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https://github.com/serengil/deepface.git
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1977 lines
110 KiB
Plaintext
1977 lines
110 KiB
Plaintext
tree
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version=v3
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num_class=2
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num_tree_per_iteration=2
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label_index=0
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max_feature_idx=7
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objective=multiclass num_class:2
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feature_names=VGG-Face_cosine VGG-Face_euclidean_l2 Facenet_cosine Facenet_euclidean_l2 OpenFace_cosine OpenFace_euclidean_l2 DeepFace_cosine DeepFace_euclidean_l2
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feature_infos=[0.064100000000000004:0.95369999999999999] [0.35809999999999997:1.3811] [0.078700000000000006:1.3133999999999999] [0.39689999999999998:1.6207] [0.051700000000000003:0.98440000000000005] [0.3216:1.4031] [0.075600000000000001:0.6391] [0.38879999999999998:1.1306]
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tree_sizes=534 535 542 538 751 743 752 744 841 835 753 745 753 745 750 742 855 849 753 745 855 849 856 850 957 953 958 954 1167 1167 1265 1263 1164 1164 1271 1269 1163 1163 1169 1165 1162 1162 1172 1168 1167 1167 1060 1058 1165 1165 1058 1056 1163 1163 1161 1161 1164 1164 1169 1165 1168 1168 1280 1278 1172 1172 1170 1170 1177 1173 1175 1175 1174 1174 1179 1175 1174 1174 1175 1175 1175 1171 1178 1178 1176 1176 1185 1185 1184 1184 1184 1180 1187 1187 1181 1177 1186 1186 1181 1181 1184 1184
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Tree=0
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num_leaves=4
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num_cat=0
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split_feature=3 0 0
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split_gain=110.015 0.0830119 7.10543e-15
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threshold=1.0226000000000002 0.33030000000000004 0.26045000000000007
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decision_type=2 2 2
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left_child=1 2 -1
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right_child=-2 -3 -4
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leaf_value=-0.8260665533962579 -0.62581111970087711 -0.8160537817114889 -0.8260665533962579
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leaf_weight=35.954080581665039 53.431758642196655 9.9872446060180646 12.484055757522581
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leaf_count=72 107 20 25
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internal_value=0 -0.948401 -0.965517
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internal_weight=0 58.4254 48.4381
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internal_count=224 117 97
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shrinkage=1
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Tree=1
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num_leaves=4
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num_cat=0
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split_feature=3 0 0
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split_gain=110.015 0.0830119 7.10543e-15
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threshold=1.0226000000000002 0.33030000000000004 0.26045000000000007
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decision_type=2 2 2
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left_child=1 2 -1
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right_child=-2 -3 -4
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leaf_value=-0.56150413208323735 -0.76175956577861814 -0.57151690376800635 -0.56150413208323735
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leaf_weight=35.954080581665039 53.431758642196655 9.9872446060180646 12.484055757522581
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leaf_count=72 107 20 25
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internal_value=0 0.948401 0.965517
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internal_weight=0 58.4254 48.4381
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internal_count=224 117 97
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shrinkage=1
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Tree=2
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num_leaves=4
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num_cat=0
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split_feature=3 4 0
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split_gain=90.0026 0.0862517 0.000425163
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threshold=1.0226000000000002 0.33380000000000004 0.32655000000000006
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decision_type=2 2 2
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left_child=1 2 -1
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right_child=-2 -3 -4
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leaf_value=-0.088377084683636864 0.093644382448195174 -0.078241277233462178 -0.089114635730583758
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leaf_weight=37.834096491336823 53.253562599420547 9.8282852172851545 9.8507342338561994
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leaf_count=77 107 20 20
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internal_value=0 -0.867713 -0.885294
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internal_weight=0 57.5131 47.6848
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internal_count=224 117 97
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shrinkage=0.1
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Tree=3
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num_leaves=4
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num_cat=0
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split_feature=3 4 0
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split_gain=90.0026 0.0862517 0.000425163
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threshold=1.0226000000000002 0.33380000000000004 0.32655000000000006
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decision_type=2 2 2
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left_child=1 2 -1
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right_child=-2 -3 -4
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leaf_value=0.088377084683636864 -0.093644382448195174 0.078241277233462178 0.089114635730583758
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leaf_weight=37.834096491336823 53.253562599420547 9.8282852172851545 9.8507342338561994
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leaf_count=77 107 20 20
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internal_value=0 0.867713 0.885294
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internal_weight=0 57.5131 47.6848
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internal_count=224 117 97
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shrinkage=0.1
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Tree=4
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num_leaves=6
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num_cat=0
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split_feature=3 6 0 4 0
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split_gain=74.9721 0.0814382 0.00010498 6.17496e-05 3.55271e-15
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threshold=1.0226000000000002 0.26075000000000004 0.30560000000000004 0.22745000000000001 0.21465000000000004
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decision_type=2 2 2 2 2
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left_child=1 2 3 4 -1
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right_child=-2 -3 -4 -5 -6
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leaf_value=-0.082159452550600864 0.086190106080779968 -0.072181262802169091 -0.082598276888739594 -0.082456513755167313 -0.082159452550600878
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leaf_weight=14.76914241909981 52.12652787566185 9.5585083067417127 10.511484205722807 9.5469728112220746 11.434174776077269
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leaf_count=31 107 20 22 20 24
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internal_value=0 -0.805843 -0.823205 -0.822388 -0.821595
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internal_weight=0 55.8203 46.2618 35.7503 26.2033
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internal_count=224 117 97 75 55
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shrinkage=0.1
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Tree=5
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num_leaves=6
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num_cat=0
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split_feature=3 6 0 4 0
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split_gain=74.9721 0.0814382 0.00010498 6.17496e-05 3.55271e-15
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threshold=1.0226000000000002 0.26075000000000004 0.30560000000000004 0.22745000000000001 0.21465000000000004
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decision_type=2 2 2 2 2
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left_child=1 2 3 4 -1
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right_child=-2 -3 -4 -5 -6
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leaf_value=0.082159452550600864 -0.086190106080779968 0.072181262802169091 0.082598276888739594 0.082456513755167313 0.082159452550600878
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leaf_weight=14.76914241909981 52.12652787566185 9.5585083067417127 10.511484205722807 9.5469728112220746 11.434174776077269
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leaf_count=31 107 20 22 20 24
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internal_value=0 0.805843 0.823205 0.822388 0.821595
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internal_weight=0 55.8203 46.2618 35.7503 26.2033
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internal_count=224 117 97 75 55
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shrinkage=0.1
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Tree=6
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num_leaves=6
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num_cat=0
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split_feature=3 0 4 6 4
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split_gain=63.3007 0.08237 0.000444693 8.62725e-06 4.42872e-08
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threshold=1.0226000000000002 0.33030000000000004 0.31945000000000007 0.22815000000000005 0.17360000000000003
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decision_type=2 2 2 2 2
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left_child=1 2 3 4 -1
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right_child=-2 -3 -4 -5 -6
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leaf_value=-0.077284265913306546 0.080459735168483718 -0.067081075594272996 -0.078077429378055466 -0.077394077475822942 -0.077275746115084143
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leaf_weight=15.531342267990114 50.344577014446259 9.1994229853153211 9.6717984676361066 9.1465950608253461 10.048768669366835
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leaf_count=34 107 20 21 20 22
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internal_value=0 -0.756933 -0.774777 -0.773107 -0.772809
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internal_weight=0 53.5979 44.3985 34.7267 25.5801
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internal_count=224 117 97 76 56
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shrinkage=0.1
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Tree=7
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num_leaves=6
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num_cat=0
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split_feature=3 0 4 6 4
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split_gain=63.3007 0.08237 0.000444693 8.62725e-06 4.42872e-08
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threshold=1.0226000000000002 0.33030000000000004 0.31945000000000007 0.22815000000000005 0.17360000000000003
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decision_type=2 2 2 2 2
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left_child=1 2 3 4 -1
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right_child=-2 -3 -4 -5 -6
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leaf_weight=15.531342267990114 50.344577014446259 9.1994229853153211 9.6717984676361066 9.1465950608253461 10.048768669366835
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leaf_count=34 107 20 21 20 22
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internal_value=0 0.756933 0.774777 0.773107 0.772809
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internal_weight=0 53.5979 44.3985 34.7267 25.5801
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internal_count=224 117 97 76 56
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shrinkage=0.1
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Tree=8
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num_leaves=7
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num_cat=0
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split_feature=3 4 0 6 4 0
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split_gain=54.0065 0.086193 0.000604979 1.1713e-05 1.21966e-08 3.55271e-15
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threshold=1.0226000000000002 0.33380000000000004 0.32655000000000006 0.2291 0.17360000000000003 0.78075000000000017
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decision_type=2 2 2 2 2 2
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left_child=1 2 3 4 -1 -2
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right_child=5 -3 -4 -5 -6 -7
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leaf_count=35 85 20 20 20 22 22
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internal_value=0 -0.717311 -0.736041 -0.7341 -0.733749 0.759322
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internal_weight=0 51.0347 42.2566 33.4484 24.7474 48.1251
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internal_count=224 117 97 77 57 107
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shrinkage=0.1
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Tree=9
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num_cat=0
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split_feature=3 4 0 6 4 0
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split_gain=54.0065 0.086193 0.000604979 1.1713e-05 1.21966e-08 3.55271e-15
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threshold=1.0226000000000002 0.33380000000000004 0.32655000000000006 0.2291 0.17360000000000003 0.78075000000000017
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decision_type=2 2 2 2 2 2
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left_child=1 2 3 4 -1 -2
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leaf_count=35 85 20 20 20 22 22
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internal_weight=0 51.0347 42.2566 33.4484 24.7474 48.1251
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internal_count=224 117 97 77 57 107
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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=29
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Tree=32
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split_feature=3 5 3 4 0 2 3 4 5
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split_gain=11.7523 0.46671 0.064395 0.000115779 0.000100996 1.70289e-06 7.90273e-07 1.8669e-07 9.61438e-10
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.30560000000000004 0.22465000000000004 1.3569500000000001 0.17515000000000003 0.9598500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 5 7 -4 -1 -8
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right_child=1 2 6 -5 -6 -7 8 -9 -10
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leaf_value=-0.055219704414937357 0.022079748237595457 0.070538346446616662 0.055685479703988572 -0.056016268815027137 -0.055832267707288864 -0.055315368051650417 0.055629686013912986 -0.055250018021458694 0.055631727533072384
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leaf_weight=4.9642702490091342 4.3166267722845104 3.7138918340206173 3.6631036400794974 3.8312530964612952 4.0969500839710227 3.4714618623256674 3.8202356994152051 3.4391031116247177 5.8229960352182388
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leaf_count=29 20 20 20 20 22 20 21 20 32
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internal_value=0 0.514474 0.588955 -0.555226 -0.554042 -0.552564 0.556459 -0.552321 0.556309
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internal_weight=0 21.3369 17.0202 19.803 15.9718 11.8748 13.3063 8.40337 9.64323
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internal_count=224 113 93 111 91 69 73 49 53
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shrinkage=0.1
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Tree=33
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split_feature=3 5 3 4 0 2 3 4 5
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split_gain=11.7523 0.46671 0.064395 0.000115779 0.000100996 1.70289e-06 7.90273e-07 1.8669e-07 9.61438e-10
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.30560000000000004 0.22465000000000004 1.3569500000000001 0.17515000000000003 0.9598500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 5 7 -4 -1 -8
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right_child=1 2 6 -5 -6 -7 8 -9 -10
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leaf_weight=4.9642702490091342 4.3166267722845104 3.7138918340206173 3.6631036400794974 3.8312530964612952 4.0969500839710227 3.4714618623256674 3.8202356994152051 3.4391031116247177 5.8229960352182388
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leaf_count=29 20 20 20 20 22 20 21 20 32
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internal_value=0 -0.514474 -0.588955 0.555226 0.554042 0.552564 -0.556459 0.552321 -0.556309
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internal_weight=0 21.3369 17.0202 19.803 15.9718 11.8748 13.3063 8.40337 9.64323
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internal_count=224 113 93 111 91 69 73 49 53
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shrinkage=0.1
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Tree=34
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split_feature=0 3 2 4 5 0 6 2 4 5
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split_gain=10.5963 0.371256 0.0573894 0.000106128 4.34087e-05 2.03529e-05 2.94728e-07 7.91931e-08 1.93617e-09 1.9984e-14
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.20710000000000003 0.94305000000000005 0.16625000000000004 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 6 8 -6 -1 -9
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right_child=2 -3 4 -5 7 -7 -8 9 -10 -11
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leaf_value=-0.054675516576772998 0.069272310997288436 -0.02176209066252709 0.055441095346885738 -0.055378754648904495 0.055019801326314399 -0.054973960662620613 -0.054711099565656222 0.055038724314192961 -0.05467207848526761 0.055038713411105347
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leaf_weight=3.4408561885356956 3.6508941352367428 4.2551129311323157 3.5158280730247489 3.5045212507247916 3.3156437426805478 3.2824505418539038 3.1471251547336578 3.3267022669315338 3.1261418908834457 3.3266961574554443
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leaf_count=22 21 21 20 20 20 20 20 20 20 20
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internal_value=0 -0.480989 0.581502 -0.548904 0.55139 -0.547587 -0.546859 0.550324 -0.546739 0.550387
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internal_weight=0 20.7562 17.1358 16.5011 13.4849 12.9966 9.71412 9.96904 6.567 6.6534
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internal_count=224 123 101 102 80 82 62 60 42 40
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shrinkage=0.1
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Tree=35
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split_feature=0 3 2 4 5 0 6 2 4 5
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split_gain=10.5963 0.371256 0.0573894 0.000106128 4.34087e-05 2.03529e-05 2.94728e-07 7.91931e-08 1.93617e-09 1.9984e-14
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.20710000000000003 0.94305000000000005 0.16625000000000004 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 6 8 -6 -1 -9
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right_child=2 -3 4 -5 7 -7 -8 9 -10 -11
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leaf_value=0.054675516576772998 -0.069272310997288436 0.02176209066252709 -0.055441095346885738 0.055378754648904495 -0.055019801326314399 0.054973960662620613 0.054711099565656222 -0.055038724314192961 0.05467207848526761 -0.055038713411105347
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leaf_weight=3.4408561885356956 3.6508941352367428 4.2551129311323157 3.5158280730247489 3.5045212507247916 3.3156437426805478 3.2824505418539038 3.1471251547336578 3.3267022669315338 3.1261418908834457 3.3266961574554443
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leaf_count=22 21 21 20 20 20 20 20 20 20 20
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internal_value=0 0.480989 -0.581502 0.548904 -0.55139 0.547587 0.546859 -0.550324 0.546739 -0.550387
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internal_weight=0 20.7562 17.1358 16.5011 13.4849 12.9966 9.71412 9.96904 6.567 6.6534
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internal_count=224 123 101 102 80 82 62 60 42 40
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shrinkage=0.1
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Tree=36
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num_cat=0
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split_feature=3 4 2 5 0 0 2 0 4
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split_gain=9.48626 0.2029 0.00119481 0.000199707 2.18407e-05 9.85679e-06 8.24688e-06 1.64003e-07 1.04207e-09
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79870000000000008 0.57590000000000008 0.28220000000000006 0.91690000000000016 0.19285000000000005 0.49670000000000009
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 5 -2 -5 7 -6 -1 -8
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right_child=3 -3 -4 4 6 -7 8 -9 -10
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leaf_value=-0.054216633603730913 0.055381601116478385 -0.02791540918439165 -0.056327705906022513 0.05474927502929388 0.054314860334872442 -0.054412169924185155 0.054511054602649094 -0.054187730668852935 0.05451352995906366
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leaf_weight=3.2987938076257723 3.4343508929014233 3.4703506231307975 3.7148604691028586 3.2729256600141516 3.0608241707086545 2.9725158661603919 3.1880721151828766 4.8490344136953354 3.6451786756515503
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leaf_count=23 20 20 20 21 21 20 21 34 24
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internal_value=0 -0.49683 -0.54775 0.547025 0.545253 -0.542563 0.544513 -0.541994 0.545124
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internal_weight=0 18.3056 14.8352 16.6014 13.167 11.1203 9.89407 8.14783 6.83325
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internal_count=224 117 97 107 87 77 66 57 45
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shrinkage=0.1
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Tree=37
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split_feature=3 4 2 5 0 0 2 0 4
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split_gain=9.48626 0.2029 0.00119481 0.000199707 2.18407e-05 9.85679e-06 8.24688e-06 1.64003e-07 1.04207e-09
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79870000000000008 0.57590000000000008 0.28220000000000006 0.91690000000000016 0.19285000000000005 0.49670000000000009
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 5 -2 -5 7 -6 -1 -8
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right_child=3 -3 -4 4 6 -7 8 -9 -10
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leaf_value=0.054216633603730913 -0.055381601116478385 0.02791540918439165 0.056327705906022513 -0.05474927502929388 -0.054314860334872442 0.054412169924185155 -0.054511054602649094 0.054187730668852935 -0.05451352995906366
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leaf_weight=3.2987938076257723 3.4343508929014233 3.4703506231307975 3.7148604691028586 3.2729256600141516 3.0608241707086545 2.9725158661603919 3.1880721151828766 4.8490344136953354 3.6451786756515503
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leaf_count=23 20 20 20 21 21 20 21 34 24
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internal_value=0 0.49683 0.54775 -0.547025 -0.545253 0.542563 -0.544513 0.541994 -0.545124
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internal_weight=0 18.3056 14.8352 16.6014 13.167 11.1203 9.89407 8.14783 6.83325
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internal_count=224 117 97 107 87 77 66 57 45
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shrinkage=0.1
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Tree=38
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num_cat=0
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split_feature=0 3 2 4 5 0 6 0 4
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split_gain=8.56775 0.358005 0.062849 0.000123387 2.24332e-05 1.05709e-05 1.2277e-07 4.46526e-08 9.4143e-10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.20710000000000003 0.63805000000000012 0.16625000000000004
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 6 8 -6 -1
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right_child=2 -3 4 -5 7 -7 -8 -9 -10
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leaf_value=-0.053760566720233084 0.070305385098162115 -0.019542082387832671 0.054364020006476749 -0.054545429837464104 0.054032258943094214 -0.053995361896404373 -0.053785657456868335 0.054047641375706945 -0.053757938279936503
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leaf_weight=2.8625173568725604 3.0534630343317977 3.857797071337699 2.9321741610765448 3.0510910749435416 2.899705767631529 2.7328723222017279 2.6166807115077972 5.4039727598428726 2.6007221937179565
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leaf_count=22 21 21 20 20 21 20 20 39 20
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internal_value=0 -0.464863 0.575835 -0.539838 0.541262 -0.538253 -0.537678 0.540423 -0.537593
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internal_weight=0 17.7217 14.2893 13.8639 11.2359 10.8128 8.07992 8.30368 5.46324
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internal_count=224 123 101 102 80 82 62 60 42
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shrinkage=0.1
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Tree=39
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split_feature=0 3 2 4 5 0 6 0 4
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split_gain=8.56775 0.358005 0.062849 0.000123387 2.24332e-05 1.05709e-05 1.2277e-07 4.46526e-08 9.4143e-10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.20710000000000003 0.63805000000000012 0.16625000000000004
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 6 8 -6 -1
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right_child=2 -3 4 -5 7 -7 -8 -9 -10
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leaf_value=0.053760566720233084 -0.070305385098162115 0.019542082387832671 -0.054364020006476749 0.054545429837464104 -0.054032258943094214 0.053995361896404373 0.053785657456868335 -0.054047641375706945 0.053757938279936503
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leaf_weight=2.8625173568725604 3.0534630343317977 3.857797071337699 2.9321741610765448 3.0510910749435416 2.899705767631529 2.7328723222017279 2.6166807115077972 5.4039727598428726 2.6007221937179565
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leaf_count=22 21 21 20 20 21 20 20 39 20
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internal_value=0 0.464863 -0.575835 0.539838 -0.541262 0.538253 0.537678 -0.540423 0.537593
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internal_weight=0 17.7217 14.2893 13.8639 11.2359 10.8128 8.07992 8.30368 5.46324
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internal_count=224 123 101 102 80 82 62 60 42
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shrinkage=0.1
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Tree=40
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num_leaves=10
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split_feature=3 5 3 2 5 3 0 3 5
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split_gain=7.67132 0.438372 0.0593966 6.99561e-05 5.21742e-05 4.30732e-06 3.8786e-06 1.08217e-08 3.1748e-09
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 1.3569500000000001 0.27615000000000006 0.55255000000000021 0.9598500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 7 -1 -7
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right_child=1 2 5 -5 -6 8 -8 -9 -10
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leaf_value=-0.053383417930669676 0.017039116804645097 0.070388578246742481 0.053782699199717024 -0.054091429068310597 -0.053931554979960009 0.053627991733214864 -0.053526333061533454 -0.053374629122522235 0.053632446030042372
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leaf_weight=2.4930565580725688 3.4432985335588446 2.7579850703477851 2.5837445855140668 3.0366343259811392 2.6902493461966506 2.6491193175315857 2.577843651175499 3.1983016952872276 4.0410451292991638
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leaf_count=21 20 20 20 22 20 21 21 27 32
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internal_value=0 0.485009 0.575046 -0.536667 -0.53549 0.53673 -0.534246 -0.533785 0.536307
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internal_weight=0 15.4752 12.0319 13.9961 10.9595 9.27391 8.2692 5.69136 6.69016
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internal_count=224 113 93 111 89 73 69 48 53
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shrinkage=0.1
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Tree=41
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split_feature=3 5 3 2 5 3 0 3 5
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split_gain=7.67132 0.438372 0.0593966 6.99561e-05 5.21742e-05 4.30732e-06 3.8786e-06 1.08217e-08 3.1748e-09
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 1.3569500000000001 0.27615000000000006 0.55255000000000021 0.9598500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 7 -1 -7
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right_child=1 2 5 -5 -6 8 -8 -9 -10
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leaf_value=0.053383417930669676 -0.017039116804645097 -0.070388578246742481 -0.053782699199717024 0.054091429068310597 0.053931554979960009 -0.053627991733214864 0.053526333061533454 0.053374629122522235 -0.053632446030042372
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leaf_weight=2.4930565580725688 3.4432985335588446 2.7579850703477851 2.5837445855140668 3.0366343259811392 2.6902493461966506 2.6491193175315857 2.577843651175499 3.1983016952872276 4.0410451292991638
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leaf_count=21 20 20 20 22 20 21 21 27 32
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internal_value=0 -0.485009 -0.575046 0.536667 0.53549 -0.53673 0.534246 0.533785 -0.536307
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internal_weight=0 15.4752 12.0319 13.9961 10.9595 9.27391 8.2692 5.69136 6.69016
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internal_count=224 113 93 111 89 73 69 48 53
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shrinkage=0.1
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Tree=42
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split_feature=0 3 2 4 5 0 6 0 4
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split_gain=6.93442 0.321929 0.0516149 6.48244e-05 2.78628e-05 5.5788e-06 5.93799e-08 4.18855e-08 7.27237e-10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.20710000000000003 0.63805000000000012 0.16625000000000004
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 6 8 -6 -1
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right_child=2 -3 4 -5 7 -7 -8 -9 -10
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leaf_value=-0.053035120479577959 0.069300693606535083 -0.019049462834992485 0.053647329993781113 -0.053658795121363401 0.053246860318358818 -0.053221874180749952 -0.053054031526574758 0.053263219528694866 -0.053032583620253385
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leaf_weight=2.3739495575428027 2.5925788953900328 3.6280837953090659 2.4985295012593252 2.5376664921641341 2.4037108421325684 2.2681412696838379 2.1695994809269905 4.4859671145677567 2.1565355956554413
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leaf_count=22 21 21 20 20 21 20 20 39 20
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internal_value=0 -0.450226 0.568105 -0.532126 0.533613 -0.530863 -0.530404 0.532575 -0.530339
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internal_weight=0 15.134 11.9808 11.5059 9.38821 8.96823 6.70008 6.88968 4.53049
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internal_count=224 123 101 102 80 82 62 60 42
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shrinkage=0.1
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Tree=43
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split_gain=6.93442 0.321929 0.0516149 6.48244e-05 2.78628e-05 5.5788e-06 5.93799e-08 4.18855e-08 7.27237e-10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.20710000000000003 0.63805000000000012 0.16625000000000004
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=2 -3 4 -5 7 -7 -8 -9 -10
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leaf_weight=2.3739495575428027 2.5925788953900328 3.6280837953090659 2.4985295012593252 2.5376664921641341 2.4037108421325684 2.2681412696838379 2.1695994809269905 4.4859671145677567 2.1565355956554413
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leaf_count=22 21 21 20 20 21 20 20 39 20
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internal_value=0 0.450226 -0.568105 0.532126 -0.533613 0.530863 0.530404 -0.532575 0.530339
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internal_weight=0 15.134 11.9808 11.5059 9.38821 8.96823 6.70008 6.88968 4.53049
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internal_count=224 123 101 102 80 82 62 60 42
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shrinkage=0.1
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Tree=44
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split_feature=3 4 2 0 5 2 0 0 4
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split_gain=6.22516 0.230499 0.00120458 0.00030429 2.66235e-05 9.38991e-06 2.73523e-06 4.37648e-08 2.26771e-10
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 0.52930000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.19285000000000005
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Tree=54
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Tree=56
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Tree=57
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_value=0.051467852658836667 -0.053140308931643024 0.0120991353269335 0.053791011269971781 -0.05186218871955111 -0.051360052945684166 -0.051565118390500875 0.051551704267440435 0.051458844903316092 -0.051566233341573842
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leaf_weight=1.2742842696607097 1.8886529281735427 1.9237288311123846 2.0871538184583187 1.3309975527226923 1.002638600766659 1.2360992059111597 1.1613001786172388 1.8731253296136854 1.4136338494718073
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leaf_count=23 22 20 20 20 20 21 20 34 24
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internal_value=0 0.429572 0.522386 -0.520259 -0.516035 -0.515093 0.514865 0.514625 -0.515657
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internal_weight=0 8.31959 6.39586 6.87202 4.98337 3.65237 4.30871 3.14741 2.64973
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internal_count=224 117 97 107 85 65 77 57 45
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shrinkage=0.1
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Tree=58
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num_leaves=10
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num_cat=0
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=3.11848 0.239362 0.0349719 4.05265e-05 7.20687e-06 6.25108e-07 2.80304e-08 1.39255e-08 1.00777e-10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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|
decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 8 -1
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|
right_child=2 -3 4 -5 6 -7 -8 -9 -10
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leaf_value=-0.051317340499663161 0.069574406326260524 -0.014333543368508736 0.051690348331587692 -0.051958732162513004 0.051392035542612395 -0.051410204963662935 0.051411736846802385 -0.051330970627236322 -0.051315953396848392
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leaf_weight=1.10050594434142 1.4101391844451434 2.5060265064239502 1.2241240851581094 1.4431855641305444 1.1054255776107313 1.0612549148499963 2.0829655714333057 1.009832192212343 0.9994581714272498
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leaf_count=22 21 21 20 20 21 20 39 20 20
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internal_value=0 -0.400313 0.558652 -0.51502 0.514841 -0.513439 0.514049 -0.513213 -0.513167
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internal_weight=0 8.12026 5.82265 5.61424 4.41252 4.17105 3.18839 3.1098 2.09996
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internal_count=224 123 101 102 80 82 60 62 42
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shrinkage=0.1
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Tree=59
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num_leaves=10
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num_cat=0
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=3.11848 0.239362 0.0349719 4.05265e-05 7.20687e-06 6.25108e-07 2.80304e-08 1.39255e-08 1.00777e-10
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 8 -1
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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leaf_value=0.051317340499663161 -0.069574406326260524 0.014333543368508736 -0.051690348331587692 0.051958732162513004 -0.051392035542612395 0.051410204963662935 -0.051411736846802385 0.051330970627236322 0.051315953396848392
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leaf_weight=1.10050594434142 1.4101391844451434 2.5060265064239502 1.2241240851581094 1.4431855641305444 1.1054255776107313 1.0612549148499963 2.0829655714333057 1.009832192212343 0.9994581714272498
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leaf_count=22 21 21 20 20 21 20 39 20 20
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internal_value=0 0.400313 -0.558652 0.51502 -0.514841 0.513439 -0.514049 0.513213 0.513167
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internal_weight=0 8.12026 5.82265 5.61424 4.41252 4.17105 3.18839 3.1098 2.09996
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internal_count=224 123 101 102 80 82 60 62 42
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shrinkage=0.1
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Tree=60
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num_leaves=10
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num_cat=0
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split_feature=3 5 3 2 5 6 0 0 3
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split_gain=2.81293 0.324602 0.0255758 3.05923e-05 1.69167e-05 4.28072e-06 2.84075e-07 4.79675e-09 4.81307e-10
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 0.2708000000000001 0.27615000000000006 0.66810000000000014 0.55255000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 8 -7 -1
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_value=-0.051191008329962373 0.0082713966054888694 0.066988398191517459 0.051509777600072616 -0.051862535492795063 -0.05164927717109688 0.051263692672716459 -0.051253775547516589 0.05127255126346756 -0.051188012522160348
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leaf_weight=0.95436374843120642 1.9959264099597926 1.4714002907276151 1.0385884940624239 1.4360196404159067 1.2076613940298555 1.0096915923058989 0.9967813529074192 1.5489580966532228 1.2241869457066057
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leaf_count=21 20 20 20 22 20 21 21 32 27
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internal_value=0 0.424305 0.558816 -0.51462 -0.513307 0.513386 -0.512096 0.512691 -0.511893
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internal_weight=0 7.06456 5.06864 5.81901 4.38299 3.59724 3.17533 2.55865 2.17855
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internal_count=224 113 93 111 89 73 69 53 48
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shrinkage=0.1
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Tree=61
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num_leaves=10
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num_cat=0
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split_feature=3 5 3 2 5 6 0 0 3
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split_gain=2.81293 0.324602 0.0255758 3.05923e-05 1.69167e-05 4.28072e-06 2.84075e-07 4.79675e-09 4.81307e-10
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 0.2708000000000001 0.27615000000000006 0.66810000000000014 0.55255000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 8 -7 -1
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_value=0.051191008329962373 -0.0082713966054888694 -0.066988398191517459 -0.051509777600072616 0.051862535492795063 0.05164927717109688 -0.051263692672716459 0.051253775547516589 -0.05127255126346756 0.051188012522160348
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leaf_weight=0.95436374843120642 1.9959264099597926 1.4714002907276151 1.0385884940624239 1.4360196404159067 1.2076613940298555 1.0096915923058989 0.9967813529074192 1.5489580966532228 1.2241869457066057
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leaf_count=21 20 20 20 22 20 21 21 32 27
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internal_value=0 -0.424305 -0.558816 0.51462 0.513307 -0.513386 0.512096 -0.512691 0.511893
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internal_weight=0 7.06456 5.06864 5.81901 4.38299 3.59724 3.17533 2.55865 2.17855
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internal_count=224 113 93 111 89 73 69 53 48
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shrinkage=0.1
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Tree=62
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num_leaves=11
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num_cat=0
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split_feature=0 3 2 4 5 0 2 6 1 6
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split_gain=2.53187 0.216278 0.0223566 2.18651e-05 7.25312e-06 3.3808e-07 1.70228e-08 7.13118e-09 1.93188e-10 7.46215e-11
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.94305000000000005 0.20710000000000003 1.1947500000000002 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 9 -8 -1
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right_child=2 -3 4 -5 6 -7 8 -9 -10 -11
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leaf_value=-0.051073153363369074 0.066811153421584585 -0.014053934774806199 0.051455221229627139 -0.051592056310477898 0.051132175485092961 -0.051148264169717197 0.05114826606889962 -0.051083804453920079 0.051150363135299685 -0.051071837149553795
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leaf_weight=0.90510558709502276 1.2302472349256275 2.3679178133606911 1.0450802333652975 1.1896905675530431 0.8645170480012897 0.87294843420386303 0.87781940400600411 0.83028724789619424 0.87936054542660702 0.82185265049338341
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leaf_count=22 21 21 20 20 20 20 20 20 20 20
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internal_value=0 -0.386275 0.551462 -0.512227 0.512325 -0.510945 0.511437 -0.510762 0.511493 -0.510725
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internal_weight=0 6.9878 4.89702 4.61988 3.66678 3.43019 2.6217 2.55725 1.75718 1.72696
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internal_count=224 123 101 102 80 82 60 62 40 42
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shrinkage=0.1
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Tree=63
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num_cat=0
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split_feature=0 3 2 4 5 0 2 6 1 6
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split_gain=2.53187 0.216278 0.0223566 2.18651e-05 7.25312e-06 3.3808e-07 1.70228e-08 7.13118e-09 1.93188e-10 7.46215e-11
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.94305000000000005 0.20710000000000003 1.1947500000000002 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 9 -8 -1
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right_child=2 -3 4 -5 6 -7 8 -9 -10 -11
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leaf_value=0.051073153363369074 -0.066811153421584585 0.014053934774806199 -0.051455221229627139 0.051592056310477898 -0.051132175485092961 0.051148264169717197 -0.05114826606889962 0.051083804453920079 -0.051150363135299685 0.051071837149553795
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leaf_weight=0.90510558709502276 1.2302472349256275 2.3679178133606911 1.0450802333652975 1.1896905675530431 0.8645170480012897 0.87294843420386303 0.87781940400600411 0.83028724789619424 0.87936054542660702 0.82185265049338341
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leaf_count=22 21 21 20 20 20 20 20 20 20 20
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internal_value=0 0.386275 -0.551462 0.512227 -0.512325 0.510945 -0.511437 0.510762 -0.511493 0.510725
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internal_weight=0 6.9878 4.89702 4.61988 3.66678 3.43019 2.6217 2.55725 1.75718 1.72696
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internal_count=224 123 101 102 80 82 60 62 40 42
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shrinkage=0.1
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Tree=64
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num_leaves=10
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split_feature=3 4 2 0 5 2 0 0 5
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split_gain=2.32428 0.219883 0.000560473 0.000323853 6.1411e-06 1.12681e-06 1.98191e-07 1.70392e-09 4.07193e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 1.0289000000000004
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_value=-0.050973770553792708 0.05284963330743378 -0.0080378226367683776 -0.053274262048386513 0.051299132632211045 0.050884653643237236 0.051037528785008661 -0.051029100015471507 -0.050968006870902575 0.051038487800860705
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leaf_weight=0.8618282452225694 1.4914807341992853 1.5268045477569101 1.692048445343971 0.92877418547868773 0.65320200286805663 0.7966162376105782 0.78593995049595822 1.2669528089463709 0.9966570772230624
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leaf_count=23 22 20 20 20 20 20 20 34 25
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internal_value=0 -0.409264 -0.518266 0.516225 0.510802 0.509971 -0.509862 -0.509703 0.510381
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internal_weight=0 6.13357 4.60677 4.86673 3.37525 2.44648 2.91472 2.12878 1.79327
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internal_count=224 117 97 107 85 65 77 57 45
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shrinkage=0.1
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Tree=65
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num_leaves=10
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num_cat=0
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split_feature=3 4 2 0 5 2 0 0 5
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split_gain=2.32428 0.219883 0.000560473 0.000323853 6.1411e-06 1.12681e-06 1.98191e-07 1.70392e-09 4.07193e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 1.0289000000000004
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_value=0.050973770553792708 -0.05284963330743378 0.0080378226367683776 0.053274262048386513 -0.051299132632211045 -0.050884653643237236 -0.051037528785008661 0.051029100015471507 0.050968006870902575 -0.051038487800860705
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leaf_weight=0.8618282452225694 1.4914807341992853 1.5268045477569101 1.692048445343971 0.92877418547868773 0.65320200286805663 0.7966162376105782 0.78593995049595822 1.2669528089463709 0.9966570772230624
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leaf_count=23 22 20 20 20 20 20 20 34 25
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internal_value=0 0.409264 0.518266 -0.516225 -0.510802 -0.509971 0.509862 0.509703 -0.510381
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internal_weight=0 6.13357 4.60677 4.86673 3.37525 2.44648 2.91472 2.12878 1.79327
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internal_count=224 117 97 107 85 65 77 57 45
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shrinkage=0.1
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Tree=66
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num_leaves=10
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split_feature=3 5 3 2 5 6 0 0 3
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split_gain=2.08818 0.29006 0.01704 1.74781e-05 1.20132e-05 3.23201e-06 1.1351e-07 2.6378e-09 1.93132e-10
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 0.2708000000000001 0.27615000000000006 0.66810000000000014 0.55255000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 8 -7 -1
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_value=-0.050876626811833338 0.0063005259750553398 0.065220279340991075 0.051174154748285718 -0.051466111172459361 -0.051309414082039553 0.050928576446175725 -0.050922582372563856 0.050936187966110484 -0.050874428411632602
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leaf_weight=0.71115533262491293 1.7304496616125105 1.2274138517677786 0.78615189343690894 1.1325966306030748 0.96131726726889621 0.75172455981373776 0.74299217388033856 1.1546335928142069 0.9121965616941452
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leaf_count=21 20 20 20 22 20 21 21 32 27
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internal_value=0 0.404013 0.554551 -0.511268 -0.510113 0.510035 -0.508902 0.509332 -0.508754
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internal_weight=0 5.65037 3.91992 4.46026 3.32766 2.69251 2.36634 1.90636 1.62335
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internal_count=224 113 93 111 89 73 69 53 48
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shrinkage=0.1
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Tree=67
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num_leaves=10
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num_cat=0
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split_feature=3 5 3 2 5 6 0 0 3
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split_gain=2.08818 0.29006 0.01704 1.74781e-05 1.20132e-05 3.23201e-06 1.1351e-07 2.6378e-09 1.93132e-10
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 0.2708000000000001 0.27615000000000006 0.66810000000000014 0.55255000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 8 -7 -1
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_value=0.050876626811833338 -0.0063005259750553398 -0.065220279340991075 -0.051174154748285718 0.051466111172459361 0.051309414082039553 -0.050928576446175725 0.050922582372563856 -0.050936187966110484 0.050874428411632602
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leaf_weight=0.71115533262491293 1.7304496616125105 1.2274138517677786 0.78615189343690894 1.1325966306030748 0.96131726726889621 0.75172455981373776 0.74299217388033856 1.1546335928142069 0.9121965616941452
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leaf_count=21 20 20 20 22 20 21 21 32 27
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internal_value=0 -0.404013 -0.554551 0.511268 0.510113 -0.510035 0.508902 -0.509332 0.508754
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internal_weight=0 5.65037 3.91992 4.46026 3.32766 2.69251 2.36634 1.90636 1.62335
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internal_count=224 113 93 111 89 73 69 53 48
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shrinkage=0.1
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Tree=68
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num_leaves=10
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=1.90202 0.180436 0.0148576 1.53303e-05 5.1412e-06 1.34446e-07 8.55568e-09 2.22399e-09 3.85951e-11
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 8 -1
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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leaf_value=-0.050790384942912874 0.065061162786819546 -0.013577242215119476 0.051140930092287595 -0.051274031053016179 0.050832292428097274 -0.050844907760551318 0.050846212721192212 -0.05079716381019822 -0.050789288009590663
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leaf_weight=0.67405943945050317 1.0181369353085759 2.045135609805584 0.8112391754984859 0.96201105974614609 0.67500788532197453 0.64996779151260842 1.2764857374131677 0.61762808449566353 0.61195383220911037
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leaf_count=22 21 21 20 20 21 20 39 20 20
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internal_value=0 -0.371948 0.547349 -0.509338 0.509294 -0.508056 0.508414 -0.507922 -0.507899
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internal_weight=0 5.56076 3.78087 3.51562 2.76273 2.55361 1.95149 1.90364 1.28601
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internal_count=224 123 101 102 80 82 60 62 42
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shrinkage=0.1
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Tree=69
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=1.90202 0.180436 0.0148576 1.53303e-05 5.1412e-06 1.34446e-07 8.55568e-09 2.22399e-09 3.85951e-11
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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internal_weight=0 5.56076 3.78087 3.51562 2.76273 2.55361 1.95149 1.90364 1.28601
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shrinkage=0.1
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Tree=70
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split_gain=1.75549 0.199944 0.000415161 0.000252309 4.30051e-06 4.94415e-07 7.95235e-08 6.5523e-10 2.34104e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 1.0390500000000003
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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internal_weight=0 4.89852 3.59583 3.7629 2.53264 1.81102 2.16953 1.58439 1.33508
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Tree=71
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split_gain=1.75549 0.199944 0.000415161 0.000252309 4.30051e-06 4.94415e-07 7.95235e-08 6.5523e-10 2.34104e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 1.0390500000000003
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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internal_weight=0 4.89852 3.59583 3.7629 2.53264 1.81102 2.16953 1.58439 1.33508
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Tree=72
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split_gain=1.56658 0.197221 0.000306705 0.000187134 3.17503e-06 3.64194e-07 5.86808e-08 4.83341e-10 1.73159e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 1.0390500000000003
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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Tree=73
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split_gain=1.56658 0.197221 0.000306705 0.000187134 3.17503e-06 3.64194e-07 5.86808e-08 4.83341e-10 1.73159e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.53415000000000012 0.82615000000000005 0.90680000000000016 0.28220000000000006 0.19285000000000005 1.0390500000000003
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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internal_weight=0 4.55768 3.26286 3.41317 2.29501 1.64085 1.96565 1.43547 1.2097
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Tree=74
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split_gain=1.45728 0.156251 0.0132488 1.64619e-05 2.06721e-06 5.35058e-08 4.43984e-09 5.88814e-10 1.57261e-11
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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internal_weight=0 4.43438 2.90854 2.74771 2.05473 1.89812 1.45066 1.41499 0.956398
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Tree=75
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split_gain=1.45728 0.156251 0.0132488 1.64619e-05 2.06721e-06 5.35058e-08 4.43984e-09 5.88814e-10 1.57261e-11
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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internal_weight=0 4.43438 2.90854 2.74771 2.05473 1.89812 1.45066 1.41499 0.956398
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internal_count=224 123 101 102 80 82 60 62 42
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shrinkage=0.1
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Tree=76
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split_feature=3 5 3 2 5 6 0 0 3
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split_gain=1.30345 0.229158 0.00828643 7.38038e-06 7.24649e-06 2.2735e-06 2.48438e-08 9.34977e-10 4.25011e-11
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 0.2708000000000001 0.27615000000000006 0.66810000000000014 0.55255000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_weight=0.43416289798915447 1.315908217802644 0.9393418608233336 0.49750874005258072 0.78002935834228981 0.67700730264186848 0.45803745836019488 0.45375574566423887 0.70514447428286076 0.55688461102545261
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internal_weight=0 3.91594 2.60003 2.90184 2.12181 1.66069 1.4448 1.16318 0.991048
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internal_count=224 113 93 111 89 73 69 53 48
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Tree=77
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split_gain=1.30345 0.229158 0.00828643 7.38038e-06 7.24649e-06 2.2735e-06 2.48438e-08 9.34977e-10 4.25011e-11
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.26590000000000008 0.76155000000000006 0.2708000000000001 0.27615000000000006 0.66810000000000014 0.55255000000000021
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decision_type=2 2 2 2 2 2 2 2 2
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leaf_weight=0.43416289798915447 1.315908217802644 0.9393418608233336 0.49750874005258072 0.78002935834228981 0.67700730264186848 0.45803745836019488 0.45375574566423887 0.70514447428286076 0.55688461102545261
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internal_weight=0 3.91594 2.60003 2.90184 2.12181 1.66069 1.4448 1.16318 0.991048
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Tree=78
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split_gain=1.19352 0.173715 0.000222049 0.000146152 4.72138e-06 2.3656e-08 2.07462e-08 1.85952e-10 6.12369e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.28220000000000006 0.91690000000000016 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=3 -3 -4 4 6 -7 8 -9 -10
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internal_weight=0 3.66052 2.55782 2.65225 1.86489 1.46075 1.16215 1.06669 0.796919
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Tree=79
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split_gain=1.19352 0.173715 0.000222049 0.000146152 4.72138e-06 2.3656e-08 2.07462e-08 1.85952e-10 6.12369e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.28220000000000006 0.91690000000000016 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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internal_weight=0 3.66052 2.55782 2.65225 1.86489 1.46075 1.16215 1.06669 0.796919
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shrinkage=0.1
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Tree=80
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split_gain=1.10075 0.130424 0.00789983 1.02813e-05 1.43651e-06 2.14478e-08 1.86235e-09 1.78172e-10 7.7236e-12
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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Tree=81
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split_gain=1.10075 0.130424 0.00789983 1.02813e-05 1.43651e-06 2.14478e-08 1.86235e-09 1.78172e-10 7.7236e-12
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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Tree=82
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split_gain=0.990529 0.159634 0.000155266 0.00012399 3.3499e-06 1.29244e-08 1.14199e-08 1.00096e-10 3.59099e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.28220000000000006 0.91690000000000016 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 5 -2 -5 7 -6 -1 -8
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right_child=3 -3 -4 4 6 -7 8 -9 -10
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leaf_value=-0.050390991492674744 0.052128835815142986 -0.0030836858561436547 -0.052098875411839468 0.050712187200924401 0.050391715929802065 -0.050413096164931795 0.050414572108384542 -0.05038881219910249 0.050416054602296229
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leaf_weight=0.35409607086330719 0.70058957580477033 1.0141248442232607 0.96819876506924607 0.58349924813956 0.29881733004003763 0.32319481670856481 0.32620431110262871 0.52065274771302938 0.32736146822571754
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leaf_count=23 20 20 20 27 20 20 20 34 20
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internal_value=0 -0.358275 -0.511571 0.510264 0.505235 -0.50396 0.504079 -0.503897 0.504153
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internal_weight=0 3.18027 2.16614 2.23647 1.53588 1.19794 0.952383 0.874749 0.653566
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internal_count=224 117 97 107 87 77 60 57 40
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shrinkage=0.1
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Tree=83
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num_leaves=10
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num_cat=0
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split_feature=3 4 2 2 6 0 2 0 5
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split_gain=0.990529 0.159634 0.000155266 0.00012399 3.3499e-06 1.29244e-08 1.14199e-08 1.00096e-10 3.59099e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.28220000000000006 0.91690000000000016 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 5 -2 -5 7 -6 -1 -8
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right_child=3 -3 -4 4 6 -7 8 -9 -10
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leaf_value=0.050390991492674744 -0.052128835815142986 0.0030836858561436547 0.052098875411839468 -0.050712187200924401 -0.050391715929802065 0.050413096164931795 -0.050414572108384542 0.05038881219910249 -0.050416054602296229
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leaf_weight=0.35409607086330719 0.70058957580477033 1.0141248442232607 0.96819876506924607 0.58349924813956 0.29881733004003763 0.32319481670856481 0.32620431110262871 0.52065274771302938 0.32736146822571754
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leaf_count=23 20 20 20 27 20 20 20 34 20
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internal_value=0 0.358275 0.511571 -0.510264 -0.505235 0.50396 -0.504079 0.503897 -0.504153
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internal_weight=0 3.18027 2.16614 2.23647 1.53588 1.19794 0.952383 0.874749 0.653566
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internal_count=224 117 97 107 87 77 60 57 40
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shrinkage=0.1
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Tree=84
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num_leaves=10
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num_cat=0
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split_feature=0 2 4 2 4 0 0 2 6
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split_gain=0.915422 0.055514 0.045268 0.005358 7.67602e-06 9.24216e-09 1.71186e-10 9.51996e-11 3.69387e-11
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threshold=0.37560000000000004 0.29185000000000005 0.29250000000000004 0.85085000000000011 0.31945000000000007 0.28220000000000006 0.63805000000000012 0.14815000000000003 0.28735000000000005
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 4 -2 -4 5 7 -5 -1 -8
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right_child=2 -3 3 6 -6 -7 8 -9 -10
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leaf_value=-0.050353293215515599 0.023557764730703288 -0.020960026417968344 0.061906657037758508 0.050373251705092194 -0.05080283445340366 -0.050372321732457453 0.050375248626335391 -0.050350985239752392 0.050376733919700982
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leaf_weight=0.27864464931190042 0.62727698963135525 1.0198350464925168 0.679221033118665 0.30887306202203035 0.60265463311225165 0.30636960733681923 0.2957366406917572 0.49836702365428209 0.38596272841095919
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leaf_count=20 20 20 20 21 20 21 20 36 26
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internal_value=0 -0.393769 0.464617 0.550658 -0.505168 -0.503576 0.503752 -0.503518 0.503761
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internal_weight=0 2.70587 2.29707 1.66979 1.68604 1.08338 0.990572 0.777012 0.681699
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internal_count=224 117 107 87 97 77 67 56 46
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shrinkage=0.1
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Tree=85
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num_leaves=10
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num_cat=0
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split_feature=0 2 4 2 4 0 0 2 6
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split_gain=0.915422 0.055514 0.045268 0.005358 7.67602e-06 9.24216e-09 1.71186e-10 9.51996e-11 3.69387e-11
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threshold=0.37560000000000004 0.29185000000000005 0.29250000000000004 0.85085000000000011 0.31945000000000007 0.28220000000000006 0.63805000000000012 0.14815000000000003 0.28735000000000005
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 4 -2 -4 5 7 -5 -1 -8
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right_child=2 -3 3 6 -6 -7 8 -9 -10
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leaf_value=0.050353293215515599 -0.023557764730703288 0.020960026417968344 -0.061906657037758508 -0.050373251705092194 0.05080283445340366 0.050372321732457453 -0.050375248626335391 0.050350985239752392 -0.050376733919700982
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leaf_weight=0.27864464931190042 0.62727698963135525 1.0198350464925168 0.679221033118665 0.30887306202203035 0.60265463311225165 0.30636960733681923 0.2957366406917572 0.49836702365428209 0.38596272841095919
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leaf_count=20 20 20 20 21 20 21 20 36 26
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internal_value=0 0.393769 -0.464617 -0.550658 0.505168 0.503576 -0.503752 0.503518 -0.503761
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internal_weight=0 2.70587 2.29707 1.66979 1.68604 1.08338 0.990572 0.777012 0.681699
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internal_count=224 117 107 87 97 77 67 56 46
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shrinkage=0.1
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Tree=86
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num_leaves=10
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num_cat=0
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split_feature=3 4 2 2 6 2 0 0 5
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split_gain=0.825938 0.14558 0.000109784 9.90189e-05 2.02713e-06 7.47971e-09 7.0722e-09 5.31553e-11 1.95719e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_value=-0.050319614852207775 0.051970464131704468 -0.0025681932727534152 -0.051872136722733053 0.050592596732327369 0.050318343379205349 0.050338887370757861 -0.050337689113023699 -0.050317860857850706 0.050340096081621571
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leaf_weight=0.29027736745774768 0.62560249026864756 0.93389266729354847 0.85786510910838853 0.48938811616972072 0.24307286040857437 0.26745439972728485 0.26498636230826378 0.42684496846050018 0.26840500067919493
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leaf_count=23 20 20 20 27 20 20 20 34 20
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internal_value=0 -0.347245 -0.510457 0.509409 0.504331 0.503329 -0.503237 -0.503186 0.503395
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internal_weight=0 2.77387 1.83997 1.89392 1.26832 0.778932 0.982109 0.717122 0.535859
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internal_count=224 117 97 107 87 60 77 57 40
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shrinkage=0.1
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Tree=87
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num_leaves=10
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num_cat=0
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split_feature=3 4 2 2 6 2 0 0 5
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split_gain=0.825938 0.14558 0.000109784 9.90189e-05 2.02713e-06 7.47971e-09 7.0722e-09 5.31553e-11 1.95719e-11
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_value=0.050319614852207775 -0.051970464131704468 0.0025681932727534152 0.051872136722733053 -0.050592596732327369 -0.050318343379205349 -0.050338887370757861 0.050337689113023699 0.050317860857850706 -0.050340096081621571
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leaf_weight=0.29027736745774768 0.62560249026864756 0.93389266729354847 0.85786510910838853 0.48938811616972072 0.24307286040857437 0.26745439972728485 0.26498636230826378 0.42684496846050018 0.26840500067919493
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leaf_count=23 20 20 20 27 20 20 20 34 20
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internal_value=0 0.347245 0.510457 -0.509409 -0.504331 -0.503329 0.503237 0.503186 -0.503395
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internal_weight=0 2.77387 1.83997 1.89392 1.26832 0.778932 0.982109 0.717122 0.535859
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internal_count=224 117 97 107 87 60 77 57 40
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shrinkage=0.1
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Tree=88
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num_leaves=10
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num_cat=0
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split_feature=3 5 3 4 2 6 0 0 0
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split_gain=0.770168 0.161214 0.00370603 4.45948e-06 2.67978e-06 6.0703e-07 4.07833e-09 2.28943e-10 3.01691e-11
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.25845000000000001 0.2708000000000001 0.26830000000000004 0.66810000000000014 0.19285000000000005
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 8 -7 -1
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_value=-0.050288982472890126 0.0022498087835929287 0.060059218035579502 0.050482306024831482 -0.050736663531758333 -0.050610199169865901 0.050303487047121211 -0.050303474660011373 0.050307358072879171 -0.050287516882491723
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leaf_weight=0.25135036464780547 0.93228738941252254 0.68851657724007931 0.28022611327469349 0.56125190667808045 0.39383650757372374 0.25177470128983254 0.25044403783977032 0.3885876601561904 0.31834753043949604
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leaf_count=22 20 20 20 20 20 21 21 32 28
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internal_value=0 0.353388 0.545099 -0.505036 -0.503958 0.503596 -0.502928 0.503058 -0.502882
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internal_weight=0 2.54139 1.60911 1.77523 1.21398 0.920588 0.820142 0.640362 0.569698
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internal_count=224 113 93 111 91 73 71 53 50
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shrinkage=0.1
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Tree=89
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num_leaves=10
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num_cat=0
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split_feature=3 5 3 4 2 6 0 0 0
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split_gain=0.770168 0.161214 0.00370603 4.45948e-06 2.67978e-06 6.0703e-07 4.07833e-09 2.28943e-10 3.01691e-11
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threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.25845000000000001 0.2708000000000001 0.26830000000000004 0.66810000000000014 0.19285000000000005
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=3 -2 -3 4 6 -4 8 -7 -1
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right_child=1 2 5 -5 -6 7 -8 -9 -10
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leaf_value=0.050288982472890126 -0.0022498087835929287 -0.060059218035579502 -0.050482306024831482 0.050736663531758333 0.050610199169865901 -0.050303487047121211 0.050303474660011373 -0.050307358072879171 0.050287516882491723
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leaf_weight=0.25135036464780547 0.93228738941252254 0.68851657724007931 0.28022611327469349 0.56125190667808045 0.39383650757372374 0.25177470128983254 0.25044403783977032 0.3885876601561904 0.31834753043949604
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leaf_count=22 20 20 20 20 20 21 21 32 28
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internal_value=0 -0.353388 -0.545099 0.505036 0.503958 -0.503596 0.502928 -0.503058 0.502882
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internal_weight=0 2.54139 1.60911 1.77523 1.21398 0.920588 0.820142 0.640362 0.569698
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internal_count=224 113 93 111 91 73 71 53 50
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shrinkage=0.1
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Tree=90
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num_leaves=10
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num_cat=0
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=0.702297 0.0972261 0.00343371 5.10156e-06 7.00652e-07 5.89804e-09 5.58679e-10 2.12707e-10 1.81329e-12
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 8 -1
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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leaf_value=-0.050260209580802497 0.060273193701155858 -0.01077125575165702 0.050458500830507326 -0.05066559501721455 0.050271950336049531 -0.050280256362326858 0.050278100782583296 -0.050263901970768216 -0.050259799497690619
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leaf_weight=0.22661944758147023 0.54362569097429492 1.1283588316291568 0.30997903645038605 0.50851782597601403 0.22522156778722999 0.22000563237816093 0.42901951912790537 0.20868986751884225 0.20569524820894003
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leaf_count=22 21 21 20 20 21 20 39 20 20
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internal_value=0 -0.325066 0.539178 -0.504145 0.503347 -0.502661 0.50276 -0.502613 -0.5026
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internal_weight=0 2.49789 1.50785 1.36953 0.96422 0.86101 0.654241 0.641005 0.432315
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internal_count=224 123 101 102 80 82 60 62 42
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shrinkage=0.1
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Tree=91
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num_leaves=10
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=0.702297 0.0972261 0.00343371 5.10156e-06 7.00652e-07 5.89804e-09 5.58679e-10 2.12707e-10 1.81329e-12
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 3 -2 5 -4 7 -6 8 -1
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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leaf_value=0.050260209580802497 -0.060273193701155858 0.01077125575165702 -0.050458500830507326 0.05066559501721455 -0.050271950336049531 0.050280256362326858 -0.050278100782583296 0.050263901970768216 0.050259799497690619
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leaf_weight=0.22661944758147023 0.54362569097429492 1.1283588316291568 0.30997903645038605 0.50851782597601403 0.22522156778722999 0.22000563237816093 0.42901951912790537 0.20868986751884225 0.20569524820894003
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leaf_count=22 21 21 20 20 21 20 39 20 20
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internal_value=0 0.325066 -0.539178 0.504145 -0.503347 0.502661 -0.50276 0.502613 0.5026
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internal_weight=0 2.49789 1.50785 1.36953 0.96422 0.86101 0.654241 0.641005 0.432315
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internal_count=224 123 101 102 80 82 60 62 42
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shrinkage=0.1
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Tree=92
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num_leaves=10
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num_cat=0
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split_feature=3 4 2 2 6 2 0 0 5
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split_gain=0.641206 0.123579 7.65751e-05 7.60148e-05 1.33465e-06 3.08774e-09 2.85519e-09 2.10737e-11 8.43517e-12
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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left_child=1 2 6 -2 -5 -6 7 -1 -7
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_value=-0.050236346437797612 0.051833479438998888 -0.0018098119985506277 -0.051688878919292518 0.050486856398901894 0.050235223375535966 0.050250560514234759 -0.050249685876506515 -0.050235064284078181 0.050251481702173965
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leaf_weight=0.21536513883620567 0.53064948972314574 0.78787885420024384 0.72918670251965523 0.38310570130124688 0.17958505731076002 0.19844144023954868 0.19660969823598864 0.31670115515589714 0.19916976895183325
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leaf_count=23 20 20 20 27 20 20 20 34 20
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internal_value=0 -0.337194 -0.509644 0.508729 0.503422 0.502461 -0.502394 -0.502356 0.50251
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internal_weight=0 2.24574 1.45786 1.49095 0.960302 0.577196 0.728676 0.532066 0.397611
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internal_count=224 117 97 107 87 60 77 57 40
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shrinkage=0.1
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Tree=93
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split_feature=3 4 2 2 6 2 0 0 5
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split_gain=0.641206 0.123579 7.65751e-05 7.60148e-05 1.33465e-06 3.08774e-09 2.85519e-09 2.10737e-11 8.43517e-12
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threshold=1.0226000000000002 0.33380000000000004 0.27175000000000005 0.79330000000000012 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=3 -3 -4 4 5 8 -8 -9 -10
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leaf_weight=0.21536513883620567 0.53064948972314574 0.78787885420024384 0.72918670251965523 0.38310570130124688 0.17958505731076002 0.19844144023954868 0.19660969823598864 0.31670115515589714 0.19916976895183325
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leaf_count=23 20 20 20 27 20 20 20 34 20
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internal_value=0 0.337194 0.509644 -0.508729 -0.503422 -0.502461 0.502394 0.502356 -0.50251
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internal_weight=0 2.24574 1.45786 1.49095 0.960302 0.577196 0.728676 0.532066 0.397611
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internal_count=224 117 97 107 87 60 77 57 40
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shrinkage=0.1
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Tree=94
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split_feature=0 3 2 4 5 0 0 6 6
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split_gain=0.584029 0.0900061 0.00260705 4.05252e-06 3.83583e-07 3.21496e-09 3.04343e-10 1.06585e-10 9.93858e-13
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threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
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decision_type=2 2 2 2 2 2 2 2 2
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right_child=2 -3 4 -5 6 -7 -8 -9 -10
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|
leaf_weight=0.18570640403777428 0.4847303908318279 1.0208749882876871 0.25418246444314718 0.45819962956011295 0.1845603599213064 0.18024601880460975 0.35155654419213533 0.1709151528775692 0.16855920013040304
|
|
leaf_count=22 21 21 20 20 21 20 39 20 20
|
|
internal_value=0 -0.313555 0.53815 -0.50368 0.502737 -0.502176 0.502257 -0.502137 -0.502127
|
|
internal_weight=0 2.1845 1.27503 1.16363 0.790299 0.705427 0.536117 0.525181 0.354266
|
|
internal_count=224 123 101 102 80 82 60 62 42
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=95
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=0 3 2 4 5 0 0 6 6
|
|
split_gain=0.584029 0.0900061 0.00260705 4.05252e-06 3.83583e-07 3.21496e-09 3.04343e-10 1.06585e-10 9.93858e-13
|
|
threshold=0.42630000000000007 0.80710000000000015 0.83290000000000008 0.32130000000000009 0.84130000000000005 0.29145000000000004 0.63805000000000012 0.20710000000000003 0.16795000000000002
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=1 3 -2 5 -4 7 -6 8 -1
|
|
right_child=2 -3 4 -5 6 -7 -8 -9 -10
|
|
leaf_value=0.05021282970910599 -0.059588804084521933 0.00968444184429588 -0.05037485278583001 0.050599573031141425 -0.05022241452046914 0.050229138056928781 -0.050227429216198882 0.050215710658618629 0.050212494331770455
|
|
leaf_weight=0.18570640403777428 0.4847303908318279 1.0208749882876871 0.25418246444314718 0.45819962956011295 0.1845603599213064 0.18024601880460975 0.35155654419213533 0.1709151528775692 0.16855920013040304
|
|
leaf_count=22 21 21 20 20 21 20 39 20 20
|
|
internal_value=0 0.313555 -0.53815 0.50368 -0.502737 0.502176 -0.502257 0.502137 0.502127
|
|
internal_weight=0 2.1845 1.27503 1.16363 0.790299 0.705427 0.536117 0.525181 0.354266
|
|
internal_count=224 123 101 102 80 82 60 62 42
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=96
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=3 4 2 2 6 2 0 0 5
|
|
split_gain=0.537798 0.111464 6.11828e-05 5.30865e-05 9.38852e-07 1.6918e-09 1.56317e-09 1.14233e-11 4.82668e-12
|
|
threshold=1.0226000000000002 0.33380000000000004 0.79330000000000012 0.27175000000000005 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=1 3 -2 6 -4 -6 7 -1 -7
|
|
right_child=2 -3 4 -5 5 8 -8 -9 -10
|
|
leaf_value=-0.050193324926056521 0.051725363988390338 -0.0014661305800413918 0.050423426706462826 -0.051503968147057058 0.050192389103728176 0.050204929467304739 -0.050204231611930876 -0.050192282070129407 0.050205699264370067
|
|
leaf_weight=0.17646359559148572 0.47615679539740063 0.72173434123396862 0.31846440769731998 0.64569935295730829 0.14691550144925714 0.16259626485407352 0.16110811708495021 0.25950238527730107 0.16320796031504867
|
|
leaf_count=23 20 20 27 20 20 20 20 34 20
|
|
internal_value=0 -0.327231 0.508297 -0.508755 0.502907 0.502013 -0.501958 -0.501927 0.502053
|
|
internal_weight=0 1.96451 1.26734 1.24277 0.791184 0.47272 0.597074 0.435966 0.325804
|
|
internal_count=224 117 107 97 87 60 77 57 40
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=97
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=3 4 2 2 6 2 0 0 5
|
|
split_gain=0.537798 0.111464 6.11828e-05 5.30865e-05 9.38852e-07 1.6918e-09 1.56317e-09 1.14233e-11 4.82668e-12
|
|
threshold=1.0226000000000002 0.33380000000000004 0.79330000000000012 0.27175000000000005 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=1 3 -2 6 -4 -6 7 -1 -7
|
|
right_child=2 -3 4 -5 5 8 -8 -9 -10
|
|
leaf_value=0.050193324926056521 -0.051725363988390338 0.0014661305800413918 -0.050423426706462826 0.051503968147057058 -0.050192389103728176 -0.050204929467304739 0.050204231611930876 0.050192282070129407 -0.050205699264370067
|
|
leaf_weight=0.17646359559148572 0.47615679539740063 0.72173434123396862 0.31846440769731998 0.64569935295730829 0.14691550144925714 0.16259626485407352 0.16110811708495021 0.25950238527730107 0.16320796031504867
|
|
leaf_count=23 20 20 27 20 20 20 20 34 20
|
|
internal_value=0 0.327231 -0.508297 0.508755 -0.502907 -0.502013 0.501958 0.501927 -0.502053
|
|
internal_weight=0 1.96451 1.26734 1.24277 0.791184 0.47272 0.597074 0.435966 0.325804
|
|
internal_count=224 117 107 97 87 60 77 57 40
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=98
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=3 5 3 4 2 6 0 0 0
|
|
split_gain=0.493349 0.122632 0.00146913 2.01979e-06 1.13368e-06 3.79395e-07 9.04405e-10 5.07436e-11 6.673e-12
|
|
threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.25845000000000001 0.2708000000000001 0.26830000000000004 0.66810000000000014 0.19285000000000005
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=3 -2 -3 4 6 -4 8 -7 -1
|
|
right_child=1 2 5 -5 -6 7 -8 -9 -10
|
|
leaf_value=-0.050174858941566786 0.00067600013297057764 0.057564962858894703 0.050361054875910617 -0.050540580988135346 -0.050432691305466654 0.050183599415336788 -0.05018361267612631 0.050185936897357723 -0.05017397484626606
|
|
leaf_weight=0.15278075542300962 0.72090511396527279 0.52887900406494714 0.17860245518386364 0.4131505847908557 0.26649054605513806 0.15304351877421141 0.15224741399288175 0.23621547548100352 0.19350180774927137
|
|
leaf_count=22 20 20 20 20 20 21 21 32 28
|
|
internal_value=0 0.327136 0.537725 -0.503624 -0.502662 0.502404 -0.501772 0.50185 -0.501744
|
|
internal_weight=0 1.81765 1.09674 1.17817 0.765021 0.567861 0.49853 0.389259 0.346283
|
|
internal_count=224 113 93 111 91 73 71 53 50
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=99
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=3 5 3 4 2 6 0 0 0
|
|
split_gain=0.493349 0.122632 0.00146913 2.01979e-06 1.13368e-06 3.79395e-07 9.04405e-10 5.07436e-11 6.673e-12
|
|
threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.25845000000000001 0.2708000000000001 0.26830000000000004 0.66810000000000014 0.19285000000000005
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=3 -2 -3 4 6 -4 8 -7 -1
|
|
right_child=1 2 5 -5 -6 7 -8 -9 -10
|
|
leaf_value=0.050174858941566786 -0.00067600013297057764 -0.057564962858894703 -0.050361054875910617 0.050540580988135346 0.050432691305466654 -0.050183599415336788 0.05018361267612631 -0.050185936897357723 0.05017397484626606
|
|
leaf_weight=0.15278075542300962 0.72090511396527279 0.52887900406494714 0.17860245518386364 0.4131505847908557 0.26649054605513806 0.15304351877421141 0.15224741399288175 0.23621547548100352 0.19350180774927137
|
|
leaf_count=22 20 20 20 20 20 21 21 32 28
|
|
internal_value=0 -0.327136 -0.537725 0.503624 0.502662 -0.502404 0.501772 -0.50185 0.501744
|
|
internal_weight=0 1.81765 1.09674 1.17817 0.765021 0.567861 0.49853 0.389259 0.346283
|
|
internal_count=224 113 93 111 91 73 71 53 50
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=100
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=3 4 2 2 6 2 0 0 5
|
|
split_gain=0.447826 0.100251 4.32199e-05 3.89111e-05 6.37475e-07 9.36092e-10 8.54517e-10 6.22871e-12 2.64365e-12
|
|
threshold=1.0226000000000002 0.33380000000000004 0.79330000000000012 0.27175000000000005 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=1 3 -2 6 -4 -6 7 -1 -7
|
|
right_child=2 -3 4 -5 5 8 -8 -9 -10
|
|
leaf_value=-0.050158159344520115 0.051552740266787724 -0.0011307735710460163 0.050364306855558018 -0.051378748962573911 0.050157333352407719 0.050167647477244483 -0.050167069326679498 -0.050157308562590201 0.050168276888181575
|
|
leaf_weight=0.14456773083657048 0.41187723889015593 0.66093936748802651 0.27256151824258268 0.56442285608500242 0.12014148547314107 0.13321418594568968 0.13198458263650537 0.2125993650406599 0.13371586054563522
|
|
leaf_count=23 20 20 27 20 20 20 20 34 20
|
|
internal_value=0 -0.316607 0.50749 -0.50813 0.502472 0.501647 -0.501602 -0.501577 0.50168
|
|
internal_weight=0 1.71451 1.07151 1.05357 0.659633 0.387072 0.489152 0.357167 0.26693
|
|
internal_count=224 117 107 97 87 60 77 57 40
|
|
shrinkage=0.1
|
|
|
|
|
|
Tree=101
|
|
num_leaves=10
|
|
num_cat=0
|
|
split_feature=3 4 2 2 6 2 0 0 5
|
|
split_gain=0.447826 0.100251 4.32199e-05 3.89111e-05 6.37475e-07 9.36092e-10 8.54517e-10 6.22871e-12 2.64365e-12
|
|
threshold=1.0226000000000002 0.33380000000000004 0.79330000000000012 0.27175000000000005 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
|
|
decision_type=2 2 2 2 2 2 2 2 2
|
|
left_child=1 3 -2 6 -4 -6 7 -1 -7
|
|
right_child=2 -3 4 -5 5 8 -8 -9 -10
|
|
leaf_value=0.050158159344520115 -0.051552740266787724 0.0011307735710460163 -0.050364306855558018 0.051378748962573911 -0.050157333352407719 -0.050167647477244483 0.050167069326679498 0.050157308562590201 -0.050168276888181575
|
|
leaf_weight=0.14456773083657048 0.41187723889015593 0.66093936748802651 0.27256151824258268 0.56442285608500242 0.12014148547314107 0.13321418594568968 0.13198458263650537 0.2125993650406599 0.13371586054563522
|
|
leaf_count=23 20 20 27 20 20 20 20 34 20
|
|
internal_value=0 0.316607 -0.50749 0.50813 -0.502472 -0.501647 0.501602 0.501577 -0.50168
|
|
internal_weight=0 1.71451 1.07151 1.05357 0.659633 0.387072 0.489152 0.357167 0.26693
|
|
internal_count=224 117 107 97 87 60 77 57 40
|
|
shrinkage=0.1
|
|
|
|
|
|
end of trees
|
|
|
|
feature importances:
|
|
VGG-Face_cosine=224
|
|
Facenet_euclidean_l2=146
|
|
Facenet_cosine=136
|
|
OpenFace_cosine=120
|
|
OpenFace_euclidean_l2=102
|
|
DeepFace_cosine=82
|
|
VGG-Face_euclidean_l2=6
|
|
|
|
parameters:
|
|
[boosting: gbdt]
|
|
[objective: multiclass]
|
|
[metric: multi_logloss]
|
|
[tree_learner: serial]
|
|
[device_type: cpu]
|
|
[data: ]
|
|
[valid: ]
|
|
[num_iterations: 100]
|
|
[learning_rate: 0.1]
|
|
[num_leaves: 31]
|
|
[num_threads: 0]
|
|
[max_depth: -1]
|
|
[min_data_in_leaf: 20]
|
|
[min_sum_hessian_in_leaf: 0.001]
|
|
[bagging_fraction: 1]
|
|
[pos_bagging_fraction: 1]
|
|
[neg_bagging_fraction: 1]
|
|
[bagging_freq: 0]
|
|
[bagging_seed: 3]
|
|
[feature_fraction: 1]
|
|
[feature_fraction_bynode: 1]
|
|
[feature_fraction_seed: 2]
|
|
[early_stopping_round: 0]
|
|
[first_metric_only: 0]
|
|
[max_delta_step: 0]
|
|
[lambda_l1: 0]
|
|
[lambda_l2: 0]
|
|
[min_gain_to_split: 0]
|
|
[drop_rate: 0.1]
|
|
[max_drop: 50]
|
|
[skip_drop: 0.5]
|
|
[xgboost_dart_mode: 0]
|
|
[uniform_drop: 0]
|
|
[drop_seed: 4]
|
|
[top_rate: 0.2]
|
|
[other_rate: 0.1]
|
|
[min_data_per_group: 100]
|
|
[max_cat_threshold: 32]
|
|
[cat_l2: 10]
|
|
[cat_smooth: 10]
|
|
[max_cat_to_onehot: 4]
|
|
[top_k: 20]
|
|
[monotone_constraints: ]
|
|
[feature_contri: ]
|
|
[forcedsplits_filename: ]
|
|
[forcedbins_filename: ]
|
|
[refit_decay_rate: 0.9]
|
|
[cegb_tradeoff: 1]
|
|
[cegb_penalty_split: 0]
|
|
[cegb_penalty_feature_lazy: ]
|
|
[cegb_penalty_feature_coupled: ]
|
|
[verbosity: 1]
|
|
[max_bin: 255]
|
|
[max_bin_by_feature: ]
|
|
[min_data_in_bin: 3]
|
|
[bin_construct_sample_cnt: 200000]
|
|
[histogram_pool_size: -1]
|
|
[data_random_seed: 1]
|
|
[output_model: LightGBM_model.txt]
|
|
[snapshot_freq: -1]
|
|
[input_model: ]
|
|
[output_result: LightGBM_predict_result.txt]
|
|
[initscore_filename: ]
|
|
[valid_data_initscores: ]
|
|
[pre_partition: 0]
|
|
[enable_bundle: 1]
|
|
[max_conflict_rate: 0]
|
|
[is_enable_sparse: 1]
|
|
[sparse_threshold: 0.8]
|
|
[use_missing: 1]
|
|
[zero_as_missing: 0]
|
|
[two_round: 0]
|
|
[save_binary: 0]
|
|
[header: 0]
|
|
[label_column: ]
|
|
[weight_column: ]
|
|
[group_column: ]
|
|
[ignore_column: ]
|
|
[categorical_feature: ]
|
|
[predict_raw_score: 0]
|
|
[predict_leaf_index: 0]
|
|
[predict_contrib: 0]
|
|
[num_iteration_predict: -1]
|
|
[pred_early_stop: 0]
|
|
[pred_early_stop_freq: 10]
|
|
[pred_early_stop_margin: 10]
|
|
[convert_model_language: ]
|
|
[convert_model: gbdt_prediction.cpp]
|
|
[num_class: 2]
|
|
[is_unbalance: 0]
|
|
[scale_pos_weight: 1]
|
|
[sigmoid: 1]
|
|
[boost_from_average: 1]
|
|
[reg_sqrt: 0]
|
|
[alpha: 0.9]
|
|
[fair_c: 1]
|
|
[poisson_max_delta_step: 0.7]
|
|
[tweedie_variance_power: 1.5]
|
|
[max_position: 20]
|
|
[lambdamart_norm: 1]
|
|
[label_gain: ]
|
|
[metric_freq: 1]
|
|
[is_provide_training_metric: 0]
|
|
[eval_at: ]
|
|
[multi_error_top_k: 1]
|
|
[num_machines: 1]
|
|
[local_listen_port: 12400]
|
|
[time_out: 120]
|
|
[machine_list_filename: ]
|
|
[machines: ]
|
|
[gpu_platform_id: -1]
|
|
[gpu_device_id: -1]
|
|
[gpu_use_dp: 0]
|
|
|
|
end of parameters
|
|
|
|
pandas_categorical:null
|