tree
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tree_sizes=2990 3002 3006 2978 3015 2998 3012 3012 3006 2994 3018 2995 3010 2966 3013 2973 2985 2973 2936 2944 2947 2959 2989 2943 2944 2991 2947 2944 2937 2923 2909 2909 2932 2908 2967 2944 2946 2896 2972 2924 2858 2936 2896 2968 2961 2936 2907 2949 2877 2913 2902 2893 2934 2908 2956 2831 2968 2935 2892 2881 2904 2859 2912 2960 2898 2950 2918 2912 2904 2898 2919 2928 2876 2907 2926 2901 2858 2946 2932 2940 2912 2915 2899 2875 2921 2886 2895 2941 2915 2907 2943 2944 2909 2870 2910 2873 2919 2854 2901 2927

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is_linear=0
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Tree=1
num_cat=0
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internal_count=1021050 184146 836904 159798 508198 328706 259351 104336 55462 248847 24348 20388 7954 180595 148111 39759 64614 3966 1186 5302 6004 113330 60648 97187 135517 48315 87945 97139 117017 7591
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Tree=2
num_cat=0
split_feature=1 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 1 0 0 1 1 0 1 1 0 0 0 0 1 0
split_gain=1.32644e+11 3.0905e+10 2.82838e+10 5.60924e+09 4.89678e+09 3.86151e+09 9.84384e+08 8.59129e+08 5.23284e+08 5.74025e+08 8.58913e+08 5.14547e+08 4.94657e+08 4.46261e+08 3.95632e+08 4.75452e+08 3.75023e+08 3.74702e+08 3.58567e+08 4.21875e+08 1.28925e+09 2.52969e+09 2.6018e+08 2.36567e+08 1.78259e+08 1.75822e+08 1.64809e+08 1.5718e+08 1.43455e+08 1.39835e+08
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Tree=3
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Tree=4
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Tree=5
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Tree=6
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Tree=19
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Tree=20
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Tree=21
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Tree=22
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Tree=24
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Tree=25
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Tree=26
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Tree=27
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Tree=28
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Tree=29
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Tree=30
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Tree=31
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Tree=32
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=39
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Tree=40
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Tree=41
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Tree=42
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Tree=43
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Tree=44
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Tree=45
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Tree=46
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Tree=47
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Tree=48
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Tree=56
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Tree=57
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Tree=58
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Tree=59
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Tree=62
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Tree=63
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split_gain=2.58261e+06 1.06208e+07 3.84419e+06 3.73496e+06 1.40471e+07 5.94514e+06 5.98058e+06 2.53107e+07 5.68735e+07 7.22931e+07 1.01511e+07 1.12312e+07 9.39711e+06 4.65213e+06 3.01725e+07 4.65108e+06 9.11614e+06 1.54056e+07 7.8962e+06 5.53509e+06 4.04318e+06 3.57202e+06 1.93746e+07 8.28529e+06 3.08079e+06 3.06048e+06 1.98578e+07 2.54893e+07 1.7542e+07 1.30338e+07
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Tree=64
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Tree=65
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Tree=66
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Tree=67
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Tree=68
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split_gain=1.77379e+06 2.59351e+07 1.91754e+07 1.2167e+07 1.05122e+07 9.60467e+06 8.62908e+06 2.42602e+07 2.04193e+07 7.40073e+06 7.22805e+06 2.01755e+07 5.85933e+07 6.36776e+06 6.58589e+06 4.10074e+06 6.72018e+06 8.14687e+06 4.36337e+07 1.45098e+07 1.26266e+07 1.16254e+07 1.22994e+07 9.59529e+06 7.50329e+06 6.79555e+06 6.45649e+06 5.99723e+06 1.39763e+07 6.01036e+07
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Tree=69
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Tree=70
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split_gain=1.53623e+06 9.52949e+06 2.99012e+07 2.45655e+07 7.8807e+06 1.38135e+07 9.49887e+06 6.7639e+06 9.94079e+06 5.34042e+06 2.00659e+07 7.19913e+06 8.17075e+06 6.87153e+06 5.66994e+06 5.29582e+06 4.71148e+06 1.89609e+07 1.10338e+07 7.98413e+06 1.10369e+07 2.5632e+07 1.61001e+07 7.10505e+06 6.44677e+06 4.69276e+06 1.27427e+07 2.17238e+07 3.74325e+07 7.57697e+07
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Tree=71
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Tree=72
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Tree=73
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Tree=78
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=86
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Tree=89
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Tree=90
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Tree=91
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Tree=92
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internal_value=0 0.0413817 3.93408 0.0185394 -3.89178 -0.0916732 2.50595 4.76315 -0.390554 7.12762 -0.0242759 2.13844 9.79355 -8.14797 11.4823 19.9041 10.0911 -0.0825285 -4.82166 -6.74249 10.0587 -2.67115 4.11157 24.466 -3.35034 -0.019731 1.57395 2.19509 -0.0928337 -4.34462
internal_weight=0 703491 4104 699387 3944 317559 1123 987 780 3539 309473 8117 2375 856 297 1519 746 301356 3941 3821 255 8086 736 367 7350 297415 12339 11938 7962 2087
internal_count=1021050 703491 4104 699387 3944 317559 1123 987 780 3539 309473 8117 2375 856 297 1519 746 301356 3941 3821 255 8086 736 367 7350 297415 12339 11938 7962 2087

Tree=99
num_cat=0
split_feature=1 0 0 0 0 1 1 1 1 0 0 0 0 1 0 0 1 1 0 0 1 0 1 0 0 1 1 0 0 1
split_gain=374641 3.38024e+06 826116 1.75164e+06 936650 505876 8.01327e+06 3.37636e+06 5.73974e+06 1.09183e+07 1.28024e+07 8.641e+06 5.26764e+06 8.74887e+06 5.1614e+06 3.0729e+06 1.77691e+07 3.28672e+06 6.38796e+06 3.03196e+06 1.91544e+07 9.44892e+06 6.02544e+06 2.62139e+07 2.60327e+06 2.52404e+06 2.49154e+06 3.71976e+06 1.26769e+07 2.23489e+07
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 3.5000000000000004 5.5000000000000009 0.80248138308525097 0.77592095732688915 0.85127955675125133 0.83966764807701122 5.5000000000000009 2.5000000000000004 2.5000000000000004 1.5000000000000002 0.81588277220726024 1.5000000000000002 5.5000000000000009 0.78922018408775341 0.78922018408775341 4.5000000000000009 3.5000000000000004 0.81588277220726024 4.5000000000000009 0.81588277220726024 5.5000000000000009 3.5000000000000004 0.82820981740951549 0.93201330304145824 4.5000000000000009 3.5000000000000004 0.89809727668762218
left_child=2 -2 -1 -4 -5 6 -3 8 11 10 14 12 25 -14 -10 17 -17 18 -8 20 -13 -21 23 -23 -19 -7 27 28 -9 -30
right_child=1 5 3 4 -6 7 15 26 9 -11 -12 19 13 -15 -16 16 -18 24 -20 21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.35364637995942078 30.637982495625813 0.045546600939063903 13.974893360667759 -2.3042037700507656 6.6558371849096005 -0.89982824576642884 -2.5214240631675242 -0.91874066324143466 4.1859845095505381 33.194930032555384 -12.986955002997773 -13.068656806058662 4.0701550333454533 -11.161365368252252 15.110621053925232 -19.302598609346333 31.577011622915734 -4.9081653784567685 15.137141527448382 -15.522682913025813 28.566829601152048 39.628289045485779 2.5222310902816911 -15.080459617401338 -14.736169205954191 2.7687313620822636 0.02256026618346104 -4.7310347881919474 31.878844390928556 -9.4407525317569583
leaf_weight=3514 36 92927 144 282 199 5825 3661 24620 2814 131 404 172 578 1085 511 132 143 3651 217 201 309 226 672 143 291 2766 872488 2370 313 225
leaf_count=3514 36 92927 144 282 199 5825 3661 24620 2814 131 404 172 578 1085 511 132 143 3651 217 201 309 226 672 143 291 2766 872488 2370 313 225
internal_value=0 -0.00386451 0.949462 4.29938 1.40276 -0.00494931 -0.217319 0.0184759 1.46591 4.81935 3.82251 0.385154 -0.715888 -5.86743 5.86493 -3.2349 7.1548 -3.60027 -1.53331 6.93773 13.6785 4.32719 8.15987 18.4268 -5.63367 0.281319 -0.00699374 -0.943695 -0.58691 14.5983
internal_weight=0 1.01691e+06 4139 625 481 1.01688e+06 101022 915853 15837 3860 3729 11977 10254 1663 3325 8095 275 7820 3878 1723 481 1242 1041 369 3942 8591 900016 27528 25158 538
internal_count=1021050 1016911 4139 625 481 1016875 101022 915853 15837 3860 3729 11977 10254 1663 3325 8095 275 7820 3878 1723 481 1242 1041 369 3942 8591 900016 27528 25158 538

end of trees

feature_importances:
distance=1756
passenger_count=1244

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 96]
[seed: 2585]
[deterministic: 0]
[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: 5086]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 12439]
[extra_trees: 0]
[extra_seed: 4314]
[early_stopping_round: 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: 30009]
[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: 8480]
[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: 31646]
[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:[]