tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=3
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3
feature_infos=[-4.9815584185915913:4.9716328492614963] [-4.9795776876026956:4.9965980310555498] [-4.9472885002803206:4.8702179835577528] [-4.9459734191781326:4.8834877656586677]
tree_sizes=754 961 961 964 955 964 962 864 963 969

Tree=0
num_leaves=6
num_cat=0
split_feature=0 0 1 3 0
split_gain=113.738 17.5515 4.75423 1.29243 0.152579
threshold=0.78411242631597411 -0.63623380970107701 -2.7802238638324464 -1.5651914367725237 -1.5958460909649672
decision_type=2 2 2 2 2
left_child=1 2 -1 -2 -4
right_child=3 -3 4 -5 -6
leaf_value=-0.39352952623609183 0.076227551586069531 -0.20858579481004397 -0.61546200394734929 0.19829041432726141 -0.57477438303361883
leaf_weight=5.4070499837398556 4.9154999852180508 7.3732499778270713 14.746499955654146 11.797199964523314 4.9154999852180472
leaf_count=22 20 30 60 48 20
internal_value=-0.26148 -0.479837 -0.559616 0.16239 -0.60529
internal_weight=49.155 32.4423 25.069 16.7127 19.662
internal_count=200 132 102 68 80
is_linear=0
shrinkage=1


Tree=1
num_leaves=8
num_cat=0
split_feature=0 0 1 1 2 3 0
split_gain=75.0494 11.0417 3.70645 1.14848 0.149809 0.00760041 0.000649144
threshold=-0.63623380970107701 0.78411242631597411 -2.7802238638324464 1.7964940695833851 -1.751708390586457 -0.26242081693175739 -2.065384831216825
decision_type=2 2 2 2 2 2 2
left_child=2 -2 -1 5 -4 -3 -6
right_child=1 3 4 -5 6 -7 -8
leaf_value=-0.10819567905685226 0.04202032472194428 0.3742110866035977 -0.26793217979095746 0.25404138428171252 -0.3080782393432443 0.36402631012662995 -0.31100749892150947
leaf_weight=5.292437911033633 7.4190102517604855 5.2195162326097524 4.8014768213033738 4.9719576537609091 8.8820008188486117 6.684081628918646 4.5898997783660809
leaf_count=22 30 21 21 20 39 27 20
internal_value=-0.00128956 0.245372 -0.255579 0.334772 -0.298265 0.368492 -0.309076
internal_weight=47.8604 24.2946 23.5658 16.8756 18.2734 11.9036 13.4719
internal_count=200 98 102 68 80 48 59
is_linear=0
shrinkage=0.2


Tree=2
num_leaves=8
num_cat=0
split_feature=0 1 0 0 0 1 2
split_gain=52.0568 10.7447 20.8581 3.69592 0.436158 0.0765491 9.43803e-05
threshold=-0.63623380970107701 -0.87955430703762472 1.9384669928777776 -2.2556639354125969 1.498361727297471 -2.220636756392254 0.67082674850269941
decision_type=2 2 2 2 2 2 2
left_child=3 4 -3 5 -2 -1 -7
right_child=1 2 -4 -5 -6 6 -8
leaf_value=-0.31200748089245511 0.39706077329772571 -0.18537364627847094 0.32671165436551158 -0.12066088413484111 0.31586742506466736 -0.28073676732497876 -0.27942212200859073
leaf_weight=4.5477699041366568 4.8657061010599154 6.1196462213993055 6.6270709335803986 8.2579938322305662 5.8023121207952499 4.0968231558799761 4.6792665868997574
leaf_count=20 20 25 28 39 25 20 23
internal_value=-0.00172262 0.204805 0.0808616 -0.22579 0.3529 -0.290949 -0.280036
internal_weight=44.9966 23.4147 12.7467 21.5819 10.668 13.3239 8.77609
internal_count=200 98 53 102 45 63 43
is_linear=0
shrinkage=0.2


Tree=3
num_leaves=8
num_cat=0
split_feature=0 1 0 3 2 0 1
split_gain=37.2409 12.0527 21.3836 0.954755 0.133885 0.138479 0.0192786
threshold=0.78411242631597411 -0.37780147151112636 -1.8477640909775364 -1.5651914367725237 -1.1228415014556079 -1.5958460909649672 0.37530390674269226
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -2 -3 -6 -5
right_child=3 4 -4 6 5 -7 -8
leaf_value=-0.22435515246790652 0.17867275978065922 -0.24152219197481989 0.2925716690542936 0.2818704724009567 -0.26228342914783348 -0.31045819276311964 0.29950163297805399
leaf_weight=7.4915964156389236 4.4936020225286475 4.2244766056537602 5.5890373289585114 5.7684148699045164 5.2383340895175907 4.384415596723561 4.3524705022573471
leaf_count=38 20 21 24 28 29 20 20
internal_value=-0.00165116 -0.141155 -0.00348487 0.255391 -0.271203 -0.284233 0.289453
internal_weight=41.5423 26.9279 13.0806 14.6145 13.8472 9.62275 10.1209
internal_count=200 132 62 68 70 49 48
is_linear=0
shrinkage=0.2


Tree=4
num_leaves=8
num_cat=0
split_feature=0 1 0 1 2 0 0
split_gain=27.3531 6.34418 11.9592 3.95782 0.15 0.0774655 0.0130963
threshold=-0.63623380970107701 -0.87955430703762472 1.9384669928777776 -2.7802238638324464 -1.751708390586457 1.498361727297471 -2.065384831216825
decision_type=2 2 2 2 2 2 2
left_child=3 5 -3 -1 -5 -2 -6
right_child=1 2 -4 4 6 -7 -8
leaf_value=-0.022055267305372571 0.3024217222338545 -0.14332508765650195 0.27148603206712163 -0.20472905640380423 -0.24691927904582378 0.26514765174941191 -0.2623030274720391
leaf_weight=4.5003345012664822 4.3159038573503512 5.7604058086872083 5.3734349012374878 3.614284113049508 5.9992316514253616 4.6151402294635773 3.5077800154685939
leaf_count=22 20 25 28 21 39 25 20
internal_value=-0.00208334 0.157595 0.0568718 -0.183901 -0.239411 0.28316 -0.252595
internal_weight=37.6865 20.0649 11.1338 17.6216 13.1213 8.93104 9.50701
internal_count=200 98 53 102 80 45 59
is_linear=0
shrinkage=0.2


Tree=5
num_leaves=8
num_cat=0
split_feature=0 1 0 1 2 0 0
split_gain=20.8837 7.75994 14.4875 1.27442 0.158268 0.0604633 0.0216854
threshold=0.78411242631597411 -0.37780147151112636 -2.2556639354125969 2.4458444426867634 -1.3134694924710593 -1.4368588531810713 2.3454606637374855
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 6 -3 -6 -2
right_child=3 4 -4 -5 5 -7 -8
leaf_value=-0.25586999553653728 0.27012964340627843 -0.20021110013522325 0.19740103333655099 0.11302447023595041 -0.23769118923182894 -0.27408432931385074 0.24932259134246598
leaf_weight=5.0081807672977448 3.4700517952442151 3.2864980548620206 6.4572106301784515 3.4343684911727896 4.3904765546321851 3.1263265162706411 4.740994393825531
leaf_count=31 20 20 31 18 33 17 30
internal_value=-0.00170026 -0.115195 -0.000591619 0.215327 -0.236821 -0.252828 0.258116
internal_weight=33.9141 22.2687 11.4654 11.6454 10.8033 7.5168 8.21105
internal_count=200 132 62 68 70 50 50
is_linear=0
shrinkage=0.2


Tree=6
num_leaves=8
num_cat=0
split_feature=0 1 1 2 0 3 0
split_gain=15.8716 6.34962 4.64048 0.596722 0.135382 0.0901494 0.0593187
threshold=0.12519723095460702 -2.3911644005132291 2.0200052105354915 -2.4400462411490111 1.9384669928777776 -1.9913411779164434 -1.7232273381980039
decision_type=2 2 2 2 2 2 2
left_child=1 -1 4 -3 -2 -5 -7
right_child=2 3 -4 5 -6 6 -8
leaf_value=0.044131682000193385 0.2909933113808692 -0.13258658350341671 0.0078182548748831349 -0.20606922358316637 0.23844750541850304 -0.23186880933166651 -0.27216837294198443
leaf_weight=5.9673749357461956 3.360442176461218 3.037051901221278 4.5537687689065924 2.8298442885279673 4.7106177806854248 3.3503886833786982 2.5907513126730866
leaf_count=33 20 20 25 22 35 29 16
internal_value=-0.00222805 -0.124016 0.169246 -0.208992 0.260325 -0.235448 -0.249442
internal_weight=30.4002 17.7754 12.6248 11.808 8.07106 8.77098 5.94114
internal_count=200 120 80 87 55 67 45
is_linear=0
shrinkage=0.2


Tree=7
num_leaves=7
num_cat=0
split_feature=0 1 0 1 1 2
split_gain=13.3348 8.13524 10.3658 3.30646 0.0326304 0.000168656
threshold=-2.2556639354125969 -2.3911644005132291 1.9384669928777776 1.7964940695833851 -2.220636756392254 0.67082674850269941
decision_type=2 2 2 2 2 2
left_child=4 -2 3 -3 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=-0.25128489019867245 0.27951759819516742 -0.02105542533380449 0.24130253137532542 -0.25639933899783768 -0.22546317912367711 -0.22289836805239435
leaf_weight=3.1147990226745605 5.8521150946617189 5.9082396104931778 4.822727419435977 4.0076643377542496 1.9868442863225961 2.1196030080318451
leaf_count=20 38 37 36 26 20 23
internal_value=-0.00199826 0.0800137 0.000798809 -0.116173 -0.235848 -0.224139
internal_weight=27.812 20.5907 14.7386 9.9159 7.22125 4.10645
internal_count=200 137 99 63 63 43
is_linear=0
shrinkage=0.2


Tree=8
num_leaves=8
num_cat=0
split_feature=0 1 0 3 1 1 2
split_gain=10.3445 6.10141 8.19247 2.00711 1.2713 0.0160715 8.64067e-05
threshold=-2.2556639354125969 -2.3911644005132291 0.627063224839291 -0.69322868132129167 0.37530390674269226 -2.220636756392254 0.67082674850269941
decision_type=2 2 2 2 2 2 2
left_child=5 -2 4 -4 -3 -1 -7
right_child=1 2 3 -5 -6 6 -8
leaf_value=-0.24001959073348977 0.25655566724149503 -0.0630811741686408 0.049681033855380724 0.26825129703637918 -0.23616162234834165 -0.22033243603780603 -0.21832337205688748
leaf_weight=2.6570536717772484 5.1745248287916246 3.2486597001552528 3.3979993835091626 3.3249480575323069 3.5551952049136162 1.6605835184454947 1.7679286077618597
leaf_count=20 38 18 23 27 31 20 23
internal_value=-0.00184953 0.0718538 0.0011982 0.157779 -0.15352 -0.228345 -0.219296
internal_weight=24.7869 18.7013 13.5268 6.72295 6.80385 6.08557 3.42851
internal_count=200 137 99 50 49 63 43
is_linear=0
shrinkage=0.2


Tree=9
num_leaves=8
num_cat=0
split_feature=0 1 0 1 0 1 0
split_gain=8.08525 4.23844 5.59453 3.04556 0.575872 0.00574572 6.94803e-06
threshold=-1.8477640909775364 -1.8509417326764164 1.9384669928777776 1.7964940695833851 -2.3034412105183333 -1.7518472047598541 -3.5751810819023544
decision_type=2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 -1 -7
right_child=1 2 -4 -5 -6 6 -8
leaf_value=-0.22952838165356004 0.25034980462882012 0.020632799802256806 0.22947664572997095 -0.23828150385240657 -0.095586115031582597 -0.2157910812835474 -0.21514310902402009
leaf_weight=2.0744449943304062 4.1929674819111833 4.6483273208141291 3.3490390479564667 2.9837305769324303 2.0914439558982876 1.3459611460566523 1.3024553358554838
leaf_count=20 39 30 33 23 15 20 20
internal_value=-0.00198026 0.0792915 0.0139755 -0.080589 -0.182956 -0.221646 -0.215472
internal_weight=21.9884 15.1741 10.9811 7.63206 6.81431 4.72286 2.64842
internal_count=200 125 86 53 75 60 40
is_linear=0
shrinkage=0.2


end of trees

feature_importances:
Column_0=32
Column_1=22
Column_2=8
Column_3=5

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 10]
[learning_rate: 0.2]
[num_leaves: 8]
[num_threads: 1]
[seed: 50]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[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: 20851]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 25954]
[extra_trees: 0]
[extra_seed: 11525]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 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: 29710]
[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: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 201]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 296]
[num_class: 1]
[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]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[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]
[num_gpu: 1]

end of parameters

pandas_categorical:null
