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=886 888 892 884 878 899 898 899 899 889 891 898 899 900 892 900 898 899 900 895 898 896 903 896 889 902 903 905 905 895 895 897 905 904 896 900 899 902 902 897 901 901 903 899 897 902 902 905 902 900 885 904 906 910 894 898 902 901 898 898 897 896 902 903 907 902 893 907 899 904 906 902 909 901 902 904 901 899 903 905 894 902 909 902 903 902 912 902 908 901 898 906 907 903 897 905 897 906 895 893 902 899 907 907 901 901 898 907 895 902 906 908 909 908 896 904 909 906 897 903 898 901 910 902 898 895 912 905 899 895 893 907 902 909 903 901 903 906 904 905 901 910 904 902 899 891 905 904 901 907 906 912 908 909 900 903 910 902 900 907 890 905 901 901 901 895 907 901 898 902 895 899 904 909 906 896 906 898 914 904 906 899 901 898 898 898 912 904 913 897 893 906 903 893 904 894 909 903 902 903 903 901 901 894 901 902 904 906 905 901 903 905 904 909 898 880 909 899 901 897 896 902 914 901 888 899 902 907 901 903 896 901 903 910 896 894 902 910 902 903 903 897 905 899 891 910 907 909 904 890 905 908 903 902 899 898 893 901 903 901 901 895 910 902 891 898 893 908 908 906 907 901 899 893 891 900 888 904 889 910 899 901 896 902 903 896 904 906 905 904 906 892 910 911 898 899 909 908 904 900 904 909 898 902 905 906 898 908 906 904 894 899 905 899 900 896 903 912 914 891 901 904 912 901 909 901 889 907 907 894 910 901 902 899 901 901 898 907 909 907 903 908 910 907 897 905 895 900 901 903 898 892 907 905 907 896 901 905 906 899 904 903 908 904 903 905 899 906 912 906 905 906 912 889 900 894 905 893 917 901 908 897 903 911 903 891 903 892 910 898 902 903 902 890 911 904 895 900 909 906 904 906 900 898 904 905 898 904 905 897 899 900 911 917 904 902 894 893 907 907 901 904 905 909 895 907 901 908 909 900 906 902 897 906 895 903 908 889 915 902 902 898 910 903 892 883 895 912 905 897 897 895 900 910 906 905 901 910 902 898 902 902 907 899 891 899 905 906 906 894 894 900 898 907 901 913 906 904 902 909 909 903 910 904 890 919 898 906 910 910 895 902 908 910 903 897 890 894 908 906 915 892 907 911 896 895 902 900 908 890 908 897 912 905 897 901 905 903 918 907 903 904 901 902 908 891 892 901 905 896 909 905 912 914 914 898 907 904 906 904 897 904 911 897 904 912 902 886 907 899 904 909 895 906 906 914 905 906 912 913 898 908 900 906 890 903 903 896 901 885 908 896 901 910 907 910 906 899 903 915 903 896 902 909 902 913 913 898 905 905 902 908 895 891 908 900 911 895 902 893

Tree=0
num_leaves=7
num_cat=0
split_feature=166 93 87 6 109 24
split_gain=29180.7 15257.2 19247.5 5295.45 4390.89 2152.22
threshold=-0.080359524446593847 0.016461876941628015 0.1318570696852607 0.20139011873081311 0.05116120177629898 0.068856106931416125
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=-2.0357816724026505 -2.0678342089185433 -1.7586081409708323 -2.0145326371334611 -2.0764313069323648 -1.8532741322424773 -1.8925801405805878
leaf_weight=8189.1530075371265 1777.1785410940647 8259.0876986384392 4561.8207687884569 35099.348784014583 2058.6544576138258 1203.8017319887877
leaf_count=48266 9330 22327 6859 125648 5452 5939
internal_value=-2.01206 -1.9206 -1.84967 -2.06424 -1.95268 -2.01743
internal_weight=0 22213.9 12820.9 38935.2 3835.83 9392.95
internal_count=223821 83391 29186 140430 14782 54205
is_linear=0
shrinkage=1


Tree=1
num_leaves=7
num_cat=0
split_feature=19 157 47 157 52 100
split_gain=67794.8 42541.4 19469.9 11974.1 26583.7 2994.51
threshold=0.1763852632800694 -0.052731307029164669 0.039350989687720245 -0.031536211259078496 0.14913972166143133 0.093846398671529066
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=-1.6902208954171849 -1.4654942517505865 -1.2554797858607922 -1.5330255529352936 -1.4427981173832825 -1.672767066162129 -1.6670253757594233
leaf_weight=41691.088678956032 837.96660798788071 8904.5704914033413 3529.301724344492 7315.4545020163059 16065.99438482523 6137.0200813114643
leaf_count=89760 3198 41593 11282 27143 41155 9690
internal_value=-1.60917 -1.44515 -1.33426 -1.6581 -1.60082 -1.64281
internal_weight=0 19408.9 12433.9 65072.5 23381.4 6974.99
internal_count=223821 65763 52875 158058 68298 12888
is_linear=0
shrinkage=1


Tree=2
num_leaves=7
num_cat=0
split_feature=124 68 139 194 41 116
split_gain=179730 27400.1 11498.4 8844.42 8166.64 2830.23
threshold=-0.13326896273409219 0.038051959604653247 -0.13482688594483744 0.055829932549895267 0.032817395242806628 0.058895397968178047
decision_type=2 2 2 2 2 2
left_child=1 5 4 -3 -2 -1
right_child=2 3 -4 -5 -6 -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=24
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internal_weight=0 42370.2 56805.8 6616.38 35753.9 6325.76
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is_linear=0
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Tree=25
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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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is_linear=0
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Tree=27
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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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split_gain=64189 6414.96 4324.55 3213.6 1085.55 1004.12
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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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Tree=31
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is_linear=0
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Tree=32
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is_linear=0
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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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internal_weight=0 45940.3 23240.6 22699.7 21455.8 6110.06
internal_count=223821 146537 71882 74655 77284 21307
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Tree=42
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decision_type=2 2 2 2 2 2
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internal_weight=0 33209.9 35554.9 27534.9 5600.74 5674.96
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Tree=43
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split_gain=17626.5 6592.1 1421.37 1385.58 1101.1 3517.64
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decision_type=2 2 2 2 2 2
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internal_weight=0 28777.8 20319.8 8458.07 23509.2 7905.46
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Tree=44
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split_gain=36398.7 3941.14 3468.91 1525.34 1386.05 1210.28
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=45
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split_gain=7068.07 4235.65 2348.99 1214.05 670.397 571.19
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=46
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split_gain=13437 9207.39 2827.2 2261.35 1052.33 626.485
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=47
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split_gain=27901.4 6297.46 2717.18 2263.84 1927.78 500.367
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decision_type=2 2 2 2 2 2
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internal_weight=0 34044.3 30894.2 8460.5 25583.8 28670.3
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is_linear=0
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Tree=48
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=49
num_leaves=7
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split_gain=29250.8 4149.68 3253.5 1220.29 1194.66 1092.24
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=50
num_leaves=7
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split_feature=12 87 110 182 173 130
split_gain=5812.92 3396.61 1942.26 1281.94 465.466 321.652
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decision_type=2 2 2 2 2 2
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internal_weight=0 40112.4 34890.5 11778.6 5221.85 1106.13
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is_linear=0
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Tree=51
num_leaves=7
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split_feature=1 155 115 13 176 151
split_gain=9331.62 8304.66 2662.38 1454 1268.57 1256.96
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decision_type=2 2 2 2 2 2
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internal_weight=0 40380.6 20950.4 21447.1 19430.2 20537.7
internal_count=223821 138346 73280 85475 65066 82518
is_linear=0
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Tree=52
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decision_type=2 2 2 2 2 2
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internal_weight=0 30806.1 30366.1 23924.6 5913.28 6881.55
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is_linear=0
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Tree=53
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 27525 18225.5 20552.6 6389.62 9299.56
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is_linear=0
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Tree=54
num_leaves=7
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split_gain=25272.3 3993.62 2704.08 1922.61 980.205 867.531
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=55
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split_gain=4931.69 2826.75 1410.8 990.551 518.518 464.049
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decision_type=2 2 2 2 2 2
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internal_weight=0 38392.1 33510.4 12509.6 8965.2 4881.74
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is_linear=0
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Tree=56
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=57
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=58
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decision_type=2 2 2 2 2 2
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Tree=59
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=60
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=64
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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=66
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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=78
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Tree=79
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decision_type=2 2 2 2 2 2
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internal_weight=0 37339 23852.4 13486.6 11071.7 1323.91
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Tree=82
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=83
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decision_type=2 2 2 2 2 2
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Tree=84
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decision_type=2 2 2 2 2 2
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Tree=85
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decision_type=2 2 2 2 2 2
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Tree=86
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decision_type=2 2 2 2 2 2
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Tree=87
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is_linear=0
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Tree=88
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is_linear=0
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Tree=89
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split_gain=7787.69 1919.33 1767.08 1286.34 785.05 441.034
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is_linear=0
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Tree=90
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is_linear=0
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Tree=91
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decision_type=2 2 2 2 2 2
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Tree=92
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Tree=93
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Tree=94
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Tree=95
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Tree=96
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Tree=97
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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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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=103
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Tree=104
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decision_type=2 2 2 2 2 2
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Tree=105
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is_linear=0
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Tree=106
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Tree=107
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Tree=108
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Tree=109
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decision_type=2 2 2 2 2 2
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Tree=110
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Tree=111
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Tree=112
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Tree=113
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Tree=114
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internal_weight=0 28081.3 20689 7392.28 3343.04 106.428
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Tree=119
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split_feature=103 12 190 169 126 195
split_gain=3529.83 1567.28 1711.13 760.536 581.118 347.268
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decision_type=2 2 2 2 2 2
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internal_weight=0 29820.6 18035 11603.9 11785.6 11269.4
internal_count=223821 64267 45459 159554 18808 158856
is_linear=0
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Tree=120
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decision_type=2 2 2 2 2 2
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internal_weight=0 38559 26866.1 11692.9 4533.7 3529.13
internal_count=223821 141023 92845 48178 82798 79276
is_linear=0
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Tree=121
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=122
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decision_type=2 2 2 2 2 2
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Tree=123
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decision_type=2 2 2 2 2 2
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Tree=124
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=125
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=126
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decision_type=2 2 2 2 2 2
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internal_weight=0 17435.2 19867.2 9573.49 7861.68 6643.9
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is_linear=0
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Tree=127
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=128
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is_linear=0
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Tree=129
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Tree=130
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decision_type=2 2 2 2 2 2
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Tree=131
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Tree=132
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Tree=133
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Tree=134
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Tree=146
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Tree=147
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Tree=156
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Tree=158
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Tree=159
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Tree=160
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decision_type=2 2 2 2 2 2
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Tree=161
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decision_type=2 2 2 2 2 2
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Tree=162
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decision_type=2 2 2 2 2 2
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Tree=163
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decision_type=2 2 2 2 2 2
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internal_weight=0 22447.7 7450.01 4068.61 14997.6 278.484
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Tree=164
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Tree=165
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decision_type=2 2 2 2 2 2
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internal_weight=0 35479.5 11228.6 24250.9 5038.81 4818.03
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Tree=166
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internal_weight=0 30136.1 25770.1 4365.98 2099.01 1106.46
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Tree=167
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decision_type=2 2 2 2 2 2
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Tree=168
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internal_weight=0 21757 4369.12 13041.2 8715.76 246.567
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is_linear=0
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Tree=169
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internal_weight=0 6305.82 27218.4 23361.1 2699 3606.82
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Tree=170
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decision_type=2 2 2 2 2 2
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Tree=171
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Tree=172
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Tree=173
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Tree=174
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decision_type=2 2 2 2 2 2
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Tree=175
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decision_type=2 2 2 2 2 2
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internal_weight=0 28812.8 26347.4 2589.7 477.918 2465.38
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Tree=177
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decision_type=2 2 2 2 2 2
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internal_weight=0 18973 12706.8 6266.28 3436.12 1035.82
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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 21729.2 12349.4 3781.51 9379.82 3558.82
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Tree=179
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decision_type=2 2 2 2 2 2
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internal_weight=0 12744.5 19962.3 16977.4 10107.2 2984.87
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is_linear=0
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Tree=180
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decision_type=2 2 2 2 2 2
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Tree=181
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=182
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decision_type=2 2 2 2 2 2
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internal_weight=0 18761.4 16024.7 2736.68 3214.99 256.903
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is_linear=0
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Tree=183
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decision_type=2 2 2 2 2 2
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internal_weight=0 23822.5 18899.6 4922.88 1371.11 56.6277
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is_linear=0
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Tree=184
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split_gain=892.88 657.392 685.637 439.517 83.1783 176.106
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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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is_linear=0
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Tree=186
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split_gain=524.952 357.097 400.381 297.561 73.4563 64.3717
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decision_type=2 2 2 2 2 2
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internal_weight=0 28894.7 20603.3 8291.35 1858.52 998.677
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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 17963.8 9777.67 8186.16 3688.46 913.5
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Tree=188
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internal_weight=0 11816.9 13097.1 10163.9 4428.3 2933.18
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Tree=189
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decision_type=2 2 2 2 2 2
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Tree=190
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decision_type=2 2 2 2 2 2
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Tree=191
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Tree=192
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Tree=193
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decision_type=2 2 2 2 2 2
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Tree=194
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decision_type=2 2 2 2 2 2
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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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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=210
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Tree=214
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internal_weight=0 37334.4 35208.7 1508.43 1376.35 132.08
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decision_type=2 2 2 2 2 2
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internal_weight=0 26252.4 5103.73 21148.7 3060.89 2631.83
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decision_type=2 2 2 2 2 2
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Tree=218
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Tree=219
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decision_type=2 2 2 2 2 2
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Tree=220
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decision_type=2 2 2 2 2 2
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Tree=221
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Tree=222
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Tree=223
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Tree=224
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Tree=225
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Tree=226
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Tree=227
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Tree=228
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Tree=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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decision_type=2 2 2 2 2 2
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internal_weight=0 28532.7 20530.3 8002.42 982.023 67.708
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Tree=235
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internal_weight=0 634.443 30.016 604.427 37553.7 36728.9
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Tree=236
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decision_type=2 2 2 2 2 2
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Tree=237
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decision_type=2 2 2 2 2 2
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Tree=238
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decision_type=2 2 2 2 2 2
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Tree=239
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decision_type=2 2 2 2 2 2
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Tree=240
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decision_type=2 2 2 2 2 2
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Tree=241
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Tree=242
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is_linear=0
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Tree=243
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internal_weight=0 21353.6 18595.7 2757.91 1313.03 191.092
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Tree=244
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Tree=245
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Tree=246
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is_linear=0
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Tree=247
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Tree=248
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decision_type=2 2 2 2 2 2
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Tree=249
num_leaves=7
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Tree=250
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Tree=251
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Tree=252
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internal_weight=0 16828.3 15943.9 1665.09 327.192 884.412
internal_count=223821 145769 140824 78052 2574 4945
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decision_type=2 2 2 2 2 2
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internal_weight=0 21374.7 12717.2 8657.55 982.176 103.949
internal_count=223821 148004 81457 66547 75817 817
is_linear=0
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Tree=254
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split_feature=72 12 181 159 129 112
split_gain=415.028 444.549 509.013 281.26 224.568 192.828
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decision_type=2 2 2 2 2 2
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internal_weight=0 27212.5 19636.8 7575.73 1485.04 715.705
internal_count=223821 220314 194730 25584 3507 1403
is_linear=0
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Tree=255
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split_gain=245.166 345.082 239.115 326.184 231.978 210.23
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decision_type=2 2 2 2 2 2
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internal_weight=0 591.916 37080.1 33473.8 534.974 3606.35
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Tree=256
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split_gain=201.447 205.539 204.302 73.1812 128.584 52.8095
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decision_type=2 2 2 2 2 2
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internal_weight=0 26589.3 26281.1 1232.65 69.183 308.152
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is_linear=0
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Tree=257
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split_gain=395.632 381.591 300.191 260.325 162.164 74.2257
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decision_type=2 2 2 2 2 2
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internal_weight=0 1900.14 16458 15460.8 635.476 997.179
internal_count=223821 119476 104345 96493 7449 7852
is_linear=0
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Tree=258
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split_feature=157 29 194 193 114 4
split_gain=406.59 423.681 454.532 330.102 312.428 214.77
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decision_type=2 2 2 2 2 2
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internal_weight=0 9807.91 4602.97 5204.94 12431.5 3778.45
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is_linear=0
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Tree=259
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split_feature=118 103 158 61 154 194
split_gain=397.482 409.027 799.571 376.753 155.936 181.121
threshold=0.79866573673483077 0.40079234425398191 -0.14561774996726393 0.22862180227319365 -0.25708537122301961 4.6882623666994547
decision_type=2 2 2 2 2 2
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internal_weight=0 25256.4 12578 12678.3 3234.83 513.294
internal_count=223821 214203 186021 28182 9618 1252
is_linear=0
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Tree=260
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decision_type=2 2 2 2 2 2
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internal_weight=0 37166.6 36433.8 732.873 324.172 297.794
internal_count=223821 221100 201781 19319 2721 2689
is_linear=0
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Tree=261
num_leaves=7
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split_feature=81 156 114 151 195 28
split_gain=193.732 293.569 249.875 175.39 134.208 122.806
threshold=1.3860296544790558 1.4361109346163807 20.110051268876344 0.19466915387355879 0.38735611241106321 0.23448334663207346
decision_type=2 2 2 2 2 2
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internal_weight=0 26899.6 22597.7 4301.93 791.27 420.69
internal_count=223821 218579 166686 51893 5242 2287
is_linear=0
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Tree=262
num_leaves=7
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split_feature=167 129 114 197 173 100
split_gain=369.396 287.477 241.295 212.407 194.451 188.874
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decision_type=2 2 2 2 2 2
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internal_weight=0 14459.2 3741.38 6868.79 7590.41 2687.68
internal_count=223821 119201 104620 57750 61451 97381
is_linear=0
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Tree=263
num_leaves=7
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split_feature=13 145 82 154 124 177
split_gain=355.388 434.61 376.8 389.736 344.919 268.144
threshold=-0.21675303778596389 -0.32931773167476858 0.58799562367268166 -0.05401841760526347 0.089324892627082278 1.8576599766930493
decision_type=2 2 2 2 2 2
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internal_weight=0 10851.8 11259.2 9871.18 1808.81 9043.01
internal_count=223821 166194 57627 45519 9726 156468
is_linear=0
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Tree=264
num_leaves=7
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split_feature=97 72 19 74 87 194
split_gain=368.701 397.885 377.588 276.184 35.3927 25.3832
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decision_type=2 2 2 2 2 2
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internal_weight=0 27558.8 25726 1832.73 685.341 23.681
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is_linear=0
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Tree=265
num_leaves=7
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split_feature=16 188 161 71 126 109
split_gain=232.393 339.931 334.918 337.091 319.934 262.005
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decision_type=2 2 2 2 2 2
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internal_value=0 -0.0112691 0.00624668 0.0547934 0.00367405 0.0156947
internal_weight=0 10556.5 26816.5 1349.57 25466.9 3240.35
internal_count=223821 89471 134350 5280 129070 6129
is_linear=0
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Tree=266
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 26995 26245.9 749.09 544.804 8.82378
internal_count=223821 209558 199927 9631 14263 647
is_linear=0
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Tree=267
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 16924.1 11004.4 5919.7 1111.25 212.461
internal_count=223821 118477 81830 36647 105344 3462
is_linear=0
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Tree=268
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 18098.1 13709.4 4388.77 3815.57 1739.28
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is_linear=0
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Tree=269
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=270
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=271
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 26905.8 26610 295.75 513.993 193.669
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Tree=272
num_leaves=7
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split_feature=158 195 180 138 48 157
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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=281
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Tree=282
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Tree=283
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Tree=284
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Tree=285
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Tree=286
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Tree=287
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Tree=288
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Tree=291
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Tree=293
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decision_type=2 2 2 2 2 2
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internal_weight=0 11292.9 8345.2 10147 6874.42 3272.6
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Tree=294
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split_gain=332.151 541.678 719.596 307.241 282.342 309.632
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=295
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Tree=296
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decision_type=2 2 2 2 2 2
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internal_weight=0 3619.11 23340.1 11074.5 12265.6 3386.48
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Tree=297
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decision_type=2 2 2 2 2 2
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internal_weight=0 16259.1 11725.3 4533.87 1085.13 409.657
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Tree=298
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internal_weight=0 18582.8 16602.2 2757.53 2059.04 698.494
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Tree=299
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internal_weight=0 25864.8 1417.55 716.898 4971.38 20893.5
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is_linear=0
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Tree=300
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split_feature=32 68 68 42 61 101
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=301
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decision_type=2 2 2 2 2 2
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internal_weight=0 24268.5 4997.24 19271.3 2533.93 1167.8
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is_linear=0
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Tree=302
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Tree=303
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Tree=304
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internal_weight=0 26327.2 25018.9 860.817 1308.34 774.202
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Tree=305
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Tree=306
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decision_type=2 2 2 2 2 2
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internal_weight=0 26433.2 2649.72 23783.4 278.787 64.0879
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Tree=307
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decision_type=2 2 2 2 2 2
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Tree=308
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decision_type=2 2 2 2 2 2
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Tree=309
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Tree=310
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Tree=311
num_leaves=7
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internal_weight=0 15060.7 14277.1 1959.81 1334.18 625.622
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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 17568.3 16896.3 3479.75 302.161 671.99
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Tree=314
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internal_weight=0 25423.7 23006.2 2417.52 1493.04 1277.41
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Tree=315
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decision_type=2 2 2 2 2 2
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Tree=316
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decision_type=2 2 2 2 2 2
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internal_weight=0 9082.2 17509.4 3950.56 13558.8 5901.04
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is_linear=0
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Tree=317
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decision_type=2 2 2 2 2 2
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internal_weight=0 14455.2 9938.07 4517.13 2481.08 1840.43
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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 11043.9 4586.49 6457.38 9890.19 5965.47
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Tree=319
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decision_type=2 2 2 2 2 2
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internal_weight=0 25806.9 25391.4 415.504 1000.94 884.87
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Tree=320
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decision_type=2 2 2 2 2 2
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internal_weight=0 10148.3 26101.1 1283.74 2798.72 24817.4
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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 23796.3 3851.66 19944.6 2708.72 2339.68
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Tree=322
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internal_weight=0 16006.7 4474.41 11532.3 843.008 638.545
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Tree=323
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internal_weight=0 19967.1 392.263 19574.9 815.701 167.574
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Tree=324
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internal_weight=0 15786.2 10939.7 7104.13 14541.6 3835.58
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Tree=325
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decision_type=2 2 2 2 2 2
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internal_weight=0 259.556 160.867 35874.5 34184.1 1690.34
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Tree=326
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Tree=327
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decision_type=2 2 2 2 2 2
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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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internal_weight=0 8756.7 7377.33 17561.1 17297.7 1379.36
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Tree=332
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decision_type=2 2 2 2 2 2
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is_linear=0
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internal_weight=0 25969.1 15087.5 10881.6 522.098 483.97
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Tree=336
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decision_type=2 2 2 2 2 2
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Tree=338
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decision_type=2 2 2 2 2 2
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Tree=339
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decision_type=2 2 2 2 2 2
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Tree=340
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Tree=341
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Tree=342
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Tree=343
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Tree=344
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Tree=345
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Tree=346
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Tree=347
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Tree=348
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Tree=352
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decision_type=2 2 2 2 2 2
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Tree=356
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Tree=357
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Tree=358
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Tree=359
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Tree=360
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Tree=361
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Tree=362
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Tree=363
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Tree=364
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Tree=365
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Tree=366
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Tree=367
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Tree=368
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Tree=369
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decision_type=2 2 2 2 2 2
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leaf_count=61665 3916 26136 101764 2063 13067 15210
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internal_weight=0 13622.5 9819.17 12284.1 6900.84 5383.31
internal_count=223821 189565 163429 34256 15130 19126
is_linear=0
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Tree=370
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split_gain=142.832 188.416 259.393 230.714 160.518 195.341
threshold=0.15535370309139276 0.23328084824393594 4.0180719452985558 -0.015974894298811087 0.36081722113783959 0.036857199339420214
decision_type=2 2 2 2 2 2
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internal_weight=0 26409.6 3753.15 22656.4 8846.41 7924.4
internal_count=223821 174041 38625 135416 49780 47467
is_linear=0
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Tree=371
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threshold=-0.49176382482268366 4.871651285704746 0.43989775000682324 -0.16646196166256602 -0.37131640202598165 0.0034962481011185788
decision_type=2 2 2 2 2 2
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leaf_count=31 37216 25165 15200 137342 8798 69
internal_value=0 0.000773965 0.0136704 -0.00256585 -0.0755605 0.0341454
internal_weight=0 25678.7 5282.14 20396.6 195.287 2.60496
internal_count=223821 214923 52416 162507 8898 100
is_linear=0
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Tree=372
num_leaves=7
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split_feature=118 167 116 181 189 75
split_gain=143.306 172.394 177.616 170.637 143.366 114.856
threshold=-0.15083934627628734 0.16736354874500373 0.018846947440231972 0.83235204066540835 33.500000000000007 0.0012901583421209984
decision_type=2 2 2 2 2 2
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leaf_count=11590 88869 44297 44902 4943 10614 18606
internal_value=0 -0.00444953 -0.0150253 0.00769006 0.0209218 0.00380225
internal_weight=0 13427.9 7176.17 6251.71 2668.72 1726.7
internal_count=223821 183011 133771 49240 40810 29220
is_linear=0
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Tree=373
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split_feature=156 0 172 90 43 9
split_gain=185.378 197.656 246.298 237.12 53.3669 41.5731
threshold=3.4156413103009196 2.1158245733434686 0.30707660420326183 -0.064091366945356124 237.2020952656629 -0.35937755693196921
decision_type=2 2 2 2 2 2
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right_child=4 2 -4 -5 -6 -7
leaf_value=0.07764389227343238 -0.1455701019498635 0.055873763458093917 0.0059425309270347663 -0.014591232147137232 0.16395686327953585 -0.035745651072837385
leaf_weight=290.93756646406837 35.464456780231558 1089.2800833166111 10615.489065407048 6639.7256596790394 13.112134103896095 1226.59037499642
leaf_count=2394 328 8207 85266 42406 288 84932
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internal_weight=0 18635.4 11704.8 6930.66 1275.17 1262.05
internal_count=223821 138273 93473 44800 85548 85260
is_linear=0
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Tree=374
num_leaves=7
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split_feature=97 96 19 151 87 115
split_gain=193.93 306.004 251.487 208.942 35.1037 20.5043
threshold=-0.020668855065295179 -0.0021003085997188353 -0.43100846974716339 -0.4643627575944913 0.14916679351986364 -0.082584967627527719
decision_type=2 2 2 2 2 2
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leaf_count=62810 694 3913 109714 46607 59 24
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internal_weight=0 25373.6 23705.8 1667.86 395.007 20.1501
internal_count=223821 160928 113627 47301 62893 83
is_linear=0
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Tree=375
num_leaves=7
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split_feature=19 19 58 128 11 76
split_gain=167.4 284.61 296.688 219.227 163.696 155.875
threshold=0.3714728352665248 0.10540220617215683 0.65067118937557211 -0.057607709747676102 0.31352080284455336 0.14509554714899744
decision_type=2 2 2 2 2 2
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right_child=4 2 -4 -5 5 -7
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leaf_weight=6335.3329633318353 1853.4533873992041 6207.890189856058 382.05942837474868 19841.04597047565 132.87351354846032 409.83873264631256
leaf_count=59076 29060 43202 2410 84081 4608 1384
internal_value=0 0.00197658 0.0205514 -0.00269966 -0.0254042 0.022898
internal_weight=0 32766.3 6589.95 26176.4 2396.17 542.712
internal_count=223821 188769 45612 143157 35052 5992
is_linear=0
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Tree=376
num_leaves=7
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split_feature=184 92 139 108 189 104
split_gain=112.182 145.204 175.792 162.887 84.9644 74.7973
threshold=0.62917468324154624 0.20581693513743629 0.30953971220591098 1.5310821218475585 29.500000000000004 -0.094320670019447675
decision_type=2 2 2 2 2 2
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internal_weight=0 23340.5 3887.74 19452.8 2452.82 2374.79
internal_count=223821 206257 28308 177949 17564 16956
is_linear=0
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Tree=377
num_leaves=7
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split_feature=195 195 195 183 132 98
split_gain=143.315 253.553 133.831 100.827 98.0529 64.0318
threshold=0.15008793528703659 0.17208494560522256 0.31079811995949053 0.99317803728996901 0.13457778450570695 0.7311409496207717
decision_type=2 2 2 2 2 2
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internal_value=0 -0.00144948 -0.000324752 -0.144542 0.0759245 0.0993541
internal_weight=0 15754.4 15631.6 122.866 243.081 213.963
internal_count=223821 221146 219409 1737 2675 2173
is_linear=0
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Tree=378
num_leaves=7
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split_feature=190 180 130 173 82 157
split_gain=182.818 236.485 288.137 224.35 216.586 293.397
threshold=0.010695273379572766 36.206827309236949 -0.074997302616898298 -0.068861113213424363 0.078377070511626887 -0.19359771742599177
decision_type=2 2 2 2 2 2
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leaf_count=15246 51960 32329 33079 37660 27972 25575
internal_value=0 -0.0113771 -0.0253162 0.00969355 0.00817231 -0.00433401
internal_weight=0 8051.73 4845.93 3205.8 11785.2 6366.68
internal_count=223821 118314 65408 52906 105507 53547
is_linear=0
shrinkage=0.1


Tree=379
num_leaves=7
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split_feature=118 94 117 157 85 46
split_gain=196.713 290.075 405.683 194.979 245.674 236.048
threshold=0.31432145170230991 0.02334928404305352 3.970662655931446 -0.071748039824284765 -0.10215100933188494 0.11936440729066364
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=-0.029327685685460271 0.51322507954850694 0.0077425905687353068 -0.045487082035890455 0.066945882094996176 0.0012982346889664218 0.006589281649392831
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leaf_count=146453 91 35028 4728 10731 20510 6280
internal_value=0 -0.00664855 0.00088152 0.0118182 0.00208216 0.0347458
internal_weight=0 16985.7 12751.8 8734.69 6131.15 2603.54
internal_count=223821 186209 39756 37612 20601 17011
is_linear=0
shrinkage=0.1


Tree=380
num_leaves=7
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split_feature=122 53 151 193 131 95
split_gain=143.963 181.535 167.141 308.27 245.747 138.682
threshold=-0.39698452161470005 -0.072086631342557592 -0.18290272905146898 -0.05320581758527259 0.31855713864734114 -0.0065849853655480795
decision_type=2 2 2 2 2 2
left_child=1 -1 3 -2 -4 -3
right_child=2 5 4 -5 -6 -7
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leaf_count=898 4307 1012 150321 45042 21455 786
internal_value=0 0.0454959 -0.000814241 -0.0117573 0.00362333 0.0745432
internal_weight=0 684.625 34419 9930.46 24488.6 519.362
internal_count=223821 2696 221125 49349 171776 1798
is_linear=0
shrinkage=0.1


Tree=381
num_leaves=7
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split_feature=77 77 91 83 56 13
split_gain=105.701 122.774 215.256 143.614 51.349 99.232
threshold=-0.35914641964089722 -0.13874646965510432 0.0098703091675958459 -0.095920367320551911 0.75260940109073104 -0.2102194933720922
decision_type=2 2 2 2 2 2
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internal_value=0 0.000889376 0.0214424 -0.00145216 -0.0646052 0.0780355
internal_weight=0 25511.1 2609.14 22901.9 248.819 22.9133
internal_count=223821 222037 20334 201703 1784 512
is_linear=0
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Tree=382
num_leaves=7
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split_feature=70 45 103 77 116 88
split_gain=134.968 207.94 179.337 173.59 155.07 129.754
threshold=-0.030657728127294944 0.12920093771496396 -0.038316498819741827 -0.03071709687516214 0.11896708710428988 6.7391251147440565
decision_type=2 2 2 2 2 2
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leaf_value=0.0028517801439234217 -0.059808259266688181 -0.059316711768266465 0.0066780942533247959 0.046538919244328542 -0.010593609798526435 -0.34092269276339876
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leaf_count=54177 95771 2642 34682 24193 12269 87
internal_value=0 -0.00886351 0.00162556 0.00953004 -0.0324121 0.043811
internal_weight=0 8418.52 5824.27 7582.46 2594.25 1236.3
internal_count=223821 145364 37324 78457 108040 24280
is_linear=0
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Tree=383
num_leaves=7
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split_feature=168 119 137 151 0 151
split_gain=178.863 213.021 205.663 164.89 111.319 80.4893
threshold=2.9235407627096435 -0.029517908051392979 0.014591830036508486 -0.099613933672581242 0.78726834161654591 0.066124541166920889
decision_type=2 2 2 2 2 2
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leaf_value=-0.061174555639924161 0.00044746735312450821 0.016544511913262901 -0.035267147815571095 -0.007585157236407002 0.047246411728856672 -0.0018758764905468283
leaf_weight=128.00666458718479 3204.1729499725334 6037.7320223233837 3245.5629473344597 5333.7942759960133 1373.2000971616944 440.58934059372405
leaf_count=308 56057 41047 34770 76932 11136 3571
internal_value=0 -0.00300732 -0.0175244 0.00522653 0.0289534 0.0353141
internal_weight=0 17821.3 6449.74 11371.5 1941.8 1813.79
internal_count=223821 208806 90827 117979 15015 14707
is_linear=0
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Tree=384
num_leaves=7
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split_feature=129 180 195 183 123 14
split_gain=195.424 364.557 406.133 226.448 215.574 161.813
threshold=1.0187347616272378 41.382195448460514 0.21933072122462358 2.4880863322571334 1352.5000000000002 -0.20878129692081376
decision_type=2 2 2 2 2 2
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leaf_value=0.057126764203506687 -0.029073598194355451 0.016750041129903054 -0.01083137991009565 -0.060689382661248549 0.068524069267295165 0.0039458964904143376
leaf_weight=957.52535344159696 2273.0332862261857 5496.4044322112168 10777.864749375993 912.42352710478008 942.05120937398169 4276.1624904077034
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internal_weight=0 18173.8 11735.4 7461.62 6438.46 6549.2
internal_count=223821 191274 155195 32547 36079 30394
is_linear=0
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Tree=385
num_leaves=7
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split_feature=129 90 89 7 130 190
split_gain=141.939 144.637 313.977 266.534 26.0749 27.4893
threshold=1.0245748931830738 1.2048001305827267 0.39931196273310937 0.2345504795736614 0.0018302972703988063 0.50886005981684279
decision_type=2 2 2 2 2 2
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internal_weight=0 34765.5 31998.2 2767.27 238.509 228.282
internal_count=223821 221100 214217 6883 2721 2707
is_linear=0
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Tree=386
num_leaves=7
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split_feature=151 14 19 85 178 193
split_gain=108.776 205.941 126.088 124.861 121.48 110.09
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decision_type=2 2 2 2 2 2
left_child=1 -1 5 -3 -4 -2
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leaf_value=-0.066605999381052966 -0.026749416808145094 0.19499294725393096 0.072027835626209583 0.0018278465530666835 0.012971582473926655 0.0010357502556905473
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internal_weight=0 1324.63 24409.4 655.1 3216.9 21192.5
internal_count=223821 16774 207047 4392 35612 171435
is_linear=0
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Tree=387
num_leaves=7
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split_feature=39 195 195 10 143 124
split_gain=131.418 156.984 200.096 59.403 30.7227 33.6255
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decision_type=2 2 2 2 2 2
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internal_weight=0 15747.1 15523.7 223.447 207.47 202.056
internal_count=223821 222043 219394 2649 1778 1754
is_linear=0
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Tree=388
num_leaves=7
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split_feature=157 106 132 93 73 157
split_gain=177.469 185.757 187.598 117.535 80.5918 45.5469
threshold=0.076014181898170718 -0.29001278655669088 0.074074137435584872 0.0094716852968145786 -0.25837236555843207 0.26145863641337058
decision_type=2 2 2 2 2 2
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internal_weight=0 21276.1 19849.2 4280.73 3879.98 1426.89
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Tree=390
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internal_weight=0 34360.7 828.914 33531.8 557.654 469.649
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Tree=391
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decision_type=2 2 2 2 2 2
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Tree=392
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internal_weight=0 15372.3 14657.7 714.597 561.558 561.341
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Tree=393
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decision_type=2 2 2 2 2 2
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Tree=394
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decision_type=2 2 2 2 2 2
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internal_weight=0 9339.91 16157.7 13293.3 2864.45 8875.31
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Tree=395
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decision_type=2 2 2 2 2 2
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internal_weight=0 3853.12 709.501 3143.62 31022.4 29945.5
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is_linear=0
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Tree=396
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decision_type=2 2 2 2 2 2
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internal_weight=0 220.612 25391.6 2307.93 23083.7 219.062
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Tree=397
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internal_weight=0 15787.7 6702.71 92.6692 9084.96 17.2707
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is_linear=0
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Tree=398
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decision_type=2 2 2 2 2 2
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internal_weight=0 16522.3 6711.19 9811.12 3022.99 2842.17
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is_linear=0
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Tree=399
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decision_type=2 2 2 2 2 2
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internal_weight=0 2429.17 23029.5 15109.5 7919.99 2401.86
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is_linear=0
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Tree=400
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is_linear=0
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Tree=401
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is_linear=0
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Tree=402
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Tree=403
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Tree=404
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Tree=405
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Tree=406
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Tree=407
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internal_weight=0 18910.5 9477.56 9432.97 452.886 204.679
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Tree=409
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internal_weight=0 24824.5 18567.6 6256.91 544.081 441.569
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is_linear=0
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Tree=410
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decision_type=2 2 2 2 2 2
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internal_weight=0 658.973 33994.9 31367.6 2627.3 524.198
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Tree=411
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split_feature=20 19 154 48 134 101
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internal_weight=0 25264.6 3122.67 22141.9 222.006 176.982
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is_linear=0
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Tree=412
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decision_type=2 2 2 2 2 2
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internal_weight=0 15375.8 9358.47 6017.35 341.396 178.759
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is_linear=0
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Tree=413
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decision_type=2 2 2 2 2 2
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internal_weight=0 14608.2 6839.1 7769.1 4697.88 4251.68
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Tree=414
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decision_type=2 2 2 2 2 2
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Tree=415
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is_linear=0
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Tree=416
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decision_type=2 2 2 2 2 2
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internal_weight=0 25179.5 2446.87 22732.6 238.339 235.683
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is_linear=0
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Tree=417
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split_gain=114.392 119.882 238.994 233.025 48.1384 42.8619
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decision_type=2 2 2 2 2 2
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internal_weight=0 15527.4 10201.7 5325.74 149.81 115.241
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is_linear=0
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Tree=418
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split_feature=150 13 67 73 96 107
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internal_weight=0 10166.6 1946.8 9090.86 8115.67 8219.83
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is_linear=0
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Tree=419
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decision_type=2 2 2 2 2 2
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internal_weight=0 17803.6 10007.4 7796.18 7384.47 4935.89
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is_linear=0
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Tree=420
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Tree=421
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decision_type=2 2 2 2 2 2
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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
num_leaves=7
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Tree=427
num_leaves=7
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split_feature=118 155 112 44 193 59
split_gain=109.192 150.454 135.669 148.254 129.281 105.617
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decision_type=2 2 2 2 2 2
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internal_weight=0 3818.26 11789.1 9141.58 1290.58 2527.68
internal_count=223821 57686 166135 142243 7979 49707
is_linear=0
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Tree=428
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split_feature=115 134 64 89 136 55
split_gain=150.477 240.503 216.663 219.522 208.252 156.876
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decision_type=2 2 2 2 2 2
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internal_weight=0 2312.14 16843 2130.08 14712.9 1719.03
internal_count=223821 20238 203583 55653 147930 14180
is_linear=0
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Tree=429
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split_feature=115 126 12 106 98 157
split_gain=157.973 156.853 202.618 201.751 69.3039 56.9105
threshold=-0.19084543199088641 0.95472053616364894 1.7898554338632502 -0.23417999975344936 0.66790563103107614 -0.4577552172262554
decision_type=2 2 2 2 2 2
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internal_weight=0 24615.7 19989.1 4626.64 414.901 52.7492
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is_linear=0
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Tree=430
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split_feature=151 151 196 129 158 2
split_gain=125.791 232.148 282.314 229.574 158.781 201.953
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decision_type=2 2 2 2 2 2
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internal_weight=0 32532.1 7460.33 25071.8 1804.78 1174.77
internal_count=223821 217632 40562 177070 6189 4493
is_linear=0
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Tree=431
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split_feature=157 173 56 115 0 118
split_gain=92.3645 94.7255 88.4934 77.4201 3.44414 3.18025
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decision_type=2 2 2 2 2 2
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leaf_count=100 5985 2848 204737 1353 16 8782
internal_value=0 0.000704611 -6.97353e-05 0.0493774 -0.0743065 -0.0759113
internal_weight=0 25133.1 24739.5 393.587 165.234 163.218
internal_count=223821 214923 207585 7338 8898 8882
is_linear=0
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Tree=432
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split_feature=115 136 152 8 39 8
split_gain=105.538 128.295 147.057 141.032 74.9973 112.041
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decision_type=2 2 2 2 2 2
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leaf_count=850 31733 29817 55648 8393 97376 4
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internal_weight=0 15004.9 9481.43 5523.44 515.34 3.91095
internal_count=223821 125591 85465 40126 98230 854
is_linear=0
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Tree=433
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split_feature=190 154 110 180 130 115
split_gain=145.285 232.031 202.183 176.33 214.041 122.293
threshold=0.010695273379572766 -0.17707203303463789 0.40699225525763 36.206827309236949 -0.074997302616898298 0.085604994573000595
decision_type=2 2 2 2 2 2
left_child=3 -2 -3 5 -5 -1
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internal_weight=0 11385.4 9617.91 7703.71 4664.64 3039.08
internal_count=223821 105507 83019 118314 65408 52906
is_linear=0
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Tree=434
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split_feature=184 131 96 73 50 68
split_gain=157.518 158.134 164.087 120.36 92.1815 272.429
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decision_type=2 2 2 2 2 2
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internal_weight=0 24567.3 24043.8 523.524 366.025 2.3382
internal_count=223821 199934 193797 6137 23887 142
is_linear=0
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Tree=435
num_leaves=7
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split_feature=25 180 192 87 119 180
split_gain=124.319 283.401 289.232 231.031 245.009 192.824
threshold=0.044698627739117196 34.192101740294518 18.18091091411171 0.01995334618397741 -0.13772551846017467 36.206827309236949
decision_type=2 2 2 2 2 2
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internal_weight=0 4310.45 3387 29987.3 24578.6 5408.7
internal_count=223821 51165 36918 172656 120310 52346
is_linear=0
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Tree=436
num_leaves=7
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split_feature=92 139 2 57 26 155
split_gain=90.9397 98.7831 172.985 144.434 48.6194 55.0895
threshold=-0.12013921675869497 -0.031984327921221266 0.23202175826788693 5.3407669311162467 -0.13127190741400491 1.0000000180025095e-35
decision_type=2 2 2 2 2 2
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internal_weight=0 24850.5 12142.8 12707.8 421.6 285.286
internal_count=223821 219397 118272 101125 4424 3055
is_linear=0
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Tree=437
num_leaves=7
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split_feature=195 188 195 178 169 60
split_gain=98.4931 99.0353 108.085 42.7771 41.0626 37.7432
threshold=0.1432331000577311 1.594700752558327 0.31079811995949053 0.17771207897343033 0.14509143992250589 0.15899524127713902
decision_type=2 2 2 2 2 2
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leaf_count=1116 70859 4183 146980 509 159 15
internal_value=0 -0.00100148 -7.19027e-05 0.0825181 -0.0153384 0.113192
internal_weight=0 15329.8 15127.5 142.511 34.0106 108.5
internal_count=223821 222022 217839 1799 1275 524
is_linear=0
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Tree=438
num_leaves=7
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split_feature=157 85 35 155 44 11
split_gain=139.813 187.906 187.792 275.165 184.379 153.688
threshold=-0.093773285101974233 -0.056202051911699143 -0.0085567851877762589 -0.13236828692112887 -0.053615573286696673 -0.11848779028751755
decision_type=2 2 2 2 2 2
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internal_value=0 -0.0164133 0.00453482 0.0224726 -0.00244718 0.030534
internal_weight=0 4045.73 14994.3 4201.09 10793.2 704.162
internal_count=223821 134099 89722 25686 64036 44038
is_linear=0
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Tree=439
num_leaves=7
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split_feature=97 98 151 130 87 115
split_gain=157.323 186.45 267.024 184.192 31.1395 15.4925
threshold=-0.020668855065295179 0.00072647832683780272 -0.4643627575944913 -0.40028833549035636 0.14916679351986364 -0.082584967627527719
decision_type=2 2 2 2 2 2
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internal_value=0 0.000507312 0.0297645 -0.00208416 -0.0685255 0.0566205
internal_weight=0 24591.4 2000.96 22590.5 334.619 18.7677
internal_count=223821 160928 54088 106840 62893 83
is_linear=0
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Tree=440
num_leaves=7
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split_feature=126 109 82 128 83 13
split_gain=118.743 115.892 144.939 66.8161 26.2171 12.9801
threshold=0.99313603977333653 -0.42282166213587058 -0.25776224758160332 -0.012057177490331339 0.76491882392478239 -0.072989183746510464
decision_type=2 2 2 2 2 2
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leaf_count=10571 30 1827 207918 3320 131 24
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internal_weight=0 33947.9 33768.4 302.721 269.063 33.6576
internal_count=223821 220316 209745 3505 3451 54
is_linear=0
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Tree=441
num_leaves=7
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split_feature=189 180 122 195 157 116
split_gain=89.4765 154.808 295.423 149.72 87.5108 76.0546
threshold=14.500000000000002 30.415662650602414 -0.3208747457469095 0.23198018388926248 0.11608427119120453 0.014362230782463429
decision_type=2 2 2 2 2 2
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internal_value=0 0.00100764 0.0325472 -0.000962154 -0.052435 0.0240351
internal_weight=0 24918.2 1464.78 23453.4 317.269 101.687
internal_count=223821 221940 13189 208751 1881 738
is_linear=0
shrinkage=0.1


Tree=442
num_leaves=7
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split_feature=118 189 66 116 173 39
split_gain=102.471 126.798 124.812 116.637 103.633 89.3396
threshold=-0.15083934627628734 33.500000000000007 19.310764474078585 0.018846947440231972 0.078443033797810022 8.2311152547974888
decision_type=2 2 2 2 2 2
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leaf_count=11590 93788 23560 5660 80256 7261 1706
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internal_weight=0 2531.51 1641.43 12928.1 1167.26 11760.9
internal_count=223821 40810 29220 183011 101049 81962
is_linear=0
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Tree=443
num_leaves=7
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split_feature=67 23 31 73 162 67
split_gain=135.469 170.047 141.153 155.709 123.837 50.6378
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decision_type=2 2 2 2 2 2
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internal_weight=0 782.908 18199.8 18016.3 747.522 183.534
internal_count=223821 16708 207113 206316 14877 797
is_linear=0
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Tree=444
num_leaves=7
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split_feature=186 159 189 19 196 55
split_gain=153.459 242.16 224.246 170.973 99.3215 46.2298
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decision_type=2 2 2 2 2 2
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internal_weight=0 380.104 24528.9 23714.3 814.605 291.831
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is_linear=0
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Tree=445
num_leaves=7
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split_feature=2 112 0 140 117 91
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decision_type=2 2 2 2 2 2
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internal_weight=0 90.8362 32.692 58.1442 34084.2 18510.6
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is_linear=0
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Tree=446
num_leaves=7
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split_feature=160 173 180 99 91 126
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threshold=-0.40341581818908268 -0.20586981073730348 29.560240963855424 0.017268873696195244 0.0028160446383150169 0.94478725953183762
decision_type=2 2 2 2 2 2
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Tree=448
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Tree=449
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Tree=450
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decision_type=2 2 2 2 2 2
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internal_weight=0 31833.9 6503.47 25330.4 2248.58 2141.43
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Tree=451
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decision_type=2 2 2 2 2 2
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Tree=452
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decision_type=2 2 2 2 2 2
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Tree=453
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Tree=454
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decision_type=2 2 2 2 2 2
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Tree=455
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is_linear=0
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Tree=456
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is_linear=0
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Tree=457
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is_linear=0
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Tree=458
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Tree=459
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Tree=460
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Tree=461
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Tree=462
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Tree=463
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Tree=464
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Tree=465
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Tree=466
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internal_weight=0 23997.4 3473.92 20523.4 1010.1 999.038
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Tree=467
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decision_type=2 2 2 2 2 2
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internal_weight=0 14173.2 130.338 1057.01 643.772 14042.8
internal_count=223821 158580 7794 65241 22193 150786
is_linear=0
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Tree=468
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decision_type=2 2 2 2 2 2
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internal_weight=0 4715.02 3973.75 14020.3 13317.1 703.237
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Tree=469
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decision_type=2 2 2 2 2 2
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internal_weight=0 22004.7 21353.7 650.973 2605.4 2187.11
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Tree=470
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decision_type=2 2 2 2 2 2
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internal_weight=0 2623.92 1083.81 1540.11 31229.2 11925.2
internal_count=223821 6151 1312 4839 217670 39477
is_linear=0
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Tree=471
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decision_type=2 2 2 2 2 2
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internal_weight=0 24841.1 24057.9 783.201 151.382 7.35052
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is_linear=0
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Tree=472
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decision_type=2 2 2 2 2 2
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internal_weight=0 14451.1 8270.6 6180.49 758.441 426.412
internal_count=223821 217669 163532 54137 6152 3247
is_linear=0
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Tree=473
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split_feature=44 38 115 115 21 119
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decision_type=2 2 2 2 2 2
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internal_weight=0 15642.3 798.015 14844.3 3025.9 1860.39
internal_count=223821 200869 6536 194333 22952 9889
is_linear=0
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Tree=474
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decision_type=2 2 2 2 2 2
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internal_weight=0 24207.3 9947.35 14259.9 377.705 336.575
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is_linear=0
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Tree=475
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split_gain=106.917 122.181 112.089 228.319 217.026 108.148
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decision_type=2 2 2 2 2 2
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internal_weight=0 527.095 33254.7 1776.61 31478.1 261.198
internal_count=223821 13210 210611 10424 200187 5147
is_linear=0
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Tree=476
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split_feature=152 12 192 158 190 142
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decision_type=2 2 2 2 2 2
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internal_weight=0 8414.12 5418.95 16543.9 4978.29 11565.6
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is_linear=0
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Tree=477
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internal_weight=0 15028.6 13122 1906.6 158.458 150.198
internal_count=223821 178485 153982 24503 45336 45243
is_linear=0
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Tree=478
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 17785.5 616.38 17169.2 836.95 197.239
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is_linear=0
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Tree=479
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=480
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=481
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decision_type=2 2 2 2 2 2
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Tree=482
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Tree=483
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decision_type=2 2 2 2 2 2
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Tree=484
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decision_type=2 2 2 2 2 2
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Tree=485
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=487
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Tree=488
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Tree=489
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Tree=490
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decision_type=2 2 2 2 2 2
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Tree=491
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decision_type=2 2 2 2 2 2
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Tree=492
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Tree=493
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Tree=494
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Tree=495
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Tree=496
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Tree=497
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Tree=498
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Tree=499
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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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internal_weight=0 21509.6 20631.3 2642.59 1639.04 878.354
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Tree=506
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internal_weight=0 24389.2 21970.5 2418.76 345.306 219.185
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Tree=507
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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 1378.47 16939.6 16685.3 1078.09 300.38
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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 23826.1 123.116 23703 275.74 271.147
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Tree=510
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decision_type=2 2 2 2 2 2
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internal_weight=0 2291.29 2161.15 30934.7 5093.87 25840.9
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Tree=511
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decision_type=2 2 2 2 2 2
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Tree=512
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decision_type=2 2 2 2 2 2
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internal_weight=0 13389.6 4176.71 9212.92 1613.29 382.633
internal_count=223821 133317 38422 94895 90504 68987
is_linear=0
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Tree=513
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split_feature=115 4 115 98 4 10
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decision_type=2 2 2 2 2 2
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internal_weight=0 14899.2 11345.8 3553.34 3344.04 2834.98
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is_linear=0
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Tree=514
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internal_weight=0 340.703 23728.5 22889.4 839.134 263.265
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is_linear=0
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Tree=515
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is_linear=0
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Tree=516
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Tree=517
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Tree=518
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internal_weight=0 14149.9 7286.68 6863.22 4060.66 3574.43
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Tree=519
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Tree=520
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Tree=521
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Tree=522
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Tree=523
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Tree=524
num_leaves=7
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split_gain=118.44 270.422 169.356 105.361 92.8509 75.3302
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decision_type=2 2 2 2 2 2
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internal_weight=0 20361.2 18305.6 3584.17 3486.17 2055.6
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Tree=525
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decision_type=2 2 2 2 2 2
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internal_weight=0 106.896 32891.9 8046.82 24845.1 54.0993
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Tree=526
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decision_type=2 2 2 2 2 2
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internal_weight=0 24172 6427.53 17744.5 381.72 313.039
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Tree=527
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split_gain=66.6804 67.0284 66.7834 40.5622 26.2618 13.3375
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decision_type=2 2 2 2 2 2
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internal_weight=0 14725.5 14482 243.451 170.293 162.13
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is_linear=0
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Tree=528
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decision_type=2 2 2 2 2 2
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internal_weight=0 4519.34 3845.6 13607.7 7280.03 6327.67
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Tree=529
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split_feature=90 196 73 81 180 16
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decision_type=2 2 2 2 2 2
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internal_weight=0 2506.37 21364.8 17060.9 4303.87 1663.69
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is_linear=0
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Tree=530
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split_gain=95.8927 299.74 280.168 206.445 153.108 188.142
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decision_type=2 2 2 2 2 2
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internal_weight=0 20181 6319.87 13861.2 12781.3 6948.25
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is_linear=0
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Tree=531
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split_gain=71.0009 100.636 119.199 115.458 75.261 108.633
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decision_type=2 2 2 2 2 2
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internal_weight=0 11332.2 5102.07 6230.15 13227.9 1477.88
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is_linear=0
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Tree=532
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=533
num_leaves=7
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split_gain=98.2716 171.998 129.233 225.337 158.001 115.158
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decision_type=2 2 2 2 2 2
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internal_weight=0 2073.53 16011.7 1975.95 14035.8 1590.97
internal_count=223821 20238 203583 55653 147930 14239
is_linear=0
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Tree=534
num_leaves=7
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split_feature=157 73 163 118 19 195
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decision_type=2 2 2 2 2 2
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internal_weight=0 14692.3 9135.39 6796.46 11469.3 2338.92
internal_count=223821 81703 142118 110724 25645 31394
is_linear=0
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Tree=535
num_leaves=7
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split_feature=151 16 126 62 158 1
split_gain=94.6541 207.641 130.272 111.118 102.549 119.41
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decision_type=2 2 2 2 2 2
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internal_weight=0 31137.5 28498.1 2639.36 1718.46 1132.18
internal_count=223821 217632 178734 38898 6189 4493
is_linear=0
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Tree=536
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decision_type=2 2 2 2 2 2
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internal_weight=0 758.167 23752.3 9945.72 13806.6 725.488
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is_linear=0
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Tree=537
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 14759.4 14439.7 89.5232 60.277 319.674
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is_linear=0
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Tree=538
num_leaves=7
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split_gain=100.036 188.904 182.927 198.683 167.993 75.1631
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decision_type=2 2 2 2 2 2
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internal_weight=0 11461.9 6550.37 6133.12 10673 788.886
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is_linear=0
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Tree=539
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decision_type=2 2 2 2 2 2
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Tree=540
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decision_type=2 2 2 2 2 2
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Tree=541
num_leaves=7
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Tree=542
num_leaves=7
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decision_type=2 2 2 2 2 2
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Tree=543
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=0 23000.5 1741.63 21258.9 760.617 467.13
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is_linear=0
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internal_weight=0 16910.7 5005.99 15832.7 5010.04 10822.6
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Tree=546
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decision_type=2 2 2 2 2 2
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internal_weight=0 24217.4 11821.8 12395.6 212.656 27.9112
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Tree=547
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decision_type=2 2 2 2 2 2
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Tree=548
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decision_type=2 2 2 2 2 2
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internal_weight=0 14648.1 1637.52 13010.6 3265.68 2254.52
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Tree=549
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decision_type=2 2 2 2 2 2
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internal_weight=0 21083 20024.6 2635.92 1058.38 947.784
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Tree=550
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Tree=551
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decision_type=2 2 2 2 2 2
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internal_weight=0 21784.8 7057.12 14727.7 2574.63 1211.92
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is_linear=0
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Tree=552
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=553
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is_linear=0
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Tree=554
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internal_weight=0 22767.2 7238.78 15528.4 871.422 708.934
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is_linear=0
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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=560
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Tree=561
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Tree=562
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Tree=572
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Tree=573
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internal_value=0 -0.00103304 -0.0433311 -0.000338425 0.0227569 0.00800681
internal_weight=0 22988.2 371.41 22616.8 1100.59 807.325
internal_count=223821 209740 5877 203863 14081 8922
is_linear=0
shrinkage=0.1


Tree=582
num_leaves=7
num_cat=0
split_feature=177 174 140 135 44 109
split_gain=58.7477 89.4906 177.591 101.104 65.2787 83.6017
threshold=0.94207648057788729 0.44488591942159156 -0.18969773766031028 0.73752642262810808 0.43335733474833377 -0.39124673699520623
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=-0.00037328108671935305 -0.29878079866984869 -0.0031037506383627855 0.051288508372353096 -0.061850576437305217 -0.013984893050338724 -0.059236554968316368
leaf_weight=10972.9587837812 17.022400742396712 1470.6737384800799 1014.2476258942625 274.1925616472854 779.72362874571263 101.10608161521304
leaf_count=184484 55 14727 8947 7708 7133 767
internal_value=0 0.00192248 0.019097 -0.00187203 -0.0244801 -0.0937551
internal_weight=0 13732.1 2484.92 11247.2 897.852 118.128
internal_count=223821 215866 23674 192192 7955 822
is_linear=0
shrinkage=0.1


Tree=583
num_leaves=7
num_cat=0
split_feature=157 86 11 53 154 11
split_gain=80.1382 132.853 103.8 100.172 160.083 122.318
threshold=-0.02352810642928015 -0.047888266148458321 -0.121706875125059 -0.011064291186221506 -0.12282746873788573 -0.35349157548915927
decision_type=2 2 2 2 2 2
left_child=3 2 -2 5 -5 -1
right_child=1 -3 -4 4 -6 -7
leaf_value=-0.025013935816793328 0.063484464737026555 -0.034394745138462683 -0.028880913289982851 -0.0047643141887439887 0.02951719743301065 0.0024150103202409067
leaf_weight=2028.9396591386758 295.28108905503177 1423.6600486260213 206.93466548491415 2525.9252699407516 2956.506192622357 8182.8683095156448
leaf_count=13532 2721 74218 41263 20527 20934 50626
internal_value=0 -0.0187952 0.0254259 0.00281909 0.0137226 -0.00303473
internal_weight=0 1925.88 502.216 15694.2 5482.43 10211.8
internal_count=223821 118202 43984 105619 41461 64158
is_linear=0
shrinkage=0.1


Tree=584
num_leaves=7
num_cat=0
split_feature=129 106 152 144 97 158
split_gain=102.966 143.535 121.989 119.231 113.315 123.531
threshold=1.020384058374135 -0.09357932671167242 0.017078659796569435 0.096092462590671654 -0.020668855065295179 0.69490829513858388
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=-0.072581256817125475 0.025379362461924265 0.020421166675118584 -0.02736437329662152 -0.052532263967910213 0.0025739005124432498 0.11138858980070179
leaf_weight=199.56722674228877 1011.9078167148691 273.46723686458427 773.8631072553253 1239.1055897297483 19684.61492814379 104.88388061933802
leaf_count=58610 4405 1492 2944 7333 145831 3206
internal_value=0 -0.016676 0.00252289 -0.0393426 0.00239452 0.00315062
internal_weight=0 3298.34 1785.77 1512.57 19989.1 19789.5
internal_count=223821 16174 7349 8825 207647 149037
is_linear=0
shrinkage=0.1


Tree=585
num_leaves=7
num_cat=0
split_feature=93 103 93 73 2 103
split_gain=84.9024 279.174 374.218 197.725 250.229 226.395
threshold=-0.00058112818782813346 0.018314716047638079 0.010231130786619294 0.13566282318206122 -0.076982260026552535 -0.04884184970700451
decision_type=2 2 2 2 2 2
left_child=3 2 -2 5 -5 -1
right_child=1 -3 -4 4 -6 -7
leaf_value=-0.00016825711112791104 0.077649713596954689 -0.0022315924495591023 0.0085737682544121448 -0.055779918640802888 0.089921829546689105 -0.043925701354811587
leaf_weight=2915.087255218692 1047.8080884621304 22529.492846544745 3118.3519395869807 170.19408926554024 383.41073525554384 1989.2658540062548
leaf_count=58591 11241 80260 21562 1506 5558 45103
internal_value=0 0.00216595 0.0259467 -0.011522 0.0451289 -0.0179168
internal_weight=0 26695.7 4166.16 5457.96 553.605 4904.35
internal_count=223821 113063 32803 110758 7064 103694
is_linear=0
shrinkage=0.1


Tree=586
num_leaves=7
num_cat=0
split_feature=57 178 140 194 19 67
split_gain=57.8853 81.6305 113.532 79.5313 86.8188 70.0099
threshold=4.871651285704746 -0.022446865202965221 -0.11926109427778696 -0.09271664296505365 -0.12354121958620039 -0.077045353289724297
decision_type=2 2 2 2 2 2
left_child=1 2 -1 -2 -5 -3
right_child=3 5 -4 4 -6 -7
leaf_value=-0.10868577818359222 -0.067804935855544146 0.12818473420696475 -0.00011396946228862506 -0.014108121694398174 0.0018818354446817256 0.018376007412533465
leaf_weight=101.24087061476894 184.66083291708492 59.296363193541765 1978.7844348365397 4432.6447286088078 14514.189594981348 2787.1919946309063
leaf_count=1886 1285 575 31162 52292 114730 21891
internal_value=0 0.00965985 -0.00539847 -0.00249557 -0.00185904 0.0206635
internal_weight=0 4926.51 2080.03 19131.5 18946.8 2846.49
internal_count=223821 55514 33048 168307 167022 22466
is_linear=0
shrinkage=0.1


Tree=587
num_leaves=7
num_cat=0
split_feature=195 195 139 16 133 121
split_gain=59.3158 120.944 66.0991 48.9244 47.2099 31.9927
threshold=0.15008793528703659 0.17208494560522256 -0.40244293875561271 -0.1383354724048228 0.15054381109389839 0.10926187784336146
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=-0.040979170768800532 -0.18585792052535693 0.0232789803631498 -0.0017182216346514707 -0.052876154125145625 -0.072720288024440125 0.093913232582412465
leaf_weight=20.146365174130551 42.983276178276355 1150.2766944790492 13161.038929001741 77.633588708780735 24.38827895371287 138.14903985452838
leaf_count=1210 552 10125 209284 1185 600 865
internal_value=0 -0.00054948 0.000290937 -0.100266 0.0567917 0.0767454
internal_weight=0 14431.9 14311.3 120.617 182.684 158.295
internal_count=223821 221146 219409 1737 2675 2075
is_linear=0
shrinkage=0.1


Tree=588
num_leaves=7
num_cat=0
split_feature=106 44 34 38 96 194
split_gain=82.8602 110.998 113.786 103.243 85.1356 83.3515
threshold=-0.29001278655669088 -0.12613775151830398 -0.02591402858957197 -0.083887009663765957 0.01005954460088875 0.033484202046934954
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=0.053487160023305225 0.035929215125779998 -0.04047404744331437 -0.014609338993149829 0.00081254427804958 -0.072269915622016456 -0.01316410439920071
leaf_weight=121.92818265260576 1695.4619978676201 634.10324602334003 604.27356910851086 13512.427540685807 377.35237884626258 648.82808234149707
leaf_count=1522 15251 5963 5258 185954 3064 6809
internal_value=0 0.00227427 0.0226498 -0.00103808 -0.0255123 -0.0348988
internal_weight=0 16446.3 2299.74 14146.5 1148.11 1026.18
internal_count=223821 212426 20509 191917 11395 9873
is_linear=0
shrinkage=0.1


Tree=589
num_leaves=7
num_cat=0
split_feature=184 67 170 169 131 22
split_gain=99.5276 95.5749 115.616 83.4809 27.4433 22.253
threshold=-0.15981216342930413 -0.13785081707509816 -0.16197278444054616 0.081855676462200336 0.50000338973380842 0.46816770439446503
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=-0.098985852838615163 -0.052647229298918789 0.050862067300212449 0.00022520694926301375 0.07212544464456036 -0.27024352104629007 0.033053891825780009
leaf_weight=89.580996025113564 521.37219246877066 460.29438695051067 22104.498159194358 59.769930374779506 8.1920417071378306 14.884553196694467
leaf_count=11033 8203 13813 189916 370 351 135
internal_value=0 0.000226897 0.00125814 -0.0398145 -0.0939937 -0.0801724
internal_weight=0 23145.9 22564.8 581.142 112.658 104.466
internal_count=223821 212302 203729 8573 11519 11168
is_linear=0
shrinkage=0.1


Tree=590
num_leaves=7
num_cat=0
split_feature=152 127 22 124 15 95
split_gain=85.858 115.792 121.906 110.987 101.696 110.79
threshold=-0.32739884012449977 -0.20202306636678599 0.131254918824774 -0.17416139147730877 1.9670553419657864 0.17355354184358338
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=-0.093132685589878236 0.0070543736337112632 -0.01756704343472806 0.025326867052786802 0.077155609331309993 -0.013263387844489095 -0.0071244490570010911
leaf_weight=42.106327680696268 13356.433916393973 1131.3469336392591 1599.0760040930472 420.50831661652774 6178.9174786058429 9381.8739892243175
leaf_count=1408 111279 7053 4477 1151 66393 32060
internal_value=0 0.0153923 0.00755384 0.0616563 -0.00188721 0.00120416
internal_weight=0 3193.04 2730.42 462.615 28917.2 22738.3
internal_count=223821 14089 11530 2559 209732 143339
is_linear=0
shrinkage=0.1


Tree=591
num_leaves=7
num_cat=0
split_feature=160 122 179 152 82 158
split_gain=58.9429 120.424 237.028 61.5387 12.0759 29.6547
threshold=-0.40341581818908268 -0.31248458834207521 -0.20360904564396828 -0.058352947107604948 0.0062181946069356127 -0.35890675411724887
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=0.14961413875207877 0.05299502366604332 -0.0073545319735809607 0.56511242546756735 0.0034897891713931736 -0.076484379740429431 -0.045188212679940318
leaf_weight=8.5902365820074902 198.70142399737961 7827.3225920109835 9.4684204601217044 15787.659416247567 107.77177192024101 86.542564004979795
leaf_count=2404 3037 76252 307 127320 8068 6433
internal_value=0 0.000562907 0.0762882 -0.000104624 -0.0535638 -0.0275981
internal_weight=0 23823.2 208.17 23615 202.905 95.1328
internal_count=223821 206916 3344 203572 16905 8837
is_linear=0
shrinkage=0.1


Tree=592
num_leaves=7
num_cat=0
split_feature=88 195 138 99 7 73
split_gain=56.6775 59.3273 157.555 134.947 50.3029 28.5967
threshold=6.7391251147440565 0.31079811995949053 0.13465044522693631 0.015626402175144126 1.050449558805902 0.36411753282715592
decision_type=2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2
right_child=4 3 -4 -5 -6 -7
leaf_value=0.007849982047763682 -0.20114033032760512 -0.017861038697053893 -0.027457354167204674 0.01153108359837017 -0.0098708315576501934 0.021001632788071198
leaf_weight=2805.7021803006078 33.190152159098943 1979.0751129210894 2299.8893181203844 7413.5042635893315 46.830581803260429 7.020871820539468
leaf_count=22910 457 18552 50229 130348 1150 175
internal_value=0 0.000621681 -0.00805473 0.00533798 -0.0803143 -0.162354
internal_weight=0 14498.2 5105.59 9392.58 87.0416 40.211
internal_count=223821 222039 73139 148900 1782 632
is_linear=0
shrinkage=0.1


Tree=593
num_leaves=7
num_cat=0
split_feature=77 74 96 159 151 45
split_gain=82.2978 86.9236 164.55 98.5751 69.9853 49.7534
threshold=-0.23120186094721093 0.62414035224573994 0.47837436289914553 0.067335541618749425 -0.4643627575944913 0.77154801054021804
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=0.19274398099334866 0.00058064071500610076 0.049903610856967824 0.045059711176125596 -0.034898167438626809 -0.085497213051852178 1.315474717251647
leaf_weight=4.9127326935558804 15250.709122201177 156.61976678436622 879.71273448904685 1098.41564591512 147.64590123420203 0.42918657884001721
leaf_count=235 186664 634 10061 18518 7699 10
internal_value=0 0.00103408 0.00300642 -0.0243155 -0.0726321 0.282948
internal_weight=0 17385.5 16130.4 1255.04 152.988 5.34192
internal_count=223821 215877 196725 19152 7944 245
is_linear=0
shrinkage=0.1


Tree=594
num_leaves=7
num_cat=0
split_feature=77 137 11 107 109 29
split_gain=93.1056 306.661 292.099 217.353 187.922 175.279
threshold=0.25644365140949826 0.13464156778854122 -0.40235920651326224 -0.19527145375697988 0.62228527205806072 0.030113235608160562
decision_type=2 2 2 2 2 2
left_child=3 4 -3 5 -2 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=-0.033314353439071076 -0.061618095515935549 0.14211918301390225 -0.0012180188391458164 0.00013478511487076105 0.0039279666990822068 0.050939340961845526
leaf_weight=294.36518903744218 1443.1266619466187 144.71795325307176 8079.3324975239957 11120.140857083486 627.64224246724916 1531.8737349162984
leaf_count=5707 12564 256 22916 176591 1189 4598
internal_value=0 -0.00735622 0.00130427 0.00538567 -0.0417513 0.0373588
internal_weight=0 10294.8 8224.05 12946.4 2070.77 1826.24
internal_count=223821 36925 23172 186896 13753 10305
is_linear=0
shrinkage=0.1


Tree=595
num_leaves=7
num_cat=0
split_feature=180 123 62 180 20 2
split_gain=84.3166 241.23 173.398 148.8 215.181 161.343
threshold=35.192101740294518 438.50000000000006 -0.011405934809381886 39.513386880856764 0.35813426267888943 -0.49888003252330809
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=-0.053864411594293685 0.014054644775928039 -0.041921576588313407 0.0056454497509996612 0.050672351354256628 -0.040453290343695818 -0.007007346338365545
leaf_weight=1058.8023511330393 11300.253825844018 911.12582717032637 4823.1981466033612 504.23361145053059 773.839247033422 12686.793957531918
leaf_count=25070 70916 16736 17776 1576 15117 76630
internal_value=0 -0.0100099 -0.00191247 0.00253973 0.0105612 -0.00480251
internal_weight=0 6793.13 5734.32 25265.1 12074.1 13191
internal_count=223821 59582 34512 164239 86033 78206
is_linear=0
shrinkage=0.1


Tree=596
num_leaves=7
num_cat=0
split_feature=8 129 88 99 35 136
split_gain=57.7723 73.816 117.941 91.2795 57.8779 52.3932
threshold=0.48559422444853545 1.0163628990272082 0.0052236016202724294 0.023626051111719951 -0.066450331639813232 0.014494627687790588
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=0.0029164552902495636 -0.066948963285985846 0.014515827360776473 0.031806937097193948 -0.0070658442470919198 -0.051597115999808929 -0.0043729857825175172
leaf_weight=6837.3873491484846 193.93902587174671 2407.0075741736218 1781.1372045882454 10547.08394042201 266.72680185968056 1971.0246151792817
leaf_count=68816 1796 18909 15144 99147 2689 17320
internal_value=0 0.00171556 0.00888707 -0.00305574 -0.0145436 -0.0100018
internal_weight=0 21572.6 8618.52 12954.1 2431.69 2237.75
internal_count=223821 202016 83960 118056 21805 20009
is_linear=0
shrinkage=0.1


Tree=597
num_leaves=7
num_cat=0
split_feature=126 129 35 100 135 85
split_gain=55.9659 251.614 118.49 103.033 102.114 98.3398
threshold=0.9128015644411972 1.0169607155860019 0.083023742811438275 -0.27804344612720189 -0.073898858179375207 0.14927654058085707
decision_type=2 2 2 2 2 2
left_child=1 -1 3 -2 -3 -4
right_child=2 4 5 -5 -6 -7
leaf_value=0.004761880023578741 0.11237461905154347 1.2950131420144506 -0.0067419698911794545 -0.044124871762540679 0.36387170737627006 0.031706458249782368
leaf_weight=8388.2962207802266 43.890997357200831 1.3300327380420629 4335.3022334908819 1012.649011941945 10.286912691197356 785.80924635561678
leaf_count=110939 438 22 22972 84580 91 4779
internal_value=0 0.00540596 -0.00713281 -0.0376235 0.470479 -0.000842249
internal_weight=0 8399.91 6177.65 1056.54 11.6169 5121.11
internal_count=223821 111052 112769 85018 113 27751
is_linear=0
shrinkage=0.1


Tree=598
num_leaves=7
num_cat=0
split_feature=1 93 91 11 135 23
split_gain=80.4477 232.533 105.744 78.1552 206.096 138.692
threshold=-0.45358261300708097 0.11520259891157042 0.019440923829053745 -0.34024008338169981 0.070463637684731309 -0.073613967824838131
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=0.088201013897981143 0.0050969774343582602 0.090736532734666267 -0.03096402171830679 -0.029121011116992751 -0.049180516155457731 0.0053427861265699442
leaf_weight=388.91168577305507 1810.888951990346 84.102009715512395 472.56669577106368 1289.806071107374 1139.9447236435954 12332.620128899845
leaf_count=3694 16189 453 3817 37980 3074 158614
internal_value=0 0.0288722 -0.0125774 -0.00111643 -0.0158711 0.00207967
internal_weight=0 945.58 556.669 16573.3 2950.83 13622.4
internal_count=223821 7964 4270 215857 19263 196594
is_linear=0
shrinkage=0.1


Tree=599
num_leaves=7
num_cat=0
split_feature=51 90 193 74 64 130
split_gain=92.8909 115.386 202.869 114.527 56.5388 49.6311
threshold=5.4470138986005781 1.3270888681175197 1.4193157785004724 0.47837736009548398 0.13352770159984378 0.31229356805377834
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=-0.04685490874675613 -0.0052813580680465128 -0.042944543652785522 0.019224592578477036 0.010066534756413292 0.062807947847289922 0.00036395605365352219
leaf_weight=74.626184432825539 11887.845571023267 1583.6053770919098 785.11268321610987 8226.4839806963137 451.57229606586043 177.24235918372869
leaf_count=785 192341 3808 1782 22362 2252 491
internal_value=0 -0.00146268 -0.0223386 0.000995719 0.0354404 0.045207
internal_weight=0 22483 2368.72 20114.3 703.441 628.815
internal_count=223821 220293 5590 214703 3528 2743
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
eeg_sp2r_c4min_norm=128
eeg_iqr_c4min_norm=78
eeg_sp2a_c4min_norm=73
eeg_at_c4min_norm=69
eeg_rn_c4min_norm=67
acc_diff_std_ratio=63
eeg_g3b_c4min_norm=62
eeg_kurt_c4min_norm=59
eeg_sp_wave3_c4min_norm=52
eeg_sp2r_p2min_norm=50
acc_diff_avg=50
eeg_ar_c4min_norm=48
acc_diff_std_c4min_norm=48
eeg_sp2a_p2min_norm=41
eeg_petrosian=40
acc_diff_median_c4min_norm=39
eeg_perm=38
eeg_delta4_c4min_norm=35
eeg_g3d_p2min_norm=34
eeg_gama=33
eeg_petrosian_c4min_norm=33
eeg_rn_p2min_norm=33
eeg_sp2d_p2min_norm=33
eeg_sp_wave1_c4min_norm=33
eeg_ar=32
eeg_fdelta_c4min_norm=32
eeg_gr_c4min_norm=32
eeg_sp2d_c4min_norm=32
eeg_sp2r=32
acc_diff_avg_c4min_norm=32
eeg_ar_p2min_norm=31
eeg_dr_c4min_norm=31
eeg_g3d_c4min_norm=31
eeg_gama4=31
eeg_iqr_p2min_norm=30
eeg_theta2_c4min_norm=29
eeg_g3b_p2min_norm=28
eeg_higuchi_p2min_norm=27
eeg_nzc_c4min_norm=27
eeg_fdelta_p2min_norm=26
eeg_hmob_c4min_norm=26
eeg_sp_wave3_p2min_norm=26
eeg_ab_p2min_norm=25
eeg_at_p2min_norm=25
eeg_iqr=25
eeg_std_c4min_norm=25
eeg_ab=24
eeg_alpha2_c4min_norm=24
eeg_gama4_c4min_norm=24
eeg_higuchi_c4min_norm=24
eeg_perm_p2min_norm=24
eeg_theta_c4min_norm=24
acc_diff_median=24
acc_diff_std_p2min_norm=24
eeg_gama4_p2min_norm=23
eeg_perm_c4min_norm=23
acc_diff_std=23
eeg_empty_band2_c4min_norm=22
eeg_gama_c4min_norm=22
eeg_rem_wave_c4min_norm=22
acc_diff_avg_ratio_c4min_norm=22
acc_diff_iqr_p2min_norm=22
acc_diff_median_p2min_norm=22
eeg_as_c4min_norm=21
eeg_beta2_c4min_norm=21
eeg_gama2_p2min_norm=21
eeg_sp_wave2_c4min_norm=21
eeg_ab_c4min_norm=20
eeg_alpha_p2min_norm=20
eeg_g3r_c4min_norm=20
eeg_gama3_c4min_norm=20
eeg_sp_wave1=20
acc_diff_iqr=20
eeg_db_c4min_norm=19
eeg_g3r_p2min_norm=19
eeg_hcomp_c4min_norm=19
eeg_higuchi=19
eeg_rem_wave3_c4min_norm=19
acc_diff_std_ratio_c4min_norm=19
eeg_alpha2_p2min_norm=17
eeg_alpha_c4min_norm=17
eeg_empty_band2=17
eeg_gama3_p2min_norm=17
eeg_petrosian_p2min_norm=17
eeg_n_wave_p2min_norm=16
eeg_db_p2min_norm=15
eeg_dr_p2min_norm=15
eeg_gama2_c4min_norm=15
eeg_gama3=15
eeg_rem_wave=15
eeg_sp_wave1_p2min_norm=15
eeg_sp_wave3=15
eeg_beta_c4min_norm=14
eeg_beta_p2min_norm=14
eeg_empty_band1_c4min_norm=14
eeg_n_wave_c4min_norm=14
eeg_nzc_p2min_norm=14
eeg_sigma_c4min_norm=14
eeg_theta3_c4min_norm=14
eeg_beta3_p2min_norm=13
eeg_dn_c4min_norm=13
eeg_g3b=13
eeg_g3t_p2min_norm=13
eeg_gn_c4min_norm=13
eeg_skew_c4min_norm=13
eeg_g3a=12
eeg_g3a_p2min_norm=12
eeg_nzc=12
eeg_beta3_c4min_norm=11
eeg_delta2_c4min_norm=11
eeg_delta2_p2min_norm=11
eeg_ds_p2min_norm=11
eeg_dt=11
eeg_empty_band2_p2min_norm=11
eeg_g3a_c4min_norm=11
eeg_hcomp_p2min_norm=11
eeg_rem_wave3=11
eeg_sdelta_p2min_norm=11
acc_diff_std_ratio_p2min_norm=11
eeg_beta=10
eeg_da_c4min_norm=10
eeg_delta_c4min_norm=10
eeg_ds_c4min_norm=10
eeg_g3n=10
eeg_gama_p2min_norm=10
eeg_gr=10
eeg_kurt=10
eeg_kurt_p2min_norm=10
eeg_rem_wave3_p2min_norm=10
eeg_sdelta_c4min_norm=10
eeg_theta3_p2min_norm=10
acc_diff_avg_p2min_norm=10
eeg_delta3_c4min_norm=9
eeg_delta4_p2min_norm=9
eeg_dn=9
eeg_dr=9
eeg_dt_p2min_norm=9
eeg_g3n_c4min_norm=9
eeg_g3r=9
eeg_g3t_c4min_norm=9
eeg_gn=9
eeg_rem_wave_p2min_norm=9
eeg_std=9
eeg_theta2_p2min_norm=9
acc_diff_avg_ratio_p2min_norm=9
acc_diff_iqr_c4min_norm=9
eeg_abspow_c4min_norm=8
eeg_alpha=8
eeg_beta2_p2min_norm=8
eeg_beta3=8
eeg_gama2=8
eeg_as=7
eeg_beta2=7
eeg_gn_p2min_norm=7
eeg_hmob=7
eeg_sigma=7
eeg_sp_wave2=7
eeg_sp_wave2_p2min_norm=7
acc_diff_avg_ratio=7
eeg_abspow=6
eeg_da_p2min_norm=6
eeg_dt_c4min_norm=6
eeg_rn=6
eeg_sigma_p2min_norm=6
eeg_sp2a=6
eeg_theta_p2min_norm=6
eeg_delta=5
eeg_delta_p2min_norm=5
eeg_n_wave=5
eeg_skew_p2min_norm=5
eeg_alpha2=4
eeg_delta3_p2min_norm=4
eeg_fdelta=4
eeg_g3n_p2min_norm=4
eeg_hcomp=4
eeg_std_p2min_norm=4
eeg_theta2=4
eeg_abspow_p2min_norm=3
eeg_da=3
eeg_delta2=3
eeg_empty_band1=3
eeg_empty_band1_p2min_norm=3
eeg_g3t=3
eeg_hmob_p2min_norm=3
eeg_delta3=2
eeg_delta4=2
eeg_g3d=2
eeg_as_p2min_norm=1
eeg_at=1
eeg_db=1
eeg_dn_p2min_norm=1
eeg_gr_p2min_norm=1
eeg_sdelta=1
eeg_theta=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:[]
