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=885 881 883 889 879 891 901 890 902 889 900 895 900 907 888 896 893 898 899 896 896 897 895 900 897 894 896 903 897 896 898 898 908 901 890 901 905 907 898 898 902 906 902 898 898 909 900 908 902 902 893 899 905 905 896 904 902 906 900 898 896 902 904 906 903 896 900 904 908 897 900 905 907 910 900 907 901 903 902 900 898 902 904 905 899 904 909 903 901 899 901 900 903 905 897 896 908 905 899 899 894 905 904 911 901 893 902 903 905 901 893 911 915 913 903 909 914 901 909 897 892 907 901 902 902 901 895 909 903 903 905 905 901 904 893 894 904 906 913 897 897 910 907 903 911 899 901 904 896 902 894 908 910 904 901 904 909 906 903 904 899 895 904 901 905 887 910 900 891 903 893 908 907 907 902 900 909 910 894 902 900 900 909 904 893 899 903 903 899 900 901 895 908 905 903 900 909 906 901 903 892 902 906 903 899 905 897 902 902 893 911 904 909 911 898 897 901 913 900 904 899 908 905 893 894 899 908 907 900 908 900 899 904 912 905 905 894 908 907 900 905 903 901 902 901 897 909 902 916 900 902 903 892 904 892 892 901 907 909 905 906 899 903 893 896 903 902 907 899 898 905 897 905 904 898 899 904 906 895 909 900 902 911 905 909 911 903 906 910 893 894 899 913 904 906 899 914 906 905 901 890 905 910 905 899 897 893 906 903 899 896 899 906 906 896 892 893 904 913 901 909 905 908 906 901 895 897 907 912 897 904 900 905 898 897 906 904 909 910 900 906 903 908 913 914 904 898 904 907 899 897 904 901 900 903 906 903 909 904 895 902 903 910 906 898 913 903 906 911 912 892 899 901 911 897 899 906 906 905 904 902 902 902 905 907 891 899 906 902 901 900 904 910 908 904 908 894 910 897 900 903 900 890 901 901 907 907 907 904 899 899 898 897 914 900 899 905 910 907 895 905 905 893 894 895 899 894 904 911 903 899 899 900 909 894 903 902 899 905 904 902 895 909 910 890 903 900 904 905 895 910 906 898 915 898 900 910 899 916 895 905 899 896 904 902 903 902 905 909 904 895 900 899 904 908 891 908 895 912 900 910 905 903 911 903 901 901 909 903 900 913 897 909 898 896 893 900 891 915 903 894 897 907 891 894 916 891 903 919 902 896 900 915 912 900 900 898 890 910 891 906 903 898 906 896 911 896 903 910 898 908 902 902 900 905 905 901 897 916 888 902 908 896 913 896 898 895 910 913 907 907 910 908 913 900 909 915 905 894 906 897 885 896 914 892 903 903 899 903 903 896 902 891 911 901 895 903 901 906 897 887 903 902 909 906 904 901 895 914 908 911 907 909 904 904 914 911 906 906 901

Tree=0
num_leaves=7
num_cat=0
split_feature=166 93 94 139 162 58
split_gain=15996.2 14594.8 9690.79 2867.65 4130.53 1123.42
threshold=-0.080359524446593847 0.016461876941628015 0.1075447087019676 -0.015954257803488126 0.16445046029675806 2.0590409578252609
decision_type=2 2 2 2 2 2
left_child=1 5 -3 -2 -5 -1
right_child=3 2 -4 4 -6 -7
leaf_value=-2.5184676041507559 -2.5775492160637641 -2.196391340520087 -2.4869335996365627 -2.3314769410149259 -2.5338625334473517 -1.8617158210784863
leaf_weight=5616.6330833360553 14075.609476670623 3745.3006419315934 1655.4059475213289 1209.3395940959454 6070.1355171650648 26.167217612266541
leaf_count=54095 99214 22732 6454 7889 33327 110
internal_value=-2.50067 -2.40296 -2.28545 -2.5512 -2.50024 -2.51542
internal_weight=0 11043.5 5400.71 21355.1 7279.48 5642.8
internal_count=223821 83391 29186 140430 41216 54205
is_linear=0
shrinkage=1


Tree=1
num_leaves=7
num_cat=0
split_feature=19 157 52 157 116 13
split_gain=64259 25323.9 16820.4 8575.9 17686.3 1604.47
threshold=0.1763852632800694 -0.093773285101974233 0.14913972166143133 -0.15074437441440613 0.12745096076037135 -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=-1.4982357227486351 -1.471675015312278 -1.1273140140124136 -1.3966850622761304 -1.3258695888073799 -1.4764032125038311 -1.3169130549187931
leaf_weight=26425.501778379083 3986.6059194207191 11696.35871681571 2891.0994701236486 12192.485171839595 21689.033917620778 805.19251441955566
leaf_count=69728 8429 47133 7824 40006 48324 2377
internal_value=-1.40463 -1.24622 -1.1807 -1.45554 -1.42223 -1.44567
internal_weight=0 19379.3 14587.5 60307 33881.5 4791.8
internal_count=223821 65763 54957 158058 88330 10806
is_linear=0
shrinkage=1


Tree=2
num_leaves=7
num_cat=0
split_feature=34 100 116 124 44 123
split_gain=148673 22347.6 8968.17 6504.12 5420.02 3699.92
threshold=0.14121715497020165 -0.0019286446256064863 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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Tree=5
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Tree=6
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decision_type=2 2 2 2 2 2
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=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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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=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=6984.78 3319.56 4028.58 965.77 341.99 321.889
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=26
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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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Tree=30
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=31
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=32
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decision_type=2 2 2 2 2 2
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=39
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Tree=40
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Tree=41
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=45
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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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Tree=48
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Tree=49
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Tree=50
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decision_type=2 2 2 2 2 2
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Tree=51
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decision_type=2 2 2 2 2 2
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Tree=52
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Tree=53
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Tree=54
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Tree=55
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Tree=56
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Tree=57
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Tree=58
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Tree=59
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Tree=60
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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=67
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Tree=68
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Tree=69
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Tree=70
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Tree=71
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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=79
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internal_weight=0 22223.2 10180.8 14772.1 3227.54 12042.4
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split_gain=1826.84 643.876 655.486 436.059 161.088 127.239
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decision_type=2 2 2 2 2 2
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internal_weight=0 20877.5 19576.4 4874.17 4248.48 625.696
internal_count=223821 126042 112733 97779 94940 2839
is_linear=0
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Tree=81
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split_feature=157 154 115 138 13 75
split_gain=3557.9 3117.63 1265.8 973.792 252.749 284.352
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decision_type=2 2 2 2 2 2
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internal_weight=0 36062.9 20018.9 16043.9 8205.87 791.745
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is_linear=0
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Tree=82
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split_gain=8025.8 2018.47 1515.49 1647.55 1041.08 885.923
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decision_type=2 2 2 2 2 2
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right_child=2 4 3 -5 -6 -7
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internal_weight=0 22317.1 17080.6 5849.13 16895.8 5421.32
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is_linear=0
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Tree=83
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split_gain=5097.58 1467.92 1586.66 778.876 557.635 658.264
threshold=-0.042045494585025302 0.019888418481477786 2.7306371786048507 35.250000000000007 -0.087554355111932616 0.019188751683461371
decision_type=2 2 2 2 2 2
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internal_weight=0 23221 17428.8 5792.22 10055.5 3430.29
internal_count=223821 94921 74352 20569 128900 22810
is_linear=0
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Tree=84
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split_gain=6497.09 2207.93 1245.98 1399.74 729.54 531.139
threshold=0.14314684256194776 0.15966769705682735 -0.13488256368557658 0.045444606878899459 0.23851490356973579 0.6440941197106983
decision_type=2 2 2 2 2 2
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right_child=2 4 3 -5 -6 -7
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internal_weight=0 17398.3 17925.4 15910.4 7140.28 2014.97
internal_count=223821 186018 37803 33220 36176 4583
is_linear=0
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Tree=85
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split_feature=139 117 110 108 194 95
split_gain=1584.17 542.898 651.929 549.238 537.352 379.85
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decision_type=2 2 2 2 2 2
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internal_weight=0 20766.3 8193.74 12572.6 4676.97 2873.55
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is_linear=0
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Tree=86
num_leaves=7
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split_feature=19 139 155 140 44 99
split_gain=3090.19 1966.77 1118.15 973.956 1155.2 213.565
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decision_type=2 2 2 2 2 2
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internal_weight=0 23064.4 19368.5 19566.5 10826.7 8739.78
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is_linear=0
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Tree=87
num_leaves=7
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split_gain=7419.23 2059.41 1242.01 1108.15 784.173 550.824
threshold=-0.077938438162950138 0.06823018508324212 87.382695669877833 0.13206115046273367 0.02121881530419582 17.233669949788169
decision_type=2 2 2 2 2 2
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internal_weight=0 22434.4 14865 17399.6 5034.79 3021.76
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is_linear=0
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Tree=88
num_leaves=7
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split_feature=160 94 156 117 157 83
split_gain=4360.09 1215.92 1310.78 804.475 626.855 928.766
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decision_type=2 2 2 2 2 2
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internal_weight=0 22704.4 17313.9 5390.46 9301.93 2438.64
internal_count=223821 94921 75326 19595 128900 15944
is_linear=0
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Tree=89
num_leaves=7
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split_gain=5609.29 1749.35 959.083 671.209 514.036 331.323
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decision_type=2 2 2 2 2 2
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internal_weight=0 22190.4 13273 11567.3 2508.03 8917.38
internal_count=223821 62218 43618 161603 13717 18600
is_linear=0
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Tree=90
num_leaves=7
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split_feature=10 182 23 193 108 79
split_gain=1407.97 741.305 620.061 818.723 763.37 327.462
threshold=-0.017860645585767713 0.702982456348625 0.017004097888960523 0.020910175460327831 2.0502160226948054 -0.020168317745511723
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 8655.09 16533 10492.8 6040.19 6433.84
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is_linear=0
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Tree=91
num_leaves=7
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split_gain=2994.75 2326.92 1129.03 836.47 705.119 362.2
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decision_type=2 2 2 2 2 2
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internal_weight=0 27545.4 13580.1 10596.6 22850 4695.46
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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 25573.2 17692 7881.25 9850.77 1112.22
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is_linear=0
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Tree=93
num_leaves=7
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split_gain=3885.13 1822.68 1333.83 1050.27 679.285 310.71
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decision_type=2 2 2 2 2 2
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internal_weight=0 20241.7 13956.9 6284.84 10564.5 9042.22
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is_linear=0
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Tree=94
num_leaves=7
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split_gain=4777.78 1593.13 1133.46 477.897 385.966 349.104
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decision_type=2 2 2 2 2 2
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internal_weight=0 22512.1 15278.7 9811.94 7233.45 7837.85
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is_linear=0
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Tree=95
num_leaves=7
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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 22273.7 7418.78 16309.1 5964.64 6932.32
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Tree=100
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decision_type=2 2 2 2 2 2
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internal_weight=0 20691 18802.1 4013.84 1888.88 3180.16
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Tree=101
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decision_type=2 2 2 2 2 2
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internal_weight=0 34254.4 27582.1 6672.3 4226.35 636.637
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Tree=102
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decision_type=2 2 2 2 2 2
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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 22451.5 11382.6 11068.9 7433.54 1606.54
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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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decision_type=2 2 2 2 2 2
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Tree=107
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=108
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split_gain=2562.39 1590.31 748.546 451.748 210.063 74.0199
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decision_type=2 2 2 2 2 2
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internal_weight=0 23078.3 17624.6 5453.73 4539.65 4451.75
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is_linear=0
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Tree=109
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split_gain=3317.3 1175.01 781.266 654.007 528.898 407.847
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decision_type=2 2 2 2 2 2
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internal_weight=0 17751.8 13073.6 11159.5 10968 4678.2
internal_count=223821 49221 32096 174600 174136 17125
is_linear=0
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Tree=110
num_leaves=7
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internal_weight=0 20517.9 20.674 20497.2 3839.49 2048.46
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is_linear=0
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Tree=111
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internal_weight=0 31326.5 21076.5 10250 5151.1 3420.09
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Tree=112
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decision_type=2 2 2 2 2 2
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internal_weight=0 21420.1 11259.9 10160.2 8159.25 1345.43
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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_gain=1972.73 1271.77 836.429 563.158 166.614 50.3925
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decision_type=2 2 2 2 2 2
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internal_weight=0 22714.9 13636.8 9078.09 3351.97 98.7856
internal_count=223821 136542 66585 69957 87279 385
is_linear=0
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Tree=119
num_leaves=7
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split_gain=2521.95 1194.01 718.595 568.626 548.071 223.833
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decision_type=2 2 2 2 2 2
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internal_weight=0 19190.2 14001.5 7904.05 5188.64 7688.13
internal_count=223821 65160 40967 158661 24193 157971
is_linear=0
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Tree=120
num_leaves=7
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split_feature=12 191 89 139 183 27
split_gain=694.941 403.619 534.794 265.935 253.902 137.443
threshold=3.7663924448885142 1.0146854818027098 0.38312381910309606 0.05127429160122414 1.1876482118952001 0.89004951678650401
decision_type=2 2 2 2 2 2
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internal_weight=0 20982.4 18836.2 3101.33 2146.21 950.841
internal_count=223821 132223 125730 91598 6493 8614
is_linear=0
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Tree=121
num_leaves=7
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split_feature=156 154 13 154 44 133
split_gain=1348.54 1099.17 708.406 525.4 441.702 416.515
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decision_type=2 2 2 2 2 2
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internal_weight=0 19445.1 15164.4 11807.1 12909.8 6535.28
internal_count=223821 114589 109232 93858 74048 40541
is_linear=0
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Tree=122
num_leaves=7
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split_feature=115 156 126 14 109 121
split_gain=2822.58 1451.4 670.484 663.2 482.029 180.817
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decision_type=2 2 2 2 2 2
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internal_weight=0 21879.6 16591.5 5288.13 5614.69 373.54
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is_linear=0
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Tree=123
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decision_type=2 2 2 2 2 2
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internal_weight=0 18023.2 10290.2 7733.04 7382.47 6365.48
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is_linear=0
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Tree=124
num_leaves=7
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split_feature=103 189 178 12 170 152
split_gain=2168.74 988.889 713.079 490.809 402.088 213.164
threshold=0.075611558188287561 35.500000000000007 -0.12825315631983178 1.2495501247951017 3.0028949567163612 -0.28287661200895892
decision_type=2 2 2 2 2 2
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internal_weight=0 19995.9 13511.3 6484.58 6366.55 6263.4
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is_linear=0
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Tree=125
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 11813.8 10109.3 12149.8 194.368 11955.5
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is_linear=0
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Tree=126
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 30637.1 24065.1 6572 3136.31 408.22
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is_linear=0
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Tree=127
num_leaves=7
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split_feature=140 112 176 40 76 129
split_gain=2483.79 937.157 710.419 670.429 357.515 263.278
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decision_type=2 2 2 2 2 2
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internal_weight=0 18717.6 12117.2 7840.76 2206.49 6600.41
internal_count=223821 102231 69963 121590 13597 32268
is_linear=0
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Tree=128
num_leaves=7
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split_feature=13 73 127 91 167 103
split_gain=1750.68 1268.73 585.189 527.557 158.413 92.4015
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decision_type=2 2 2 2 2 2
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internal_weight=0 21680.6 12574.7 9105.84 3120.5 3052.08
internal_count=223821 124083 71693 52390 99738 99438
is_linear=0
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Tree=129
num_leaves=7
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split_feature=136 190 12 73 0 127
split_gain=1905.27 830.146 619.397 491.061 357.175 257.303
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decision_type=2 2 2 2 2 2
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internal_weight=0 19742.3 3168.8 16573.5 5868.96 5508.94
internal_count=223821 90478 32107 58371 133343 131895
is_linear=0
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Tree=130
num_leaves=7
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split_gain=568.201 408.308 569.018 509.477 218.952 200.774
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decision_type=2 2 2 2 2 2
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internal_weight=0 20370.5 14322.9 6047.67 3452.22 2151.55
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is_linear=0
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Tree=131
num_leaves=7
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split_gain=1118.6 1216.86 548.977 592.194 478.07 323.898
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decision_type=2 2 2 2 2 2
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internal_weight=0 14540.5 18548.9 16447.9 7568.29 6972.23
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is_linear=0
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Tree=132
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decision_type=2 2 2 2 2 2
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internal_weight=0 21427.3 8134.84 13292.5 4274.06 42.8576
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is_linear=0
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Tree=133
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=134
num_leaves=7
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Tree=135
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decision_type=2 2 2 2 2 2
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Tree=136
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Tree=137
num_leaves=7
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split_feature=68 158 154 111 180 11
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decision_type=2 2 2 2 2 2
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Tree=146
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Tree=147
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decision_type=2 2 2 2 2 2
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Tree=163
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Tree=164
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Tree=165
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Tree=166
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internal_weight=0 22099.3 14962.8 7136.56 7099.23 1894.98
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Tree=167
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Tree=168
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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 26090.2 9282.02 16808.2 2351.73 682.978
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Tree=178
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decision_type=2 2 2 2 2 2
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internal_weight=0 18809.2 15596.1 3213.03 1488.07 1446.69
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Tree=179
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decision_type=2 2 2 2 2 2
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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 26346.9 14267.6 12079.3 1727.54 540.661
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Tree=182
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decision_type=2 2 2 2 2 2
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Tree=183
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decision_type=2 2 2 2 2 2
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Tree=184
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decision_type=2 2 2 2 2 2
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Tree=185
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decision_type=2 2 2 2 2 2
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Tree=186
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internal_weight=0 26839.8 18729 8110.78 921.167 461.902
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is_linear=0
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Tree=187
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decision_type=2 2 2 2 2 2
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internal_weight=0 16819.9 7513.28 9306.58 3027.13 767.285
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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 15877.4 14807.2 3878.35 3505.24 1070.24
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is_linear=0
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Tree=189
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is_linear=0
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Tree=190
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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
num_leaves=7
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internal_weight=0 25710.3 24065.2 1645.05 1544.18 501.043
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Tree=200
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Tree=201
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Tree=202
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Tree=203
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internal_weight=0 17931.7 3418.09 14513.6 1161.2 117.406
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Tree=204
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Tree=205
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Tree=206
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Tree=207
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Tree=208
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Tree=209
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Tree=210
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Tree=211
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Tree=212
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Tree=213
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Tree=214
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internal_weight=0 25618.7 23025.2 2593.44 814.198 24.4141
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Tree=217
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Tree=218
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decision_type=2 2 2 2 2 2
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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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Tree=221
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internal_weight=0 25525.2 22234.2 3290.94 763.234 392.983
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Tree=222
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Tree=223
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is_linear=0
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Tree=224
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internal_weight=0 16774.2 8499.79 8274.41 2308.94 50.9413
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Tree=225
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Tree=226
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decision_type=2 2 2 2 2 2
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Tree=227
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Tree=228
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Tree=229
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Tree=230
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Tree=231
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Tree=232
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Tree=233
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Tree=234
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decision_type=2 2 2 2 2 2
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internal_weight=0 18087.2 17229.6 857.595 683.963 42.0141
internal_count=223821 144134 139198 4936 79687 4336
is_linear=0
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Tree=235
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split_gain=180.213 189.645 188.179 126.859 122.98 116.322
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decision_type=2 2 2 2 2 2
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internal_value=0 0.000950519 0.00224254 0.0426899 0.0285454 0.125121
internal_weight=0 20990.8 20610 1088.04 928.684 159.353
internal_count=223821 217632 206544 6189 4927 1262
is_linear=0
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Tree=236
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split_feature=81 114 160 195 97 72
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decision_type=2 2 2 2 2 2
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leaf_count=63707 340 18071 137598 1380 914 1811
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internal_weight=0 25337 23414.2 438.851 260.542 1922.74
internal_count=223821 221187 201305 2634 1254 19882
is_linear=0
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Tree=237
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split_feature=116 152 92 109 136 176
split_gain=429.171 331.7 265.609 207.55 159.089 155.547
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decision_type=2 2 2 2 2 2
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internal_weight=0 15989.9 13627 1530.83 2362.89 399.949
internal_count=223821 116698 99900 107123 16798 6907
is_linear=0
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Tree=238
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decision_type=2 2 2 2 2 2
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internal_weight=0 13437.8 11902.1 4431.02 764.512 3666.51
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is_linear=0
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Tree=239
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split_gain=292.58 366.241 404.773 293.52 288.906 268.903
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decision_type=2 2 2 2 2 2
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internal_weight=0 7277.56 3242.02 4035.54 11367.8 9151.83
internal_count=223821 167529 54324 113205 56292 41248
is_linear=0
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Tree=240
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split_feature=140 152 103 76 44 191
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decision_type=2 2 2 2 2 2
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internal_weight=0 13890.1 13194.9 8152.4 838.353 7314.05
internal_count=223821 186838 182472 36983 4434 32549
is_linear=0
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Tree=241
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split_feature=157 38 34 139 157 158
split_gain=260.527 195.081 295.035 194.897 15.7525 16.2056
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decision_type=2 2 2 2 2 2
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internal_weight=0 25077.6 884.55 24193 539.267 209.008
internal_count=223821 209558 12597 196961 14263 5365
is_linear=0
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Tree=242
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split_feature=115 126 180 154 157 53
split_gain=384.619 313.034 255.638 215.471 150.428 244.865
threshold=-0.013182394639776954 0.9128015644411972 36.332663989290502 -0.25708537122301961 0.5858528961163727 -0.1742559464837406
decision_type=2 2 2 2 2 2
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internal_weight=0 16106.3 9381.39 6724.91 1242.04 246.916
internal_count=223821 118477 66999 51478 105344 5919
is_linear=0
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Tree=243
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split_feature=157 29 194 114 151 20
split_gain=329.479 309.564 331.963 273.905 186.883 181.71
threshold=-0.2691886585001389 0.12564948342173701 0.037923889708793693 4.390638523793144 -0.4643627575944913 0.044452450269526718
decision_type=2 2 2 2 2 2
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internal_weight=0 7279.33 3496.08 10411.8 2291.89 8119.87
internal_count=223821 51546 22904 172275 19309 152966
is_linear=0
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Tree=244
num_leaves=7
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split_feature=118 76 178 8 126 152
split_gain=342.166 284.557 327.061 233.767 104.195 94.231
threshold=0.76053982825910793 -0.01799178957522795 -0.13488256368557658 0.77699182988522153 0.95704030644907256 -0.54080460241535966
decision_type=2 2 2 2 2 2
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internal_weight=0 16243.9 13898.2 2345.67 2249.5 1878.57
internal_count=223821 213338 124517 88821 10483 9324
is_linear=0
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Tree=245
num_leaves=7
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split_feature=28 26 89 165 149 31
split_gain=154.226 202.968 279.756 188.619 34.6905 59.0302
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decision_type=2 2 2 2 2 2
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internal_value=0 0.00368868 0.0022805 0.0701043 -0.0701689 0.0781377
internal_weight=0 21701.9 21251.3 450.582 286.459 14.949
internal_count=223821 208859 201374 7485 14962 431
is_linear=0
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Tree=246
num_leaves=7
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split_feature=151 139 151 92 139 180
split_gain=175.918 291.541 269.842 243.38 126.235 200.085
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decision_type=2 2 2 2 2 2
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internal_weight=0 20447.9 9255.07 11192.8 5045.67 1091.56
internal_count=223821 179882 98214 81668 43939 8703
is_linear=0
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Tree=247
num_leaves=7
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split_feature=166 122 195 51 65 67
split_gain=391.894 284.998 266.616 152.53 113.985 44.5353
threshold=-0.058169121697204694 1.0637677007587616 0.31331459063104533 97.623749112393611 -0.014971228116839383 0.33317044627074011
decision_type=2 2 2 2 2 2
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internal_weight=0 14839.5 14055.5 2373.67 1316.76 783.936
internal_count=223821 133317 128343 90504 11740 4974
is_linear=0
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Tree=248
num_leaves=7
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split_feature=151 116 142 155 70 194
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decision_type=2 2 2 2 2 2
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internal_weight=0 11733.3 8786.57 5822.83 3443.18 2946.77
internal_count=223821 172652 91154 51169 32604 81498
is_linear=0
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Tree=249
num_leaves=7
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split_gain=256.503 255.619 288.56 199.48 116.434 38.6641
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=250
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 21346.8 2129.97 19216.8 603.579 485.491
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is_linear=0
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Tree=251
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 22698.7 17340.1 5358.5 2674.67 2300.11
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Tree=252
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=253
num_leaves=7
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split_feature=140 86 197 19 145 55
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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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decision_type=2 2 2 2 2 2
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internal_weight=0 15877.9 10398.1 5479.87 2213.34 909.953
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Tree=260
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Tree=263
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is_linear=0
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Tree=264
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is_linear=0
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Tree=265
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is_linear=0
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Tree=266
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Tree=267
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Tree=272
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Tree=274
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internal_weight=0 16455.9 5652.79 10803.2 1325.5 706.569
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Tree=275
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internal_count=223821 53035 2068 170786 1572 169214
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Tree=276
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internal_weight=0 22305.5 20644.3 1661.21 2392.8 2309.96
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Tree=277
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decision_type=2 2 2 2 2 2
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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 16122.7 15748.4 374.308 821.256 175.283
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Tree=279
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decision_type=2 2 2 2 2 2
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internal_weight=0 17103.3 6875.72 10227.6 563.686 527.182
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is_linear=0
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Tree=280
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decision_type=2 2 2 2 2 2
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internal_weight=0 18881.3 2507.54 16373.7 2744.63 2069.49
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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 24185.9 860.421 23325.5 424.355 10.0129
internal_count=223821 209558 12597 196961 14263 647
is_linear=0
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Tree=282
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split_feature=166 180 193 118 30 24
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decision_type=2 2 2 2 2 2
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internal_weight=0 14268.8 9112.96 5155.86 2081.67 1110.47
internal_count=223821 133317 88991 44326 90504 13480
is_linear=0
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Tree=283
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split_feature=115 142 3 133 96 122
split_gain=237.914 370.126 197.196 183.945 154.457 113.45
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decision_type=2 2 2 2 2 2
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internal_weight=0 13909.6 2973.05 12360.3 1549.32 2398.15
internal_count=223821 137957 85864 126953 11004 81416
is_linear=0
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Tree=284
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split_feature=118 124 151 170 127 157
split_gain=246.284 271.519 252.737 227.402 128.134 120.205
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internal_weight=0 12646.5 4729.39 7917.08 4930.79 4687.23
internal_count=223821 194076 149171 44905 29745 27120
is_linear=0
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Tree=285
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is_linear=0
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Tree=286
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Tree=287
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decision_type=2 2 2 2 2 2
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internal_weight=0 15152.6 11411.4 3741.16 1089.63 670.02
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is_linear=0
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Tree=288
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Tree=289
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Tree=290
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decision_type=2 2 2 2 2 2
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Tree=291
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Tree=292
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internal_weight=0 8379.86 7749.03 5438.85 2774.54 5605.32
internal_count=223821 145364 78457 44833 108040 37324
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Tree=293
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split_feature=139 186 69 74 157 102
split_gain=229.956 213.686 251.962 85.896 17.7601 40.1495
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decision_type=2 2 2 2 2 2
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internal_weight=0 16160.8 15572.6 588.152 515.244 72.9543
internal_count=223821 153287 147209 6078 70534 1290
is_linear=0
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Tree=294
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split_feature=19 192 186 195 106 17
split_gain=193.439 226.553 342.652 329.387 174.79 238.022
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decision_type=2 2 2 2 2 2
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leaf_count=5569 1246 2087 58980 97736 21651 36552
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internal_weight=0 11892.1 2637.13 9254.97 5512.57 4266.53
internal_count=223821 160049 60226 99823 63772 58203
is_linear=0
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Tree=295
num_leaves=7
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split_feature=19 19 98 89 193 30
split_gain=130.102 208.464 275.081 169.748 108.119 104.35
threshold=0.3714728352665248 0.10540220617215683 -0.047232792641994183 -0.065480568058872632 0.05514006029625703 13.126276855162862
decision_type=2 2 2 2 2 2
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internal_weight=0 19945 3895.9 16049.1 1492.49 1000.75
internal_count=223821 188769 45612 143157 35052 9334
is_linear=0
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Tree=296
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split_feature=8 136 139 151 59 139
split_gain=128.032 126.259 123.959 291.561 228.296 116.351
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decision_type=2 2 2 2 2 2
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internal_weight=0 2533.44 21828.9 10636.7 11192.2 2167.86
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is_linear=0
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Tree=297
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split_feature=166 196 115 142 76 178
split_gain=223.821 191.49 199.613 69.2105 52.2711 25.0895
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decision_type=2 2 2 2 2 2
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internal_weight=0 15494.3 14698.2 796.032 541.131 532.687
internal_count=223821 160776 152694 8082 63045 63021
is_linear=0
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Tree=298
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split_feature=13 173 38 151 112 181
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decision_type=2 2 2 2 2 2
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internal_weight=0 8334.56 5144.06 8243.98 3190.5 2665.98
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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 15487.8 13980.1 1507.7 1810.65 285.128
internal_count=223821 215077 127546 87531 8744 1129
is_linear=0
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Tree=300
num_leaves=7
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split_feature=82 1 70 2 140 46
split_gain=125.436 185.156 166.163 174.779 139.046 134.707
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decision_type=2 2 2 2 2 2
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internal_weight=0 197.2 21186.4 20476.1 93.6849 710.27
internal_count=223821 3530 220291 169797 530 50494
is_linear=0
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Tree=301
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split_feature=157 74 189 58 13 9
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decision_type=2 2 2 2 2 2
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internal_weight=0 24016.4 16028.6 7987.86 202.356 201.519
internal_count=223821 214923 125309 89614 8898 8893
is_linear=0
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Tree=302
num_leaves=7
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split_feature=116 152 92 19 140 130
split_gain=206.818 195.245 164.404 111.339 80.2306 54.2032
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decision_type=2 2 2 2 2 2
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internal_weight=0 15088.2 12927 2161.18 853.939 298.093
internal_count=223821 125549 107619 17930 98272 6776
is_linear=0
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Tree=303
num_leaves=7
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internal_weight=0 12013.4 10083.9 4447.86 2906.26 1929.48
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is_linear=0
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Tree=304
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split_gain=185.699 184.405 280.086 269.093 68.4062 47.906
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decision_type=2 2 2 2 2 2
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internal_weight=0 16567.5 15726.8 840.666 648.073 538.87
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is_linear=0
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Tree=305
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split_gain=127.019 283.816 152.102 227.297 149.319 135.974
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decision_type=2 2 2 2 2 2
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internal_count=223821 53035 170786 7853 2276 162933
is_linear=0
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Tree=306
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 159.13 24000.3 21315.2 2685.1 150.056
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is_linear=0
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Tree=307
num_leaves=7
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split_gain=199.189 231.442 240.405 183.909 160.609 132.794
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decision_type=2 2 2 2 2 2
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internal_weight=0 13274.6 7625.98 5648.67 2582.98 1245.18
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is_linear=0
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Tree=308
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=309
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decision_type=2 2 2 2 2 2
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Tree=310
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decision_type=2 2 2 2 2 2
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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 18392.2 5793.93 12598.3 5673.28 381.391
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internal_weight=0 3593.38 12157.2 4733.58 2546.7 7423.64
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Tree=313
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decision_type=2 2 2 2 2 2
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internal_weight=0 15177.1 7724.38 7452.67 1138.15 417.292
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is_linear=0
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Tree=314
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decision_type=2 2 2 2 2 2
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internal_weight=0 16043.6 14269.5 1774.09 1062.29 524.902
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Tree=315
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decision_type=2 2 2 2 2 2
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internal_weight=0 19792.2 13670.9 6121.3 1465.99 612.944
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Tree=316
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=317
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split_gain=181.979 358.57 252.235 210.191 166.583 163.755
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decision_type=2 2 2 2 2 2
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Tree=318
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decision_type=2 2 2 2 2 2
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internal_weight=0 8652.74 2217.13 6435.62 7577.94 2977.77
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Tree=319
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split_feature=19 134 157 110 129 46
split_gain=174.237 177.811 180.68 152.018 67.2639 67.1485
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decision_type=2 2 2 2 2 2
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internal_weight=0 16239.8 15833.5 782.69 559.006 223.684
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Tree=320
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split_feature=29 134 162 90 96 126
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decision_type=2 2 2 2 2 2
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internal_weight=0 20837.4 841.813 19995.6 384.684 333.976
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is_linear=0
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Tree=321
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decision_type=2 2 2 2 2 2
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internal_weight=0 15830.3 3970.45 8090.72 677.191 7413.53
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is_linear=0
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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 12892.6 12098.8 2669.17 777.572 793.837
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is_linear=0
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Tree=323
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internal_weight=0 15773.8 13114.9 388.682 2658.92 207.748
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is_linear=0
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Tree=324
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is_linear=0
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Tree=325
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internal_weight=0 21006 2826.21 18179.8 179.923 19.7145
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is_linear=0
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Tree=326
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=327
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decision_type=2 2 2 2 2 2
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internal_weight=0 12859.9 6905.53 2632.42 5954.37 1688.37
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Tree=328
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Tree=329
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decision_type=2 2 2 2 2 2
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Tree=330
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decision_type=2 2 2 2 2 2
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Tree=331
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 15106.9 14359.3 747.571 293.635 261.93
internal_count=223821 171456 162893 8563 52365 48344
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Tree=333
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decision_type=2 2 2 2 2 2
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internal_weight=0 11782.1 11478.6 4270.92 80.2568 4190.67
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Tree=334
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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=336
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decision_type=2 2 2 2 2 2
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internal_weight=0 20813 1894.39 18918.6 2939.22 2266.86
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Tree=337
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decision_type=2 2 2 2 2 2
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internal_weight=0 14935.6 10341.1 4594.51 394.995 195.518
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Tree=338
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=339
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decision_type=2 2 2 2 2 2
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internal_weight=0 11110.6 8335 2775.58 5675.56 2135.7
internal_count=223821 186209 39756 146453 37612 18163
is_linear=0
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Tree=340
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split_feature=89 76 161 161 140 34
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decision_type=2 2 2 2 2 2
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internal_weight=0 13736.1 13270.4 7324.25 5777.48 465.651
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is_linear=0
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Tree=341
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decision_type=2 2 2 2 2 2
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internal_weight=0 22312.5 2094.61 20217.9 1361.23 1351.81
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is_linear=0
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Tree=342
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decision_type=2 2 2 2 2 2
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internal_weight=0 9906.47 5505.34 4401.13 5364.37 3809.03
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is_linear=0
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Tree=343
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internal_weight=0 7894.2 8047.29 5037.27 3010.02 2577.76
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is_linear=0
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Tree=344
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internal_weight=0 8117.48 8594.17 7892.57 3695.29 4422.19
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is_linear=0
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Tree=345
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decision_type=2 2 2 2 2 2
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internal_weight=0 2434.3 1676.97 757.325 18566.1 18436.3
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is_linear=0
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Tree=346
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is_linear=0
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Tree=347
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decision_type=2 2 2 2 2 2
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Tree=348
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decision_type=2 2 2 2 2 2
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Tree=349
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decision_type=2 2 2 2 2 2
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Tree=350
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internal_weight=0 23375.5 22423.1 952.43 179.401 178.471
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Tree=352
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Tree=353
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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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decision_type=2 2 2 2 2 2
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internal_weight=0 15905.5 6644.13 9261.37 619.502 68.2988
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is_linear=0
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Tree=360
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split_gain=102.831 182.756 126.604 123.727 135.238 126.33
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Tree=361
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internal_weight=0 23219.6 2385.78 20833.8 223.254 42.9992
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Tree=362
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internal_weight=0 11064.5 5697.36 5367.14 3951.61 2936.2
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Tree=363
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Tree=364
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decision_type=2 2 2 2 2 2
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Tree=365
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Tree=366
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Tree=367
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Tree=368
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Tree=369
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internal_weight=0 19943.3 4335.65 15607.6 801.68 731.518
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Tree=371
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decision_type=2 2 2 2 2 2
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internal_weight=0 23152.7 17189.5 5963.2 172.021 118.772
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Tree=372
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decision_type=2 2 2 2 2 2
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internal_weight=0 12387 5826.3 2519.49 6560.71 1624.98
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Tree=373
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decision_type=2 2 2 2 2 2
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internal_weight=0 1958.68 13628.1 12473.5 1852.42 1154.57
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is_linear=0
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Tree=374
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decision_type=2 2 2 2 2 2
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internal_weight=0 820.74 418.656 15476.5 402.084 13450.4
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Tree=375
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decision_type=2 2 2 2 2 2
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internal_weight=0 19302.4 3819.26 15483.2 1400.93 358.648
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Tree=376
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decision_type=2 2 2 2 2 2
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internal_weight=0 5027.38 3704.52 18251.1 5718.79 12532.3
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is_linear=0
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Tree=377
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decision_type=2 2 2 2 2 2
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internal_weight=0 14502.5 9363.19 5139.28 383.92 375.197
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is_linear=0
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Tree=378
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decision_type=2 2 2 2 2 2
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internal_weight=0 6455.83 9054.29 522.439 5798.91 5933.39
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is_linear=0
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Tree=379
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split_feature=76 19 157 118 8 126
split_gain=134.234 205.452 241.123 132.434 73.027 61.2549
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decision_type=2 2 2 2 2 2
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internal_weight=0 14182.4 13572.6 2101.7 1457.36 609.755
internal_count=223821 133013 130270 90808 32174 2743
is_linear=0
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Tree=380
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decision_type=2 2 2 2 2 2
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internal_weight=0 20411.3 6601.75 13809.6 216.218 46.9345
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is_linear=0
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Tree=381
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decision_type=2 2 2 2 2 2
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internal_weight=0 22760.9 5565.98 17195 450.49 308.884
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is_linear=0
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Tree=382
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internal_weight=0 7571.64 3257.32 4314.32 7259.89 1194.82
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is_linear=0
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Tree=383
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internal_weight=0 15042.7 14238.9 803.855 328.676 312.291
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is_linear=0
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Tree=384
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decision_type=2 2 2 2 2 2
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internal_weight=0 5371.71 5055.99 10858.2 7806.12 3052.04
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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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Tree=386
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Tree=387
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=388
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decision_type=2 2 2 2 2 2
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Tree=389
num_leaves=7
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split_feature=131 143 129 115 73 29
split_gain=119.339 139.831 194.462 137.767 80.9845 47.9288
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.00158753 0.00613245 -0.0130242 0.0573172 0.0819048
internal_weight=0 15837.6 9455.16 6382.43 351.574 278.485
internal_count=223821 216735 156553 60182 7086 1803
is_linear=0
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Tree=390
num_leaves=7
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split_feature=89 76 161 1 82 68
split_gain=88.4666 221.33 163.989 160.637 148.959 125.734
threshold=0.21258596554252013 0.89545562477804175 -0.25625244055126223 -0.45358261300708097 0.4970848432633827 -0.047470898494623985
decision_type=2 2 2 2 2 2
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internal_value=0 0.00524823 -0.00852884 0.00287589 0.0748796 -0.0381863
internal_weight=0 13398.5 7147.05 12957.1 441.449 1478.69
internal_count=223821 183388 40433 182544 844 4946
is_linear=0
shrinkage=0.1


Tree=391
num_leaves=7
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split_feature=157 38 34 139 118 130
split_gain=86.3027 86.1204 97.9841 96.7638 4.69037 27.1119
threshold=-0.49176382482268366 -0.083887009663765957 0.050394624354608043 -0.031984327921221266 -0.37131640202598165 -0.19542400599933052
decision_type=2 2 2 2 2 2
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internal_weight=0 22941.5 848.007 22093.5 151.367 1.8009
internal_count=223821 214923 13214 201709 8898 100
is_linear=0
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Tree=392
num_leaves=7
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split_feature=118 168 174 169 158 52
split_gain=104.783 141.971 140.92 103.292 76.3984 66.8432
threshold=0.031415806271777376 16.768629793072552 0.42179208325864898 0.063902158088323113 -0.2038896667174788 0.052986028827930513
decision_type=2 2 2 2 2 2
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right_child=3 5 -4 4 -6 -7
leaf_value=-0.0046567289832435115 -0.040774946364448519 -0.052420437314233896 0.031380000943248207 -0.041489487669626457 -0.00094150633417021162 0.04701647419062898
leaf_weight=6117.5292047558105 949.05977127771621 72.420099883791409 1319.120823061472 515.28557244486001 4730.6261619032302 1016.1949147103296
leaf_count=99431 53483 1406 13429 14399 31747 9926
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internal_weight=0 8525.27 7436.65 6194.97 5245.91 1088.62
internal_count=223821 124192 112860 99629 46146 11332
is_linear=0
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Tree=393
num_leaves=7
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split_feature=150 172 73 13 107 67
split_gain=125.048 119.649 131.346 92.8655 105.743 85.9957
threshold=0.62506650982768408 0.26117412271016899 0.49651932897893908 -0.35091439063803814 -0.19119153475056913 -0.075820326867727661
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 5 -5 -2
right_child=3 2 -4 4 -6 -7
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leaf_weight=598.96150588185992 418.04966770904139 7076.9536524979048 874.34726572380168 981.2945433537534 4508.2583670399035 818.42131635127589
leaf_count=5490 3629 88093 12182 10998 96079 7350
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internal_weight=0 8550.26 7951.3 6726.02 5489.55 1236.47
internal_count=223821 105765 100275 118056 107077 10979
is_linear=0
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Tree=394
num_leaves=7
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split_feature=148 151 96 95 8 112
split_gain=121.067 127.747 196.699 175.385 60.1098 96.3309
threshold=0.68663011411498509 -0.10751280960822673 0.97337180167852577 0.025047047271430364 -0.034247043509872142 0.52559507364957969
decision_type=2 2 2 2 2 2
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right_child=4 3 -4 -5 -6 -7
leaf_value=0.016567252807722699 -0.093663100749677472 -0.062480000151658346 -0.032029913813377019 -0.006082449697043902 0.050431736014348798 0.069506442308656255
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leaf_count=71231 1228 91412 3317 52607 3826 200
internal_value=0 -0.00218666 0.00884696 -0.00972859 0.0375739 -0.0204269
internal_weight=0 15351.5 6232.9 9118.56 806.016 146.258
internal_count=223821 218567 74548 144019 5254 1428
is_linear=0
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Tree=395
num_leaves=7
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split_feature=19 19 65 89 166 124
split_gain=90.3094 125.674 175.674 127.29 82.479 92.4477
threshold=0.3714728352665248 0.10540220617215683 -0.047154065770162575 -0.063588966635891628 -0.34331387402470276 0.24008598167221051
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 -2 -6
right_child=4 2 -4 -5 5 -7
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leaf_count=11068 353 7877 37735 132089 29357 5342
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internal_weight=0 19135.5 3825.78 15309.7 1373.19 1290.37
internal_count=223821 188769 45612 143157 35052 34699
is_linear=0
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Tree=396
num_leaves=7
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split_feature=185 58 93 139 182 97
split_gain=89.0447 103.98 100.043 104.16 100.346 24.8993
threshold=2.1250261550606053 -0.29685816718768343 0.29045019415203266 0.36104573791276079 0.06215711558521813 0.010429012193694494
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=0.0023355862514631443 0.74059050484966304 -0.2227884924078937 0.026277656113734667 -0.012022014090299363 -0.01363576529573185 -0.066534270629980963
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leaf_count=144152 29 27 16940 14613 45482 2578
internal_value=0 -0.068803 0.000621036 0.0159224 -0.00224149 -0.0757003
internal_weight=0 186.258 22840.5 3599.53 19241 184.684
internal_count=223821 2634 221187 31553 189634 2605
is_linear=0
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Tree=397
num_leaves=7
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split_feature=11 92 166 184 14 151
split_gain=103.778 115.345 98.1739 77.7393 38.0786 46.4673
threshold=-0.16567555196592404 -0.037701253645872089 0.14814162707597922 -0.069705155493651819 0.63461907595520539 -0.030494752528315159
decision_type=2 2 2 2 2 2
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leaf_value=-0.091881588030479133 0.043411288904382395 -0.011140034062140002 0.0066370881330093355 0.0030349098177375232 -0.27702108314658047 -0.014429092044081313
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leaf_count=41280 10489 84931 55222 11120 60 20719
internal_value=0 0.00103838 -0.00247599 0.0239203 -0.0566972 -0.0512663
internal_weight=0 14343.7 12434 1909.7 318.234 310.579
internal_count=223821 161762 140153 21609 62059 61999
is_linear=0
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Tree=398
num_leaves=7
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split_feature=67 115 5 61 115 36
split_gain=124.317 177.47 193.449 130.766 117.923 101.955
threshold=1.0214236455358134 0.081950971037873785 0.07783911633580394 -0.052126899619719745 0.39457955725382815 2.8173255490459947
decision_type=2 2 2 2 2 2
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leaf_value=-0.0010075732398435796 -0.18755932997515928 0.017318307103410868 0.04529657557711253 0.099090358759470212 0.0068089642129993454 -0.039951383926931122
leaf_weight=11609.826572431368 23.125719188625226 382.64185199973872 978.27753302344354 290.72763113863766 264.41591188625898 1656.9330761332531
leaf_count=130829 231 5579 7932 1949 5752 71549
internal_value=0 -0.00184275 0.00259093 0.0454308 0.0551366 -0.0292071
internal_weight=0 14627.7 12588.1 578.269 555.144 2039.57
internal_count=223821 215889 138761 7932 7701 77128
is_linear=0
shrinkage=0.1


Tree=399
num_leaves=7
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split_feature=118 161 158 16 187 196
split_gain=118.447 148.066 225.937 177.852 53.5548 76.1982
threshold=0.95054122507941907 0.092858769776971231 -0.094764645182143017 -0.38907219908083723 0.25626624391673924 0.67133305633070195
decision_type=2 2 2 2 2 2
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leaf_value=-0.005479495830024341 0.042644725464822369 0.044453353891476463 0.028417754841878008 -0.022491895507154497 0.019513671587031465 0.1929708840588642
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leaf_count=72967 2133 7173 67360 69329 4605 254
internal_value=0 -0.00303544 0.0042891 -0.0167997 0.0273827 0.0759126
internal_weight=0 14686.6 9585.68 5100.94 1402.38 195.667
internal_count=223821 216829 140327 76502 6992 2387
is_linear=0
shrinkage=0.1


Tree=400
num_leaves=7
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split_feature=117 3 114 151 131 16
split_gain=83.4373 119.541 124.474 95.0963 167.267 116
threshold=0.61886228710750857 6.2151771712902333 10.737567598393824 -0.36110687634884991 -0.20083483467744154 0.096530609493565206
decision_type=2 2 2 2 2 2
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right_child=3 2 -4 5 -6 -7
leaf_value=-0.040682624719057668 0.11944235252376284 0.013507503738821099 -0.021418730715294293 -0.0030238380574710306 0.0054174586595278421 -0.029605589986996934
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leaf_count=7256 1088 68365 26931 74131 4911 41139
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internal_weight=0 10090.7 9586.56 10401.1 904.143 9496.98
internal_count=223821 102552 95296 121269 5999 115270
is_linear=0
shrinkage=0.1


Tree=401
num_leaves=7
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split_feature=131 20 19 9 121 193
split_gain=82.4216 84.4179 109.846 52.5205 117.486 39.5611
threshold=-0.49450891641296418 0.97135989787038857 0.35821493903428719 -0.097900941120123083 -0.15474729833626047 -0.031473284689316476
decision_type=2 2 2 2 2 2
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leaf_weight=58.264155367040075 19494.541499354411 17.164974969578907 2577.8769792512758 3.3997693792916825 710.62582865986042 147.47837968519889
leaf_count=984 177147 866 33470 13 9670 1671
internal_value=0 0.00130041 0.00183255 -0.0319306 -0.03938 -0.0700393
internal_weight=0 22237.1 22072.4 772.29 714.026 164.643
internal_count=223821 213154 210617 10667 9683 2537
is_linear=0
shrinkage=0.1


Tree=402
num_leaves=7
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split_feature=195 195 180 194 10 22
split_gain=108.118 128.027 192.963 163.923 43.363 35.9267
threshold=0.1432331000577311 0.31079811995949053 37.554886211512731 -0.02406555703084768 0.11033617279482426 0.14139040472630524
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
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leaf_value=-0.044363220207578984 0.014481154139064645 0.021730040300595655 -0.0070166604478365813 -0.025441529451562785 0.12111979927504089 -0.1044805271084312
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internal_value=0 -0.00110459 0.00575023 -0.0139961 0.0849084 0.10763
internal_weight=0 14487.7 9458.4 5029.33 147.63 125.561
internal_count=223821 222022 150682 71340 1799 744
is_linear=0
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Tree=403
num_leaves=7
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split_feature=44 38 115 23 159 112
split_gain=128.822 167.532 199.17 177.73 105.163 81.167
threshold=-0.12613775151830398 -0.013562574215797414 0.061286972420757382 0.10568922449647315 0.074611532109675374 1.0103197176195196
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
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leaf_value=0.07119245018128241 -0.0065753838654680988 0.01734858266175426 -0.017273012229063283 -0.047792524880735078 0.015512161439170833 -0.1002157189840816
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internal_value=0 -0.0042748 0.00544656 -0.0179508 0.0203105 0.0122532
internal_weight=0 12601.2 7365.52 5235.64 2565.13 2214.46
internal_count=223821 200869 140630 60239 22952 17679
is_linear=0
shrinkage=0.1


Tree=404
num_leaves=7
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split_feature=81 0 181 74 183 35
split_gain=112.236 216.048 125.818 109.894 99.5357 83.2361
threshold=1.4947630869109998 0.7094098396241354 -0.079827562824848486 0.8066167409670717 1.8731552225160808 -0.062666686172655167
decision_type=2 2 2 2 2 2
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leaf_count=7834 1045 43277 167765 1143 587 2170
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internal_weight=0 15057.9 13535.1 1021.24 1522.72 772.979
internal_count=223821 219463 211042 4358 8421 3215
is_linear=0
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Tree=405
num_leaves=7
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split_feature=180 123 180 195 65 2
split_gain=85.6052 201.249 155.67 231.136 143.982 130.735
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.0114278 0.00390079 0.0134304 -0.00122407 -0.00651888
internal_weight=0 4746.33 15677.5 8188.5 3810.63 7489.01
internal_count=223821 59582 164239 93066 31724 71173
is_linear=0
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Tree=406
num_leaves=7
num_cat=0
split_feature=48 195 11 182 118 148
split_gain=81.6093 112.511 100.549 87.5199 82.4381 135.764
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decision_type=2 2 2 2 2 2
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internal_weight=0 10477.4 1277.73 9199.66 12482.4 1486.15
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is_linear=0
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Tree=407
num_leaves=7
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split_feature=150 57 185 176 35 34
split_gain=104.532 114.991 83.6761 83.4208 167.466 105.534
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decision_type=2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -5
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leaf_value=-0.035160417187583524 -0.062325996815616749 -0.00055807409263733626 -0.06112390838642226 0.14149683866523907 0.0058889126260238652 0.018005111960645647
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internal_weight=0 7704.5 6377.22 6894.58 3827.96 3066.61
internal_count=223821 119884 74330 103937 79096 24841
is_linear=0
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Tree=408
num_leaves=7
num_cat=0
split_feature=72 73 58 1 161 168
split_gain=117.942 140.256 155.762 149.788 81.2168 81.1746
threshold=0.91709376408645416 -0.0015197410702459287 -0.21750709311700575 -0.45358261300708097 -0.21187069422213009 17.518447523487296
decision_type=2 2 2 2 2 2
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Tree=410
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Tree=411
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decision_type=2 2 2 2 2 2
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Tree=412
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Tree=414
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Tree=415
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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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is_linear=0
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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=426
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Tree=427
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Tree=429
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internal_weight=0 8615.14 6265.36 7252.91 964.12 6288.79
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is_linear=0
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Tree=430
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decision_type=2 2 2 2 2 2
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internal_weight=0 20054.4 14922.4 5131.94 142.157 141.19
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is_linear=0
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Tree=431
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Tree=432
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decision_type=2 2 2 2 2 2
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internal_weight=0 13866.8 13019.6 505.167 847.163 504.921
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Tree=433
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decision_type=2 2 2 2 2 2
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internal_weight=0 7903.71 7001.77 784.585 6347.1 7119.12
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Tree=434
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split_gain=103.114 158.676 214.271 92.351 91.2408 84.9491
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decision_type=2 2 2 2 2 2
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internal_weight=0 10393.4 9934.69 5436.46 5204.29 232.175
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Tree=435
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=436
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decision_type=2 2 2 2 2 2
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internal_weight=0 21972.7 12301.8 9670.95 748.645 16.0212
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Tree=437
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decision_type=2 2 2 2 2 2
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internal_weight=0 14165.1 13432.5 732.623 184.322 182.712
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Tree=438
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Tree=439
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internal_weight=0 775.049 14993.2 13063.3 612.564 1929.95
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is_linear=0
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Tree=440
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decision_type=2 2 2 2 2 2
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internal_weight=0 13120.5 12642.4 7014.68 6694.32 320.359
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is_linear=0
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Tree=441
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Tree=442
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decision_type=2 2 2 2 2 2
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Tree=443
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Tree=444
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Tree=445
num_leaves=7
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Tree=446
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decision_type=2 2 2 2 2 2
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Tree=447
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=448
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split_gain=95.272 148.659 108.269 153.534 153.052 93.1831
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decision_type=2 2 2 2 2 2
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internal_weight=0 1834.73 12938.8 4580.4 8358.43 426.965
internal_count=223821 118202 105619 41153 64466 35863
is_linear=0
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Tree=449
num_leaves=7
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split_feature=73 90 81 192 109 130
split_gain=100.397 178.34 165.489 135.369 144.517 118.743
threshold=0.84277765377767488 0.98704686901281324 1.1711062031919022 15.402038686146776 0.12780806862017485 0.028202314036850865
decision_type=2 2 2 2 2 2
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internal_weight=0 13131.3 11808.1 2538.66 2296.17 1323.22
internal_count=223821 215074 209381 8747 8121 5693
is_linear=0
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Tree=450
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split_feature=79 140 194 75 103 77
split_gain=74.2325 148.518 167.052 133.785 131.508 75.1384
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decision_type=2 2 2 2 2 2
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internal_weight=0 19288.9 202.686 754.389 19086.2 669.018
internal_count=223821 171767 8046 52054 163721 50596
is_linear=0
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Tree=451
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split_gain=68.1426 95.1274 110.086 101.699 83.0705 82.6026
threshold=20.110051268876344 0.059471404612507717 0.064432397713136261 0.58396397795096233 39.750000000000007 0.061122653229551453
decision_type=2 2 2 2 2 2
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internal_weight=0 20934.9 7313.79 13621.1 1657.47 1414.83
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is_linear=0
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Tree=452
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split_feature=88 125 118 114 155 132
split_gain=80.1004 94.5587 80.0332 107.733 91.6939 61.8802
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decision_type=2 2 2 2 2 2
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internal_weight=0 81.9929 14161.4 10825.6 3335.79 80.3549
internal_count=223821 1782 222039 164779 57260 1770
is_linear=0
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Tree=453
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split_feature=64 136 73 193 159 53
split_gain=98.1786 178.393 204.839 192.658 121.549 123.783
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decision_type=2 2 2 2 2 2
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internal_weight=0 12439.3 4834.75 7604.57 2256.06 1839.19
internal_count=223821 158390 67590 90800 65431 57853
is_linear=0
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Tree=454
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split_gain=98.6268 138.542 135.385 128.992 123.454 53.6395
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decision_type=2 2 2 2 2 2
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internal_weight=0 14132.4 1496.04 12941 1191.44 891.704
internal_count=223821 218299 5522 209119 9180 3184
is_linear=0
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Tree=455
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split_feature=122 9 35 67 31 52
split_gain=83.8237 157.301 128.275 84.7033 181.586 115.51
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decision_type=2 2 2 2 2 2
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internal_weight=0 395.302 167.634 19621.5 1988.71 17632.8
internal_count=223821 2696 751 221125 19410 201715
is_linear=0
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Tree=456
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split_feature=8 129 105 78 136 139
split_gain=67.5576 98.5356 131.159 118.508 77.5681 87.2653
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decision_type=2 2 2 2 2 2
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internal_weight=0 19906.6 8167.75 11738.9 2645.14 2306.99
internal_count=223821 199389 82312 117077 24432 21353
is_linear=0
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Tree=457
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split_feature=195 195 151 133 180 11
split_gain=84.1417 212.831 92.8863 70.2512 50.2355 46.1047
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decision_type=2 2 2 2 2 2
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internal_weight=0 13997.2 13881.4 211.695 115.805 184.445
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is_linear=0
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Tree=458
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decision_type=2 2 2 2 2 2
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internal_weight=0 7815.98 5835.56 6828.07 2676.65 1980.43
internal_count=223821 159375 130958 64446 30081 28417
is_linear=0
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Tree=459
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decision_type=2 2 2 2 2 2
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internal_weight=0 14068.5 12953.2 1115.33 1525.99 1179.67
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is_linear=0
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Tree=460
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split_gain=75.6064 138.155 218.06 125.076 224.878 112.303
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decision_type=2 2 2 2 2 2
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internal_weight=0 2915.02 2173.8 17063.2 16118.4 741.216
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is_linear=0
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Tree=461
num_leaves=7
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split_feature=157 19 151 140 13 87
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decision_type=2 2 2 2 2 2
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internal_weight=0 22399.8 2667.22 19732.6 125.189 123.579
internal_count=223821 214923 36097 178826 8898 8886
is_linear=0
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Tree=462
num_leaves=7
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split_gain=79.3969 96.6262 94.486 80.7925 32.649 39.6249
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decision_type=2 2 2 2 2 2
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internal_weight=0 13806.3 11636.2 2170.06 394.068 177.296
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is_linear=0
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Tree=463
num_leaves=7
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split_feature=139 86 0 77 158 111
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=464
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 14942.5 631.54 423.291 13814.2 1128.24
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Tree=465
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decision_type=2 2 2 2 2 2
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Tree=466
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=468
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Tree=469
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decision_type=2 2 2 2 2 2
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Tree=470
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decision_type=2 2 2 2 2 2
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Tree=471
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decision_type=2 2 2 2 2 2
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Tree=472
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decision_type=2 2 2 2 2 2
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Tree=473
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internal_weight=0 1120.22 13384.8 403.982 1187.97 12196.8
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Tree=474
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Tree=475
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Tree=476
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Tree=477
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Tree=478
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Tree=479
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Tree=480
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Tree=481
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Tree=482
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Tree=483
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Tree=484
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Tree=485
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internal_weight=0 19624.4 19548.7 171.383 12.6339 158.749
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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 6949.03 7140.48 2175.04 2621.6 4965.44
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Tree=488
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decision_type=2 2 2 2 2 2
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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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internal_weight=0 10087 2999.91 9685.46 2839.11 6846.35
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Tree=491
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decision_type=2 2 2 2 2 2
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Tree=492
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decision_type=2 2 2 2 2 2
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internal_weight=0 13981.6 5468.66 8512.96 94.1341 88.4423
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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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internal_weight=0 209.604 15165.3 14689.6 475.677 164.598
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Tree=495
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internal_weight=0 19624.7 50.2454 19574.5 105.76 7.22095
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Tree=496
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decision_type=2 2 2 2 2 2
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internal_weight=0 2080.92 20160.6 2392.87 395.547 17767.7
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is_linear=0
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Tree=497
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internal_weight=0 13910.5 13720.1 190.45 142.8 138.667
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Tree=498
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internal_weight=0 12181.7 7349.04 4832.63 2172.73 1505.31
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Tree=499
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internal_weight=0 15156.1 1306.5 13849.6 193.629 190.938
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Tree=500
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Tree=501
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Tree=502
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Tree=503
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Tree=504
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Tree=505
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 14973.5 793.401 4691.97 2673.26 2018.71
internal_count=223821 112599 10960 111222 83755 27467
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Tree=506
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decision_type=2 2 2 2 2 2
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Tree=507
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.0243849 0.0203435 0.00189918 0.0718841 0.00103471
internal_weight=0 1076.19 538.296 12944 157.938 12786.1
internal_count=223821 119476 8250 104345 1432 102913
is_linear=0
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Tree=508
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decision_type=2 2 2 2 2 2
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internal_weight=0 7652.83 6604.41 1048.42 6627.65 3612.49
internal_count=223821 159375 147791 11584 64446 36976
is_linear=0
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Tree=509
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decision_type=2 2 2 2 2 2
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internal_weight=0 9176.3 6119.14 7082.24 3747.22 2094.06
internal_count=223821 81703 142118 25645 103757 56058
is_linear=0
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Tree=510
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split_gain=63.2258 65.6422 151.302 87.4014 26.2957 16.213
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decision_type=2 2 2 2 2 2
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internal_weight=0 19484.4 2148.88 17335.5 125.081 17.5872
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Tree=511
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decision_type=2 2 2 2 2 2
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internal_weight=0 22052.2 21313.7 738.453 95.5498 76.1829
internal_count=223821 222947 208896 14051 874 629
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Tree=512
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split_feature=145 181 52 116 193 100
split_gain=65.9629 65.5167 135.031 88.5371 11.2488 6.13042
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decision_type=2 2 2 2 2 2
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internal_weight=0 13875 3704.58 10170.5 87.7549 83.5557
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is_linear=0
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Tree=513
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decision_type=2 2 2 2 2 2
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internal_weight=0 8232.38 1076.11 6002.42 7156.27 5762.03
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is_linear=0
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Tree=514
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split_gain=87.9106 100.754 85.1497 177.314 135.089 74.9538
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decision_type=2 2 2 2 2 2
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internal_weight=0 462.88 14774.5 10034.5 4739.98 312.375
internal_count=223821 16841 206980 64861 142119 16104
is_linear=0
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Tree=515
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split_feature=151 151 126 109 1 192
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.00123374 0.00252333 -0.0139144 0.0241831 -0.0344444
internal_weight=0 18561.2 14318.7 4242.42 1016.33 159.54
internal_count=223821 217632 177070 40562 6189 794
is_linear=0
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Tree=516
num_leaves=7
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split_feature=151 101 15 48 190 122
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decision_type=2 2 2 2 2 2
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internal_weight=0 607.557 21505.1 9219.22 581.842 12285.9
internal_count=223821 8844 214977 90166 8702 124811
is_linear=0
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Tree=517
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decision_type=2 2 2 2 2 2
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internal_weight=0 13753.3 13671.3 153.73 14.0213 139.709
internal_count=223821 219612 184278 4209 57 4152
is_linear=0
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Tree=518
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 6149.12 8056.37 3105.22 3949.61 2199.51
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is_linear=0
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Tree=519
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 14742.5 12559.6 2182.84 460.746 53.828
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is_linear=0
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Tree=520
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=521
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decision_type=2 2 2 2 2 2
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Tree=522
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=523
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=524
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=529
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Tree=532
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Tree=535
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Tree=540
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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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Tree=551
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Tree=552
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Tree=553
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Tree=554
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Tree=555
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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=562
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Tree=563
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Tree=567
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decision_type=2 2 2 2 2 2
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Tree=568
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Tree=569
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decision_type=2 2 2 2 2 2
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Tree=570
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decision_type=2 2 2 2 2 2
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Tree=571
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internal_weight=0 20724.6 1871.78 18852.8 1069.67 1049.92
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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 13556.4 13422.9 119.332 31.0255 88.3062
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Tree=573
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Tree=574
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Tree=575
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Tree=576
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Tree=577
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internal_weight=0 464.545 462.132 13198.5 3008.1 10190.4
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Tree=578
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Tree=579
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Tree=580
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Tree=581
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Tree=582
num_leaves=7
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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=0.039735145144216083 0.020411221446721826 0.015566856502020755 -0.0014982499902055962 -0.076942076362577799 -0.30086050962872152 -0.10196044276267509
leaf_weight=9.5214237005711748 1.9623435947578389 1929.7983777431509 11559.665982279945 97.390184068557573 0.73199641704559226 45.982199302903609
leaf_count=1316 36 19048 158567 43131 1 1722
internal_value=0 0.000412357 0.000943079 -0.0665509 -0.100018 -0.105077
internal_weight=0 13596.4 13489.5 106.912 48.6765 46.7142
internal_count=223821 222062 177615 44447 1759 1723
is_linear=0
shrinkage=0.1


Tree=583
num_leaves=7
num_cat=0
split_feature=107 64 131 139 96 197
split_gain=58.38 74.9092 99.1747 75.7378 71.5497 65.034
threshold=-0.28966923875656092 -0.019200122305639004 -0.3676091258095559 0.23413909005498965 0.0073880490358709206 0.033484202046935148
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=0.06429153576282097 -0.028070553242062198 -0.043225180664491394 0.0071653296301180088 0.012437251334064581 -0.071628648330762143 -0.013296492265480991
leaf_weight=84.001289767933486 1460.9730309020997 406.04048473437433 10253.627085878419 674.73831005801912 283.90378519937804 584.87215719337109
leaf_count=1381 59254 15955 128243 8928 3128 6932
internal_value=0 0.00182105 0.00524589 -0.0152729 -0.0238375 -0.0323586
internal_weight=0 12795.4 10659.7 2135.71 952.777 868.776
internal_count=223821 212380 144198 68182 11441 10060
is_linear=0
shrinkage=0.1


Tree=584
num_leaves=7
num_cat=0
split_feature=112 160 151 127 85 89
split_gain=67.3763 110.954 103.62 92.6872 94.59 82.0699
threshold=0.14575613057343625 -0.34536078643894957 -0.31413697982176153 -0.28577568760539851 0.37944666063418259 0.20390314463350953
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 5 -5 -2
right_child=3 2 -4 4 -6 -7
leaf_value=-0.094541562418439862 -0.051554879558927708 0.030335632080223687 -0.012974445669227423 0.014822424562307658 -0.0053459808232311605 0.087059866504750311
leaf_weight=150.00785108137279 52.557617790269433 637.40655057717231 4142.7863167525793 3899.6357075100168 5760.5439712399093 228.04720413333416
leaf_count=15938 862 7537 134377 39320 23973 1814
internal_value=0 -0.00985684 -0.00719934 0.00444135 0.00279563 0.0610972
internal_weight=0 4930.2 4780.19 9940.78 9660.18 280.605
internal_count=223821 157852 141914 65969 63293 2676
is_linear=0
shrinkage=0.1


Tree=585
num_leaves=7
num_cat=0
split_feature=168 173 95 2 122 167
split_gain=56.3601 122.362 170.806 157.6 102.502 187.689
threshold=5.8650421625191749 -0.048818319354023677 0.2452992336672303 0.22242098702866536 0.17149834295890845 -0.21905322705928734
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=-0.0078041099582931983 0.0096933563070954829 0.028189668178474427 -0.011067373230528657 0.13766076844854377 0.010029836795270919 -0.026988410629163562
leaf_weight=5215.8543361851771 2225.2049506292678 3545.4168385233206 1612.3716057388228 75.559144201215531 2752.199620270927 3738.2212396704272
leaf_count=47252 13573 41583 6168 4632 54543 56070
internal_value=0 0.00495692 0.0159176 -0.00572693 -0.00593358 -0.0133009
internal_weight=0 10449.2 5157.79 5291.41 8715.63 5963.43
internal_count=223821 99635 47751 51884 124186 69643
is_linear=0
shrinkage=0.1


Tree=586
num_leaves=7
num_cat=0
split_feature=20 19 26 140 26 26
split_gain=48.0464 51.6712 93.508 52.8122 27.6167 26.4112
threshold=0.97135989787038857 0.47756493120841254 0.022902833828617679 0.77593679223508083 -0.012742160838384876 0.21089796266348657
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=-6.7465741009855302e-05 0.031850336440028576 0.049346292656666922 -0.0058723446605754709 -0.040860767038718222 -0.11458698165419601 -0.016173910600874614
leaf_weight=20016.711570886429 28.119232568715233 584.93424151279032 644.66525484784506 322.4761623168888 74.334018127294257 43.070600088161882
leaf_count=193870 1511 15991 5104 6223 641 481
internal_value=0 0.000489206 0.0203958 -0.00071424 -0.057164 -0.0784835
internal_weight=0 21568.8 1229.6 20339.2 145.524 117.405
internal_count=223821 221188 21095 200093 2633 1122
is_linear=0
shrinkage=0.1


Tree=587
num_leaves=7
num_cat=0
split_feature=31 163 38 173 57 68
split_gain=48.8664 100.855 63.0941 54.2154 53.2509 30.3309
threshold=-0.15000488931475014 0.27412751765770932 -0.020731373013360303 0.29003775549292171 3.4086506747827037 0.35054801834500876
decision_type=2 2 2 2 2 2
left_child=1 5 -2 -3 -4 -1
right_child=2 3 4 -5 -6 -7
leaf_value=-0.071982723828291337 -0.0638139445421263 0.023199380134695524 -0.036095097701477612 0.1422030816537497 0.0011531229039324039 1.4571408161897077
leaf_weight=54.913694905049852 156.56520369885584 69.020620718918508 395.61796719082304 85.961639233399183 12858.51150208376 0.13002506532939051
leaf_count=9811 58408 2211 9420 291 143666 14
internal_value=0 0.0479078 -0.000704174 0.0892053 4.13135e-05 -0.0683706
internal_weight=0 210.026 13410.7 154.982 13254.1 55.0437
internal_count=223821 12327 211494 2502 153086 9825
is_linear=0
shrinkage=0.1


Tree=588
num_leaves=7
num_cat=0
split_feature=73 100 167 16 7 49
split_gain=58.5652 115.693 93.2662 143.553 108.218 86.0894
threshold=-0.056393517905601646 -0.0029869233663737298 -0.37151957614605974 -0.24864206784759232 0.044972988416692804 -0.20021758928543415
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=-0.098223687672884433 -0.050927934289000658 -0.054837034678162491 -0.05873473029804608 -0.00012406988539588278 0.019597478952503172 9.3621379119894587e-06
leaf_weight=184.55338208400644 511.38502209473518 296.69868784425489 185.22900307114469 777.99870936083607 3686.3481327980626 8079.6930833609804
leaf_count=1238 56650 2250 812 11075 68736 83060
internal_value=0 -0.00475239 0.00892399 -0.018933 0.0158498 -0.00193334
internal_weight=0 8887.78 4834.13 962.552 3871.58 8376.39
internal_count=223821 141960 81861 12313 69548 85310
is_linear=0
shrinkage=0.1


Tree=589
num_leaves=7
num_cat=0
split_feature=16 77 106 163 136 190
split_gain=65.6744 140.119 152.275 145.545 105.574 117.496
threshold=-0.25634900187959503 0.2126693355191572 -0.18033675526405374 -0.33450638240670516 0.22648710357673488 0.085714285714284202
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=-0.062252572286946084 0.040200908613602211 0.031361710430165814 -0.00060258963857959215 -0.022424011888822565 0.027689460763231456 0.012552349471578288
leaf_weight=324.86505534268508 1078.0532996896982 567.87282687938932 6032.5283623176874 4411.4620777441669 1818.2745422177541 593.71502889769909
leaf_count=19256 8770 5511 147634 23876 12484 6290
internal_value=0 -0.00342514 0.00558373 -0.01629 0.0137296 -0.0139032
internal_weight=0 12089.9 7110.58 4979.33 2736.85 918.58
internal_count=223821 185791 156404 29387 38030 25546
is_linear=0
shrinkage=0.1


Tree=590
num_leaves=7
num_cat=0
split_feature=180 111 144 191 194 45
split_gain=57.4853 141.033 104.684 104.492 166.756 86.0079
threshold=35.192101740294518 0.18827702299796242 0.051544010108825811 -0.017283612556321579 -0.0033183532249302086 -0.22886794891416287
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=-0.044277383301834783 0.0037787085083286899 -0.064611415796374361 0.0043578377506984121 0.070621650262723226 0.054930341980119937 -0.002359487078004588
leaf_weight=950.59071787885478 2064.499525365376 237.04319506429601 3074.3849783841288 163.73499792677467 921.93858900661871 11721.814028152876
leaf_count=29977 53692 3645 25960 753 12225 97569
internal_value=0 -0.0103256 -0.000579214 0.00284759 0.0195696 -0.0013541
internal_weight=0 4262.02 3311.43 14872 2986.44 11885.5
internal_count=223821 59582 29605 164239 65917 98322
is_linear=0
shrinkage=0.1


Tree=591
num_leaves=7
num_cat=0
split_feature=95 76 176 124 28 125
split_gain=46.7011 53.3391 131.777 122.235 36.2747 21.4117
threshold=-0.11177436050458354 -0.057536988868128712 -0.1435209720032701 -0.18599301744146088 -0.27030173536729779 -0.48325011005920882
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=0.07113487595854999 -0.10692710866810061 -0.031868917280500342 0.010502255400027088 0.00028255525192536732 0.0043129040644293761 -0.06518300037996981
leaf_weight=26.961554959154455 97.109992843354121 1291.5863383656251 5996.555833972845 13998.591478569055 56.134733835235238 210.88063963211607
leaf_count=438 1278 11501 52306 155210 778 2310
internal_value=0 0.000719589 0.00863088 -0.00243333 -0.0394107 -0.0505729
internal_weight=0 21383.8 6093.67 15290.2 293.977 267.015
internal_count=223821 220295 53584 166711 3526 3088
is_linear=0
shrinkage=0.1


Tree=592
num_leaves=7
num_cat=0
split_feature=24 132 195 133 172 106
split_gain=49.926 149.692 210.744 125.701 94.879 92.8945
threshold=-0.033780017104318487 0.22852308560838114 0.31793985606136382 0.039760365256378515 0.91725035012129696 0.21186264444430758
decision_type=2 2 2 2 2 2
left_child=1 5 -3 4 -2 -1
right_child=3 2 -4 -5 -6 -7
leaf_value=-0.0068390540666860445 -0.0056277793044662754 -0.19433463639025716 0.0074445666727236855 -0.00017554778581150559 -0.068821029613659615 0.02319700960082486
leaf_weight=1607.9652203736614 455.08444859276642 85.955981941289792 130.11124102130361 7962.5158509478251 497.13344463720478 2863.1321463974491
leaf_count=48035 12427 1439 1880 133807 3417 22816
internal_value=0 0.00846643 -0.0728273 -0.00428192 -0.0386197 0.012395
internal_weight=0 4687.16 216.067 8914.73 952.218 4471.1
internal_count=223821 74170 3319 149651 15844 70851
is_linear=0
shrinkage=0.1


Tree=593
num_leaves=7
num_cat=0
split_feature=168 189 159 77 124 98
split_gain=59.2768 85.7099 93.9023 64.605 48.5382 43.9814
threshold=2.9235407627096435 28.500000000000004 0.16882155690497094 -0.20685207467047079 0.39199082702825766 0.080827816701515162
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=0.017812193250415664 -0.0065275778601112285 -0.07027425421593024 -0.088061397593638471 0.00069409195332943404 -0.027299168175922109 0.06577497942453113
leaf_weight=857.94051759940339 352.5706527777802 129.69581697396643 235.67481307432899 11696.195470044411 181.5244190878002 246.00986202104832
leaf_count=12566 4932 10244 6494 187136 889 1560
internal_value=0 -0.00193741 -0.0391933 -8.42255e-05 0.0206209 0.0285005
internal_weight=0 12414.1 588.245 11825.9 1285.47 1103.95
internal_count=223821 208806 11426 197380 15015 14126
is_linear=0
shrinkage=0.1


Tree=594
num_leaves=7
num_cat=0
split_feature=76 77 137 107 193 108
split_gain=62.9378 100.139 146.651 107.829 93.2178 74.3294
threshold=-0.047457087036046605 0.137302760089794 0.094732997216338141 -0.15984658946056038 0.64451217795714955 1.1946819233261956
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=0.15584212726379523 0.045803963510513593 -0.034268177543985888 0.0008006475859678949 0.0061428800261347678 0.018726956297597654 -0.044613889052407846
leaf_weight=18.912875341644394 799.35731746778038 1461.9286367825443 6469.3613946814803 4812.5355716306804 389.5760672686738 843.07099266898877
leaf_count=834 9417 23393 31084 95535 1486 62072
internal_value=0 0.00156969 -0.00566339 0.0117922 -0.0218685 -0.0402157
internal_weight=0 13543.2 7931.29 5611.89 1251.56 861.984
internal_count=223821 159429 54477 104952 64392 62906
is_linear=0
shrinkage=0.1


Tree=595
num_leaves=7
num_cat=0
split_feature=155 53 92 20 112 71
split_gain=59.6355 133.535 128.95 98.478 89.9883 137.239
threshold=-0.016642086757830358 -1.0000000180025095e-35 0.19769545376768369 -0.040173643843193566 -0.024138715714017937 -0.014151968702475653
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=0.03478047002181775 -0.041222873283388195 0.0053144092770301375 -0.0050191758681559714 -0.02149145937417625 0.048451017797963736 -0.0061598732653484209
leaf_weight=2314.3600807858165 666.24265757306421 4174.426682344958 1255.79925670987 2040.3730233688693 487.64564871834591 8167.1830356955179
leaf_count=15012 37104 54988 6117 30136 17193 63271
internal_value=0 0.00536798 0.020781 -0.00348619 -0.00580902 -0.00308289
internal_weight=0 9784.96 3570.16 6214.8 9321.07 8654.83
internal_count=223821 106253 21129 85124 117568 80464
is_linear=0
shrinkage=0.1


Tree=596
num_leaves=7
num_cat=0
split_feature=8 35 126 88 99 136
split_gain=47.5277 63.0816 62.9938 169.466 82.2096 52.2643
threshold=0.48559422444853545 -0.066450331639813232 0.89085451054187315 0.005087721026532612 0.017268873696195244 0.014494627687790588
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=0.0016507377145629359 -0.068981211591784261 -0.050722020884041763 0.017651045294937415 0.050320044738063223 -0.003985315461534353 -0.002536533416654363
leaf_weight=3090.1338362485985 188.19169572234387 256.96877512615174 2022.0909790903388 930.98194378543121 13351.147956220753 1814.9650608620723
leaf_count=33911 1796 2689 17760 8777 141568 17320
internal_value=0 -0.0135476 0.00177534 0.0129188 -0.00113942 -0.00851267
internal_weight=0 2260.13 19394.4 4021.12 15373.2 2071.93
internal_count=223821 21805 202016 42688 159328 20009
is_linear=0
shrinkage=0.1


Tree=597
num_leaves=7
num_cat=0
split_feature=166 181 52 196 79 72
split_gain=48.134 57.4701 113.021 91.5499 56.9999 67.1999
threshold=-0.058169121697204694 -0.05832552702656376 0.14423545532379536 -0.026114492878973355 -0.11861079446223823 0.12746319302096368
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=-0.27505059933483417 -0.0091798424502267471 -0.032870436492598194 0.027652598447638999 0.0012046705733478984 -0.012524076096860138 -0.051075520803338659
leaf_weight=17.193280796047475 1384.8184074045184 877.08197133336034 2091.0875236332649 7803.9406248304986 1340.273182502393 60.650462672678259
leaf_count=261 22322 10289 17800 82906 89327 916
internal_value=0 0.0021126 0.0129784 -0.00223809 -0.0173557 -0.100545
internal_weight=0 12156.9 3475.91 8681.02 1418.12 77.8437
internal_count=223821 133317 40122 93195 90504 1177
is_linear=0
shrinkage=0.1


Tree=598
num_leaves=7
num_cat=0
split_feature=151 129 83 1 163 80
split_gain=58.1603 79.4716 78.3061 79.4542 76.4634 58.2364
threshold=-0.099613933672581242 1.0218351545541562 -0.11644851367561233 -0.27887939452421223 -0.17711836656934701 0.40714613918529469
decision_type=2 2 2 2 2 2
left_child=1 4 -2 -4 -1 -3
right_child=2 5 3 -5 -6 -7
leaf_value=-0.0035783677994288146 0.027061076394250785 0.028708030220449151 0.0095391546734642854 -0.01654088766184432 0.019470550633151118 0.11897125131458518
leaf_weight=4375.5658703217196 633.56396020029933 297.88048638420878 1569.9617805206217 4564.2684941652733 2144.8237081745756 94.044627584517002
leaf_count=36717 16131 3159 14038 114221 39054 501
internal_value=0 0.00663218 -0.00640918 -0.0098661 0.00400337 0.0503672
internal_weight=0 6912.31 6767.79 6134.23 6520.39 391.925
internal_count=223821 79431 144390 128259 75771 3660
is_linear=0
shrinkage=0.1


Tree=599
num_leaves=7
num_cat=0
split_feature=90 193 16 74 158 146
split_gain=68.4119 120.151 92.1739 83.6968 248.934 104.644
threshold=1.3270888681175197 1.4193157785004724 -0.35088389636825368 0.47837736009548398 -0.25579033607033436 -0.30964839614990569
decision_type=2 2 2 2 2 2
left_child=3 2 -2 4 -1 -5
right_child=1 -3 -4 5 -6 -7
leaf_value=-0.038365935401886174 0.038414901052561096 0.01993081453548258 -0.052454192066556583 0.059633515542524766 0.0046415839682982336 0.0075245029794141147
leaf_weight=1712.5133777482515 128.16860810248181 486.49921709485352 865.01479640434263 418.54858855030034 6285.7481028748662 4862.9611185278845
leaf_count=36691 1213 1907 3027 1192 157724 22067
internal_value=0 -0.020784 -0.0407277 0.00188441 -0.00456679 0.011654
internal_weight=0 1479.68 993.183 13279.8 7998.26 5281.51
internal_count=223821 6147 4240 217674 194415 23259
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
eeg_sp2r_c4min_norm=122
eeg_sp2a_c4min_norm=71
eeg_iqr_c4min_norm=69
eeg_rn_c4min_norm=67
eeg_g3b_c4min_norm=65
acc_diff_std_ratio=64
eeg_sp_wave3_c4min_norm=63
eeg_at_c4min_norm=62
eeg_kurt_c4min_norm=57
eeg_petrosian=53
eeg_ar_c4min_norm=50
acc_diff_avg=50
acc_diff_std_c4min_norm=44
eeg_iqr_p2min_norm=43
eeg_rn_p2min_norm=40
eeg_sp2r=40
eeg_g3d_c4min_norm=39
acc_diff_avg_c4min_norm=38
eeg_fdelta_c4min_norm=37
eeg_gr_c4min_norm=37
eeg_sp2r_p2min_norm=37
eeg_ar=36
eeg_g3d_p2min_norm=36
acc_diff_median_c4min_norm=36
eeg_gama4_c4min_norm=35
eeg_hmob_c4min_norm=35
eeg_g3b_p2min_norm=34
eeg_theta2_c4min_norm=33
eeg_delta4_c4min_norm=32
eeg_petrosian_c4min_norm=32
eeg_sp2d_c4min_norm=32
eeg_sp2a_p2min_norm=31
eeg_sp2d_p2min_norm=31
eeg_sp_wave1_c4min_norm=31
acc_diff_median=29
eeg_dr_c4min_norm=28
eeg_gama4=28
eeg_iqr=28
eeg_nzc_c4min_norm=28
eeg_alpha2_c4min_norm=27
eeg_rem_wave_c4min_norm=27
eeg_ar_p2min_norm=25
eeg_at_p2min_norm=25
eeg_perm=25
acc_diff_std_p2min_norm=25
eeg_sp_wave2_c4min_norm=24
eeg_std_c4min_norm=24
eeg_db_p2min_norm=23
eeg_g3b=23
eeg_sp_wave3_p2min_norm=23
acc_diff_median_p2min_norm=23
eeg_ab_c4min_norm=22
eeg_gama=22
eeg_gama4_p2min_norm=22
eeg_n_wave_p2min_norm=22
eeg_perm_c4min_norm=22
eeg_sp_wave1=22
acc_diff_iqr=22
eeg_ab_p2min_norm=21
eeg_sp_wave1_p2min_norm=21
acc_diff_iqr_p2min_norm=21
eeg_as_c4min_norm=20
eeg_empty_band2_c4min_norm=20
eeg_fdelta_p2min_norm=20
eeg_gama2_p2min_norm=20
eeg_higuchi=20
eeg_petrosian_p2min_norm=20
eeg_ab=19
eeg_empty_band2=19
eeg_theta3_c4min_norm=19
acc_diff_std=19
eeg_alpha_c4min_norm=18
eeg_alpha_p2min_norm=18
eeg_hcomp_c4min_norm=18
eeg_hcomp_p2min_norm=18
eeg_higuchi_p2min_norm=18
eeg_rem_wave3_c4min_norm=18
eeg_empty_band1_c4min_norm=17
eeg_higuchi_c4min_norm=17
eeg_n_wave_c4min_norm=17
eeg_delta2_c4min_norm=16
eeg_g3r_c4min_norm=16
eeg_g3r_p2min_norm=16
eeg_gama3_c4min_norm=16
eeg_gn_c4min_norm=16
eeg_sigma_c4min_norm=16
eeg_beta2_c4min_norm=15
eeg_da_c4min_norm=15
eeg_dr_p2min_norm=15
eeg_gama_c4min_norm=15
eeg_nzc_p2min_norm=15
eeg_perm_p2min_norm=15
eeg_skew_c4min_norm=15
eeg_sp_wave3=15
eeg_theta_c4min_norm=15
acc_diff_avg_ratio_c4min_norm=15
acc_diff_std_ratio_c4min_norm=15
acc_diff_std_ratio_p2min_norm=15
eeg_beta_c4min_norm=14
eeg_beta_p2min_norm=14
eeg_empty_band2_p2min_norm=14
eeg_sdelta_c4min_norm=14
eeg_db_c4min_norm=13
eeg_dn_c4min_norm=13
eeg_dt=13
eeg_g3a=13
eeg_gama2_c4min_norm=13
eeg_gama3_p2min_norm=13
eeg_g3a_c4min_norm=12
eeg_g3t_p2min_norm=12
eeg_kurt_p2min_norm=12
eeg_rem_wave=12
eeg_rem_wave3=12
eeg_dt_c4min_norm=11
eeg_g3n_c4min_norm=11
eeg_gama3=11
eeg_kurt=11
eeg_nzc=11
eeg_rem_wave_p2min_norm=11
eeg_sp_wave2=11
eeg_std=11
eeg_beta3_c4min_norm=10
eeg_da_p2min_norm=10
eeg_ds_p2min_norm=10
eeg_g3n_p2min_norm=10
eeg_gama_p2min_norm=10
eeg_gn_p2min_norm=10
eeg_gr=10
acc_diff_avg_p2min_norm=10
eeg_alpha=9
eeg_alpha2_p2min_norm=9
eeg_beta=9
eeg_beta3_p2min_norm=9
eeg_dr=9
eeg_g3r=9
eeg_g3t_c4min_norm=9
eeg_rn=9
eeg_sp_wave2_p2min_norm=9
eeg_theta3_p2min_norm=9
acc_diff_avg_ratio_p2min_norm=9
eeg_beta2_p2min_norm=8
eeg_delta3_p2min_norm=8
eeg_fdelta=8
eeg_g3a_p2min_norm=8
eeg_rem_wave3_p2min_norm=8
eeg_std_p2min_norm=8
eeg_theta2_p2min_norm=8
acc_diff_avg_ratio=8
eeg_abspow=7
eeg_abspow_c4min_norm=7
eeg_beta2=7
eeg_delta4_p2min_norm=7
eeg_delta_p2min_norm=7
eeg_dt_p2min_norm=7
eeg_gama2=7
eeg_gn=7
eeg_sigma_p2min_norm=7
eeg_sp2a=7
eeg_beta3=6
eeg_da=6
eeg_delta2_p2min_norm=6
eeg_delta_c4min_norm=6
eeg_dn=6
eeg_empty_band1_p2min_norm=6
eeg_g3n=6
eeg_hcomp=6
eeg_hmob=6
eeg_sigma=6
eeg_abspow_p2min_norm=5
eeg_ds_c4min_norm=5
eeg_gr_p2min_norm=5
eeg_n_wave=5
eeg_sdelta_p2min_norm=5
eeg_theta_p2min_norm=5
acc_diff_iqr_c4min_norm=5
eeg_alpha2=4
eeg_as=4
eeg_delta3_c4min_norm=4
eeg_delta3=3
eeg_empty_band1=3
eeg_g3d=3
eeg_hmob_p2min_norm=3
eeg_skew_p2min_norm=3
eeg_as_p2min_norm=2
eeg_delta=2
eeg_delta4=2
eeg_dn_p2min_norm=2
eeg_g3t=2
eeg_sdelta=2
eeg_theta2=2
eeg_theta3=2
eeg_at=1
eeg_db=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:[]
