 Leaf node 7 5:-0.26166474024945419 +0 1 41 Leaf node 7 5:0.1914876737674574 +0 1 41 Leaf node 7 5:0.27683864043569578 +0 1 41 Leaf node 7 5:-0.27713900387599788 +0 1 41 Leaf node 7 5:0.16776581440362082 +0 1 41 Leaf node 7 5:-0.31340751128623978 +0 1 41 Leaf node 7 5:0.50725341192101747 +0 1 41 Leaf node 7 5:0.040712694930568755 +0 1 41 Leaf node 7 5:-0.43111772867789522 +0 1 41 Leaf node 7 5:0.50194058295046495 +0 1 41 Leaf node 7 5:0.50611083834400039 +0 1 41 Leaf node 7 5:0.50278734158213811 +0 1 41 Leaf node 7 5:-0.29643829800359128 +0 1 41 Leaf node 7 5:-0.048456471614651449 +0 1 41 Leaf node 7 5:0.50491374040348092 +0 1 41 Leaf node 7 5:0.32489655023976871 +0 1 42 Tree node 3 1 7 1.5 0 0 6.9233279329553797E-05 +0 1 42 Tree node -2 2 2 1.5 0 0 0.00042259251041876873 +0 1 42 Tree node -3 -4 0 4.5 0 0 0.00012165476439961443 +0 1 42 Tree node 5 4 6 8.5 0 0 7.7196234590056647E-05 +0 1 42 Tree node -5 -6 5 6.5 0 0 8.0129517922005079E-05 +0 1 42 Tree node 6 -7 6 6.5 0 0 7.6286503765055232E-05 +0 1 42 Tree node 7 9 2 2.5 0 0 7.3241778985804395E-05 +0 1 42 Tree node 14 8 4 4.5 0 0 0.00017629741172551291 +0 1 42 Tree node -9 -10 5 3.5 0 0 0.0003496207189683493 +0 1 42 Tree node 10 11 3 2.5 0 0 0.00012490917117140396 +0 1 42 Tree node -8 -12 4 3.5 0 0 0.00045650786546756099 +0 1 42 Tree node 12 13 4 6.5 0 0 7.9011702805356222E-05 +0 1 42 Tree node -11 -14 0 5.5 0 0 0.00030970183047003774 +0 1 42 Tree node 15 -15 0 7.5 0 0 5.6986698461702266E-05 +0 1 42 Tree node 16 -16 6 2.5 0 0 3.9799734801043013E-05 +0 1 42 Tree node -13 -17 6 1.5 0 0 2.2796273949159347E-05 +0 1 42 Tree node 17 18 5 2.5 0 0 1.1469421853825973E-05 +0 1 42 Tree node -1 -19 4 1.5 0 0 5.6051563075830044E-05 +0 1 42 Tree node -18 -20 4 1.5 0 0 5.4641741153433609E-05 +0 1 42 Leaf node 7 5:-0.50076633426078132 +0 1 42 Leaf node 7 5:0.32202638303529046 +0 1 42 Leaf node 7 5:-0.22640293128353747 +0 1 42 Leaf node 7 5:0.50189913940633701 +0 1 42 Leaf node 7 5:0.51162338900010784 +0 1 42 Leaf node 7 5:0.50187913754398139 +0 1 42 Leaf node 7 5:-0.29420960976051652 +0 1 42 Leaf node 7 5:-0.074157674849783903 +0 1 42 Leaf node 7 5:-0.3339627403788894 +0 1 42 Leaf node 7 5:0.035466951021177931 +0 1 42 Leaf node 7 5:-0.2588345674899985 +0 1 42 Leaf node 7 5:0.42680512148199118 +0 1 42 Leaf node 7 5:0.50743947991661487 +0 1 42 Leaf node 7 5:0.5050983406186752 +0 1 42 Leaf node 7 5:-0.29261443375256985 +0 1 42 Leaf node 7 5:-0.24752478934924635 +0 1 42 Leaf node 7 5:0.11708572878506632 +0 1 42 Leaf node 7 5:-0.50088078819497395 +0 1 42 Leaf node 7 5:-0.5108630909553511 +0 1 42 Leaf node 7 5:0.36738821892699558 +0 1 43 Tree node 2 1 6 2.5 0 0 4.8919547274266192E-05 +0 1 43 Tree node -2 9 0 2.5 0 0 8.9772863513630779E-05 +0 1 43 Tree node 4 3 7 1.5 0 0 5.2774099037836966E-05 +0 1 43 Tree node -4 -5 0 3.5 0 0 0.00017170731357991234 +0 1 43 Tree node 16 5 3 1.5 0 0 5.6098193282386207E-05 +0 1 43 Tree node -6 6 4 2.5 0 0 0.00021468858441141768 +0 1 43 Tree node 8 7 0 2.5 0 0 0.00046735680812614119 +0 1 43 Tree node 18 -9 2 4.5 0 0 4.7803833328000371E-05 +0 1 43 Tree node -7 -10 5 1.5 0 0 3.6914403624499471E-05 +0 1 43 Tree node 10 11 6 3.5 0 0 2.8219102781169564E-05 +0 1 43 Tree node -3 -12 5 4.5 0 0 0.00016976443114345165 +0 1 43 Tree node 12 15 6 8.5 0 0 3.6068535200759112E-05 +0 1 43 Tree node 13 14 0 4.5 0 0 9.5711912070914324E-05 +0 1 43 Tree node -11 -15 6 5.5 0 0 0.00033468266164561508 +0 1 43 Tree node -14 -16 6 4.5 0 0 6.5629426656917876E-05 +0 1 43 Tree node -13 -17 0 4.5 0 0 5.1004335712894863E-05 +0 1 43 Tree node 17 -18 5 2.5 0 0 2.1669540222029022E-05 +0 1 43 Tree node -1 -19 5 1.5 0 0 3.3514410361934217E-05 +0 1 43 Tree node -8 -20 1 5.5 0 0 1.6083642211416006E-05 +0 1 43 Leaf node 7 5:-0.50012984079545741 +0 1 43 Leaf node 7 5:0.24866870796896851 +0 1 43 Leaf node 7 5:0.27757524567668818 +0 1 43 Leaf node 7 5:0.35219510497452966 +0 1 43 Leaf node 7 5:-0.21749723963950257 +0 1 43 Leaf node 7 5:-0.25716456454288417 +0 1 43 Leaf node 7 5:-0.51129537734391206 +0 1 43 Leaf node 7 5:0.2548297960250745 +0 1 43 Leaf node 7 5:-0.14348014133528791 +0 1 43 Leaf node 7 5:-0.46973749191605441 +0 1 43 Leaf node 7 5:0.10706833327564304 +0 1 43 Leaf node 7 5:-0.22801245036856596 +0 1 43 Leaf node 7 5:0.50854190274312272 +0 1 43 Leaf node 7 5:-0.30968466860134697 +0 1 43 Leaf node 7 5:-0.43148988759805462 +0 1 43 Leaf node 7 5:0.29727381628279537 +0 1 43 Leaf node 7 5:0.50098847611533637 +0 1 43 Leaf node 7 5:-0.5005757810870044 +0 1 43 Leaf node 7 5:0.31056624279562117 +0 1 43 Leaf node 7 5:0.50066241928899335 +0 1 44 Tree node 2 1 4 5.5 0 0 4.2221198492693976E-05 +0 1 44 Tree node -2 7 3 2.5 0 0 0.00012079817528041039 +0 1 44 Tree node 3 9 7 2.5 0 0 7.6595304825192737E-05 +0 1 44 Tree node 4 -5 3 6.5 0 0 5.7874289248939709E-05 +0 1 44 Tree node 5 -6 6 7.5 0 0 7.4101969461530653E-05 +0 1 44 Tree node 6 -7 4 4.5 0 0 7.9779887755245004E-05 +0 1 44 Tree node 11 -8 3 3.5 0 0 8.1073968772525404E-05 +0 1 44 Tree node 10 8 2 4.5 0 0 4.7155354204277079E-05 +0 1 44 Tree node -9 14 2 5.5 0 0 0.0002366465558855337 +0 1 44 Tree node -4 -11 0 6.5 0 0 4.604137686069997E-05 +0 1 44 Tree node -3 15 1 4.5 0 0 4.5230894839272734E-05 +0 1 44 Tree node 13 12 6 2.5 0 0 4.3907155328503767E-05 +0 1 44 Tree node -13 -14 1 2.5 0 0 4.1638486560682719E-05 +0 1 44 Tree node 18 -15 4 2.5 0 0 3.4221459925399425E-05 +0 1 44 Tree node -10 -16 0 4.5 0 0 2.5555394857315466E-05 +0 1 44 Tree node 17 16 0 6.5 0 0 2.2300328000574113E-05 +0 1 44 Tree node -17 -18 1 8.5 0 0 4.5654784305746197E-05 +0 1 44 Tree node -12 -19 5 4.5 0 0 1.3400002191204575E-05 +0 1 44 Tree node -1 -20 3 1.5 0 0 7.8089159469886119E-06 +0 1 44 Leaf node 7 5:-0.50137513751995189 +0 1 44 Leaf node 7 5:0.25416607678447289 +0 1 44 Leaf node 7 5:0.51137888627348449 +0 1 44 Leaf node 7 5:0.30683891837941463 +0 1 44 Leaf node 7 5:-0.31807204238270625 +0 1 44 Leaf node 7 5:0.41516914109259423 +0 1 44 Leaf node 7 5:-0.113966370508065 +0 1 44 Leaf node 7 5:0.39388655835809327 +0 1 44 Leaf node 7 5:-0.26608377207402195 +0 1 44 Leaf node 7 5:0.50468942410142104 +0 1 44 Leaf node 7 5:0.50133133741790636 +0 1 44 Leaf node 7 5:0.50395032092231462 +0 1 44 Leaf node 7 5:-0.50870577205058187 +0 1 44 Leaf node 7 5:-0.014902485572511812 +0 1 44 Leaf node 7 5:-0.21719680073051584 +0 1 44 Leaf node 7 5:0.5007892714040868 +0 1 44 Leaf node 7 5:-0.32431674720478038 +0 1 44 Leaf node 7 5:0.5051581748324534 +0 1 44 Leaf node 7 5:0.50165456111548401 +0 1 44 Leaf node 7 5:-0.32161162198141668 +0 1 45 Tree node 1 3 0 1.5 0 0 3.4694101135723904E-05 +0 1 45 Tree node 13 2 3 1.5 0 0 4.6035500896245511E-05 +0 1 45 Tree node 15 -4 4 3.5 0 0 0.00024696331246231617 +0 1 45 Tree node 4 7 2 1.5 0 0 3.6933917810825381E-05 +0 1 45 Tree node 5 -6 7 1.5 0 0 0.00026500476757277932 +0 1 45 Tree node 6 -7 6 3.5 0 0 0.00015057148942538155 +0 1 45 Tree node -2 -8 4 2.5 0 0 0.0001569173878019314 +0 1 45 Tree node 8 12 1 4.5 0 0 7.0208418004873502E-05 +0 1 45 Tree node 9 -10 2 6.5 0 0 0.00013364023974343873 +0 1 45 Tree node 11 10 3 2.5 0 0 0.00011028268167952954 +0 1 45 Tree node -11 -12 0 4.5 0 0 0.00025356661489160377 +0 1 45 Tree node -5 -13 6 1.5 0 0 9.8548446429403216E-05 +0 1 45 Tree node -9 16 5 3.5 0 0 3.4993132562945493E-05 +0 1 45 Tree node -1 14 5 1.5 0 0 2.5254202476004698E-05 +0 1 45 Tree node -15 -16 5 2.5 0 0 3.5411816257396354E-05 +0 1 45 Tree node -3 -17 6 1.5 0 0 1.4116620793874895E-05 +0 1 45 Tree node 17 18 5 4.5 0 0 1.3656936877578947E-05 +0 1 45 Tree node -14 -19 4 8.5 0 0 3.7634649472026153E-05 +0 1 45 Tree node -18 -20 3 3.5 0 0 1.8887479695550758E-05 +0 1 45 Leaf node 7 5:-0.50282363545092379 +0 1 45 Leaf node 7 5:-0.50370979274284444 +0 1 45 Leaf node 7 5:-0.50112209279142683 +0 1 45 Leaf node 7 5:-0.28486234956629197 +0 1 45 Leaf node 7 5:-0.51065048202388996 +0 1 45 Leaf node 7 5:0.29669889937459715 +0 1 45 Leaf node 7 5:-0.25124572951572011 +0 1 45 Leaf node 7 5:0.42128258107530897 +0 1 45 Leaf node 7 5:0.50453109443224819 +0 1 45 Leaf node 7 5:0.50510904992461847 +0 1 45 Leaf node 7 5:-0.2955977747690588 +0 1 45 Leaf node 7 5:0.50205318283931888 +0 1 45 Leaf node 7 5:0.26680989807583771 +0 1 45 Leaf node 7 5:-0.15821554547448269 +0 1 45 Leaf node 7 5:0.31715338102032231 +0 1 45 Leaf node 7 5:-0.5001945015213618 +0 1 45 Leaf node 7 5:-0.50733845747796924 +0 1 45 Leaf node 7 5:0.50845890595813048 +0 1 45 Leaf node 7 5:0.50377292430882603 +0 1 45 Leaf node 7 5:0.50140699557530677 +0 1 46 Tree node 1 4 1 2.5 0 0 3.1568315013965149E-05 +0 1 46 Tree node 15 2 3 1.5 0 0 2.8248497447595707E-05 +0 1 46 Tree node 3 -4 4 4.5 0 0 9.3971519913522674E-05 +0 1 46 Tree node -3 -5 6 2.5 0 0 4.0249796775217609E-05 +0 1 46 Tree node 5 8 0 3.5 0 0 1.5310756497915625E-05 +0 1 46 Tree node 7 6 4 2.5 0 0 6.0500832076776892E-05 +0 1 46 Tree node -7 -8 6 4.5 0 0 0.00012238220172940492 +0 1 46 Tree node 18 -9 1 3.5 0 0 2.6738684303037999E-05 +0 1 46 Tree node 9 10 0 4.5 0 0 1.8774187625077764E-05 +0 1 46 Tree node -6 -11 4 7.5 0 0 0.00011928669667657688 +0 1 46 Tree node 11 12 4 3.5 0 0 2.9887010039033664E-05 +0 1 46 Tree node -10 -13 6 8.5 0 0 2.5097201370246887E-05 +0 1 46 Tree node 17 13 1 6.5 0 0 2.0007775906613777E-05 +0 1 46 Tree node 14 -15 5 4.5 0 0 3.7457541195616117E-05 +0 1 46 Tree node -14 -16 1 8.5 0 0 0.00013189464174154339 +0 1 46 Tree node -1 16 5 1.5 0 0 1.4024179239911968E-05 +0 1 46 Tree node -17 -18 5 2.5 0 0 2.5294178089767301E-05 +0 1 46 Tree node -12 -19 4 7.5 0 0 1.1050045678482397E-05 +0 1 46 Tree node -2 -20 0 1.5 0 0 7.2828694631119549E-06 +0 1 46 Leaf node 7 5:-0.50231046678473901 +0 1 46 Leaf node 7 5:-0.50347253365950151 +0 1 46 Leaf node 7 5:-0.25443110549471715 +0 1 46 Leaf node 7 5:-0.12804112842756221 +0 1 46 Leaf node 7 5:-0.2739061384156925 +0 1 46 Leaf node 7 5:-0.17205815161219845 +0 1 46 Leaf node 7 5:0.41550163384212419 +0 1 46 Leaf node 7 5:-0.043223933510909196 +0 1 46 Leaf node 7 5:0.3784380206220288 +0 1 46 Leaf node 7 5:0.50694361599703797 +0 1 46 Leaf node 7 5:0.2033837817148578 +0 1 46 Leaf node 7 5:0.50381691634932535 +0 1 46 Leaf node 7 5:0.50040366552989946 +0 1 46 Leaf node 7 5:-0.38279278452278076 +0 1 46 Leaf node 7 5:0.50120199251246633 +0 1 46 Leaf node 7 5:0.50337510740757574 +0 1 46 Leaf node 7 5:0.26845457853034232 +0 1 46 Leaf node 7 5:-0.50031540606916203 +0 1 46 Leaf node 7 5:0.50212090279481703 +0 1 46 Leaf node 7 5:-0.50591829977178648 +0 1 47 Tree node 1 3 5 3.5 0 0 2.8306934950473175E-05 +0 1 47 Tree node 2 -3 4 9.5 0 0 9.5598675380478745E-05 +0 1 47 Tree node 5 -4 4 5.5 0 0 0.00011910773219949363 +0 1 47 Tree node 4 8 2 1.5 0 0 8.3809587301791682E-05 +0 1 47 Tree node -2 -6 3 2.5 0 0 8.9283978445667768E-05 +0 1 47 Tree node 6 7 2 2.5 0 0 6.136834983222341E-05 +0 1 47 Tree node 17 -8 4 3.5 0 0 0.00016009023001212894 +0 1 47 Tree node 16 -9 4 2.5 0 0 7.6907484710711483E-05 +0 1 47 Tree node 9 10 2 3.5 0 0 4.3625395550501197E-05 +0 1 47 Tree node -5 18 0 4.5 0 0 0.00011605381015356614 +0 1 47 Tree node 11 12 3 3.5 0 0 4.1020096795561906E-05 +0 1 47 Tree node -10 -13 0 4.5 0 0 6.1547717210724213E-05 +0 1 47 Tree node -12 13 4 2.5 0 0 2.5688306198998298E-05 +0 1 47 Tree node 14 15 4 8.5 0 0 3.4295173741760578E-05 +0 1 47 Tree node -14 -16 2 5.5 0 0 8.1939140548690581E-05 +0 1 47 Tree node -15 -17 0 4.5 0 0 1.8692649527805954E-05 +0 1 47 Tree node -7 -18 1 1.5 0 0 8.44099274933372E-06 +0 1 47 Tree node -1 -19 3 1.5 0 0 5.9200126756591386E-06 +0 1 47 Tree node -11 -20 4 7.5 0 0 4.4728733507388432E-06 +0 1 47 Leaf node 7 5:-0.50131423992561075 +0 1 47 Leaf node 7 5:-0.017012707009303987 +0 1 47 Leaf node 7 5:-0.22430361499832221 +0 1 47 Leaf node 7 5:0.26905265648684895 +0 1 47 Leaf node 7 5:-0.30265871252687954 +0 1 47 Leaf node 7 5:0.51357589438965812 +0 1 47 Leaf node 7 5:-0.50236014317352851 +0 1 47 Leaf node 7 5:-0.3216280466376259 +0 1 47 Leaf node 7 5:0.21443730351787296 +0 1 47 Leaf node 7 5:0.51126257282494336 +0 1 47 Leaf node 7 5:0.50452138901179966 +0 1 47 Leaf node 7 5:0.51651316659801971 +0 1 47 Leaf node 7 5:0.5009478792237021 +0 1 47 Leaf node 7 5:-0.34349344218467182 +0 1 47 Leaf node 7 5:0.5046499497307384 +0 1 47 Leaf node 7 5:0.50069248076325656 +0 1 47 Leaf node 7 5:0.50141298530712464 +0 1 47 Leaf node 7 5:0.27314798711370114 +0 1 47 Leaf node 7 5:-0.2092825465225622 +0 1 47 Leaf node 7 5:0.50049029076953755 +0 1 48 Tree node 8 1 6 2.5 0 0 2.5660819516587463E-05 +0 1 48 Tree node -2 2 0 2.5 0 0 7.5522791386649382E-05 +0 1 48 Tree node -3 3 3 2.5 0 0 1.8351119092213465E-05 +0 1 48 Tree node 4 5 2 2.5 0 0 2.9595398700054529E-05 +0 1 48 Tree node -4 6 1 4.5 0 0 0.00014258938752394106 +0 1 48 Tree node -5 7 0 3.5 0 0 0.00011496685255403811 +0 1 48 Tree node -6 -8 6 7.5 0 0 8.9891653429098695E-05 +0 1 48 Tree node -7 16 0 4.5 0 0 2.3590173753226992E-05 +0 1 48 Tree node 14 9 3 1.5 0 0 1.7736287666752172E-05 +0 1 48 Tree node 11 10 4 4.5 0 0 5.4633051570698284E-05 +0 1 48 Tree node -11 13 1 2.5 0 0 0.00021891068298589842 +0 1 48 Tree node 12 -13 5 3.5 0 0 2.7215341072321705E-05 +0 1 48 Tree node -10 -14 4 2.5 0 0 1.8292484763090326E-05 +0 1 48 Tree node -12 -15 3 4.5 0 0 1.4211275343146278E-05 +0 1 48 Tree node -1 15 5 1.5 0 0 7.2545319060572739E-06 +0 1 48 Tree node -16 -17 5 2.5 0 0 1.4405959200250595E-05 +0 1 48 Tree node 17 18 2 5.5 0 0 4.1735551625509644E-06 +0 1 48 Tree node -9 -19 6 7.5 0 0 4.3994630573664427E-06 +0 1 48 Tree node -18 -20 1 4.5 0 0 1.1269753239339285E-06 +0 1 48 Leaf node 7 5:-0.50171222282087902 +0 1 48 Leaf node 7 5:0.28721182070073886 +0 1 48 Leaf node 7 5:0.19538073078348106 +0 1 48 Leaf node 7 5:0.49516007136302492 +0 1 48 Leaf node 7 5:-0.30664548168776246 +0 1 48 Leaf node 7 5:-0.31285173243061254 +0 1 48 Leaf node 7 5:-0.1038557354873844 +0 1 48 Leaf node 7 5:0.50593733462948343 +0 1 48 Leaf node 7 5:0.50203225308677168 +0 1 48 Leaf node 7 5:-0.34997829173828332 +0 1 48 Leaf node 7 5:-0.24098500428103214 +0 1 48 Leaf node 7 5:0.50599743484740944 +0 1 48 Leaf node 7 5:0.27038299021812323 +0 1 48 Leaf node 7 5:-0.20874127734160999 +0 1 48 Leaf node 7 5:-0.14493744585563406 +0 1 48 Leaf node 7 5:0.24016480393216999 +0 1 48 Leaf node 7 5:-0.50025870260726002 +0 1 48 Leaf node 7 5:0.50097370241071604 +0 1 48 Leaf node 7 5:0.50073925555323362 +0 1 48 Leaf node 7 5:0.50028715579321203 +0 1 49 Tree node 2 1 4 5.5 0 0 2.3954833063895036E-05 +0 1 49 Tree node -2 12 3 2.5 0 0 8.6610047625230229E-05 +0 1 49 Tree node 3 11 7 2.5 0 0 3.2394353092530666E-05 +0 1 49 Tree node 4 -5 7 1.5 0 0 3.1366087049824242E-05 +0 1 49 Tree node 5 -6 6 8.5 0 0 2.5927285531251635E-05 +0 1 49 Tree node 6 -7 6 5.5 0 0 0.00010524932146151135 +0 1 49 Tree node 7 -8 6 3.5 0 0 3.4266438491743539E-05 +0 1 49 Tree node 8 -9 5 4.5 0 0 3.1678423024586135E-05 +0 1 49 Tree node 9 -10 4 3.5 0 0 2.901228129933124E-05 +0 1 49 Tree node 10 -11 3 3.5 0 0 3.947924342401721E-05 +0 1 49 Tree node 18 -12 0 2.5 0 0 3.766776622673674E-05 +0 1 49 Tree node -4 -13 0 6.5 0 0 2.3738050636777017E-05 +0 1 49 Tree node 14 13 2 4.5 0 0 1.9503734598001358E-05 +0 1 49 Tree node -14 15 2 5.5 0 0 8.7530953052516623E-05 +0 1 49 Tree node -3 16 0 4.5 0 0 2.8035792385962124E-05 +0 1 49 Tree node -15 -17 0 4.5 0 0 1.1301869946354512E-05 +0 1 49 Tree node 17 -18 0 7.5 0 0 9.3278773463790056E-06 +0 1 49 Tree node -16 -19 3 4.5 0 0 2.3009544282032526E-05 +0 1 49 Tree node -1 -20 3 1.5 0 0 5.4421897836388179E-06 +0 1 49 Leaf node 7 5:-0.50136343879236378 +0 1 49 Leaf node 7 5:0.25895770863314782 +0 1 49 Leaf node 7 5:0.50607800881665366 +0 1 49 Leaf node 7 5:0.31140452815544833 +0 1 49 Leaf node 7 5:-0.28811406930894623 +0 1 49 Leaf node 7 5:0.50612035095133134 +0 1 49 Leaf node 7 5:-0.31790055767177711 +0 1 49 Leaf node 7 5:0.30023080572397892 +0 1 49 Leaf node 7 5:-0.21886512917198192 +0 1 49 Leaf node 7 5:0.097173862273557496 +0 1 49 Leaf node 7 5:0.35641376129769597 +0 1 49 Leaf node 7 5:-0.51282602084754325 +0 1 49 Leaf node 7 5:0.50071424611584758 +0 1 49 Leaf node 7 5:-0.23201368404663253 +0 1 49 Leaf node 7 5:0.50334460718653951 +0 1 49 Leaf node 7 5:0.50311281209237879 +0 1 49 Leaf node 7 5:0.50042356869604587 +0 1 49 Leaf node 7 5:0.50265344131498246 +0 1 49 Leaf node 7 5:-0.35569797397729397 +0 1 49 Leaf node 7 5:-0.50178916913559923 +0 1 50 Tree node 1 4 1 2.5 0 0 1.9702155476891668E-05 +0 1 50 Tree node 2 -3 2 3.5 0 0 2.9690026590648268E-05 +0 1 50 Tree node 3 -4 4 3.5 0 0 3.8353524808221949E-05 +0 1 50 Tree node -1 -5 6 2.5 0 0 1.7726430616083453E-05 +0 1 50 Tree node 6 5 3 6.5 0 0 9.0717210494210901E-06 +0 1 50 Tree node -6 18 0 5.5 0 0 5.5920289443607537E-05 +0 1 50 Tree node 7 14 0 6.5 0 0 2.1873110330084474E-05 +0 1 50 Tree node 9 8 3 4.5 0 0 2.4415560677845212E-05 +0 1 50 Tree node -9 -10 5 4.5 0 0 0.00011033223832356367 +0 1 50 Tree node 16 10 4 2.5 0 0 5.0610711459420387E-05 +0 1 50 Tree node -11 11 4 6.5 0 0 6.7132462875292884E-05 +0 1 50 Tree node 13 12 7 1.5 0 0 7.2075986204855238E-05 +0 1 50 Tree node -13 -14 0 4.5 0 0 4.201702081501812E-05 +0 1 50 Tree node -12 -15 1 4.5 0 0 3.7769922470801694E-05 +0 1 50 Tree node 15 17 6 7.5 0 0 2.1399786161833962E-05 +0 1 50 Tree node -8 -17 5 5.5 0 0 4.4976682286938628E-05 +0 1 50 Tree node -2 -18 0 2.5 0 0 1.791251673402117E-05 +0 1 50 Tree node -16 -19 5 5.5 0 0 8.2940781591653485E-06 +0 1 50 Tree node -7 -20 6 3.5 0 0 6.2523619698619213E-06 +0 1 50 Leaf node 7 5:-0.50150617789453522 +0 1 50 Leaf node 7 5:-0.50268064552183156 +0 1 50 Leaf node 7 5:-0.29598132519204146 +0 1 50 Leaf node 7 5:0.070278462489748617 +0 1 50 Leaf node 7 5:-0.28676173884719758 +0 1 50 Leaf node 7 5:-0.40301542066184842 +0 1 50 Leaf node 7 5:0.50283129852022634 +0 1 50 Leaf node 7 5:-0.40650766173618152 +0 1 50 Leaf node 7 5:0.50821778977827403 +0 1 50 Leaf node 7 5:-0.12383649821846804 +0 1 50 Leaf node 7 5:0.26114879343778052 +0 1 50 Leaf node 7 5:0.50722916881933922 +0 1 50 Leaf node 7 5:-0.4031013153324009 +0 1 50 Leaf node 7 5:0.50065569628534812 +0 1 50 Leaf node 7 5:0.50228048613114062 +0 1 50 Leaf node 7 5:0.50635361319129235 +0 1 50 Leaf node 7 5:0.50080148803015734 +0 1 50 Leaf node 7 5:-0.33423688068700558 +0 1 50 Leaf node 7 5:0.50059830924647697 +0 1 50 Leaf node 7 5:0.50048007817295614 +0 1 51 Tree node 3 1 0 1.5 0 0 1.5831074873926999E-05 +0 1 51 Tree node 2 5 0 2.5 0 0 2.4259776836087173E-05 +0 1 51 Tree node -2 -4 4 2.5 0 0 0.00012339501590106491 +0 1 51 Tree node 16 4 3 1.5 0 0 1.9625192485552219E-05 +0 1 51 Tree node 18 -6 4 3.5 0 0 0.00014601447857466926 +0 1 51 Tree node 6 7 1 2.5 0 0 1.7978377394927988E-05 +0 1 51 Tree node -3 -8 3 2.5 0 0 9.2583259705372961E-05 +0 1 51 Tree node -7 8 5 2.5 0 0 2.8597994525830508E-05 +0 1 51 Tree node -9 9 3 2.5 0 0 2.0233157868301647E-05 +0 1 51 Tree node 10 13 0 4.5 0 0 9.6125943783219943E-06 +0 1 51 Tree node 11 -12 6 8.5 0 0 4.4443873092997451E-05 +0 1 51 Tree node 12 -13 6 4.5 0 0 0.00013503192285495329 +0 1 51 Tree node -10 -14 0 3.5 0 0 2.1181881842649842E-05 +0 1 51 Tree node 15 14 1 6.5 0 0 8.6356981897570648E-06 +0 1 51 Tree node -15 -16 2 2.5 0 0 1.3604804087843683E-05 +0 1 51 Tree node -11 -17 5 3.5 0 0 1.2373604219374155E-05 +0 1 51 Tree node -1 17 5 1.5 0 0 8.3669568357281027E-06 +0 1 51 Tree node -18 -19 5 2.5 0 0 1.2462188285953137E-05 +0 1 51 Tree node -5 -20 6 1.5 0 0 4.5965684612126104E-06 +0 1 51 Leaf node 7 5:-0.50120119475812219 +0 1 51 Leaf node 7 5:-0.085770372569926492 +0 1 51 Leaf node 7 5:-0.51962633480509035 +0 1 51 Leaf node 7 5:0.32728156174939055 +0 1 51 Leaf node 7 5:-0.50071945349178393 +0 1 51 Leaf node 7 5:-0.27034535563790674 +0 1 51 Leaf node 7 5:0.32178049143371473 +0 1 51 Leaf node 7 5:0.20932377475155814 +0 1 51 Leaf node 7 5:0.35744713689586494 +0 1 51 Leaf node 7 5:0.30725220658817176 +0 1 51 Leaf node 7 5:0.50321624342785054 +0 1 51 Leaf node 7 5:0.50341695244328111 +0 1 51 Leaf node 7 5:-0.37091135624107574 +0 1 51 Leaf node 7 5:-0.05963729349544554 +0 1 51 Leaf node 7 5:-0.24857742214362383 +0 1 51 Leaf node 7 5:0.14055412834360526 +0 1 51 Leaf node 7 5:0.5006806917762483 +0 1 51 Leaf node 7 5:0.2760853758758563 +0 1 51 Leaf node 7 5:-0.50005845897974166 +0 1 51 Leaf node 7 5:-0.50426587287966218 +0 1 52 Tree node 2 1 6 2.5 0 0 1.5797248283262285E-05 +0 1 52 Tree node -2 8 0 2.5 0 0 5.1544672464462004E-05 +0 1 52 Tree node 4 3 7 1.5 0 0 1.6349120952964714E-05 +0 1 52 Tree node -4 -5 0 3.5 0 0 5.7336895582328344E-05 +0 1 52 Tree node 15 5 4 2.5 0 0 2.2462432678566701E-05 +0 1 52 Tree node -6 6 2 1.5 0 0 6.3517409138252895E-05 +0 1 52 Tree node -7 7 2 3.5 0 0 7.3048508278560905E-05 +0 1 52 Tree node -8 -9 5 4.5 0 0 5.0730896999124416E-05 +0 1 52 Tree node 10 9 6 4.5 0 0 6.5329631371446177E-06 +0 1 52 Tree node -10 13 0 3.5 0 0 2.8343499108906334E-05 +0 1 52 Tree node 11 12 2 3.5 0 0 1.7121798360851594E-05 +0 1 52 Tree node -3 -13 1 5.5 0 0 3.6749558387128118E-05 +0 1 52 Tree node -12 -14 5 4.5 0 0 3.269075709739949E-05 +0 1 52 Tree node -11 14 6 5.5 0 0 1.0478437303983366E-05 +0 1 52 Tree node -15 17 0 4.5 0 0 1.4043255738432927E-05 +0 1 52 Tree node -1 16 3 1.5 0 0 3.4728759022363661E-06 +0 1 52 Tree node -17 -18 1 3.5 0 0 3.0829212905322019E-06 +0 1 52 Tree node -16 18 3 3.5 0 0 2.7828159783649031E-06 +0 1 52 Tree node -19 -20 5 3.5 0 0 1.2109362595842182E-05 +0 1 52 Leaf node 7 5:-0.50103062337469784 +0 1 52 Leaf node 7 5:0.30670917113612189 +0 1 52 Leaf node 7 5:0.21524357185469659 +0 1 52 Leaf node 7 5:0.33891118902544831 +0 1 52 Leaf node 7 5:-0.22258784481396793 +0 1 52 Leaf node 7 5:-0.31835746244664759 +0 1 52 Leaf node 7 5:0.31465585361801834 +0 1 52 Leaf node 7 5:-0.30733595628042415 +0 1 52 Leaf node 7 5:0.50123610919069683 +0 1 52 Leaf node 7 5:-0.1953189465824198 +0 1 52 Leaf node 7 5:0.50621808497870846 +0 1 52 Leaf node 7 5:0.50680817183677485 +0 1 52 Leaf node 7 5:-0.30771493254834098 +0 1 52 Leaf node 7 5:-0.025122635671511705 +0 1 52 Leaf node 7 5:-0.26261613237766501 +0 1 52 Leaf node 7 5:-0.21610023454030178 +0 1 52 Leaf node 7 5:-0.50218306251250655 +0 1 52 Leaf node 7 5:0.30033483233280112 +0 1 52 Leaf node 7 5:0.50422201112310128 +0 1 52 Leaf node 7 5:0.50053205323886263 +0 1 53 Tree node 1 3 5 3.5 0 0 1.3620788817741634E-05 +0 1 53 Tree node 2 -3 4 9.5 0 0 4.3744880802939672E-05 +0 1 53 Tree node 5 -4 4 5.5 0 0 5.8407858700615041E-05 +0 1 53 Tree node 4 10 2 1.5 0 0 4.0998644660010266E-05 +0 1 53 Tree node -2 -6 3 2.5 0 0 3.0844695732634838E-05 +0 1 53 Tree node 6 7 1 3.5 0 0 2.6131562238295168E-05 +0 1 53 Tree node 8 -8 7 1.5 0 0 3.5804567174606954E-05 +0 1 53 Tree node -7 -9 6 1.5 0 0 2.5276450910753231E-05 +0 1 53 Tree node 14 9 3 2.5 0 0 1.7641631727874709E-05 +0 1 53 Tree node -10 -11 4 1.5 0 0 3.454779030780018E-05 +0 1 53 Tree node 11 12 2 3.5 0 0 1.4621401206475665E-05 +0 1 53 Tree node -5 18 0 4.5 0 0 3.8796785524027619E-05 +0 1 53 Tree node 13 -14 0 4.5 0 0 1.7540696989630343E-05 +0 1 53 Tree node -12 -15 3 3.5 0 0 2.5771730081379729E-05 +0 1 53 Tree node 16 15 2 2.5 0 0 1.0734673695771196E-05 +0 1 53 Tree node -16 -17 5 1.5 0 0 4.3144311329906888E-05 +0 1 53 Tree node 17 -18 4 2.5 0 0 1.2232804077149076E-05 +0 1 53 Tree node -1 -19 6 1.5 0 0 1.8820175778868774E-06 +0 1 53 Tree node -13 -20 4 7.5 0 0 1.8741002581148008E-06 +0 1 53 Leaf node 7 5:-0.50050907055381266 +0 1 53 Leaf node 7 5:0.027208199721733713 +0 1 53 Leaf node 7 5:-0.24719040983180418 +0 1 53 Leaf node 7 5:0.28592293394126506 +0 1 53 Leaf node 7 5:-0.27362638247288479 +0 1 53 Leaf node 7 5:0.50937960555589101 +0 1 53 Leaf node 7 5:-0.11391316584689537 +0 1 53 Leaf node 7 5:-0.40787633644881649 +0 1 53 Leaf node 7 5:0.27961229205512955 +0 1 53 Leaf node 7 5:-0.50053091794715254 +0 1 53 Leaf node 7 5:-0.50028601061764855 +0 1 53 Leaf node 7 5:0.50709812699848622 +0 1 53 Leaf node 7 5:0.50343263892245715 +0 1 53 Leaf node 7 5:0.14095336609228587 +0 1 53 Leaf node 7 5:0.040618549872889806 +0 1 53 Leaf node 7 5:-0.50965010772777297 +0 1 53 Leaf node 7 5:0.33493703485684512 +0 1 53 Leaf node 7 5:-0.50281046598120338 +0 1 53 Leaf node 7 5:-0.50252692884097894 +0 1 53 Leaf node 7 5:0.50024990894610644 +0 1 54 Tree node 3 1 4 5.5 0 0 1.0449564769477031E-05 +0 1 54 Tree node 2 10 0 3.5 0 0 3.4781725747317309E-05 +0 1 54 Tree node -2 -4 5 4.5 0 0 1.8008442985210418E-05 +0 1 54 Tree node 4 13 7 2.5 0 0 1.2888566230966494E-05 +0 1 54 Tree node 5 -6 6 8.5 0 0 1.2756360806495522E-05 +0 1 54 Tree node 6 -7 6 5.5 0 0 3.8581145606157572E-05 +0 1 54 Tree node 7 -8 6 3.5 0 0 2.0656844204362079E-05 +0 1 54 Tree node 8 -9 4 4.5 0 0 3.1380514255623248E-05 +0 1 54 Tree node 9 -10 3 3.5 0 0 1.4621438747110433E-05 +0 1 54 Tree node 12 -11 6 2.5 0 0 2.2900025931054471E-05 +0 1 54 Tree node 11 14 4 8.5 0 0 1.1647635998317103E-05 +0 1 54 Tree node -3 -13 3 5.5 0 0 3.3952258130381222E-05 +0 1 54 Tree node 18 -14 4 2.5 0 0 9.843011031214237E-06 +0 1 54 Tree node -5 -15 0 6.5 0 0 8.7756268829535145E-06 +0 1 54 Tree node -12 15 2 2.5 0 0 6.727350838025471E-06 +0 1 54 Tree node 17 16 3 6.5 0 0 3.2889131747738532E-06 +0 1 54 Tree node -17 -18 0 7.5 0 0 4.3365464222854534E-06 +0 1 54 Tree node -16 -19 0 4.5 0 0 4.2734461189730226E-06 +0 1 54 Tree node -1 -20 3 1.5 0 0 1.6913689291905516E-06 +0 1 54 Leaf node 7 5:-0.50086037201040301 +0 1 54 Leaf node 7 5:0.033843088681397751 +0 1 54 Leaf node 7 5:-0.37448190389649366 +0 1 54 Leaf node 7 5:0.51217522627340795 +0 1 54 Leaf node 7 5:0.27490575485899016 +0 1 54 Leaf node 7 5:0.50299174955362114 +0 1 54 Leaf node 7 5:-0.31133769441091408 +0 1 54 Leaf node 7 5:0.29303199700863053 +0 1 54 Leaf node 7 5:-0.13093316951279399 +0 1 54 Leaf node 7 5:0.32715171399224641 +0 1 54 Leaf node 7 5:-0.3081456904926218 +0 1 54 Leaf node 7 5:0.50395183333856142 +0 1 54 Leaf node 7 5:0.50192566432662944 +0 1 54 Leaf node 7 5:-0.19693493789291011 +0 1 54 Leaf node 7 5:0.5006812797787904 +0 1 54 Leaf node 7 5:0.5025220948639596 +0 1 54 Leaf node 7 5:-0.3633096529803474 +0 1 54 Leaf node 7 5:0.5004484780049423 +0 1 54 Leaf node 7 5:0.50053194221395725 +0 1 54 Leaf node 7 5:-0.26148094746045764 +0 1 55 Tree node 1 3 5 3.5 0 0 7.6754809568079242E-06 +0 1 55 Tree node 2 -3 4 9.5 0 0 3.2260340324571028E-05 +0 1 55 Tree node 5 -4 4 5.5 0 0 3.877093221261113E-05 +0 1 55 Tree node 4 12 2 1.5 0 0 2.1674084834884014E-05 +0 1 55 Tree node -2 -6 3 2.5 0 0 2.2807083018813761E-05 +0 1 55 Tree node 6 7 1 3.5 0 0 1.6135729535572015E-05 +0 1 55 Tree node 8 -8 7 1.5 0 0 2.4612048937528781E-05 +0 1 55 Tree node -7 -9 6 1.5 0 0 1.6950192728962213E-05 +0 1 55 Tree node 10 9 1 1.5 0 0 1.2753481305092247E-05 +0 1 55 Tree node -10 -11 4 1.5 0 0 5.0164319913798383E-05 +0 1 55 Tree node 17 11 2 2.5 0 0 2.3252807483982962E-05 +0 1 55 Tree node -12 -13 5 1.5 0 0 2.8710856121697285E-05 +0 1 55 Tree node 13 14 4 7.5 0 0 7.6492109351287803E-06 +0 1 55 Tree node -5 15 1 4.5 0 0 6.7543445731199861E-05 +0 1 55 Tree node -14 18 0 3.5 0 0 2.0100289969587733E-05 +0 1 55 Tree node -15 16 2 3.5 0 0 1.0059192938347607E-05 +0 1 55 Tree node -17 -18 0 7.5 0 0 1.5607428290254392E-05 +0 1 55 Tree node -1 -19 4 2.5 0 0 7.2519185676168518E-06 +0 1 55 Tree node -16 -20 0 4.5 0 0 4.3936649845212124E-06 +0 1 55 Leaf node 7 5:-0.50042652465240589 +0 1 55 Leaf node 7 5:-0.011396072232286019 +0 1 55 Leaf node 7 5:-0.2307950204425066 +0 1 55 Leaf node 7 5:0.26363849891762331 +0 1 55 Leaf node 7 5:-0.33860478957445045 +0 1 55 Leaf node 7 5:0.50830851427470181 +0 1 55 Leaf node 7 5:-0.11236827921312202 +0 1 55 Leaf node 7 5:-0.38355227901716343 +0 1 55 Leaf node 7 5:0.25376676222053929 +0 1 55 Leaf node 7 5:-0.50181955040462822 +0 1 55 Leaf node 7 5:-0.4224856069939491 +0 1 55 Leaf node 7 5:-0.50003113305723368 +0 1 55 Leaf node 7 5:0.45962968866933651 +0 1 55 Leaf node 7 5:0.5040186292582417 +0 1 55 Leaf node 7 5:-0.15315951127303382 +0 1 55 Leaf node 7 5:0.50200879569139123 +0 1 55 Leaf node 7 5:0.50654593115288815 +0 1 55 Leaf node 7 5:0.50093096217321864 +0 1 55 Leaf node 7 5:-0.5021721382757558 +0 1 55 Leaf node 7 5:-8.7353629973190898E-05 +0 1 56 Tree node 4 1 7 1.5 0 0 6.808810651486715E-06 +0 1 56 Tree node -2 2 2 1.5 0 0 3.6261955728698741E-05 +0 1 56 Tree node 3 15 1 4.5 0 0 9.828350137357733E-06 +0 1 56 Tree node -3 -5 2 5.5 0 0 2.9245198782829602E-05 +0 1 56 Tree node 17 5 3 1.5 0 0 6.3933054881416991E-06 +0 1 56 Tree node 6 9 5 3.5 0 0 7.9474911314295252E-06 +0 1 56 Tree node 13 7 4 2.5 0 0 5.1034947281470278E-05 +0 1 56 Tree node 8 -9 6 2.5 0 0 5.3499118837810493E-05 +0 1 56 Tree node -8 -10 4 4.5 0 0 2.1420286960448481E-05 +0 1 56 Tree node 10 12 3 3.5 0 0 1.420706353845876E-05 +0 1 56 Tree node 11 -12 1 5.5 0 0 2.1457333166906432E-05 +0 1 56 Tree node -7 -13 6 2.5 0 0 3.4851711429227048E-05 +0 1 56 Tree node -11 14 1 4.5 0 0 1.1643222885224496E-05 +0 1 56 Tree node -6 -15 3 4.5 0 0 4.3066364907912546E-06 +0 1 56 Tree node -14 16 0 4.5 0 0 3.8611705313286135E-06 +0 1 56 Tree node -4 -17 5 3.5 0 0 3.6269171053915347E-06 +0 1 56 Tree node -16 -18 5 5.5 0 0 2.3651788282706703E-06 +0 1 56 Tree node 18 -19 5 2.5 0 0 2.2196686899889765E-06 +0 1 56 Tree node -1 -20 5 1.5 0 0 4.8424765773883128E-06 +0 1 56 Leaf node 7 5:-0.50021183390578705 +0 1 56 Leaf node 7 5:0.25926167461688454 +0 1 56 Leaf node 7 5:-0.35642750493633574 +0 1 56 Leaf node 7 5:0.50155534555629011 +0 1 56 Leaf node 7 5:0.5018618622533263 +0 1 56 Leaf node 7 5:-0.50125098218115149 +0 1 56 Leaf node 7 5:0.039765854394361963 +0 1 56 Leaf node 7 5:-0.50475128155427618 +0 1 56 Leaf node 7 5:0.021724709049755483 +0 1 56 Leaf node 7 5:-0.43019068201029159 +0 1 56 Leaf node 7 5:-0.24828354981737374 +0 1 56 Leaf node 7 5:-0.2011863911246814 +0 1 56 Leaf node 7 5:0.44411864082423902 +0 1 56 Leaf node 7 5:0.26270861139285234 +0 1 56 Leaf node 7 5:0.179561628219851 +0 1 56 Leaf node 7 5:-0.25322578607195095 +0 1 56 Leaf node 7 5:0.5005473745089315 +0 1 56 Leaf node 7 5:0.50089744503447675 +0 1 56 Leaf node 7 5:-0.50011786301147398 +0 1 56 Leaf node 7 5:0.27824629649848731 +0 1 57 Tree node 5 1 4 5.5 0 0 5.2788866275212542E-06 +0 1 57 Tree node -2 2 4 7.5 0 0 2.254276326755358E-05 +0 1 57 Tree node 4 3 5 3.5 0 0 2.2660139650341648E-05 +0 1 57 Tree node -4 13 0 3.5 0 0 2.4273552092472707E-05 +0 1 57 Tree node -3 -6 1 4.5 0 0 1.8067063141286299E-05 +0 1 57 Tree node 6 9 0 4.5 0 0 7.7869670286057865E-06 +0 1 57 Tree node 7 -8 0 3.5 0 0 3.7016727116630509E-05 +0 1 57 Tree node 8 -9 5 4.5 0 0 1.9578194196982894E-05 +0 1 57 Tree node 10 -10 4 3.5 0 0 1.8107124783015346E-05 +0 1 57 Tree node -7 15 6 3.5 0 0 8.4725187800980116E-06 +0 1 57 Tree node 12 11 1 2.5 0 0 4.1657203563104591E-06 +0 1 57 Tree node -12 -13 0 2.5 0 0 1.199745740929299E-05 +0 1 57 Tree node 17 -14 6 2.5 0 0 8.588989418962142E-06 +0 1 57 Tree node -5 14 0 4.5 0 0 2.807224796115264E-06 +0 1 57 Tree node -15 -16 4 8.5 0 0 2.1017135158638742E-06 +0 1 57 Tree node -11 16 0 8.5 0 0 1.7621937353959486E-06 +0 1 57 Tree node -17 -18 6 8.5 0 0 2.3146389233158184E-06 +0 1 57 Tree node 18 -19 4 2.5 0 0 1.7324297580953139E-06 +0 1 57 Tree node -1 -20 3 1.5 0 0 9.9406691418534794E-07 +0 1 57 Leaf node 7 5:-0.50098768757121104 +0 1 57 Leaf node 7 5:0.33592529506356011 +0 1 57 Leaf node 7 5:-0.22632914191720077 +0 1 57 Leaf node 7 5:0.50759238888470437 +0 1 57 Leaf node 7 5:0.50151496860780098 +0 1 57 Leaf node 7 5:-0.035027868231243001 +0 1 57 Leaf node 7 5:0.50301835895377822 +0 1 57 Leaf node 7 5:-0.19300564555460212 +0 1 57 Leaf node 7 5:-0.30453402858704648 +0 1 57 Leaf node 7 5:0.13434541161335922 +0 1 57 Leaf node 7 5:-0.10704584933057056 +0 1 57 Leaf node 7 5:-0.50150217454786838 +0 1 57 Leaf node 7 5:0.33686652765920067 +0 1 57 Leaf node 7 5:-0.50403025322642947 +0 1 57 Leaf node 7 5:-0.33903619297780035 +0 1 57 Leaf node 7 5:0.50057280647628455 +0 1 57 Leaf node 7 5:0.50308935189056969 +0 1 57 Leaf node 7 5:0.50014968883336275 +0 1 57 Leaf node 7 5:-0.501652513382429 +0 1 57 Leaf node 7 5:-0.50116489872016734 +0 1 58 Tree node 4 1 7 1.5 0 0 3.7981976401604232E-06 +0 1 58 Tree node -2 2 2 1.5 0 0 2.1969398732093908E-05 +0 1 58 Tree node 3 18 1 4.5 0 0 6.5765359168172444E-06 +0 1 58 Tree node -3 -5 2 5.5 0 0 1.7041150830876382E-05 +0 1 58 Tree node -1 5 3 1.5 0 0 4.3677256315809393E-06 +0 1 58 Tree node 6 16 1 9.5 0 0 4.5729533546500386E-06 +0 1 58 Tree node 7 -8 3 6.5 0 0 8.1962628777227458E-06 +0 1 58 Tree node 8 13 1 6.5 0 0 1.1020589751883477E-05 +0 1 58 Tree node 10 9 6 3.5 0 0 1.5466017639175555E-05 +0 1 58 Tree node -10 17 6 5.5 0 0 1.4760622070941788E-05 +0 1 58 Tree node 14 11 4 4.5 0 0 1.2011147344679413E-05 +0 1 58 Tree node -12 12 1 3.5 0 0 7.0100951387939333E-05 +0 1 58 Tree node -13 -14 3 3.5 0 0 1.2536126448259707E-05 +0 1 58 Tree node -9 -15 2 5.5 0 0 1.117888840745567E-05 +0 1 58 Tree node 15 -16 5 3.5 0 0 9.0045713877873542E-06 +0 1 58 Tree node -6 -17 4 2.5 0 0 6.775898242710055E-06 +0 1 58 Tree node -7 -18 2 5.5 0 0 4.3086621638734036E-06 +0 1 58 Tree node -11 -19 6 6.5 0 0 3.5377216328350827E-06 +0 1 58 Tree node -4 -20 5 3.5 0 0 2.3063393640591503E-06 +0 1 58 Leaf node 7 5:0.24648329014839784 +0 1 58 Leaf node 7 5:0.22536644222781457 +0 1 58 Leaf node 7 5:-0.32853330183952217 +0 1 58 Leaf node 7 5:0.50127370948604477 +0 1 58 Leaf node 7 5:0.50123966408606768 +0 1 58 Leaf node 7 5:-0.23978583232362458 +0 1 58 Leaf node 7 5:0.50236009470755782 +0 1 58 Leaf node 7 5:-0.32791546800138699 +0 1 58 Leaf node 7 5:-0.39132626968375056 +0 1 58 Leaf node 7 5:0.34273575797162731 +0 1 58 Leaf node 7 5:0.44076279685284786 +0 1 58 Leaf node 7 5:-0.42820985413122759 +0 1 58 Leaf node 7 5:0.50367469039503554 +0 1 58 Leaf node 7 5:-0.20668188935479601 +0 1 58 Leaf node 7 5:0.50032495723932513 +0 1 58 Leaf node 7 5:0.16281445249264614 +0 1 58 Leaf node 7 5:-0.2576233675648677 +0 1 58 Leaf node 7 5:0.50016580339326777 +0 1 58 Leaf node 7 5:-0.054791853141499584 +0 1 58 Leaf node 7 5:0.50043724917574761 +0 1 59 Tree node 1 3 1 2.5 0 0 3.7722240623060257E-06 +0 1 59 Tree node 2 -3 2 3.5 0 0 7.3034442374982024E-06 +0 1 59 Tree node 14 -4 4 3.5 0 0 6.4047092985112703E-06 +0 1 59 Tree node 4 13 0 6.5 0 0 3.1239490559937154E-06 +0 1 59 Tree node 5 -6 3 6.5 0 0 8.3506457010260012E-06 +0 1 59 Tree node 7 6 3 4.5 0 0 6.380966095088575E-06 +0 1 59 Tree node -7 -8 5 4.5 0 0 3.0882401994534679E-05 +0 1 59 Tree node 10 8 4 2.5 0 0 1.239655961641342E-05 +0 1 59 Tree node -9 9 4 4.5 0 0 1.8683134258034524E-05 +0 1 59 Tree node 12 11 7 1.5 0 0 1.0838905144538606E-05 +0 1 59 Tree node -2 -12 0 2.5 0 0 5.4504220689978247E-06 +0 1 59 Tree node -11 -13 0 4.5 0 0 5.0754368545744609E-06 +0 1 59 Tree node 15 -14 3 3.5 0 0 5.0550929159781968E-06 +0 1 59 Tree node -5 18 5 3.5 0 0 4.4681167093267396E-06 +0 1 59 Tree node 16 -16 6 2.5 0 0 2.2517462417309237E-06 +0 1 59 Tree node -10 -17 3 2.5 0 0 1.086813585523651E-06 +0 1 59 Tree node 17 -18 4 2.5 0 0 8.9930256928481664E-07 +0 1 59 Tree node -1 -19 3 1.5 0 0 8.272580663460004E-07 +0 1 59 Tree node -15 -20 5 4.5 0 0 7.392216722579011E-07 +0 1 59 Leaf node 7 5:-0.50086856937194368 +0 1 59 Leaf node 7 5:-0.50110323055792028 +0 1 59 Leaf node 7 5:-0.32307017235104624 +0 1 59 Leaf node 7 5:0.056004014426473674 +0 1 59 Leaf node 7 5:-0.16997592784542745 +0 1 59 Leaf node 7 5:-0.25858608631154084 +0 1 59 Leaf node 7 5:0.50404459366870558 +0 1 59 Leaf node 7 5:-0.13334456765897706 +0 1 59 Leaf node 7 5:0.30067690405177516 +0 1 59 Leaf node 7 5:0.5019913514036014 +0 1 59 Leaf node 7 5:-0.2940394334580273 +0 1 59 Leaf node 7 5:-0.30917562511622754 +0 1 59 Leaf node 7 5:0.50038463622056839 +0 1 59 Leaf node 7 5:0.0077974372764916195 +0 1 59 Leaf node 7 5:-0.18754482076619497 +0 1 59 Leaf node 7 5:-0.24307311887372199 +0 1 59 Leaf node 7 5:0.50307099945600453 +0 1 59 Leaf node 7 5:-0.50121704978622839 +0 1 59 Leaf node 7 5:-0.50094267755459287 +0 1 59 Leaf node 7 5:0.50057026607499 +0 1 60 Tree node 5 1 4 5.5 0 0 3.0866008460840525E-06 +0 1 60 Tree node -2 2 4 7.5 0 0 1.2734346097634908E-05 +0 1 60 Tree node 4 3 5 3.5 0 0 1.0702103080735938E-05 +0 1 60 Tree node -4 14 0 3.5 0 0 1.0573603776241525E-05 +0 1 60 Tree node -3 -6 6 4.5 0 0 9.4933819955333483E-06 +0 1 60 Tree node 6 13 7 2.5 0 0 5.5389314546763715E-06 +0 1 60 Tree node 7 -8 7 1.5 0 0 7.1349189017398671E-06 +0 1 60 Tree node 9 8 6 4.5 0 0 4.8185729864086527E-06 +0 1 60 Tree node -9 -10 6 8.5 0 0 1.6176618919158473E-05 +0 1 60 Tree node 10 -11 5 4.5 0 0 6.7431831454753814E-06 +0 1 60 Tree node 11 -12 4 3.5 0 0 1.7299319712463309E-05 +0 1 60 Tree node 12 -13 2 3.5 0 0 8.9550161668036473E-06 +0 1 60 Tree node 16 -14 1 3.5 0 0 1.1674927554651676E-05 +0 1 60 Tree node -7 -15 0 6.5 0 0 4.5443060223474172E-06 +0 1 60 Tree node -5 15 0 4.5 0 0 1.7050362143347379E-06 +0 1 60 Tree node -16 -17 4 8.5 0 0 8.8352689240388461E-07 +0 1 60 Tree node -1 17 3 1.5 0 0 6.2851834506093899E-07 +0 1 60 Tree node 18 -19 4 2.5 0 0 2.5320069756584962E-07 +0 1 60 Tree node -18 -20 6 1.5 0 0 4.9096293430389229E-07 +0 1 60 Leaf node 7 5:-0.50069908987915024 +0 1 60 Leaf node 7 5:0.31342256241015881 +0 1 60 Leaf node 7 5:-0.21704848843440225 +0 1 60 Leaf node 7 5:0.50527930842410518 +0 1 60 Leaf node 7 5:0.50119362873845186 +0 1 60 Leaf node 7 5:0.03908386893466307 +0 1 60 Leaf node 7 5:0.2905736403548792 +0 1 60 Leaf node 7 5:-0.27107388409947952 +0 1 60 Leaf node 7 5:-0.27690946240191289 +0 1 60 Leaf node 7 5:0.50206913333719172 +0 1 60 Leaf node 7 5:-0.17950520849029644 +0 1 60 Leaf node 7 5:0.16749834766575164 +0 1 60 Leaf node 7 5:0.48778713000847557 +0 1 60 Leaf node 7 5:-0.50574985096833469 +0 1 60 Leaf node 7 5:0.50036656983030836 +0 1 60 Leaf node 7 5:-0.29160232912289225 +0 1 60 Leaf node 7 5:0.50047586560851209 +0 1 60 Leaf node 7 5:-0.5000435070944399 +0 1 60 Leaf node 7 5:0.11485461891876052 +0 1 60 Leaf node 7 5:-0.50117770727779531 +0 1 61 Tree node 1 7 1 2.5 0 0 2.9149336361067739E-06 +0 1 61 Tree node 2 -3 2 3.5 0 0 5.5674675125710497E-06 +0 1 61 Tree node 3 4 2 2.5 0 0 5.5846658431529207E-06 +0 1 61 Tree node 5 -5 4 4.5 0 0 2.5107533203962156E-05 +0 1 61 Tree node -4 -6 5 1.5 0 0 5.8984791979070776E-06 +0 1 61 Tree node -1 6 3 2.5 0 0 2.1116717195839145E-06 +0 1 61 Tree node -7 -8 5 1.5 0 0 4.95646674579786E-06 +0 1 61 Tree node 8 10 2 4.5 0 0 1.8643625939414287E-06 +0 1 61 Tree node 12 9 7 1.5 0 0 9.56794976887578E-06 +0 1 61 Tree node -10 -11 0 4.5 0 0 1.1659462604234572E-05 +0 1 61 Tree node 11 18 2 5.5 0 0 7.4814198468633276E-06 +0 1 61 Tree node -9 -13 5 6.5 0 0 6.2904465949455914E-06 +0 1 61 Tree node 13 -14 0 8.5 0 0 5.7022325756254181E-06 +0 1 61 Tree node 14 -15 1 6.5 0 0 9.6724880708705994E-06 +0 1 61 Tree node -2 15 4 1.5 0 0 4.9342494175238078E-06 +0 1 61 Tree node -16 16 5 3.5 0 0 5.449971094960553E-06 +0 1 61 Tree node -17 17 3 3.5 0 0 1.0382324594368633E-05 +0 1 61 Tree node -18 -19 4 9.5 0 0 6.4530203153677139E-06 +0 1 61 Tree node -12 -20 5 3.5 0 0 3.9998383011244877E-06 +0 1 61 Leaf node 7 5:-0.50098998577637077 +0 1 61 Leaf node 7 5:-0.27903485610463885 +0 1 61 Leaf node 7 5:-0.31530825523718947 +0 1 61 Leaf node 7 5:-0.50001238709015827 +0 1 61 Leaf node 7 5:-0.15785854281399986 +0 1 61 Leaf node 7 5:0.27834067881025781 +0 1 61 Leaf node 7 5:-0.50115369736560422 +0 1 61 Leaf node 7 5:0.40557124085651941 +0 1 61 Leaf node 7 5:-0.29656703925821742 +0 1 61 Leaf node 7 5:0.50269493037186141 +0 1 61 Leaf node 7 5:0.5011021287522659 +0 1 61 Leaf node 7 5:0.50165448749002761 +0 1 61 Leaf node 7 5:-0.048466277998377001 +0 1 61 Leaf node 7 5:0.50235662837554951 +0 1 61 Leaf node 7 5:-0.401129823055898 +0 1 61 Leaf node 7 5:0.21126587658613796 +0 1 61 Leaf node 7 5:0.35180608186720314 +0 1 61 Leaf node 7 5:-0.2406521478878231 +0 1 61 Leaf node 7 5:0.50078308765073265 +0 1 61 Leaf node 7 5:0.50022649397252728 +0 1 62 Tree node 5 1 4 5.5 0 0 2.5242325862350476E-06 +0 1 62 Tree node -2 2 4 7.5 0 0 9.4009163268480225E-06 +0 1 62 Tree node 4 3 5 3.5 0 0 6.8415432386400714E-06 +0 1 62 Tree node -4 15 0 3.5 0 0 8.2103412251338091E-06 +0 1 62 Tree node -3 -6 1 4.5 0 0 6.8238380505403828E-06 +0 1 62 Tree node 6 10 0 4.5 0 0 3.8990997365372336E-06 +0 1 62 Tree node 7 -8 0 3.5 0 0 1.9440062498048654E-05 +0 1 62 Tree node 8 -9 5 4.5 0 0 5.8934326740464927E-06 +0 1 62 Tree node 9 -10 3 3.5 0 0 5.2022414948210941E-06 +0 1 62 Tree node 12 -11 4 3.5 0 0 1.7467844291630943E-05 +0 1 62 Tree node -7 11 0 7.5 0 0 3.2027141288841485E-06 +0 1 62 Tree node -12 16 0 8.5 0 0 1.1058261008069783E-06 +0 1 62 Tree node 13 14 1 2.5 0 0 1.0535106415463863E-06 +0 1 62 Tree node 18 -15 6 2.5 0 0 3.0900839067466766E-06 +0 1 62 Tree node -14 -16 5 2.5 0 0 2.7277418385174741E-06 +0 1 62 Tree node -5 17 0 4.5 0 0 1.0268929546846594E-06 +0 1 62 Tree node -13 -18 6 8.5 0 0 8.5845156586463797E-07 +0 1 62 Tree node -17 -19 5 4.5 0 0 5.6109695458361351E-07 +0 1 62 Tree node -1 -20 3 1.5 0 0 3.2546534169687651E-07 +0 1 62 Leaf node 7 5:-0.50069375312802289 +0 1 62 Leaf node 7 5:0.28185051764512559 +0 1 62 Leaf node 7 5:-0.18862814324366894 +0 1 62 Leaf node 7 5:0.50461932830792322 +0 1 62 Leaf node 7 5:0.50101709241053005 +0 1 62 Leaf node 7 5:0.0004950304929622108 +0 1 62 Leaf node 7 5:0.50228765259603203 +0 1 62 Leaf node 7 5:-0.18989098696956255 +0 1 62 Leaf node 7 5:-0.22183837337847689 +0 1 62 Leaf node 7 5:-0.2988666872298994 +0 1 62 Leaf node 7 5:0.19285341841615258 +0 1 62 Leaf node 7 5:-0.19033080172909217 +0 1 62 Leaf node 7 5:0.5019086312839014 +0 1 62 Leaf node 7 5:-0.50078247264507036 +0 1 62 Leaf node 7 5:-0.50268343442653274 +0 1 62 Leaf node 7 5:0.35346361989070163 +0 1 62 Leaf node 7 5:-0.276376624920944 +0 1 62 Leaf node 7 5:0.50009591319669611 +0 1 62 Leaf node 7 5:0.50036647217045205 +0 1 62 Leaf node 7 5:-0.5009833066921715 +0 1 63 Tree node 3 1 0 1.5 0 0 2.0432969704582747E-06 +0 1 63 Tree node 2 5 0 2.5 0 0 3.7108667725077336E-06 +0 1 63 Tree node -2 -4 4 2.5 0 0 1.5929728767456032E-05 +0 1 63 Tree node 15 4 3 1.5 0 0 3.3658056778695058E-06 +0 1 63 Tree node -5 -6 4 3.5 0 0 2.5948878725516592E-05 +0 1 63 Tree node 6 7 1 2.5 0 0 2.4674298761335816E-06 +0 1 63 Tree node -3 -8 3 2.5 0 0 1.5612158733365691E-05 +0 1 63 Tree node -7 8 5 2.5 0 0 3.2719383395316858E-06 +0 1 63 Tree node -9 9 3 2.5 0 0 3.1505712201302192E-06 +0 1 63 Tree node 10 11 6 3.5 0 0 2.3172559299226132E-06 +0 1 63 Tree node -10 13 5 3.5 0 0 6.8090041205281539E-06 +0 1 63 Tree node 12 17 5 4.5 0 0 4.8834169295247763E-06 +0 1 63 Tree node -11 14 6 7.5 0 0 2.4028192851052152E-05 +0 1 63 Tree node -12 -15 4 8.5 0 0 3.467989957647923E-06 +0 1 63 Tree node -14 -16 7 2.5 0 0 1.6613763049398458E-06 +0 1 63 Tree node -1 16 5 1.5 0 0 1.2715205044633866E-06 +0 1 63 Tree node -17 -18 5 2.5 0 0 2.0313191635624418E-06 +0 1 63 Tree node -13 18 3 3.5 0 0 1.1572573023600365E-06 +0 1 63 Tree node -19 -20 1 4.5 0 0 8.0938643576822898E-07 +0 1 63 Leaf node 7 5:-0.50037676666652864 +0 1 63 Leaf node 7 5:0.082274506532981379 +0 1 63 Leaf node 7 5:-0.51007288301019249 +0 1 63 Leaf node 7 5:0.28826965418420741 +0 1 63 Leaf node 7 5:-0.50122061993266964 +0 1 63 Leaf node 7 5:-0.27608324218620234 +0 1 63 Leaf node 7 5:0.23462751068207152 +0 1 63 Leaf node 7 5:0.21684357620322328 +0 1 63 Leaf node 7 5:0.33737672660418971 +0 1 63 Leaf node 7 5:0.29864731278308043 +0 1 63 Leaf node 7 5:-0.34635585333335067 +0 1 63 Leaf node 7 5:-0.1424565358298088 +0 1 63 Leaf node 7 5:0.5017303104694868 +0 1 63 Leaf node 7 5:0.50128753350963606 +0 1 63 Leaf node 7 5:0.50110905347140799 +0 1 63 Leaf node 7 5:0.50009930033734384 +0 1 63 Leaf node 7 5:0.30730229461666186 +0 1 63 Leaf node 7 5:-0.50002073849288764 +0 1 63 Leaf node 7 5:-0.22500357277871716 +0 1 63 Leaf node 7 5:0.50028557771999072 +0 1 64 Tree node 2 1 6 2.5 0 0 2.3317744748222354E-06 +0 1 64 Tree node -2 7 0 2.5 0 0 7.8982775747526316E-06 +0 1 64 Tree node 17 3 3 1.5 0 0 1.9557628984878756E-06 +0 1 64 Tree node 9 4 4 3.5 0 0 5.9982482263352334E-06 +0 1 64 Tree node -5 5 0 1.5 0 0 4.9810979834783045E-05 +0 1 64 Tree node -6 6 2 3.5 0 0 1.0450581380810976E-05 +0 1 64 Tree node -7 -8 5 5.5 0 0 3.6116109723653595E-06 +0 1 64 Tree node 8 11 6 3.5 0 0 1.3127972963088118E-06 +0 1 64 Tree node -3 -10 5 4.5 0 0 4.6039809725909405E-06 +0 1 64 Tree node 10 -11 2 3.5 0 0 1.2538806986799369E-06 +0 1 64 Tree node -4 -12 0 2.5 0 0 1.2208893780871142E-06 +0 1 64 Tree node 13 12 2 4.5 0 0 1.2068873355177789E-06 +0 1 64 Tree node -13 -14 0 4.5 0 0 8.5764592547968731E-06 +0 1 64 Tree node 14 16 0 6.5 0 0 3.7936366352692781E-06 +0 1 64 Tree node -9 15 6 5.5 0 0 1.0032139972793415E-05 +0 1 64 Tree node -16 -17 1 5.5 0 0 3.9892404076591649E-06 +0 1 64 Tree node -15 -18 0 8.5 0 0 3.1409281260584296E-06 +0 1 64 Tree node -1 18 5 1.5 0 0 6.2191828731933257E-07 +0 1 64 Tree node -19 -20 5 2.5 0 0 1.2767903728892398E-06 +0 1 64 Leaf node 7 5:-0.5003482260880312 +0 1 64 Leaf node 7 5:0.3380818250235384 +0 1 64 Leaf node 7 5:0.24281453761315522 +0 1 64 Leaf node 7 5:-0.18599193287158558 +0 1 64 Leaf node 7 5:-0.50536339894703319 +0 1 64 Leaf node 7 5:0.22210591123450257 +0 1 64 Leaf node 7 5:-0.29830400292958592 +0 1 64 Leaf node 7 5:0.5003877871477137 +0 1 64 Leaf node 7 5:0.5023780664061257 +0 1 64 Leaf node 7 5:-0.12430679227249682 +0 1 64 Leaf node 7 5:0.47193087776947179 +0 1 64 Leaf node 7 5:-0.24256540211546027 +0 1 64 Leaf node 7 5:-0.35528668610055819 +0 1 64 Leaf node 7 5:0.50043528928827019 +0 1 64 Leaf node 7 5:-0.33107341068301605 +0 1 64 Leaf node 7 5:-0.19494389691428199 +0 1 64 Leaf node 7 5:0.50139768032825283 +0 1 64 Leaf node 7 5:0.50172677463188942 +0 1 64 Leaf node 7 5:0.26031285434617352 +0 1 64 Leaf node 7 5:-0.50006030580601157 +0 1 65 Tree node 2 1 4 5.5 0 0 1.7621999888760707E-06 +0 1 65 Tree node -2 6 3 2.5 0 0 5.8101420348013316E-06 +0 1 65 Tree node 3 9 0 4.5 0 0 2.1845055115986708E-06 +0 1 65 Tree node 4 -5 0 3.5 0 0 1.0500138589277345E-05 +0 1 65 Tree node 5 -6 1 3.5 0 0 2.511016722851089E-06 +0 1 65 Tree node 11 -7 5 4.5 0 0 2.664034466951169E-06 +0 1 65 Tree node 8 7 2 4.5 0 0 1.9365387191277474E-06 +0 1 65 Tree node -8 14 2 5.5 0 0 7.503549978217956E-06 +0 1 65 Tree node -3 15 0 4.5 0 0 2.6944306100440481E-06 +0 1 65 Tree node 10 17 6 6.5 0 0 1.8994052599810116E-06 +0 1 65 Tree node -4 -12 3 4.5 0 0 1.3521855056679827E-06 +0 1 65 Tree node 18 12 3 1.5 0 0 1.2574611067546792E-06 +0 1 65 Tree node 13 -14 4 3.5 0 0 3.9442168180710069E-06 +0 1 65 Tree node -13 -15 6 2.5 0 0 8.8171171456497785E-07 +0 1 65 Tree node -9 -16 0 4.5 0 0 8.6524701165392146E-07 +0 1 65 Tree node 16 -17 6 4.5 0 0 7.3647272853204598E-07 +0 1 65 Tree node -10 -18 0 7.5 0 0 2.1437867035018364E-06 +0 1 65 Tree node -11 -19 0 8.5 0 0 6.6733573612797936E-07 +0 1 65 Tree node -1 -20 5 1.5 0 0 4.850718629112009E-07 +0 1 65 Leaf node 7 5:-0.50024722650471642 +0 1 65 Leaf node 7 5:0.22826491589247352 +0 1 65 Leaf node 7 5:0.5018092870466021 +0 1 65 Leaf node 7 5:0.50172401842097702 +0 1 65 Leaf node 7 5:-0.15778485926886063 +0 1 65 Leaf node 7 5:0.19461323574626069 +0 1 65 Leaf node 7 5:-0.19396355619205624 +0 1 65 Leaf node 7 5:-0.28887797994443715 +0 1 65 Leaf node 7 5:0.50097941559086434 +0 1 65 Leaf node 7 5:-0.32297791110159924 +0 1 65 Leaf node 7 5:-0.3120086525538911 +0 1 65 Leaf node 7 5:0.50056647499481355 +0 1 65 Leaf node 7 5:-0.50079086784021898 +0 1 65 Leaf node 7 5:-0.18794535137002583 +0 1 65 Leaf node 7 5:-0.1858737299397866 +0 1 65 Leaf node 7 5:0.50018556118340496 +0 1 65 Leaf node 7 5:0.50090352797172577 +0 1 65 Leaf node 7 5:0.50111884894051839 +0 1 65 Leaf node 7 5:0.50130647974089182 +0 1 65 Leaf node 7 5:0.21649051988876714 +0 1 66 Tree node 3 1 5 3.5 0 0 1.7525884904102254E-06 +0 1 66 Tree node 2 12 2 1.5 0 0 8.1668807752611825E-06 +0 1 66 Tree node -2 -4 3 2.5 0 0 8.7858138056263146E-06 +0 1 66 Tree node 4 -5 6 7.5 0 0 2.8353383328870907E-06 +0 1 66 Tree node 6 5 0 3.5 0 0 3.9806701624069466E-06 +0 1 66 Tree node -6 -7 2 2.5 0 0 1.2847697973308427E-05 +0 1 66 Tree node 7 -8 1 3.5 0 0 3.6086851643220024E-06 +0 1 66 Tree node 8 -9 2 3.5 0 0 8.8614387398270705E-06 +0 1 66 Tree node 9 -10 7 1.5 0 0 6.0486831411279646E-06 +0 1 66 Tree node 10 11 2 2.5 0 0 3.2162471249414742E-06 +0 1 66 Tree node 18 -12 4 2.5 0 0 1.3898719632678485E-05 +0 1 66 Tree node -11 -13 5 1.5 0 0 3.047163094854295E-06 +0 1 66 Tree node 13 14 1 4.5 0 0 2.785121837695039E-06 +0 1 66 Tree node -3 16 4 7.5 0 0 1.4985847436758993E-05 +0 1 66 Tree node 15 17 0 4.5 0 0 1.3215931873954004E-06 +0 1 66 Tree node -14 -17 6 3.5 0 0 1.1443821928825903E-06 +0 1 66 Tree node -15 -18 0 4.5 0 0 7.8829647404981153E-07 +0 1 66 Tree node -16 -19 2 2.5 0 0 4.59705128427562E-07 +0 1 66 Tree node -1 -20 0 2.5 0 0 2.1225989894537882E-07 +0 1 66 Leaf node 7 5:-0.50019896777901929 +0 1 66 Leaf node 7 5:-0.032749856999420887 +0 1 66 Leaf node 7 5:-0.35391577568403054 +0 1 66 Leaf node 7 5:0.50404697716287117 +0 1 66 Leaf node 7 5:0.50124481196031234 +0 1 66 Leaf node 7 5:-0.26160176407310604 +0 1 66 Leaf node 7 5:0.17055222484642898 +0 1 66 Leaf node 7 5:0.39067341646149406 +0 1 66 Leaf node 7 5:-0.37925616544101803 +0 1 66 Leaf node 7 5:0.33255183920564557 +0 1 66 Leaf node 7 5:-0.50000466019045575 +0 1 66 Leaf node 7 5:-0.50539863016764619 +0 1 66 Leaf node 7 5:0.28466272207783339 +0 1 66 Leaf node 7 5:0.21563368573124461 +0 1 66 Leaf node 7 5:0.5010861275997518 +0 1 66 Leaf node 7 5:0.50213386100968538 +0 1 66 Leaf node 7 5:0.077059634322364887 +0 1 66 Leaf node 7 5:0.50009682421614776 +0 1 66 Leaf node 7 5:0.14191048922448199 +0 1 66 Leaf node 7 5:-0.50157356073609383 +0 1 67 Tree node 2 1 6 2.5 0 0 1.5265117448221589E-06 +0 1 67 Tree node -2 9 0 2.5 0 0 3.6906988694926946E-06 +0 1 67 Tree node 4 3 0 3.5 0 0 1.3114706999089233E-06 +0 1 67 Tree node -4 5 0 4.5 0 0 1.25018199702938E-05 +0 1 67 Tree node 6 -6 7 1.5 0 0 4.1029682536265683E-06 +0 1 67 Tree node -5 16 0 6.5 0 0 1.7518318865100631E-06 +0 1 67 Tree node 7 -8 5 4.5 0 0 1.3751634113580136E-06 +0 1 67 Tree node 8 -9 0 2.5 0 0 2.1063128357414165E-06 +0 1 67 Tree node 17 -10 4 3.5 0 0 4.9418575791183166E-06 +0 1 67 Tree node -3 10 3 2.5 0 0 1.1174429974322993E-06 +0 1 67 Tree node 11 12 6 3.5 0 0 1.7471421392077611E-06 +0 1 67 Tree node -11 -13 5 4.5 0 0 2.0438599893802077E-06 +0 1 67 Tree node -12 13 0 3.5 0 0 1.573224370218058E-06 +0 1 67 Tree node -14 14 2 1.5 0 0 1.7261976985317537E-06 +0 1 67 Tree node -15 15 0 4.5 0 0 1.1811322357142552E-06 +0 1 67 Tree node -16 -17 5 3.5 0 0 5.4667264411407847E-07 +0 1 67 Tree node -7 -18 3 5.5 0 0 4.6200893640788495E-07 +0 1 67 Tree node 18 -19 3 1.5 0 0 3.4497307285163903E-07 +0 1 67 Tree node -1 -20 5 1.5 0 0 1.6874343476008547E-07 +0 1 67 Leaf node 7 5:-0.5000058631308979 +0 1 67 Leaf node 7 5:0.30072487558391814 +0 1 67 Leaf node 7 5:0.21474584877411118 +0 1 67 Leaf node 7 5:-0.39443187081322617 +0 1 67 Leaf node 7 5:0.50121417202091834 +0 1 67 Leaf node 7 5:0.29705511823567432 +0 1 67 Leaf node 7 5:-0.37467973042086816 +0 1 67 Leaf node 7 5:-0.24637647788823294 +0 1 67 Leaf node 7 5:0.35195021075633742 +0 1 67 Leaf node 7 5:-0.16386338503699913 +0 1 67 Leaf node 7 5:0.22691270801879176 +0 1 67 Leaf node 7 5:-0.17607610441663271 +0 1 67 Leaf node 7 5:-0.023240283940045441 +0 1 67 Leaf node 7 5:-0.15169841128490275 +0 1 67 Leaf node 7 5:-0.22089285700755842 +0 1 67 Leaf node 7 5:0.50089715878675622 +0 1 67 Leaf node 7 5:0.50031853139888527 +0 1 67 Leaf node 7 5:0.50034689316795233 +0 1 67 Leaf node 7 5:-0.50077639409257912 +0 1 67 Leaf node 7 5:-0.50097792050864554 +0 1 68 Tree node 2 1 4 5.5 0 0 1.0297722838226496E-06 +0 1 68 Tree node -2 11 3 2.5 0 0 2.9956992420392849E-06 +0 1 68 Tree node 3 10 6 8.5 0 0 1.4930696400725119E-06 +0 1 68 Tree node 4 -5 6 5.5 0 0 3.5183453509428504E-06 +0 1 68 Tree node 5 -6 6 3.5 0 0 2.5992219459847951E-06 +0 1 68 Tree node 6 -7 4 4.5 0 0 2.8013666130653726E-06 +0 1 68 Tree node 7 -8 3 4.5 0 0 6.0967895812327435E-06 +0 1 68 Tree node 9 8 2 2.5 0 0 2.7130734666754643E-06 +0 1 68 Tree node -9 -10 1 1.5 0 0 3.9689171198375201E-06 +0 1 68 Tree node 14 -11 5 3.5 0 0 2.9950638492486706E-06 +0 1 68 Tree node -4 -12 0 7.5 0 0 1.6067609464749252E-06 +0 1 68 Tree node 13 12 2 4.5 0 0 1.1347668855364562E-06 +0 1 68 Tree node -13 17 2 5.5 0 0 3.5303801279211027E-06 +0 1 68 Tree node -3 15 0 4.5 0 0 1.6746505085063214E-06 +0 1 68 Tree node -1 18 0 2.5 0 0 6.0461810366399953E-07 +0 1 68 Tree node -15 16 6 3.5 0 0 4.2607982823809696E-07 +0 1 68 Tree node -17 -18 3 4.5 0 0 1.3955716313178785E-06 +0 1 68 Tree node -14 -19 0 4.5 0 0 3.7157382630098579E-07 +0 1 68 Tree node -16 -20 1 2.5 0 0 1.9085646903606497E-07 +0 1 68 Leaf node 7 5:-0.27951883731399874 +0 1 68 Leaf node 7 5:0.20887560320027304 +0 1 68 Leaf node 7 5:0.50149347428437074 +0 1 68 Leaf node 7 5:0.50134758498132426 +0 1 68 Leaf node 7 5:-0.29938953942762392 +0 1 68 Leaf node 7 5:0.30143578287238593 +0 1 68 Leaf node 7 5:-0.10222521899132596 +0 1 68 Leaf node 7 5:0.48521158232501432 +0 1 68 Leaf node 7 5:-0.5015838144502669 +0 1 68 Leaf node 7 5:-0.40015799248723161 +0 1 68 Leaf node 7 5:0.30922872597793882 +0 1 68 Leaf node 7 5:0.50002515416827054 +0 1 68 Leaf node 7 5:-0.2511581098579026 +0 1 68 Leaf node 7 5:0.50060677709147494 +0 1 68 Leaf node 7 5:0.50082488918323265 +0 1 68 Leaf node 7 5:-0.50099399610730133 +0 1 68 Leaf node 7 5:0.50068328328492395 +0 1 68 Leaf node 7 5:-0.40396745323096273 +0 1 68 Leaf node 7 5:0.50012109588204423 +0 1 68 Leaf node 7 5:-0.20597431542893357 +0 1 69 Tree node 7 1 3 1.5 0 0 8.5486320931480235E-07 +0 1 69 Tree node 2 4 1 2.5 0 0 1.291966433394323E-06 +0 1 69 Tree node 3 -4 4 4.5 0 0 5.1494664099015344E-06 +0 1 69 Tree node 9 -5 6 2.5 0 0 1.430747507754498E-06 +0 1 69 Tree node 5 11 0 3.5 0 0 4.8661147123984355E-07 +0 1 69 Tree node -3 6 4 2.5 0 0 3.2805094430389129E-06 +0 1 69 Tree node -7 -8 6 4.5 0 0 3.5185859144819042E-06 +0 1 69 Tree node -1 8 5 1.5 0 0 4.6980093195098245E-07 +0 1 69 Tree node -9 -10 5 2.5 0 0 8.9594370692681997E-07 +0 1 69 Tree node 10 -11 0 2.5 0 0 4.4750668718590686E-07 +0 1 69 Tree node -2 -12 4 2.5 0 0 1.2080038061817847E-06 +0 1 69 Tree node 12 15 4 8.5 0 0 3.9111111821104339E-07 +0 1 69 Tree node -6 13 0 4.5 0 0 1.9934363394195444E-06 +0 1 69 Tree node 14 -15 4 7.5 0 0 1.2205935114104782E-06 +0 1 69 Tree node -14 -16 0 6.5 0 0 8.1459638839923228E-07 +0 1 69 Tree node -13 16 2 2.5 0 0 7.3789020566056415E-07 +0 1 69 Tree node 17 18 3 6.5 0 0 3.0664971114524928E-07 +0 1 69 Tree node -17 -19 5 4.5 0 0 4.9131980560885916E-07 +0 1 69 Tree node -18 -20 3 8.5 0 0 2.9119480074186094E-07 +0 1 69 Leaf node 7 5:-0.50023973273604283 +0 1 69 Leaf node 7 5:-0.50038605873475939 +0 1 69 Leaf node 7 5:-0.24890700166860316 +0 1 69 Leaf node 7 5:-0.14481323255878972 +0 1 69 Leaf node 7 5:-0.27832200442063693 +0 1 69 Leaf node 7 5:-0.10734008174968099 +0 1 69 Leaf node 7 5:0.37234853345627678 +0 1 69 Leaf node 7 5:-0.008954062367071549 +0 1 69 Leaf node 7 5:0.26793703558785881 +0 1 69 Leaf node 7 5:-0.50004843107077068 +0 1 69 Leaf node 7 5:0.2687653108970996 +0 1 69 Leaf node 7 5:-0.50187865101125484 +0 1 69 Leaf node 7 5:0.50143516101862473 +0 1 69 Leaf node 7 5:0.50090753592012849 +0 1 69 Leaf node 7 5:-0.21885147004274749 +0 1 69 Leaf node 7 5:0.17590666210686923 +0 1 69 Leaf node 7 5:0.50094724990789918 +0 1 69 Leaf node 7 5:-0.43333567928762362 +0 1 69 Leaf node 7 5:0.50029657398389749 +0 1 69 Leaf node 7 5:0.50043297563664291 +0 1 70 Tree node 2 1 6 2.5 0 0 8.4582531205353644E-07 +0 1 70 Tree node -2 7 0 2.5 0 0 2.5880392009796287E-06 +0 1 70 Tree node 16 3 3 1.5 0 0 8.6974468953421618E-07 +0 1 70 Tree node 14 4 4 3.5 0 0 2.1413973189635853E-06 +0 1 70 Tree node -5 5 0 1.5 0 0 1.8848233045853905E-05 +0 1 70 Tree node -6 6 2 3.5 0 0 2.3120814464960311E-06 +0 1 70 Tree node -7 -8 5 5.5 0 0 5.9611448668864427E-07 +0 1 70 Tree node 8 11 6 4.5 0 0 5.2480269176617958E-07 +0 1 70 Tree node 9 10 2 3.5 0 0 1.6691433494768417E-06 +0 1 70 Tree node -3 -11 1 5.5 0 0 2.9918054738215836E-06 +0 1 70 Tree node -10 -12 5 4.5 0 0 1.7822797163639954E-06 +0 1 70 Tree node -9 12 0 3.5 0 0 1.2327261781094224E-06 +0 1 70 Tree node -13 13 6 5.5 0 0 6.1019125620827094E-07 +0 1 70 Tree node -14 -15 0 4.5 0 0 1.1335413559953937E-06 +0 1 70 Tree node 15 -16 2 3.5 0 0 3.2599276116444825E-07 +0 1 70 Tree node -4 18 0 2.5 0 0 6.8822894282611376E-07 +0 1 70 Tree node -1 17 5 1.5 0 0 2.816332915111119E-07 +0 1 70 Tree node -18 -19 5 2.5 0 0 5.8098102148082641E-07 +0 1 70 Tree node -17 -20 1 2.5 0 0 2.3180711475400779E-07 +0 1 70 Leaf node 7 5:-0.50022700382491436 +0 1 70 Leaf node 7 5:0.29138808706518132 +0 1 70 Leaf node 7 5:0.21187899707132404 +0 1 70 Leaf node 7 5:-0.11241556179200669 +0 1 70 Leaf node 7 5:-0.50383878388931169 +0 1 70 Leaf node 7 5:0.17786745633741044 +0 1 70 Leaf node 7 5:-0.18883459577911532 +0 1 70 Leaf node 7 5:0.50025114503638035 +0 1 70 Leaf node 7 5:-0.16111231963657272 +0 1 70 Leaf node 7 5:0.50220904515755649 +0 1 70 Leaf node 7 5:-0.29592305431970634 +0 1 70 Leaf node 7 5:0.035432347919630451 +0 1 70 Leaf node 7 5:0.50147347376464702 +0 1 70 Leaf node 7 5:-0.24988242212945316 +0 1 70 Leaf node 7 5:0.24017830412289307 +0 1 70 Leaf node 7 5:0.46870124605579605 +0 1 70 Leaf node 7 5:-0.50083340604123039 +0 1 70 Leaf node 7 5:0.22621500731746336 +0 1 70 Leaf node 7 5:-0.50003965154396501 +0 1 70 Leaf node 7 5:-0.24893660488482089 +0 1 71 Tree node 2 1 4 5.5 0 0 7.8856896796924533E-07 +0 1 71 Tree node -2 10 3 2.5 0 0 2.3389467091566195E-06 +0 1 71 Tree node 3 8 6 8.5 0 0 1.0859154953183673E-06 +0 1 71 Tree node 4 -5 6 5.5 0 0 2.3668875155747782E-06 +0 1 71 Tree node 5 -6 1 4.5 0 0 1.8284813520253767E-06 +0 1 71 Tree node 6 -7 0 3.5 0 0 5.7749600500350861E-06 +0 1 71 Tree node 9 7 4 2.5 0 0 1.5008216545585902E-06 +0 1 71 Tree node -8 -9 5 1.5 0 0 9.755776327248367E-06 +0 1 71 Tree node -4 -10 0 7.5 0 0 1.1722524179499587E-06 +0 1 71 Tree node 16 -11 0 2.5 0 0 1.1558627150149795E-06 +0 1 71 Tree node 13 11 6 1.5 0 0 6.8481188799657473E-07 +0 1 71 Tree node 14 12 2 4.5 0 0 7.691170779648191E-07 +0 1 71 Tree node -13 17 2 5.5 0 0 3.897096176863966E-06 +0 1 71 Tree node -3 -15 5 5.5 0 0 7.4578304117205761E-07 +0 1 71 Tree node -12 15 0 4.5 0 0 6.3688590890547728E-07 +0 1 71 Tree node -16 -17 0 7.5 0 0 4.2254782792801235E-07 +0 1 71 Tree node 18 -18 3 1.5 0 0 2.5141824972274051E-07 +0 1 71 Tree node -14 -19 1 4.5 0 0 1.8873209493771301E-07 +0 1 71 Tree node -1 -20 5 2.5 0 0 1.1483471455262349E-07 +0 1 71 Leaf node 7 5:-0.50077124135300011 +0 1 71 Leaf node 7 5:0.21454820976546601 +0 1 71 Leaf node 7 5:0.50116952181852692 +0 1 71 Leaf node 7 5:0.50110432018304618 +0 1 71 Leaf node 7 5:-0.28367388945034006 +0 1 71 Leaf node 7 5:0.21800427275204043 +0 1 71 Leaf node 7 5:-0.2398827935227183 +0 1 71 Leaf node 7 5:-0.50153766347697393 +0 1 71 Leaf node 7 5:0.24081568173111584 +0 1 71 Leaf node 7 5:0.50001743703765134 +0 1 71 Leaf node 7 5:-0.50116300359096644 +0 1 71 Leaf node 7 5:0.50082498411299936 +0 1 71 Leaf node 7 5:-0.37928999701433169 +0 1 71 Leaf node 7 5:0.50048175832788711 +0 1 71 Leaf node 7 5:0.50007795224433704 +0 1 71 Leaf node 7 5:-0.16488576422006007 +0 1 71 Leaf node 7 5:0.50083511011521908 +0 1 71 Leaf node 7 5:-0.32558867914912876 +0 1 71 Leaf node 7 5:0.50005047424597238 +0 1 71 Leaf node 7 5:-0.5000324636280421 +0 1 72 Tree node 3 1 5 3.5 0 0 5.5116305444667185E-07 +0 1 72 Tree node 2 7 2 1.5 0 0 2.679292371545614E-06 +0 1 72 Tree node -2 -4 3 2.5 0 0 3.0367915839257383E-06 +0 1 72 Tree node 4 -5 4 9.5 0 0 1.3118971367527312E-06 +0 1 72 Tree node 5 -6 4 5.5 0 0 3.0832820254884793E-06 +0 1 72 Tree node 6 -7 0 3.5 0 0 2.2869001232443612E-06 +0 1 72 Tree node 11 -8 4 3.5 0 0 1.8434796646617916E-06 +0 1 72 Tree node 8 9 1 4.5 0 0 1.1601024435028415E-06 +0 1 72 Tree node -3 15 4 7.5 0 0 5.6314369847630915E-06 +0 1 72 Tree node 10 12 1 5.5 0 0 8.8549997437470243E-07 +0 1 72 Tree node -9 -12 6 4.5 0 0 1.8391187798062101E-06 +0 1 72 Tree node 16 -13 6 2.5 0 0 4.5227657151420826E-07 +0 1 72 Tree node 13 14 2 3.5 0 0 4.3362838664120746E-07 +0 1 72 Tree node -11 -15 6 3.5 0 0 9.594613106132323E-07 +0 1 72 Tree node -14 17 2 4.5 0 0 5.4444654861151322E-07 +0 1 72 Tree node -10 -17 2 6.5 0 0 2.7531091047195163E-07 +0 1 72 Tree node -1 -18 3 1.5 0 0 1.6398455678284963E-07 +0 1 72 Tree node -16 18 5 4.5 0 0 7.9007373111057127E-08 +0 1 72 Tree node -19 -20 2 5.5 0 0 1.3472588450316461E-07 +0 1 72 Leaf node 7 5:-0.5006153385897204 +0 1 72 Leaf node 7 5:-0.034171356915143385 +0 1 72 Leaf node 7 5:-0.33391979238939656 +0 1 72 Leaf node 7 5:0.50213328120914791 +0 1 72 Leaf node 7 5:-0.18512058189368191 +0 1 72 Leaf node 7 5:0.26670738125583776 +0 1 72 Leaf node 7 5:-0.20412266503728094 +0 1 72 Leaf node 7 5:0.146077412601052 +0 1 72 Leaf node 7 5:0.50297428027889424 +0 1 72 Leaf node 7 5:0.50080014396886652 +0 1 72 Leaf node 7 5:-0.45686735249813698 +0 1 72 Leaf node 7 5:-0.31058873550188121 +0 1 72 Leaf node 7 5:-0.22124973298777384 +0 1 72 Leaf node 7 5:0.50199608887667868 +0 1 72 Leaf node 7 5:0.50022894015007535 +0 1 72 Leaf node 7 5:-0.21391019789457538 +0 1 72 Leaf node 7 5:0.50025690433604719 +0 1 72 Leaf node 7 5:-0.32195902670383414 +0 1 72 Leaf node 7 5:0.50031968359891377 +0 1 72 Leaf node 7 5:0.50007899550249724 +0 1 73 Tree node 7 1 6 2.5 0 0 5.5927986993119278E-07 +0 1 73 Tree node 2 4 2 1.5 0 0 1.3173895834007121E-06 +0 1 73 Tree node 3 -4 1 4.5 0 0 3.4929872557467734E-06 +0 1 73 Tree node -2 -5 4 1.5 0 0 5.9725683542886735E-06 +0 1 73 Tree node 5 11 1 4.5 0 0 1.0192347301791457E-06 +0 1 73 Tree node 6 -7 2 6.5 0 0 2.3332503984345572E-06 +0 1 73 Tree node -3 -8 3 3.5 0 0 1.5473309171932533E-06 +0 1 73 Tree node 18 8 3 1.5 0 0 6.0238575974708714E-07 +0 1 73 Tree node 16 9 4 3.5 0 0 1.7864933487399669E-06 +0 1 73 Tree node -10 10 0 1.5 0 0 1.1977401517740352E-05 +0 1 73 Tree node -11 15 2 3.5 0 0 1.0400974336627862E-06 +0 1 73 Tree node -6 12 5 3.5 0 0 4.5801343021523537E-07 +0 1 73 Tree node 14 13 2 3.5 0 0 8.1215800276031154E-07 +0 1 73 Tree node -14 -15 0 4.5 0 0 2.8075229147866417E-06 +0 1 73 Tree node -13 -16 6 6.5 0 0 1.0505048836946928E-06 +0 1 73 Tree node -12 -17 2 5.5 0 0 3.3870578726986968E-07 +0 1 73 Tree node 17 -18 2 3.5 0 0 2.1861316389608384E-07 +0 1 73 Tree node -9 -19 0 2.5 0 0 2.4713519084505676E-07 +0 1 73 Tree node -1 -20 5 1.5 0 0 1.7882029691492769E-07 +0 1 73 Leaf node 7 5:-0.50012446518588738 +0 1 73 Leaf node 7 5:-0.26916403436870012 +0 1 73 Leaf node 7 5:-0.044928174750895486 +0 1 73 Leaf node 7 5:-0.14039551889095392 +0 1 73 Leaf node 7 5:0.49110078957460807 +0 1 73 Leaf node 7 5:0.50060593700462974 +0 1 73 Leaf node 7 5:0.50088107150995675 +0 1 73 Leaf node 7 5:-0.38709003427129457 +0 1 73 Leaf node 7 5:-0.12266720131523688 +0 1 73 Leaf node 7 5:-0.5032196115484695 +0 1 73 Leaf node 7 5:0.14091273986033595 +0 1 73 Leaf node 7 5:-0.19120856439315714 +0 1 73 Leaf node 7 5:-0.46787290592983855 +0 1 73 Leaf node 7 5:0.50252111154859436 +0 1 73 Leaf node 7 5:0.50020579274608257 +0 1 73 Leaf node 7 5:0.50019586961118201 +0 1 73 Leaf node 7 5:0.50010495179658254 +0 1 73 Leaf node 7 5:0.46573497552892096 +0 1 73 Leaf node 7 5:-0.23464057669997007 +0 1 73 Leaf node 7 5:0.233743680972092 +0 1 74 Tree node 1 5 1 2.5 0 0 4.7926260796487016E-07 +0 1 74 Tree node 3 2 0 2.5 0 0 1.213617534748077E-06 +0 1 74 Tree node -3 -4 3 2.5 0 0 3.1103427233433183E-06 +0 1 74 Tree node 4 -5 4 4.5 0 0 2.2176726635996379E-06 +0 1 74 Tree node -1 -6 2 2.5 0 0 4.4331616590150832E-07 +0 1 74 Tree node 6 10 0 3.5 0 0 2.6321222999811316E-07 +0 1 74 Tree node 7 -8 3 4.5 0 0 1.7244525584890406E-06 +0 1 74 Tree node 9 8 4 2.5 0 0 9.7055642628222416E-07 +0 1 74 Tree node -9 -10 6 4.5 0 0 1.6423572394142492E-06 +0 1 74 Tree node -2 -11 5 2.5 0 0 2.0886988568557984E-07 +0 1 74 Tree node -7 11 1 3.5 0 0 1.7719429570386644E-07 +0 1 74 Tree node 12 13 1 4.5 0 0 4.3474281239919765E-07 +0 1 74 Tree node -12 -14 4 7.5 0 0 1.2598701669897982E-06 +0 1 74 Tree node -13 14 2 1.5 0 0 5.434099542176816E-07 +0 1 74 Tree node 15 16 1 5.5 0 0 5.4335755817048735E-07 +0 1 74 Tree node -15 -17 6 3.5 0 0 1.1455096293089319E-06 +0 1 74 Tree node -16 17 5 3.5 0 0 2.4218785198137752E-07 +0 1 74 Tree node 18 -19 2 3.5 0 0 2.3658916367099781E-07 +0 1 74 Tree node -18 -20 6 3.5 0 0 3.7269445625704216E-07 +0 1 74 Leaf node 7 5:-0.50017647268186316 +0 1 74 Leaf node 7 5:-0.50050312655620466 +0 1 74 Leaf node 7 5:-0.50573749389009026 +0 1 74 Leaf node 7 5:0.10730159964388571 +0 1 74 Leaf node 7 5:0.10887030320148121 +0 1 74 Leaf node 7 5:-0.50133196575313999 +0 1 74 Leaf node 7 5:0.50059984737270791 +0 1 74 Leaf node 7 5:0.5011015723509975 +0 1 74 Leaf node 7 5:0.32844709331343047 +0 1 74 Leaf node 7 5:-0.069261279453533137 +0 1 74 Leaf node 7 5:-0.500772107974089 +0 1 74 Leaf node 7 5:-0.26397443716880192 +0 1 74 Leaf node 7 5:-0.11843109789836255 +0 1 74 Leaf node 7 5:0.13089392051337129 +0 1 74 Leaf node 7 5:0.50186007997565829 +0 1 74 Leaf node 7 5:0.50052691545805394 +0 1 74 Leaf node 7 5:-0.21829057099315291 +0 1 74 Leaf node 7 5:-0.42581862594552577 +0 1 74 Leaf node 7 5:0.26409710579636697 +0 1 74 Leaf node 7 5:0.5000742460263139 +0 1 75 Tree node 2 1 6 2.5 0 0 3.463407173433119E-07 +0 1 75 Tree node -2 7 0 2.5 0 0 1.0206724822755099E-06 +0 1 75 Tree node 16 3 3 1.5 0 0 4.3817698068815368E-07 +0 1 75 Tree node 5 4 4 4.5 0 0 1.3643669749271553E-06 +0 1 75 Tree node -5 14 1 2.5 0 0 6.1853602252620831E-06 +0 1 75 Tree node 6 -7 5 3.5 0 0 9.8016338488378942E-07 +0 1 75 Tree node -4 -8 4 2.5 0 0 4.4711130038676047E-07 +0 1 75 Tree node -3 8 3 2.5 0 0 3.5999523321717953E-07 +0 1 75 Tree node 13 9 6 3.5 0 0 5.1763403372808721E-07 +0 1 75 Tree node 10 12 6 7.5 0 0 8.6763006205134677E-07 +0 1 75 Tree node 11 15 5 4.5 0 0 3.2383311381055006E-06 +0 1 75 Tree node -10 -13 0 4.5 0 0 7.4347635450979032E-07 +0 1 75 Tree node -11 17 5 3.5 0 0 7.2077748320380365E-07 +0 1 75 Tree node -9 -15 5 4.5 0 0 6.6635181445474689E-07 +0 1 75 Tree node -6 -16 0 7.5 0 0 2.0887702906450243E-07 +0 1 75 Tree node -12 -17 4 7.5 0 0 1.2862810503165552E-07 +0 1 75 Tree node -1 -18 5 1.5 0 0 1.2826854591210687E-07 +0 1 75 Tree node -14 18 4 6.5 0 0 6.3773928996506154E-08 +0 1 75 Tree node -19 -20 6 8.5 0 0 1.0304604035049152E-07 +0 1 75 Leaf node 7 5:-0.50008342302050446 +0 1 75 Leaf node 7 5:0.28328433414888227 +0 1 75 Leaf node 7 5:0.20660588536539168 +0 1 75 Leaf node 7 5:-0.39156281715319741 +0 1 75 Leaf node 7 5:-0.24933999655822436 +0 1 75 Leaf node 7 5:0.1819705849576839 +0 1 75 Leaf node 7 5:0.33148871309315558 +0 1 75 Leaf node 7 5:-0.21872964591371324 +0 1 75 Leaf node 7 5:0.23603984999947247 +0 1 75 Leaf node 7 5:-0.34478722838753412 +0 1 75 Leaf node 7 5:0.50111821458024841 +0 1 75 Leaf node 7 5:0.50041939894792276 +0 1 75 Leaf node 7 5:-0.242120972978978 +0 1 75 Leaf node 7 5:0.50024637472666056 +0 1 75 Leaf node 7 5:-0.040504896034416822 +0 1 75 Leaf node 7 5:-0.38457986951445178 +0 1 75 Leaf node 7 5:0.50017214935589172 +0 1 75 Leaf node 7 5:0.2277001020458792 +0 1 75 Leaf node 7 5:-0.37274840907996115 +0 1 75 Leaf node 7 5:0.50022290898507527 +0 1 76 Tree node 5 1 4 5.5 0 0 3.4161370897487198E-07 +0 1 76 Tree node -2 2 4 7.5 0 0 1.82143896202816E-06 +0 1 76 Tree node 3 4 5 3.5 0 0 9.3196733238944479E-07 +0 1 76 Tree node -3 -5 1 4.5 0 0 1.3827307816651441E-06 +0 1 76 Tree node -4 17 0 3.5 0 0 9.584824210966582E-07 +0 1 76 Tree node 6 7 7 2.5 0 0 6.0268956205144434E-07 +0 1 76 Tree node 8 -8 7 1.5 0 0 7.9097611590307148E-07 +0 1 76 Tree node -7 -9 0 6.5 0 0 5.3971672764715975E-07 +0 1 76 Tree node 9 -10 1 8.5 0 0 3.1026657017134585E-07 +0 1 76 Tree node 11 10 6 4.5 0 0 7.9901265772980947E-07 +0 1 76 Tree node -11 -12 6 7.5 0 0 9.0702602542790656E-07 +0 1 76 Tree node 12 -13 1 4.5 0 0 3.2287567494471032E-07 +0 1 76 Tree node 13 -14 2 3.5 0 0 6.587572441516971E-07 +0 1 76 Tree node 15 14 2 2.5 0 0 7.0449596048094928E-07 +0 1 76 Tree node -15 -16 5 1.5 0 0 6.4950931536728238E-07 +0 1 76 Tree node 16 -17 4 3.5 0 0 5.1326452492446264E-07 +0 1 76 Tree node -1 -18 0 2.5 0 0 3.4638291296949208E-07 +0 1 76 Tree node -6 18 0 4.5 0 0 1.2941690663358684E-07 +0 1 76 Tree node -19 -20 4 8.5 0 0 6.3040977404911327E-08 +0 1 76 Leaf node 7 5:-0.20987462224210279 +0 1 76 Leaf node 7 5:0.34370617229324868 +0 1 76 Leaf node 7 5:-0.23354171944516264 +0 1 76 Leaf node 7 5:0.50184740694924701 +0 1 76 Leaf node 7 5:0.041332088325804567 +0 1 76 Leaf node 7 5:0.50050986772537609 +0 1 76 Leaf node 7 5:0.32776569515652265 +0 1 76 Leaf node 7 5:-0.28506755930083194 +0 1 76 Leaf node 7 5:0.50011127318379955 +0 1 76 Leaf node 7 5:0.5010251701184939 +0 1 76 Leaf node 7 5:-0.29346629772507882 +0 1 76 Leaf node 7 5:0.032076891108427666 +0 1 76 Leaf node 7 5:0.12943233524104761 +0 1 76 Leaf node 7 5:-0.22434188745086178 +0 1 76 Leaf node 7 5:-0.50000087090314016 +0 1 76 Leaf node 7 5:0.23195121643612615 +0 1 76 Leaf node 7 5:-0.16506056698393748 +0 1 76 Leaf node 7 5:-0.50103426577919818 +0 1 76 Leaf node 7 5:-0.31471401198737381 +0 1 76 Leaf node 7 5:0.50013605138993122 +0 1 77 Tree node 7 1 0 1.5 0 0 2.8534991622199639E-07 +0 1 77 Tree node 2 3 0 2.5 0 0 5.9810603378145958E-07 +0 1 77 Tree node -2 -4 4 2.5 0 0 2.6040947462517039E-06 +0 1 77 Tree node 4 5 1 2.5 0 0 7.2168597901970492E-07 +0 1 77 Tree node -3 -6 3 2.5 0 0 1.5468023379133301E-06 +0 1 77 Tree node -5 6 5 2.5 0 0 9.1391754329258556E-07 +0 1 77 Tree node -7 9 3 2.5 0 0 3.9769375868942747E-07 +0 1 77 Tree node -1 8 3 1.5 0 0 2.8101200583689361E-07 +0 1 77 Tree node 18 -10 4 3.5 0 0 2.6231707177187681E-06 +0 1 77 Tree node 10 17 3 9.5 0 0 2.362103816262747E-07 +0 1 77 Tree node -8 11 2 1.5 0 0 4.20289860344214E-07 +0 1 77 Tree node 12 14 1 4.5 0 0 6.4343578877180548E-07 +0 1 77 Tree node 13 -14 2 5.5 0 0 1.4639785657056745E-06 +0 1 77 Tree node -12 -15 2 3.5 0 0 1.0675298570667091E-06 +0 1 77 Tree node -13 15 4 3.5 0 0 2.2201987987245962E-07 +0 1 77 Tree node -16 16 0 4.5 0 0 5.5957560287293005E-07 +0 1 77 Tree node -17 -18 5 3.5 0 0 2.0378748359550056E-07 +0 1 77 Tree node -11 -19 5 6.5 0 0 1.9316595146780063E-07 +0 1 77 Tree node -9 -20 6 1.5 0 0 1.2307417469728375E-07 +0 1 77 Leaf node 7 5:0.17047796333880072 +0 1 77 Leaf node 7 5:0.023787229293561234 +0 1 77 Leaf node 7 5:-0.50367606713836499 +0 1 77 Leaf node 7 5:0.32414054265339248 +0 1 77 Leaf node 7 5:0.2974100362942147 +0 1 77 Leaf node 7 5:0.1002931687345802 +0 1 77 Leaf node 7 5:0.31585122222414491 +0 1 77 Leaf node 7 5:-0.1794141470193619 +0 1 77 Leaf node 7 5:-0.50020292577928205 +0 1 77 Leaf node 7 5:-0.26944266353975294 +0 1 77 Leaf node 7 5:0.50065846558513416 +0 1 77 Leaf node 7 5:-0.09800199569124575 +0 1 77 Leaf node 7 5:-0.15245375494570906 +0 1 77 Leaf node 7 5:0.50101084070192292 +0 1 77 Leaf node 7 5:-0.32999580651943666 +0 1 77 Leaf node 7 5:0.50143213543163367 +0 1 77 Leaf node 7 5:0.50051296496676334 +0 1 77 Leaf node 7 5:0.039070457515700104 +0 1 77 Leaf node 7 5:0.50018388224240606 +0 1 77 Leaf node 7 5:-0.50087361179490131 +0 1 78 Tree node 2 1 7 1.5 0 0 2.6413630880789821E-07 +0 1 78 Tree node -2 15 2 1.5 0 0 1.397980117274507E-06 +0 1 78 Tree node 3 10 1 9.5 0 0 2.5852975312374154E-07 +0 1 78 Tree node 4 -5 3 6.5 0 0 3.9341960740929335E-07 +0 1 78 Tree node 5 9 1 6.5 0 0 4.4012819317239404E-07 +0 1 78 Tree node 8 6 6 3.5 0 0 8.1444654154845885E-07 +0 1 78 Tree node 7 -8 2 5.5 0 0 1.0368630855770452E-06 +0 1 78 Tree node -7 -9 6 6.5 0 0 1.0191445341118097E-06 +0 1 78 Tree node 11 -10 3 4.5 0 0 5.9055692474228941E-07 +0 1 78 Tree node -6 -11 2 5.5 0 0 4.0730749144447351E-07 +0 1 78 Tree node -4 -12 2 5.5 0 0 2.9456901876967741E-07 +0 1 78 Tree node 12 -13 5 6.5 0 0 2.0469213250318352E-07 +0 1 78 Tree node 13 -14 0 3.5 0 0 2.795675381881938E-07 +0 1 78 Tree node 14 -15 4 4.5 0 0 2.5483442676882372E-07 +0 1 78 Tree node 18 17 2 2.5 0 0 3.69429411505106E-07 +0 1 78 Tree node 16 -17 1 4.5 0 0 1.9963061567787952E-07 +0 1 78 Tree node -3 -18 2 5.5 0 0 5.7635208758253616E-07 +0 1 78 Tree node -16 -19 5 1.5 0 0 1.1972137749282429E-07 +0 1 78 Tree node -1 -20 4 2.5 0 0 1.0220980254711328E-07 +0 1 78 Leaf node 7 5:-0.5003047097765988 +0 1 78 Leaf node 7 5:0.22444573510348623 +0 1 78 Leaf node 7 5:-0.30611785697608207 +0 1 78 Leaf node 7 5:0.50068689757375695 +0 1 78 Leaf node 7 5:-0.36945599868508372 +0 1 78 Leaf node 7 5:-0.38006399653780715 +0 1 78 Leaf node 7 5:0.48138713791666798 +0 1 78 Leaf node 7 5:-0.37635426134082273 +0 1 78 Leaf node 7 5:0.018716065753386548 +0 1 78 Leaf node 7 5:0.20049105693519281 +0 1 78 Leaf node 7 5:0.50005385507482036 +0 1 78 Leaf node 7 5:0.50007024298529412 +0 1 78 Leaf node 7 5:0.33965464746161761 +0 1 78 Leaf node 7 5:-0.23197000568980974 +0 1 78 Leaf node 7 5:-0.075460959843985098 +0 1 78 Leaf node 7 5:-0.50132435434796685 +0 1 78 Leaf node 7 5:0.50020782237059669 +0 1 78 Leaf node 7 5:0.50025495882791449 +0 1 78 Leaf node 7 5:-0.50091071337400805 +0 1 78 Leaf node 7 5:0.12451263436641456 +0 1 79 Tree node 1 3 1 2.5 0 0 1.9652172375847879E-07 +0 1 79 Tree node 2 -3 2 3.5 0 0 4.7751190792221228E-07 +0 1 79 Tree node 7 -4 4 3.5 0 0 3.4963437562173931E-07 +0 1 79 Tree node 4 9 0 3.5 0 0 1.3424489393147716E-07 +0 1 79 Tree node 5 -6 3 4.5 0 0 7.3159553194513154E-07 +0 1 79 Tree node 6 -7 2 3.5 0 0 5.1661635108417546E-07 +0 1 79 Tree node 18 -8 6 2.5 0 0 1.7054793274507079E-07 +0 1 79 Tree node -1 8 2 1.5 0 0 1.2707127023421031E-07 +0 1 79 Tree node 16 -10 6 1.5 0 0 1.4751088712625173E-07 +0 1 79 Tree node 10 11 0 4.5 0 0 9.5373161760610683E-08 +0 1 79 Tree node -5 -12 4 7.5 0 0 8.1607536193974377E-07 +0 1 79 Tree node 12 13 4 3.5 0 0 1.9159586297360454E-07 +0 1 79 Tree node -11 -14 5 6.5 0 0 1.7521465300963001E-07 +0 1 79 Tree node 15 14 1 6.5 0 0 1.4123656220859786E-07 +0 1 79 Tree node -15 17 2 2.5 0 0 2.7403388985120262E-07 +0 1 79 Tree node -13 -17 4 7.5 0 0 9.9577562888267682E-08 +0 1 79 Tree node -9 -18 5 1.5 0 0 3.5487351662805076E-08 +0 1 79 Tree node -16 -19 6 2.5 0 0 2.9902051456854484E-08 +0 1 79 Tree node -2 -20 5 1.5 0 0 2.9348252984278801E-08 +0 1 79 Leaf node 7 5:-0.26932826074612359 +0 1 79 Leaf node 7 5:-0.50142924247413267 +0 1 79 Leaf node 7 5:-0.35706805320944346 +0 1 79 Leaf node 7 5:0.050855763430576996 +0 1 79 Leaf node 7 5:-0.13794666391292915 +0 1 79 Leaf node 7 5:0.50073427712899576 +0 1 79 Leaf node 7 5:0.23308885456402725 +0 1 79 Leaf node 7 5:0.0768663313562883 +0 1 79 Leaf node 7 5:-0.50006356484689518 +0 1 79 Leaf node 7 5:-0.50065106237069734 +0 1 79 Leaf node 7 5:0.50060690709560285 +0 1 79 Leaf node 7 5:0.22638975401300659 +0 1 79 Leaf node 7 5:0.50043941593822372 +0 1 79 Leaf node 7 5:0.50008441776054213 +0 1 79 Leaf node 7 5:-0.24697613193711918 +0 1 79 Leaf node 7 5:-0.23102869684303057 +0 1 79 Leaf node 7 5:0.50021270887683311 +0 1 79 Leaf node 7 5:-0.5008472634108837 +0 1 79 Leaf node 7 5:0.50011612260057614 +0 1 79 Leaf node 7 5:-0.49820402721211787 +0 1 80 Tree node 9 1 3 1.5 0 0 1.7149711414308706E-07 +0 1 80 Tree node 2 5 1 2.5 0 0 2.1885580779252217E-07 +0 1 80 Tree node 3 -4 4 4.5 0 0 1.3146638068496281E-06 +0 1 80 Tree node 4 12 2 2.5 0 0 2.3200850383230923E-07 +0 1 80 Tree node -2 -6 4 2.5 0 0 1.1813778093575595E-07 +0 1 80 Tree node 6 13 0 3.5 0 0 9.230214106634061E-08 +0 1 80 Tree node 7 -8 3 4.5 0 0 4.8650588502614482E-07 +0 1 80 Tree node 11 8 4 2.5 0 0 3.7974243981568658E-07 +0 1 80 Tree node -9 -10 6 4.5 0 0 7.0093079902479239E-07 +0 1 80 Tree node -1 10 5 1.5 0 0 8.1862137539782799E-08 +0 1 80 Tree node -11 -12 5 2.5 0 0 1.7193744869252243E-07 +0 1 80 Tree node -3 -13 5 2.5 0 0 7.6702427378180459E-08 +0 1 80 Tree node -5 -14 5 1.5 0 0 7.2893747669720469E-08 +0 1 80 Tree node -7 14 1 3.5 0 0 7.1474576720331159E-08 +0 1 80 Tree node 15 16 0 4.5 0 0 1.3708705616186673E-07 +0 1 80 Tree node -15 -17 4 7.5 0 0 7.4642844557915107E-07 +0 1 80 Tree node 17 18 4 3.5 0 0 1.3260539885546281E-07 +0 1 80 Tree node -16 -19 5 6.5 0 0 1.174442307139436E-07 +0 1 80 Tree node -18 -20 1 6.5 0 0 8.3893355503443415E-08 +0 1 80 Leaf node 7 5:-0.50005144239373067 +0 1 80 Leaf node 7 5:-0.18936813735960839 +0 1 80 Leaf node 7 5:-0.500393517418247 +0 1 80 Leaf node 7 5:-0.14088564777374035 +0 1 80 Leaf node 7 5:-0.50094063056812821 +0 1 80 Leaf node 7 5:0.27914851367773225 +0 1 80 Leaf node 7 5:0.50048602169791689 +0 1 80 Leaf node 7 5:0.50060104285893336 +0 1 80 Leaf node 7 5:0.30917122997899432 +0 1 80 Leaf node 7 5:-0.07021052236445316 +0 1 80 Leaf node 7 5:0.22607191596679979 +0 1 80 Leaf node 7 5:-0.50002608097320012 +0 1 80 Leaf node 7 5:-0.50053025044609489 +0 1 80 Leaf node 7 5:-0.45203547367223207 +0 1 80 Leaf node 7 5:-0.14517063231991262 +0 1 80 Leaf node 7 5:0.50049681568937254 +0 1 80 Leaf node 7 5:0.17871767722007278 +0 1 80 Leaf node 7 5:0.50031105382082286 +0 1 80 Leaf node 7 5:0.50006911381169838 +0 1 80 Leaf node 7 5:-0.12317467759431192 +0 1 81 Tree node 2 1 6 2.5 0 0 1.6521784181584784E-07 +0 1 81 Tree node -2 10 0 2.5 0 0 5.265690480915879E-07 +0 1 81 Tree node 4 3 0 3.5 0 0 2.7091657963828689E-07 +0 1 81 Tree node -4 9 0 4.5 0 0 1.9961871912804334E-06 +0 1 81 Tree node 5 -6 7 1.5 0 0 1.1982063697499955E-06 +0 1 81 Tree node 6 -7 5 4.5 0 0 2.8523040353855747E-07 +0 1 81 Tree node 7 8 2 2.5 0 0 2.617522222579717E-07 +0 1 81 Tree node -1 -9 4 3.5 0 0 1.4125226640815833E-06 +0 1 81 Tree node -8 -10 5 1.5 0 0 4.5191388306113135E-07 +0 1 81 Tree node -5 -11 0 7.5 0 0 1.7387753039967975E-07 +0 1 81 Tree node 11 12 6 3.5 0 0 1.5217829237743494E-07 +0 1 81 Tree node -3 -13 5 4.5 0 0 3.7661917189299852E-07 +0 1 81 Tree node 13 16 6 8.5 0 0 1.0383291718648434E-07 +0 1 81 Tree node 14 17 5 4.5 0 0 2.4571274504583285E-07 +0 1 81 Tree node 15 -16 3 5.5 0 0 2.2174747112548573E-07 +0 1 81 Tree node -12 -17 2 3.5 0 0 3.226563977831221E-07 +0 1 81 Tree node -14 -18 0 4.5 0 0 1.4948138570646556E-07 +0 1 81 Tree node -15 18 1 3.5 0 0 9.4179559414572244E-08 +0 1 81 Tree node -19 -20 6 7.5 0 0 7.7252487732129463E-08 +0 1 81 Leaf node 7 5:-0.50012085437151599 +0 1 81 Leaf node 7 5:0.30169673918732476 +0 1 81 Leaf node 7 5:0.19264905444482844 +0 1 81 Leaf node 7 5:-0.40320348702163306 +0 1 81 Leaf node 7 5:0.50035597817457778 +0 1 81 Leaf node 7 5:0.35221054831684045 +0 1 81 Leaf node 7 5:-0.30806346424126479 +0 1 81 Leaf node 7 5:-0.50076909030815397 +0 1 81 Leaf node 7 5:-0.291018274687808 +0 1 81 Leaf node 7 5:0.23950174806826338 +0 1 81 Leaf node 7 5:-0.25443727370711261 +0 1 81 Leaf node 7 5:-0.24617322807687789 +0 1 81 Leaf node 7 5:-0.079094402600980038 +0 1 81 Leaf node 7 5:0.50028813094281954 +0 1 81 Leaf node 7 5:0.50035784290438179 +0 1 81 Leaf node 7 5:0.05865530361483981 +0 1 81 Leaf node 7 5:-0.061079209229963405 +0 1 81 Leaf node 7 5:0.50006426897776945 +0 1 81 Leaf node 7 5:0.5001110445451854 +0 1 81 Leaf node 7 5:-0.44922363270566795 +0 1 82 Tree node 5 1 4 5.5 0 0 1.2976407718785445E-07 +0 1 82 Tree node -2 2 4 7.5 0 0 6.8182302627538224E-07 +0 1 82 Tree node 3 4 5 3.5 0 0 4.4618318162906033E-07 +0 1 82 Tree node -3 -5 1 4.5 0 0 6.2938783334529116E-07 +0 1 82 Tree node -4 16 0 3.5 0 0 4.1779571968581127E-07 +0 1 82 Tree node 6 -7 7 3.5 0 0 2.1843784217979942E-07 +0 1 82 Tree node 7 14 6 8.5 0 0 1.6802030021310906E-07 +0 1 82 Tree node 8 -9 6 5.5 0 0 5.5017055978326341E-07 +0 1 82 Tree node 9 -10 7 1.5 0 0 3.8892371715440543E-07 +0 1 82 Tree node 11 10 4 3.5 0 0 1.9048905812269384E-07 +0 1 82 Tree node -11 -12 2 2.5 0 0 1.0444188396364954E-06 +0 1 82 Tree node 12 -13 3 4.5 0 0 8.1308997622300191E-07 +0 1 82 Tree node 13 -14 6 2.5 0 0 7.7612133364754796E-07 +0 1 82 Tree node 15 -15 4 2.5 0 0 1.4553647628271174E-07 +0 1 82 Tree node -8 -16 0 7.5 0 0 1.2550446035001099E-07 +0 1 82 Tree node 17 -17 3 1.5 0 0 7.0065196263798414E-08 +0 1 82 Tree node -6 -18 0 4.5 0 0 5.1657242064466276E-08 +0 1 82 Tree node 18 -19 5 2.5 0 0 2.9839696553407008E-08 +0 1 82 Tree node -1 -20 5 1.5 0 0 6.2064910346192951E-08 +0 1 82 Leaf node 7 5:-0.50000040456796646 +0 1 82 Leaf node 7 5:0.33344538073442964 +0 1 82 Leaf node 7 5:-0.22543665320036813 +0 1 82 Leaf node 7 5:0.50130466989315325 +0 1 82 Leaf node 7 5:0.03670403318723172 +0 1 82 Leaf node 7 5:0.50031455477139053 +0 1 82 Leaf node 7 5:0.32939203201811917 +0 1 82 Leaf node 7 5:0.500436987051326 +0 1 82 Leaf node 7 5:-0.29656347218307627 +0 1 82 Leaf node 7 5:-0.26817460552450961 +0 1 82 Leaf node 7 5:-0.12441900924996784 +0 1 82 Leaf node 7 5:0.18225908473309477 +0 1 82 Leaf node 7 5:0.483946695200479 +0 1 82 Leaf node 7 5:-0.32149428309008943 +0 1 82 Leaf node 7 5:-0.50068598353221572 +0 1 82 Leaf node 7 5:0.50000895837735149 +0 1 82 Leaf node 7 5:-0.18245691146873272 +0 1 82 Leaf node 7 5:0.032103110480648969 +0 1 82 Leaf node 7 5:-0.50001882578940071 +0 1 82 Leaf node 7 5:-0.50056596702418321 +0 1 83 Tree node 10 1 0 1.5 0 0 1.1791807084658507E-07 +0 1 83 Tree node 2 5 2 1.5 0 0 2.5506840101312773E-07 +0 1 83 Tree node 3 -4 7 1.5 0 0 7.605205903511661E-07 +0 1 83 Tree node 4 -5 6 3.5 0 0 7.3346299022552215E-07 +0 1 83 Tree node -2 -6 4 2.5 0 0 1.1200860751056134E-06 +0 1 83 Tree node 6 12 1 4.5 0 0 2.8123199221205423E-07 +0 1 83 Tree node 7 -8 2 6.5 0 0 4.1042914664640936E-07 +0 1 83 Tree node 9 8 3 2.5 0 0 6.6064346698159958E-07 +0 1 83 Tree node -9 -10 0 4.5 0 0 1.0054351803312469E-06 +0 1 83 Tree node -3 -11 6 1.5 0 0 4.7367407587549981E-07 +0 1 83 Tree node 17 11 3 1.5 0 0 1.719371139512927E-07 +0 1 83 Tree node -12 -13 4 3.5 0 0 1.3678238014566987E-06 +0 1 83 Tree node 13 14 1 5.5 0 0 1.6162859649604728E-07 +0 1 83 Tree node -7 -15 3 3.5 0 0 1.9626278951011703E-07 +0 1 83 Tree node 15 16 3 3.5 0 0 7.9654471776927995E-08 +0 1 83 Tree node -14 -17 6 3.5 0 0 2.2461064041064852E-07 +0 1 83 Tree node -16 -18 1 6.5 0 0 1.1764125000309574E-07 +0 1 83 Tree node -1 18 5 1.5 0 0 5.7104231294091928E-08 +0 1 83 Tree node -19 -20 5 2.5 0 0 9.5319362218265565E-08 +0 1 83 Leaf node 7 5:-0.50005674428077129 +0 1 83 Leaf node 7 5:-0.50037826188766588 +0 1 83 Leaf node 7 5:-0.50064543702144515 +0 1 83 Leaf node 7 5:0.22306222579006935 +0 1 83 Leaf node 7 5:-0.28936436729341758 +0 1 83 Leaf node 7 5:0.45367433251131473 +0 1 83 Leaf node 7 5:0.50124956477800597 +0 1 83 Leaf node 7 5:0.50055243046544062 +0 1 83 Leaf node 7 5:-0.31481306076009691 +0 1 83 Leaf node 7 5:0.50009744107023091 +0 1 83 Leaf node 7 5:0.34047045558894101 +0 1 83 Leaf node 7 5:-0.50034545047249879 +0 1 83 Leaf node 7 5:-0.2678423118504748 +0 1 83 Leaf node 7 5:-0.39519752933218183 +0 1 83 Leaf node 7 5:0.1951712222843914 +0 1 83 Leaf node 7 5:0.5008360659419363 +0 1 83 Leaf node 7 5:0.50011733235577693 +0 1 83 Leaf node 7 5:0.11705251784120796 +0 1 83 Leaf node 7 5:0.21165281927784185 +0 1 83 Leaf node 7 5:-0.50000350670769567 +0 1 84 Tree node 2 1 4 5.5 0 0 9.8623811840821389E-08 +0 1 84 Tree node -2 11 3 2.5 0 0 4.493056431290799E-07 +0 1 84 Tree node 3 4 7 2.5 0 0 1.57194925602467E-07 +0 1 84 Tree node 5 -5 7 1.5 0 0 3.5603660292060862E-07 +0 1 84 Tree node -4 -6 0 6.5 0 0 1.4312174380935356E-07 +0 1 84 Tree node 6 -7 6 8.5 0 0 1.1423061673181555E-07 +0 1 84 Tree node 7 -8 6 5.5 0 0 3.2533121375555563E-07 +0 1 84 Tree node 8 -9 5 4.5 0 0 1.5631253931038355E-07 +0 1 84 Tree node 9 -10 4 3.5 0 0 6.480744792771216E-07 +0 1 84 Tree node 10 -11 3 3.5 0 0 1.3264907244299856E-07 +0 1 84 Tree node 16 -12 1 3.5 0 0 3.9544834940869827E-07 +0 1 84 Tree node 13 12 2 4.5 0 0 9.8597334054982166E-08 +0 1 84 Tree node -13 -14 2 5.5 0 0 3.1078348580046114E-07 +0 1 84 Tree node -3 14 0 4.5 0 0 1.2960619626715443E-07 +0 1 84 Tree node 15 -16 0 9.5 0 0 8.0712719405797963E-08 +0 1 84 Tree node -15 -17 2 2.5 0 0 1.1919847540360884E-07 +0 1 84 Tree node 18 17 3 1.5 0 0 5.0618961028119551E-08 +0 1 84 Tree node -18 -19 3 2.5 0 0 2.6291634379069903E-08 +0 1 84 Tree node -1 -20 5 1.5 0 0 2.3876697070824616E-08 +0 1 84 Leaf node 7 5:-0.50001782392788829 +0 1 84 Leaf node 7 5:0.2090930093400887 +0 1 84 Leaf node 7 5:0.50052230559997968 +0 1 84 Leaf node 7 5:0.27134781123562202 +0 1 84 Leaf node 7 5:-0.31217548027406605 +0 1 84 Leaf node 7 5:0.50005937788577259 +0 1 84 Leaf node 7 5:0.50046280567314583 +0 1 84 Leaf node 7 5:-0.25662028513318896 +0 1 84 Leaf node 7 5:-0.1468111717897288 +0 1 84 Leaf node 7 5:0.17577512912376878 +0 1 84 Leaf node 7 5:0.31657225266682837 +0 1 84 Leaf node 7 5:-0.48632214587391454 +0 1 84 Leaf node 7 5:-0.23503412281320268 +0 1 84 Leaf node 7 5:0.50016195127382979 +0 1 84 Leaf node 7 5:-0.30798385122775568 +0 1 84 Leaf node 7 5:0.50039202487807699 +0 1 84 Leaf node 7 5:0.50009226646481653 +0 1 84 Leaf node 7 5:-0.060298868218235643 +0 1 84 Leaf node 7 5:-0.50082332989686262 +0 1 84 Leaf node 7 5:-0.5005038451384799 +0 1 85 Tree node 7 1 6 2.5 0 0 1.0633390718415723E-07 +0 1 85 Tree node 2 4 2 1.5 0 0 2.8888849272687071E-07 +0 1 85 Tree node 3 -4 1 4.5 0 0 5.060459443049953E-07 +0 1 85 Tree node -2 -5 4 1.5 0 0 1.0719785183714886E-06 +0 1 85 Tree node -3 5 3 2.5 0 0 2.0100501798309196E-07 +0 1 85 Tree node 6 12 1 4.5 0 0 3.9098784152105638E-07 +0 1 85 Tree node -6 -8 2 6.5 0 0 7.1097555056280393E-07 +0 1 85 Tree node 16 8 3 1.5 0 0 1.020524894389669E-07 +0 1 85 Tree node 10 9 4 4.5 0 0 4.118806031293427E-07 +0 1 85 Tree node -10 14 1 2.5 0 0 1.9850411339799545E-06 +0 1 85 Tree node 11 -12 5 3.5 0 0 3.112506427159747E-07 +0 1 85 Tree node -9 -13 4 2.5 0 0 1.0382770871159951E-07 +0 1 85 Tree node -7 13 4 3.5 0 0 7.1973065059214647E-08 +0 1 85 Tree node -14 15 0 4.5 0 0 1.9965126496869657E-07 +0 1 85 Tree node 18 -16 0 7.5 0 0 5.3598785115962936E-08 +0 1 85 Tree node -15 -17 5 3.5 0 0 4.1513567022198326E-08 +0 1 85 Tree node -1 17 5 1.5 0 0 3.0094574500888323E-08 +0 1 85 Tree node -18 -19 5 2.5 0 0 6.3599028182751416E-08 +0 1 85 Tree node -11 -20 3 3.5 0 0 7.0683765031220676E-09 +0 1 85 Leaf node 7 5:-0.50006173266479959 +0 1 85 Leaf node 7 5:-0.32343120914465157 +0 1 85 Leaf node 7 5:0.28865381582966115 +0 1 85 Leaf node 7 5:-0.10338932297378564 +0 1 85 Leaf node 7 5:0.48902842090901433 +0 1 85 Leaf node 7 5:-0.36502244926413019 +0 1 85 Leaf node 7 5:-0.1507497800059322 +0 1 85 Leaf node 7 5:0.5004103301092433 +0 1 85 Leaf node 7 5:-0.41917102269991641 +0 1 85 Leaf node 7 5:-0.25944291241205819 +0 1 85 Leaf node 7 5:0.50044772416273131 +0 1 85 Leaf node 7 5:0.34129388525829768 +0 1 85 Leaf node 7 5:-0.20945672567711643 +0 1 85 Leaf node 7 5:0.50112847258686111 +0 1 85 Leaf node 7 5:0.50026304901472451 +0 1 85 Leaf node 7 5:-0.32361675903612513 +0 1 85 Leaf node 7 5:0.50007234688676061 +0 1 85 Leaf node 7 5:0.20157546579352167 +0 1 85 Leaf node 7 5:-0.50001208172209954 +0 1 85 Leaf node 7 5:0.087732178196726046 +0 1 86 Tree node 6 1 0 1.5 0 0 9.6938266128234783E-08 +0 1 86 Tree node 2 3 0 2.5 0 0 1.7123311997900054E-07 +0 1 86 Tree node -2 -4 4 2.5 0 0 7.7139515684502012E-07 +0 1 86 Tree node 4 5 1 2.5 0 0 1.5233103477604699E-07 +0 1 86 Tree node -3 -6 3 2.5 0 0 5.9195306249601815E-07 +0 1 86 Tree node -5 8 5 2.5 0 0 2.5358097239323928E-07 +0 1 86 Tree node 7 -8 6 2.5 0 0 1.2607164448670526E-07 +0 1 86 Tree node 14 -9 4 3.5 0 0 6.2718020724222526E-07 +0 1 86 Tree node -7 9 3 2.5 0 0 1.0524764609835391E-07 +0 1 86 Tree node 10 12 6 3.5 0 0 6.1048179188351255E-08 +0 1 86 Tree node -10 11 5 3.5 0 0 2.0928649450455056E-07 +0 1 86 Tree node -12 15 4 8.5 0 0 1.8451852396608367E-07 +0 1 86 Tree node 13 17 5 4.5 0 0 1.3960325583700501E-07 +0 1 86 Tree node -11 16 6 7.5 0 0 5.4939476061229463E-07 +0 1 86 Tree node 18 -16 3 1.5 0 0 4.5370725333399717E-08 +0 1 86 Tree node -13 -17 0 4.5 0 0 3.2194634818032757E-08 +0 1 86 Tree node -15 -18 7 2.5 0 0 2.8900490325430976E-08 +0 1 86 Tree node -14 -19 2 4.5 0 0 2.2977036953109358E-08 +0 1 86 Tree node -1 -20 5 2.5 0 0 2.0023542026519874E-08 +0 1 86 Leaf node 7 5:-0.50044106098035712 +0 1 86 Leaf node 7 5:0.026785099761221547 +0 1 86 Leaf node 7 5:-0.50216878871557225 +0 1 86 Leaf node 7 5:0.32638832324475436 +0 1 86 Leaf node 7 5:0.33368717776548174 +0 1 86 Leaf node 7 5:0.1802297002021713 +0 1 86 Leaf node 7 5:0.30010899097717958 +0 1 86 Leaf node 7 5:0.20385377016434209 +0 1 86 Leaf node 7 5:-0.17517577772739898 +0 1 86 Leaf node 7 5:0.26081626773397226 +0 1 86 Leaf node 7 5:-0.34830179695384722 +0 1 86 Leaf node 7 5:-0.14283910177671444 +0 1 86 Leaf node 7 5:0.50041492040472124 +0 1 86 Leaf node 7 5:0.50024536697531807 +0 1 86 Leaf node 7 5:0.5001657639794469 +0 1 86 Leaf node 7 5:-0.50017101951797582 +0 1 86 Leaf node 7 5:0.50013289828759089 +0 1 86 Leaf node 7 5:0.50001852870674934 +0 1 86 Leaf node 7 5:-0.13402204575577628 +0 1 86 Leaf node 7 5:-0.50000192412829092 +0 1 87 Tree node 16 1 3 1.5 0 0 7.4743088596029515E-08 +0 1 87 Tree node 2 3 0 1.5 0 0 1.0780736691677393E-07 +0 1 87 Tree node 17 -4 4 3.5 0 0 8.795777362800232E-07 +0 1 87 Tree node 4 7 2 1.5 0 0 1.3402357684021664E-07 +0 1 87 Tree node 5 -6 7 1.5 0 0 4.4402084783473152E-07 +0 1 87 Tree node 6 -7 6 3.5 0 0 2.3238660274033053E-07 +0 1 87 Tree node -3 -8 4 2.5 0 0 3.9071858215350057E-07 +0 1 87 Tree node 18 8 1 2.5 0 0 1.6690303282704655E-07 +0 1 87 Tree node -9 9 3 2.5 0 0 1.0026509189088029E-07 +0 1 87 Tree node 10 12 1 4.5 0 0 1.3852798309290869E-07 +0 1 87 Tree node 11 -12 2 5.5 0 0 2.3358552299105462E-07 +0 1 87 Tree node -10 -13 2 3.5 0 0 1.9718949483683027E-07 +0 1 87 Tree node 13 14 1 5.5 0 0 5.823055213500791E-08 +0 1 87 Tree node -11 -15 6 3.5 0 0 1.0932185146964405E-07 +0 1 87 Tree node -14 15 3 3.5 0 0 5.2929287094596592E-08 +0 1 87 Tree node -16 -17 1 6.5 0 0 8.0348176500209526E-08 +0 1 87 Tree node -1 -18 5 1.5 0 0 3.5227493732257485E-08 +0 1 87 Tree node -2 -19 6 1.5 0 0 2.2232667457279099E-08 +0 1 87 Tree node -5 -20 2 2.5 0 0 1.6052314903649521E-08 +0 1 87 Leaf node 7 5:-0.50003452859927944 +0 1 87 Leaf node 7 5:-0.50014371259025503 +0 1 87 Leaf node 7 5:-0.50031718359333577 +0 1 87 Leaf node 7 5:-0.27133146495451005 +0 1 87 Leaf node 7 5:-0.50033013292696649 +0 1 87 Leaf node 7 5:0.23027915846350855 +0 1 87 Leaf node 7 5:-0.22533531694226122 +0 1 87 Leaf node 7 5:0.40390304870154192 +0 1 87 Leaf node 7 5:0.26989998762107648 +0 1 87 Leaf node 7 5:-0.087291767039752513 +0 1 87 Leaf node 7 5:0.50098673740380284 +0 1 87 Leaf node 7 5:0.50032821304886865 +0 1 87 Leaf node 7 5:-0.24557365678812618 +0 1 87 Leaf node 7 5:-0.27343625673696448 +0 1 87 Leaf node 7 5:-0.027212478945688651 +0 1 87 Leaf node 7 5:0.50068290590305087 +0 1 87 Leaf node 7 5:0.1050286695577401 +0 1 87 Leaf node 7 5:0.21983322709316741 +0 1 87 Leaf node 7 5:-0.50032963431174793 +0 1 87 Leaf node 7 5:-0.41449885681255144 +0 1 88 Tree node 2 1 6 2.5 0 0 7.032189524298391E-08 +0 1 88 Tree node -2 9 0 2.5 0 0 1.924690560109403E-07 +0 1 88 Tree node 4 3 0 3.5 0 0 1.0694063460950355E-07 +0 1 88 Tree node -4 8 0 4.5 0 0 6.9747534143405728E-07 +0 1 88 Tree node 5 -6 7 1.5 0 0 4.2449690056575676E-07 +0 1 88 Tree node 6 -7 5 4.5 0 0 1.0943159726414383E-07 +0 1 88 Tree node 7 -8 0 2.5 0 0 1.1916131782968988E-07 +0 1 88 Tree node 17 -9 4 3.5 0 0 1.6776876167309958E-07 +0 1 88 Tree node -5 -10 0 7.5 0 0 5.9508278357900559E-08 +0 1 88 Tree node -3 10 3 2.5 0 0 5.3568420227521052E-08 +0 1 88 Tree node 13 11 2 2.5 0 0 7.2628457942665095E-08 +0 1 88 Tree node 12 15 1 4.5 0 0 2.8144436812484241E-07 +0 1 88 Tree node -12 -14 2 6.5 0 0 6.571274426131276E-07 +0 1 88 Tree node -11 14 1 4.5 0 0 1.6019864727698897E-07 +0 1 88 Tree node -15 -16 6 7.5 0 0 1.7844189377970419E-07 +0 1 88 Tree node -13 16 2 3.5 0 0 7.608040911280191E-08 +0 1 88 Tree node -17 -18 0 4.5 0 0 2.5294963516393587E-07 +0 1 88 Tree node 18 -19 3 1.5 0 0 3.2552768212930497E-08 +0 1 88 Tree node -1 -20 5 1.5 0 0 1.5807761892467773E-08 +0 1 88 Leaf node 7 5:-0.5000001545848678 +0 1 88 Leaf node 7 5:0.2932977081763174 +0 1 88 Leaf node 7 5:0.21159518360533264 +0 1 88 Leaf node 7 5:-0.39731111898523563 +0 1 88 Leaf node 7 5:0.50020905773664837 +0 1 88 Leaf node 7 5:0.33439936572410583 +0 1 88 Leaf node 7 5:-0.32465326040384052 +0 1 88 Leaf node 7 5:0.40463840872347134 +0 1 88 Leaf node 7 5:-0.1081419662064592 +0 1 88 Leaf node 7 5:-0.22331452975735031 +0 1 88 Leaf node 7 5:0.47451884394670329 +0 1 88 Leaf node 7 5:-0.44122524078461445 +0 1 88 Leaf node 7 5:-0.25090234330601208 +0 1 88 Leaf node 7 5:0.50023403343496697 +0 1 88 Leaf node 7 5:-0.22217229431315938 +0 1 88 Leaf node 7 5:0.50051828899011552 +0 1 88 Leaf node 7 5:0.50077848287677529 +0 1 88 Leaf node 7 5:0.50006734480098169 +0 1 88 Leaf node 7 5:-0.50027161241242113 +0 1 88 Leaf node 7 5:-0.50039928878651418 +0 1 89 Tree node 9 1 3 1.5 0 0 7.4584265482924211E-08 +0 1 89 Tree node 2 5 6 2.5 0 0 7.2963195054474842E-08 +0 1 89 Tree node 7 3 4 3.5 0 0 1.9057945605888095E-07 +0 1 89 Tree node -4 4 0 1.5 0 0 1.5055391860433347E-06 +0 1 89 Tree node -5 6 2 3.5 0 0 1.9302831642249282E-07 +0 1 89 Tree node -3 11 0 2.5 0 0 1.3583240283859078E-07 +0 1 89 Tree node -6 -8 5 5.5 0 0 5.7047369972336433E-08 +0 1 89 Tree node 8 -9 2 3.5 0 0 4.4684231528250082E-08 +0 1 89 Tree node -2 -10 0 2.5 0 0 3.5238879868090802E-08 +0 1 89 Tree node -1 10 5 1.5 0 0 3.4698296049042902E-08 +0 1 89 Tree node -11 -12 5 2.5 0 0 7.047526315874291E-08 +0 1 89 Tree node -7 12 3 2.5 0 0 3.4237929058261255E-08 +0 1 89 Tree node 15 13 2 2.5 0 0 4.9145838118642711E-08 +0 1 89 Tree node 14 17 1 4.5 0 0 1.8690092123225219E-07 +0 1 89 Tree node -14 -16 2 6.5 0 0 4.365681160807792E-07 +0 1 89 Tree node -13 16 1 4.5 0 0 1.057008857143762E-07 +0 1 89 Tree node -17 -18 3 5.5 0 0 1.2463488035067682E-07 +0 1 89 Tree node -15 18 2 3.5 0 0 4.9814232997043746E-08 +0 1 89 Tree node -19 -20 0 4.5 0 0 1.6954704732250495E-07 +0 1 89 Leaf node 7 5:-0.50003245790199657 +0 1 89 Leaf node 7 5:-0.18995237471715695 +0 1 89 Leaf node 7 5:0.25459021329988341 +0 1 89 Leaf node 7 5:-0.50110249790175043 +0 1 89 Leaf node 7 5:0.17710893564309446 +0 1 89 Leaf node 7 5:-0.20937047837335676 +0 1 89 Leaf node 7 5:0.17563096119046076 +0 1 89 Leaf node 7 5:0.50008851260192022 +0 1 89 Leaf node 7 5:0.48974221720774613 +0 1 89 Leaf node 7 5:-0.29786158925178541 +0 1 89 Leaf node 7 5:0.23707057847969204 +0 1 89 Leaf node 7 5:-0.50000987415882137 +0 1 89 Leaf node 7 5:0.46295495308988482 +0 1 89 Leaf node 7 5:-0.41792424643995624 +0 1 89 Leaf node 7 5:-0.21140530190295501 +0 1 89 Leaf node 7 5:0.5001916096371678 +0 1 89 Leaf node 7 5:-0.26872556501942979 +0 1 89 Leaf node 7 5:0.28707552652158957 +0 1 89 Leaf node 7 5:0.50063725502973 +0 1 89 Leaf node 7 5:0.50005513673436852 +0 1 90 Tree node 8 1 4 2.5 0 0 6.0705385390164452E-08 +0 1 90 Tree node 4 2 0 3.5 0 0 2.7122531451769137E-07 +0 1 90 Tree node 3 10 1 4.5 0 0 1.8767150110076609E-07 +0 1 90 Tree node -3 7 4 7.5 0 0 4.5851320815781186E-07 +0 1 90 Tree node 5 -6 7 1.5 0 0 1.4906865973297329E-07 +0 1 90 Tree node -2 6 5 1.5 0 0 4.6943405113964637E-07 +0 1 90 Tree node -7 -8 2 2.5 0 0 3.3780933621613899E-07 +0 1 90 Tree node -5 -9 2 4.5 0 0 6.8262997423848811E-08 +0 1 90 Tree node 9 -10 0 4.5 0 0 5.419297466797672E-08 +0 1 90 Tree node 12 11 6 2.5 0 0 1.0566671664538702E-07 +0 1 90 Tree node -4 14 0 4.5 0 0 5.3023256900028947E-08 +0 1 90 Tree node -11 -13 3 2.5 0 0 4.5919011071600981E-08 +0 1 90 Tree node -1 13 3 1.5 0 0 2.3369283908439663E-08 +0 1 90 Tree node -14 -15 0 2.5 0 0 2.3142742189944413E-08 +0 1 90 Tree node 17 15 0 6.5 0 0 1.9238840075423949E-08 +0 1 90 Tree node 16 18 1 7.5 0 0 4.6417558936504102E-08 +0 1 90 Tree node -16 -18 6 5.5 0 0 1.1006080382367731E-07 +0 1 90 Tree node -12 -19 2 3.5 0 0 3.3752622695025364E-08 +0 1 90 Tree node -17 -20 6 4.5 0 0 2.4328217765725802E-08 +0 1 90 Leaf node 7 5:-0.50035513095454698 +0 1 90 Leaf node 7 5:-0.5004243206374952 +0 1 90 Leaf node 7 5:-0.35650193333408853 +0 1 90 Leaf node 7 5:0.3399281269163883 +0 1 90 Leaf node 7 5:0.50020166779829511 +0 1 90 Leaf node 7 5:0.34853403155822099 +0 1 90 Leaf node 7 5:0.0296134893966635 +0 1 90 Leaf node 7 5:0.27114919419572003 +0 1 90 Leaf node 7 5:-0.32226813644791374 +0 1 90 Leaf node 7 5:0.5003638338429589 +0 1 90 Leaf node 7 5:-0.50031860468345979 +0 1 90 Leaf node 7 5:0.50024802504541321 +0 1 90 Leaf node 7 5:-0.06516299833957688 +0 1 90 Leaf node 7 5:-0.50011319467746929 +0 1 90 Leaf node 7 5:-0.50021198893896845 +0 1 90 Leaf node 7 5:-0.47600902637623205 +0 1 90 Leaf node 7 5:0.500199869403398 +0 1 90 Leaf node 7 5:0.50005847192328245 +0 1 90 Leaf node 7 5:0.50000964216739319 +0 1 90 Leaf node 7 5:-0.22113503908123691 +0 1 91 Tree node 17 1 3 1.5 0 0 4.4504471298019954E-08 +0 1 91 Tree node 2 4 4 5.5 0 0 5.2893076352733901E-08 +0 1 91 Tree node 8 3 4 4.5 0 0 2.4263824548846505E-07 +0 1 91 Tree node -4 -5 1 4.5 0 0 9.1741724330055489E-07 +0 1 91 Tree node -3 5 4 7.5 0 0 1.5032199195842562E-07 +0 1 91 Tree node 6 7 5 3.5 0 0 1.2399116156504532E-07 +0 1 91 Tree node -6 -8 1 4.5 0 0 1.9336235459981351E-07 +0 1 91 Tree node -7 18 0 3.5 0 0 1.4516880880915952E-07 +0 1 91 Tree node 9 -10 7 3.5 0 0 5.2864963354347156E-08 +0 1 91 Tree node 10 -11 3 6.5 0 0 5.5643956618755779E-08 +0 1 91 Tree node 11 -12 3 4.5 0 0 1.6189149408919818E-07 +0 1 91 Tree node 12 -13 1 4.5 0 0 5.1401100638708003E-08 +0 1 91 Tree node 13 -14 5 3.5 0 0 6.6644779411212054E-08 +0 1 91 Tree node 15 14 4 2.5 0 0 4.936279467821135E-08 +0 1 91 Tree node -15 -16 5 2.5 0 0 1.2358066696007413E-07 +0 1 91 Tree node -2 16 6 1.5 0 0 2.6475850468141918E-08 +0 1 91 Tree node -17 -18 1 1.5 0 0 4.1768271972088194E-08 +0 1 91 Tree node -1 -19 5 1.5 0 0 2.0949809689146536E-08 +0 1 91 Tree node -9 -20 0 4.5 0 0 1.8159970146215028E-08 +0 1 91 Leaf node 7 5:-0.50003134612097855 +0 1 91 Leaf node 7 5:-0.5000422435283306 +0 1 91 Leaf node 7 5:0.34626576985034635 +0 1 91 Leaf node 7 5:-0.37777995278660342 +0 1 91 Leaf node 7 5:0.50040241790982609 +0 1 91 Leaf node 7 5:-0.25310173747131864 +0 1 91 Leaf node 7 5:0.5007402545927504 +0 1 91 Leaf node 7 5:0.066276847244085002 +0 1 91 Leaf node 7 5:0.50020231799863601 +0 1 91 Leaf node 7 5:0.33114476544856714 +0 1 91 Leaf node 7 5:-0.45138061850374744 +0 1 91 Leaf node 7 5:0.48260761094832944 +0 1 91 Leaf node 7 5:-0.26827821014508429 +0 1 91 Leaf node 7 5:0.18973194225976603 +0 1 91 Leaf node 7 5:-0.5004174200464524 +0 1 91 Leaf node 7 5:0.099413688835052083 +0 1 91 Leaf node 7 5:-0.50005773975093526 +0 1 91 Leaf node 7 5:-0.50027433958328793 +0 1 91 Leaf node 7 5:0.21445069275517786 +0 1 91 Leaf node 7 5:-0.0076066263168828099 +0 1 92 Tree node 8 1 4 2.5 0 0 3.9487375896676879E-08 +0 1 92 Tree node 2 5 0 3.5 0 0 1.5618765419120981E-07 +0 1 92 Tree node 3 -4 2 4.5 0 0 1.6486902092079148E-07 +0 1 92 Tree node 4 -5 2 2.5 0 0 2.6688830431002112E-07 +0 1 92 Tree node -2 -6 0 1.5 0 0 5.2884886907212607E-07 +0 1 92 Tree node 6 11 1 4.5 0 0 8.2537416119474441E-08 +0 1 92 Tree node -3 7 4 7.5 0 0 2.4133108832109085E-07 +0 1 92 Tree node -8 -9 2 4.5 0 0 4.1985763076299017E-08 +0 1 92 Tree node 9 17 2 3.5 0 0 3.3597503574767419E-08 +0 1 92 Tree node -1 10 2 2.5 0 0 9.9775036110798371E-08 +0 1 92 Tree node -11 -12 5 1.5 0 0 1.0339702632864259E-07 +0 1 92 Tree node 14 12 0 6.5 0 0 2.6657119106598316E-08 +0 1 92 Tree node 13 18 1 7.5 0 0 3.1754158648216479E-08 +0 1 92 Tree node -13 -15 6 5.5 0 0 7.6010625802708581E-08 +0 1 92 Tree node 15 -16 3 5.5 0 0 2.5566234178370938E-08 +0 1 92 Tree node -7 16 4 9.5 0 0 3.0414162595330756E-08 +0 1 92 Tree node -17 -18 5 4.5 0 0 1.7806351620078801E-08 +0 1 92 Tree node -10 -19 6 4.5 0 0 1.5447916074247633E-08 +0 1 92 Tree node -14 -20 6 4.5 0 0 1.4822901292423676E-08 +0 1 92 Leaf node 7 5:-0.20089400622094059 +0 1 92 Leaf node 7 5:-0.21083496375361926 +0 1 92 Leaf node 7 5:-0.30869347941371339 +0 1 92 Leaf node 7 5:-0.15650189919699342 +0 1 92 Leaf node 7 5:0.3183482299269394 +0 1 92 Leaf node 7 5:0.42777608745636486 +0 1 92 Leaf node 7 5:0.50032232329175663 +0 1 92 Leaf node 7 5:0.50017858880328381 +0 1 92 Leaf node 7 5:-0.25134102865086422 +0 1 92 Leaf node 7 5:0.49126266480261721 +0 1 92 Leaf node 7 5:-0.50000004889385041 +0 1 92 Leaf node 7 5:-0.47328770938200132 +0 1 92 Leaf node 7 5:-0.46631935912354316 +0 1 92 Leaf node 7 5:0.50016077994101737 +0 1 92 Leaf node 7 5:0.50004766341008622 +0 1 92 Leaf node 7 5:-0.28472916764968981 +0 1 92 Leaf node 7 5:0.50017913244734236 +0 1 92 Leaf node 7 5:0.50000395825656774 +0 1 92 Leaf node 7 5:0.50002914772126483 +0 1 92 Leaf node 7 5:-0.18878119704474811 +0 1 93 Tree node 12 1 4 1.5 0 0 2.7552343242359659E-08 +0 1 93 Tree node 3 2 2 4.5 0 0 4.3124824753396414E-08 +0 1 93 Tree node -3 15 5 3.5 0 0 1.5103980495792349E-07 +0 1 93 Tree node 4 7 6 1.5 0 0 5.514735626600018E-08 +0 1 93 Tree node 5 -6 2 2.5 0 0 2.1815509683094828E-07 +0 1 93 Tree node 6 -7 0 1.5 0 0 1.9694094425434933E-07 +0 1 93 Tree node -2 -8 4 3.5 0 0 2.9801039295294515E-07 +0 1 93 Tree node 8 10 3 3.5 0 0 1.3398546956766094E-07 +0 1 93 Tree node 9 -10 1 5.5 0 0 1.3991821167363765E-07 +0 1 93 Tree node -5 -11 4 3.5 0 0 8.883591310458659E-08 +0 1 93 Tree node -9 11 6 4.5 0 0 5.889075845043163E-08 +0 1 93 Tree node -12 14 2 2.5 0 0 5.0789794230138945E-08 +0 1 93 Tree node 13 -14 2 3.5 0 0 2.5211569110402429E-08 +0 1 93 Tree node 16 -15 5 3.5 0 0 7.9219376700682148E-08 +0 1 93 Tree node -13 -16 1 5.5 0 0 2.049529534762803E-08 +0 1 93 Tree node -4 18 6 1.5 0 0 1.6895784900971111E-08 +0 1 93 Tree node -1 17 3 1.5 0 0 1.4554267574165872E-08 +0 1 93 Tree node -18 -19 0 2.5 0 0 9.3423771082212253E-09 +0 1 93 Tree node -17 -20 3 3.5 0 0 7.6331749170403796E-09 +0 1 93 Leaf node 7 5:-0.5002532847410921 +0 1 93 Leaf node 7 5:-0.50002577193820785 +0 1 93 Leaf node 7 5:-0.34621832998859781 +0 1 93 Leaf node 7 5:0.50021620364087938 +0 1 93 Leaf node 7 5:0.24246981409566692 +0 1 93 Leaf node 7 5:0.28418995479820208 +0 1 93 Leaf node 7 5:0.084489793945398337 +0 1 93 Leaf node 7 5:-0.50081582279889769 +0 1 93 Leaf node 7 5:-0.26276621939305417 +0 1 93 Leaf node 7 5:-0.013227502050724978 +0 1 93 Leaf node 7 5:0.50055627435726346 +0 1 93 Leaf node 7 5:0.50029013949578549 +0 1 93 Leaf node 7 5:-0.1961466794214809 +0 1 93 Leaf node 7 5:0.48764511271960748 +0 1 93 Leaf node 7 5:-0.39531589317642896 +0 1 93 Leaf node 7 5:0.50013853358795235 +0 1 93 Leaf node 7 5:0.50020264027066685 +0 1 93 Leaf node 7 5:-0.50009540119554652 +0 1 93 Leaf node 7 5:-0.20139119591646898 +0 1 93 Leaf node 7 5:-0.078838282973367396 +0 1 94 Tree node 2 1 4 5.5 0 0 2.4998463710383089E-08 +0 1 94 Tree node -2 9 3 2.5 0 0 8.0021726465431779E-08 +0 1 94 Tree node 3 8 0 4.5 0 0 3.8627196530472239E-08 +0 1 94 Tree node 4 -5 0 3.5 0 0 2.0403330968655699E-07 +0 1 94 Tree node 6 5 4 3.5 0 0 4.7859664776284664E-08 +0 1 94 Tree node -6 -7 1 1.5 0 0 3.7086275482250245E-08 +0 1 94 Tree node 7 -8 1 3.5 0 0 2.3754135442972478E-08 +0 1 94 Tree node 14 -9 6 2.5 0 0 4.7389777153653234E-08 +0 1 94 Tree node -4 16 0 7.5 0 0 1.9638740416186966E-08 +0 1 94 Tree node 11 10 2 4.5 0 0 1.7890625809736304E-08 +0 1 94 Tree node -11 18 2 5.5 0 0 4.6334523144211503E-08 +0 1 94 Tree node 12 13 3 5.5 0 0 1.795881401559105E-08 +0 1 94 Tree node -3 -14 3 4.5 0 0 2.2555476123080801E-08 +0 1 94 Tree node -13 -15 5 6.5 0 0 1.5758650093696194E-08 +0 1 94 Tree node -1 15 2 2.5 0 0 1.1859763133109748E-08 +0 1 94 Tree node -16 -17 5 1.5 0 0 2.0811567998180897E-08 +0 1 94 Tree node -10 17 4 2.5 0 0 1.1598676476832006E-08 +0 1 94 Tree node -18 -19 4 4.5 0 0 5.1749875602895935E-09 +0 1 94 Tree node -12 -20 0 4.5 0 0 4.9182535064251092E-09 +0 1 94 Leaf node 7 5:-0.32447019713388769 +0 1 94 Leaf node 7 5:0.20519275466039361 +0 1 94 Leaf node 7 5:0.50007270624781985 +0 1 94 Leaf node 7 5:0.50016874385053556 +0 1 94 Leaf node 7 5:-0.20775246430004152 +0 1 94 Leaf node 7 5:0.17745794154717812 +0 1 94 Leaf node 7 5:0.0072883166506370421 +0 1 94 Leaf node 7 5:0.39145164593927989 +0 1 94 Leaf node 7 5:-0.25667575485429917 +0 1 94 Leaf node 7 5:0.50035327259244378 +0 1 94 Leaf node 7 5:-0.2039215160620593 +0 1 94 Leaf node 7 5:0.50013332794258136 +0 1 94 Leaf node 7 5:0.50021307582609476 +0 1 94 Leaf node 7 5:-0.29309562586985011 +0 1 94 Leaf node 7 5:0.50007505771747107 +0 1 94 Leaf node 7 5:-0.50000287254500553 +0 1 94 Leaf node 7 5:-0.50031456052772649 +0 1 94 Leaf node 7 5:-0.30830458408394573 +0 1 94 Leaf node 7 5:0.50005571364016976 +0 1 94 Leaf node 7 5:0.50001518919984722 +0 1 95 Tree node 3 1 5 3.5 0 0 2.4064171250306823E-08 +0 1 95 Tree node 2 8 2 1.5 0 0 1.2284838740101199E-07 +0 1 95 Tree node -2 -4 3 2.5 0 0 1.0943760835343147E-07 +0 1 95 Tree node 4 -5 4 9.5 0 0 4.4967922078482722E-08 +0 1 95 Tree node 5 -6 4 5.5 0 0 9.2147169978089791E-08 +0 1 95 Tree node 6 -7 0 3.5 0 0 5.2769470141000756E-08 +0 1 95 Tree node 7 -8 4 3.5 0 0 5.3065843691512457E-08 +0 1 95 Tree node 15 -9 6 2.5 0 0 2.3182639296780344E-08 +0 1 95 Tree node 9 10 4 2.5 0 0 1.8176487981737609E-08 +0 1 95 Tree node -3 -11 2 3.5 0 0 7.2734880461683603E-08 +0 1 95 Tree node 11 12 3 3.5 0 0 5.4943648448480572E-08 +0 1 95 Tree node -10 17 4 8.5 0 0 6.0007547544614698E-08 +0 1 95 Tree node 13 14 4 7.5 0 0 3.789205738628137E-08 +0 1 95 Tree node -12 -15 0 6.5 0 0 1.2356679013800408E-07 +0 1 95 Tree node -14 16 0 4.5 0 0 1.275742795557454E-08 +0 1 95 Tree node 18 -17 3 1.5 0 0 7.0945238836714973E-09 +0 1 95 Tree node -16 -18 4 8.5 0 0 4.6657626991895159E-09 +0 1 95 Tree node -13 -19 5 6.5 0 0 3.8433227703429624E-09 +0 1 95 Tree node -1 -20 5 1.5 0 0 3.5575683090975748E-09 +0 1 95 Leaf node 7 5:-0.50001981301819687 +0 1 95 Leaf node 7 5:-0.0026488382120977124 +0 1 95 Leaf node 7 5:-0.34867122936565498 +0 1 95 Leaf node 7 5:0.50043260345368235 +0 1 95 Leaf node 7 5:-0.17735778541987804 +0 1 95 Leaf node 7 5:0.27018278308036503 +0 1 95 Leaf node 7 5:-0.18135568963780183 +0 1 95 Leaf node 7 5:0.12132846132017647 +0 1 95 Leaf node 7 5:-0.30631767699634133 +0 1 95 Leaf node 7 5:0.50032841578357279 +0 1 95 Leaf node 7 5:0.50028352651928543 +0 1 95 Leaf node 7 5:-0.42492983939029111 +0 1 95 Leaf node 7 5:0.50021192296086803 +0 1 95 Leaf node 7 5:0.50013511134829303 +0 1 95 Leaf node 7 5:0.50005003110007262 +0 1 95 Leaf node 7 5:-0.33081828121978712 +0 1 95 Leaf node 7 5:-0.29235057804061437 +0 1 95 Leaf node 7 5:0.50004177242720715 +0 1 95 Leaf node 7 5:0.50000225983329027 +0 1 95 Leaf node 7 5:-0.50016640036719173 +0 1 96 Tree node 6 1 3 1.5 0 0 2.2318282253877449E-08 +0 1 96 Tree node 2 8 1 2.5 0 0 3.1513039041555034E-08 +0 1 96 Tree node 3 -4 4 4.5 0 0 1.4871180498254495E-07 +0 1 96 Tree node 5 4 2 1.5 0 0 2.3196484755131828E-08 +0 1 96 Tree node -5 -6 4 1.5 0 0 6.4276349141750336E-08 +0 1 96 Tree node -2 -7 0 2.5 0 0 2.0576386485026255E-08 +0 1 96 Tree node -1 7 5 1.5 0 0 9.9624265821995369E-09 +0 1 96 Tree node -8 -9 5 2.5 0 0 2.0705336048473962E-08 +0 1 96 Tree node -3 9 5 1.5 0 0 8.6947406342206335E-09 +0 1 96 Tree node 10 12 0 3.5 0 0 1.8621943247159752E-08 +0 1 96 Tree node -10 11 4 2.5 0 0 6.9467354293861732E-08 +0 1 96 Tree node -12 -13 4 6.5 0 0 7.3037119864063976E-08 +0 1 96 Tree node -11 13 3 2.5 0 0 1.1477590266317004E-08 +0 1 96 Tree node 14 15 0 4.5 0 0 1.2621175119724309E-08 +0 1 96 Tree node -14 -16 3 5.5 0 0 4.2385442240695735E-08 +0 1 96 Tree node -15 16 4 1.5 0 0 9.4278866837936247E-09 +0 1 96 Tree node -17 17 1 6.5 0 0 1.0132254870670809E-08 +0 1 96 Tree node 18 -19 1 7.5 0 0 1.1775817237449643E-08 +0 1 96 Tree node -18 -20 6 6.5 0 0 3.4063288096737414E-08 +0 1 96 Leaf node 7 5:-0.50001374141717347 +0 1 96 Leaf node 7 5:-0.50011950522050685 +0 1 96 Leaf node 7 5:-0.31521439671905876 +0 1 96 Leaf node 7 5:-0.15847195128530106 +0 1 96 Leaf node 7 5:-0.50015131255900513 +0 1 96 Leaf node 7 5:-0.48514168471497199 +0 1 96 Leaf node 7 5:0.29477107337870595 +0 1 96 Leaf node 7 5:0.24931692186427518 +0 1 96 Leaf node 7 5:-0.50000513880043795 +0 1 96 Leaf node 7 5:-0.23862375224438651 +0 1 96 Leaf node 7 5:0.25569783882889424 +0 1 96 Leaf node 7 5:0.32249439638249638 +0 1 96 Leaf node 7 5:0.13563009683493693 +0 1 96 Leaf node 7 5:0.066577874168635948 +0 1 96 Leaf node 7 5:0.50033684089729713 +0 1 96 Leaf node 7 5:-0.23613871616789692 +0 1 96 Leaf node 7 5:0.5001048139109473 +0 1 96 Leaf node 7 5:-0.40139257552076635 +0 1 96 Leaf node 7 5:0.19356393961429894 +0 1 96 Leaf node 7 5:0.50004039106774245 +0 1 97 Tree node 2 1 4 5.5 0 0 1.6877572435138917E-08 +0 1 97 Tree node -2 11 3 2.5 0 0 5.9930194337119825E-08 +0 1 97 Tree node 3 4 7 2.5 0 0 2.315088070850296E-08 +0 1 97 Tree node 5 -5 7 1.5 0 0 4.4250790040958102E-08 +0 1 97 Tree node -4 -6 0 6.5 0 0 2.1458216423838454E-08 +0 1 97 Tree node 16 6 3 1.5 0 0 2.0999681230847958E-08 +0 1 97 Tree node 8 7 4 4.5 0 0 5.5617374355241576E-08 +0 1 97 Tree node -8 -9 6 3.5 0 0 9.4324436392832796E-08 +0 1 97 Tree node 9 10 3 4.5 0 0 1.7496498372227332E-08 +0 1 97 Tree node -7 -11 0 3.5 0 0 2.8174991262757485E-08 +0 1 97 Tree node -10 -12 6 5.5 0 0 1.6115315377992569E-08 +0 1 97 Tree node 12 13 6 1.5 0 0 1.2392805242166598E-08 +0 1 97 Tree node -3 -14 5 5.5 0 0 1.3457293693674866E-08 +0 1 97 Tree node 15 14 2 4.5 0 0 1.142418524783015E-08 +0 1 97 Tree node -15 -16 2 5.5 0 0 6.193430884564962E-08 +0 1 97 Tree node 18 -17 0 6.5 0 0 8.8309059665216196E-09 +0 1 97 Tree node 17 -18 5 2.5 0 0 6.0012583738537737E-09 +0 1 97 Tree node -1 -19 5 1.5 0 0 1.3141785000535894E-08 +0 1 97 Tree node -13 -20 5 4.5 0 0 4.8999983442954278E-09 +0 1 97 Leaf node 7 5:-0.50000346510442384 +0 1 97 Leaf node 7 5:0.19329952269616671 +0 1 97 Leaf node 7 5:0.50017557655779477 +0 1 97 Leaf node 7 5:0.30124536500048771 +0 1 97 Leaf node 7 5:-0.29723829707419508 +0 1 97 Leaf node 7 5:0.50001472270725811 +0 1 97 Leaf node 7 5:-0.1617764292136662 +0 1 97 Leaf node 7 5:-0.36038299946729574 +0 1 97 Leaf node 7 5:0.061140973203705859 +0 1 97 Leaf node 7 5:0.461793638549366 +0 1 97 Leaf node 7 5:-0.2483951840376678 +0 1 97 Leaf node 7 5:-0.027241200459365601 +0 1 97 Leaf node 7 5:0.50011723301208333 +0 1 97 Leaf node 7 5:0.50000782109289976 +0 1 97 Leaf node 7 5:-0.33523455508818295 +0 1 97 Leaf node 7 5:0.50008403561336767 +0 1 97 Leaf node 7 5:-0.068121513197205052 +0 1 97 Leaf node 7 5:-0.50000420728705308 +0 1 97 Leaf node 7 5:0.20984583965375234 +0 1 97 Leaf node 7 5:0.50005758800369604 +0 1 98 Tree node 5 1 6 2.5 0 0 1.676569765600765E-08 +0 1 98 Tree node -2 2 0 2.5 0 0 5.3569738911815594E-08 +0 1 98 Tree node -3 3 3 2.5 0 0 1.4924699397380577E-08 +0 1 98 Tree node -4 4 0 3.5 0 0 2.1648590419928613E-08 +0 1 98 Tree node -5 10 1 3.5 0 0 2.3402291718219022E-08 +0 1 98 Tree node 17 6 3 1.5 0 0 1.4848673502910349E-08 +0 1 98 Tree node 8 7 4 4.5 0 0 5.4435595352696325E-08 +0 1 98 Tree node -8 15 1 2.5 0 0 2.6064265657171911E-07 +0 1 98 Tree node 9 -10 5 3.5 0 0 3.8324156936950322E-08 +0 1 98 Tree node -7 -11 4 2.5 0 0 2.2446271236306693E-08 +0 1 98 Tree node 11 14 0 8.5 0 0 9.8508956597380473E-09 +0 1 98 Tree node 12 13 2 3.5 0 0 2.6538408178814426E-08 +0 1 98 Tree node -6 -14 4 9.5 0 0 6.7708864254988361E-08 +0 1 98 Tree node -13 -15 4 4.5 0 0 1.8451077848205352E-08 +0 1 98 Tree node -12 -16 5 4.5 0 0 1.7893538007448652E-08 +0 1 98 Tree node -9 16 2 3.5 0 0 4.8510502969571526E-09 +0 1 98 Tree node -17 -18 3 4.5 0 0 9.4200936057043808E-09 +0 1 98 Tree node -1 18 5 1.5 0 0 3.9950234778740002E-09 +0 1 98 Tree node -19 -20 5 2.5 0 0 8.6576726300250783E-09 +0 1 98 Leaf node 7 5:-0.50001502851539414 +0 1 98 Leaf node 7 5:0.30534306726931743 +0 1 98 Leaf node 7 5:0.20110357717674848 +0 1 98 Leaf node 7 5:-0.19848676133486526 +0 1 98 Leaf node 7 5:0.50020451976867286 +0 1 98 Leaf node 7 5:-0.39620591283114126 +0 1 98 Leaf node 7 5:-0.4381906236604402 +0 1 98 Leaf node 7 5:-0.25815530391240216 +0 1 98 Leaf node 7 5:0.50012762689755619 +0 1 98 Leaf node 7 5:0.32019056000426999 +0 1 98 Leaf node 7 5:-0.23577138472486453 +0 1 98 Leaf node 7 5:0.50021179149559236 +0 1 98 Leaf node 7 5:0.50015619179926163 +0 1 98 Leaf node 7 5:0.5000978234780793 +0 1 98 Leaf node 7 5:-0.083026108048373334 +0 1 98 Leaf node 7 5:0.50003774820097247 +0 1 98 Leaf node 7 5:0.50012943694121237 +0 1 98 Leaf node 7 5:-0.22335979270150108 +0 1 98 Leaf node 7 5:0.17398594449161725 +0 1 98 Leaf node 7 5:-0.50000344463067226 +0 1 99 Tree node 6 1 4 2.5 0 0 1.2432949371334979E-08 +0 1 99 Tree node 2 5 0 3.5 0 0 4.0743738078627011E-08 +0 1 99 Tree node 3 -4 7 1.5 0 0 6.1566513613659533E-08 +0 1 99 Tree node 4 -5 6 2.5 0 0 7.870819167250575E-08 +0 1 99 Tree node -2 -6 2 1.5 0 0 1.3090061336440947E-07 +0 1 99 Tree node -3 9 3 2.5 0 0 2.4251648116491026E-08 +0 1 99 Tree node 7 -8 0 4.5 0 0 1.5032576169008183E-08 +0 1 99 Tree node 12 8 6 2.5 0 0 1.6491538176824472E-08 +0 1 99 Tree node -9 -10 3 2.5 0 0 1.831007411191046E-08 +0 1 99 Tree node 10 11 3 3.5 0 0 1.1542697347778237E-08 +0 1 99 Tree node -7 -12 1 5.5 0 0 2.328433790320584E-08 +0 1 99 Tree node -11 16 0 4.5 0 0 1.9702768192485041E-08 +0 1 99 Tree node 14 13 3 1.5 0 0 8.0066290366757683E-09 +0 1 99 Tree node -14 -15 0 2.5 0 0 5.0088703556982524E-09 +0 1 99 Tree node 15 -16 5 2.5 0 0 4.3006442755813825E-09 +0 1 99 Tree node -1 -17 5 1.5 0 0 8.284459332793366E-09 +0 1 99 Tree node -13 17 1 6.5 0 0 2.7656797989166588E-09 +0 1 99 Tree node 18 -19 1 7.5 0 0 1.0786058231325664E-08 +0 1 99 Tree node -18 -20 7 1.5 0 0 1.7313120777385077E-08 +0 1 99 Leaf node 7 5:-0.50000003147647765 +0 1 99 Leaf node 7 5:-0.28454340944217604 +0 1 99 Leaf node 7 5:-0.22043275817162536 +0 1 99 Leaf node 7 5:0.33365423637402225 +0 1 99 Leaf node 7 5:0.23779694750806021 +0 1 99 Leaf node 7 5:0.18485304106202394 +0 1 99 Leaf node 7 5:0.50025857648062877 +0 1 99 Leaf node 7 5:0.50019172128197398 +0 1 99 Leaf node 7 5:-0.50015671609933343 +0 1 99 Leaf node 7 5:-0.014693996155191378 +0 1 99 Leaf node 7 5:-0.23609861604079316 +0 1 99 Leaf node 7 5:-0.035264857523295404 +0 1 99 Leaf node 7 5:0.50006736836973453 +0 1 99 Leaf node 7 5:-0.50005016213391207 +0 1 99 Leaf node 7 5:-0.50009346966740154 +0 1 99 Leaf node 7 5:-0.50000282022196418 +0 1 99 Leaf node 7 5:-0.50017584479624944 +0 1 99 Leaf node 7 5:-0.47254493986274426 +0 1 99 Leaf node 7 5:0.50008526629450401 +0 1 99 Leaf node 7 5:0.50002435596756223 diff --git a/test/BaselineOutput/Common/EntryPoints/ensemble-model1-summary.txt b/test/BaselineOutput/Common/EntryPoints/ensemble-model1-summary.txt index c2b010213d..bde4e6c44b 100644 --- a/test/BaselineOutput/Common/EntryPoints/ensemble-model1-summary.txt +++ b/test/BaselineOutput/Common/EntryPoints/ensemble-model1-summary.txt @@ -1,7 +1,36 @@ #@ TextLoader{ #@ header+ #@ sep=tab -#@ col=Gains:R4:0-16 +#@ col=Bias:R8:0 +#@ col=TreeWeights:R8:1 +#@ col=TreeID:I4:2 +#@ col=IsLeaf:TX:3 +#@ col=LeftChild:I4:4 +#@ col=RightChild:I4:5 +#@ col=NumericalSplitFeatureIndexes:I4:6 +#@ col=NumericalSplitThresholds:R4:7 +#@ col=CategoricalSplitFlags:BL:8 +#@ col=LeafValues:R8:9 +#@ col=SplitGains:R8:10 +#@ col=CategoricalSplitFeatures:I4:11-** +#@ col={name=CategoricalCategoricalSplitFeatureRange type=I4 src={ min=-1 var=+}} #@ } -Cat.1 Cat.4 Cat.2 Cat.5 Cat.10 Cat.3 Cat.7 Cat.8 Cat.6 Features.thickness Features.uniform_size Features.uniform_shape Features.adhesion Features.epit_size Features.bare_nuclei Features.bland_chromatin Features.normal_nucleoli -0.0607880056 0 0.0249023773 0 0 4.10026857E-09 0 0 0 0.190965369 1 0.7112387 0.14315024 0.222178861 0.413435966 0.254190356 0.2604484 +Bias TreeWeights TreeID IsLeaf LeftChild RightChild NumericalSplitFeatureIndexes NumericalSplitThresholds CategoricalSplitFlags LeafValues SplitGains +0 1 0 Tree node 2 1 10 2.5 0 0 13.415869372871798 +0 1 0 Tree node 3 -3 14 1.5 0 0 0.92083542188806611 +0 1 0 Tree node -1 -4 16 2.5 0 0 0.67201267815728727 +0 1 0 Tree node -2 -5 13 3.5 0 0 0.5363809523809524 +0 1 0 Leaf node 7 5:-0.98625429553265687 +0 1 0 Leaf node 7 5:-0.99999999999999978 +0 1 0 Leaf node 7 5:0.87134502923976442 +0 1 0 Leaf node 7 5:0.27272727272727287 +0 1 0 Leaf node 7 5:0.59999999999999976 +0 1 1 Tree node 3 1 10 2.5 0 0 8.6352053527178452 +0 1 1 Tree node 2 -3 14 2.5 0 0 0.63992190088294487 +0 1 1 Tree node -2 -4 10 3.5 0 0 0.71162415170614624 +0 1 1 Tree node -1 -5 15 4.5 0 0 0.43452626844448261 +0 1 1 Leaf node 7 5:-0.82036054531830893 +0 1 1 Leaf node 7 5:-0.8186475459992979 +0 1 1 Leaf node 7 5:0.75043188004013617 +0 1 1 Leaf node 7 5:0.74116698906550615 +0 1 1 Leaf node 7 5:0.27575806003985165 diff --git a/test/BaselineOutput/Common/EntryPoints/ensemble-model3-summary.txt b/test/BaselineOutput/Common/EntryPoints/ensemble-model3-summary.txt index b8a21ad39b..099bc366a8 100644 --- a/test/BaselineOutput/Common/EntryPoints/ensemble-model3-summary.txt +++ b/test/BaselineOutput/Common/EntryPoints/ensemble-model3-summary.txt @@ -1,7 +1,36 @@ #@ TextLoader{ #@ header+ #@ sep=tab -#@ col=Gains:R4:0-16 +#@ col=Bias:R8:0 +#@ col=TreeWeights:R8:1 +#@ col=TreeID:I4:2 +#@ col=IsLeaf:TX:3 +#@ col=LeftChild:I4:4 +#@ col=RightChild:I4:5 +#@ col=NumericalSplitFeatureIndexes:I4:6 +#@ col=NumericalSplitThresholds:R4:7 +#@ col=CategoricalSplitFlags:BL:8 +#@ col=LeafValues:R8:9 +#@ col=SplitGains:R8:10 +#@ col=CategoricalSplitFeatures:I4:11-** +#@ col={name=CategoricalCategoricalSplitFeatureRange type=I4 src={ min=-1 var=+}} #@ } -Cat.1 Cat.5 Cat.2 Cat.4 Cat.3 Cat.7 Cat.10 Cat.8 Cat.6 Features.thickness Features.uniform_size Features.uniform_shape Features.adhesion Features.epit_size Features.bare_nuclei Features.bland_chromatin Features.normal_nucleoli -0.009761757 0 0.0203766879 0 0.000928933 0 0 0 0 0.308038682 1 0.5590685 0.125412315 0.118880585 0.488731444 0.308761537 0.132577017 +Bias TreeWeights TreeID IsLeaf LeftChild RightChild NumericalSplitFeatureIndexes NumericalSplitThresholds CategoricalSplitFlags LeafValues SplitGains +0 1 0 Tree node 1 3 10 3.5 0 0 13.360986434197844 +0 1 0 Tree node 2 -3 14 5.5 0 0 2.3140017316017349 +0 1 0 Tree node -1 -4 16 3.5 0 0 0.37346969696970156 +0 1 0 Tree node -2 -5 10 4.5 0 0 0.26028321340685778 +0 1 0 Leaf node 7 5:-0.98125000000001306 +0 1 0 Leaf node 7 5:0.4482758620689532 +0 1 0 Leaf node 7 5:0.79999999999999771 +0 1 0 Leaf node 7 5:-1.5265566588595898E-15 +0 1 0 Leaf node 7 5:0.97037037037036966 +0 1 1 Tree node 1 3 10 3.5 0 0 8.6031446225300847 +0 1 1 Tree node -1 2 14 4.5 0 0 1.5404623416657568 +0 1 1 Tree node -3 -4 10 1.5 0 0 0.26130389109429525 +0 1 1 Tree node -2 -5 10 4.5 0 0 0.16830943804733955 +0 1 1 Leaf node 7 5:-0.82068788481267385 +0 1 1 Leaf node 7 5:0.36175241006652414 +0 1 1 Leaf node 7 5:-0.25170035507676081 +0 1 1 Leaf node 7 5:0.69526012254866087 +0 1 1 Leaf node 7 5:0.80839621873313372 diff --git a/test/BaselineOutput/Common/EntryPoints/ensemble-summary-key-value-pairs.txt b/test/BaselineOutput/Common/EntryPoints/ensemble-summary-key-value-pairs.txt index d89d7a7619..debc87d6c1 100644 --- a/test/BaselineOutput/Common/EntryPoints/ensemble-summary-key-value-pairs.txt +++ b/test/BaselineOutput/Common/EntryPoints/ensemble-summary-key-value-pairs.txt @@ -27,16 +27,10 @@ Cat.1: System.Single[] Partition model 1 summary: Per-feature gain summary for the boosted tree ensemble: Features.uniform_size: 1 -Features.uniform_shape: 0.711238682354263 -Features.bare_nuclei: 0.413435971399054 -Features.normal_nucleoli: 0.260448393604327 -Features.bland_chromatin: 0.254190368593018 -Features.epit_size: 0.222178863469679 -Features.thickness: 0.190965373645692 -Features.adhesion: 0.143150245168852 -Cat.1: 0.0607880054395048 -Cat.2: 0.0249023775790133 -Cat.3: 4.10026871732935E-09 +Features.bare_nuclei: 0.261851950948993 +Features.normal_nucleoli: 0.171821243048215 +Features.epit_size: 0.153505802680442 +Features.bland_chromatin: 0.138164395549383 Partition model 2 summary: Linear Binary Classification Predictor non-zero weights (Bias): -4.860323 @@ -66,13 +60,5 @@ Cat.1: System.Single[] Partition model 3 summary: Per-feature gain summary for the boosted tree ensemble: Features.uniform_size: 1 -Features.uniform_shape: 0.559068504082849 -Features.bare_nuclei: 0.488731457203164 -Features.bland_chromatin: 0.308761540884501 -Features.thickness: 0.308038677882308 -Features.normal_nucleoli: 0.132577017456797 -Features.adhesion: 0.125412316945858 -Features.epit_size: 0.118880587537871 -Cat.2: 0.0203766881332348 -Cat.1: 0.00976175711400017 -Cat.3: 0.000928932959407758 +Features.bare_nuclei: 0.412486071655037 +Features.normal_nucleoli: 0.128397028220685 diff --git a/test/BaselineOutput/Common/EntryPoints/ensemble-summary.txt b/test/BaselineOutput/Common/EntryPoints/ensemble-summary.txt index 12c0c05472..0079938c4c 100644 --- a/test/BaselineOutput/Common/EntryPoints/ensemble-summary.txt +++ b/test/BaselineOutput/Common/EntryPoints/ensemble-summary.txt @@ -36,16 +36,10 @@ Partition model 1 summary: Per-feature gain summary for the boosted tree ensemble: Features.uniform_size 1 - Features.uniform_shape 0.711238682354263 - Features.bare_nuclei 0.413435971399054 - Features.normal_nucleoli 0.260448393604327 - Features.bland_chromatin 0.254190368593018 - Features.epit_size 0.222178863469679 - Features.thickness 0.190965373645692 - Features.adhesion 0.143150245168852 - Cat.1 0.0607880054395048 - Cat.2 0.0249023775790133 - Cat.3 4.10026871732935E-09 + Features.bare_nuclei 0.261851950948993 + Features.normal_nucleoli 0.171821243048215 + Features.epit_size 0.153505802680442 + Features.bland_chromatin 0.138164395549383 Partition model 2 summary: Linear Binary Classification Predictor non-zero weights @@ -84,13 +78,5 @@ Partition model 3 summary: Per-feature gain summary for the boosted tree ensemble: Features.uniform_size 1 - Features.uniform_shape 0.559068504082849 - Features.bare_nuclei 0.488731457203164 - Features.bland_chromatin 0.308761540884501 - Features.thickness 0.308038677882308 - Features.normal_nucleoli 0.132577017456797 - Features.adhesion 0.125412316945858 - Features.epit_size 0.118880587537871 - Cat.2 0.0203766881332348 - Cat.1 0.00976175711400017 - Cat.3 0.000928932959407758 + Features.bare_nuclei 0.412486071655037 + Features.normal_nucleoli 0.128397028220685 diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index ea0cfb4b87..26c19a35f3 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -970,8 +970,8 @@ public void EntryPointPipelineEnsembleText() var data = splitOutput.TrainData[i]; if (i % 2 == 0) { - data = new TextFeaturizingEstimator(Env, "Features", new List { "Text" }, - new TextFeaturizingEstimator.Options { + data = new TextFeaturizingEstimator(Env, "Features", new List { "Text" }, + new TextFeaturizingEstimator.Options { StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options(), }).Fit(data).Transform(data); } @@ -1339,7 +1339,14 @@ public void EntryPointPipelineEnsembleGetSummary() } else if (i % 2 == 1) { - var trainer = new FastTreeBinaryTrainer(Env, "Label", "Features"); + var ftInput = new FastTreeBinaryTrainer.Options + { + NumberOfThreads = 1, + NumberOfLeaves = 5, + NumberOfTrees = 2 + }; + + var trainer = new FastTreeBinaryTrainer(Env, ftInput); var rmd = new RoleMappedData(data, false, RoleMappedSchema.CreatePair(RoleMappedSchema.ColumnRole.Feature, "Features"), RoleMappedSchema.CreatePair(RoleMappedSchema.ColumnRole.Label, "Label")); @@ -5653,5 +5660,82 @@ public void LoadEntryPointModel() } } } + + [Fact] + public void SummarizeEntryPointTest() + { + var dataPath = GetDataPath(@"breast-cancer.txt"); + var outputPath = GetOutputPath("EntryPoints", "Summarize.txt"); + + string inputGraph = @" + { + 'Nodes': + [ + { + 'Name': 'Data.TextLoader', + 'Inputs': + { + 'InputFile': '$inputFile', + 'Arguments': + { + 'UseThreads': true, + 'HeaderFile': null, + 'MaxRows': null, + 'AllowQuoting': true, + 'AllowSparse': true, + 'InputSize': null, + 'Separator': + [ + '\t' + ], + 'Column': + [ + {'Name':'Label','Type':null,'Source':[{'Min':0,'Max':0,'AutoEnd':false,'VariableEnd':false,'AllOther':false,'ForceVector':false}],'KeyCount':null}, + {'Name':'Strat','Type':null,'Source':[{'Min':1,'Max':1,'AutoEnd':false,'VariableEnd':false,'AllOther':false,'ForceVector':false}],'KeyCount':null}, + {'Name':'Features','Type':null,'Source':[{'Min':2,'Max':9,'AutoEnd':false,'VariableEnd':false,'AllOther':false,'ForceVector':false}],'KeyCount':null} + ], + 'TrimWhitespace': false, + 'HasHeader': false + } + }, + 'Outputs': + { + 'Data': '$data' + } + }, + { + 'Name': 'Trainers.FastTreeBinaryClassifier', + 'Inputs': {'TrainingData':'$data','NumberOfThreads':1}, + 'Outputs': {'PredictorModel':'$model'} + }, + { + 'Inputs': + { + 'PredictorModel': '$model' + }, + 'Name': 'Models.Summarizer', + 'Outputs': + { + 'Summary': '$output_data' + } + } + ] + } + "; + + JObject graph = JObject.Parse(inputGraph); + var runner = new GraphRunner(Env, graph[FieldNames.Nodes] as JArray); + var inputFile = new SimpleFileHandle(Env, dataPath, false, false); + runner.SetInput("inputFile", inputFile); + runner.RunAll(); + var data = runner.GetOutput("output_data"); + + using (var f = File.Open(outputPath, FileMode.Create, FileAccess.Write, FileShare.None)) + ML.Data.SaveAsText(data, f); + + CheckEquality("EntryPoints", "Summarize.txt"); + + Done(); + } } } diff --git a/test/Microsoft.ML.Tests/TrainerEstimators/TrainerEstimators.cs b/test/Microsoft.ML.Tests/TrainerEstimators/TrainerEstimators.cs index 489d557ebe..1322827ac2 100644 --- a/test/Microsoft.ML.Tests/TrainerEstimators/TrainerEstimators.cs +++ b/test/Microsoft.ML.Tests/TrainerEstimators/TrainerEstimators.cs @@ -177,6 +177,18 @@ public void TestEstimatorMulticlassNaiveBayesTrainer() return (pipeline, data); } + /// + /// Same data as , but with additional + /// OneHotEncoding to obtain categorical splits in tree models. + /// + private (IEstimator, IDataView) GetOneHotBinaryClassificationPipeline() + { + var (pipeline, data) = GetBinaryClassificationPipeline(); + var oneHotPipeline = pipeline.Append(ML.Transforms.Categorical.OneHotEncoding("Features")); + + return (oneHotPipeline, data); + } + private (IEstimator, IDataView) GetRankingPipeline() { diff --git a/test/Microsoft.ML.Tests/TrainerEstimators/TreeEstimators.cs b/test/Microsoft.ML.Tests/TrainerEstimators/TreeEstimators.cs index b95f84b9a6..1c719a6f85 100644 --- a/test/Microsoft.ML.Tests/TrainerEstimators/TreeEstimators.cs +++ b/test/Microsoft.ML.Tests/TrainerEstimators/TreeEstimators.cs @@ -9,6 +9,7 @@ using Microsoft.ML.Calibrators; using Microsoft.ML.Data; using Microsoft.ML.Internal.Utilities; +using Microsoft.ML.Model; using Microsoft.ML.RunTests; using Microsoft.ML.Runtime; using Microsoft.ML.TestFramework.Attributes; @@ -22,7 +23,7 @@ namespace Microsoft.ML.Tests.TrainerEstimators public partial class TrainerEstimators : TestDataPipeBase { /// - /// FastTreeBinaryClassification TrainerEstimator test + /// FastTreeBinaryClassification TrainerEstimator test /// [Fact] public void FastTreeBinaryEstimator() @@ -88,7 +89,7 @@ public void LightGBMBinaryEstimatorUnbalanced() } /// - /// LightGBMBinaryTrainer CorrectSigmoid test + /// LightGBMBinaryTrainer CorrectSigmoid test /// [LightGBMFact] public void LightGBMBinaryEstimatorCorrectSigmoid() @@ -153,7 +154,7 @@ public void FastForestClassificationEstimator() } /// - /// FastTreeRankingTrainer TrainerEstimator test + /// FastTreeRankingTrainer TrainerEstimator test /// [Fact] public void FastTreeRankerEstimator() @@ -177,7 +178,7 @@ public void FastTreeRankerEstimator() } /// - /// LightGbmRankingTrainer TrainerEstimator test + /// LightGbmRankingTrainer TrainerEstimator test /// [LightGBMFact] public void LightGBMRankerEstimator() @@ -195,7 +196,7 @@ public void LightGBMRankerEstimator() } /// - /// FastTreeRegressor TrainerEstimator test + /// FastTreeRegressor TrainerEstimator test /// [Fact] public void FastTreeRegressorEstimator() @@ -210,7 +211,7 @@ public void FastTreeRegressorEstimator() } /// - /// LightGbmRegressionTrainer TrainerEstimator test + /// LightGbmRegressionTrainer TrainerEstimator test /// [LightGBMFact] public void LightGBMRegressorEstimator() @@ -230,7 +231,7 @@ public void LightGBMRegressorEstimator() /// - /// RegressionGamTrainer TrainerEstimator test + /// RegressionGamTrainer TrainerEstimator test /// [Fact] public void GAMRegressorEstimator() @@ -248,7 +249,7 @@ public void GAMRegressorEstimator() } /// - /// FastTreeTweedieTrainer TrainerEstimator test + /// FastTreeTweedieTrainer TrainerEstimator test /// [Fact] public void TweedieRegressorEstimator() @@ -267,7 +268,7 @@ public void TweedieRegressorEstimator() } /// - /// FastForestRegression TrainerEstimator test + /// FastForestRegression TrainerEstimator test /// [Fact] public void FastForestRegressorEstimator() @@ -286,7 +287,7 @@ public void FastForestRegressorEstimator() } /// - /// LightGbmMulticlass TrainerEstimator test + /// LightGbmMulticlass TrainerEstimator test /// [LightGBMFact] public void LightGbmMulticlassEstimator() @@ -319,7 +320,7 @@ public void LightGbmMulticlassEstimatorWithOptions() } /// - /// LightGbmMulticlass CorrectSigmoid test + /// LightGbmMulticlass CorrectSigmoid test /// [LightGBMFact] public void LightGbmMulticlassEstimatorCorrectSigmoid() @@ -425,7 +426,7 @@ private void LightGbmHelper(bool useSoftmax, double sigmoid, out string modelStr var mlContext = new MLContext(seed: 0); var dataView = mlContext.Data.LoadFromEnumerable(dataList); int numberOfTrainingIterations = 3; - var gbmTrainer = new LightGbmMulticlassTrainer(mlContext, + var gbmTrainer = new LightGbmMulticlassTrainer(mlContext, new LightGbmMulticlassTrainer.Options { NumberOfIterations = numberOfTrainingIterations, @@ -687,5 +688,247 @@ public void LightGbmInDifferentCulture() Assert.True(metrics.MacroAccuracy > 0.8); Thread.CurrentThread.CurrentCulture = currentCulture; } + + private class SummaryDataRow + { + public double Bias { get; set; } + public double TreeWeights { get; set; } + public int TreeID { get; set; } + public string IsLeaf { get; set; } + public int LeftChild { get; set; } + public int RightChild { get; set; } + public int NumericalSplitFeatureIndexes { get; set; } + public float NumericalSplitThresholds { get; set; } + public bool CategoricalSplitFlags { get; set; } + public double LeafValues { get; set; } + public double SplitGains { get; set; } + [VectorType(0)] + public int[] CategoricalSplitFeatures { get; set; } + [VectorType(0)] + public int[] CategoricalCategoricalSplitFeatureRange { get; set; } + } + + private class QuantileTestSummaryDataRow : SummaryDataRow + { + [VectorType(0)] + public double[] LeafSamples { get; set; } + [VectorType(0)] + public double[] LeafSampleWeights { get; set; } + } + + private static void CheckSummaryRowTreeNode(SummaryDataRow row, int treeIndex, double bias, double treeWeight, RegressionTreeBase tree, int nodeId) + { + Assert.Equal(row.TreeID, treeIndex); + Assert.Equal(row.Bias, bias); + Assert.Equal(row.TreeWeights, treeWeight); + Assert.Equal("Tree node", row.IsLeaf); + Assert.Equal(row.LeftChild, tree.LeftChild[nodeId]); + Assert.Equal(row.RightChild, tree.RightChild[nodeId]); + Assert.Equal(row.NumericalSplitFeatureIndexes, tree.NumericalSplitFeatureIndexes[nodeId]); + Assert.Equal(row.NumericalSplitThresholds, tree.NumericalSplitThresholds[nodeId]); + Assert.Equal(row.CategoricalSplitFlags, tree.CategoricalSplitFlags[nodeId]); + Assert.Equal(0, row.LeafValues); + Assert.Equal(row.SplitGains, tree.SplitGains[nodeId]); + if(tree.GetCategoricalSplitFeaturesAt(nodeId).Count() > 0) + Assert.Equal(row.CategoricalSplitFeatures, tree.GetCategoricalSplitFeaturesAt(nodeId).ToArray()); + else + Assert.Null(row.CategoricalSplitFeatures); + if (tree.GetCategoricalCategoricalSplitFeatureRangeAt(nodeId).Count() > 0) + Assert.Equal(row.CategoricalCategoricalSplitFeatureRange, tree.GetCategoricalCategoricalSplitFeatureRangeAt(nodeId).ToArray()); + else + Assert.Null(row.CategoricalCategoricalSplitFeatureRange); + } + + private static void CheckSummaryRowLeafNode(SummaryDataRow row, int treeIndex, double bias, double treeWeight, RegressionTreeBase tree, int nodeId) + { + Assert.Equal(row.TreeID, treeIndex); + Assert.Equal(row.Bias, bias); + Assert.Equal(row.TreeWeights, treeWeight); + Assert.Equal("Leaf node", row.IsLeaf); + Assert.Equal(0, row.LeftChild); + Assert.Equal(0, row.RightChild); + Assert.Equal(0, row.NumericalSplitFeatureIndexes); + Assert.Equal(0, row.NumericalSplitThresholds); + Assert.False(row.CategoricalSplitFlags); + Assert.Equal(tree.LeafValues[nodeId], row.LeafValues); + Assert.Equal(0d, row.SplitGains); + Assert.Null(row.CategoricalSplitFeatures); + Assert.Null(row.CategoricalCategoricalSplitFeatureRange); + } + + private static void CheckSummaryRowLeafNodeQuantileTree(QuantileTestSummaryDataRow row, int treeIndex, double bias, double treeWeight, QuantileRegressionTree tree, int nodeId) + { + if (tree.GetLeafSamplesAt(nodeId).Count() > 0) + Assert.Equal(row.LeafSamples, tree.GetLeafSamplesAt(nodeId).ToArray()); + else + Assert.Null(row.LeafSamples); + if (tree.GetLeafSampleWeightsAt(nodeId).Count() > 0) + Assert.Equal(row.LeafSampleWeights, tree.GetLeafSampleWeightsAt(nodeId).ToArray()); + else + Assert.Null(row.LeafSampleWeights); + } + + private void CheckSummary(ICanGetSummaryAsIDataView modelParameters, double bias, IReadOnlyList treeWeights, IReadOnlyList trees) + { + var quantileTrees = trees as IReadOnlyList; + var summaryDataView = modelParameters.GetSummaryDataView(null); + IEnumerable summaryDataEnumerable; + + if (quantileTrees == null) + summaryDataEnumerable = ML.Data.CreateEnumerable(summaryDataView, false); + else + summaryDataEnumerable = ML.Data.CreateEnumerable(summaryDataView, false); + + var summaryDataEnumerator = summaryDataEnumerable.GetEnumerator(); + + for (int i = 0; i < trees.Count(); i++) + { + for (int j = 0; j < trees[i].NumberOfNodes; j++) + { + Assert.True(summaryDataEnumerator.MoveNext()); + var row = summaryDataEnumerator.Current; + CheckSummaryRowTreeNode(row, i, bias, treeWeights[i], trees[i], j); + } + + for (int j = 0; j < trees[i].NumberOfLeaves; j++) + { + Assert.True(summaryDataEnumerator.MoveNext()); + var row = summaryDataEnumerator.Current; + CheckSummaryRowLeafNode(row, i, bias, treeWeights[i], trees[i], j); + if (quantileTrees != null) + { + var quantileRow = row as QuantileTestSummaryDataRow; + Assert.NotNull(quantileRow); + CheckSummaryRowLeafNodeQuantileTree(quantileRow, i, bias, treeWeights[i], quantileTrees[i], j); + } + } + } + } + + [Fact] + public void FastTreeRegressorTestSummary() + { + var dataView = GetRegressionPipeline(); + var trainer = ML.Regression.Trainers.FastTree( + new FastTreeRegressionTrainer.Options { NumberOfTrees = 10, NumberOfThreads = 1, NumberOfLeaves = 5}); + + var transformer = trainer.Fit(dataView); + + var trainedTreeEnsemble = transformer.Model.TrainedTreeEnsemble; + + var modelParameters = transformer.Model as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } + + [Fact] + public void FastForestRegressorTestSummary() + { + var dataView = GetRegressionPipeline(); + var trainer = ML.Regression.Trainers.FastForest( + new FastForestRegressionTrainer.Options { NumberOfTrees = 10, NumberOfThreads = 1, NumberOfLeaves = 5}); + + var transformer = trainer.Fit(dataView); + + var trainedTreeEnsemble = transformer.Model.TrainedTreeEnsemble; + + var modelParameters = transformer.Model as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } + + [Fact] + public void FastTreeTweedieRegressorTestSummary() + { + var dataView = GetRegressionPipeline(); + var trainer = ML.Regression.Trainers.FastTreeTweedie( + new FastTreeTweedieTrainer.Options { NumberOfTrees = 10, NumberOfThreads = 1, NumberOfLeaves = 5}); + + var transformer = trainer.Fit(dataView); + + var trainedTreeEnsemble = transformer.Model.TrainedTreeEnsemble; + + var modelParameters = transformer.Model as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } + + [LightGBMFact] + public void LightGbmRegressorTestSummary() + { + var dataView = GetRegressionPipeline(); + var trainer = ML.Regression.Trainers.LightGbm( + new LightGbmRegressionTrainer.Options { NumberOfIterations = 10, NumberOfThreads = 1, NumberOfLeaves = 5}); + + var transformer = trainer.Fit(dataView); + + var trainedTreeEnsemble = transformer.Model.TrainedTreeEnsemble; + + var modelParameters = transformer.Model as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } + + [Fact] + public void FastTreeBinaryClassificationTestSummary() + { + var (pipeline, dataView) = GetBinaryClassificationPipeline(); + var estimator = pipeline.Append(ML.BinaryClassification.Trainers.FastTree( + new FastTreeBinaryTrainer.Options { NumberOfTrees = 2, NumberOfThreads = 1, NumberOfLeaves = 5})); + + var transformer = estimator.Fit(dataView); + + var trainedTreeEnsemble = transformer.LastTransformer.Model.SubModel.TrainedTreeEnsemble; + + var modelParameters = transformer.LastTransformer.Model.SubModel as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } + + [Fact] + public void FastForestBinaryClassificationTestSummary() + { + var (pipeline, dataView) = GetOneHotBinaryClassificationPipeline(); + var estimator = pipeline.Append(ML.BinaryClassification.Trainers.FastForest( + new FastForestBinaryTrainer.Options { NumberOfTrees = 2, NumberOfThreads = 1, NumberOfLeaves = 4, CategoricalSplit = true })); + + var transformer = estimator.Fit(dataView); + + var trainedTreeEnsemble = transformer.LastTransformer.Model.TrainedTreeEnsemble; + + var modelParameters = transformer.LastTransformer.Model as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } + + [LightGBMFact] + public void LightGbmBinaryClassificationTestSummary() + { + var (pipeline, dataView) = GetOneHotBinaryClassificationPipeline(); + var trainer = pipeline.Append(ML.BinaryClassification.Trainers.LightGbm( + new LightGbmBinaryTrainer.Options { NumberOfIterations = 10, NumberOfThreads = 1, NumberOfLeaves = 5, UseCategoricalSplit = true })); + + var transformer = trainer.Fit(dataView); + + var trainedTreeEnsemble = transformer.LastTransformer.Model.SubModel.TrainedTreeEnsemble; + + var modelParameters = transformer.LastTransformer.Model.SubModel as ICanGetSummaryAsIDataView; + Assert.NotNull(modelParameters); + + CheckSummary(modelParameters, trainedTreeEnsemble.Bias, trainedTreeEnsemble.TreeWeights, trainedTreeEnsemble.Trees); + Done(); + } } }