From 9a9c6dadc642681e2876ca13a3f9ce2907993428 Mon Sep 17 00:00:00 2001 From: Dmitry Khominich Date: Wed, 27 Feb 2019 22:46:29 +0200 Subject: [PATCH] [*] adopt test to transformation functions --- doc.go | 32 +- leaves_test.go | 212 +- lgensemble_test.go | 8 +- testdata/README.md | 39 +- testdata/lg_dart_breast_cancer.json | 5 +- testdata/lg_dart_breast_cancer.model | 17 +- testdata/lg_dart_breast_cancer.py | 2 +- ...lg_dart_breast_cancer_true_predictions.txt | 114 +- testdata/lgmulticlass.model | 479 ++- testdata/lgmulticlass_true_predictions.txt | 1000 ++--- .../lgmulticlass_true_raw_predictions.txt | 500 +++ testdata/xgblin_agaricus.model | Bin 831 -> 831 bytes testdata/xgblin_agaricus_true_predictions.txt | 3222 ++++++++--------- .../xgblin_agaricus_true_raw_predictions.txt | 1611 +++++++++ 14 files changed, 4735 insertions(+), 2506 deletions(-) create mode 100644 testdata/lgmulticlass_true_raw_predictions.txt create mode 100644 testdata/xgblin_agaricus_true_raw_predictions.txt diff --git a/doc.go b/doc.go index 19ba6e1..4e7067c 100644 --- a/doc.go +++ b/doc.go @@ -28,11 +28,12 @@ build_breast_cancer_model.py: 'objective': 'binary', } clf = lgb.train(params, d_train, n_estimators) - # note raw_score=True used here because `leaves` output only raw scores - y_pred = clf.predict(X_test, raw_score=True) + y_pred = clf.predict(X_test) + y_pred_raw = clf.predict(X_test, raw_score=True) clf.save_model('lg_breast_cancer.model') # save the model in txt format np.savetxt('lg_breast_cancer_true_predictions.txt', y_pred) + np.savetxt('lg_breast_cancer_true_predictions_raw.txt', y_pred_raw) np.savetxt('breast_cancer_test.tsv', X_test, delimiter='\t') predict_breast_cancer_model.go: @@ -55,23 +56,28 @@ predict_breast_cancer_model.go: } // loading model - model, err := leaves.LGEnsembleFromFile("lg_breast_cancer.model", false) + model, err := leaves.LGEnsembleFromFile("lg_breast_cancer.model", true) if err != nil { panic(err) } fmt.Printf("Name: %s\n", model.Name()) fmt.Printf("NFeatures: %d\n", model.NFeatures()) - fmt.Printf("NRawOutputGroups: %d\n", model.NRawOutputGroups()) + fmt.Printf("NOutputGroups: %d\n", model.NOutputGroups()) fmt.Printf("NEstimators: %d\n", model.NEstimators()) + fmt.Printf("Transformation: %s\n", model.Transformation().Name()) // loading true predictions as DenseMat truePredictions, err := mat.DenseMatFromCsvFile("lg_breast_cancer_true_predictions.txt", 0, false, "\t", 0.0) if err != nil { panic(err) } + truePredictionsRaw, err := mat.DenseMatFromCsvFile("lg_breast_cancer_true_predictions_raw.txt", 0, false, "\t", 0.0) + if err != nil { + panic(err) + } // preallocate slice to store model predictions - predictions := make([]float64, test.Rows*model.NRawOutputGroups()) + predictions := make([]float64, test.Rows*model.NOutputGroups()) // do predictions model.PredictDense(test.Values, test.Rows, test.Cols, predictions, 0, 1) // compare results @@ -79,6 +85,13 @@ predict_breast_cancer_model.go: if err := util.AlmostEqualFloat64Slices(truePredictions.Values, predictions, tolerance); err != nil { panic(fmt.Errorf("different predictions: %s", err.Error())) } + + // compare raw predictions (before transformation function) + rawModel := model.EnsembleWithRawPredictions() + rawModel.PredictDense(test.Values, test.Rows, test.Cols, predictions, 0, 1) + if err := util.AlmostEqualFloat64Slices(truePredictionsRaw.Values, predictions, tolerance); err != nil { + panic(fmt.Errorf("different raw predictions: %s", err.Error())) + } fmt.Println("Predictions the same!") } @@ -86,8 +99,9 @@ Output: Name: lightgbm.gbdt NFeatures: 30 - NRawOutputGroups: 1 + NOutputGroups: 1 NEstimators: 30 + Transformation: logistic Predictions the same! XGBoost Model @@ -146,7 +160,7 @@ predict_iris_model.go: } fmt.Printf("Name: %s\n", model.Name()) fmt.Printf("NFeatures: %d\n", model.NFeatures()) - fmt.Printf("NRawOutputGroups: %d\n", model.NRawOutputGroups()) + fmt.Printf("NOutputGroups: %d\n", model.NOutputGroups()) fmt.Printf("NEstimators: %d\n", model.NEstimators()) // loading true predictions as DenseMat @@ -156,7 +170,7 @@ predict_iris_model.go: } // preallocate slice to store model predictions - predictions := make([]float64, csr.Rows()*model.NRawOutputGroups()) + predictions := make([]float64, csr.Rows()*model.NOutputGroups()) // do predictions model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, 1) // compare results @@ -177,7 +191,7 @@ Output: Name: xgboost.gbtree NFeatures: 4 - NRawOutputGroups: 3 + NOutputGroups: 3 NEstimators: 5 Predictions the same! (mismatch = 0) diff --git a/leaves_test.go b/leaves_test.go index 7fdfd79..9792b7f 100644 --- a/leaves_test.go +++ b/leaves_test.go @@ -7,6 +7,7 @@ import ( "testing" "github.com/dmitryikh/leaves/mat" + "github.com/dmitryikh/leaves/transformation" "github.com/dmitryikh/leaves/util" ) @@ -99,28 +100,45 @@ func TestLGHiggs(t *testing.T) { } func TestXGHiggs(t *testing.T) { + trueRawPath := filepath.Join("testdata", "xghiggs_1000examples_true_raw_predictions.txt") truePath := filepath.Join("testdata", "xghiggs_1000examples_true_predictions.txt") modelPath := filepath.Join("testdata", "xghiggs.model") - skipTestIfFileNotExist(t, truePath, modelPath) + skipTestIfFileNotExist(t, truePath, trueRawPath, modelPath) // loading model model, err := XGEnsembleFromFile(modelPath, false) if err != nil { t.Fatalf("fail loading model %s: %s", modelPath, err.Error()) } + modelWithTransformation, err := XGEnsembleFromFile(modelPath, true) + if err != nil { + t.Fatalf("fail loading model %s: %s", modelPath, err.Error()) + } const tolerance = 1e-5 // Dense matrix - InnerTestHiggs(t, model, 1, true, truePath, tolerance) - InnerTestHiggs(t, model, 2, true, truePath, tolerance) - InnerTestHiggs(t, model, 3, true, truePath, tolerance) - InnerTestHiggs(t, model, 4, true, truePath, tolerance) + InnerTestHiggs(t, model, 1, true, trueRawPath, tolerance) + InnerTestHiggs(t, model, 2, true, trueRawPath, tolerance) + InnerTestHiggs(t, model, 3, true, trueRawPath, tolerance) + InnerTestHiggs(t, model, 4, true, trueRawPath, tolerance) // Sparse matrix - InnerTestHiggs(t, model, 1, false, truePath, tolerance) - InnerTestHiggs(t, model, 2, false, truePath, tolerance) - InnerTestHiggs(t, model, 3, false, truePath, tolerance) - InnerTestHiggs(t, model, 4, false, truePath, tolerance) + InnerTestHiggs(t, model, 1, false, trueRawPath, tolerance) + InnerTestHiggs(t, model, 2, false, trueRawPath, tolerance) + InnerTestHiggs(t, model, 3, false, trueRawPath, tolerance) + InnerTestHiggs(t, model, 4, false, trueRawPath, tolerance) + + // model with transformation function + // Dense matrix + InnerTestHiggs(t, modelWithTransformation, 1, true, truePath, tolerance) + InnerTestHiggs(t, modelWithTransformation, 2, true, truePath, tolerance) + InnerTestHiggs(t, modelWithTransformation, 3, true, truePath, tolerance) + InnerTestHiggs(t, modelWithTransformation, 4, true, truePath, tolerance) + // Sparse matrix + InnerTestHiggs(t, modelWithTransformation, 1, false, truePath, tolerance) + InnerTestHiggs(t, modelWithTransformation, 2, false, truePath, tolerance) + InnerTestHiggs(t, modelWithTransformation, 3, false, truePath, tolerance) + InnerTestHiggs(t, modelWithTransformation, 4, false, truePath, tolerance) } func InnerTestHiggs(t *testing.T, model *Ensemble, nThreads int, isDense bool, truePredictionsFilename string, tolerance float64) { @@ -274,42 +292,50 @@ func TestXGAgaricus(t *testing.T) { func InnerTestXGAgaricus(t *testing.T, nThreads int) { // loading test data - path := filepath.Join("testdata", "agaricus_test.libsvm") - reader, err := os.Open(path) - if err != nil { - t.Skipf("Skipping due to absence of %s", path) - } - bufReader := bufio.NewReader(reader) - csr, err := mat.CSRMatFromLibsvm(bufReader, 0, true) + testPath := filepath.Join("testdata", "agaricus_test.libsvm") + modelPath := filepath.Join("testdata", "xgagaricus.model") + truePath := filepath.Join("testdata", "xgagaricus_true_predictions.txt") + skipTestIfFileNotExist(t, testPath, modelPath, truePath) + csr, err := mat.CSRMatFromLibsvmFile(testPath, 0, true) if err != nil { t.Fatal(err) } // loading model - path = filepath.Join("testdata", "xgagaricus.model") - model, err := XGEnsembleFromFile(path, false) + model, err := XGEnsembleFromFile(modelPath, true) if err != nil { t.Fatal(err) } if model.NEstimators() != 3 { t.Fatalf("expected 3 trees (got %d)", model.NEstimators()) } + if model.NOutputGroups() != 1 { + t.Fatalf("expected NOutputGroups = 1 (got %d)", model.NOutputGroups()) + } + if model.NRawOutputGroups() != 1 { + t.Fatalf("expected NRawOutputGroups = 1 (got %d)", model.NRawOutputGroups()) + } + if model.Transformation().Type() != transformation.Logistic { + t.Fatalf("expected TransforType = Logistic (got %s)", model.Transformation().Name()) + } // loading true predictions as DenseMat - path = filepath.Join("testdata", "xgagaricus_true_predictions.txt") - reader, err = os.Open(path) - if err != nil { - t.Skipf("Skipping due to absence of %s", path) - } - bufReader = bufio.NewReader(reader) - truePredictions, err := mat.DenseMatFromCsv(bufReader, 0, false, ",", 0.0) + truePredictions, err := mat.DenseMatFromCsvFile(truePath, 0, false, ",", 0.0) if err != nil { t.Fatal(err) } - // do predictions - predictions := make([]float64, csr.Rows()) + // do predictions with transformation inside + predictions := make([]float64, csr.Rows()*model.NOutputGroups()) model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, nThreads) + // compare results + if err := util.AlmostEqualFloat64Slices(truePredictions.Values, predictions, 1e-7); err != nil { + t.Fatalf("different predictions: %s", err.Error()) + } + + // do raw predictions with transformation outside + rawModel := model.EnsembleWithRawPredictions() + rawModel.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, nThreads) util.SigmoidFloat64SliceInplace(predictions) // compare results if err := util.AlmostEqualFloat64Slices(truePredictions.Values, predictions, 1e-7); err != nil { @@ -318,40 +344,69 @@ func InnerTestXGAgaricus(t *testing.T, nThreads int) { } func TestXGBLinAgaricus(t *testing.T) { - InnerTestXGBLinAgaricus(t, 1) - InnerTestXGBLinAgaricus(t, 2) - InnerTestXGBLinAgaricus(t, 3) - InnerTestXGBLinAgaricus(t, 4) + InnerTestXGBLinAgaricus(t, true, 1) + InnerTestXGBLinAgaricus(t, true, 2) + InnerTestXGBLinAgaricus(t, true, 3) + InnerTestXGBLinAgaricus(t, true, 4) + InnerTestXGBLinAgaricus(t, false, 1) + InnerTestXGBLinAgaricus(t, false, 2) + InnerTestXGBLinAgaricus(t, false, 3) + InnerTestXGBLinAgaricus(t, false, 4) } -func InnerTestXGBLinAgaricus(t *testing.T, nThreads int) { +func InnerTestXGBLinAgaricus(t *testing.T, loadTransformation bool, nThreads int) { + testPath := filepath.Join("testdata", "agaricus_test.libsvm") + modelPath := filepath.Join("testdata", "xgblin_agaricus.model") + truePath := filepath.Join("testdata", "xgblin_agaricus_true_raw_predictions.txt") + if loadTransformation { + truePath = filepath.Join("testdata", "xgblin_agaricus_true_predictions.txt") + } + // loading test data - path := filepath.Join("testdata", "agaricus_test.libsvm") - reader, err := os.Open(path) + csr, err := mat.CSRMatFromLibsvmFile(testPath, 0, true) if err != nil { - t.Skipf("Skipping due to absence of %s", path) + t.Fatal(err) } - bufReader := bufio.NewReader(reader) - csr, err := mat.CSRMatFromLibsvm(bufReader, 0, true) + + // loading model with or withoud transformation function (depends on loadTransformation) + model, err := XGBLinearFromFile(modelPath, loadTransformation) if err != nil { t.Fatal(err) } - // loading model - path = filepath.Join("testdata", "xgblin_agaricus.model") - model, err := XGBLinearFromFile(path, false) + // loading true predictions as DenseMat + truePredictions, err := mat.DenseMatFromCsvFile(truePath, 0, false, ",", 0.0) if err != nil { t.Fatal(err) } - // loading true predictions as DenseMat - path = filepath.Join("testdata", "xgblin_agaricus_true_predictions.txt") - reader, err = os.Open(path) + // do predictions + predictions := make([]float64, csr.Rows()) + model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, nThreads) + // compare results + if err := util.AlmostEqualFloat64Slices(truePredictions.Values, predictions, 1e-5); err != nil { + t.Fatalf("different predictions: %s", err.Error()) + } +} + +func InnerTestXGBLinRawAgaricus(t *testing.T, nThreads int) { + testPath := filepath.Join("testdata", "agaricus_test.libsvm") + modelPath := filepath.Join("testdata", "xgblin_agaricus.model") + truePath := filepath.Join("testdata", "xgblin_agaricus_true_raw_predictions.txt") + // loading test data + csr, err := mat.CSRMatFromLibsvmFile(testPath, 0, true) if err != nil { - t.Skipf("Skipping due to absence of %s", path) + t.Fatal(err) } - bufReader = bufio.NewReader(reader) - truePredictions, err := mat.DenseMatFromCsv(bufReader, 0, false, ",", 0.0) + + // loading model with transformation function (binary classification in the case) + model, err := XGBLinearFromFile(modelPath, false) + if err != nil { + t.Fatal(err) + } + + // loading true predictions as DenseMat + truePredictions, err := mat.DenseMatFromCsvFile(truePath, 0, false, ",", 0.0) if err != nil { t.Fatal(err) } @@ -360,7 +415,7 @@ func InnerTestXGBLinAgaricus(t *testing.T, nThreads int) { predictions := make([]float64, csr.Rows()) model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, nThreads) // compare results - if err := util.AlmostEqualFloat64Slices(truePredictions.Values, predictions, 1e-6); err != nil { + if err := util.AlmostEqualFloat64Slices(truePredictions.Values, predictions, 1e-5); err != nil { t.Fatalf("different predictions: %s", err.Error()) } } @@ -434,17 +489,24 @@ func InnerBenchmarkHiggs(b *testing.B, model *Ensemble, nThreads int, isDense bo } func TestLGMulticlass(t *testing.T) { - InnerTestLGMulticlass(t, 1) - InnerTestLGMulticlass(t, 2) - InnerTestLGMulticlass(t, 3) - InnerTestLGMulticlass(t, 4) + InnerTestLGMulticlass(t, false, 1) + InnerTestLGMulticlass(t, false, 2) + InnerTestLGMulticlass(t, false, 3) + InnerTestLGMulticlass(t, false, 4) + InnerTestLGMulticlass(t, true, 1) + InnerTestLGMulticlass(t, true, 2) + InnerTestLGMulticlass(t, true, 3) + InnerTestLGMulticlass(t, true, 4) } -func InnerTestLGMulticlass(t *testing.T, nThreads int) { +func InnerTestLGMulticlass(t *testing.T, loadTransformation bool, nThreads int) { // loading test data testPath := filepath.Join("testdata", "multiclass_test.tsv") modelPath := filepath.Join("testdata", "lgmulticlass.model") - truePath := filepath.Join("testdata", "lgmulticlass_true_predictions.txt") + truePath := filepath.Join("testdata", "lgmulticlass_true_raw_predictions.txt") + if loadTransformation { + truePath = filepath.Join("testdata", "lgmulticlass_true_predictions.txt") + } skipTestIfFileNotExist(t, testPath, modelPath, truePath) dense, err := mat.DenseMatFromCsvFile(testPath, 0, true, "\t", 0.0) if err != nil { @@ -452,15 +514,15 @@ func InnerTestLGMulticlass(t *testing.T, nThreads int) { } // loading model - model, err := LGEnsembleFromFile(modelPath, false) + model, err := LGEnsembleFromFile(modelPath, loadTransformation) if err != nil { t.Fatal(err) } if model.NEstimators() != 10 { t.Fatalf("expected 10 trees (got %d)", model.NEstimators()) } - if model.NRawOutputGroups() != 5 { - t.Fatalf("expected 5 classes (got %d)", model.NRawOutputGroups()) + if model.NOutputGroups() != 5 { + t.Fatalf("expected 5 classes (got %d)", model.NOutputGroups()) } // loading true predictions as DenseMat @@ -470,7 +532,7 @@ func InnerTestLGMulticlass(t *testing.T, nThreads int) { } // do predictions - predictions := make([]float64, dense.Rows*model.NRawOutputGroups()) + predictions := make([]float64, dense.Rows*model.NOutputGroups()) model.PredictDense(dense.Values, dense.Rows, dense.Cols, predictions, 0, nThreads) // compare results const tolerance = 1e-7 @@ -481,12 +543,12 @@ func InnerTestLGMulticlass(t *testing.T, nThreads int) { // check Predict singleIdx := 200 fvals := dense.Values[singleIdx*dense.Cols : (singleIdx+1)*dense.Cols] - predictions = make([]float64, model.NRawOutputGroups()) + predictions = make([]float64, model.NOutputGroups()) err = model.Predict(fvals, 0, predictions) if err != nil { t.Errorf("error while call model.Predict: %s", err.Error()) } - if err := util.AlmostEqualFloat64Slices(truePredictions.Values[singleIdx*model.NRawOutputGroups():(singleIdx+1)*model.NRawOutputGroups()], predictions, tolerance); err != nil { + if err := util.AlmostEqualFloat64Slices(truePredictions.Values[singleIdx*model.NOutputGroups():(singleIdx+1)*model.NOutputGroups()], predictions, tolerance); err != nil { t.Errorf("different Predict prediction: %s", err.Error()) } } @@ -531,7 +593,7 @@ func InnerTestXGDermatology(t *testing.T, nThreads int) { } // do predictions - predictions := make([]float64, csr.Rows()*model.NRawOutputGroups()) + predictions := make([]float64, csr.Rows()*model.NOutputGroups()) model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, nThreads) // compare results const tolerance = 1e-6 @@ -551,7 +613,7 @@ func TestSKGradientBoostingClassifier(t *testing.T) { } // loading model - model, err := SKEnsembleFromFile(modelPath) + model, err := SKEnsembleFromFile(modelPath, false) if err != nil { t.Fatal(err) } @@ -563,7 +625,7 @@ func TestSKGradientBoostingClassifier(t *testing.T) { } // do predictions - predictions := make([]float64, csr.Rows()*model.NRawOutputGroups()) + predictions := make([]float64, csr.Rows()*model.NOutputGroups()) model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, 1) // compare results const tolerance = 1e-6 @@ -585,7 +647,7 @@ func TestSKIris(t *testing.T) { } // loading model - model, err := SKEnsembleFromFile(modelPath) + model, err := SKEnsembleFromFile(modelPath, false) if err != nil { t.Fatal(err) } @@ -597,7 +659,7 @@ func TestSKIris(t *testing.T) { } // do predictions - predictions := make([]float64, csr.Rows()*model.NRawOutputGroups()) + predictions := make([]float64, csr.Rows()*model.NOutputGroups()) model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, 1) // compare results const tolerance = 1e-6 @@ -627,19 +689,24 @@ func TestLGRandomForestIris(t *testing.T) { } // loading model - model, err := LGEnsembleFromFile(modelPath, false) + model, err := LGEnsembleFromFile(modelPath, true) if err != nil { t.Fatal(err) } + if model.Transformation().Name() != "raw" { + t.Errorf("TransformName should be \"raw\" (got: %s)", model.Transformation().Name()) + } + if model.Transformation().Type() != transformation.Raw { + t.Errorf("TransformType should be Raw (got: %d)", model.Transformation().Type()) + } // loading true predictions as DenseMat truePredictions, err := mat.DenseMatFromCsvFile(truePath, 0, false, "\t", 0.0) if err != nil { t.Fatal(err) } - // do predictions - predictions := make([]float64, csr.Rows()*model.NRawOutputGroups()) + predictions := make([]float64, csr.Rows()*model.NOutputGroups()) model.PredictCSR(csr.RowHeaders, csr.ColIndexes, csr.Values, predictions, 0, 1) // compare results const tolerance = 1e-6 @@ -702,7 +769,7 @@ func TestLGDARTBreastCancer(t *testing.T) { } // loading model - model, err := LGEnsembleFromFile(modelPath, false) + model, err := LGEnsembleFromFile(modelPath, true) if err != nil { t.Fatal(err) } @@ -714,7 +781,7 @@ func TestLGDARTBreastCancer(t *testing.T) { } // do predictions - predictions := make([]float64, test.Rows*model.NRawOutputGroups()) + predictions := make([]float64, test.Rows*model.NOutputGroups()) err = model.PredictDense(test.Values, test.Rows, test.Cols, predictions, 0, 1) if err != nil { t.Fatal(err) @@ -753,7 +820,7 @@ func TestLGKDDCup99(t *testing.T) { } // do predictions - predictions := make([]float64, test.Rows*model.NRawOutputGroups()) + predictions := make([]float64, test.Rows*model.NOutputGroups()) err = model.PredictDense(test.Values, test.Rows, test.Cols, predictions, 0, 1) if err != nil { t.Fatal(err) @@ -790,7 +857,7 @@ func InnerBenchmarkLGKDDCup99(b *testing.B, nThreads int) { // do benchmark b.ResetTimer() - predictions := make([]float64, test.Rows*model.NRawOutputGroups()) + predictions := make([]float64, test.Rows*model.NOutputGroups()) for i := 0; i < b.N; i++ { model.PredictDense(test.Values, test.Rows, test.Cols, predictions, 0, nThreads) } @@ -826,11 +893,12 @@ func TestLGJsonBreastCancer(t *testing.T) { } // do predictions - predictions := make([]float64, test.Rows*model.NRawOutputGroups()) + predictions := make([]float64, test.Rows*model.NOutputGroups()) err = model.PredictDense(test.Values, test.Rows, test.Cols, predictions, 0, 1) if err != nil { t.Fatal(err) } + util.SigmoidFloat64SliceInplace(predictions) // compare results const tolerance = 1e-6 diff --git a/lgensemble_test.go b/lgensemble_test.go index 7271690..635f74e 100644 --- a/lgensemble_test.go +++ b/lgensemble_test.go @@ -242,8 +242,8 @@ func TestLGEnsembleJSON1tree1leaf(t *testing.T) { t.Fatalf("expected 1 trees (got %d)", model.NEstimators()) } - if model.NRawOutputGroups() != 1 { - t.Fatalf("expected 1 class (got %d)", model.NRawOutputGroups()) + if model.NOutputGroups() != 1 { + t.Fatalf("expected 1 class (got %d)", model.NOutputGroups()) } if model.NFeatures() != 41 { @@ -273,8 +273,8 @@ func TestLGEnsembleJSON1tree(t *testing.T) { t.Fatalf("expected 1 trees (got %d)", model.NEstimators()) } - if model.NRawOutputGroups() != 1 { - t.Fatalf("expected 1 class (got %d)", model.NRawOutputGroups()) + if model.NOutputGroups() != 1 { + t.Fatalf("expected 1 class (got %d)", model.NOutputGroups()) } if model.NFeatures() != 2 { diff --git a/testdata/README.md b/testdata/README.md index 44fdbfa..b6e96de 100644 --- a/testdata/README.md +++ b/testdata/README.md @@ -8,9 +8,11 @@ ```sh head -n 1000 ../data/higgs.test > ../data/higgs_1000examples_test.libsvm xgboost xgboost.conf max_bin=255 tree_method=hist grow_policy=lossguide max_depth=0 max_leaves=255 data="../data/higgs.train" eval[test]="../data/higgs.test" objective="binary:logistic" eval_metric=auc model_out=xghiggs.model 2>&1 | tee xgboost_hist_higgs_accuracy.log - xgboost xgboost.conf task=pred model_in=higgs.model pred_margin=true test_path="../data/higgs_1000examples_test.libsvm" name_pred="xghiggs_1000examples_true_predictions.txt" + xgboost xgboost.conf task=pred model_in=xghiggs.model pred_margin=true test_path="../data/higgs_1000examples_test.libsvm" name_pred="xghiggs_1000examples_true_raw_predictions.txt" + xgboost xgboost.conf task=pred model_in=xghiggs.model test_path="../data/higgs_1000examples_test.libsvm" name_pred="xghiggs_1000examples_true_predictions.txt" cp ../data/higgs_1000examples_test.libsvm $GOPATH/src/github.com/dmitryikh/leaves/testdata/. cp xghiggs_1000examples_true_predictions.txt $GOPATH/src/github.com/dmitryikh/leaves/testdata/. + cp xghiggs_1000examples_true_raw_predictions.txt $GOPATH/src/github.com/dmitryikh/leaves/testdata/. cp xghiggs.model $GOPATH/src/github.com/dmitryikh/leaves/testdata/. ``` @@ -71,6 +73,37 @@ cp ../data/agaricus.txt.test $GOPATH/src/github.com/dmitryikh/leaves/testdata/agaricus_test.libsvm ``` +## Agaricus dataset for XGBoost gblinear model + + 1. clone https://github.com/dmlc/xgboost + 2. cd to xgboost/demo/guide-python/ + 3. run script there: + ```python + import numpy as np + import xgboost as xgb + + ### load data in do training + dtrain = xgb.DMatrix('../data/agaricus.txt.train') + dtest = xgb.DMatrix('../data/agaricus.txt.test') + param = {'booster': 'gblinear', 'max_depth':2, 'eta':1, 'silent':1, 'objective':'binary:logistic'} + watchlist = [(dtest, 'eval'), (dtrain, 'train')] + num_round = 3 + bst = xgb.train(param, dtrain, num_round, watchlist) + + ypred = bst.predict(dtest) + ypred_raw = bst.predict(dtest, output_margin=True) + np.savetxt('xgblin_agaricus_true_predictions.txt', ypred, delimiter='\t') + np.savetxt('xgblin_agaricus_true_raw_predictions.txt', ypred_raw, delimiter='\t') + bst.save_model('xgblin_agaricus.model') + ``` + 4. + ```sh + cp xgblin_agaricus_true_predictions.txt $GOPATH/src/github.com/dmitryikh/leaves/testdata/. + cp xgblin_agaricus_true_raw_predictions.txt $GOPATH/src/github.com/dmitryikh/leaves/testdata/. + cp xgblin_agaricus.model $GOPATH/src/github.com/dmitryikh/leaves/testdata/. + cp ../data/agaricus.txt.test $GOPATH/src/github.com/dmitryikh/leaves/testdata/agaricus_test.libsvm + ``` + ## Agaricus dataset for XGBoost DART model 1. clone https://github.com/dmlc/xgboost @@ -112,10 +145,12 @@ 3. run ```sh lightgbm boosting_type=gbdt objective=multiclass num_class=5 max_bin=255 data=multiclass.train num_trees=10 learning_rate=0.05 num_leaves=31 output_model=lgmulticlass.model - lightgbm input_model=lgmulticlass.model data=multiclass.test task=predict output_result=lgmulticlass_true_predictions.txt predict_raw_score=true + lightgbm input_model=lgmulticlass.model data=multiclass.test task=predict output_result=lgmulticlass_true_predictions.txt + lightgbm input_model=lgmulticlass.model data=multiclass.test task=predict output_result=lgmulticlass_true_raw_predictions.txt predict_raw_score=true cp multiclass.test $GOPATH/src/github.com/dmitryikh/leaves/testdata/multiclass_test.tsv cp lgmulticlass.model $GOPATH/src/github.com/dmitryikh/leaves/testdata/. cp lgmulticlass_true_predictions.txt $GOPATH/src/github.com/dmitryikh/leaves/testdata/. + cp lgmulticlass_true_raw_predictions.txt $GOPATH/src/github.com/dmitryikh/leaves/testdata/. ``` diff --git a/testdata/lg_dart_breast_cancer.json b/testdata/lg_dart_breast_cancer.json index 4b43129..d5bf84e 100644 --- a/testdata/lg_dart_breast_cancer.json +++ b/testdata/lg_dart_breast_cancer.json @@ -3236,5 +3236,6 @@ } } } - ] -} + ], + "pandas_categorical": null +} \ No newline at end of file diff --git a/testdata/lg_dart_breast_cancer.model b/testdata/lg_dart_breast_cancer.model index 1a94888..565a4f4 100644 --- a/testdata/lg_dart_breast_cancer.model +++ b/testdata/lg_dart_breast_cancer.model @@ -178,28 +178,28 @@ Column_13=18 Column_22=14 Column_0=12 Column_10=12 -Column_28=10 Column_7=10 +Column_28=10 Column_1=8 Column_4=8 Column_5=6 Column_20=6 Column_6=5 -Column_29=4 -Column_26=4 -Column_9=4 Column_3=4 +Column_9=4 +Column_26=4 +Column_29=4 Column_12=3 Column_23=3 Column_24=3 +Column_8=2 Column_17=2 Column_19=2 -Column_8=2 -Column_16=1 -Column_15=1 +Column_2=1 Column_11=1 +Column_15=1 +Column_16=1 Column_25=1 -Column_2=1 parameters: [boosting: dart] @@ -243,6 +243,7 @@ parameters: [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] +[refit_decay_rate: 0.9] [verbosity: 1] [max_bin: 255] [min_data_in_bin: 3] diff --git a/testdata/lg_dart_breast_cancer.py b/testdata/lg_dart_breast_cancer.py index b832f6c..c341080 100644 --- a/testdata/lg_dart_breast_cancer.py +++ b/testdata/lg_dart_breast_cancer.py @@ -13,7 +13,7 @@ 'objective': 'binary', } clf = lgb.train(params, d_train, n_estimators) -y_pred = clf.predict(X_test, raw_score=True) +y_pred = clf.predict(X_test) clf.save_model('lg_dart_breast_cancer.model') # save the model in txt format np.savetxt('lg_dart_breast_cancer_true_predictions.txt', y_pred) diff --git a/testdata/lg_dart_breast_cancer_true_predictions.txt b/testdata/lg_dart_breast_cancer_true_predictions.txt index e467498..2d2961c 100644 --- a/testdata/lg_dart_breast_cancer_true_predictions.txt +++ b/testdata/lg_dart_breast_cancer_true_predictions.txt @@ -1,57 +1,57 @@ --9.482873530211326507e-01 -1.499331180170387023e+00 -1.706895160820385060e+00 -1.548951222733371491e+00 -1.626961615910737180e+00 -1.698252512488802379e+00 -1.705904868070609925e+00 -1.698320979252425200e+00 -1.603963536056253414e+00 -1.698665680450840876e+00 -2.020294854800950279e-01 -1.467078194568771643e+00 -1.699106084645472636e+00 --1.624215647530644624e-01 -4.532923694061496422e-01 --5.966876875561073490e-01 -1.555070429441377744e+00 --1.070374268853306887e+00 --1.036395604848697749e+00 --1.035500079129000550e+00 --1.101176005521499857e+00 --1.010176680095671520e+00 -1.377127126813840530e+00 -1.698360922628244785e+00 --7.863855041094264253e-01 -1.698333752745066372e+00 -1.698674349007218032e+00 --6.638926840308542188e-01 -1.698252712903293826e+00 --1.067361675149783862e+00 -1.626961615910737180e+00 --9.279010909545576391e-01 -1.550925465853139507e+00 --9.600302135840514950e-01 -1.698336090314985336e+00 --9.631761528318394383e-01 -1.698269047300289936e+00 --7.753690956271833690e-01 -1.695193282215682773e+00 --1.093317548974860332e+00 -7.618066771601874621e-01 -1.579100088314330907e+00 --2.547810955334989802e-01 -1.698328642764497909e+00 --2.315679680343485369e-01 --1.048968739707758502e+00 -1.699115350419820647e+00 -1.604312438650116190e+00 -1.698335335840968741e+00 --1.028858149714407144e+00 --1.036448857694772574e+00 --9.992951456979687341e-01 --9.853158684277705248e-01 -1.698366172630786375e+00 -1.699203864579819756e+00 -1.698334114470800627e+00 -1.499331180170387023e+00 +2.792293795164782488e-01 +8.174747029008437860e-01 +8.464331385240715377e-01 +8.247622041954447702e-01 +8.357529853649002805e-01 +8.453063651691853364e-01 +8.463043720661196367e-01 +8.453153179121364325e-01 +8.325716152059271513e-01 +8.453603847561280693e-01 +5.503362776311673255e-01 +8.126128797315214092e-01 +8.454179483687502827e-01 +4.594836407186594363e-01 +6.114217385288189810e-01 +3.551018637537312062e-01 +8.256448533156026670e-01 +2.553319151016239519e-01 +2.618460628907101628e-01 +2.620191894333808724e-01 +2.495196112482927220e-01 +2.669452756055058495e-01 +7.985292078824554052e-01 +8.453205407293190587e-01 +3.129452981943081635e-01 +8.453169881325773849e-01 +8.453615179602103069e-01 +3.398657169525749477e-01 +8.453063913760867631e-01 +2.559051443073947496e-01 +8.357529853649002805e-01 +2.833507315949506111e-01 +8.250473576661103703e-01 +2.768721456535025438e-01 +8.453172937840383039e-01 +2.762427270342655561e-01 +8.453085273068967620e-01 +3.153188091356343703e-01 +8.449059067473881912e-01 +2.509940772151553201e-01 +6.817458543705581242e-01 +8.290770307781638593e-01 +4.366470605135970295e-01 +8.453163199698709995e-01 +4.423653269220884643e-01 +2.594231802657980257e-01 +8.454191592759467966e-01 +8.326202452307515101e-01 +8.453171951320332944e-01 +2.633055355396053954e-01 +2.618357701672574533e-01 +2.690800267048623629e-01 +2.718382735280228668e-01 +8.453212271854585458e-01 +8.454307264487767037e-01 +8.453170354304458955e-01 +8.174747029008437860e-01 diff --git a/testdata/lgmulticlass.model b/testdata/lgmulticlass.model index d9b0341..bd584dc 100644 --- a/testdata/lgmulticlass.model +++ b/testdata/lgmulticlass.model @@ -7,100 +7,100 @@ max_feature_idx=27 objective=multiclass num_class:5 feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 feature_infos=[-3.7450000000000001:3.7279999999999998] [-3.5640000000000001:3.7130000000000001] [-3.7949999999999999:3.298] [-3.6269999999999998:3.5289999999999999] [-3.532:3.6109999999999998] [-4.4660000000000002:3.7450000000000001] [-3.4529999999999998:3.657] [-4.1580000000000004:3.9420000000000002] [-3.9399999999999999:3.617] [-3.246:3.569] [-3.6550000000000002:3.9769999999999999] [-3.4359999999999999:3.9260000000000002] [-3.5329999999999999:3.7080000000000002] [-4.3739999999999997:3.8529999999999998] [-4.4630000000000001:4.202] [-3.7050000000000001:3.782] [-3.4859999999999998:3.613] [-3.726:3.6440000000000001] [-3.8559999999999999:3.7320000000000002] [-3.9990000000000001:3.7599999999999998] [-3.536:3.6920000000000002] [-3.3300000000000001:3.766] [-3.3460000000000001:3.4460000000000002] [-3.7829999999999999:4.5620000000000003] [-3.8369999999999997:3.3839999999999999] [-4.0670000000000002:3.4820000000000002] [-4.2949999999999999:3.8300000000000001] [-3.657:3.444] -tree_sizes=2515 2502 2513 2535 2502 2523 2525 2515 2530 2521 2515 2533 2521 2523 2518 2497 2542 2512 2532 2514 2525 2526 2516 2533 2487 2525 2518 2508 2537 2503 2513 2532 2512 2514 2493 2481 2535 2521 2531 2503 2519 2532 2515 2539 2513 2515 2542 2515 2542 2514 +tree_sizes=2442 2461 2459 2487 2463 2521 2524 2529 2526 2516 2512 2533 2518 2524 2516 2509 2543 2510 2538 2516 2522 2519 2522 2528 2495 2529 2516 2512 2536 2512 2506 2530 2514 2511 2494 2486 2532 2532 2530 2505 2521 2525 2517 2537 2514 2520 2526 2517 2539 2516 Tree=0 num_leaves=31 num_cat=0 split_feature=9 9 11 3 5 19 18 20 19 14 24 26 27 20 26 12 7 7 3 16 27 18 18 18 14 21 14 26 11 0 -split_gain=34.9357 35.7132 27.433 27.4496 26.8575 27.1645 25.923 25.8499 26.8803 25.7129 24.051 23.2156 26.196 23.8546 19.6814 20.1496 19.076 25.6773 16.6454 14.2862 13.326 12.4435 10.6513 10.4816 10.1179 11.6763 9.65157 8.80217 8.55967 7.97339 +split_gain=34.8797 35.6559 27.389 27.4056 26.8144 27.121 25.8814 25.8084 26.8372 25.6717 24.0124 23.1784 26.154 23.8164 19.6499 20.1173 19.0454 25.6361 16.6187 14.2633 13.3047 12.4236 10.6343 10.4648 10.1017 11.6576 9.63609 8.78805 8.54595 7.9606 threshold=1.4705000000000001 -0.84349999999999981 -1.4904999999999997 -1.2814999999999996 1.3315000000000003 -1.1704999999999999 1.5880000000000003 1.2970000000000004 0.84500000000000008 -1.4419999999999999 -1.5134999999999998 -0.79249999999999987 1.2525000000000002 -1.0744999999999998 1.0845000000000002 -1.4664999999999997 1.3930000000000002 -0.74849999999999983 0.95050000000000001 0.64050000000000018 -1.1624999999999999 -0.5914999999999998 0.51650000000000007 -0.55549999999999999 0.82750000000000001 1.2795000000000003 -0.87249999999999994 -1.9864999999999997 1.1705000000000003 -1.2249999999999999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 26 -3 -4 5 -5 7 8 9 -7 -11 27 13 -13 15 -15 17 23 19 20 -19 -21 -23 -17 25 -22 -1 -12 -29 -16 right_child=-2 2 3 4 -6 6 -8 -9 -10 10 11 12 -14 14 29 16 -18 18 -20 21 24 22 -24 -25 -26 -27 -28 28 -30 -31 -leaf_value=-0.026348040197227248 -0.021952975865796712 -0.017645119390841148 -0.012172965569757369 -0.0084918481424329471 -0.012891645388867397 -0.010742187900177677 -0.01822916734575606 -0.0076650946251696633 0.0026956870013806317 -0.011408730583738487 -0.024872449906162789 0.01142621187940405 0.00019054878758630029 -0.0047169813077967164 -0.031250001164153246 -0.0024038462433964036 0.0060634330617013767 0.035714287044746572 0.033405173658232777 -0.0052083335273588743 0.098431177755915894 0.08522727590223611 0.024839744515096171 0.041666668218870995 0.054800726679167293 0.033854167927832683 -0.0072869957871568112 0.019052707262475196 -0.026785715283559927 0.02405196718814042 +leaf_value=-1.6336699987253274 -1.6292819813644219 -1.624981032032415 -1.619517652168611 -1.61584243698163 -1.620235179668865 -1.6180891685833279 -1.6255641435348884 -1.6150170090667308 -1.604672839739167 -1.6187546425438186 -1.6321967743703458 -1.5959563132345107 -1.6071739612574543 -1.6120736227035239 -1.6385640999723849 -1.6097641964800848 -1.601310493464932 -1.571707181150974 -1.5740125921448156 -1.6125641870973917 -1.5090908496232287 -1.52227358056787 -1.5825642876262458 -1.565764343922404 -1.552651344385451 -1.5735643177849019 -1.6146395164658891 -1.588342046042911 -1.6341069720509576 -1.5833508018445905 leaf_count=255 521 379 516 460 383 160 180 318 626 126 49 227 164 53 23 65 67 49 116 30 247 55 39 120 69 24 1115 351 35 178 -internal_value=0 0.0367534 0.104717 0.141385 0.188509 0.233131 0.288119 0.324937 0.377872 0.468124 0.520484 0.568587 0.671281 0.751652 0.856278 0.964267 1.02795 1.10258 1.27285 1.4096 1.57616 0.887097 1.20346 0.523649 1.70037 1.85424 -0.216697 0.208333 0.297927 0.354478 +internal_value=0 0.0353573 0.103212 0.139821 0.186869 0.23142 0.28632 0.323079 0.375929 0.466036 0.518312 0.566339 0.668868 0.74911 0.853567 0.961383 1.02497 1.09947 1.26948 1.406 1.57229 0.884337 1.20019 0.521472 1.6963 1.84993 -0.217687 0.206662 0.296113 0.352572 internal_count=7000 6479 5109 4730 4214 3831 3371 3191 2873 2247 2087 1961 1526 1362 1135 934 881 814 629 513 389 124 94 185 340 271 1370 435 386 201 -shrinkage=0.05 +shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=16 9 13 14 2 19 12 27 2 8 15 16 22 13 16 2 14 9 14 18 17 22 0 18 8 4 4 7 11 0 -split_gain=13.2247 12.0328 11.6012 12.1003 12.0632 10.475 9.15422 8.21781 8.15167 8.16868 7.84921 8.51821 7.04203 6.83382 7.92114 6.46872 9.2548 6.37289 6.15503 6.48543 6.46007 8.01515 5.62967 5.61095 7.47299 8.34434 6.50328 5.40179 5.38159 5.23569 +split_gain=13.1614 11.9751 11.5457 12.0424 12.0054 10.4249 9.11038 8.17847 8.11264 8.12957 7.81163 8.47743 7.00831 6.8011 7.88321 6.43775 9.21049 6.34238 6.12556 6.45438 6.42914 7.97677 5.60272 5.58408 7.43721 8.30438 6.47214 5.37592 5.35583 5.21062 threshold=-1.0899999999999996 -1.2874999999999999 -1.3634999999999997 -1.2594999999999998 1.8605000000000003 -1.8924999999999998 1.8335000000000001 -2.1099999999999999 -1.9754999999999998 1.8115000000000003 0.28950000000000004 1.2455000000000003 -1.7049999999999998 -0.16249999999999998 -0.90149999999999986 0.58650000000000013 -0.60549999999999982 -0.030499999999999996 -0.47049999999999992 -1.0854999999999999 -0.39249999999999996 0.40750000000000003 -1.8959999999999997 -0.05849999999999999 -0.88549999999999984 -0.44249999999999995 0.8175 -0.20549999999999996 -0.025499999999999998 1.8155000000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 -5 7 -7 -9 10 11 12 -10 14 -14 16 17 -12 -18 20 -20 -22 -15 24 25 -24 -26 -27 -25 -21 right_child=1 2 3 4 -6 6 -8 8 9 -11 15 -13 13 22 -16 -17 18 -19 19 29 21 -23 23 28 26 27 -28 -29 -30 -31 -leaf_value=-0.0095717719681024348 -0.010292869653388336 -0.0097194885510555381 -0.0086633666593692159 -0.01864919424312371 -0.01782975526543713 -0.023689517011535526 -0.013449367589635575 -0.01465708019203648 -0.0075757578579765438 -0.013171488093981946 0.01305970197904912 -0.0014044944343439662 0.067708335855665366 -0.019817073908975229 0.021344671201883075 -0.0039970931721591361 0.043619793291630571 -0.020919422266912503 0.0034722223515725827 0.0092054266995180104 0.028409091967412037 0.093750003492459738 0.079637099740906658 -0.0018796993181445561 0.0096925137300582272 -0 0.035481772155132332 0.049107144686526522 0.015738225223975728 -0.031250001164153246 +leaf_value=-1.612755789361356 -1.6134734343601238 -1.6129027986628064 -1.6118517335864326 -1.6217897480472589 -1.6209742326238541 -1.6268059372553723 -1.6166148186743319 -1.6178167486302135 -1.6107693323627676 -1.6163382696929871 -1.5902326771335313 -1.6046276175543321 -1.5358457062815847 -1.6229520357906022 -1.5819873771567949 -1.6072078026748366 -1.5598189105386928 -1.6240491059963678 -1.5997742509672062 -1.5940684977645927 -1.5749567815315104 -1.5099287287063328 -1.52397405848905 -1.6051005471104911 -1.5935837429545792 -1.6032298479772398 -1.567917966030959 -1.5543578331210504 -1.5875669789208919 -1.6343302210675421 leaf_count=937 589 508 505 124 163 62 158 113 99 121 67 267 30 41 713 430 48 121 45 645 55 20 31 266 374 35 96 35 276 26 -internal_value=0 0.034224 0.0600566 0.0860854 0.115445 0.133347 0.148389 0.16481 0.174823 0.18859 0.203293 0.268449 0.308116 0.332103 0.464334 0.102093 0.178311 -0.176197 0.257747 0.220449 0.598958 0.916667 0.246967 0.270665 0.392951 0.829208 0.299202 0.491071 0.141836 0.152757 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6.87189 5.89022 5.66289 5.30813 5.03894 5.99826 7.39075 5.44961 4.98862 6.30637 threshold=2.4120000000000004 1.6285000000000003 -1.5584999999999998 -0.85749999999999982 0.11950000000000001 0.33750000000000008 -0.51999999999999991 -1.3909999999999998 0.15750000000000003 0.057500000000000009 -0.43049999999999994 0.047500000000000007 -0.050499999999999996 -1.4599999999999997 0.6645000000000002 0.66150000000000009 0.08950000000000001 1.6580000000000001 0.38950000000000007 -1.2124999999999997 -1.4894999999999998 1.0000000180025095e-35 1.7875000000000003 1.0705000000000002 0.86550000000000005 0.94550000000000012 -1.0784999999999998 -0.60049999999999992 -0.28449999999999992 -0.29449999999999993 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -3 8 9 -6 -7 11 -4 10 -5 -1 13 14 15 16 -9 18 -15 -20 21 -21 23 24 -22 26 -26 -28 -19 -30 right_child=-2 2 3 4 5 6 -8 12 -10 -11 -12 -13 -14 17 -16 -17 -18 28 19 20 22 -23 -24 -25 25 -27 27 -29 29 -31 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0.160047 internal_count=7000 6928 366 344 301 119 97 6562 43 182 107 512 6050 2884 186 136 100 2698 2576 881 786 44 742 711 596 127 107 74 122 91 -shrinkage=0.05 +shrinkage=1 Tree=3 num_leaves=31 num_cat=0 split_feature=20 19 12 25 12 14 9 24 25 20 18 17 17 7 11 19 0 10 15 10 15 11 25 16 9 23 18 18 21 27 -split_gain=14.7722 9.82266 9.53209 9.29819 10.6285 11.4127 10.4171 8.25964 8.2039 7.87287 10.9289 8.66353 8.72205 7.51539 7.22428 6.66391 6.55118 7.2039 6.37773 6.58029 6.25052 6.25003 9.27101 6.21712 6.21505 6.17038 7.86997 8.5108 6.85685 6.1221 +split_gain=14.8519 9.87569 9.58356 9.34838 10.6859 11.4744 10.4734 8.30424 8.24819 7.91538 10.9879 8.7103 8.76914 7.55596 7.26328 6.69988 6.58655 7.2428 6.41216 6.61581 6.28427 6.28377 9.32106 6.25068 6.24861 6.20369 7.91246 8.55674 6.89387 6.15515 threshold=1.0875000000000001 -2.1564999999999994 -1.6934999999999998 -1.2854999999999996 1.0845000000000002 -2.2624999999999997 1.5835000000000001 1.9395000000000002 1.0695000000000003 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0.029513889988366956 0.056250002095475843 -0.0012125220910253465 0.059475808667259406 0.0019946809253714838 0.0069444447031451655 -0.0063530222146904944 0.037109376382431981 -0.016456628043968111 -0.0082236845168824329 0.0023841962741043346 -0.0040760871083678147 -0.0052386497877043858 0.06066176696570922 0.029296876091393666 -0.0053546350309363715 0.0078125002910383115 0.024059735409569315 +leaf_value=-1.5899241168832277 -1.5568517842486369 -1.6018523791476798 -1.5775219921452561 -1.582107020078688 -1.5892234318697829 -1.5667201415670229 -1.6054590700055305 -1.5571697874470465 -1.6175903951448563 -1.5885686934145968 -1.5757994748205379 -1.5863292981185981 -1.5867087512104201 -1.5598282941857502 -1.6176010513366901 -1.5565850718886807 -1.6143765330332707 -1.6094000461013753 -1.6227693043760971 -1.5790722577375025 -1.632927458306634 -1.6246500661495478 -1.6139849147400007 -1.6204800763825777 -1.6216489155920781 -1.555392710750052 -1.5869269367382179 -1.6217655270250981 -1.6085273039901848 -1.5921923520860424 leaf_count=95 38 253 38 55 177 31 256 26 26 61 24 23 36 25 567 31 752 45 182 32 1954 190 367 230 859 34 80 356 44 113 -internal_value=0 -0.0375979 -0.0466686 -0.0616929 -0.0852774 -0.118359 -0.128566 0.19457 -0.150394 -0.184295 -0.0437637 -0.235306 -0.272789 0.168294 0.0360577 0.635965 0.143064 0.61747 -0.286969 0.00292056 -0.318349 0.111546 0.20795 0.0515464 -0.079983 0.15625 0.0804325 -0.0222081 0.616987 0.0975434 +internal_value=0 -0.0333125 -0.0424322 -0.0575376 -0.0812494 -0.11451 -0.124771 0.200108 -0.146718 -0.180801 -0.0395116 -0.232088 -0.269773 0.173691 0.0407407 0.643887 0.148325 0.625292 -0.28403 0.00742471 -0.315579 0.116637 0.213561 0.0563131 -0.0759265 0.161582 0.0853551 -0.0178396 0.624807 0.102558 internal_count=7000 6001 5906 5653 5101 4367 4312 999 4056 3432 914 2518 2227 973 624 57 948 83 2191 214 1977 734 544 291 883 552 474 394 78 865 -shrinkage=0.05 +shrinkage=1 Tree=4 num_leaves=31 num_cat=0 split_feature=9 11 13 23 23 0 16 0 18 19 7 21 21 8 3 20 22 2 8 27 26 25 0 8 8 24 1 27 14 26 -split_gain=45.949 41.0333 36.3528 35.2287 36.7044 30.2677 29.208 29.564 24.64 24.7924 22.0087 20.5123 20.4 19.0251 17.7531 17.3708 15.5816 15.7108 14.5592 14.1775 14.5726 14.0477 13.784 13.6616 12.4545 12.4145 12.2001 12.0722 11.5642 11.5032 +split_gain=46.2221 41.2772 36.5689 35.438 36.9226 30.4476 29.3816 29.7397 24.7865 24.9398 22.1395 20.6342 20.5213 19.1381 17.8586 17.474 15.6742 15.8041 14.6458 14.2618 14.6592 14.1312 13.8659 13.7428 12.5285 12.4883 12.2726 12.144 11.6329 11.5716 threshold=1.8415000000000001 1.9965000000000002 -2.1274999999999995 1.7555000000000003 -1.1579999999999997 -2.1364999999999994 -1.5864999999999998 1.6775000000000002 2.0660000000000003 1.8550000000000002 -1.3054999999999997 -1.7294999999999998 1.9600000000000002 1.4145000000000001 2.3290000000000002 1.2535000000000003 1.9125000000000003 -2.3759999999999999 1.6955000000000002 1.4110000000000003 -1.6409999999999998 1.2865000000000002 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0.033168860884759142 0.031535389302638661 -0.0073905961784868947 -0.020818785691761311 0.007110778708010918 0.08593750320142142 +leaf_value=-1.5734977334131324 -1.5137902539637722 -1.5155174920280536 -1.5601018245623144 -1.5950740772688499 -1.5726354680158383 -1.6046357793197004 -1.5413475521711693 -1.5967687608050061 -1.5816687245589187 -1.5947955328012684 -1.5659960244566744 -1.5843602663044078 -1.5947431748186403 -1.5640606155361383 -1.580712262101416 -1.530630825090515 -1.5362443487994291 -1.5863744209906629 -1.6200204453207685 -1.5725451354504076 -1.564311967344 -1.5460069987279754 -1.615769268009047 -1.6166542830082 -1.5837130931449843 -1.5853562731203406 -1.6245136117381098 -1.6380216105028378 -1.609926049218231 -1.530630825090515 leaf_count=132 21 26 80 250 87 240 22 243 87 158 40 49 114 67 51 28 21 43 171 60 28 23 96 222 114 219 537 3580 167 24 -internal_value=0 -0.0318972 -0.051926 -0.0706111 -0.0979643 -0.150639 -0.167568 -0.197766 -0.228195 -0.245389 0.252463 -0.269248 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15.3046 9.41603 9.32288 9.21239 +split_gain=33.159 33.9809 26.0582 25.9421 25.4706 28.1965 25.4063 25.0585 26.1142 22.4258 22.92 24.2092 24.0879 24.8858 24.5725 23.6171 22.1681 22.7817 21.8333 21.1659 23.2862 18.544 16.9193 16.2583 16.2314 13.8958 15.2833 9.40144 9.3094 9.19983 threshold=1.4705000000000001 -0.84349999999999981 -1.4904999999999997 -1.2814999999999996 1.4760000000000002 -1.1139999999999997 1.3315000000000003 -1.3514999999999997 1.1705000000000003 -1.6244999999999998 -1.4559999999999997 1.3135000000000001 1.7775000000000003 1.1255000000000002 1.4905000000000002 -1.6054999999999997 -1.1499999999999997 -1.6454999999999997 -1.5034999999999998 1.4110000000000003 -0.86549999999999983 1.5215000000000003 -1.9884999999999997 1.6585000000000003 -1.1634999999999998 -1.1514999999999997 -1.2329999999999999 -0.87249999999999994 -0.77649999999999986 1.4985000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 27 -3 -4 5 -5 7 -7 9 -9 -11 12 13 14 15 -12 -17 -18 -19 20 28 22 -22 24 -24 -26 -27 -1 -20 -28 right_child=-2 2 3 4 -6 6 -8 8 -10 10 11 -13 -14 -15 -16 16 17 18 19 -21 21 -23 23 -25 25 26 29 -29 -30 -31 -leaf_value=-0.026109396380633282 -0.021610673614763501 -0.017381448392575556 -0.011958884430565028 -0.0078221763869922838 -0.014795943656817679 -0.0099798369306013605 -0.010046329279923587 -0.017023048921908101 -0.0036796712448510741 -0.0047031072491572684 -0.0071020572115185494 -0.0031696562516887665 -0.016592777930795399 0.0048531558204747893 -0.0040162110432010534 0.014797852489797715 -0.0077020490251106122 0.0021338316210120023 -0.0053307790994313996 0.0091854967186218162 -0.00279789413231947 0.010801861498262871 0.036072639390339334 0.0071309734416922753 0.040387439801648203 0.041075852993726639 0.090595745890091464 -0.0071540540932145767 0.039039388991199228 0.043664780277346542 +leaf_value=-0.026133470941760578 -0.021641851383951277 -0.017419371890170562 -0.012005269044056681 -0.0078748837055431873 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0.0999856 0.13536 0.180733 0.219996 0.279496 0.328161 0.376281 0.440417 0.476718 0.529778 0.588711 0.630289 0.707652 0.766895 0.81998 0.911255 0.965533 1.02861 1.09992 1.23658 1.30723 1.35886 1.41655 1.52187 1.62288 -0.213933 0.572972 1.73587 internal_count=7000 6479 5109 4730 4214 3893 3360 3047 2792 2443 2334 2134 1940 1856 1621 1507 1423 1212 1153 1079 994 789 738 711 678 588 515 1370 205 451 shrinkage=0.05 @@ -109,14 +109,14 @@ Tree=6 num_leaves=31 num_cat=0 split_feature=16 9 14 13 19 2 23 12 9 11 12 26 26 2 15 12 18 15 14 21 14 21 23 9 3 14 24 22 24 27 -split_gain=12.6119 11.8517 10.1836 11.5072 11.098 10.823 8.93006 8.18154 7.7913 7.42891 7.11832 7.41278 6.85101 6.57982 6.68154 7.75949 9.60196 7.71101 9.01994 8.57772 7.13369 8.49658 6.08346 7.80107 7.48143 5.59163 5.55021 5.47334 5.45471 6.69062 +split_gain=12.555 11.7994 10.1388 11.4567 11.0486 10.7751 8.88923 8.14551 7.75563 7.39483 7.08574 7.37891 6.81969 6.55109 6.65211 7.72411 9.5594 7.6761 8.97912 8.53919 7.10114 8.45723 6.05578 7.76481 7.44776 5.56608 5.52491 5.44779 5.42977 6.66008 threshold=-1.4284999999999999 -1.2874999999999999 -1.3084999999999998 -1.3634999999999997 -1.8924999999999998 1.9085000000000003 -1.4449999999999996 1.7900000000000003 1.8925000000000003 2.2340000000000004 -2.2634999999999996 1.7680000000000002 -2.1684999999999994 -1.9754999999999998 1.0425000000000002 -0.21349999999999997 -0.33049999999999996 -0.29099999999999993 0.69950000000000012 -0.5724999999999999 -0.27749999999999997 1.2375000000000003 0.96950000000000014 -0.42949999999999994 -1.3724999999999998 1.5835000000000001 0.20350000000000004 0.47850000000000004 0.35250000000000004 0.77100000000000013 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 -5 6 -6 8 9 10 -8 12 -12 -14 15 16 17 18 19 -15 -18 22 24 -24 -22 -19 -20 -21 29 -26 right_child=1 2 3 4 5 -7 7 -9 -10 -11 11 -13 13 14 -16 -17 20 25 26 27 21 -23 23 -25 28 -27 -28 -29 -30 -31 -leaf_value=-0.013247338202183077 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0.0025604867916261156 0.0093907754253708033 0.00039474168638693101 0.013988777558858493 0.036143111940579203 0.079067194394081733 0.065247619801993229 -0.013070462837212977 0.040402923286176187 -0.017710672791826716 0.021688004299972329 0.058502020458921604 -0.018997864270613528 0.035764262846105704 0.036002880083797671 -0.016913948971082348 leaf_count=510 625 557 500 139 349 158 47 163 123 43 61 144 97 38 536 1708 249 221 32 74 35 59 26 57 178 24 25 32 147 43 -internal_value=0 0.0248659 0.0494454 0.0732108 0.0995991 0.114129 0.12992 0.152612 0.16831 0.18215 0.190285 0.198742 0.214255 0.224243 0.23676 0.269623 0.375737 0.582302 0.837844 1.07224 0.259289 0.372207 0.449028 0.0134816 0.538409 0.372617 0.244552 1.32903 0.46409 0.288924 +internal_value=0 0.0208796 0.0453487 0.0690077 0.0952781 0.109743 0.125464 0.148052 0.16368 0.177457 0.185555 0.193973 0.209415 0.219357 0.231819 0.264534 0.370163 0.5758 0.830181 1.06351 0.254242 0.366643 0.443109 0.00955952 0.532083 0.367069 0.23959 1.31915 0.458102 0.28374 internal_count=7000 6490 5865 5308 4808 4669 4511 4162 3999 3876 3833 3786 3642 3581 3484 2948 1240 446 201 144 794 545 486 83 403 245 57 106 368 221 shrinkage=0.05 @@ -125,14 +125,14 @@ Tree=7 num_leaves=31 num_cat=0 split_feature=23 6 0 0 26 21 10 9 12 3 15 5 18 26 22 17 24 15 6 6 17 2 25 13 4 7 14 18 12 11 -split_gain=4.59747 4.41159 4.89818 5.98823 5.03475 4.49714 4.90906 4.0112 3.95014 3.76178 3.51816 6.99667 5.72143 4.84001 6.9875 5.33571 5.51438 4.51981 6.07351 6.44067 5.74166 5.08947 5.04963 7.164 6.34493 4.81003 5.3433 6.0485 5.2632 4.75725 +split_gain=4.57666 4.39248 4.87643 5.96409 5.01229 4.47662 4.88678 3.99375 3.9327 3.74481 3.50286 6.96688 5.69598 4.81842 6.95772 5.3116 5.49036 4.49875 6.04529 6.41071 5.71502 5.06588 5.02612 7.13063 6.31542 4.78765 5.31845 6.02046 5.23873 4.73503 threshold=2.4120000000000004 1.6285000000000003 -1.5584999999999998 -0.85749999999999982 -0.88549999999999984 -1.2944999999999998 1.4780000000000002 0.31850000000000006 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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 -1 -3 4 5 6 12 -7 24 25 -5 -10 13 -4 15 17 27 21 19 23 -21 -13 -20 29 -8 26 28 -17 -2 -19 -right_child=9 2 3 10 -6 7 8 -9 11 -11 -12 14 -14 -15 -16 16 -18 18 22 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.024967401423573485 0.013252357533202884 0.013880290074255886 -0.0028121049749702687 0.05583735174353735 0.013078994952645431 0.056979529695245258 0.0014494346842484516 0.0048153339030981646 0.034747370338470022 0.040003860464966477 0.0063676399196439942 0.00041252080001958247 0.0016359514084302196 0.071343398530281085 0.00088803807483080655 0.076890947092398534 -0.0037307431077755458 0.04091885403643028 -0.0044266307655043552 -0.016278196310096211 0.060174770614482932 0.057927362233264959 0.052684917892192068 -0.015203677861002586 0.039645450365431829 0.052821788017810789 0.0037872655738500197 0.0078964032381307492 0.06468251660544258 -0.0055557550268799348 -leaf_count=95 55 253 22 25 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shrinkage=0.05 Tree=9 num_leaves=31 num_cat=0 -split_feature=9 11 19 2 8 4 13 8 14 27 14 13 6 0 2 18 21 22 9 12 15 17 23 7 10 19 2 0 11 6 -split_gain=42.8617 36.6527 35.4913 35.112 31.5009 28.1736 25.2392 24.8372 24.6076 24.4765 24.1374 21.2922 18.3552 18.4674 17.5868 16.949 15.8926 15.8907 13.8388 13.3151 14.354 12.9383 12.8214 12.2478 12.2197 11.5222 11.4086 11.2048 12.3998 11.0657 -threshold=2.0885000000000002 1.9965000000000002 1.8550000000000002 -1.9754999999999998 1.4515000000000002 -2.1369999999999996 -2.1274999999999995 -2.3019999999999996 -1.6389999999999998 -1.6739999999999999 2.7770000000000006 1.8780000000000003 1.8830000000000002 -2.4744999999999995 1.2060000000000002 1.5005000000000004 -1.4649999999999996 2.5295000000000005 1.6695000000000004 1.6260000000000001 -1.5309999999999999 1.6330000000000002 1.3490000000000002 -1.3284999999999998 0.94550000000000012 -1.7769999999999999 2.5130000000000003 1.7115000000000002 -1.1854999999999998 1.0205000000000002 +split_feature=9 11 19 2 8 4 13 8 14 27 14 13 6 0 2 18 22 21 9 12 15 17 23 7 10 19 2 0 11 6 +split_gain=43.0869 36.8417 35.6834 35.3075 31.6747 28.3352 25.3714 24.9724 24.7484 24.615 24.2756 21.4154 18.4614 18.5667 17.6887 17.0407 15.9784 15.9735 13.9148 13.3923 14.4371 13.0113 12.8918 12.3163 12.2876 11.5891 11.4746 11.2676 12.4689 11.1295 +threshold=2.0885000000000002 1.9965000000000002 1.8550000000000002 -1.9754999999999998 1.4515000000000002 -2.1369999999999996 -2.1274999999999995 -2.3019999999999996 -1.6389999999999998 -1.6739999999999999 2.7770000000000006 1.8780000000000003 1.8830000000000002 -2.4744999999999995 1.2060000000000002 1.5005000000000004 2.5295000000000005 -1.4649999999999996 1.6695000000000004 1.6260000000000001 -1.5309999999999999 1.6330000000000002 1.3490000000000002 -1.3284999999999998 0.94550000000000012 -1.7769999999999999 2.5130000000000003 1.7115000000000002 -1.1854999999999998 1.0205000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 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6.66359 +split_gain=12.0584 11.1017 10.2901 10.9404 10.9472 9.36313 8.15933 7.64446 7.23578 7.29617 6.94414 7.26699 7.74249 8.08841 7.96307 7.47393 6.97929 6.68081 6.33738 6.27321 6.17058 8.35996 5.76383 5.42925 5.10869 4.91491 6.25326 5.21104 5.10967 6.63601 threshold=-1.0899999999999996 -1.2874999999999999 -1.3634999999999997 -1.2594999999999998 1.8605000000000003 -1.8924999999999998 1.8335000000000001 -2.1099999999999999 1.8925000000000003 -1.9754999999999998 1.8115000000000003 1.2195000000000003 0.34550000000000003 -1.4124999999999999 -1.8154999999999999 1.0865000000000002 -0.64649999999999996 -0.0074999999999999989 -2.1684999999999994 0.96150000000000013 -0.32849999999999996 -1.1854999999999998 1.0445000000000002 0.35950000000000004 0.53050000000000008 -1.1364999999999998 -1.9634999999999996 -2.0774999999999997 -0.51049999999999984 -0.66449999999999998 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 -5 7 -7 9 -9 11 12 14 -14 -11 -15 -17 23 -16 20 -13 -22 -23 -18 -12 -20 -27 -28 -29 -30 right_child=1 2 3 4 -6 6 -8 8 -10 10 24 19 13 15 18 16 17 -19 25 -21 21 22 -24 -25 -26 26 27 28 29 -31 -leaf_value=-0.0092196693986083544 -0.0099895522568049493 -0.0092453604682337428 -0.0083485608458017026 -0.018026335914804122 -0.017324307202104244 -0.023380438790068361 -0.012936285714496683 -0.013740780722099059 -0.013093034796769321 -0.013965264664946034 -0.023589696465657509 -0.012216524463238471 -0.0202608286390102 0.0051784558139730029 -0.025713794563538717 0.059744267790645234 0.061292542398942475 -0.0086988180820473018 0.04496887138154318 -0.024592157649829846 -0.031298601390967955 0.012309311669103271 0.054410701221251571 0.0036991871066226322 0.01830355256472015 -0.015279508275892438 -0.01346435602850821 0.01044505294706004 0.032314530797473526 0.017085996851046108 +leaf_value=-0.0093669428671209528 -0.010133947261789613 -0.0093926045869030996 -0.0085000761642176157 -0.018133652380240031 -0.017434846909365361 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0.121713 0.135602 0.150795 0.160256 0.173529 0.186531 0.199922 0.229711 0.114493 0.2952 0.156191 0.538305 0.296496 0.316295 -0.00802639 0.0799013 0.231585 0.346141 0.73138 -0.242137 0.328363 0.314341 0.330895 0.345517 0.408194 internal_count=7000 6063 5474 4966 4461 4298 4174 4016 3954 3832 3721 3606 3151 1148 2003 1062 137 100 1932 455 385 263 232 52 115 1904 1858 1809 1766 1223 shrinkage=0.05 @@ -205,14 +205,14 @@ Tree=12 num_leaves=31 num_cat=0 split_feature=23 6 0 0 26 21 10 12 3 9 14 27 15 9 7 26 26 12 26 15 5 22 17 26 19 23 15 13 10 11 -split_gain=4.43548 4.22538 4.68246 5.48554 4.78904 4.27452 4.45196 3.76665 3.63039 3.55613 3.45568 4.75205 4.43891 3.63759 3.41605 4.62034 4.97265 5.15279 4.1086 3.35279 6.55091 5.20016 5.39763 5.94733 5.75455 4.48842 7.50306 6.78005 7.89209 7.86206 +split_gain=4.41666 4.20881 4.6632 5.46718 4.76968 4.25677 4.4354 3.75141 3.61499 3.54414 3.44009 4.73066 4.4189 3.62121 3.40146 4.6013 4.95361 5.13041 4.09043 3.33952 6.5263 5.18154 5.37636 5.92529 5.73246 4.46851 7.4695 6.75015 7.85712 7.82677 threshold=2.4120000000000004 1.6285000000000003 -1.5584999999999998 -0.85749999999999982 -0.88549999999999984 -1.2944999999999998 1.4780000000000002 -1.3909999999999998 0.047500000000000007 0.31850000000000006 -0.30449999999999994 -0.31949999999999995 0.49650000000000005 -0.82749999999999979 -1.0164999999999997 0.11950000000000001 0.48950000000000005 -0.37649999999999995 -0.46749999999999997 -0.050499999999999996 -1.4599999999999997 0.6645000000000002 -0.87149999999999983 -0.59399999999999986 0.50750000000000017 0.82850000000000013 -1.2259999999999998 -1.2774999999999996 1.2535000000000003 1.3420000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -3 9 -5 -6 14 8 -1 -4 12 -12 -10 -13 -7 18 -17 -18 -16 20 21 22 -9 -24 -25 -22 -27 -28 29 -29 right_child=-2 2 3 4 5 6 -8 19 10 -11 11 13 -14 -15 15 16 17 -19 -20 -21 25 -23 23 24 -26 26 27 28 -30 -31 -leaf_value=-0.014563001171754603 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+237,14 @@ Tree=14 num_leaves=31 num_cat=0 split_feature=9 11 9 23 23 12 13 0 17 16 27 14 26 4 21 3 7 26 3 5 15 0 21 25 10 12 14 8 4 19 -split_gain=39.4975 34.9622 34.1029 31.2849 31.3696 24.8184 21.2699 20.8188 19.9518 18.0161 17.9183 17.7796 17.6074 16.7825 16.1138 15.7503 14.8158 13.9047 13.8507 13.666 13.0654 12.4858 13.4162 12.3951 11.8448 11.6065 10.6938 10.2362 10.1614 9.57471 +split_gain=39.6786 35.1179 34.29 31.4487 31.5349 24.9569 21.3731 20.9267 20.0631 18.1131 18.0128 17.8757 17.6907 16.875 16.1851 15.8327 14.8875 13.9726 13.9267 13.7434 13.1338 12.5515 13.4903 12.4648 11.9086 11.6657 10.7476 10.2748 10.2187 9.62457 threshold=1.8415000000000001 1.9965000000000002 -1.3099999999999998 1.5505000000000002 -1.1579999999999997 -1.8464999999999996 -2.0394999999999994 2.0270000000000006 -1.8514999999999999 1.5795000000000001 -2.1099999999999999 -1.6989999999999996 1.4345000000000001 -1.7454999999999998 -1.3234999999999999 1.8550000000000002 -0.95649999999999979 -1.6409999999999998 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0.019931797874474376 -0.020620041325977976 -0.00088007843513662569 0.028178631953847344 0.060272368619642663 0.07682328619088416 0.029634913073412674 0.040255461311776201 0.032355150818908482 +leaf_value=0.078117958625216533 0.026736472979397071 0.089270378993282135 0.037933396004082187 0.0091969755861114732 0.025708821143857863 0.026944568007249783 0.020592877529123723 0.028920634081812609 0.031911758578046498 0.09256368374724401 0.085838173493205841 0.014599026988707837 0.081124187311373108 0.027517614398477736 0.0038346871879079178 0.085656195521445655 0.056191501021814132 0.059204940809975716 -0.0072252246790473294 0.015408069409037576 0.0085986025155701373 0.020273302813029939 -0.020503256009449078 -0.00065190489177654088 0.028562594057085625 0.060823019900451802 0.07743591906403198 0.030006822587106255 0.040715452752200364 0.0327484893660678 leaf_count=24 203 26 128 327 161 116 146 100 68 25 20 147 28 57 165 25 38 31 467 92 553 73 3363 297 86 35 37 114 22 26 -internal_value=0 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21.4825 19.9712 19.9389 18.7441 19.0107 17.2685 16.7266 16.2885 13.0578 12.3806 13.129 12.6981 12.4399 11.5882 10.6214 11.2341 12.4604 10.152 9.25458 +split_gain=30.3666 30.7334 24.7028 24.2618 25.1303 27.0131 27.4555 24.2663 24.4303 22.7851 23.5045 21.4571 19.9479 19.9152 18.722 18.986 17.2492 16.7066 16.2674 13.0418 12.3655 13.1127 12.6845 12.4243 11.5753 10.6092 11.2207 12.4493 10.1469 9.24105 threshold=1.4705000000000001 -0.84349999999999981 -1.4674999999999998 1.3315000000000003 -0.79249999999999987 -1.0384999999999998 1.2525000000000002 1.0555000000000001 1.4875000000000003 1.6900000000000002 1.0720000000000003 1.2315000000000003 1.1490000000000002 -1.3749999999999998 -1.1579999999999997 1.1565000000000001 -1.0454999999999999 -1.9774999999999998 -1.2944999999999998 -1.7134999999999998 1.9320000000000002 1.6845000000000003 1.6485000000000001 1.8375000000000001 -1.6454999999999997 -1.6084999999999998 1.7610000000000003 1.4315000000000002 -1.0984999999999998 -0.87249999999999994 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 29 -3 4 -4 -6 7 8 9 10 11 12 13 -7 -15 16 -16 -18 -19 -20 21 22 23 24 -21 -26 27 28 -27 -1 right_child=-2 2 3 -5 5 6 -8 -9 -10 -11 -12 -13 -14 14 15 -17 17 18 19 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31 -leaf_value=-0.025771591664455591 -0.021028173226341054 -0.016836675228953889 -0.004220657425548547 -0.01359014687625122 -0.007252282758051282 0.00081490436129336543 -0.0097989431571022731 -0.0029946703710809278 -0.010422112147094875 -0.02164079087635 0.0028105826043030501 0.001414844931326049 0.0064657780269841512 0.011587317481462585 0.021299270833697159 0.01261442196169457 -0.023779684647125099 0.020286709583979892 -0.0010594008376695692 0.0072018510049054081 -0.0026060796541405896 -0.0024488132652488994 0.0061605703223492243 0.0045626016830958875 0.020969867451502144 0.04666164310070909 0.014011846228985297 0.027302415191169788 0.088735047870319897 -0.006783161476954503 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1.26484 1.30918 1.35631 1.40825 1.45791 1.50602 1.5613 1.61341 1.68561 -0.204976 +internal_value=0 0.0319962 0.0940101 0.128658 0.168185 0.239327 0.303786 0.362645 0.431355 0.484513 0.52199 0.601072 0.669757 0.745501 0.809437 0.891869 0.978142 1.08106 1.12311 1.21417 1.262 1.30629 1.35335 1.40524 1.45484 1.50289 1.5581 1.61015 1.68228 -0.205909 internal_count=7000 6479 5109 4720 4286 3338 2855 2549 2190 2020 1939 1655 1474 1289 1182 1032 909 764 743 659 634 613 592 567 546 526 500 480 448 1370 shrinkage=0.05 @@ -269,14 +269,14 @@ Tree=16 num_leaves=31 num_cat=0 split_feature=16 9 27 23 23 13 19 12 14 2 0 0 12 6 12 2 19 10 18 1 18 23 20 20 9 0 24 23 5 20 -split_gain=11.7101 10.822 9.49527 9.16881 9.87941 8.74509 8.82348 8.01548 8.43418 10.3806 7.37887 7.72817 7.66607 7.04929 6.52925 6.14764 5.97005 9.27666 5.86895 5.7904 8.18686 6.07461 5.49063 7.10191 5.3649 7.64644 7.63989 6.72628 5.34771 5.27076 +split_gain=11.6642 10.782 9.45588 9.12979 9.83963 8.71103 8.78975 7.98516 8.40401 10.3422 7.34953 7.69642 7.63475 7.02128 6.50238 6.12361 5.94484 9.23735 5.84389 5.76738 8.15522 6.04982 5.46778 7.07218 5.34227 7.61539 7.60785 6.69762 5.32568 5.24914 threshold=-1.4284999999999999 -1.2874999999999999 -2.0144999999999995 1.8430000000000002 -1.4449999999999996 -1.7579999999999998 -1.8924999999999998 1.7900000000000003 -0.60549999999999982 1.8165000000000002 -1.9634999999999996 1.9070000000000003 -2.2634999999999996 -0.51049999999999984 -0.75049999999999983 -2.2314999999999996 -0.24649999999999997 -0.74399999999999988 1.0860000000000001 1.1255000000000002 -0.64649999999999996 0.62050000000000016 -0.43349999999999994 -0.51949999999999996 -0.90449999999999997 0.27950000000000008 0.082500000000000018 -0.62449999999999994 1.6085000000000003 -0.51949999999999996 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 -7 8 18 10 -10 12 -12 14 28 -15 17 -16 -8 22 -21 -22 23 -17 25 27 -27 -24 29 -14 right_child=1 2 3 -5 5 6 7 -9 9 -11 11 -13 13 15 16 19 -18 -19 -20 20 21 -23 24 -25 -26 26 -28 -29 -30 -31 -leaf_value=-0.012863093312856656 -0.0099731265735675083 -0.022816758116153815 -0.0092691276884077148 -0.016000196457018733 -0.012842437420788541 -0.017510896215237666 0.0026883689113450342 -0.012191907910312237 -0.01607828457676189 -0.014950699021776453 -0.031172192392749477 -0.014443503139705358 0.044786498951306319 -0.025635341085960963 0.021662073080385907 0.0092414033824310456 0.0074876363791555505 -0.018211288942327788 -0.015858126792812097 0.050690102947724594 0.026833656114821011 -0.0093659574929460306 0.060502299587902986 -0.02779612629768119 0.014945501213888521 0.099758786473073902 0.026264470186302097 0.00079403269825040028 -0.023669115766697533 0.013242163339807149 +leaf_value=-0.012990375560535915 -0.010113770851017577 -0.022898429033460455 -0.0094110818891447005 -0.016112182284123013 -0.012969307551082688 -0.017617551068985576 0.0024948987396785252 -0.012322146774534705 -0.016190068398286444 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0.231991 0.104077 0.287829 0.0261875 -0.18705 0.00337088 0.298988 0.542166 0.335886 0.263848 0.128323 0.332264 0.689294 1.26787 0.341647 0.383542 0.478818 internal_count=7000 6490 5865 5747 5552 5112 4891 4758 4571 3361 3221 3137 3043 3010 917 2093 718 258 1210 2063 259 180 1804 605 1199 115 43 72 199 179 shrinkage=0.05 @@ -285,14 +285,14 @@ Tree=17 num_leaves=31 num_cat=0 split_feature=23 6 22 6 25 25 3 15 7 13 6 24 12 3 14 27 15 9 15 5 18 21 27 20 4 23 19 8 7 26 -split_gain=4.24244 3.99106 4.53993 3.94243 4.01413 4.45522 4.79143 4.40313 5.99724 5.21679 3.62702 3.96909 3.60039 3.4924 3.27556 4.62291 4.07101 3.37333 3.18015 6.14946 5.09907 4.42359 4.56154 6.18618 6.85475 6.72141 5.55725 6.63374 5.27588 7.54296 -threshold=2.4120000000000004 1.6285000000000003 1.5045000000000002 1.6645000000000001 1.3145000000000002 -0.58249999999999991 0.9385 -0.8244999999999999 0.91350000000000009 0.97050000000000003 2.0690000000000004 -0.25999999999999995 -1.3909999999999998 0.047500000000000007 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0.186369 0.241107 0.189478 0.259861 0.409185 0.547347 0.424076 0.600779 0.790563 0.525103 -0.00192807 -0.145383 0.00786517 -0.157099 0.264347 0.0543731 0.0100286 0.0523242 0.357721 0.0306047 0.0449463 0.397861 0.0481916 0.902174 0.029412 0.145857 0.521864 0.905587 +internal_value=0 0.00450139 0.182014 0.236528 0.18511 0.255204 0.403916 0.541534 0.418746 0.594727 0.783745 0.519337 -0.00555593 -0.148425 0.00419407 -0.160063 0.259603 0.0505062 0.00635348 0.0484833 0.352758 0.0268493 0.041129 0.392587 0.0443883 0.894809 0.0256602 0.14162 0.5161 0.898225 internal_count=7000 6928 366 339 316 280 192 153 131 107 86 56 6562 512 242 148 94 101 6050 2884 186 2698 2593 108 64 44 2485 841 123 58 shrinkage=0.05 @@ -301,14 +301,14 @@ Tree=18 num_leaves=31 num_cat=0 split_feature=20 19 21 26 24 14 21 4 15 3 27 2 9 0 12 2 1 7 17 14 17 1 15 7 3 18 25 20 14 8 -split_gain=12.3553 9.80612 8.69326 9.4841 9.64855 8.90459 11.0914 8.85208 9.8241 8.10377 9.3555 8.13936 7.93434 7.86939 7.43511 8.14441 9.32141 7.2986 7.0815 7.05312 7.77107 7.5086 7.04663 6.79917 8.73999 6.79683 7.73556 6.68858 6.55055 8.23688 +split_gain=12.4065 9.84794 8.73293 9.52829 9.69482 8.94607 11.1453 8.89626 9.86758 8.14371 9.40126 8.17941 7.97292 7.90669 7.4696 8.18442 9.36698 7.33282 7.11508 7.08846 7.80835 7.54597 7.08034 6.83282 8.78376 6.82927 7.77045 6.72049 6.58263 8.27624 threshold=1.3835000000000002 -1.8924999999999998 1.8505000000000003 -1.8769999999999998 -1.7579999999999998 -1.3084999999999998 -1.3839999999999997 1.4135000000000002 1.3585000000000003 -1.4674999999999998 -1.0404999999999998 1.9085000000000003 -1.6799999999999997 1.6425000000000003 1.4490000000000001 -1.8374999999999997 -0.79849999999999988 -0.23349999999999999 0.64450000000000018 1.4760000000000002 1.8805000000000003 1.2890000000000004 -1.7214999999999998 0.68350000000000011 0.77550000000000019 1.0000000180025095e-35 -0.26549999999999996 0.74450000000000005 0.45850000000000007 -0.33749999999999997 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 -3 7 22 13 8 27 28 23 12 -12 -7 15 16 -14 -1 -13 20 21 -17 -6 -11 -25 -16 -27 -5 -8 -30 right_child=-2 2 -4 4 5 6 9 -9 -10 10 11 18 14 -15 25 19 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 -31 -leaf_value=-0.00018884789669220843 0.011821938710343823 0.016196368739038167 0.016147603215726 -0.0041919713240426764 0.056872027796954598 0.0059190132661232995 -0.0023026390910230853 0.070788216379732732 0.067221468244226826 -0.0024969389309993178 0.009547022161067573 0.0024092473025208038 0.051672891809693089 0.062797092307859792 -0.010675928809688776 -0.016455778986491549 -0.0045622646209051796 0.035191652103795372 0.055182515863413675 0.0020352640470496066 0.012006440499962143 -0.00086374064682926451 0.0049051507855603985 0.007670919802510401 0.059575929816135458 0.043850513813422524 -0.0010830683740820698 0.041129148546092897 -0.0040586547514053174 0.042116303294289809 +leaf_value=9.8546624957305742e-06 0.012078165017454814 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0.082283 0.378389 0.0587429 0.129308 0.457074 +internal_value=0 -0.0229668 -0.0349326 -0.0471013 -0.0603431 -0.0751567 -0.0981084 0.29427 0.188129 -0.123381 -0.144915 -0.17926 -0.194651 0.176796 -0.21286 -0.236138 0.229969 0.38191 0.279406 -0.253806 -0.278578 -0.295432 0.144865 0.0569894 0.393296 0.0867225 0.384243 0.0631131 0.134038 0.463412 internal_count=7000 6402 6223 6023 5821 5589 5068 232 212 4641 4285 3662 3544 427 3388 3147 114 179 118 3033 2802 2716 521 623 146 241 120 192 356 124 shrinkage=0.05 @@ -317,14 +317,14 @@ Tree=19 num_leaves=31 num_cat=0 split_feature=9 8 0 16 27 8 27 13 18 5 9 10 11 4 23 23 12 17 21 24 11 15 22 0 8 23 23 18 14 18 -split_gain=36.54 33.6312 29.6525 26.6414 25.8499 24.4149 24.1911 22.1786 21.1518 18.8479 18.2923 17.8158 19.6156 17.0067 15.2029 15.2839 13.4848 13.4474 12.7455 11.9011 10.9181 10.3785 11.2674 14.8919 10.0001 9.41733 10.3002 9.40673 9.35296 9.23877 +split_gain=36.6823 33.7949 29.7902 26.7755 25.9746 24.5262 24.3204 22.2754 21.2571 18.948 18.3871 17.9108 19.6972 17.095 15.2675 15.3587 13.5525 13.5111 12.8123 11.9675 10.9715 10.4343 11.326 14.9616 10.0456 9.46063 10.3483 9.45173 9.40187 9.27886 threshold=2.0885000000000002 1.2925000000000002 1.6775000000000002 -1.5864999999999998 -1.6209999999999998 -2.3019999999999996 1.4110000000000003 -2.1274999999999995 2.0660000000000003 2.4840000000000004 -1.6324999999999998 1.1015000000000004 1.8205000000000002 1.1705000000000003 -0.93149999999999988 0.96950000000000014 1.7050000000000003 -0.74449999999999983 -1.5174999999999998 -2.3044999999999995 1.5835000000000001 -1.7649999999999999 1.9625000000000001 -0.53949999999999998 -1.6254999999999997 1.4155000000000002 -1.3884999999999998 1.3585000000000003 1.6695000000000002 0.81150000000000022 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 24 27 -6 7 -7 9 10 -9 18 16 25 29 20 -13 -4 -12 -20 28 -21 -23 -24 -1 26 -8 -5 -16 -3 right_child=-2 14 17 4 5 6 13 8 -10 -11 11 12 -14 -15 15 -17 -18 -19 19 21 -22 22 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.080085483267022695 0.046315146303600667 0.033734527633901709 0.056003801446259674 0.014411745892447729 0.042448996659552318 0.032452892418354161 0.048566047236247523 0.012582346003320055 0.032050125109080931 0.055688356108480289 0.0044275348783499521 -0.0054122348840931556 0.079213362538000098 0.057192460012478054 -0.0035236304721179288 0.038463914751378191 0.060245352769692742 0.013054160536591154 0.030686415008914381 0.0062498103781608218 0.05400091439345072 -0.019331504570153313 0.064597661347454788 -0.015208068396222896 0.016733823928394811 0.061540240748030078 -0.003224186760117233 0.066577144516879752 0.056643736659234369 0.0953613033212517 +leaf_value=0.080697349588835635 0.046735577010654034 0.034119263357985347 0.056499192949339888 0.014706095951598958 0.042869795920803193 0.032817886470436028 0.049027897080191944 0.01287146378204574 0.032433997643157672 0.056209287881966732 0.004674476114663745 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0.473046 -0.310133 -0.336962 0.0736539 -0.348213 -0.368104 0.299298 0.430755 0.107925 0.0377224 0.40505 -0.0034126 0.911527 internal_count=7000 6881 6201 5896 5604 5325 5253 4822 4733 4647 4615 4395 618 431 680 559 596 305 3777 3546 437 3505 3367 77 292 375 354 279 407 121 shrinkage=0.05 @@ -333,14 +333,14 @@ Tree=20 num_leaves=31 num_cat=0 split_feature=20 9 9 21 26 3 3 16 19 16 27 17 5 11 14 26 24 10 4 22 21 14 7 17 10 9 6 15 21 10 -split_gain=29.3161 28.3958 26.3707 24.1154 26.0632 23.2624 22.0937 22.9571 22.3372 21.5266 20.1388 20.1944 19.0758 18.4211 21.141 14.6571 14.206 14.7641 11.63 10.3065 10.3382 10.2128 9.88425 11.3625 9.09505 11.2806 9.31567 9.00891 8.46193 8.248 +split_gain=29.2773 28.3625 26.3435 24.084 26.0322 23.2356 22.0654 22.9294 22.3101 21.5006 20.1169 20.1708 19.0575 18.4049 21.1198 14.6424 14.191 14.7479 11.6193 10.2929 10.3246 10.1987 9.87396 11.3506 9.08384 11.2671 9.30591 8.99875 8.451 8.23604 threshold=1.2970000000000004 1.4705000000000001 -0.72049999999999981 0.90800000000000014 -1.1394999999999997 -1.4959999999999998 1.2865000000000002 0.6180000000000001 1.4065000000000003 -1.6719999999999999 0.70950000000000013 -1.3654999999999997 0.99750000000000016 -0.93549999999999989 0.89400000000000013 1.6865000000000003 1.5170000000000001 -1.5274999999999999 -1.0184999999999997 -0.65449999999999997 -0.75449999999999984 -1.0004999999999997 -1.3724999999999998 0.76450000000000007 -0.48049999999999993 0.7915000000000002 -0.78949999999999998 0.83550000000000002 -0.056499999999999995 1.3375000000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 21 4 -4 -6 7 8 9 -7 11 -11 13 -13 15 16 17 -15 -19 -12 -21 -1 -20 27 -16 26 -26 -24 -14 -23 right_child=-2 -3 3 -5 5 6 -8 -9 -10 10 19 12 28 14 24 -17 -18 18 22 20 -22 29 23 -25 25 -27 -28 -29 -30 -31 -leaf_value=-0.02399321468683329 -0.01725484714088886 -0.01967796347508852 -0.0084157572217789019 -0.0072797413327449758 -0.014734196648344989 -0.016076627570300251 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584 549 518 358 257 1452 443 416 165 112 90 314 191 1212 shrinkage=0.05 @@ -349,14 +349,14 @@ Tree=21 num_leaves=31 num_cat=0 split_feature=16 9 13 14 2 19 2 15 22 0 18 23 8 19 1 15 2 14 4 18 14 3 6 4 5 9 9 22 26 15 -split_gain=11.0889 10.0388 9.34875 10.0977 10.1045 8.52929 7.59344 7.8015 6.59914 6.76452 7.03529 9.03189 7.19353 6.6212 7.14261 7.28199 6.68566 6.64261 6.76186 6.77879 6.51113 8.83655 6.47107 6.72271 6.19644 5.91047 5.53972 5.48399 5.18198 5.12943 +split_gain=11.0496 10.0055 9.31672 10.064 10.0694 8.50036 7.56717 7.77379 6.57396 6.7403 7.01043 9.00044 7.16826 6.59536 7.11858 7.25541 6.65976 6.61761 6.73597 6.75198 6.4865 8.80275 6.44894 6.69953 6.17352 5.88753 5.51797 5.46243 5.1607 5.11068 threshold=-1.0899999999999996 -1.2874999999999999 -1.3634999999999997 -1.2594999999999998 1.8605000000000003 -1.8924999999999998 -1.9754999999999998 1.0425000000000002 -1.7854999999999996 -1.9634999999999996 -0.093499999999999986 -1.3654999999999997 1.8115000000000003 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0.007799519183040074 0.0017860899128831918 -0.0098774861483017645 0.023533803177120491 0.026461097968222592 0.015774184321921497 0.069724130437040732 0.019193811905755431 0.084366771199619467 0.070866253724843162 -0.027163445800595262 0.034415083378820897 -0.0053835420349862689 -0.026139291568981961 0.071214974862763333 +leaf_value=-0.0090200982327541188 -0.0096996336774958641 -0.0090228337643642378 -0.0082547340805825455 -0.017598472496815322 -0.016996356031213109 -0.015416933180721671 -0.010483415304198107 0.00065982931078262599 -0.014158980627292393 -0.0056773644763567698 0.00902531081914691 -0.016759428871158361 -0.017657707061710094 0.0038211621883321653 -0.024056402567649741 0.007596329837891002 0.0016082960834705952 -0.01001052687612603 0.023270728763180582 0.02618509533051416 0.015540737090684884 0.06928167828194258 0.018951405529868313 0.083886470843434577 0.070420287966998882 -0.027223998899126148 0.034108865215360364 -0.0055351600538590482 -0.026204923018098798 0.070778468894435148 leaf_count=937 589 508 505 124 163 124 133 564 93 158 1380 41 47 21 20 617 73 28 184 34 86 31 47 29 79 41 32 230 62 20 -internal_value=0 0.0309781 0.0541912 0.0770744 0.103385 0.119235 0.132269 0.145033 0.177697 0.193049 0.206335 0.290738 0.33507 0.357997 0.379651 0.333023 0.515777 0.616355 0.687644 0.983714 0.228017 0.603127 0.736704 0.999964 1.15224 0.126579 0.240676 0.142999 -0.0360737 0.697852 +internal_value=0 0.0273391 0.0504681 0.0732675 0.0994829 0.115276 0.128265 0.140983 0.173524 0.188817 0.202054 0.28614 0.330311 0.353157 0.374726 0.328271 0.510333 0.610518 0.681536 0.976461 0.22367 0.597332 0.730491 0.992813 1.14432 0.122603 0.236308 0.138961 -0.0394229 0.691814 internal_count=7000 6063 5474 4966 4461 4298 4174 4050 3424 3291 3198 1547 1389 1342 1301 1153 419 346 318 134 734 117 148 96 113 1651 52 1610 626 67 shrinkage=0.05 @@ -365,14 +365,14 @@ Tree=22 num_leaves=31 num_cat=0 split_feature=23 7 6 0 0 21 26 10 8 5 15 22 17 26 19 23 13 26 1 12 7 23 17 3 16 23 27 14 3 25 -split_gain=4.11556 3.95323 3.76161 4.45426 5.32176 4.2763 4.17804 4.13761 3.98763 3.4727 6.7646 5.20713 5.93177 6.5813 5.30202 4.6427 4.32655 5.11115 3.92924 3.6801 3.77512 6.00219 5.49507 7.42465 8.33369 5.37575 5.2702 3.76959 3.85304 4.29542 +split_gain=4.10035 3.93646 3.74994 4.43839 5.30839 4.26041 4.16478 4.12552 3.97624 3.46092 6.74396 5.19226 5.91219 6.56148 5.28752 4.62583 4.30795 5.08926 3.91271 3.66712 3.75969 5.97719 5.47237 7.39517 8.30084 5.35364 5.24812 3.75375 3.83933 4.27782 threshold=2.4120000000000004 -2.3864999999999994 1.6285000000000003 -1.5584999999999998 -0.85749999999999982 -1.2944999999999998 -0.88549999999999984 1.4780000000000002 0.15750000000000003 -1.4599999999999997 -0.021499999999999995 0.6645000000000002 -0.87149999999999983 -0.59399999999999986 0.12950000000000003 0.032500000000000008 0.26250000000000007 0.58250000000000013 0.11450000000000002 -1.3064999999999998 -1.4894999999999998 -1.3399999999999996 -0.65299999999999991 -0.23049999999999998 -0.56249999999999989 0.42900000000000005 0.51850000000000007 -0.16249999999999998 0.047500000000000007 0.71450000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 9 -4 8 -6 -7 -8 -5 10 11 12 -3 -14 -15 -16 17 -12 -19 27 21 -21 -23 24 -24 -26 -25 28 -11 -30 right_child=-2 2 3 4 5 6 7 -9 -10 19 16 -13 13 14 15 -17 -18 18 -20 20 -22 22 23 26 25 -27 -28 -29 29 -31 -leaf_value=-0.022952897512795441 -0.021470345314948413 -0.012412176066847811 -0.030648169523649099 0.064305301440838819 -0.02542363793232378 -0.011123688290097869 0.011849155268055632 0.050234813933202088 0.011902706321944706 -0.010823031526030018 -0.0043344885691341314 -0.003790864624432057 -0.00089856558508415174 0.068459949004043383 0.0063247014095547151 0.058533252951389336 -0.016843661007377664 0.057212880213659015 0.0065043163262741418 -0.026343066091606089 -0.00035475851680022251 -0.0082439738189001351 -0.00018905704592389258 0.0192672408310013 0.076018926122415884 0.025418609369215375 -0.019896130327466326 -0.013814956546440792 0.02121267834959073 -0.019374741283276958 +leaf_value=-0.023032116025988827 -0.021556268811961918 -0.01253450007996011 -0.030690899853976456 0.063928571501085205 -0.025491682811793776 -0.011254919805599471 0.01163155068796267 0.049890950455090427 0.0116941442424109 -0.010957057169895168 -0.0044932612193984518 -0.0039517498712141027 -0.0010660606535032545 0.068061242764032595 0.0061346923200575748 0.058150892641202982 -0.016948798797357136 0.05679228421142557 0.0062985455652779191 -0.026407054191876961 -0.00052936548560079412 -0.008385040435212673 -0.00036436357204493376 0.019010268219364131 0.075533552129907311 0.025140896813695957 -0.019988668276574736 -0.013934222036034262 0.020951084379688772 -0.019468871489640206 leaf_count=56 72 24 22 22 29 56 192 23 20 112 100 57 30 41 31 21 99 23 25 33 5196 68 30 77 40 27 41 316 91 26 -internal_value=0 0.00804616 0.0118618 0.184824 0.231765 0.147704 0.214372 0.322153 0.795347 0.00197661 0.15053 0.381617 0.549287 0.698996 0.918446 0.551168 -0.0495586 0.142493 0.617041 -0.00925607 0.00434017 0.191546 0.273845 0.411357 0.770441 1.11259 0.113197 -0.149149 0.0238299 0.244669 +internal_value=0 0.00449378 0.00829324 0.180639 0.227419 0.143653 0.210077 0.317494 0.789313 -0.00155488 0.146443 0.376746 0.54389 0.693094 0.911847 0.545786 -0.0528928 0.138335 0.610856 -0.0127441 0.000800384 0.187231 0.269191 0.406134 0.76377 1.10456 0.109199 -0.152085 0.0201624 0.240172 internal_count=7000 6928 6872 364 342 300 271 215 42 6508 451 204 147 123 93 52 247 148 48 6057 5512 316 283 215 97 67 118 545 229 117 shrinkage=0.05 @@ -381,14 +381,14 @@ Tree=23 num_leaves=31 num_cat=0 split_feature=20 15 18 27 17 13 25 11 12 22 18 13 23 21 22 9 10 14 15 16 12 24 23 8 13 7 12 19 16 5 -split_gain=11.6764 8.08247 11.4566 12.0817 9.10816 10.005 11.3001 10.1492 9.65966 8.22183 9.42769 7.87893 7.42419 12.8829 7.76666 7.41036 7.09332 7.03882 7.03372 6.76509 6.58278 6.47035 6.09722 6.03903 6.29452 5.80541 7.23471 6.80521 6.35837 6.09427 +split_gain=11.7185 8.11793 11.5083 12.1378 9.14805 10.0488 11.3482 10.1957 9.704 8.2611 9.47116 7.90994 7.45668 12.9406 7.80015 7.44642 7.12741 7.06833 7.06632 6.79563 6.6105 6.49244 6.12474 6.06601 6.3232 5.82712 7.26794 6.83395 6.38774 6.1223 threshold=1.0875000000000001 0.80350000000000021 -1.9669999999999996 -0.048499999999999995 -1.1454999999999997 -1.3634999999999997 -1.6454999999999997 -1.0494999999999999 0.47650000000000003 1.4520000000000002 1.3025000000000002 0.61850000000000016 0.7985000000000001 -0.86649999999999994 -1.2809999999999999 -0.42949999999999994 1.7610000000000003 -1.7894999999999999 -0.22649999999999998 -1.8474999999999999 1.0545000000000002 1.5465000000000002 -1.7234999999999998 -1.9279999999999999 0.49450000000000005 1.2765000000000002 -0.35449999999999993 0.59950000000000003 0.70850000000000002 -0.55049999999999988 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 23 16 8 19 11 15 -11 18 22 -14 -15 17 20 -9 -7 -8 -6 25 -3 -4 -25 26 29 -27 -28 -2 right_child=21 12 4 -5 5 6 7 9 -10 10 -12 -13 13 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 27 28 -29 -30 -31 -leaf_value=-0.012760685298657357 0.01104984142921183 0.034587097101801238 0.053957031143004631 0.047207920437353917 0.00024875947102340868 -0.011076602540125699 0.052892872843036967 0.033320422090446451 -0.015362924225870947 -0.0011390785365938321 0.051687278529490933 0.056417141466634714 0.055154957715535725 0.059771057746082372 0.0028144887502039948 -0.01481680093195566 0.058160118848200049 -0.0065413725529451378 0.04308812251518504 0.00099662611690695875 0.034218690237551426 0.036258622157096687 -0.00053045294887409881 -0.0015147129862718431 0.019178743402387129 0.010290810146761026 0.0048368312267444607 0.058594821895271848 0.026497455976757064 -0.015332775405243724 +leaf_value=-0.012624554620228415 0.011294868631601191 0.034943365413123532 0.054399676799141809 0.047623937082171469 0.00044664949977830281 -0.010932235701051708 0.053332554324082453 0.033661943374312012 -0.015239450489011673 -0.00094517731680731981 0.052127892354947858 0.056856543084717596 0.055602560254828626 0.060231997134850751 0.0030239671545751168 -0.014689036535934325 0.058633474386491226 -0.0063731134068995225 0.043484419408803487 0.0011991837907770818 0.03456529780572247 0.036595766566332726 -0.00033530439185408447 -0.0013248816172855341 0.019464309768752807 0.010525148591187189 0.0050533171351077565 0.059035832861968555 0.026813725460048017 -0.015209076170075395 leaf_count=42 101 40 20 69 302 46 20 35 57 215 30 46 55 20 209 1832 21 847 31 531 51 58 936 383 163 64 402 33 140 201 -internal_value=0 -0.0336951 -0.06739 0.491896 -0.0809919 -0.110537 -0.138795 -0.161434 0.288375 -0.203078 0.107978 0.564132 0.0918878 0.341871 0.157535 -0.231414 0.164209 -0.0979028 0.216752 0.0581947 0.105128 0.170791 0.0183891 0.128691 0.0936979 0.135105 0.0878702 0.535084 0.208858 -0.129714 +internal_value=0 -0.0298899 -0.0637407 0.498115 -0.0774068 -0.107089 -0.135479 -0.158224 0.293573 -0.200067 0.11248 0.570594 0.0962644 0.347374 0.162189 -0.22854 0.168902 -0.0943829 0.22169 0.0624254 0.109542 0.175433 0.0224277 0.133228 0.0980726 0.139599 0.0921613 0.54119 0.213704 -0.126424 internal_count=7000 6001 4741 111 4630 4064 3690 3510 180 2959 245 123 1260 284 229 2714 374 882 77 551 353 999 976 566 546 941 844 97 542 302 shrinkage=0.05 @@ -397,14 +397,14 @@ Tree=24 num_leaves=31 num_cat=0 split_feature=1 13 12 12 27 23 24 10 8 10 17 6 5 0 15 21 3 2 21 11 9 23 0 2 17 23 6 18 5 26 -split_gain=36.1004 30.6213 30.1208 29.2738 27.6804 21.6754 21.0822 22.5268 17.8307 17.7904 16.3724 15.1799 14.4825 13.6322 13.4414 13.2608 13.1775 12.6565 12.2992 12.171 11.8827 11.655 11.0658 10.9436 10.7792 10.7759 10.064 10.4046 10.3726 9.9064 +split_gain=36.2812 30.7333 30.2644 29.4196 27.8055 21.7747 21.1906 22.6453 17.9147 17.8618 16.4543 15.2584 14.547 13.6934 13.5118 13.3192 13.244 12.7105 12.3603 12.2188 11.9346 11.7067 11.1156 10.9933 10.8282 10.8182 10.1138 10.4543 10.4206 9.95643 threshold=-1.4474999999999998 -2.1274999999999995 1.5005000000000002 -1.3354999999999999 -1.5824999999999998 2.0090000000000003 -1.0914999999999997 -1.6979999999999997 1.4515000000000002 1.1185000000000003 -2.1349999999999993 -1.8569999999999998 1.8565000000000003 1.1365000000000003 1.7730000000000004 -1.6449999999999998 2.0720000000000005 -1.8374999999999997 1.0015000000000003 1.7225000000000004 1.292 -1.3134999999999997 -2.4744999999999995 1.0125000000000002 1.0685000000000002 -1.4124999999999999 0.7945000000000001 1.2295000000000003 1.5805000000000002 -2.1684999999999994 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 -2 3 17 13 6 15 21 10 26 -9 -12 19 -5 16 -6 22 -3 -17 25 -19 -8 -13 24 -10 -1 27 28 -4 -24 right_child=1 2 9 4 5 -7 7 8 23 -11 11 14 -14 -15 -16 18 -18 20 -20 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.05512631399818553 0.038648753315309099 0.074743946987183243 -0.0069070164982500282 0.013647548574846236 0.052240147076267784 0.027574964647698347 0.078065713960654398 0.03315146196846213 -0.0087309809907772425 0.060185637073771482 0.016592405074280139 0.032020952221506277 0.090268098412824418 0.07813854294175486 0.0099254586873124811 -0.0026676305517873964 0.02255606507418045 0.0071202630208017136 0.034417278815459716 0.078155138751830888 0.049801923017934423 0.010521620419564512 0.016495479815003666 0.03950554553454938 0.042458934013591687 0.011243882339536028 0.03893206519677439 0.051663022917704852 0.058015009005597896 -0.019198164118632132 +leaf_value=0.055593792493819488 0.039019695719125523 0.075305357033712925 -0.0067262080306285544 0.013925854047415663 0.052702335980543136 0.027919142362532574 0.078658621416046362 0.033534108467977164 -0.0085611698321910925 0.060673855247350819 0.016895999880972505 0.032372135288453577 0.090912732155524437 0.078715076839400835 0.010195923006242839 -0.0024629499477405378 0.022885542066629544 0.0073744617595720239 0.034809700092702532 0.078721135678422469 0.050253716327867265 0.010797452834145058 0.016793650902495693 0.039903551145606876 0.042867752296893387 0.011520558919145789 0.039343938804140687 0.052130574066028036 0.058503877621202016 -0.019080915028813639 leaf_count=46 130 25 244 252 43 124 22 55 209 66 114 32 22 27 149 523 63 450 80 24 55 163 61 63 36 444 81 31 20 3346 -internal_value=0 -0.0414354 -0.05966 -0.0934494 -0.133067 -0.163527 -0.182339 -0.227422 -0.25472 0.382088 -0.288633 -0.302928 0.433832 0.400428 -0.323096 0.115504 -0.34552 0.300731 0.0463706 0.37288 0.238821 0.377747 -0.360533 0.148236 -0.0200895 0.311231 0.231078 0.0793358 -0.0356687 -0.370756 +internal_value=0 -0.0373013 -0.0556146 -0.0895766 -0.129399 -0.160015 -0.178925 -0.224246 -0.251688 0.388304 -0.285778 -0.300149 0.440379 0.406607 -0.320425 0.120463 -0.34297 0.306596 0.0509818 0.379125 0.244382 0.384112 -0.358063 0.153211 -0.0159313 0.317179 0.236574 0.08406 -0.0315292 -0.36834 internal_count=7000 6464 6334 5892 5362 5083 4959 4313 4128 442 3820 3765 536 279 3651 646 3502 530 603 514 505 185 3439 308 245 490 376 295 264 3407 shrinkage=0.05 @@ -413,14 +413,14 @@ Tree=25 num_leaves=31 num_cat=0 split_feature=9 9 2 14 14 1 11 4 16 16 10 10 26 17 19 18 25 15 1 4 18 12 19 27 23 22 22 11 14 21 -split_gain=28.0644 28.0821 23.6036 23.6023 26.8548 22.2121 22.5247 20.4715 20.3112 22.3229 20.7881 24.7738 19.7101 18.3522 18.4105 18.2413 16.3005 15.4067 15.2418 18.185 13.357 13.4099 12.5855 14.1205 11.333 11.7646 11.0425 9.88613 8.86365 8.42622 +split_gain=28.033 28.055 23.5757 23.5753 26.8262 22.187 22.5022 20.4481 20.2894 22.2985 20.7641 24.7472 19.6918 18.3328 18.3913 18.223 16.2833 15.3927 15.2278 18.1676 13.3427 13.4006 12.5736 14.1125 11.3249 11.7576 11.0291 9.88214 8.85166 8.4156 threshold=1.4705000000000001 -0.84349999999999981 -1.5034999999999998 1.4760000000000002 -1.4154999999999998 -1.3999999999999997 -0.94649999999999979 -1.3704999999999998 0.85550000000000004 -1.2204999999999997 1.3375000000000001 -0.77899999999999991 -1.4854999999999998 -1.7919999999999998 1.5525000000000002 1.7835000000000003 -1.6454999999999997 -1.5054999999999998 1.2005000000000001 1.4650000000000001 -1.8874999999999997 -1.0454999999999999 -1.8924999999999998 1.0855000000000004 1.6835000000000002 1.6355000000000002 -0.53649999999999987 1.1705000000000003 -0.87249999999999994 0.6585000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 28 -3 4 -4 -6 -7 -8 9 -9 11 -11 -13 -14 15 16 -15 -18 19 20 -19 -22 -23 24 25 27 -25 -24 -1 -10 right_child=-2 2 3 -5 5 6 7 8 29 10 -12 12 13 14 -16 -17 17 18 -20 -21 21 22 23 26 -26 -27 -28 -29 -30 -31 -leaf_value=-0.025347301310424005 -0.020510954916265464 -0.017903937521310444 -0.015166020797980562 -0.015561264178746018 -0.012355446259340194 -0.0031170826085109202 -0.0094095630145785494 -0.0025619607648245907 0.0078043066929222131 0.0079284650243293085 -0.0038462500587622198 -0.0058212461790634997 -0.016307405765809604 -0.012659158396717392 -0.0079980034021168434 -0.01932465237444184 0.0046169853595926808 -0.016527736341763327 0.016352650835361051 0.0074530737196166668 0.026291124691999554 -0.004667863958601178 0.075974720676194138 -0.01930202315216048 0.0098763856189371876 0.0050059103322401917 0.048625199408441545 0.042164575439807256 -0.0065224254733894571 -0.017981576011142135 +leaf_value=-0.025369327989702678 -0.020540283253104794 -0.017936767710360534 -0.015203110081994098 -0.015597301696069162 -0.012395683855837778 -0.0031697827332525124 -0.0094532460385891581 -0.0026145868177502546 0.0077385998093530573 0.0078631329755863445 -0.003896450955587031 -0.0058707292655863913 -0.016341973583328642 -0.012698301253349701 -0.0080432919905114291 -0.019355377630206665 0.0045549241965478311 -0.016561378023705147 0.016277208620316962 0.0073886306353593712 0.026202347199158194 -0.0047176993888790892 0.075840421811761399 -0.019332294119267072 0.0098071257593749239 0.0049408778498862506 0.048508568594685372 0.042057833008075696 -0.0065716770737108826 -0.018013729522349607 leaf_count=255 521 348 371 372 325 656 247 277 416 412 188 100 52 41 66 40 73 20 114 70 105 22 452 26 26 22 64 75 1115 129 -internal_value=0 0.0313789 0.0901794 0.121945 0.157144 0.197882 0.235833 0.298166 0.340158 0.412516 0.477092 0.53444 0.645601 0.702126 0.744022 0.793779 0.833615 0.87358 0.92806 1.003 1.07378 1.10802 1.19294 1.23428 1.32964 1.37974 0.588611 1.42778 -0.197927 0.0359375 +internal_value=0 0.0302034 0.0889396 0.120667 0.155825 0.196517 0.234423 0.296688 0.338631 0.410906 0.475407 0.532687 0.643723 0.700191 0.742042 0.791745 0.831541 0.871463 0.925889 1.00076 1.07146 1.10566 1.19051 1.2318 1.32709 1.37715 0.586746 1.42516 -0.198822 0.0347752 internal_count=7000 6479 5109 4761 4389 4018 3693 3037 2790 2245 1968 1780 1368 1268 1216 1150 1110 1069 996 882 812 792 687 665 575 549 90 527 1370 545 shrinkage=0.05 @@ -429,14 +429,14 @@ Tree=26 num_leaves=31 num_cat=0 split_feature=16 23 23 22 27 0 2 25 26 2 12 6 26 19 13 18 15 6 12 14 1 9 9 14 5 14 2 25 25 24 -split_gain=10.7561 10.0829 10.0521 9.78316 8.28134 8.28702 7.99244 8.07251 7.79726 7.35933 7.06198 6.98881 6.93867 6.65079 7.14438 6.91898 9.36079 6.73163 6.04591 6.85516 5.62189 5.61889 5.43236 5.24574 6.37564 6.31924 5.20529 5.1952 5.13965 5.00264 +split_gain=10.72 10.0439 10.0161 9.74532 8.25015 8.25597 7.96484 8.04091 7.76794 7.33688 7.03876 6.96078 6.91274 6.63088 7.12616 6.89629 9.33138 6.70632 6.02687 6.83557 5.60509 5.59976 5.41209 5.22823 6.35552 6.29688 5.18577 5.17475 5.12161 4.98048 threshold=-1.4284999999999999 1.8430000000000002 -1.4449999999999996 -1.5844999999999998 -2.1099999999999999 -2.0364999999999998 -1.9754999999999998 1.9795000000000003 1.8180000000000003 1.8605000000000003 1.8335000000000001 2.0690000000000004 -2.1684999999999994 -1.8924999999999998 -1.3634999999999997 -0.37049999999999994 0.045500000000000006 0.10350000000000001 -0.23049999999999998 -1.3574999999999997 1.1255000000000002 -1.8079999999999998 2.0885000000000002 0.8155 0.059500000000000004 1.2315000000000003 0.60850000000000015 -1.0294999999999999 0.9125000000000002 -0.13749999999999998 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -4 -5 -6 -7 8 9 10 11 12 -8 -14 -15 16 18 -18 19 -16 26 -17 -23 24 28 -25 27 -19 -21 -11 right_child=1 -3 3 4 5 6 7 -9 -10 29 -12 -13 13 14 15 21 17 20 -20 23 -22 22 -24 25 -26 -27 -28 -29 -30 -31 -leaf_value=-0.012432620238143899 -0.010436047546728642 -0.017531304076264274 -0.012065885517945095 -0.02477918482379203 -0.019742507207202113 -0.01583155142189192 -0.019762459402958555 -0.019217248899121783 -0.012301217253825549 -0.028734747048136534 -0.011588960987523066 -0.01626545888853646 -0.012621056944120943 -0.0025101258306911441 -0.0091690317897213502 -0.017385496272903297 -0.00091752558168874435 -0.018777746512355566 0.015564861276856258 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418 78 39 2328 36 32 87 32 77 186 23 106 -internal_value=0 0.0226307 0.0356048 0.0560517 0.0737702 0.0820705 0.0921309 0.10369 0.113746 0.127192 0.140558 0.153225 0.163312 0.172072 0.183293 0.205788 0.305065 0.155536 0.444697 0.640185 0.334353 0.149615 0.163874 0.728701 0.872892 0.300244 0.247918 0.389918 0.576034 -0.227212 +internal_value=0 0.0191378 0.0320614 0.0524322 0.0700813 0.078351 0.0883737 0.0998921 0.109908 0.123303 0.136624 0.149248 0.159294 0.168021 0.179207 0.201632 0.300556 0.151562 0.439707 0.634526 0.329695 0.145664 0.159873 0.722775 0.866467 0.295843 0.243572 0.385032 0.570639 -0.229773 internal_count=7000 6490 6268 5771 5443 5360 5245 5094 4990 4808 4624 4464 4371 4302 4183 3798 1363 664 699 281 326 2435 2364 252 188 64 287 210 101 184 shrinkage=0.05 @@ -445,14 +445,14 @@ Tree=27 num_leaves=31 num_cat=0 split_feature=23 7 6 22 15 15 6 18 26 9 21 0 6 3 5 15 22 17 26 3 13 26 0 1 12 14 5 7 23 3 -split_gain=3.93262 3.80989 3.54126 4.30193 3.86175 4.57998 4.77037 4.93812 3.6176 3.41214 7.1071 6.5718 4.71375 3.37118 3.34434 6.46058 4.68811 5.58662 5.53819 4.92504 4.21138 4.66545 4.18973 3.51998 3.37279 3.77763 3.63263 3.54898 5.82465 5.51393 +split_gain=3.9191 3.79462 3.5316 4.28667 3.8466 4.56423 4.7545 4.92257 3.60527 3.40018 7.08114 6.54915 4.70071 3.35763 3.33421 6.44368 4.67726 5.57117 5.52525 4.9106 4.19449 4.6479 4.17626 3.50803 3.36203 3.76273 3.6178 3.53588 5.80229 5.49478 threshold=2.4120000000000004 -2.3864999999999994 1.6285000000000003 1.5045000000000002 -1.5804999999999998 -1.0574999999999999 1.7435000000000003 -0.093499999999999986 -1.0134999999999998 0.12450000000000001 0.63750000000000007 0.052500000000000005 2.0690000000000004 -2.6649999999999996 -1.4599999999999997 -0.021499999999999995 0.6645000000000002 -0.87149999999999983 -0.59399999999999986 -0.36649999999999994 0.26250000000000007 0.58250000000000013 0.27950000000000008 0.11450000000000002 -1.3064999999999998 -0.16249999999999998 -1.4024999999999996 -1.4894999999999998 -1.3399999999999996 -0.15749999999999997 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 13 4 -4 -6 7 -7 -8 11 -11 12 -10 -3 15 16 17 -15 -19 -20 21 -17 -21 -23 25 -16 -26 28 -28 -30 right_child=-2 2 3 -5 5 6 8 -9 9 10 -12 -13 -14 14 24 20 -18 18 19 22 -22 23 -24 -25 26 -27 27 -29 29 -31 -leaf_value=-0.022694657895675516 -0.0211661393145893 -0.031182315729349871 -0.024487567481575604 -0.02530794994192619 0.052804759699247153 0.06169933362508967 -0.017227657810475333 0.011554269167388977 0.019264664615590468 -0.01564467272127552 0.04326067197028282 1.1478190082316221e-05 0.072958626173406677 -0.012251420691834106 0.0016491902318856247 -0.0039744785916473683 -0.0032231586574093234 0.00011037528616814203 0.018991482491439018 0.078127033945293411 -0.016577855420651599 0.053846178531654701 0.032054396468921643 0.0063191047615706319 -0.024432550691376172 -0.013477761358413927 -0.026095610489028243 -2.764509414587733e-05 0.02699187061907371 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0.67539 0.869498 -0.0460444 0.143152 1.17524 0.590046 -0.0064997 -0.141414 0.00647831 0.0106534 0.192394 0.272963 +internal_value=0 0.0044266 0.00813137 0.174948 0.227285 0.275317 0.218851 0.651146 0.105903 0.209109 -0.0431572 0.423514 0.875284 -0.00145047 0.00112869 0.146536 0.371009 0.527133 0.66993 0.863533 -0.0492935 0.139142 1.16833 0.584317 -0.00989104 -0.144301 0.00304084 0.0071989 0.18824 0.268504 internal_count=7000 6928 6872 364 337 316 295 60 235 190 88 102 49 6508 6481 448 202 146 122 93 246 147 57 48 6033 541 5492 5446 313 280 shrinkage=0.05 @@ -460,16 +460,16 @@ shrinkage=0.05 Tree=28 num_leaves=31 num_cat=0 -split_feature=20 19 12 12 0 25 23 5 1 7 4 25 22 20 18 12 1 20 15 1 22 14 8 3 22 15 24 21 13 21 -split_gain=10.8326 7.81963 8.29858 8.24466 9.23931 9.79309 9.00352 7.73029 7.28483 8.58934 7.70633 8.38479 7.32179 10.0069 9.15656 6.9584 8.20347 6.89478 8.66096 7.06091 6.24301 6.12621 7.55818 7.53519 6.61186 6.07586 6.0698 6.06501 5.91321 5.87824 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-2.1564999999999994 -1.6934999999999998 1.4490000000000001 1.7115000000000002 1.9795000000000003 -1.0434999999999997 -0.22749999999999998 -1.2154999999999998 1.2765000000000002 -1.0184999999999997 -0.27549999999999997 1.1040000000000003 0.70550000000000013 0.45650000000000007 1.5265000000000002 0.029500000000000002 -0.15899999999999997 -0.050499999999999996 0.31650000000000006 1.1040000000000003 1.2505000000000002 -2.1724999999999994 -0.34349999999999997 -1.3274999999999999 -0.38049999999999995 -1.6084999999999998 1.9395000000000002 0.49450000000000005 -0.63449999999999995 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 -1 -3 4 5 6 17 -7 29 12 11 -11 21 -14 -15 16 -5 18 -4 20 -20 22 -10 25 27 -23 -2 -24 -9 -8 -right_child=26 2 3 15 -6 7 8 28 9 10 -12 -13 13 14 -16 -17 -18 -19 19 -21 -22 23 24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.022885899126815764 0.007034841006955686 0.013470644039907038 -0.0013216038572687846 0.0075222089661613166 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10.5082 9.92834 9.90142 9.78216 9.67513 9.54727 +split_gain=33.9991 29.0341 27.5893 24.4245 23.2083 22.1351 20.9011 19.504 18.6391 16.6269 16.2686 15.5952 14.934 14.2244 13.2413 12.7604 12.5641 13.2719 12.1744 12.0888 12.0276 11.8052 12.7933 10.6971 10.5555 9.97474 9.94753 9.82314 9.72365 9.58621 threshold=-1.4474999999999998 -1.0714999999999997 1.6260000000000001 -1.8464999999999996 1.8550000000000002 2.0525000000000007 -1.7234999999999998 1.7320000000000002 -1.5169999999999997 1.2605000000000002 -1.5454999999999999 -1.5054999999999998 2.2095000000000007 1.9875000000000003 -2.1094999999999997 1.8565000000000003 -2.1369999999999996 -1.8809999999999998 1.1185000000000003 -1.1809999999999998 1.3805000000000003 1.6695000000000002 -1.0654999999999999 2.0595000000000003 0.72750000000000015 1.7385000000000002 0.95600000000000007 0.9850000000000001 2.0875000000000008 -1.7644999999999997 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 9 3 -3 5 6 -5 8 24 10 -2 26 13 14 -13 21 -12 -18 -4 -9 23 22 -1 28 -8 29 -10 -6 -16 -19 right_child=1 2 18 4 27 -7 7 19 11 -11 16 12 -14 -15 20 -17 17 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.046320229955909474 0.050364592153167922 0.025812325766374322 0.012917471749902987 0.017532442069975222 0.016758261005431766 0.0309069354709622 0.0012375990987564753 0.077174808338618894 -0.0011447749796924722 0.052811118412934469 0.069321078934618849 0.018612940792463877 0.02969964219238258 0.021617395246153866 -0.019858008560173765 0.08341002142421565 0.068664997513739875 0.054698386331426756 0.058133816790795101 0.0089924659855275934 -0.00032704295124457962 0.075721230090679825 0.0085563345832211559 0.01709455452890524 0.042200137770173993 0.0590126428080682 0.040748530701229024 0.077710932415554726 0.013385382249609 -0.002735822594424083 +leaf_value=0.046738174140679933 0.050785786675312555 0.026141425153585675 0.01318629300016671 0.017824999085934691 0.017046701655473836 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16.1942 15.6164 15.6591 15.9021 15.4345 12.6611 13.0529 10.1231 threshold=1.2970000000000004 1.4705000000000001 -1.6254999999999997 1.3520000000000001 -1.5034999999999998 -1.1064999999999998 -0.9365 -1.3114999999999999 1.6095000000000002 1.4905000000000002 -1.6394999999999997 1.6935000000000002 -1.1894999999999998 -1.3654999999999997 1.3270000000000002 1.2600000000000002 1.2550000000000001 1.3670000000000002 1.6010000000000002 -1.5454999999999999 -1.6979999999999997 1.5160000000000002 -1.7134999999999998 1.3805000000000003 2.0875000000000008 1.5270000000000004 -0.84649999999999992 1.6875000000000002 -1.0764999999999998 -1.6719999999999999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 -6 -7 -8 9 10 -9 12 -12 -14 15 16 17 18 19 -15 -21 22 -22 24 25 26 -24 28 -28 -30 right_child=-2 -3 3 -5 5 6 7 8 -10 -11 11 -13 13 14 -16 -17 -18 -19 -20 20 21 -23 23 -25 -26 -27 27 -29 29 -31 -leaf_value=-0.021645981695145707 -0.016921231771927378 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1.44549 1.54362 internal_count=7000 6297 5827 5530 5031 4688 3985 3231 2919 2763 2577 2434 2324 2036 1873 1698 1510 1359 1237 1173 1103 1046 977 935 858 835 787 628 602 518 shrinkage=0.05 @@ -509,14 +509,14 @@ Tree=31 num_leaves=31 num_cat=0 split_feature=16 9 27 9 14 13 2 0 19 12 23 0 6 2 14 0 6 12 20 18 19 8 24 21 2 4 8 1 2 18 -split_gain=10.2646 9.83178 8.66222 8.46931 8.59423 8.87468 8.18593 7.60046 7.71464 6.91693 7.16597 6.4796 6.22319 6.08458 5.96968 9.68636 5.91045 5.89855 8.49809 6.63392 7.04975 5.92535 4.89633 6.50159 4.81874 5.71098 4.75315 5.02796 8.41174 7.09019 +split_gain=10.2332 9.80391 8.63181 8.44054 8.57012 8.84701 8.16063 7.57293 7.69294 6.89765 7.1438 6.45992 6.20341 6.06606 5.9454 9.64786 5.88921 5.87839 8.4682 6.61607 7.02562 5.904 4.87815 6.47756 4.80097 5.69033 4.73855 5.01351 8.38448 7.07331 threshold=-1.4284999999999999 -1.2874999999999999 -2.0144999999999995 1.8925000000000003 -1.3084999999999998 -1.7579999999999998 1.1785000000000003 1.9070000000000003 -1.8924999999999998 1.8335000000000001 -1.7234999999999998 -1.9634999999999996 -0.51049999999999984 -2.2314999999999996 0.093500000000000014 0.24050000000000002 1.2905000000000002 -0.67349999999999988 -0.19849999999999998 -0.86949999999999983 -0.19549999999999998 0.043500000000000004 -0.34049999999999997 0.068500000000000019 0.55950000000000022 -0.56549999999999978 1.7765000000000002 0.98050000000000004 0.90150000000000008 -0.66049999999999998 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 7 8 -7 10 14 -12 17 -14 15 -10 26 18 19 -13 -21 -22 -18 -24 25 -25 27 -15 29 -29 right_child=1 2 3 -5 5 6 -8 -9 9 -11 11 12 13 16 -16 -17 22 -19 -20 20 21 -23 23 24 -26 -27 -28 28 -30 -31 -leaf_value=-0.01219971092280671 -0.0096081245576440846 -0.022245391468759236 -0.0076090981321577465 -0.015883377064242404 -0.01376732505993826 -0.016133182981886523 -0.0042550319356142695 -0.015423682377934241 -0.014747222939714985 -0.011238675523934222 -0.013923849480531754 0.072103737972255541 -0.022568112935505417 0.013333382239103029 -0.027033539578395722 0.054253213965751973 -0.014450847676309608 0.00074857759904836544 0.0016602107922327469 0.059578491379751942 -0.021406567151294256 0.032937658966239507 -0.0048487310201743485 -0.024056951592923505 0.062280144046739642 0.029041164512178627 -0.0084187704670426813 0.042236774544108159 0.072563581559820109 0.012603153068830149 +leaf_value=-0.012319934444457175 -0.0097392139273173237 -0.022321631053896219 -0.007747401406663669 -0.015987290339155979 -0.013879905736093138 -0.016237392316359098 -0.0044039508667231006 -0.015526765335275786 -0.014854531769324343 -0.011362352820416789 -0.014035682909232775 0.071705388653759583 -0.022643903136573815 0.013123655479770499 -0.027090114848974074 0.053869532167986567 -0.01455696082613309 0.00058335700827469056 0.0014929598099883265 0.059203149860994758 -0.021487464280272706 0.032655869595983072 -0.0049909285875852916 -0.024126768545092773 0.061889028232120169 0.028774406431273193 -0.0085513229799088746 0.041943504539446959 0.072156835862118865 0.012396249605366543 leaf_count=510 625 118 525 191 212 116 635 122 49 151 95 25 41 1705 82 24 99 834 142 26 31 30 120 21 21 60 69 81 25 215 -internal_value=0 0.0220491 0.0440842 0.0534637 0.0657783 0.0877624 0.102764 0.130613 0.143316 0.155818 0.16991 0.185186 0.196878 0.245289 -0.20727 0.162601 0.25607 0.0866161 0.318078 0.672889 0.442543 0.115892 0.0351306 0.178818 0.502469 0.308973 0.289602 0.304585 0.502285 0.420165 +internal_value=0 0.0186696 0.0406337 0.0499805 0.0622521 0.0841658 0.099118 0.126873 0.139531 0.151995 0.166044 0.181271 0.192926 0.241171 -0.209776 0.158598 0.251919 0.0830494 0.313688 0.667234 0.437658 0.112204 0.031792 0.174945 0.497396 0.304619 0.285329 0.300263 0.497326 0.415493 internal_count=7000 6490 5865 5747 5556 5031 4819 4184 4062 3946 3795 3640 3545 2457 155 73 2416 1088 254 112 87 61 321 222 102 81 2095 2026 321 296 shrinkage=0.05 @@ -525,14 +525,14 @@ Tree=32 num_leaves=31 num_cat=0 split_feature=23 7 3 5 15 19 17 22 4 19 25 0 13 6 7 15 14 1 13 6 19 5 21 21 15 26 27 0 12 3 -split_gain=3.81438 3.67098 3.3582 3.39843 5.49391 6.0791 4.60999 6.07375 4.44828 4.85841 4.38123 5.25693 4.48751 3.82613 3.89136 3.32525 4.25874 5.18745 5.97584 6.40134 5.13222 7.04533 10.4821 6.77286 5.67673 5.17782 7.44205 6.46976 6.45348 5.422 +split_gain=3.80231 3.65714 3.34538 3.3893 5.48196 6.05833 4.59694 6.06116 4.43723 4.85052 4.36362 5.23635 4.47054 3.81143 3.87662 3.31197 4.24237 5.16748 5.95258 6.3793 5.11279 7.01763 10.4427 6.74964 5.65505 5.15701 7.41331 6.44496 6.42763 5.40225 threshold=2.4120000000000004 -2.3864999999999994 -2.6649999999999996 -1.4599999999999997 -0.021499999999999995 -1.4019999999999999 -0.74449999999999983 0.6645000000000002 0.66150000000000009 0.08950000000000001 0.85750000000000004 0.14650000000000002 -0.30799999999999994 -0.56749999999999978 0.098500000000000018 -1.9275 -0.20249999999999999 -1.4234999999999998 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0.038842926821898806 0.058421259994261593 0.092296029979680949 0.025477952111600879 -0.016316623208710284 0.046152933011080456 -0.0087798194358639555 -0.0010671350680144607 -0.014545891837454521 0.0054054694537565328 +leaf_value=-0.022512790412109171 -0.02104759329247561 -0.031020043136303729 0.062357302956834684 -0.011912357428344334 0.038367448037737763 -0.014885295821914328 0.061898605870013612 -0.0093443544572095298 -0.0027368450362488237 0.021685696684921665 0.042161372341403221 -0.015158949239417852 -0.01742802897251803 0.017743553857244142 -0.031159592538121613 -0.0097493700338801385 -0.0031452407742534071 0.011631292046316417 0.0027347367759630245 0.053218290546467095 0.03852870820312157 0.058029541478618031 0.091785697078671694 0.025211459970010022 -0.016417030645185075 0.045810137028132025 -0.0089099845367408958 -0.0012270902979378882 -0.014653225183288736 0.005216026659535738 leaf_count=56 72 27 20 178 24 37 34 43 25 53 34 20 127 28 23 224 3002 219 2094 32 22 36 22 25 43 40 334 52 28 26 -internal_value=0 0.00775154 0.0113772 0.0137958 0.157409 0.358509 0.264304 0.390663 0.589364 0.764958 -0.0208516 0.428841 -0.140776 0.199133 -0.0761894 0.00300123 0.00982832 0.0647261 0.0891772 0.345459 -0.0293062 0.115968 0.517786 1.14805 0.0538865 0.028716 -0.0527973 0.392037 0.413453 0.730869 +internal_value=0 0.00441983 0.00803181 0.0104413 0.153592 0.354145 0.260268 0.386255 0.58449 0.759616 -0.0240936 0.423791 -0.143537 0.195079 -0.0791704 -0.000316414 0.00648357 0.0611681 0.0855243 0.340807 -0.0324976 0.112216 0.512452 1.14032 0.050364 0.0253073 -0.0558818 0.387223 0.408511 0.724661 internal_count=7000 6928 6872 6845 468 212 192 155 112 87 256 54 202 75 51 6377 6199 2569 2345 251 3630 628 112 47 65 516 426 92 90 62 shrinkage=0.05 @@ -541,14 +541,14 @@ Tree=33 num_leaves=31 num_cat=0 split_feature=20 21 26 24 19 4 14 21 3 27 13 9 12 2 9 2 12 7 3 26 27 27 12 27 25 5 15 25 18 1 -split_gain=10.3614 8.72476 8.18261 8.96327 8.73663 7.94434 7.8191 10.4531 7.73482 9.50492 10.6045 7.86988 7.52305 7.13731 8.13685 7.43295 7.35107 7.25631 7.10104 8.43992 6.66253 6.58253 6.54667 6.4874 6.39917 6.56591 6.3488 6.25115 8.93346 6.21579 +split_gain=10.3923 8.75707 8.21432 8.99866 8.7669 7.97491 7.84986 10.4956 7.76772 9.54539 10.6497 7.90295 7.55255 7.16861 8.16902 7.46571 7.37948 7.28915 7.131 8.47342 6.68883 6.61042 6.57566 6.51426 6.42566 6.59704 6.37136 6.27473 8.96553 6.24381 threshold=1.3835000000000002 1.8505000000000003 -1.8769999999999998 -1.7579999999999998 -1.8409999999999997 1.4135000000000002 -1.3084999999999998 -1.3839999999999997 -1.4674999999999998 -1.3964999999999999 -0.77549999999999997 -1.6799999999999997 -1.4664999999999997 -1.6359999999999999 1.0265000000000002 1.5720000000000003 1.4490000000000001 -2.3864999999999994 0.84250000000000014 0.23150000000000004 -0.8115 -0.8115 -0.76149999999999995 -0.66549999999999987 1.9795000000000003 2.0060000000000007 -1.7214999999999998 -0.28449999999999992 1.0000000180025095e-35 1.2890000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 18 26 12 -9 10 -10 -11 -8 14 21 16 17 -15 20 -20 -4 -13 -12 -3 25 29 -6 28 -18 -19 right_child=-2 23 3 4 6 -7 7 8 9 11 22 13 -14 15 -16 -17 27 24 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.015288788673807636 0.010709575073265162 -0.013567450213160451 0.041120444121533692 0.015770730473206082 0.052746454014699788 0.066404524711122945 0.05787133167209018 0.0063939920259690579 0.039613995725670703 0.010286107644021242 0.02574036372500876 0.045986069025665433 0.0055744396006828321 0.037180851283687553 0.04667980774478997 0.0045979223790672688 -0.011168943879741215 -0.015446008709522016 0.0059902151039710949 0.082354913506946986 -0.0058292597731186922 -0.0081143639415722241 -0.0080166324370174302 0.024630578548572209 0.014797638732168642 0.013213019443012133 0.0044039247815746826 -0.0078295792475815435 0.044048124012191624 -0.0017359150915828498 +leaf_value=0.015536665277985482 0.010932808602213236 -0.013444578116190629 0.041470063128429005 0.016014863927403943 0.053132960799644739 0.066856696370898999 0.058292781863167914 0.0066077393617796814 0.039971930545573492 0.010515474749278652 0.026040417883868856 0.046370346425266669 0.0057835639218834327 0.037536750357786801 0.04705896394405748 0.0048048871965858976 -0.011035149191573727 -0.015328628286032479 0.0062005059973354176 0.082880638838606482 -0.0056709158684670399 -0.0079634036994036313 -0.0078670388625610623 0.02491550468422344 0.015043638357677518 0.013464881491733109 0.0046074520928301331 -0.0076802843154326304 0.044397931742074362 -0.0015563198889200079 leaf_count=206 598 44 27 177 21 20 22 353 64 166 58 20 405 23 33 249 39 2648 25 20 154 136 207 161 63 72 498 147 53 291 -internal_value=0 -0.0247964 -0.0368381 -0.0489642 -0.0632843 0.280082 -0.0759401 -0.0976056 -0.122351 -0.143541 0.147001 -0.167867 0.167229 -0.184842 0.149429 -0.20283 -0.225215 -0.248859 0.18453 0.807527 0.0277542 -0.0217591 -0.0111718 0.331033 -0.256399 -0.268437 0.128659 0.071754 0.42633 -0.281524 +internal_value=0 -0.0211864 -0.0332789 -0.045457 -0.0598388 0.284954 -0.0725475 -0.0943067 -0.11916 -0.140445 0.151369 -0.164879 0.171652 -0.181931 0.153818 -0.2 -0.222487 -0.246235 0.188998 0.814648 0.0315429 -0.0181135 -0.00750689 0.336061 -0.25381 -0.265902 0.132897 0.0756941 0.431658 -0.27905 internal_count=7000 6402 6197 5991 5745 246 5568 5049 4622 4269 329 3940 427 3774 189 3585 3336 3097 226 45 181 156 265 205 3074 3011 519 239 92 2939 shrinkage=0.05 @@ -557,14 +557,14 @@ Tree=34 num_leaves=31 num_cat=0 split_feature=9 0 10 15 18 2 9 22 11 0 23 23 3 8 17 20 13 3 7 6 6 1 13 0 1 3 17 21 19 12 -split_gain=32.5336 30.3661 28.9935 26.8182 23.7199 22.2144 21.9927 22.1152 21.3365 18.641 16.9587 18.9669 15.5792 15.3919 14.9419 14.1883 14.04 13.6257 12.428 12.2974 12.7087 12.0933 11.7663 11.5476 11.211 10.8251 10.6926 9.94998 9.64564 9.53503 +split_gain=32.6318 30.4777 29.1157 26.9336 23.814 22.3061 22.091 22.2115 21.4143 18.7157 17.0329 19.0503 15.647 15.4435 15.0022 14.2494 14.092 13.6792 12.4763 12.3504 12.7587 12.1329 11.8249 11.586 11.2547 10.8824 10.7286 9.99569 9.68179 9.56805 threshold=1.8415000000000001 1.6775000000000002 1.1015000000000004 -1.7649999999999999 2.0660000000000003 -2.0294999999999992 -2.081 1.9125000000000003 2.2340000000000004 -2.1364999999999994 -1.2094999999999998 1.5800000000000003 2.1995000000000005 1.7165000000000001 -2.1349999999999993 -1.5484999999999998 -2.3704999999999994 -1.5449999999999999 -1.5689999999999997 -1.5724999999999998 1.9510000000000003 -1.3384999999999998 1.6475000000000002 -0.79749999999999999 -1.4474999999999998 -1.9904999999999997 -0.74449999999999983 -2.1494999999999993 1.9710000000000001 1.3965000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 -7 8 9 -8 17 12 16 14 -4 -16 -12 -11 -19 -17 28 -3 25 -9 -13 -18 -23 -27 29 -21 right_child=-2 21 13 4 -6 6 7 23 -10 10 11 24 -14 -15 15 19 22 18 -20 20 -22 26 -24 -25 -26 27 -28 -29 -30 -31 -leaf_value=0.024070171871028882 0.030190059171537754 0.077818968206075589 0.080756277801841692 0.028863673108031802 0.035718998887042476 0.03443211459446318 0.033073408098222477 0.06905707650806471 0.044706694046901307 0.063353507295991082 0.033120596036057284 0.066788940180595849 0.032056838539033655 0.062430363228956488 0.050723360777617799 0.051118951361365156 0.011944528922048744 0.049751486075907986 -0.0038780096877055973 -0.0056851418954889802 0.064592515868518066 0.047196203877449515 0.0050200550679974894 0.010675102761508121 0.0032679234800688873 0.018520213925506256 0.0097020244419100087 -0.01899384696604349 0.052659350386508479 0.029709899561401139 +leaf_value=0.024381469417043194 0.030500374124445513 0.078314230525436068 0.081302394729407701 0.029189005249782535 0.036069098330973735 0.034791891932484866 0.033409140122106745 0.0695340274956079 0.045073799572712521 0.063816007466208691 0.033436313119687006 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278 250 198 65 401 297 shrinkage=0.05 @@ -588,16 +588,16 @@ shrinkage=0.05 Tree=36 num_leaves=31 num_cat=0 -split_feature=16 9 27 13 14 2 19 2 15 16 2 26 8 14 12 8 5 1 17 8 9 11 8 11 27 22 13 16 23 9 -split_gain=9.86257 9.03682 8.13667 7.67689 8.8587 9.274 7.89059 7.20452 7.03799 7.73187 6.74787 6.65971 6.72512 6.36755 7.66528 6.13561 5.90435 5.97565 6.02299 7.94247 5.76963 5.27894 4.88595 4.9311 5.21103 4.68023 4.72812 7.41241 5.86817 5.92201 -threshold=-1.0899999999999996 -1.3894999999999997 -2.0144999999999995 -1.3634999999999997 -1.2594999999999998 1.8605000000000003 -1.8924999999999998 -1.9754999999999998 0.34550000000000003 1.2455000000000003 0.58650000000000013 -2.1684999999999994 -1.8654999999999997 -0.60549999999999982 1.3705000000000001 1.9210000000000003 -0.63049999999999995 1.1255000000000002 0.5465000000000001 -0.92349999999999988 -0.030499999999999996 2.2340000000000004 1.4145000000000001 -1.5749999999999997 -1.2934999999999997 -1.5844999999999998 -0.16249999999999998 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1.1905000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=22 -2 -3 -4 -5 6 -6 -8 9 11 13 -9 -13 20 16 21 -15 18 -18 -20 -10 25 23 -1 -25 -14 27 -27 29 -29 -right_child=1 2 3 4 5 -7 7 8 10 -11 -12 12 15 14 -16 -17 17 -19 19 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31 -leaf_value=-0.030964397824783791 -0.010310763333577061 -0.02175293033943362 -0.0077690632123333069 -0.0073758991093689835 -0.016935451652031624 -0.016301323784570009 -0.014947056604471647 -0.026571824212469175 0.011437507551103709 -0.0033400789724969656 -0.0070363279421346518 -0.014184586522682931 -0.0027956576578782107 -0.00034562196868733602 -0.016168059526509276 -0.020055771007492694 0.0069904848592926526 0.04002827188031987 0.067527365286295188 0.01752631360054312 -0.019890448945692168 -0.030998457715773187 -0.0288994929967567 -0.028412556829104815 -0.0022377808270146859 0.061189536091318303 0.011741041596434167 0.023189093080064751 0.02919254201322968 0.0037694028142668395 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2109 771 739 260 228 937 850 789 479 shrinkage=0.05 @@ -605,14 +605,14 @@ Tree=37 num_leaves=31 num_cat=0 split_feature=23 7 3 5 15 19 17 22 13 26 25 24 25 5 12 5 7 0 0 16 9 8 23 20 0 27 17 13 14 21 -split_gain=3.66673 3.50538 3.23182 3.17473 5.11215 5.44076 4.3172 5.63185 4.1888 4.95412 4.6135 4.11499 4.86333 3.31967 3.28071 3.31777 3.4289 5.1452 8.19689 6.20725 6.408 5.9526 6.19139 5.21006 5.08665 5.67417 5.82195 7.16151 5.37082 6.86945 +split_gain=3.65602 3.49294 3.22007 3.16726 5.103 5.42589 4.30648 5.62256 4.17447 4.93914 4.59869 4.10496 4.85183 3.30619 3.27159 3.30546 3.41677 5.12568 8.16744 6.18509 6.38427 5.93087 6.16937 5.19062 5.06726 5.65333 5.8009 7.13612 5.35141 6.84371 threshold=2.4120000000000004 -2.3864999999999994 -2.6649999999999996 -1.4599999999999997 -0.021499999999999995 -1.4019999999999999 -0.74449999999999983 0.6645000000000002 0.26250000000000007 0.58250000000000013 -0.021499999999999995 0.33550000000000008 0.24250000000000002 -1.7164999999999997 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25 23 22 19 21 24 20 -split_gain=9.75908 9.6243 9.04925 8.54857 9.40804 9.97158 8.68841 8.49313 8.54924 8.71612 8.30401 7.66929 7.23863 6.81135 6.59957 6.44479 6.33915 7.81157 6.25273 6.22818 6.8697 6.18534 6.17806 6.12479 5.81993 5.72681 5.57451 5.47622 5.4471 5.20451 -threshold=-1.2854999999999996 -1.6674999999999998 1.2435000000000003 -1.7579999999999998 0.70850000000000002 -1.5309999999999999 1.5795000000000001 -1.8239999999999996 -1.7274999999999998 0.6715000000000001 -0.20399999999999999 0.15250000000000002 1.5880000000000003 1.2600000000000002 0.99900000000000011 -0.66549999999999987 -0.78949999999999998 -0.44649999999999995 -0.53349999999999997 1.5525000000000002 2.2790000000000004 1.5105000000000002 -0.73149999999999993 1.9795000000000003 -1.9014999999999997 1.1415000000000004 0.6755000000000001 0.25950000000000006 0.58150000000000002 -0.10999999999999999 +split_feature=25 24 7 13 16 15 0 26 16 15 24 20 18 19 27 19 25 20 8 14 23 5 20 25 23 22 19 21 24 20 +split_gain=9.79348 9.66019 9.08466 8.57904 9.44741 10.0115 8.72162 8.52513 8.58544 8.75231 8.33696 7.69887 7.27027 6.84114 6.62427 6.47127 6.36415 7.84427 6.27783 6.25382 6.89691 6.20242 6.20086 6.1482 5.84268 5.74642 5.59606 5.49688 5.47022 5.2252 +threshold=-1.2854999999999996 -1.6674999999999998 1.2435000000000003 -1.7579999999999998 0.70850000000000002 -1.5309999999999999 1.5795000000000001 -1.8239999999999996 -1.7274999999999998 0.6715000000000001 -0.20399999999999999 0.15250000000000002 1.5880000000000003 1.2600000000000002 0.99900000000000011 -0.66549999999999987 -0.78949999999999998 -0.44649999999999995 -0.53349999999999997 1.5525000000000002 2.2790000000000004 -0.73149999999999993 1.5105000000000002 1.9795000000000003 -1.9014999999999997 1.1415000000000004 0.6755000000000001 0.25950000000000006 0.58150000000000002 -0.10999999999999999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=24 11 3 14 6 10 7 25 16 12 -6 -2 23 -14 -3 18 -9 -18 -11 20 -7 -4 27 -10 -1 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999 857 shrinkage=0.05 @@ -716,16 +716,16 @@ shrinkage=0.05 Tree=44 num_leaves=31 num_cat=0 -split_feature=16 16 12 12 26 19 14 15 13 0 4 24 23 9 26 24 25 27 9 0 2 27 1 9 19 13 5 25 19 20 -split_gain=29.3913 28.9985 27.096 25.0095 26.6521 19.7604 20.3062 22.9022 16.5514 16.0533 15.5296 13.7451 13.8541 13.4793 13.4587 13.233 12.8643 12.7598 12.4275 11.7719 12.0483 11.9283 10.9333 10.8806 10.6008 10.4722 10.3778 10.3474 10.1737 11.8848 -threshold=-1.5544999999999998 1.7320000000000002 1.6260000000000001 -1.1514999999999997 2.3470000000000004 1.9710000000000001 -1.4684999999999999 -1.5309999999999999 -2.3704999999999994 1.9070000000000003 -1.9009999999999998 -2.3044999999999995 2.4120000000000004 1.5190000000000003 -2.3964999999999992 -0.69649999999999979 1.8235000000000003 -1.4264999999999997 2.3670000000000004 -2.2954999999999992 -2.0294999999999992 -2.3379999999999996 2.1130000000000004 1.3915000000000002 0.80550000000000022 2.4495000000000005 0.047500000000000007 0.72750000000000015 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shrinkage=0.05 @@ -733,14 +733,14 @@ Tree=45 num_leaves=31 num_cat=0 split_feature=20 24 8 5 27 8 25 19 6 17 11 14 10 14 25 6 21 19 24 7 13 0 16 23 20 17 4 22 18 10 -split_gain=25.1349 23.713 24.7346 24.2101 23.0338 22.9941 21.6482 22.0353 20.784 20.9183 19.6911 18.2358 18.8922 20.3086 17.4263 20.3599 18.3397 16.2383 16.9046 16.0742 16.2638 14.544 13.2 12.4104 11.488 11.0053 11.3507 9.90512 9.28129 8.54701 +split_gain=25.0709 23.6616 24.7285 24.1912 23.0171 22.9487 21.6273 22.0148 20.7836 20.9029 19.6587 18.1993 18.8988 20.3045 17.4234 20.3496 18.3304 16.2082 16.9049 16.0504 16.2622 14.5537 13.1897 12.397 11.4906 10.9655 11.3489 9.83124 9.2697 8.5372 threshold=1.2970000000000004 -0.93749999999999989 1.1145000000000003 1.3315000000000003 0.82250000000000012 -1.0304999999999997 1.6900000000000002 -1.4379999999999997 1.3105000000000002 1.2630000000000001 -1.8399999999999996 1.3565000000000003 1.3805000000000003 -1.1139999999999997 -1.4634999999999998 -1.6739999999999999 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8.39658 8.55394 7.17789 7.06376 7.06536 7.00294 6.83787 6.31015 6.2263 6.31478 5.71872 5.73348 5.62796 5.97701 6.67215 7.84758 7.09301 5.73481 6.32195 5.4577 10.8329 5.40807 5.94346 5.25684 5.39882 6.052 7.82382 5.52487 -threshold=1.8430000000000002 -1.4449999999999996 -1.4284999999999999 -1.5844999999999998 -2.0364999999999998 -2.1099999999999999 1.9795000000000003 -1.9754999999999998 1.8180000000000003 2.2345000000000006 -1.2874999999999999 1.8925000000000003 -1.9774999999999998 -2.1684999999999994 -0.60549999999999982 -2.2634999999999996 -0.27149999999999996 1.7360000000000002 1.2465000000000002 1.4995000000000003 -1.1294999999999997 -1.0434999999999997 -0.59549999999999981 0.53450000000000009 0.45850000000000007 1.3105000000000002 0.14250000000000002 -0.40249999999999997 1.2355000000000003 0.73150000000000015 +split_feature=23 23 16 22 27 0 25 2 26 12 9 9 13 0 2 19 10 20 17 17 10 23 8 8 21 18 25 8 6 20 +split_gain=9.15617 9.38686 8.38307 8.67796 7.27976 7.22931 7.04694 7.01128 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