tree
version=v3
num_class=5
num_tree_per_iteration=5
label_index=0
max_feature_idx=200
objective=multiclass num_class:5
feature_names=eeg_ab eeg_ab_c4min_norm eeg_ab_p2min_norm eeg_abspow eeg_abspow_c4min_norm eeg_abspow_p2min_norm eeg_alpha eeg_alpha2 eeg_alpha2_c4min_norm eeg_alpha2_p2min_norm eeg_alpha_c4min_norm eeg_alpha_p2min_norm eeg_ar eeg_ar_c4min_norm eeg_ar_p2min_norm eeg_as eeg_as_c4min_norm eeg_as_p2min_norm eeg_at eeg_at_c4min_norm eeg_at_p2min_norm eeg_beta eeg_beta2 eeg_beta2_c4min_norm eeg_beta2_p2min_norm eeg_beta3 eeg_beta3_c4min_norm eeg_beta3_p2min_norm eeg_beta_c4min_norm eeg_beta_p2min_norm eeg_da eeg_da_c4min_norm eeg_da_p2min_norm eeg_db eeg_db_c4min_norm eeg_db_p2min_norm eeg_delta eeg_delta2 eeg_delta2_c4min_norm eeg_delta2_p2min_norm eeg_delta3 eeg_delta3_c4min_norm eeg_delta3_p2min_norm eeg_delta4 eeg_delta4_c4min_norm eeg_delta4_p2min_norm eeg_delta_c4min_norm eeg_delta_p2min_norm eeg_dn eeg_dn_c4min_norm eeg_dn_p2min_norm eeg_dr eeg_dr_c4min_norm eeg_dr_p2min_norm eeg_ds eeg_ds_c4min_norm eeg_ds_p2min_norm eeg_dt eeg_dt_c4min_norm eeg_dt_p2min_norm eeg_empty_band1 eeg_empty_band1_c4min_norm eeg_empty_band1_p2min_norm eeg_empty_band2 eeg_empty_band2_c4min_norm eeg_empty_band2_p2min_norm eeg_fdelta eeg_fdelta_c4min_norm eeg_fdelta_p2min_norm eeg_g3a eeg_g3a_c4min_norm eeg_g3a_p2min_norm eeg_g3b eeg_g3b_c4min_norm eeg_g3b_p2min_norm eeg_g3d eeg_g3d_c4min_norm eeg_g3d_p2min_norm eeg_g3n eeg_g3n_c4min_norm eeg_g3n_p2min_norm eeg_g3r eeg_g3r_c4min_norm eeg_g3r_p2min_norm eeg_g3t eeg_g3t_c4min_norm eeg_g3t_p2min_norm eeg_gama eeg_gama2 eeg_gama2_c4min_norm eeg_gama2_p2min_norm eeg_gama3 eeg_gama3_c4min_norm eeg_gama3_p2min_norm eeg_gama4 eeg_gama4_c4min_norm eeg_gama4_p2min_norm eeg_gama_c4min_norm eeg_gama_p2min_norm eeg_gn eeg_gn_c4min_norm eeg_gn_p2min_norm eeg_gr eeg_gr_c4min_norm eeg_gr_p2min_norm eeg_hcomp eeg_hcomp_c4min_norm eeg_hcomp_p2min_norm eeg_higuchi eeg_higuchi_c4min_norm eeg_higuchi_p2min_norm eeg_hmob eeg_hmob_c4min_norm eeg_hmob_p2min_norm eeg_iqr eeg_iqr_c4min_norm eeg_iqr_p2min_norm eeg_kurt eeg_kurt_c4min_norm eeg_kurt_p2min_norm eeg_n_wave eeg_n_wave_c4min_norm eeg_n_wave_p2min_norm eeg_nzc eeg_nzc_c4min_norm eeg_nzc_p2min_norm eeg_perm eeg_perm_c4min_norm eeg_perm_p2min_norm eeg_petrosian eeg_petrosian_c4min_norm eeg_petrosian_p2min_norm eeg_rem_wave eeg_rem_wave3 eeg_rem_wave3_c4min_norm eeg_rem_wave3_p2min_norm eeg_rem_wave_c4min_norm eeg_rem_wave_p2min_norm eeg_rn eeg_rn_c4min_norm eeg_rn_p2min_norm eeg_sdelta eeg_sdelta_c4min_norm eeg_sdelta_p2min_norm eeg_sigma eeg_sigma_c4min_norm eeg_sigma_p2min_norm eeg_skew eeg_skew_c4min_norm eeg_skew_p2min_norm eeg_sp2a eeg_sp2a_c4min_norm eeg_sp2a_p2min_norm eeg_sp2d eeg_sp2d_c4min_norm eeg_sp2d_p2min_norm eeg_sp2r eeg_sp2r_c4min_norm eeg_sp2r_p2min_norm eeg_sp_wave1 eeg_sp_wave1_c4min_norm eeg_sp_wave1_p2min_norm eeg_sp_wave2 eeg_sp_wave2_c4min_norm eeg_sp_wave2_p2min_norm eeg_sp_wave3 eeg_sp_wave3_c4min_norm eeg_sp_wave3_p2min_norm eeg_std eeg_std_c4min_norm eeg_std_p2min_norm eeg_theta eeg_theta2 eeg_theta2_c4min_norm eeg_theta2_p2min_norm eeg_theta3 eeg_theta3_c4min_norm eeg_theta3_p2min_norm eeg_theta_c4min_norm eeg_theta_p2min_norm acc_diff_avg acc_diff_avg_c4min_norm acc_diff_avg_p2min_norm acc_diff_avg_ratio acc_diff_avg_ratio_c4min_norm acc_diff_avg_ratio_p2min_norm acc_diff_iqr acc_diff_iqr_c4min_norm acc_diff_iqr_p2min_norm acc_diff_median acc_diff_median_c4min_norm acc_diff_median_p2min_norm acc_diff_std acc_diff_std_c4min_norm acc_diff_std_p2min_norm acc_diff_std_ratio acc_diff_std_ratio_c4min_norm acc_diff_std_ratio_p2min_norm age male data_type
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tree_sizes=882 887 885 882 881 899 896 897 903 891 894 899 900 889 885 905 907 899 907 888 896 895 902 895 900 900 900 903 896 895 896 902 899 896 893 892 907 897 896 899 908 901 904 902 898 898 900 902 903 899 904 891 902 906 897 903 904 901 907 901 903 900 907 907 899 892 902 901 909 898 897 904 902 906 898 894 913 901 904 897 895 899 902 908 898 897 902 902 910 902 901 900 903 904 897 892 901 904 902 896 889 903 904 898 898 899 904 908 903 902 896 909 905 909 897 890 907 903 909 907 902 911 904 902 898 902 907 904 905 905 898 904 906 905 892 904 907 909 907 900 902 911 903 910 898 898 897 909 902 903 894 903 897 910 891 908 906 906 894 902 908 908 902 908 905 891 904 903 890 900 903 907 911 901 903 900 907 912 899 900 897 904 901 904 894 900 902 906 907 900 905 904 904 896 903 898 905 915 902 901 887 895 905 903 904 905 894 910 904 898 900 910 908 902 894 898 899 913 910 904 899 905 906 895 904 901 900 908 903 907 894 906 909 907 903 903 905 906 902 906 903 909 907 899 899 896 900 908 902 900 898 906 900 899 896 895 913 909 902 895 911 891 908 899 902 894 898 905 897 908 895 898 908 896 896 895 902 904 906 912 897 902 909 902 894 903 900 909 907 904 906 899 895 898 908 906 900 912 908 909 903 906 909 900 900 893 902 905 901 905 901 907 906 906 910 911 902 906 916 892 901 907 905 902 896 891 899 908 905 901 902 912 906 912 904 896 907 904 904 904 910 904 903 898 901 893 909 892 903 907 898 897 914 900 909 902 904 909 910 900 887 892 910 904 903 910 896 907 907 902 900 904 906 905 901 896 904 906 912 902 905 900 908 910 904 903 903 894 911 907 897 901 912 904 898 900 903 900 911 905 900 896 897 910 896 884 900 914 904 897 900 895 900 905 899 897 895 899 896 894 909 904 908 907 900 908 903 915 912 902 901 903 899 908 907 896 912 904 910 904 908 899 912 915 907 909 902 898 900 893 899 901 907 909 913 898 893 916 906 884 892 900 892 910 902 899 900 905 894 893 899 896 898 909 893 901 896 900 910 898 899 905 893 899 896 899 907 905 909 896 897 908 908 918 897 899 895 917 898 903 904 899 903 909 903 911 896 908 901 887 896 903 911 897 904 893 900 889 903 904 903 902 895 899 900 901 896 897 917 904 910 904 916 919 900 900 901 901 908 896 903 911 912 902 911 897 902 900 901 889 907 899 902 907 899 910 902 912 902 907 906 886 890 921 895 910 894 907 912 895 906 912 895 905 900 909 904 913 920 907 907 900 915 903 893 902 899 912 907 897 899 896 898 905 901 893 909 907 901 908

Tree=0
num_leaves=7
num_cat=0
split_feature=71 87 125 138 58 179
split_gain=12269.7 8852.93 6661.05 1650.84 855.457 562.172
threshold=0.075716532974178977 0.18575861070998159 0.4026268603479331 0.34073240411245953 3.0111980785354358 -0.20773103801467568
decision_type=2 2 2 2 2 2
left_child=3 2 -2 -1 -5 -3
right_child=1 5 -4 4 -6 -7
leaf_value=-2.968569765684506 -2.7817640352306952 -2.616260244160248 -2.5047876329628895 -2.8606946495401946 -1.8808761181727742 -2.9509505528413711
leaf_weight=11807.846148252487 3155.9153614044189 51.26867938041687 1197.8286890983582 1412.9102210998535 8.9671454429626447 2376.6184389591217
leaf_count=134279 38434 454 11415 19930 59 19250
internal_value=-2.90025 -2.79088 -2.70556 -2.95631 -2.85452 -2.94388
internal_weight=0 6781.63 4353.74 13229.7 1421.88 2427.89
internal_count=223821 69553 49849 154268 19989 19704
is_linear=0
shrinkage=1


Tree=1
num_leaves=7
num_cat=0
split_feature=19 157 52 157 46 13
split_gain=62397.2 19382.2 18506.8 6320.36 15462.1 1559.76
threshold=0.14983840749516672 -0.10213676221786948 0.14913972166143133 -0.1645447651086003 0.052813833873303358 -0.083804005089866726
decision_type=2 2 2 2 2 2
left_child=3 5 -3 -1 -5 -2
right_child=1 2 -4 4 -6 -7
leaf_value=-1.3909563007705015 -1.3590757516257661 -1.0424296476470427 -1.300739894373951 -1.2274292769841579 -1.3702594173869513 -1.2002137669290089
leaf_weight=21756.670340925455 3691.8902072310448 13092.075804829597 3519.1905896067619 11462.876184821129 22371.073023706675 742.30982011556625
leaf_count=66054 9759 50012 8879 37568 49188 2361
internal_value=-1.29339 -1.14674 -1.09715 -1.34891 -1.32187 -1.33248
internal_weight=0 21045.5 16611.3 55590.6 33833.9 4434.2
internal_count=223821 71011 58891 152810 86756 12120
is_linear=0
shrinkage=1


Tree=2
num_leaves=7
num_cat=0
split_feature=34 139 116 124 44 123
split_gain=137961 15664 6487.83 6046 5192.1 3581.37
threshold=0.14121715497020165 -0.060131082735388829 0.058895397968178047 -0.13619940756912136 0.1332942695524803 329.50000000000006
decision_type=2 2 2 2 2 2
left_child=3 2 -2 4 -1 -3
right_child=1 5 -4 -5 -6 -7
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decision_type=2 2 2 2 2 2
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Tree=4
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decision_type=2 2 2 2 2 2
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Tree=5
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decision_type=2 2 2 2 2 2
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Tree=6
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Tree=7
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decision_type=2 2 2 2 2 2
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Tree=8
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Tree=9
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split_gain=96154.5 7509.39 3990.36 2436.83 1482.62 1366.8
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decision_type=2 2 2 2 2 2
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Tree=10
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decision_type=2 2 2 2 2 2
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Tree=11
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Tree=12
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internal_weight=0 34984.1 29094.9 44819.7 7053.68 5889.2
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Tree=13
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decision_type=2 2 2 2 2 2
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Tree=14
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Tree=15
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Tree=16
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Tree=17
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Tree=18
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Tree=19
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Tree=20
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Tree=21
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decision_type=2 2 2 2 2 2
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Tree=24
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decision_type=2 2 2 2 2 2
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Tree=25
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split_gain=5145.36 1897.49 2824.1 1107.43 667.238 214.32
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decision_type=2 2 2 2 2 2
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internal_weight=0 11304.8 8594.1 2710.74 7688.53 6958.14
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decision_type=2 2 2 2 2 2
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Tree=27
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decision_type=2 2 2 2 2 2
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Tree=28
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decision_type=2 2 2 2 2 2
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Tree=29
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decision_type=2 2 2 2 2 2
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internal_weight=0 17874.2 27890.7 3133.52 14740.7 3771.56
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Tree=30
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split_feature=139 110 63 135 191 165
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decision_type=2 2 2 2 2 2
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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=40
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Tree=41
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internal_weight=0 33447.7 27206.1 6241.68 25994.8 3294.24
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Tree=44
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decision_type=2 2 2 2 2 2
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Tree=45
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decision_type=2 2 2 2 2 2
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Tree=46
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decision_type=2 2 2 2 2 2
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Tree=47
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decision_type=2 2 2 2 2 2
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Tree=48
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decision_type=2 2 2 2 2 2
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Tree=49
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decision_type=2 2 2 2 2 2
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Tree=50
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split_feature=12 163 65 182 165 167
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Tree=51
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=52
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Tree=53
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Tree=54
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decision_type=2 2 2 2 2 2
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Tree=55
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Tree=56
num_leaves=7
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Tree=57
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decision_type=2 2 2 2 2 2
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Tree=58
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decision_type=2 2 2 2 2 2
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Tree=59
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decision_type=2 2 2 2 2 2
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Tree=60
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 38677.2 18727.7 19949.4 10859.8 10404.3
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decision_type=2 2 2 2 2 2
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internal_weight=0 28945.6 8642.27 17552.2 2047.55 20303.3
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decision_type=2 2 2 2 2 2
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split_gain=9778.91 2000.81 1108 895.868 520.539 456.272
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decision_type=2 2 2 2 2 2
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split_gain=1859.11 562.59 691.426 290.763 146.08 130.799
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decision_type=2 2 2 2 2 2
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internal_weight=0 12387.9 11276.7 4312.82 1574.76 1111.24
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Tree=66
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decision_type=2 2 2 2 2 2
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Tree=67
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decision_type=2 2 2 2 2 2
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Tree=68
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Tree=69
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decision_type=2 2 2 2 2 2
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Tree=70
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internal_weight=0 12635.8 1934.27 10701.5 3878.84 832.426
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Tree=71
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is_linear=0
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Tree=72
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Tree=73
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Tree=74
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Tree=75
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Tree=76
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Tree=77
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decision_type=2 2 2 2 2 2
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Tree=78
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Tree=79
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decision_type=2 2 2 2 2 2
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internal_weight=0 12952.8 9517.44 3435.37 3208.28 662.909
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is_linear=0
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Tree=81
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split_gain=2988.95 2961 1228.46 1034.56 231.165 273.422
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decision_type=2 2 2 2 2 2
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internal_weight=0 34408.1 19215.6 15192.5 7357.81 723.682
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is_linear=0
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Tree=82
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split_gain=7544.22 2001.01 1362.52 1159.54 872.314 365.022
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decision_type=2 2 2 2 2 2
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internal_weight=0 21312.4 15731 5425.58 18981.4 10305.4
internal_count=223821 77612 146209 24117 59220 122092
is_linear=0
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Tree=83
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split_gain=5350.52 1407.39 853.224 745.028 615.288 466.21
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decision_type=2 2 2 2 2 2
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internal_weight=0 20087.1 9933.31 10153.8 10121.8 3033.83
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is_linear=0
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Tree=84
num_leaves=7
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split_gain=5015.3 1124.11 1023.72 1008.5 378.044 324.697
threshold=0.026781925154723461 0.30712835145314504 0.22763438332129127 0.040785398594001189 0.23318953665208123 1.1022226932158208
decision_type=2 2 2 2 2 2
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internal_weight=0 15119.1 10508.9 8889.53 3132.53 6229.59
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is_linear=0
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Tree=85
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decision_type=2 2 2 2 2 2
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internal_weight=0 12902.1 6549.07 3096 6353.06 1959.8
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is_linear=0
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Tree=86
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decision_type=2 2 2 2 2 2
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internal_weight=0 28688.4 24542.5 11444 6418.52 5025.48
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is_linear=0
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Tree=87
num_leaves=7
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split_gain=6570.64 1775.22 1552.29 771.091 726.109 694.405
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decision_type=2 2 2 2 2 2
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internal_weight=0 15969.6 19134.4 14917.8 4216.56 3577.13
internal_count=223821 147957 75864 48438 27426 14362
is_linear=0
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Tree=88
num_leaves=7
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split_feature=160 116 157 157 94 145
split_gain=4550.32 1139.46 885.944 631.812 590.497 424.665
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decision_type=2 2 2 2 2 2
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internal_weight=0 19718.9 15682.2 9157.88 2662.58 4036.75
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is_linear=0
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Tree=89
num_leaves=7
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split_feature=64 63 184 69 151 176
split_gain=4344.03 1223.14 607.45 499.92 361.308 286.043
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decision_type=2 2 2 2 2 2
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internal_weight=0 15961.8 8052.13 8521.13 1756.73 7909.68
internal_count=223821 62218 40664 161603 13717 21554
is_linear=0
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Tree=90
num_leaves=7
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split_feature=139 166 130 128 182 8
split_gain=1036.31 364.711 541.815 454.504 270.882 204.077
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decision_type=2 2 2 2 2 2
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internal_weight=0 12929 7269.4 5659.62 2912.98 926.286
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is_linear=0
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Tree=91
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 24459.6 14294.2 10774.8 19545.3 4914.35
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is_linear=0
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Tree=92
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 24081.8 17114 9250.7 6967.87 1019.29
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is_linear=0
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Tree=93
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 21416.1 10183.7 11232.5 6259.31 6092.38
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is_linear=0
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Tree=94
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=95
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=96
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=97
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=98
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 13938.8 10709.9 8556.04 3228.92 5221.38
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Tree=100
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internal_weight=0 12962.8 11750.6 2626.1 1212.27 2092.5
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is_linear=0
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Tree=101
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decision_type=2 2 2 2 2 2
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Tree=102
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internal_weight=0 23454.1 15193.2 8260.85 6780.48 623.331
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Tree=103
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decision_type=2 2 2 2 2 2
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Tree=104
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decision_type=2 2 2 2 2 2
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internal_weight=0 15340.7 7612.96 7727.72 6296.95 1615.76
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is_linear=0
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Tree=105
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decision_type=2 2 2 2 2 2
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Tree=106
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split_gain=1666.47 1149.57 875.3 278.204 176.402 167.156
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Tree=107
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decision_type=2 2 2 2 2 2
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internal_weight=0 22710.5 14555.2 8155.24 6257.61 653.079
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Tree=108
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decision_type=2 2 2 2 2 2
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internal_weight=0 19865.4 15233.6 4631.77 4563.46 4483.31
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is_linear=0
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Tree=109
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=110
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decision_type=2 2 2 2 2 2
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internal_weight=0 4998.35 10413.5 10.1374 10403.4 4102.99
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is_linear=0
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Tree=111
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Tree=112
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Tree=113
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Tree=114
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Tree=115
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Tree=116
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Tree=117
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Tree=118
num_leaves=7
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split_feature=139 151 74 19 166 159
split_gain=2079.44 1257.06 637.514 511.217 234.502 54.6373
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decision_type=2 2 2 2 2 2
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leaf_count=598 54653 30114 10885 37362 752 89457
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internal_weight=0 19222.5 11175.8 8046.72 3646.08 3513.59
internal_count=223821 133014 65538 67476 90807 90209
is_linear=0
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Tree=119
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split_feature=103 12 190 169 126 152
split_gain=1929.6 832.704 939.078 421.129 358.974 149.657
threshold=0.075611558188287561 1.5012310895402565 0.060381848309164994 2.6134189965103141 0.95472053616364894 -0.28287661200895892
decision_type=2 2 2 2 2 2
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internal_weight=0 14747.2 9072.95 4930.01 5674.27 4843.49
internal_count=223821 76634 56621 147187 20013 146888
is_linear=0
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Tree=120
num_leaves=7
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split_feature=12 89 110 65 190 11
split_gain=537.83 287.027 364.318 219.193 182.264 96.1671
threshold=3.5548269272931194 0.39931196273310937 0.35540204619865606 1.4777338523735117 0.39043167445696991 -0.080346775451477434
decision_type=2 2 2 2 2 2
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leaf_count=90704 10047 17983 13008 4347 5070 82662
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internal_weight=0 12956.7 10074.8 2881.93 2285.49 1824.24
internal_count=223821 126042 103712 22330 97779 92709
is_linear=0
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Tree=121
num_leaves=7
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split_gain=1117.13 1168.99 631.14 471.518 417.993 342.107
threshold=2.3794424183647243 -0.047554160283616954 -1.0000000180025095e-35 26.665250589841225 0.10838297365500903 0.15757178895665244
decision_type=2 2 2 2 2 2
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internal_weight=0 19322.9 13103.9 9553.23 9769.62 9526.04
internal_count=223821 118113 105708 53247 64866 88423
is_linear=0
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Tree=122
num_leaves=7
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split_feature=115 156 106 14 109 174
split_gain=2649.27 1228.7 603.811 465.778 430.603 187.075
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decision_type=2 2 2 2 2 2
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internal_weight=0 20543.7 16015 4528.68 5268.86 384.175
internal_count=223821 104345 71865 32480 119476 2475
is_linear=0
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Tree=123
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split_feature=115 157 159 164 72 68
split_gain=1990.1 950.835 833.586 427.165 391.911 274.608
threshold=0.022627623684544403 -0.26235257839706594 0.10425099496846997 -0.26550648795514914 0.020432667684108029 2.3120987714422427
decision_type=2 2 2 2 2 2
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leaf_count=267 3815 17539 67334 94752 37003 3111
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internal_weight=0 15315.5 8963.27 6852.59 6352.25 6001.98
internal_count=223821 122143 84873 101678 37270 97863
is_linear=0
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Tree=124
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split_feature=103 63 118 19 94 72
split_gain=1653.35 611.29 535.917 470.774 344.62 147.548
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decision_type=2 2 2 2 2 2
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internal_weight=0 10495.1 8579.8 7477.25 7871.17 3017.87
internal_count=223821 39526 184295 27282 178006 12244
is_linear=0
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Tree=125
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split_feature=166 191 157 108 89 165
split_gain=475.716 360.244 308.552 828.423 303.019 273.932
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decision_type=2 2 2 2 2 2
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right_child=1 -3 3 -5 -6 -7
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internal_weight=0 7517.75 7646.9 546.515 7100.38 6481.33
internal_count=223821 156347 67474 7088 60386 150112
is_linear=0
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Tree=126
num_leaves=7
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split_feature=151 139 131 139 114 156
split_gain=1020 1088.65 534.831 598.48 455.968 352.331
threshold=1.0000000180025095e-35 -0.031984327921221266 -0.19298335685538079 0.36104573791276079 15.245750594374043 3.2836622188885998
decision_type=2 2 2 2 2 2
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internal_weight=0 13736.4 17847.2 13472.3 7388.27 6348.14
internal_count=223821 112017 111804 83375 44126 67891
is_linear=0
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Tree=127
num_leaves=7
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split_feature=52 193 173 129 155 100
split_gain=2315.39 905.669 696.497 540.652 429.141 361.094
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decision_type=2 2 2 2 2 2
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leaf_count=129445 45201 9973 1486 11979 19751 5986
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internal_weight=0 18700.6 6183.01 12048.1 6652.5 1064.08
internal_count=223821 86904 136917 57180 29724 7472
is_linear=0
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Tree=128
num_leaves=7
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split_feature=13 137 10 73 13 120
split_gain=1793.52 941.586 589.736 455.118 328.582 146.567
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decision_type=2 2 2 2 2 2
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internal_weight=0 16548.9 4976.59 8379.56 8169.34 4615.36
internal_count=223821 103780 120041 53222 50558 118125
is_linear=0
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Tree=129
num_leaves=7
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split_gain=1455.11 620.231 529.718 280.829 248.588 201.884
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decision_type=2 2 2 2 2 2
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internal_weight=0 14188.4 6752.84 7435.59 4280.5 4025.13
internal_count=223821 90478 60683 29795 133343 131895
is_linear=0
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Tree=130
num_leaves=7
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split_gain=437.357 272.408 311.422 204.941 145.439 190.116
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decision_type=2 2 2 2 2 2
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internal_weight=0 12845.7 9495.63 3350.09 2260.09 1383.77
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is_linear=0
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Tree=131
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 20834.7 14084.9 10032.5 6749.73 5193.89
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is_linear=0
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Tree=132
num_leaves=7
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split_gain=2196.86 1252.95 580.189 374.613 127.54 106.088
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decision_type=2 2 2 2 2 2
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internal_weight=0 20286.6 10668.3 9618.28 3847.1 3800.52
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is_linear=0
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Tree=133
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decision_type=2 2 2 2 2 2
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internal_weight=0 17612.9 13134.9 4477.96 3272.75 369.031
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is_linear=0
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Tree=134
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decision_type=2 2 2 2 2 2
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Tree=135
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=136
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decision_type=2 2 2 2 2 2
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Tree=137
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=148
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internal_weight=0 16786.7 14209.7 2577.02 1801.37 30.2274
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Tree=159
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decision_type=2 2 2 2 2 2
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Tree=160
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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internal_weight=0 18114.2 13909.4 4204.76 2545.12 2544.1
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Tree=163
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Tree=164
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split_gain=739.401 424.411 463.272 400.525 254.55 185.252
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decision_type=2 2 2 2 2 2
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Tree=165
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internal_weight=0 13894.2 12310.6 1583.61 933.974 76.6069
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Tree=166
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internal_weight=0 20803.3 14331.2 6556.15 6472.13 4103.71
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Tree=167
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Tree=168
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Tree=169
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Tree=170
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Tree=171
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Tree=172
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Tree=176
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internal_weight=0 17201.1 10768.9 6432.21 2271.37 554.602
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Tree=178
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internal_weight=0 15491 5192.33 10298.7 1896.1 575.776
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Tree=179
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decision_type=2 2 2 2 2 2
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internal_weight=0 2591.73 12648.3 11323.7 2200.77 1324.65
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is_linear=0
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Tree=180
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=181
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decision_type=2 2 2 2 2 2
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internal_weight=0 24679.6 23154.1 1525.51 1599.66 520.006
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is_linear=0
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Tree=182
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split_gain=776.433 587.11 380.52 323.236 89.8246 134.277
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decision_type=2 2 2 2 2 2
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internal_weight=0 16783.3 13178 3605.22 2318.22 313.349
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is_linear=0
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Tree=183
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internal_weight=0 15660.8 8937.95 6722.89 1475.59 178.88
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is_linear=0
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Tree=184
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=185
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decision_type=2 2 2 2 2 2
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internal_weight=0 2142.97 453.072 12540.3 10425.1 2115.28
internal_count=223821 59131 4100 164690 116060 48630
is_linear=0
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Tree=186
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split_feature=157 154 96 189 157 158
split_gain=377.222 289.058 268.243 160.483 28.0029 24.8706
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decision_type=2 2 2 2 2 2
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internal_weight=0 25236.4 20524.5 4711.87 825.023 418.84
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is_linear=0
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Tree=187
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split_feature=166 118 154 52 14 110
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decision_type=2 2 2 2 2 2
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internal_weight=0 15951.1 8329.83 7621.26 2894.66 823.06
internal_count=223821 135098 72562 62536 88723 6953
is_linear=0
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Tree=188
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decision_type=2 2 2 2 2 2
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internal_weight=0 11852.2 5017.7 5749.89 6102.3 4579.84
internal_count=223821 115987 107834 74195 41792 102165
is_linear=0
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Tree=189
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decision_type=2 2 2 2 2 2
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Tree=190
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=191
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decision_type=2 2 2 2 2 2
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Tree=192
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Tree=193
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Tree=194
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decision_type=2 2 2 2 2 2
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Tree=195
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internal_weight=0 19520.4 10965.9 8554.41 6097.2 1255.31
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internal_weight=0 11902.5 6926.91 4975.62 2583.61 2126.69
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Tree=200
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decision_type=2 2 2 2 2 2
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Tree=201
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decision_type=2 2 2 2 2 2
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internal_weight=0 24944.9 18767.5 6177.48 404.288 245.251
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is_linear=0
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Tree=202
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decision_type=2 2 2 2 2 2
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Tree=203
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decision_type=2 2 2 2 2 2
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internal_weight=0 15056.1 12811.9 2244.26 1142.25 1134.06
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Tree=204
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Tree=205
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is_linear=0
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Tree=206
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Tree=207
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Tree=208
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internal_weight=0 12677.1 8511.97 4165.11 3408.06 3004.71
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Tree=209
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Tree=210
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Tree=211
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Tree=213
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Tree=214
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internal_weight=0 22316 21603.9 2517.19 712.158 2367.77
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Tree=217
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internal_weight=0 15777.1 11076.3 4700.78 1627.68 391.381
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Tree=218
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decision_type=2 2 2 2 2 2
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internal_weight=0 11218.8 5386.73 4495.7 5832.08 4065.45
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Tree=219
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decision_type=2 2 2 2 2 2
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Tree=220
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decision_type=2 2 2 2 2 2
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internal_weight=0 1860.38 1356.18 12620.5 11535 1085.52
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Tree=221
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decision_type=2 2 2 2 2 2
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Tree=222
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Tree=223
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Tree=224
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Tree=225
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Tree=226
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Tree=227
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Tree=228
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Tree=230
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Tree=231
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Tree=234
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Tree=237
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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Tree=241
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decision_type=2 2 2 2 2 2
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Tree=242
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Tree=243
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Tree=244
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Tree=245
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Tree=246
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Tree=247
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Tree=248
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Tree=250
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internal_weight=0 11945.9 2702.74 10724.9 1220.98 2225.82
internal_count=223821 139695 84126 129786 9909 80175
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internal_weight=0 12207 8876.25 3330.71 871.731 435.488
internal_count=223821 220314 194730 25584 3507 1403
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Tree=255
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decision_type=2 2 2 2 2 2
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internal_weight=0 14086.3 185.817 13900.5 156.157 147.096
internal_count=223821 221100 985 220115 2721 2685
is_linear=0
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Tree=256
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decision_type=2 2 2 2 2 2
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internal_weight=0 21080.7 8777.73 12302.9 2526.32 2016.52
internal_count=223821 203685 102456 101229 20136 16729
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Tree=257
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decision_type=2 2 2 2 2 2
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internal_weight=0 3805.54 12320.6 2590.28 11648 672.541
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Tree=258
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decision_type=2 2 2 2 2 2
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internal_weight=0 8792.35 5737.49 2805.49 4830.84 2932
internal_count=223821 172275 51546 22904 95039 28642
is_linear=0
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Tree=259
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split_feature=118 76 81 8 126 158
split_gain=200.879 216.481 192.607 105.35 76.5933 97.525
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decision_type=2 2 2 2 2 2
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internal_weight=0 10084.6 8599.09 1485.48 2871.66 2273.62
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is_linear=0
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Tree=260
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split_feature=155 53 92 112 151 47
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decision_type=2 2 2 2 2 2
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internal_weight=0 7045.95 2535.97 7167.89 4509.98 558.052
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is_linear=0
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Tree=261
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split_gain=133.837 147.798 158.582 116.098 243.536 85.3016
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decision_type=2 2 2 2 2 2
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internal_weight=0 23148.1 22342.7 315.583 0.681693 805.43
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is_linear=0
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Tree=262
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decision_type=2 2 2 2 2 2
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internal_weight=0 14851.2 11283.9 3567.32 1130.66 560.869
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is_linear=0
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Tree=263
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split_feature=139 151 82 196 68 35
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decision_type=2 2 2 2 2 2
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internal_weight=0 13856.4 7365.18 6491.19 533.236 4.98599
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is_linear=0
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Tree=264
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split_feature=195 189 177 190 72 87
split_gain=195.336 284.316 374.489 277.972 181.816 153.983
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decision_type=2 2 2 2 2 2
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internal_weight=0 603.444 318.507 12288.9 10309.9 1979.01
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is_linear=0
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Tree=265
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decision_type=2 2 2 2 2 2
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internal_weight=0 14010 93.248 13916.7 184.072 9.31565
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is_linear=0
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Tree=266
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internal_weight=0 22946.8 22695 251.869 421.859 9.87082
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is_linear=0
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Tree=267
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decision_type=2 2 2 2 2 2
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internal_weight=0 15076.2 9794.16 5282.05 779.437 74.9035
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is_linear=0
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Tree=268
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=269
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decision_type=2 2 2 2 2 2
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Tree=270
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decision_type=2 2 2 2 2 2
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Tree=271
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decision_type=2 2 2 2 2 2
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Tree=272
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=273
num_leaves=7
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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internal_weight=0 12383.6 11316.7 1066.91 394.023 19.2982
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Tree=275
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decision_type=2 2 2 2 2 2
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Tree=276
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decision_type=2 2 2 2 2 2
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internal_weight=0 21932.3 3040.93 18891.3 1286.42 1237.55
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Tree=277
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=278
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decision_type=2 2 2 2 2 2
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internal_weight=0 13489.1 10485 3004.11 701.742 150.851
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Tree=279
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decision_type=2 2 2 2 2 2
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Tree=280
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=281
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decision_type=2 2 2 2 2 2
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internal_weight=0 22872.1 22395.3 476.763 244.727 2.94546
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is_linear=0
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Tree=282
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decision_type=2 2 2 2 2 2
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internal_weight=0 14818.9 12853.1 1965.76 765.695 198.694
internal_count=223821 125591 112315 13276 98230 3433
is_linear=0
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Tree=283
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split_feature=157 83 0 106 172 151
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decision_type=2 2 2 2 2 2
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internal_weight=0 2101.65 11983.8 4188.86 7794.97 1623.21
internal_count=223821 118202 105619 41153 64466 105536
is_linear=0
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Tree=284
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internal_weight=0 12075.8 11078.5 997.293 481.898 400.501
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is_linear=0
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Tree=285
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decision_type=2 2 2 2 2 2
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internal_weight=0 13124.2 2516.43 10607.8 975.416 387.636
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is_linear=0
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Tree=286
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decision_type=2 2 2 2 2 2
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internal_weight=0 22823.8 22003.7 820.079 204.42 11.1749
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is_linear=0
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Tree=287
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split_gain=203.379 198.708 203.295 156.177 136.351 101.578
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decision_type=2 2 2 2 2 2
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internal_weight=0 14490.1 4367.64 10122.5 1013.23 365.163
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is_linear=0
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Tree=288
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decision_type=2 2 2 2 2 2
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Tree=289
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decision_type=2 2 2 2 2 2
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Tree=290
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Tree=291
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decision_type=2 2 2 2 2 2
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Tree=292
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decision_type=2 2 2 2 2 2
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internal_weight=0 5657.29 5238.65 8247.75 4570.48 418.636
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Tree=294
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decision_type=2 2 2 2 2 2
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internal_weight=0 8555.91 8408.6 3887.77 1788.7 2099.07
internal_count=223821 160935 159681 62886 26655 36231
is_linear=0
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Tree=295
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decision_type=2 2 2 2 2 2
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internal_weight=0 3773.33 10249.1 5221.48 3010.26 5027.64
internal_count=223821 64935 158886 87713 34346 71173
is_linear=0
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Tree=296
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decision_type=2 2 2 2 2 2
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Tree=297
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decision_type=2 2 2 2 2 2
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internal_weight=0 12736.6 768.166 11968.5 2561.46 1287.61
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Tree=298
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=299
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decision_type=2 2 2 2 2 2
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internal_weight=0 8270.05 5584.06 4094.69 3894.21 2685.99
internal_count=223821 187076 57658 36745 33308 129418
is_linear=0
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Tree=300
num_leaves=7
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split_feature=188 8 176 127 95 67
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decision_type=2 2 2 2 2 2
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internal_weight=0 12220.3 7436.05 4784.28 1760.42 426.209
internal_count=223821 215418 87816 127602 8403 1609
is_linear=0
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Tree=301
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split_feature=76 124 21 139 142 20
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decision_type=2 2 2 2 2 2
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internal_weight=0 15970.9 6754.15 6447.73 306.427 14469.8
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is_linear=0
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Tree=302
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split_feature=166 142 127 77 145 119
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internal_weight=0 13372.8 13110.1 1836.63 1308.08 262.66
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is_linear=0
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Tree=303
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Tree=304
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decision_type=2 2 2 2 2 2
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internal_weight=0 11728.9 577.113 139.527 437.585 10163.1
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is_linear=0
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Tree=305
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internal_weight=0 13827.5 9522.02 4305.49 137.573 12.7891
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Tree=306
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=307
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decision_type=2 2 2 2 2 2
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Tree=308
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Tree=309
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decision_type=2 2 2 2 2 2
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Tree=310
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Tree=311
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decision_type=2 2 2 2 2 2
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internal_weight=0 22246.3 2524.05 19722.2 230.489 43.0186
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Tree=317
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decision_type=2 2 2 2 2 2
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Tree=318
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Tree=319
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Tree=320
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Tree=321
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Tree=322
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decision_type=2 2 2 2 2 2
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internal_weight=0 12848.4 12331.2 2045.57 1588.36 457.214
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Tree=323
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Tree=324
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Tree=325
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Tree=326
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decision_type=2 2 2 2 2 2
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Tree=327
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Tree=330
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Tree=331
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split_feature=76 124 195 85 88 142
split_gain=91.4191 166.792 157.452 289.558 124.404 103.372
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decision_type=2 2 2 2 2 2
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internal_weight=0 15591.9 6668.2 4331.22 14576.1 2336.98
internal_count=223821 167358 56463 35483 158682 20980
is_linear=0
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Tree=332
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split_feature=115 21 26 76 44 157
split_gain=132.801 143.965 154.291 152.981 111.96 78.9582
threshold=-0.013182394639776954 0.023078029190176135 -0.020795227086274928 -0.1461456665713888 0.093841743098027994 0.5858528961163727
decision_type=2 2 2 2 2 2
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internal_weight=0 14004.9 12999.9 1004.99 738.481 231.941
internal_count=223821 118477 112147 6330 105344 3225
is_linear=0
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Tree=333
num_leaves=7
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split_feature=151 115 31 154 103 38
split_gain=139.458 155.629 194.834 136.11 101.121 92.5319
threshold=-0.18290272905146898 0.022627623684544403 -0.0075710930676221189 -0.051927124722130902 -0.011907396636798752 3.7733833956710363
decision_type=2 2 2 2 2 2
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leaf_count=10645 69089 79468 22661 20374 20150 1434
internal_value=0 -0.00697961 7.24177e-05 0.0149523 -0.00146909 -0.031403
internal_weight=0 9035.91 7011.42 4269.09 2312.87 2024.49
internal_count=223821 172652 91750 51169 30795 80902
is_linear=0
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Tree=334
num_leaves=7
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split_feature=115 106 157 27 103 149
split_gain=112.069 123.151 182.506 139.494 63.308 28.4428
threshold=-0.16583552350446462 -0.060803580625354139 -0.071748039824284765 0.083653085238707639 1.233735609389828 -1.0090655927635204
decision_type=2 2 2 2 2 2
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leaf_value=0.12178358097140392 0.0023716436428973834 0.01043765912450121 0.045502139631391832 -0.024416987199807057 0.076522274607070839 -0.07424169930669422
leaf_weight=7.5818657797353799 5654.4084633010498 1868.6749664364397 1187.0498656017007 2978.3603425745969 32.686824981123209 311.98751531637026
leaf_count=99 43718 106682 17860 29116 72 26274
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internal_weight=0 11688.5 6841.46 4847.04 352.256 319.569
internal_count=223821 197376 61578 135798 26445 26373
is_linear=0
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Tree=335
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split_feature=122 9 126 68 68 14
split_gain=74.2898 115.588 96.475 92.1916 161.392 152.698
threshold=-0.39698452161470005 -0.39086735696130848 0.96782122348740829 -0.097446925912865037 -0.07243764282400196 -0.21478739762277413
decision_type=2 2 2 2 2 2
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right_child=3 2 -4 4 -6 -7
leaf_value=0.001547317871311664 -0.043645555487838307 0.11158880619103025 0.56994773174275071 0.037334468753563263 -0.00063082038922668239 0.018456772323177432
leaf_weight=178.68511418858543 1104.0399170515593 106.61054145940579 4.7987082460895172 1252.6469652127926 10551.38040798367 617.30714822344453
leaf_count=1945 12551 727 24 15537 182084 10953
internal_value=0 0.0513903 0.131332 0.000245313 0.00339807 -0.0213745
internal_weight=0 290.094 111.409 13525.4 11804 1721.35
internal_count=223821 2696 751 221125 197621 23504
is_linear=0
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Tree=336
num_leaves=7
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split_feature=92 76 195 83 136 19
split_gain=90.2374 106.354 144.647 135.761 40.4838 33.6009
threshold=-0.12013921675869497 -0.057536988868128712 0.37694033817821443 -0.12174460363871432 0.063631368304867583 0.44107733331993015
decision_type=2 2 2 2 2 2
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right_child=1 3 -4 -5 -6 -7
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leaf_weight=304.44318833854049 4080.226827381266 930.95885849324986 2250.7514516494266 14542.373095962372 66.976392733864486 25.898870040196925
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internal_weight=0 21804.3 6330.98 15473.3 397.318 330.342
internal_count=223821 219397 53278 166119 4424 3996
is_linear=0
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Tree=337
num_leaves=7
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split_feature=163 68 174 100 88 110
split_gain=140.284 127.331 172.886 43.8795 30.3304 27.6776
threshold=-0.19787563763446173 1.3698907778009406 0.42179208325864898 -0.19147976943967507 0.10491176098223058 -0.43851012006921436
decision_type=2 2 2 2 2 2
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leaf_value=0.013146327890724894 -0.0033176001306483346 0.090285609361158134 0.024701924444792227 -0.049989957961866241 0.082850336926823365 -0.08182820878840591
leaf_weight=34.394716456474271 10986.012442251136 23.189640287309885 2754.1700151890982 581.01652692980133 13.245835009525761 284.42331020400161
leaf_count=519 137885 123 27571 4904 719 52100
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internal_weight=0 14344.4 13740.2 604.206 332.064 318.818
internal_count=223821 170483 165456 5027 53338 52619
is_linear=0
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Tree=338
num_leaves=7
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split_feature=139 72 0 145 157 106
split_gain=134.833 132.054 136.378 66.8271 21.9404 88.9196
threshold=-0.14597025601214011 0.91709376408645416 1.6781130169905165 -0.047757995272866678 -0.17355891806183951 0.87785990146322768
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
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leaf_value=-0.020118130569917788 -0.019878699253457588 0.088791680755778549 0.0055488580940744568 0.0017490899873596367 -0.069817888317500215 0.86736183662414712
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leaf_count=1263 29299 1543 118649 3796 69244 27
internal_value=0 0.00187491 8.24515e-05 0.0590276 -0.0594818 -0.00186074
internal_weight=0 12890.4 12498.4 391.984 368.39 56.0309
internal_count=223821 153287 147948 5339 70534 1290
is_linear=0
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Tree=339
num_leaves=7
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split_feature=131 112 77 173 73 94
split_gain=123.521 116.011 152.661 147.965 64.5055 47.1585
threshold=-0.57718282702181389 0.18654963014823603 0.17684680335551053 -0.087400824928711748 0.071866904631929032 0.040109305754783726
decision_type=2 2 2 2 2 2
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internal_value=0 -0.00193433 0.00577241 -0.0147189 0.0696166 0.0949836
internal_weight=0 11774.5 7346.14 4428.38 246.322 197.734
internal_count=223821 217632 56674 160958 6189 1587
is_linear=0
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Tree=340
num_leaves=7
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split_feature=180 123 137 192 20 122
split_gain=75.3076 151.378 120.558 102.015 105.473 88.2268
threshold=35.447791164658646 465.50000000000006 -0.028541227310595593 18.467182636474828 0.35813426267888943 -0.37145866329449223
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -5
right_child=3 2 -4 5 -6 -7
leaf_value=-0.053156335969609558 0.018740367508430555 -0.048306120326253803 0.0074335562770464093 0.089355556544651216 -0.036364082634387389 -0.0070797111619869072
leaf_weight=695.30836876807734 5048.3237560865382 459.89729806233663 2483.1157298003091 96.841443387791514 373.01729785466887 4660.2298686409777
leaf_count=30589 77977 14588 19758 540 16335 64034
internal_value=0 -0.0111913 -0.00127674 0.00557093 0.0149489 -0.00511654
internal_weight=0 3638.32 2943.01 10178.4 5421.34 4757.07
internal_count=223821 64935 34346 158886 94312 64574
is_linear=0
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Tree=341
num_leaves=7
num_cat=0
split_feature=57 139 19 88 195 195
split_gain=90.5104 137.519 114.009 115.923 107.774 86.5869
threshold=4.9805023343744228 -0.019074235355171002 -0.051776250010672896 6.7391251147440565 0.43989775000682324 0.3009871292058513
decision_type=2 2 2 2 2 2
left_child=1 -1 3 -2 -3 -4
right_child=2 4 5 -5 -6 -7
leaf_value=0.033747174591822471 -0.015031934075422927 -0.013700556074195165 0.015357235803558354 0.1398844872282676 0.028746849832348365 -0.0033452390726394737
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leaf_count=19149 70753 26991 30144 717 12024 64043
internal_value=0 0.012425 -0.00317544 -0.0138466 -0.00122134 0.00294702
internal_weight=0 4726.22 17450.1 6361.79 2881.83 11088.3
internal_count=223821 58164 165657 71470 39015 94187
is_linear=0
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Tree=342
num_leaves=7
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split_feature=151 88 115 148 101 154
split_gain=133.285 150.519 124.883 106.13 243.443 90.1778
threshold=-0.26930957770283354 6.7391251147440565 0.015646319036788214 0.53827580898617045 -0.17418913326705651 -0.31520651628892721
decision_type=2 2 2 2 2 2
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leaf_count=4207 103039 1264 92168 71 1472 21600
internal_value=0 0.00212878 0.00280555 -0.0303516 -0.140201 -0.0234342
internal_weight=0 13238.2 13185.1 1396.69 82.7419 1313.95
internal_count=223821 196471 195207 27350 1543 25807
is_linear=0
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Tree=343
num_leaves=7
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split_feature=114 186 119 130 166 116
split_gain=128.9 153.3 112.17 96.2912 194.351 87.0791
threshold=4.1562709340172272 35.250000000000007 -0.029517908051392979 -0.24785278816718223 -0.49073709550568628 0.16545839274602739
decision_type=2 2 2 2 2 2
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leaf_count=8 85650 5170 103197 23988 696 5112
internal_value=0 -0.00421738 -0.00749394 0.0231028 -0.0736261 0.0376208
internal_weight=0 11182.8 10370.7 2042.38 97.9768 812.179
internal_count=223821 199129 188847 24692 704 10282
is_linear=0
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Tree=344
num_leaves=7
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split_feature=118 186 133 190 126 152
split_gain=115.252 137.168 181.487 128.599 42.5876 47.3272
threshold=0.83815054563679836 48.250000000000007 0.53760415764799296 1.0347454077907126 0.95828373868200123 -0.49937849832923104
decision_type=2 2 2 2 2 2
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internal_value=0 -0.00383301 5.80853e-06 -0.0372387 0.0277948 0.0361078
internal_weight=0 10696.3 9593.84 1102.48 1291.25 1067.56
internal_count=223821 215077 210326 4751 8744 7865
is_linear=0
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Tree=345
num_leaves=7
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split_feature=56 125 160 130 41 151
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threshold=-0.20057176653838657 -0.11222120659043223 0.028475107044350998 0.21518507542973023 -0.11846621605265431 -0.41813991884225654
decision_type=2 2 2 2 2 2
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leaf_count=81 5559 2242 488 687 5689 209075
internal_value=0 0.0637131 1.04675 0.0420013 8.24937e-05 0.00145132
internal_weight=0 196.659 4.24964 192.41 13596.4 13250.3
internal_count=223821 3498 569 2929 220323 214764
is_linear=0
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Tree=346
num_leaves=7
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split_feature=151 139 151 57 162 124
split_gain=85.9338 96.9504 190.258 138.353 73.0631 64.4352
threshold=0.60552610832839671 -0.031984327921221266 -0.057233348634528135 5.3407669311162467 0.38787202631907014 -0.40746709236330753
decision_type=2 2 2 2 2 2
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internal_weight=0 21147.8 9422.94 11724.9 938.33 435.529
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is_linear=0
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Tree=347
num_leaves=7
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split_feature=11 188 114 28 53 14
split_gain=131.583 124.541 115.73 36.5846 28.7102 24.3403
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decision_type=2 2 2 2 2 2
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internal_weight=0 14216 13812.3 403.675 354.412 321.495
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is_linear=0
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Tree=348
num_leaves=7
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split_feature=139 179 116 173 68 136
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decision_type=2 2 2 2 2 2
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internal_weight=0 12883 351.928 12531.1 316.374 17.7398
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is_linear=0
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Tree=349
num_leaves=7
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split_feature=151 112 20 181 28 186
split_gain=102.424 170.189 152.848 143.743 113.658 102.734
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decision_type=2 2 2 2 2 2
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internal_weight=0 7096.82 4835.12 2794.56 2370.23 4302.26
internal_count=223821 146156 77665 115942 37796 30214
is_linear=0
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Tree=350
num_leaves=7
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split_feature=129 129 160 127 128 24
split_gain=76.7972 76.5567 130.472 89.1332 25.9256 16.8151
threshold=1.0245748931830738 1.0155316109626573 -0.31550699338085969 -0.47744966221622759 0.018831995175022632 0.097540156995955321
decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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Tree=353
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decision_type=2 2 2 2 2 2
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Tree=356
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Tree=357
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Tree=358
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Tree=359
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Tree=360
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Tree=361
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internal_weight=0 293.79 14.8689 278.921 21630.7 20958.1
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Tree=362
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Tree=363
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Tree=364
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Tree=365
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Tree=366
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Tree=367
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Tree=369
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internal_weight=0 7582.66 6529.83 1052.83 4212.58 3524.93
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Tree=370
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decision_type=2 2 2 2 2 2
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internal_weight=0 13537.6 5188.77 8348.86 156.831 12.8639
internal_count=223821 220316 73720 146596 3505 54
is_linear=0
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Tree=371
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split_feature=157 38 115 166 118 34
split_gain=78.0738 84.1988 88.6408 60.8776 3.98535 7.17238
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decision_type=2 2 2 2 2 2
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leaf_count=3 4591 61629 140080 8623 8798 97
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internal_weight=0 21671.7 20911.4 760.358 137.775 1.83716
internal_count=223821 214923 201709 13214 8898 100
is_linear=0
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Tree=372
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split_feature=163 150 129 22 28 101
split_gain=108.925 104.834 114.454 52.5928 22.2471 27.8297
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decision_type=2 2 2 2 2 2
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internal_weight=0 14006.3 12299.4 1707 282.853 243.647
internal_count=223821 170483 152485 17998 53338 49052
is_linear=0
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Tree=373
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split_gain=110.101 114.591 155.462 104.243 120.518 82.7261
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decision_type=2 2 2 2 2 2
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internal_weight=0 8788.53 7975.42 4180.22 2092.48 813.11
internal_count=223821 172652 123628 51169 30269 49024
is_linear=0
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Tree=374
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split_gain=95.6188 100.696 119.094 115.744 44.8625 47.5337
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.00149521 -0.012743 0.00629314 0.059775 0.0350065
internal_weight=0 11494.8 4702.93 6791.87 260.481 192.067
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is_linear=0
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Tree=375
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split_gain=67.848 147.697 130.85 98.7815 96.9085 100.986
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decision_type=2 2 2 2 2 2
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internal_weight=0 8954.84 305.722 8649.12 4730.13 817.713
internal_count=223821 183388 844 182544 40433 3391
is_linear=0
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Tree=376
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split_gain=79.8301 79.5092 79.8216 71.3036 37.7026 45.658
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decision_type=2 2 2 2 2 2
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internal_weight=0 21417.9 19127.7 2290.23 375.61 303.129
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is_linear=0
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Tree=377
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split_gain=103.462 160.355 143.603 128.116 77.8966 34.2316
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decision_type=2 2 2 2 2 2
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internal_weight=0 7576.82 6706.65 6837.73 6313.36 393.286
internal_count=223821 160774 63047 85853 57862 5185
is_linear=0
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Tree=378
num_leaves=7
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split_feature=173 67 155 161 19 59
split_gain=96.1077 182.4 181.519 159.726 122.275 120.24
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decision_type=2 2 2 2 2 2
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internal_weight=0 6970.57 6094.77 875.793 5960.17 3803.35
internal_count=223821 159375 147791 11584 64446 41984
is_linear=0
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Tree=379
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split_gain=97.2682 148.616 170.133 101.492 62.161 45.7071
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decision_type=2 2 2 2 2 2
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internal_value=0 0.00352506 0.000945198 -0.023293 -0.00584286 0.0600456
internal_weight=0 10192 9747.14 1559.36 1062.34 444.905
internal_count=223821 133013 130270 90808 32174 2743
is_linear=0
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Tree=380
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split_feature=28 64 95 115 53 53
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decision_type=2 2 2 2 2 2
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internal_weight=0 13512.9 13455.6 57.3363 144.967 32.9358
internal_count=223821 208859 206940 1919 14962 1916
is_linear=0
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Tree=381
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 21529.7 2529.69 19000 209.279 44.1405
internal_count=223821 222037 20334 201703 1784 945
is_linear=0
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Tree=382
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.00835006 -0.0142469 0.00824453 -0.00206064 0.0212686
internal_weight=0 7430.38 6008.69 6764.92 3776.67 2988.25
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is_linear=0
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Tree=383
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 7398.33 5305.29 5514.77 2870.57 2644.2
internal_count=223821 119024 42054 104797 67224 37573
is_linear=0
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Tree=384
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 9677.37 1137.86 8539.51 2032.69 1841.58
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is_linear=0
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Tree=385
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=386
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decision_type=2 2 2 2 2 2
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Tree=387
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decision_type=2 2 2 2 2 2
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Tree=388
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=389
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decision_type=2 2 2 2 2 2
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internal_weight=0 13481.2 13107.6 126.328 94.999 373.562
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Tree=391
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decision_type=2 2 2 2 2 2
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internal_weight=0 20947.4 1559.51 19387.9 670.401 606.414
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Tree=392
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internal_weight=0 11803.3 8842.16 2961.12 2323.17 759.144
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Tree=393
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decision_type=2 2 2 2 2 2
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internal_weight=0 11432.7 9310.95 1377.09 2121.73 731.396
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Tree=394
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decision_type=2 2 2 2 2 2
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internal_weight=0 11191.7 1478.36 9713.37 450.693 250.009
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Tree=395
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decision_type=2 2 2 2 2 2
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internal_weight=0 12681.1 2473.02 10208.1 901.114 611.97
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Tree=396
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decision_type=2 2 2 2 2 2
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Tree=397
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internal_weight=0 13906.6 13762.2 144.393 161.353 153.297
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Tree=398
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split_gain=90.8803 156.653 155.312 126.855 104.754 87.3795
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decision_type=2 2 2 2 2 2
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internal_weight=0 7020.09 5113.84 5729.16 2350.8 3378.35
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Tree=399
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split_gain=88.6425 132.987 104.85 94.8854 18.6897 6.49662
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=400
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decision_type=2 2 2 2 2 2
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internal_weight=0 13470.3 456.252 13014.1 81.2868 61.5026
internal_count=223821 221149 51439 169710 2672 965
is_linear=0
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Tree=401
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decision_type=2 2 2 2 2 2
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internal_weight=0 21345.4 2354.74 18990.7 138.531 122.596
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is_linear=0
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Tree=402
num_leaves=7
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split_gain=95.8724 197.065 95.3298 72.0699 55.2665 46.2975
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decision_type=2 2 2 2 2 2
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internal_weight=0 13802.6 13683.3 222.89 119.306 196.242
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is_linear=0
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Tree=403
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decision_type=2 2 2 2 2 2
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internal_weight=0 9311.74 7903.9 3363.13 1965.54 1397.59
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is_linear=0
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Tree=404
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decision_type=2 2 2 2 2 2
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internal_weight=0 7590.13 7219.6 3977.33 2263.23 1714.1
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is_linear=0
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Tree=405
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=406
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decision_type=2 2 2 2 2 2
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Tree=407
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decision_type=2 2 2 2 2 2
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internal_weight=0 921.86 13066.6 4382.08 8684.48 596.773
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Tree=408
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=410
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Tree=411
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Tree=412
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Tree=416
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Tree=417
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Tree=418
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Tree=419
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Tree=420
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Tree=421
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Tree=422
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Tree=423
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Tree=424
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Tree=425
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Tree=430
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Tree=434
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Tree=435
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Tree=437
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Tree=438
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Tree=439
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Tree=440
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Tree=441
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Tree=442
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Tree=443
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Tree=444
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Tree=445
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Tree=446
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Tree=447
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Tree=448
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decision_type=2 2 2 2 2 2
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internal_weight=0 11393 8413.07 2979.93 863.402 475.167
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Tree=449
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decision_type=2 2 2 2 2 2
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internal_weight=0 11123.9 1318.31 9805.55 153.586 152.193
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is_linear=0
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Tree=450
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=451
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decision_type=2 2 2 2 2 2
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internal_weight=0 591.013 20530.1 2329.05 18201.1 568.049
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is_linear=0
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Tree=452
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decision_type=2 2 2 2 2 2
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internal_weight=0 442.073 13247.2 4895.98 8351.21 435.771
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is_linear=0
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Tree=453
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decision_type=2 2 2 2 2 2
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internal_weight=0 11132.9 2677.02 8455.92 1096.07 851.576
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is_linear=0
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Tree=454
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decision_type=2 2 2 2 2 2
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Tree=455
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split_gain=52.919 82.7148 90.1436 63.7223 61.9442 108.392
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decision_type=2 2 2 2 2 2
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internal_weight=0 266.223 109.162 157.062 13017.3 11044.6
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is_linear=0
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Tree=456
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decision_type=2 2 2 2 2 2
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internal_weight=0 20933.6 19731.3 1202.34 132.435 88.3656
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is_linear=0
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Tree=457
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decision_type=2 2 2 2 2 2
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internal_weight=0 6800.95 2504.11 6849.95 4296.84 5435.15
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is_linear=0
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Tree=458
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Tree=459
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internal_weight=0 10870.4 8990.83 1879.56 332.521 251.101
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Tree=460
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decision_type=2 2 2 2 2 2
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internal_weight=0 516.875 493.297 23.5789 12758.4 2561.43
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is_linear=0
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Tree=461
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decision_type=2 2 2 2 2 2
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internal_weight=0 20952.9 19642.4 1310.52 94.3323 90.2233
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Tree=462
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decision_type=2 2 2 2 2 2
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internal_weight=0 78.7175 13539.9 13299.2 240.723 64.542
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Tree=463
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decision_type=2 2 2 2 2 2
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Tree=464
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decision_type=2 2 2 2 2 2
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Tree=465
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Tree=466
num_leaves=7
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split_feature=77 76 21 139 151 32
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decision_type=2 2 2 2 2 2
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internal_weight=0 20819.9 2386.1 18433.8 193.002 190.874
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Tree=467
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internal_weight=0 219.067 13366.4 12996.8 143.948 75.1191
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Tree=468
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decision_type=2 2 2 2 2 2
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internal_weight=0 11157.9 10612.6 990.919 545.286 112.184
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Tree=469
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decision_type=2 2 2 2 2 2
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internal_weight=0 150.095 11015.9 10615.8 400.099 30.1588
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is_linear=0
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Tree=470
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decision_type=2 2 2 2 2 2
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internal_count=223821 203432 20389 1488 184101 18901
is_linear=0
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Tree=471
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split_feature=122 189 5 81 112 188
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decision_type=2 2 2 2 2 2
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internal_weight=0 281.092 76.2755 20708.5 20045.4 663.082
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is_linear=0
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Tree=472
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decision_type=2 2 2 2 2 2
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internal_weight=0 13080 7081.63 5998.41 478.653 2.54717
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is_linear=0
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Tree=473
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decision_type=2 2 2 2 2 2
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internal_weight=0 11219.2 999.518 916.276 10219.7 729.797
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is_linear=0
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Tree=474
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decision_type=2 2 2 2 2 2
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internal_weight=0 10147.8 7749.17 2398.59 993.165 165.438
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is_linear=0
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Tree=475
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split_feature=106 46 169 182 148 123
split_gain=48.5944 80.3806 68.6119 62.9223 50.7197 44.6476
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decision_type=2 2 2 2 2 2
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internal_weight=0 12965.6 12650.6 315.097 265.506 242.501
internal_count=223821 222037 215278 6759 1784 1521
is_linear=0
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Tree=476
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split_feature=114 6 193 88 192 133
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decision_type=2 2 2 2 2 2
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internal_weight=0 19401.6 1622.33 17779.3 1567.48 1257.51
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is_linear=0
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Tree=477
num_leaves=7
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split_feature=163 28 195 166 29 157
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decision_type=2 2 2 2 2 2
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internal_weight=0 13428.8 13374.8 120.16 113.467 54.0029
internal_count=223821 179367 177615 44454 44375 1752
is_linear=0
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Tree=478
num_leaves=7
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split_feature=107 195 189 105 96 194
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decision_type=2 2 2 2 2 2
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internal_weight=0 11161.3 7629.6 3531.67 957.474 863.642
internal_count=223821 211501 141583 69918 12320 10765
is_linear=0
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Tree=479
num_leaves=7
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split_gain=63.2328 147.459 88.6427 55.6783 50.6944 36.9857
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decision_type=2 2 2 2 2 2
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internal_weight=0 9343.02 8214.15 1763.04 1731.11 1128.87
internal_count=223821 208010 190097 15811 15724 17913
is_linear=0
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Tree=480
num_leaves=7
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split_feature=16 161 1 188 109 17
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decision_type=2 2 2 2 2 2
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internal_weight=0 9566.89 450.496 3643.58 1318.63 2324.94
internal_count=223821 134350 5280 89471 7646 81825
is_linear=0
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Tree=481
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 18716.1 7728.61 10987.5 2236.58 2225.71
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is_linear=0
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Tree=482
num_leaves=7
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split_gain=61.4242 128.855 73.0446 50.2907 40.8983 35.8211
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Tree=483
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 11922 11102.1 819.936 170.922 168.831
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Tree=484
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=485
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 13087.5 12927.8 159.642 99.4557 12.6404
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internal_weight=0 20816.4 20003.8 812.59 91.83 89.7931
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Tree=487
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decision_type=2 2 2 2 2 2
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internal_weight=0 12076.2 3293.94 8782.3 1424.79 76.1586
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Tree=488
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Tree=489
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decision_type=2 2 2 2 2 2
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Tree=490
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decision_type=2 2 2 2 2 2
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Tree=491
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decision_type=2 2 2 2 2 2
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internal_weight=0 11927.9 8580.51 3347.44 8945.22 8072.4
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is_linear=0
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Tree=492
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decision_type=2 2 2 2 2 2
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Tree=493
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decision_type=2 2 2 2 2 2
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Tree=494
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decision_type=2 2 2 2 2 2
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Tree=495
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is_linear=0
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Tree=496
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internal_weight=0 13613.4 13459.4 7204.91 6070.33 1134.59
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is_linear=0
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Tree=497
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internal_weight=0 4949.44 3995.11 8506.04 1958.2 6547.84
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Tree=498
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Tree=499
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Tree=500
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Tree=501
num_leaves=7
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Tree=502
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Tree=503
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Tree=504
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Tree=518
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internal_weight=0 11720.7 605.03 11115.7 105.25 98.8008
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split_gain=58.1886 103.636 77.1518 66.773 38.4264 57.3933
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Tree=525
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split_feature=52 14 77 103 59 186
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decision_type=2 2 2 2 2 2
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internal_weight=0 7377.47 28.9285 5634.92 1606.64 4028.28
internal_count=223821 95428 4447 128393 79652 48741
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Tree=526
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split_feature=140 93 191 61 1 192
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decision_type=2 2 2 2 2 2
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internal_weight=0 20238.3 18178 2060.33 357.308 355.134
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is_linear=0
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Tree=527
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decision_type=2 2 2 2 2 2
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internal_weight=0 13225.2 12145.9 1079.33 47.0966 18.7748
internal_count=223821 222062 205563 16499 1759 174
is_linear=0
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Tree=528
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split_feature=173 38 146 154 68 173
split_gain=61.2523 141.783 192.769 128.195 81.3236 83.2492
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decision_type=2 2 2 2 2 2
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internal_weight=0 6323.84 1552.13 4771.72 5476.36 3799
internal_count=223821 158502 27848 130654 65319 46699
is_linear=0
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Tree=529
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split_gain=56.1427 83.2915 90.5547 69.5577 66.5598 74.037
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decision_type=2 2 2 2 2 2
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internal_weight=0 5345.49 3899.8 1445.69 5508.74 4833.62
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Tree=530
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split_gain=45.5536 95.398 80.6271 137.349 68.8686 62.9188
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decision_type=2 2 2 2 2 2
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internal_weight=0 3819.85 9179.37 1320.54 3501.17 7858.83
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Tree=531
num_leaves=7
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split_gain=44.8456 84.8385 59.0045 45.2823 81.9789 46.8474
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decision_type=2 2 2 2 2 2
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internal_weight=0 554.065 422.268 20030.5 1034.44 18996.1
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is_linear=0
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Tree=532
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split_gain=53.0843 130.519 112.072 110.292 108.336 87.0034
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decision_type=2 2 2 2 2 2
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internal_weight=0 6583.58 5905.92 677.661 6681.88 1924.11
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is_linear=0
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Tree=533
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split_gain=58.6166 85.7975 101.199 84.2423 72.2393 51.8615
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decision_type=2 2 2 2 2 2
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internal_weight=0 6137.13 2703.94 5655.88 4861.16 3433.19
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is_linear=0
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Tree=534
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split_gain=55.4414 55.8279 141.064 90.3928 23.3301 19.4819
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decision_type=2 2 2 2 2 2
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internal_weight=0 10683.6 2041.69 8641.89 143.295 131.797
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is_linear=0
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Tree=535
num_leaves=7
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split_gain=46.5013 59.0572 58.0722 98.0143 82.409 56.6355
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decision_type=2 2 2 2 2 2
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internal_weight=0 249.106 12745.4 10289.8 2455.62 134.863
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is_linear=0
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Tree=536
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internal_weight=0 20225.9 1712.6 18513.3 322.073 259.38
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Tree=537
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decision_type=2 2 2 2 2 2
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internal_weight=0 1266.09 685.129 11972.9 11283 689.923
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is_linear=0
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Tree=538
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=539
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=540
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decision_type=2 2 2 2 2 2
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internal_weight=0 12899.1 12811.3 87.8613 64.6774 0.451337
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Tree=541
num_leaves=7
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Tree=542
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decision_type=2 2 2 2 2 2
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Tree=543
num_leaves=7
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Tree=545
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internal_weight=0 12812.8 12581.3 231.451 139.097 78.9713
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Tree=546
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Tree=547
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Tree=548
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decision_type=2 2 2 2 2 2
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internal_weight=0 10855.1 10771.8 856.326 83.2981 808.699
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Tree=549
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decision_type=2 2 2 2 2 2
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Tree=550
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decision_type=2 2 2 2 2 2
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Tree=551
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decision_type=2 2 2 2 2 2
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Tree=552
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decision_type=2 2 2 2 2 2
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internal_weight=0 13104.4 946.755 12157.6 43.7664 42.1277
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Tree=553
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=554
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Tree=555
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internal_weight=0 1815.98 734.935 1081.05 11090.3 6348.79
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Tree=556
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Tree=557
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Tree=558
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Tree=559
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Tree=560
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Tree=561
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Tree=562
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 1104.33 610.585 10521.5 3877.32 6644.15
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Tree=564
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=566
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decision_type=2 2 2 2 2 2
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Tree=567
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decision_type=2 2 2 2 2 2
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internal_weight=0 1192.43 1118 11872.3 902.196 10970.1
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Tree=568
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decision_type=2 2 2 2 2 2
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internal_weight=0 1749.82 1662.17 9832.33 1802.76 8029.57
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Tree=569
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decision_type=2 2 2 2 2 2
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internal_weight=0 1026.78 9673.6 7562.94 2110.66 684.883
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Tree=570
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Tree=571
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decision_type=2 2 2 2 2 2
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internal_weight=0 9052.67 781.403 8271.26 11231.2 3193.95
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Tree=572
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decision_type=2 2 2 2 2 2
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internal_weight=0 12874.2 12754.4 119.778 172.275 154.385
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is_linear=0
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Tree=573
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decision_type=2 2 2 2 2 2
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Tree=574
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internal_weight=0 10357.8 7026.68 3331.15 306.497 233.672
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Tree=575
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internal_weight=0 3187.13 2957.3 9627.14 3305.8 6321.34
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Tree=576
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internal_weight=0 1013.22 830.262 19239.6 12739.7 6499.96
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Tree=577
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internal_weight=0 759.671 642.347 12290.4 841.221 11449.2
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is_linear=0
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Tree=578
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Tree=579
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Tree=580
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Tree=581
num_leaves=7
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right_child=4 2 -4 -5 5 -7
leaf_value=0.0013556459786062808 -0.017837686576183686 0.028027877672999631 0.00093281666588507879 -0.013194280592573417 -0.40538384173500125 -0.096054155618744433
leaf_weight=11679.974673341512 697.80727166307042 1679.1408204852196 2586.8905476703076 3524.7112828676763 3.886926006525754 34.445329429814592
leaf_count=138159 13832 14085 21602 35932 17 194
internal_value=0 0.000965744 0.0115976 -0.00201728 -0.0235439 -0.12742
internal_weight=0 19470.7 4266.03 15204.7 736.14 38.3323
internal_count=223821 209778 35687 174091 14043 211
is_linear=0
shrinkage=0.1


Tree=582
num_leaves=7
num_cat=0
split_feature=151 1 154 70 10 177
split_gain=43.111 64.2179 113.13 66.3316 58.4947 55.2894
threshold=-0.06788725351995685 0.014031555764398544 0.081998663914958594 -0.034326701737841296 -0.024257685648296164 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 -1 -6
right_child=1 3 -4 -5 5 -7
leaf_value=-0.041698156567582426 0.030934335604176195 0.0079988595259942695 -0.053696639081646153 -0.012020278779833259 0.041295434144940496 -0.007154867946655815
leaf_weight=462.31493465717631 1468.6078926312885 4057.8297599535817 176.98475222957495 2795.2616571025856 251.0806363452707 3803.2845056901356
leaf_count=50981 23568 47758 30866 31581 5157 33910
internal_value=0 0.004093 0.0218322 -0.000166613 -0.00799729 -0.00415441
internal_weight=0 8498.68 1645.59 6853.09 4516.68 4054.37
internal_count=223821 133773 54434 79339 90048 39067
is_linear=0
shrinkage=0.1


Tree=583
num_leaves=7
num_cat=0
split_feature=62 144 67 136 188 188
split_gain=50.2377 57.9926 47.9678 66.8969 53.9062 37.1514
threshold=-0.17868891186498834 0.10896028295794424 1.2132620247051171 0.017127051411049057 3.0944358583928318 -0.22432459907998079
decision_type=2 2 2 2 2 2
left_child=1 -1 3 -2 -4 -3
right_child=2 5 4 -5 -6 -7
leaf_value=0.017079525179304011 0.0085749070898756812 -0.82453809032566638 0.044680779039653867 -0.0072514065175080288 -0.073371493926064499 -0.076614430597345462
leaf_weight=99.82335201445494 4874.4434090812574 0.66686423702776565 403.42886316873773 5907.9439721420786 42.782235195161775 162.6662897775459
leaf_count=3444 114969 44 5089 92162 1028 7085
internal_value=0 -0.0429687 0.00123288 -9.67322e-05 0.0333621 -0.0796681
internal_weight=0 263.157 11228.6 10782.4 446.211 163.333
internal_count=223821 10573 213248 207131 6117 7129
is_linear=0
shrinkage=0.1


Tree=584
num_leaves=7
num_cat=0
split_feature=189 61 189 19 152 29
split_gain=48.9749 75.2018 58.4913 51.573 45.0515 33.9158
threshold=14.500000000000002 0.1120274805768975 29.500000000000004 -0.27468109019979975 -0.41584321606334301 0.22599453039015177
decision_type=2 2 2 2 2 2
left_child=1 5 4 -4 -2 -1
right_child=2 -3 3 -5 -6 -7
leaf_value=-0.10036312726783336 0.074303688768928206 0.10038398962064904 0.018828127481703857 -0.0024140818945130533 -0.054877960217157212 0.74793118142173487
leaf_weight=27.129745480180649 29.741550716087659 102.14882649341598 1311.6124605124569 8887.49585650675 292.49534991655491 0.47964563593268295
leaf_count=1124 971 753 22943 181546 16480 4
internal_value=0 0.0608056 -0.00100763 0.000317681 -0.0429549 -0.0856261
internal_weight=0 129.758 10521.3 10199.1 322.237 27.6094
internal_count=223821 1881 221940 204489 17451 1128
is_linear=0
shrinkage=0.1


Tree=585
num_leaves=7
num_cat=0
split_feature=95 27 73 92 124 52
split_gain=39.4414 119.125 128.136 85.0057 74.6743 100.461
threshold=0.35780240452247003 0.39958889330505354 -0.040592291694576073 0.16809356862225958 -0.050474631688449977 0.65200909633953275
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2
right_child=4 2 -4 -5 -6 -7
leaf_value=0.0038421874726436421 0.084201038189270494 -0.041212104501515898 0.052301599241790286 -0.022709038319649308 -0.014056285971100395 -0.056647658732239051
leaf_weight=7106.7897229238224 174.41951233940199 178.08420003313222 826.90929635282373 1452.2064516781538 2958.9445510760706 71.356829294527415
leaf_count=174316 1854 2648 4312 12018 27619 1054
internal_value=0 0.00316153 0.035731 -0.000662764 -0.0096569 0.0433081
internal_weight=0 9563.99 1004.99 8559 3204.72 245.776
internal_count=223821 193294 6960 186334 30527 2908
is_linear=0
shrinkage=0.1


Tree=586
num_leaves=7
num_cat=0
split_feature=112 76 46 0 192 87
split_gain=39.3323 66.9754 69.8407 61.8032 47.9167 46.7148
threshold=0.45541359026687861 0.18481435167759433 -0.083893270833414677 6.5951190324767213 15.503546348855588 0.0060770268988403972
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 -2 -6
right_child=4 2 -4 -5 5 -7
leaf_value=-0.0068352133986699613 0.01919654840321644 0.081735480457139076 0.012961697812166204 0.0054822791929036536 0.17792128331624665 -0.023951405259071901
leaf_weight=8231.5044245643949 345.87882354664907 159.61986937656184 1970.7034872032091 8064.160944945972 11.557069179369135 1408.8641980424291
leaf_count=93049 3103 2956 23523 80591 106 20493
internal_value=0 0.00144015 0.0181147 -0.000739713 -0.0141813 -0.0223089
internal_weight=0 18426 2130.32 16295.7 1766.3 1420.42
internal_count=223821 200119 26479 173640 23702 20599
is_linear=0
shrinkage=0.1


Tree=587
num_leaves=7
num_cat=0
split_feature=24 133 60 195 106 85
split_gain=47.3707 88.2127 87.4163 195.033 91.2726 72.7717
threshold=-0.033780017104318487 0.039760365256378515 0.21669353285330004 0.31331459063104533 0.21186264444430758 -0.080487574241758952
decision_type=2 2 2 2 2 2
left_child=2 -2 4 -4 -1 -3
right_child=1 5 3 -5 -6 -7
leaf_value=-0.0080911291618319635 -0.033782096296373521 0.021276532839551741 -0.18705385969077926 0.015164079844777873 0.021969222238016138 -0.0052753302013864327
leaf_weight=1576.4523234711332 915.30638738721427 1236.0452371949887 72.897012735173945 137.95461693216393 2811.4149846906112 6259.6670165159903
leaf_count=48000 15844 11331 1339 1982 22849 122476
internal_value=0 -0.00447556 0.00814697 -0.054748 0.0111693 -0.00089692
internal_weight=0 8411.02 4598.72 210.852 4387.87 7495.71
internal_count=223821 149651 74170 3321 70849 133807
is_linear=0
shrinkage=0.1


Tree=588
num_leaves=7
num_cat=0
split_feature=28 160 136 181 0 180
split_gain=47.645 104.672 68.3908 88.7014 69.3178 47.604
threshold=-0.040509476050407008 -0.33021088262159698 0.017127051411049057 -0.024190458504143326 1.3562630691672013 35.963186077643918
decision_type=2 2 2 2 2 2
left_child=1 -1 4 -4 -2 -3
right_child=2 5 3 -5 -6 -7
leaf_value=0.034229509856168711 -0.023024359579476936 -0.0062130272116424547 -0.031080576328898553 0.0012657152643668129 0.018053091751089264 -0.048594420346593142
leaf_weight=309.62242187256925 468.27572051528659 442.93473397720254 1012.1426006835736 5220.4845986712335 3347.3942956767787 659.8456874643839
leaf_count=7036 4330 22265 20996 72077 65466 31651
internal_value=0 -0.0171471 0.00246795 -0.00398714 0.0130119 -0.0315718
internal_weight=0 1412.4 10048.3 6232.63 3815.67 1102.78
internal_count=223821 60952 162869 93073 69796 53916
is_linear=0
shrinkage=0.1


Tree=589
num_leaves=7
num_cat=0
split_feature=67 41 193 112 8 22
split_gain=46.9868 68.9122 93.5359 91.9046 40.2252 48.5217
threshold=-0.13785081707509816 -0.016025938874663938 0.0068310472592278924 0.25658882175547421 0.1202319017719127 0.19781678959972446
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=-0.048520032089355104 -0.026727441671563785 -0.035004763046356774 0.00032116454588418852 0.026369136131039462 0.81113243130450796 0.077754264177018306
leaf_weight=250.24467555731098 398.59218151116147 834.57605142552347 7355.6410931394785 1789.7091451798406 1.1097478717711045 4.8226691874442622
leaf_count=9576 50885 78325 67832 17105 27 71
internal_value=0 0.000933464 -0.00327852 0.0166978 -0.0424189 0.214944
internal_weight=0 10378.5 8190.22 2188.3 256.177 5.93242
internal_count=223821 214147 146157 67990 9674 98
is_linear=0
shrinkage=0.1


Tree=590
num_leaves=7
num_cat=0
split_feature=109 82 90 152 127 49
split_gain=36.3569 46.1579 46.3144 36.8075 4.34423 8.0768
threshold=-0.42282166213587058 -0.25776224758160332 -0.076045583654427817 -0.016678515796241394 0.19599083249391677 0.41079727413115941
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=-0.088357712657388732 0.090618128362816325 -0.064460048451442917 0.0003482294595685395 -0.089861789798862585 -0.088595435326869088 0.17310912996926428
leaf_weight=51.923108967568623 88.369865206252143 111.2528949501866 12474.382006443495 12.956810099129141 3.1678383652033508 1.878629472950706
leaf_count=10267 1056 8737 202629 811 314 7
internal_value=0 0.000316559 -0.000224655 0.0675399 -0.0797488 0.00882833
internal_weight=0 12687 12585.6 101.327 56.9696 5.04647
internal_count=223821 213233 211366 1867 10588 321
is_linear=0
shrinkage=0.1


Tree=591
num_leaves=7
num_cat=0
split_feature=154 76 76 129 124 58
split_gain=42.5324 53.1765 45.7637 98.4957 82.1764 13.4789
threshold=-0.47416673193660208 0.295110449425598 -0.057536988868128712 1.0147767805155465 -0.18599301744146088 0.59466886744032899
decision_type=2 2 2 2 2 2
left_child=1 -1 3 -2 -4 -3
right_child=2 5 4 -5 -6 -7
leaf_value=-0.06446324084578707 0.038828051763263802 0.27589439852950226 -0.027305949549349742 0.0025134500341179003 -0.00028888851945754718 0.97020649097823908
leaf_weight=123.0715473262826 871.35856728890212 0.55114821344613918 1235.4512408885057 5228.5424770154132 12687.732093108454 0.56750751897925511
leaf_count=3548 10674 17 11229 42945 155378 30
internal_value=0 -0.0582247 0.000478164 0.00770092 -0.0026862 0.628127
internal_weight=0 124.19 20023.1 6099.9 13923.2 1.11866
internal_count=223821 3595 220226 53619 166607 47
is_linear=0
shrinkage=0.1


Tree=592
num_leaves=7
num_cat=0
split_feature=88 171 195 138 99 1
split_gain=44.1589 46.5707 44.9725 109.569 104.784 28.9361
threshold=6.7391251147440565 2.3749737181814141 0.31079811995949053 0.13465044522693631 0.022775529606548255 0.22009686311383678
decision_type=2 2 2 2 2 2
left_child=2 -2 3 -1 -4 -3
right_child=1 5 4 -5 -6 -7
leaf_value=0.0060457972248934046 -0.19368701181177383 -0.092411678439552516 -0.010024968000011125 -0.024919264131468818 0.013426908969808408 0.060361583976825152
leaf_weight=2641.2941494306992 23.407421036057713 27.196165180532262 2985.3511061847958 2014.1200391747066 5265.676502654168 22.784456882858649
leaf_count=22910 628 766 33818 50229 115082 388
internal_value=0 -0.077283 0.000507657 -0.00735094 0.00494165 -0.0227676
internal_weight=0 73.388 12906.4 4655.41 8251.03 49.9806
internal_count=223821 1782 222039 73139 148900 1154
is_linear=0
shrinkage=0.1


Tree=593
num_leaves=7
num_cat=0
split_feature=108 73 14 114 92 1
split_gain=48.0581 81.5628 87.2475 86.8194 71.8313 67.2226
threshold=1.7852265987942864 0.05773686005421582 -0.33205983378527443 5.5839729721233828 -0.06149410134000971 -0.22250356851211214
decision_type=2 2 2 2 2 2
left_child=1 2 -1 -3 -2 -6
right_child=4 3 -4 -5 5 -7
leaf_value=0.033253665359414999 -0.057791769692628961 0.0041489362121654074 0.00012485943102090132 -0.024526255016148163 0.056585995416543959 0.0067350424524274524
leaf_weight=949.51199081318919 112.17546787805622 1809.7017484097014 4883.694167978294 2534.7043186763149 441.99764991557458 697.15970930822368
leaf_count=13745 1019 15849 117677 58915 4847 11769
internal_value=0 -0.00220817 0.00551747 -0.0125813 0.018559 0.0260774
internal_weight=0 10177.6 5833.21 4344.41 1251.33 1139.16
internal_count=223821 206186 131422 74764 17635 16616
is_linear=0
shrinkage=0.1


Tree=594
num_leaves=7
num_cat=0
split_feature=108 117 117 163 0 107
split_gain=47.7928 86.0788 66.0691 156.242 60.8638 54.7923
threshold=1.8395031486621041 0.91813867231788915 0.27434025638215803 -0.33016299141652955 1.4289923818217927 -0.060024767336502104
decision_type=2 2 2 2 2 2
left_child=2 5 3 -1 -4 -2
right_child=1 -3 4 -5 -6 -7
leaf_value=0.065449208154672533 0.048359044467525203 -0.031338206224667715 0.022891326088244401 -0.021613977709751157 0.001582978220282966 -0.033118534453457242
leaf_weight=229.9062304191757 269.889150539806 1093.9961662469141 1822.7410834829652 1992.6189841251862 5066.4097269026352 118.89614072775294
leaf_count=10004 3635 5806 16845 53348 133069 1114
internal_value=0 -0.0169748 0.00238416 -0.0126078 0.00722077 0.023442
internal_weight=0 1482.78 9111.68 2222.53 6889.15 388.785
internal_count=223821 10555 213266 63352 149914 4749
is_linear=0
shrinkage=0.1


Tree=595
num_leaves=7
num_cat=0
split_feature=106 46 188 103 59 49
split_gain=38.6246 54.0343 54.8145 49.4813 38.5208 46.5183
threshold=-0.43116639534363271 -0.13218110873841479 0.64544635821231577 0.44271936092435676 0.72835823782119036 0.33892759456340005
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=0.033798845452970364 -0.075208347637060746 0.0039499717688310483 0.075838182379797489 -0.01030467102708091 -0.13405973102150465 0.1879500800606673
leaf_weight=218.077801710926 165.14037567512241 8920.5881529842227 28.116075297584757 3349.5252838181623 12.265541146509348 21.506898561492562
leaf_count=1589 4867 189659 170 27341 95 100
internal_value=0 -0.000767637 -0.0532332 5.87049e-05 0.0387877 0.0476366
internal_weight=0 12463.4 193.256 12270.1 251.85 239.585
internal_count=223821 222037 5037 217000 1784 1689
is_linear=0
shrinkage=0.1


Tree=596
num_leaves=7
num_cat=0
split_feature=92 71 126 151 61 154
split_gain=38.6792 42.6555 88.4164 67.5556 28.7386 28.1362
threshold=-0.12013921675869497 -0.095998184986305898 0.87464935287328782 -0.32470965660181528 0.017708243992065578 -0.023334516456270913
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.049822984133548832 0.085831928521913931 -0.028885989249171851 0.0083285028782865769 0.0005146561556417928 -0.09908346876733172 0.017484537920576235
leaf_weight=142.69672286178684 162.88298494473565 818.48390659852885 1528.2089770731982 17311.418300529531 57.094848912209272 109.96929764692322
leaf_count=1895 1724 15429 15083 187161 555 1974
internal_value=0 0.000604156 0.0157935 -0.000812651 -0.0350076 -0.0205283
internal_weight=0 19821 1691.09 18129.9 309.761 252.666
internal_count=223821 219397 16807 202590 4424 3869
is_linear=0
shrinkage=0.1


Tree=597
num_leaves=7
num_cat=0
split_feature=116 173 139 127 21 115
split_gain=43.5031 110.13 75.5619 49.8682 44.7809 79.0217
threshold=0.018846947440231972 0.078443033797810022 -0.19311514979059802 -0.33163539495518224 0.023078029190176135 0.39457955725382815
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2
right_child=4 2 -4 -5 -6 -7
leaf_value=0.014042385303734417 -0.03532268737899396 0.034271772365149354 -0.035503511778080664 -0.066316555584615342 0.0036288491935475824 0.038862132017731213
leaf_weight=93.797220529866422 691.32643239082245 426.07385683085886 244.13064125219535 437.07080814660924 10901.16610028729 181.22814361698693
leaf_count=6087 3856 2386 6077 105866 97965 1584
internal_value=0 -0.0180947 0.00885522 -0.0521182 0.00188403 -0.0199146
internal_weight=0 1201.07 670.204 530.868 11773.7 872.555
internal_count=223821 120416 8463 111953 103405 5440
is_linear=0
shrinkage=0.1


Tree=598
num_leaves=7
num_cat=0
split_feature=77 107 131 0 151 5
split_gain=47.0589 47.8799 91.2154 50.7985 39.8517 15.3137
threshold=-0.23120186094721093 0.037808314851908546 -0.31521861596960971 5.8405769781772667 -0.4643627575944913 0.0038726151782419766
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 -1 -6
right_child=1 3 -4 -5 5 -7
leaf_value=0.19233117766037819 -0.057449994855701715 0.018760813997609191 -0.00097853478445766927 -0.018083812546231325 0.11640501452680035 -0.091671718226247104
leaf_weight=5.5434078750404288 296.1752655456512 2191.0325506241852 8349.2909821488211 451.26983411779565 3.6805351081729887 90.681066021963488
leaf_count=245 5888 33108 120875 56006 172 7527
internal_value=0 0.000687429 -0.00291313 0.0124682 -0.0682477 -0.0835558
internal_weight=0 11287.8 8645.47 2642.3 99.905 94.3616
internal_count=223821 215877 126763 89114 7944 7699
is_linear=0
shrinkage=0.1


Tree=599
num_leaves=7
num_cat=0
split_feature=115 143 30 158 65 20
split_gain=46.7374 49.8256 86.3266 81.8701 21.1137 14.3179
threshold=-0.19084543199088641 0.0054714064808388833 12.239999040522587 -0.12317419689829158 0.78639371583725104 -0.48645484856395621
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 5 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=0.28427778686353433 -0.0012928677073969124 -0.028033002493406074 0.00085852414417293362 0.029043044348753003 0.04808168899427713 -0.076171991473394096
leaf_weight=1.1122975802718418 2506.1984142970318 1287.0540278814151 5264.1336406111877 1379.2206223663929 16.407714888453484 119.2522772417633
leaf_count=160 43620 19328 82589 58915 106 19103
internal_value=0 0.00050361 -0.00481754 0.00947558 -0.0583347 -0.072841
internal_weight=0 10436.6 6551.19 3885.42 136.772 120.365
internal_count=223821 204452 101917 102535 19369 19263
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
eeg_sp2r_c4min_norm=129
eeg_sp2a_c4min_norm=81
eeg_rn_c4min_norm=70
acc_diff_std_ratio=69
eeg_iqr_c4min_norm=68
eeg_at_c4min_norm=66
eeg_kurt_c4min_norm=64
eeg_sp_wave3_c4min_norm=62
eeg_g3b_c4min_norm=57
eeg_ar_c4min_norm=54
acc_diff_avg=52
eeg_sp2d_c4min_norm=47
eeg_sp2r=45
acc_diff_std_c4min_norm=44
eeg_g3d_c4min_norm=42
eeg_sp2r_p2min_norm=42
eeg_petrosian=41
acc_diff_avg_c4min_norm=39
eeg_delta4_c4min_norm=37
eeg_iqr_p2min_norm=37
eeg_perm=37
eeg_g3d_p2min_norm=36
eeg_g3b_p2min_norm=34
eeg_nzc_c4min_norm=34
acc_diff_std_p2min_norm=34
eeg_gama4=33
eeg_perm_c4min_norm=33
eeg_sp_wave1_c4min_norm=33
eeg_ar=32
eeg_fdelta_c4min_norm=32
eeg_gr_c4min_norm=32
eeg_hmob_c4min_norm=31
eeg_dr_c4min_norm=30
eeg_iqr=30
eeg_sp2a_p2min_norm=30
eeg_theta2_c4min_norm=30
acc_diff_median_c4min_norm=29
eeg_ar_p2min_norm=28
eeg_fdelta_p2min_norm=27
eeg_gama4_c4min_norm=27
eeg_petrosian_c4min_norm=27
eeg_sp2d_p2min_norm=27
eeg_sp_wave2_c4min_norm=26
acc_diff_std=26
eeg_rem_wave_c4min_norm=25
eeg_sp_wave3_p2min_norm=25
acc_diff_iqr_p2min_norm=25
eeg_alpha2_c4min_norm=24
eeg_gama4_p2min_norm=24
eeg_hcomp_c4min_norm=24
acc_diff_iqr=24
eeg_ab_p2min_norm=23
acc_diff_median=23
eeg_ab=22
eeg_g3r_c4min_norm=22
eeg_gama3_c4min_norm=22
eeg_hcomp_p2min_norm=22
eeg_sp_wave3=22
eeg_alpha_p2min_norm=21
eeg_empty_band1_c4min_norm=21
eeg_empty_band2=21
eeg_empty_band2_c4min_norm=21
eeg_rn_p2min_norm=21
eeg_sp_wave1=21
eeg_std_c4min_norm=21
eeg_ab_c4min_norm=20
eeg_perm_p2min_norm=20
eeg_at_p2min_norm=19
eeg_higuchi=19
eeg_higuchi_p2min_norm=19
acc_diff_median_p2min_norm=19
eeg_delta2_c4min_norm=18
eeg_g3b=18
eeg_gama=18
eeg_petrosian_p2min_norm=18
eeg_rem_wave3_c4min_norm=18
eeg_sigma_c4min_norm=18
eeg_dt_c4min_norm=17
eeg_gama2_p2min_norm=17
eeg_nzc=17
eeg_theta3_c4min_norm=17
acc_diff_avg_p2min_norm=17
eeg_beta2_c4min_norm=16
eeg_gn_c4min_norm=16
eeg_higuchi_c4min_norm=16
eeg_n_wave_p2min_norm=16
eeg_alpha_c4min_norm=15
eeg_beta=15
eeg_beta_c4min_norm=15
eeg_beta_p2min_norm=15
eeg_dt=15
eeg_g3a=15
eeg_g3a_c4min_norm=15
eeg_kurt_p2min_norm=15
eeg_rem_wave=15
eeg_rem_wave3=15
eeg_theta_c4min_norm=15
eeg_db_c4min_norm=14
eeg_g3r=14
eeg_sp_wave1_p2min_norm=14
eeg_as_c4min_norm=13
eeg_db_p2min_norm=13
eeg_empty_band2_p2min_norm=13
eeg_sdelta_c4min_norm=13
eeg_gama2_c4min_norm=12
eeg_gama3=12
eeg_kurt=12
eeg_skew_c4min_norm=12
eeg_theta2_p2min_norm=12
eeg_theta3_p2min_norm=12
eeg_theta_p2min_norm=12
acc_diff_avg_ratio_c4min_norm=12
acc_diff_std_ratio_c4min_norm=12
eeg_alpha2_p2min_norm=11
eeg_da_c4min_norm=11
eeg_g3t_p2min_norm=11
eeg_n_wave_c4min_norm=11
acc_diff_std_ratio_p2min_norm=11
eeg_abspow_c4min_norm=10
eeg_abspow_p2min_norm=10
eeg_beta2_p2min_norm=10
eeg_dr_p2min_norm=10
eeg_g3a_p2min_norm=10
eeg_g3r_p2min_norm=10
eeg_g3t_c4min_norm=10
eeg_gama_c4min_norm=10
eeg_nzc_p2min_norm=10
eeg_rem_wave_p2min_norm=10
eeg_delta2_p2min_norm=9
eeg_delta_c4min_norm=9
eeg_dn_c4min_norm=9
eeg_dt_p2min_norm=9
eeg_empty_band1_p2min_norm=9
eeg_gama2=9
eeg_gama3_p2min_norm=9
eeg_std=9
eeg_alpha=8
eeg_beta3_c4min_norm=8
eeg_sp_wave2=8
eeg_sp_wave2_p2min_norm=8
acc_diff_iqr_c4min_norm=8
eeg_abspow=7
eeg_beta2=7
eeg_da=7
eeg_dn=7
eeg_dr=7
eeg_ds_c4min_norm=7
eeg_g3n_c4min_norm=7
eeg_gn_p2min_norm=7
eeg_n_wave=7
eeg_rn=7
eeg_skew_p2min_norm=7
acc_diff_avg_ratio=7
eeg_delta3_p2min_norm=6
eeg_delta4_p2min_norm=6
eeg_gama_p2min_norm=6
eeg_gn=6
eeg_gr=6
eeg_rem_wave3_p2min_norm=6
eeg_sp2a=6
eeg_alpha2=5
eeg_as_p2min_norm=5
eeg_beta3_p2min_norm=5
eeg_da_p2min_norm=5
eeg_delta_p2min_norm=5
eeg_g3n=5
eeg_gr_p2min_norm=5
eeg_sdelta_p2min_norm=5
eeg_sigma=5
eeg_sigma_p2min_norm=5
eeg_theta2=5
acc_diff_avg_ratio_p2min_norm=5
eeg_delta3_c4min_norm=4
eeg_dn_p2min_norm=4
eeg_empty_band1=4
eeg_hmob=4
eeg_std_p2min_norm=4
eeg_hcomp=3
eeg_hmob_p2min_norm=3
eeg_as=2
eeg_beta3=2
eeg_delta=2
eeg_ds_p2min_norm=2
eeg_fdelta=2
eeg_g3d=2
eeg_g3n_p2min_norm=2
eeg_theta=2
eeg_at=1
eeg_delta2=1
eeg_delta3=1
eeg_delta4=1
eeg_g3t=1
eeg_sdelta=1
eeg_theta3=1

parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 120]
[learning_rate: 0.1]
[num_leaves: 7]
[num_threads: 4]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[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: 0.5]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[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: 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: ]
[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]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[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]
[objective_seed: 5]
[num_class: 5]
[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: ]
[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:[]
