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 +internal_value=0 0.0300615 0.0557704 0.0816746 0.110894 0.12871 0.14368 0.160022 0.169987 0.183689 0.198321 0.263165 0.302642 0.326515 0.458112 0.0976059 0.173458 -0.179352 0.252515 0.215395 0.592092 0.908279 0.241786 0.26537 0.387071 0.821239 0.293771 0.484722 0.137158 0.148027 internal_count=7000 6063 5474 4966 4461 4298 4174 4016 3954 3841 3720 2263 1996 1897 743 1457 1027 188 839 791 120 75 1154 1113 571 101 470 70 542 671 -shrinkage=0.05 +shrinkage=1 Tree=2 num_leaves=31 num_cat=0 split_feature=23 6 0 0 26 26 8 12 8 18 7 3 15 5 22 4 19 27 19 18 7 3 23 8 24 10 15 11 5 3 -split_gain=4.82805 4.67586 5.13779 6.542 5.21078 5.11951 4.86641 4.15631 4.14623 3.90521 4.92008 3.89098 3.68558 7.49847 6.02824 5.83344 8.55979 4.75686 5.5479 7.19386 6.90496 5.91856 5.69014 5.33367 5.06319 6.02712 7.42631 5.47582 5.01262 6.33671 +split_gain=4.80493 4.65347 5.11319 6.51067 5.18583 5.09499 4.84311 4.13641 4.12638 3.88651 4.89652 3.87235 3.66794 7.46257 5.99937 5.8055 8.5188 4.73408 5.52134 7.15941 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 -0.77249999999999985 -1.7409999999999999 -1.1654999999999998 2.1275000000000004 1.8275000000000003 -1.4904999999999997 -0.14949999999999997 -1.3649999999999998 0.026500000000000003 1.2725000000000002 0.99500000000000011 -2.2164999999999995 0.65150000000000008 -0.20749999999999996 -0.80649999999999988 -2.0024999999999995 1.1115000000000002 0.89650000000000019 -1.4784999999999997 -1.0000000180025095e-35 1.0685000000000002 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 25 5 -5 8 13 9 10 -7 23 18 16 15 -10 17 -2 20 -20 -13 22 -6 -11 -12 26 27 -4 -27 -18 right_child=7 2 3 4 21 6 -8 -9 14 11 24 12 -14 -15 -16 -17 29 -19 19 -21 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 -leaf_value=0.026315790454023786 0.0592105285215535 0.014451581566031345 0.038651317229347434 0.034090910360894448 0.027012712870708739 0.049395163130435772 0.010864258217225153 0.058894232963211883 -0.0012019231216982014 0.027663935456791397 0.04036458483703128 0.029891305461363971 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 -1.0224999999999997 -2.3019999999999996 -1.1224999999999998 -1.2464999999999997 -1.7204999999999997 -1.5434999999999997 -1.2819999999999998 1.3800000000000001 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 10 -6 15 8 9 11 -4 28 14 19 16 -7 17 -13 23 20 -12 -20 -18 -19 -3 -2 -22 -25 -8 -5 right_child=25 24 3 29 5 6 7 -9 -10 -11 13 12 -14 -15 -16 -17 22 18 21 -21 26 -23 -24 27 -26 -27 -28 -29 -30 -31 -leaf_value=0.043323865250303364 0.10267857525364638 0.10096154222264896 0.056640627110027757 0.021875000814907272 0.044181036128630446 0.012369792127477327 0.07528409371364192 0.02019032997025539 0.035201150736632394 0.022151899559399769 0.050781251891749028 0.032525511415751336 0.022203948195582569 0.052705225844019654 0.036151962131079247 0.08593750320142142 0.080357145850679768 0.030523256951033403 -0.0029239767171137538 0.044270834982550432 0.052455359096971521 0.07065217654504212 0.0013020833818397186 0.00042229731302909795 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 -0.293907 0.15625 -0.313675 0.401119 -0.326249 -0.344453 -0.356524 0.0657895 -0.0154959 0.115979 0.309829 -0.380364 0.915179 0.755208 -0.0884956 -0.39157 0.300926 0.549726 +internal_value=0 -0.0271469 -0.0472947 -0.0660909 -0.0936066 -0.146594 -0.163624 -0.194002 -0.224612 -0.241908 0.258903 -0.265908 -0.290714 0.162119 -0.310599 0.408443 -0.323248 -0.341561 -0.353703 0.0711204 -0.0106481 0.121609 0.31661 -0.377685 0.925558 0.764637 -0.0840816 -0.388958 0.307654 0.557933 internal_count=7000 6760 6620 6488 6214 5402 5315 5047 4804 4717 812 4559 4370 732 4256 268 4205 4088 4039 665 605 194 117 3845 140 240 565 3802 189 274 -shrinkage=0.05 +shrinkage=1 Tree=5 num_leaves=31 num_cat=0 split_feature=9 9 11 3 14 14 5 15 11 0 26 7 22 1 23 12 1 25 2 27 10 4 17 18 20 4 18 14 7 26 -split_gain=33.2088 34.0308 26.0967 25.98 25.5095 28.238 25.4428 25.0966 26.1533 22.4594 22.9535 24.2448 24.1243 24.9234 24.6088 23.6515 22.2012 22.8158 21.8655 21.1959 23.3209 18.5719 16.9446 16.2801 16.2532 13.9155 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 -0.014837596439150636 -0.010028751055746769 -0.010095759125859229 -0.017061345988753841 -0.0037383652729996233 -0.0047604828239246827 -0.0071557553727022195 -0.0032292811980969833 -0.016631557272749058 0.0047817631214461332 -0.0040744278054934361 0.014711397439575417 -0.0077543804448198181 0.0020663263609463833 -0.0053869988764093458 0.0091066502936449738 -0.0028574766135055218 0.010721845505501634 0.035952739682272826 0.0070541035098326326 0.040262427835287252 0.040949584798009253 0.090397588697297901 -0.007207939121052183 0.038917105007155076 0.043534259195262784 leaf_count=255 521 379 516 533 321 255 313 109 349 200 84 194 84 235 114 211 59 74 48 85 27 51 90 33 73 64 416 1115 157 35 -internal_value=0 0.0354465 0.101432 0.136859 0.182299 0.221622 0.281211 0.329947 0.37814 0.442372 0.478728 0.531867 0.590887 0.632528 0.710008 0.769339 0.822502 0.913914 0.968273 1.03144 1.10286 1.23972 1.31048 1.36218 1.41995 1.52542 1.62658 -0.212963 0.575118 1.73973 +internal_value=0 0.0340985 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 25 248 37 204 78 30 58 401 109 655 26 552 23 148 24 47 21 24 21 28 2418 46 25 834 20 27 446 -internal_value=0 -0.0364883 -0.0452967 -0.0599305 -0.0800597 -0.0970522 -0.109638 0.433053 -0.141869 0.187484 0.185445 -0.161944 0.0815284 0.745997 -0.168737 -0.199648 0.145001 -0.220673 -0.238643 -0.25339 0.490318 0.194711 0.338905 -0.26498 0.169542 0.149281 0.123768 0.898194 0.605011 -0.0638035 -internal_count=7000 6001 5906 5653 5227 4979 4864 115 4161 999 426 3911 703 48 3881 3329 191 3138 3008 2933 45 130 75 2888 250 941 916 43 82 470 +left_child=1 -1 -3 4 5 6 11 -7 24 25 -5 12 -4 -10 15 17 27 21 19 23 -21 -15 -20 29 -8 26 28 -17 -2 -19 +right_child=9 2 3 10 -6 7 8 -9 13 -11 -12 -13 -14 14 -16 16 -18 18 22 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.025307500908338339 0.013532485078410157 0.014167040729665979 -0.0026090005407345481 0.056343182452079713 0.013364717092755943 0.057491206033501586 0.0016731797902073322 0.0050575475675263791 0.035135287428151855 0.040419502245003319 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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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0.084369962171681162 0.0049034581078818756 0.0072346835932638204 0.0725172068698859 0.096438196212877136 -0.0070184610435422533 0.067797331477026088 -0.02116652421450077 0.050347935293692039 0.06268310559936012 -0.007321370735461798 0.081426758630813861 +leaf_count=163 119 141 212 94 406 111 75 29 224 36 20 132 139 237 61 36 32 239 20 219 127 24 23 523 30 3319 29 23 136 21 +internal_value=0 -0.0186009 -0.0376485 -0.0611091 -0.0835885 -0.119925 -0.135736 -0.152515 -0.166359 -0.193038 -0.218555 -0.226297 -0.24671 -0.267276 -0.277164 0.349358 -0.319385 0.358633 0.255233 -0.329355 -0.35374 0.18786 0.696512 0.00406211 0.330574 -0.38167 -0.0800242 -0.400972 0.0570521 0.427956 +internal_count=7000 6881 6740 6528 6342 5856 5762 5651 5576 5308 5084 5064 4911 4742 4706 486 4093 268 450 4061 3842 430 186 613 169 3605 552 3478 159 153 shrinkage=0.05 @@ -173,14 +173,14 @@ Tree=10 num_leaves=31 num_cat=0 split_feature=9 9 2 14 14 1 11 12 23 23 22 11 8 17 17 2 4 18 18 5 4 20 8 19 18 15 6 5 25 2 -split_gain=31.7788 32.4764 25.373 25.9329 29.1747 24.3176 25.2273 22.5079 26.8184 22.1541 21.7013 22.6232 19.0193 19.819 19.2524 21.0087 17.6745 19.8185 14.1785 13.0255 12.9245 12.9991 12.5274 12.0571 11.6943 11.0867 10.7987 10.4365 9.84745 9.64163 +split_gain=31.7345 32.4332 25.3367 25.8963 29.1353 24.2831 25.1934 22.4766 26.7804 22.1241 21.6715 22.5939 18.9931 19.7919 19.2258 20.9798 17.6509 19.7924 14.1602 13.0082 12.9076 12.9826 12.511 12.0421 11.679 11.072 10.7858 10.4219 9.83428 9.62886 threshold=1.4705000000000001 -0.84349999999999981 -1.5034999999999998 1.4760000000000002 -1.4154999999999998 -1.3999999999999997 -0.94649999999999979 -1.0244999999999997 -0.98649999999999982 1.0930000000000002 1.7055000000000002 1.3195000000000003 1.6145000000000003 -1.5034999999999998 1.8260000000000001 0.33050000000000007 -1.3974999999999997 -0.85549999999999982 1.7835000000000003 0.98350000000000015 1.2255000000000003 1.5335000000000003 -1.6614999999999998 1.5250000000000001 1.2060000000000002 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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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0.0275191 0.172118 0.287739 0.201663 0.102064 internal_count=7000 6928 366 344 301 237 215 6562 512 43 242 148 94 101 192 170 88 64 82 6050 2884 186 136 113 84 2698 532 407 356 311 shrinkage=0.05 @@ -221,14 +221,14 @@ Tree=13 num_leaves=31 num_cat=0 split_feature=20 11 15 25 13 17 26 18 4 13 24 24 19 6 19 20 13 26 17 14 26 23 8 7 7 21 22 0 10 11 -split_gain=13.0872 8.70245 11.6562 10.8016 10.9539 10.7805 11.0907 9.91129 9.44897 7.64784 7.0466 6.9334 7.65004 8.22658 7.49353 6.90862 6.88739 6.78098 6.51482 6.84735 6.30033 6.23373 7.99768 6.18262 5.99021 5.77383 5.73892 5.56696 6.19307 5.93481 +split_gain=13.1452 8.74626 11.715 10.8529 11.0079 10.834 11.1467 9.95719 9.49542 7.68605 7.07373 6.96847 7.68838 8.26807 7.53102 6.94345 6.91959 6.81461 6.54737 6.88054 6.3329 6.26482 8.03721 6.20558 6.02044 5.80235 5.76659 5.58907 6.21756 5.96442 threshold=1.0875000000000001 -1.0924999999999998 0.80350000000000021 -1.5649999999999997 -1.3904999999999998 -1.1454999999999997 -1.8239999999999996 0.94850000000000001 -1.5174999999999998 1.4185000000000001 1.9395000000000002 -1.8559999999999997 -0.012499999999999999 1.1050000000000002 -0.095499999999999988 0.31050000000000005 0.97050000000000003 1.6865000000000003 1.4990000000000003 -1.9049999999999998 0.36750000000000005 0.59350000000000003 -0.024499999999999997 1.8275000000000003 1.4905000000000002 1.1460000000000001 -1.8379999999999996 -1.3649999999999998 0.026500000000000003 0.20050000000000004 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 7 8 9 15 16 -5 24 23 -4 13 14 21 -7 -3 -14 19 -8 -15 -13 -23 27 -6 -10 -1 28 -2 -29 right_child=10 2 11 4 5 6 18 -9 25 -11 -12 12 17 20 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 29 -30 -31 -leaf_value=0.043500129596248431 0.053404465508621962 -0.0028712658815839647 0.046882827371477989 0.06334687124761168 -0.0012301761574919317 0.032458948884383228 0.013454935386129156 0.052396681358447418 0.00012691662925104998 0.046614792278413003 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0.041554047250897383 0.036826594889971274 0.0052016960931717121 -0.0017546877321387819 0.0061636798611746776 0.013005368105791294 leaf_count=31 38 164 30 23 370 76 79 40 269 32 26 299 527 40 23 32 34 29 196 2659 22 48 62 25 28 39 849 481 45 384 -internal_value=0 -0.0355549 -0.063561 -0.107288 -0.130375 -0.159826 -0.197061 0.255927 0.176724 0.102159 0.181873 0.09966 0.0756836 0.235728 0.14931 0.359386 0.093371 -0.0667963 -0.217659 -0.24007 0.838223 0.0938716 0.453441 0.157181 0.0351679 0.094947 0.126702 0.133753 0.562186 0.0913231 +internal_value=0 -0.0315158 -0.059664 -0.103612 -0.126815 -0.156415 -0.193838 0.261365 0.181815 0.106882 0.186934 0.104383 0.0802848 0.241135 0.15428 0.365423 0.0980166 -0.0629152 -0.214542 -0.237066 0.846674 0.0985612 0.459934 0.162127 0.0395531 0.0996281 0.13156 0.138592 0.568876 0.0959653 internal_count=7000 6001 5121 4041 3803 3472 3042 238 331 430 999 1080 1050 494 432 108 198 556 2934 2738 62 409 110 973 398 308 880 948 83 865 shrinkage=0.05 @@ -237,14 +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 -1.5804999999999996 -2.0839999999999996 -1.7214999999999998 -1.9634999999999996 -2.0709999999999993 1.3820000000000003 1.0515000000000001 1.5915000000000001 1.0720000000000003 -1.1224999999999998 2.3900000000000001 2.4360000000000004 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 15 4 16 -6 -7 8 -8 12 -10 14 -5 -13 -12 20 -4 -18 -19 -15 -1 -21 -23 28 -20 -22 -2 -3 29 -24 right_child=26 27 3 9 5 6 7 -9 10 -11 11 13 -14 19 -16 -17 17 18 24 21 25 22 23 -25 -26 -27 -28 -29 -30 -31 -leaf_value=0.077470969958317565 0.02637916770652184 0.088647698977327091 0.037509566817641976 0.0089184077471316479 0.025334492121268839 0.026585061319202432 0.020247074338111834 0.028541053378811517 0.031515161769466914 0.091837851821494981 0.085203067865154802 0.014288435149578831 0.080492696312889592 0.027130169165729204 0.0035831636911709897 0.08496939349077437 0.055678190364207548 0.058651038919868309 -0.0074154121380693126 0.015100315030801312 0.0083201521079948187 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 -0.0303722 -0.0494364 -0.0911529 -0.124811 -0.177307 -0.200849 -0.220337 -0.238468 0.39662 -0.260323 -0.274985 0.294916 -0.299704 0.257795 0.33784 0.210406 0.0966875 0.0280996 -0.321923 0.281484 -0.33464 -0.350651 -0.365636 -0.0366737 0.229207 0.683595 0.819359 -0.396037 -0.40389 +internal_value=0 -0.0259012 -0.0450669 -0.0870163 -0.120859 -0.173646 -0.19732 -0.216915 -0.235147 0.403359 -0.257126 -0.27187 0.301103 -0.296729 0.263807 0.344342 0.216158 0.101838 0.0328805 -0.319074 0.287679 -0.331863 -0.347964 -0.363034 -0.0322527 0.235116 0.691535 0.827842 -0.393608 -0.401505 internal_count=7000 6760 6620 5983 5603 4853 4692 4576 4476 380 4330 4262 355 4077 185 637 750 622 584 3930 612 3873 3781 3708 553 588 240 140 3411 3389 shrinkage=0.05 @@ -253,14 +253,14 @@ Tree=15 num_leaves=31 num_cat=0 split_feature=9 9 3 5 26 24 27 8 24 25 22 20 23 15 2 0 0 13 5 6 26 16 7 6 25 21 10 14 14 14 -split_gain=30.4059 30.7701 24.7353 24.2926 25.1625 27.049 27.4906 24.2982 24.4627 22.8152 23.5345 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 +leaf_value=-0.025794562771800908 -0.021058462564139891 -0.016873094881272838 -0.0042750554778641396 -0.013631453854869559 -0.0073020804814048317 0.00075362608711561482 -0.009845400723654852 -0.0030503410627086749 -0.010467223899728562 -0.021669916360538444 0.0027468017198046882 0.0013522647062926519 0.0063963811751712746 0.011511471849514586 0.021210103349217191 0.012538688984518657 -0.023805945617531354 0.020201332219314094 -0.0011171996359260186 0.0071316114440999993 -0.0026619402872062165 -0.0025042952675215372 0.0060910004453437966 0.0044981192601653243 0.020882116051952976 0.046532411978433358 0.013934215626729269 0.027202158445477381 0.088564811293503992 -0.0068348462549893772 leaf_count=255 521 389 948 434 483 107 306 359 170 81 284 181 185 150 145 123 21 84 25 20 21 21 25 21 26 50 20 32 398 1115 -internal_value=0 0.0332541 0.0953472 0.130041 0.16962 0.240857 0.305403 0.364339 0.43314 0.48637 0.523896 0.603082 0.671853 0.74769 0.811705 0.894239 0.980626 1.08367 1.12577 1.21695 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 -0.015069120594872108 -0.03121785122775525 -0.014561296487622081 0.044421001022756021 -0.025704743035728162 0.021390804013879997 0.0090237758923454106 0.0072763025334988173 -0.018313433861301999 -0.015971333777840487 0.05030556152399869 0.026543447581683723 -0.0095057438892155784 0.060066346465482492 -0.027857501442829044 0.014704036627078258 0.099164386988054284 0.025977112104452901 0.00061138446902348062 -0.023748602265613185 0.013007470979586828 leaf_count=510 625 118 440 195 221 133 1057 187 84 140 33 94 62 30 58 562 460 200 153 79 131 49 20 43 1084 22 21 52 20 117 -internal_value=0 0.0237779 0.0470811 0.0570945 0.0702593 0.0919142 0.107155 0.119393 0.133767 0.178832 0.198773 0.212333 0.227461 0.236567 0.108125 0.292634 0.0299072 -0.18424 0.00703977 0.303837 0.548008 0.340887 0.268551 0.132457 0.337255 0.695793 1.27676 0.346696 0.388757 0.484428 +internal_value=0 0.0200467 0.0432585 0.0532307 0.0663393 0.0879053 0.103085 0.115276 0.129593 0.174484 0.194349 0.207855 0.222921 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 -0.30449999999999994 -0.31949999999999995 0.49650000000000005 -0.82749999999999979 -0.050499999999999996 -1.4599999999999997 -1.0084999999999997 -1.7784999999999997 1.6960000000000002 -0.27849999999999997 -1.0000000180025095e-35 -0.26749999999999996 0.38950000000000007 1.0705000000000002 0.17250000000000001 0.17350000000000002 +split_gain=4.22555 3.97707 4.52141 3.92759 3.99767 4.43718 4.77293 4.38791 5.97282 5.19584 3.61387 3.95375 3.58712 3.47852 3.26209 4.60296 4.05537 3.35991 3.16883 6.12918 5.08147 4.40446 4.54319 6.16073 6.82603 6.69456 5.53473 6.60771 5.25399 7.51197 +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 -0.30449999999999994 -0.31949999999999995 0.49650000000000005 -0.82749999999999979 -0.050499999999999996 -1.4599999999999997 -1.0084999999999997 -1.7784999999999997 1.6960000000000002 -0.27849999999999997 1.0000000180025095e-35 -0.26749999999999996 0.38950000000000007 1.0705000000000002 0.17250000000000001 0.17350000000000002 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 12 3 -3 5 -5 7 -7 9 10 11 -9 13 -1 16 -16 -15 -17 19 20 -14 -21 26 25 -25 -24 -23 -28 29 -29 right_child=-2 2 -4 4 -6 6 -8 8 -10 -11 -12 -13 18 14 15 17 -18 -19 -20 21 -22 22 23 24 -26 -27 27 28 -30 -31 -leaf_value=-0.014325016638196436 -0.021675448724115764 0.046675273333626782 -0.025547220264232076 -0.0033832147996891316 -0.018311022831223493 0.063026395069464516 -0.0072542149439752401 -0.0030388723050472919 -0.018535160457247981 -0.0093015268811975412 0.063799430922442155 0.044870680107055999 0.053065808242672319 0.0014226491667961617 -0.031054361634601048 0.033745771823180684 0.041692614951399164 -0.0056796957270531896 -0.0014388667135676156 -0.016287971401847921 0.01199940699783417 -0.0015234878637088482 0.01066817520958852 0.031041213815165464 -0.026481859703269668 0.079075713167877329 0.0040336379139891748 0.016701385750609723 0.0089018386467301508 0.080196387730176191 +leaf_value=-0.01444645238813165 -0.021762693441524362 0.046311503089274945 -0.025618034783947127 -0.0035480816428722162 -0.018412457947070308 0.062604211426836073 -0.0074037043217763214 -0.0032064935805252389 -0.018635913628142924 -0.0094412004279727131 0.063365989122147484 0.044508899949631503 0.052689496345486336 0.0012346858529697368 -0.031099519421135976 0.033426748448933806 0.041342682329088783 -0.0058371904027679769 -0.0016148931684272637 -0.016398386622675537 0.011774075326928844 -0.0016984540473277275 0.010442929746603866 0.030731190629848831 -0.026548742632541106 0.078570106076740642 0.0038353589917463726 0.016452582750652266 0.0086857481492264559 0.079684076358135958 leaf_count=270 72 23 27 88 36 22 39 22 24 21 30 34 26 67 47 21 27 80 3166 105 160 1644 22 32 32 22 718 32 65 26 -internal_value=0 0.00816963 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 0.016477298021193902 0.016427452671121449 -0.0040082415106348556 0.057348555636270941 0.0061526664135691141 -0.002109197518527665 0.071342303033636784 0.067732522456795841 -0.0023047654706083846 0.0097976391111852124 0.0026261507178132392 0.052130620248388632 0.06330386207045563 -0.010525339000646455 -0.016332376850773069 -0.0043800728594938429 0.03555640867193377 0.055652751570729901 0.002250790680064551 0.012267384640364025 -0.00066280455392094776 0.0051321760913804236 0.0079132388404540427 0.060076967323496072 0.0442575406826295 -0.00088502008170875199 0.041531050474731573 -0.0038732520432485048 0.042525815191304092 leaf_count=83 598 202 200 162 21 407 232 20 20 477 156 93 32 20 121 2446 82 96 25 231 86 270 500 113 33 53 67 30 52 72 -internal_value=0 -0.0269208 -0.0388304 -0.050941 -0.0641189 -0.0788604 -0.101701 0.288785 0.183163 -0.12685 -0.148278 -0.182455 -0.19777 0.171862 -0.215889 -0.239055 0.224772 0.376151 0.273967 -0.256635 -0.281284 -0.298055 0.140121 0.0526382 0.38729 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 -0.0052158483053699242 0.079784712012735889 0.057719693542209988 -0.0033188997469559204 0.038882169554822911 0.060777139274346872 0.013339748671048191 0.031085402084906996 0.0065084153661460259 0.054494266527296602 -0.019211136720991187 0.065131985903076034 -0.015065417990776576 0.017044254165820484 0.062063387625280832 -0.0030150733520787087 0.067127493152084924 0.057164570693880125 0.09602855169756852 leaf_count=20 119 99 72 250 72 89 32 220 86 32 231 571 22 56 386 122 25 233 41 138 30 3290 28 49 272 21 322 29 21 22 -internal_value=0 -0.0222258 -0.0636359 -0.0919667 -0.119503 -0.147535 -0.162045 -0.198244 -0.21539 -0.231896 -0.241437 -0.266886 0.0121397 0.239513 0.347572 0.223755 -0.0513863 0.466309 -0.312948 -0.33963 0.068824 -0.350819 -0.3706 0.293331 0.424094 0.102861 0.033024 0.398604 -0.00784096 0.902745 +internal_value=0 -0.0178511 -0.0594784 -0.0879567 -0.11564 -0.143821 -0.158408 -0.194804 -0.212041 -0.228637 -0.23823 -0.263819 0.0167078 0.245311 0.353811 0.229387 -0.0471512 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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-0.0087907383569381329 0.029901448666986487 -0.0013463510180739364 0.087130683911942453 0.047262914723404825 0.002706982408723798 -0.024177908188022162 0.063831599027511801 0.050396953274281057 0.034382283305041221 -0.026765241378282359 leaf_count=240 703 470 522 766 226 91 310 683 164 109 101 168 119 31 53 38 35 75 27 75 182 1100 254 102 27 22 63 60 72 112 -internal_value=0 0.0387927 0.0713457 0.138457 0.198205 0.258776 0.300494 0.353769 0.453363 0.511715 0.557709 0.660431 0.727521 0.82575 0.934352 1.07779 1.14353 1.20988 1.27772 0.189407 0.375164 -0.138078 1.38187 1.44597 0.378491 0.656784 0.923022 1.60576 0.217664 -0.0724568 +internal_value=0 0.0375643 0.0700784 0.137112 0.196781 0.257276 0.298945 0.352151 0.451619 0.5099 0.555838 0.658439 0.725448 0.823571 0.932062 1.07535 1.14102 1.20729 1.27505 0.18799 0.3735 -0.139081 1.37909 1.44312 0.376853 0.654798 0.920719 1.60274 0.216195 -0.0735502 internal_count=7000 6297 5827 4375 3609 3087 2861 2551 1868 1704 1613 1255 1146 955 787 622 584 549 518 358 257 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 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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 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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 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-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 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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 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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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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 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@@ 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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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 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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 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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 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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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54 50 137 628 38 40 24 25 254 21 23 40 96 28 3763 66 61 56 32 24 92 154 43 -internal_value=0 -0.0334863 -0.0593984 -0.0882977 -0.132364 -0.146827 -0.164789 -0.196416 -0.229778 -0.242958 0.213044 -0.263477 -0.275075 0.40953 -0.285929 0.24148 0.161616 0.500308 -0.296075 -0.306925 -0.318429 -0.334772 -0.343916 0.119737 0.395599 -0.356829 0.514492 0.449463 0.218321 0.786442 -internal_count=7000 6603 6306 5963 5226 5163 5039 4693 4393 4339 737 4202 4152 343 4112 346 710 297 4074 4034 3985 3889 3861 689 276 3795 49 397 220 66 +left_child=25 2 3 9 5 6 12 -8 -9 -2 15 -4 -5 21 -3 16 -10 19 -17 -18 -21 28 23 -22 26 29 27 -16 -11 -1 +right_child=1 14 11 4 -6 -7 7 8 10 13 -12 -13 -14 -15 24 18 17 -19 -20 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 +leaf_value=0.0096062733244515579 0.073957900917839478 0.088382303412847418 0.015826538729990899 0.040113835184270114 0.04985385589051515 0.026881435277574996 0.013843124571956517 0.01136800439541732 0.023656267576902631 -0.0031428822126839482 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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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215 218 203 170 150 103 68 28 73 32 117 20 80 23 54 59 25 116 94 487 162 564 -internal_value=0 0.0348834 0.0830332 0.129835 0.17028 0.236515 0.299639 0.33241 0.378242 0.427954 0.483481 0.514854 0.566225 0.620007 0.692005 0.745292 0.795389 0.826538 0.858509 0.926895 0.984364 1.0149 1.07781 1.12999 1.16518 1.2221 1.26024 1.35349 -0.0901878 -0.00200786 +internal_value=0 0.0337964 0.0818605 0.128633 0.169041 0.235216 0.298237 0.330975 0.376762 0.426453 0.481931 0.513257 0.564542 0.618317 0.690278 0.74354 0.793605 0.824737 0.856656 0.925016 0.98241 1.01294 1.07585 1.12799 1.16315 1.22005 1.25808 1.35129 -0.0911577 -0.00308741 internal_count=7000 6297 5233 4533 4102 3249 2734 2609 2403 2188 1970 1902 1732 1582 1379 1276 1208 1180 1148 1031 958 938 858 804 781 722 697 581 853 691 shrinkage=0.05 @@ -748,16 +748,16 @@ shrinkage=0.05 Tree=46 num_leaves=31 num_cat=0 -split_feature=23 23 16 22 0 27 25 2 26 12 9 9 13 26 14 12 12 17 15 3 19 23 21 9 19 6 15 23 12 20 -split_gain=9.15007 9.39974 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6.8247 6.29788 6.23515 6.35882 5.92814 5.73044 5.54677 5.93998 6.96104 6.47583 5.28498 6.37867 10.7909 6.59961 6.06708 6.38744 5.86836 5.86305 5.55598 5.23478 5.15358 6.85119 +threshold=1.8430000000000002 -1.4449999999999996 -1.4284999999999999 -1.5844999999999998 -2.1099999999999999 -2.0364999999999998 1.9795000000000003 -1.9754999999999998 1.8180000000000003 2.2345000000000006 -1.2874999999999999 2.0885000000000002 -1.9774999999999998 1.9070000000000003 1.8605000000000003 -1.0739999999999996 1.5920000000000001 0.95750000000000013 1.6330000000000002 0.67650000000000021 -1.2184999999999999 0.010500000000000001 0.23750000000000002 -0.15049999999999997 -0.48249999999999993 -1.1914999999999998 -1.7789999999999997 0.5675 -0.26549999999999996 -1.2004999999999997 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 7 -7 9 10 -9 12 -12 -14 25 -16 17 18 -17 20 -18 22 -22 24 -24 26 27 -15 29 -29 -right_child=-2 2 3 4 5 6 -8 8 -10 -11 11 -13 13 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a/testdata/xgblin_agaricus.model b/testdata/xgblin_agaricus.model index 46b12ed..a31a5c0 100644 Binary files a/testdata/xgblin_agaricus.model and b/testdata/xgblin_agaricus.model differ diff --git a/testdata/xgblin_agaricus_true_predictions.txt b/testdata/xgblin_agaricus_true_predictions.txt index de9e30b..da529c7 100644 --- a/testdata/xgblin_agaricus_true_predictions.txt +++ b/testdata/xgblin_agaricus_true_predictions.txt @@ -1,1611 +1,1611 @@ --5.771947503089904785e-01 --2.158247232437133789e-01 --5.290762186050415039e-01 --5.569036006927490234e-01 --3.379011452198028564e-01 --3.761277198791503906e-01 --3.191157579421997070e-01 --5.692707896232604980e-01 --2.494137585163116455e-01 --4.043981134891510010e-01 --2.109319567680358887e-01 --5.397364497184753418e-01 --6.070536375045776367e-01 --5.940240025520324707e-01 --5.325937867164611816e-01 --4.729204177856445312e-01 --5.381006598472595215e-01 --2.269117534160614014e-01 --2.800903320312500000e-01 --5.467557907104492188e-01 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