surfe_diem_v1_usa_southwest_dpd_24h_model.txt

tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=136
objective=regression
feature_names=wdir_lag_1 wdir_lag_3 wdir_lag_6 wdir_lag_12 wspd_lag_1 wspd_lag_3 wspd_lag_6 wspd_lag_12 gst_lag_1 gst_lag_3 gst_lag_6 gst_lag_12 wvht_lag_1 wvht_lag_3 wvht_lag_6 wvht_lag_12 dpd_lag_1 dpd_lag_3 dpd_lag_6 dpd_lag_12 apd_lag_1 apd_lag_3 apd_lag_6 apd_lag_12 mwd_lag_1 mwd_lag_3 mwd_lag_6 mwd_lag_12 pres_lag_1 pres_lag_3 pres_lag_6 pres_lag_12 atmp_lag_1 atmp_lag_3 atmp_lag_6 atmp_lag_12 wtmp_lag_1 wtmp_lag_3 wtmp_lag_6 wtmp_lag_12 dewp_lag_1 dewp_lag_3 dewp_lag_6 dewp_lag_12 vis_lag_1 vis_lag_3 vis_lag_6 vis_lag_12 tide_lag_1 tide_lag_3 tide_lag_6 tide_lag_12 ground_energy_lag_1 ground_energy_lag_3 ground_energy_lag_6 ground_energy_lag_12 ground_dir_lag_1 ground_dir_lag_3 ground_dir_lag_6 ground_dir_lag_12 ground_quality_lag_1 ground_quality_lag_3 ground_quality_lag_6 ground_quality_lag_12 mid_energy_lag_1 mid_energy_lag_3 mid_energy_lag_6 mid_energy_lag_12 mid_dir_lag_1 mid_dir_lag_3 mid_dir_lag_6 mid_dir_lag_12 mid_quality_lag_1 mid_quality_lag_3 mid_quality_lag_6 mid_quality_lag_12 wind_energy_lag_1 wind_energy_lag_3 wind_energy_lag_6 wind_energy_lag_12 wind_dir_lag_1 wind_dir_lag_3 wind_dir_lag_6 wind_dir_lag_12 wind_quality_lag_1 wind_quality_lag_3 wind_quality_lag_6 wind_quality_lag_12 ground_dir_sin_lag_1 ground_dir_sin_lag_3 ground_dir_sin_lag_6 ground_dir_sin_lag_12 ground_dir_cos_lag_1 ground_dir_cos_lag_3 ground_dir_cos_lag_6 ground_dir_cos_lag_12 mid_dir_sin_lag_1 mid_dir_sin_lag_3 mid_dir_sin_lag_6 mid_dir_sin_lag_12 mid_dir_cos_lag_1 mid_dir_cos_lag_3 mid_dir_cos_lag_6 mid_dir_cos_lag_12 wind_dir_sin_lag_1 wind_dir_sin_lag_3 wind_dir_sin_lag_6 wind_dir_sin_lag_12 wind_dir_cos_lag_1 wind_dir_cos_lag_3 wind_dir_cos_lag_6 wind_dir_cos_lag_12 mwd_sin_lag_1 mwd_sin_lag_3 mwd_sin_lag_6 mwd_sin_lag_12 mwd_cos_lag_1 mwd_cos_lag_3 mwd_cos_lag_6 mwd_cos_lag_12 wdir_sin_lag_1 wdir_sin_lag_3 wdir_sin_lag_6 wdir_sin_lag_12 wdir_cos_lag_1 wdir_cos_lag_3 wdir_cos_lag_6 wdir_cos_lag_12 wd_lag_1 wd_lag_3 wd_lag_6 wd_lag_12 bar_lag_1 bar_lag_3 bar_lag_6 bar_lag_12 station_id
feature_infos=[0:360] [0:360] [0:360] [0:360] [0:23] [0:25] [0:23] [0:21.600000381469727] [0:29.299999237060547] [0:31.200000762939453] [0:28.799999237060547] [0:30.799999237060547] [0:10.109999656677246] [0:9.6599998474121094] [0:10.529999732971191] [0:10.609999656677246] [0:23.530000686645508] [0:23.530000686645508] [0:23.530000686645508] [0:23.530000686645508] [0:18.389999389648438] [0:18.370000839233398] [0:18.340000152587891] [0:17.819999694824219] [0:468] [0:376] [0:464] [0:497] [0:1038.300048828125] [0:1038.4000244140625] [0:1038.0999755859375] [0:1039.4000244140625] [-0.30000001192092896:28.100000381469727] [0:27.799999237060547] [0:27.799999237060547] [0:25.799999237060547] [0:24.600000381469727] [0:25] [0:24.5] [0:24.299999237060547] [-8.1999998092651367:22.899999618530273] [-7.4000000953674316:23.600000381469727] [-9.6000003814697266:22.700000762939453] [-9.6000003814697266:23.299999237060547] none none none none none none none none [0:886.52001953125] [0:1111.5999755859375] [0:793.71002197265625] [0:891.84002685546875] [0:359.96563720703125] [0:359.97222900390625] [0:359.94985961914062] [0:359.96563720703125] [0:0.96870046854019165] [0:0.96870046854019165] [0:0.9674067497253418] [0:0.9666094183921814] [0:314.1300048828125] [0:305.04998779296875] [0:280.6400146484375] [0:305.97000122070312] [0:359.89443969726562] [0:359.93402099609375] [0:359.70233154296875] [0:359.98739624023438] [0:0.97000002861022949] [0:0.96919798851013184] [0:0.97000002861022949] [0:0.96871429681777954] [0:128.30999755859375] [0:118.75] [0:122.26999664306641] [0:140.55000305175781] [0:359.89752197265625] [0:359.93356323242188] [0:359.919189453125] [0:359.97256469726562] [0:0.95513111352920532] [0:107.560546875] [0:740.2547607421875] [0:0.95944398641586304] [-1:0.99999994039535522] [-1:0.99999988079071045] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.9999355673789978] [-1:0.99987000226974487] [-1:0.999991774559021] [-1:0.99999958276748657] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.99999558925628662] [-1:0.99999916553497314] [-1:0.99999499320983887] [-1:0.99999678134918213] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [0:360] [0:360] [0:360] [0:360] [0:1031.9000244140625] [0:1031.5] [0:1032.9000244140625] [0:1031.4000244140625] -1:0:5:6:7:9:11:8:10:4:3:2:1:12
tree_sizes=2957 3093 3093 3073 3101 3117 3119 3120 3115 3113 3109 3122 3074 3103 3114 3103 3087 3086 3119 3089 3110 3123 3132 3124 3105 3142 3098 3105 3100 3131 3129 3129 3110 3115 3113 3106 3110 3165 3125 3127 3146 3140 3147 3135 3126 3141 3160 3131 3133 3140 3151 3147 3143 3144 3161 3155 3141 3172 3165 3139 3183 3140 3140 3168 3170 3163 3149 3157 3154 3156 3130 3142 3120 3158 3195 3192 3166 3190 3162 3157 3184 3195 3156 3189 3193 3175 3178 3174 3195 3144 3182 3193 3175 3171 3178 3183 3169 3191 3190 3160 3157 3146 3167 3187 3154 3180 3152 3160 3204 3146 3183 3173 3186 3151 3159 3148 3172 3166

Tree=0
num_leaves=31
num_cat=3
split_feature=16 16 20 17 19 16 20 20 19 136 52 20 20 20 136 16 20 17 25 16 122 52 20 20 52 16 136 17 28 20
split_gain=2.49523e+06 402904 310401 169095 81376.1 75984.3 69796.3 64897.3 58882.1 54225.5 36986.7 35953.1 26381.6 20510.6 19903.2 18870 18760.2 17308.8 17181.1 14939.9 14074.2 13205.4 12792.9 12029.1 10573.8 9394.91 8979.96 8419.25 8270.77 8005.79
threshold=10.405000209808351 15.405000209808351 6.1949999332427987 12.309999942779543 9.5450000762939471 18.219999313354496 6.8550000190734872 6.7550001144409189 10.405000209808351 0 3.6650000810623173 6.6749999523162851 4.9649999141693124 7.0150001049041757 1 11.775000095367433 5.4149999618530282 14.550000190734865 288.50000000000006 17.029999732971195 1.0000000180025095e-35 2.554999947547913 5.6150000095367441 5.3150000572204599 6.4149999618530282 20.524999618530277 2 10.405000209808351 1017.0499877929689 8.9749999046325701
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2
left_child=2 3 4 7 9 11 16 22 10 12 13 14 -1 27 -3 28 -5 29 -11 -13 23 -20 -2 -6 -10 -7 -18 -4 -9 -8
right_child=1 5 8 6 20 25 17 15 24 18 -12 19 -14 -15 -16 -17 26 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=11.230197318097465 11.379649957001053 11.549732580084653 11.344868019881822 11.42123093109671 11.319361172152478 11.625459036760665 11.488696140270111 11.429924563941315 11.41813816142345 11.353941400926056 11.423086322590855 11.546172345733982 11.286682001278281 11.390077450866917 11.477181763829913 11.474950665617637 11.496351611031093 11.523639052213969 11.300315541632745 11.587546018805076 11.403779843963743 11.349939489205591 11.419089116917309 11.363440740911132 11.46694146813441 11.702381067034574 11.459811591617425 11.403298580357305 11.459560959202713 11.513330399117921
leaf_weight=30234 29082 15140 86861 25690 24776 17465 106315 54889 57367 27630 30628 62510 65361 45071 25276 85241 23428 93141 76433 33519 13019 16258 70179 41239 13761 5137 59778 6636 41221 47814
leaf_count=30234 29082 15140 86861 25690 24776 17465 106315 54889 57367 27630 30628 62510 65361 45071 25276 85241 23428 93141 76433 33519 13019 16258 70179 41239 13761 5137 59778 6636 41221 47814
internal_value=11.4307 11.4868 11.3472 11.4691 11.3129 11.558 11.4919 11.44 11.3894 11.297 11.3734 11.544 11.2688 11.3624 11.5044 11.4578 11.4586 11.5066 11.3193 11.5606 11.3563 11.309 11.4075 11.3469 11.4276 11.6429 11.4701 11.349 11.4426 11.4963
internal_weight=1.3311e+06 795825 535274 636778 294950 159047 356166 280612 240324 215916 169196 136445 95595 138568 40416 181351 108896 247270 120321 96029 79034 92691 99261 66015 71128 22602 83206 93497 96110 154129
internal_count=1331099 795825 535274 636778 294950 159047 356166 280612 240324 215916 169196 136445 95595 138568 40416 181351 108896 247270 120321 96029 79034 92691 99261 66015 71128 22602 83206 93497 96110 154129
cat_boundaries=0 1 2 3
cat_threshold=2188 1056 32
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=4
split_feature=16 16 21 17 19 16 21 52 21 136 17 21 21 16 21 136 17 25 16 2 52 21 19 136 21 28 136 16 28 17
split_gain=2.25196e+06 363624 268059 152609 73930.6 68575 58262 55038.4 51016.9 47669.1 40056.8 29220.2 23229.8 20111.2 19570.2 17363.2 16048.7 15754.1 14027.3 13567 12441.8 12234.4 10467.8 9079.02 8864.38 8725.28 8604.49 8478.91 8162.66 7722.26
threshold=10.405000209808351 15.405000209808351 6.1849999427795419 12.309999942779543 9.5450000762939471 18.219999313354496 6.9049999713897714 4.4049999713897714 6.4849998950958261 0 10.405000209808351 6.6050000190734872 5.1349999904632577 11.775000095367433 7.0650000572204599 1 14.039999961853029 250.50000000000003 17.029999732971195 202.50000000000003 2.554999947547913 5.7449998855590829 10.405000209808351 2 5.1649999618530282 1018.3500061035157 3 20.524999618530277 1019.9500122070314 15.405000209808351
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 1 2 2 2
left_child=2 3 4 8 9 11 21 10 28 12 14 15 -1 25 22 -3 -8 -11 -13 -6 -19 23 26 -5 -21 -10 -4 -7 -2 -12
right_child=1 5 7 6 19 27 16 -9 13 17 29 18 -14 -15 -16 -17 -18 20 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.18281720643156063 -0.033023772185089957 0.11432020439264577 -0.10254805470784506 0.035949494094938944 -0.033545059261073103 0.18497075481739694 0.061736971724774319 0.010955229855926028 -0.002668874932142162 -0.041725079420427781 -0.011949373448195326 0.10851754548568326 -0.13261023382317746 0.039133169283499386 -0.035961789602196564 0.046060388877459231 0.088104270570723509 -0.11794461695789971 0.14854299280207497 -0.11110916498033857 -0.072321599377977719 0.040449590863582595 -0.037622077319794105 -0.013128396554078088 -0.068665896385990785 0.027329295497260927 -0.070062032852615683 0.25804668211370724 0.0081837174727875939 0.068843607661250708
leaf_weight=38635 64037 14885 29832 15328 19563 17465 152749 42928 71666 8956 34376 62991 57071 93486 49098 25021 92752 93536 33548 17767 17785 70908 16970 24429 39993 36629 65528 5137 14794 3236
leaf_count=38635 64037 14885 29832 15328 19563 17465 152749 42928 71666 8956 34376 62991 57071 93486 49098 25021 92752 93536 33548 17767 17785 70908 16970 24429 39993 36629 65528 5137 14794 3236
internal_value=-5.06602e-05 0.0532858 -0.0793492 0.0363947 -0.111487 0.120913 0.0581214 -0.0403928 0.00881825 -0.126507 -0.0514673 0.10755 -0.152862 0.0221437 -0.0622944 0.0715616 0.0716987 -0.105514 0.122427 -0.0695327 -0.110656 0.0280012 -0.0738041 0.00579894 -0.0817215 0.00747751 -0.0802429 0.20158 -0.0252905 -0.00499824
internal_weight=1.3311e+06 795825 535274 636778 293306 159047 356166 241968 280612 215983 199040 136445 95706 201781 161428 39906 245501 120277 96539 77323 111321 110665 112330 39757 57760 108295 95360 22602 78831 37612
internal_count=1331099 795825 535274 636778 293306 159047 356166 241968 280612 215983 199040 136445 95706 201781 161428 39906 245501 120277 96539 77323 111321 110665 112330 39757 57760 108295 95360 22602 78831 37612
cat_boundaries=0 1 2 3 4
cat_threshold=2188 1056 32 2192
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=5
split_feature=16 16 20 20 16 19 17 19 17 136 52 20 20 20 20 20 136 25 17 121 17 16 20 52 52 136 136 28 117 136
split_gain=2.0324e+06 328175 256265 138380 61888.1 61429 56004.2 55619.6 50972.1 41862.1 34206.4 30404.3 21702.5 20249.4 19927.7 19447.6 14719 13955.8 13672.3 11751.1 11341.3 10318.2 9604.28 9551.32 9364.52 8505.36 8483.73 8398.84 8103.71 7880.03
threshold=10.405000209808351 15.405000209808351 6.0950000286102304 7.3949999809265146 18.219999313354496 9.5450000762939471 12.309999942779543 10.405000209808351 12.309999942779543 0 3.1650000810623173 6.3550000190734872 5.7750000953674325 6.0350000858306894 4.9249999523162851 6.9549999237060556 1 287.50000000000006 17.029999732971195 0.078456107527017607 14.039999961853029 11.775000095367433 4.9949998855590829 6.1349999904632577 2.9250000715255742 2 3 1019.2500000000001 -0.30069434642791742 4
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 2 2 1
left_child=2 3 5 6 11 9 13 10 21 14 15 16 26 -2 -1 28 -3 -11 -13 22 -10 -5 -7 -9 -19 -14 -8 -15 -4 -30
right_child=1 4 7 8 -6 19 12 23 20 17 -12 18 25 27 -16 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.18321589044388664 -0.037109717900632451 0.11080969209614372 -0.026047292058346716 0.017869925618108639 0.19150054181714404 -0.11463458056108625 0.030286113946015492 -0.012528711840625741 0.062814007207353931 -0.070305496117731958 -0.012698920837298644 0.10251085144284947 0.070611541593056257 -0.0073915675054050641 -0.13273425085754634 -0.039285412876486528 0.037368944314007675 -0.11895062455489687 0.14094569398482445 -0.022264111414235961 0.086877715296450109 0.046328219716009658 -0.067519439409465587 0.032241319065430943 -0.070269370002451884 0.036422966972410376 -0.015746608197213279 0.024377921883118638 -0.10325552025716418 -0.071965767315291335
leaf_weight=28454 50453 9817 6942 64736 22602 14004 16087 60571 127282 25606 38531 69493 23305 73742 62467 47505 22447 73569 34688 11060 79576 62702 47520 14830 11411 83461 26455 28979 29863 62941
leaf_count=28454 50453 9817 6942 64736 22602 14004 16087 60571 127282 25606 38531 69493 23305 73742 62467 47505 22447 73569 34688 11060 79576 62702 47520 14830 11411 83461 26455 28979 29863 62941
internal_value=-4.81233e-05 0.0506216 -0.0753819 0.034575 0.114867 -0.109154 0.0100715 -0.0399413 0.0567466 -0.12336 -0.0546406 0.102173 0.0318627 -0.0111698 -0.148516 -0.0656155 0.0597608 -0.102654 0.115308 -0.0697138 0.0720711 0.031872 -0.0782437 -0.00372326 -0.112414 0.0438957 0.0016638 0.00157104 -0.0781554 -0.0820532
internal_weight=1.3311e+06 795825 535274 636778 159047 274091 302482 261183 334296 201507 185782 136445 149308 153174 90921 147251 32264 110586 104181 72584 206858 127438 61524 75401 84980 106766 42542 102721 99746 92804
internal_count=1331099 795825 535274 636778 159047 274091 302482 261183 334296 201507 185782 136445 149308 153174 90921 147251 32264 110586 104181 72584 206858 127438 61524 75401 84980 106766 42542 102721 99746 92804
cat_boundaries=0 1 2 3 4 5
cat_threshold=2188 32 32 32 2192
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=6
split_feature=16 20 16 20 17 17 16 136 17 52 20 20 20 17 25 20 17 52 30 136 17 136 19 25 19 136 38 136 136 16
split_gain=1.83436e+06 317350 241620 101350 87504.3 62785.7 55853.3 46513.7 37999.6 31754.3 27846.7 24773.4 22355.5 21078.8 19093.1 18232.8 15033.9 15001.5 12231.6 12148.4 11040 11031.5 10342.7 9602.33 9411.49 8670.91 8534.1 7791.78 7691.16 7652.21
threshold=10.960000038146974 6.2950000762939462 15.405000209808351 7.0750000476837167 9.5450000762939471 10.405000209808351 18.219999313354496 0 13.344999790191652 4.4049999713897714 5.9349999427795419 5.4149999618530282 5.2349998950958261 12.309999942779543 250.50000000000003 7.3949999809265146 17.029999732971195 1.9149999618530276 1017.6499938964845 1 15.405000209808351 2 10.405000209808351 234.50000000000003 8.7100000381469744 3 15.550000190734865 4 5 20.524999618530277
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 1 1 2
left_child=1 4 3 11 7 9 10 12 18 15 21 19 26 -13 -9 22 -12 24 -5 -2 -7 -4 28 -14 -16 -6 -1 -15 -3 -8
right_child=2 5 6 8 25 20 29 14 -10 -11 16 13 23 27 17 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.14034775720796241 0.015351480429056069 -0.080877302411690263 0.091113676558325557 0.028136192780399562 -0.06881040131672149 0.0044426251810070188 0.16614719822793783 -0.021139746034949378 0.07366450091126675 0.0052000487251863299 0.094299022498436844 8.594910654192368e-05 -0.0073208306558433939 0.05938923067663561 -0.11484585361542921 -0.016011096385562675 0.13290877237035822 -0.069361617421761154 0.054323431585031313 -0.041988231468780154 0.074709225880244243 0.017396622661014213 -0.028619276664424993 -0.1193494547953167 -0.084146618188075353 -0.033333879110293597 -0.18470434370602956 0.027174837975296625 -0.053264969617627535 0.2355693218185671
leaf_weight=20770 13900 44576 8121 96719 28340 90043 17465 8708 161052 31333 77380 72818 1987 25568 84574 31785 37398 36985 82733 27517 5960 13546 23769 51189 35422 44106 22690 70866 58642 5137
leaf_count=20770 13900 44576 8121 96719 28340 90043 17465 8708 161052 31333 77380 72818 1987 25568 84574 31785 37398 36985 82733 27517 5960 13546 23769 51189 35422 44106 22690 70866 58642 5137
internal_value=-4.56814e-05 -0.0628227 0.0548344 0.0391684 -0.0958693 -0.0241553 0.109125 -0.109303 0.056033 -0.0408002 0.0970652 0.0119101 -0.13689 0.0203918 -0.0931993 -0.0498782 0.106879 -0.0972026 0.0402093 -0.0227508 0.00880487 0.0450766 -0.0583551 -0.115163 -0.105784 -0.047226 -0.163506 0.035725 -0.0652027 0.181926
internal_weight=1.3311e+06 620879 710220 551173 334771 286108 159047 262325 340504 190105 136445 210669 96636 169252 165689 158772 114778 156981 179452 41417 96003 21667 126987 53176 119996 72446 43460 96434 103218 22602
internal_count=1331099 620879 710220 551173 334771 286108 159047 262325 340504 190105 136445 210669 96636 169252 165689 158772 114778 156981 179452 41417 96003 21667 126987 53176 119996 72446 43460 96434 103218 22602
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2184 32 1056 6296 32 2202
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=5
split_feature=16 16 20 20 17 18 16 18 52 136 16 20 20 20 20 136 20 25 17 30 121 16 28 117 136 136 52 20 136 52
split_gain=1.65822e+06 266949 210962 116474 56956.5 52341.6 50407.1 49600.1 33665.9 32752.7 27306.3 25563.3 24580 19950.1 16619.9 15111.6 13920 13834 12136.8 11438.4 10638.2 10205.3 9962.76 9360.75 9058.81 8655.5 7940.23 7512.38 7027.09 6957.78
threshold=10.405000209808351 15.405000209808351 6.0150001049041757 7.8350000381469735 11.775000095367433 10.405000209808351 18.219999313354496 8.7100000381469744 3.1650000810623173 0 13.344999790191652 6.8150000572204599 5.8949999809265146 6.9549999237060556 6.0950000286102304 1 4.8849999904632577 253.50000000000003 13.344999790191652 1016.5499877929689 1.0000000180025095e-35 17.029999732971195 1020.1499938964845 -0.41467745602130884 2 3 5.8849999904632577 5.3949999809265146 4 1.9950000047683718
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 2 2 1 2
left_child=2 3 7 4 14 8 11 9 13 16 19 15 25 22 -2 -3 -1 -11 -14 -5 24 -13 23 -4 -9 -6 -16 -17 -25 -19
right_child=1 6 5 10 12 -7 -8 20 -10 17 -12 21 18 -15 26 27 -18 29 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.16855253995684463 -0.038038383312142744 0.10693536601905283 -0.017362748854338063 0.026527909518538558 0.026700268676588687 0.001735542651456205 0.17282923685442653 -0.1049548555297625 -0.011048757628815978 -0.035188882957451657 0.074553485502479339 0.094943270071962071 0.024139984706781539 -0.033840638527904553 -0.0075685186399336224 -0.0050599946583949869 -0.12426451290281695 -0.10847072579593631 0.050422214033531657 0.055137732105840956 -0.021508904817712952 0.12976235382132734 -0.023147547078473048 -0.098738796604491613 -0.06275093059817928 -0.013644265195914041 0.027453440951400065 0.054847033405150895 -0.070363847166415569 -0.074669033236584789
leaf_weight=26040 41715 12637 6491 64382 20455 64086 22602 17630 44462 8642 119481 60170 83735 51164 80011 6645 55678 72413 92394 76386 11162 32363 9884 32022 46335 37931 20288 24630 69988 19277
leaf_count=26040 41715 12637 6491 64382 20455 64086 22602 17630 44462 8642 119481 60170 83735 51164 80011 6645 55678 72413 92394 76386 11162 32363 9884 32022 46335 37931 20288 24630 69988 19277
internal_value=-4.34231e-05 0.0457249 -0.0680901 0.0312524 0.0134743 -0.0379043 0.103669 -0.100731 -0.0497745 -0.114837 0.0569739 0.0922123 0.0286072 -0.0599298 -0.0115155 0.0607959 -0.13836 -0.0956547 0.0379272 0.0420527 -0.0665497 0.107121 -0.0712051 -0.075583 -0.0744094 0.000492309 -0.000484445 0.0421051 -0.0792876 -0.101364
internal_weight=1.3311e+06 795825 535274 636778 376529 278097 159047 257177 214011 182050 260249 136445 234515 169549 142014 43912 81718 100332 176129 140768 75127 92533 118385 108501 63965 58386 100299 31275 102010 91690
internal_count=1331099 795825 535274 636778 376529 278097 159047 257177 214011 182050 260249 136445 234515 169549 142014 43912 81718 100332 176129 140768 75127 92533 118385 108501 63965 58386 100299 31275 102010 91690
cat_boundaries=0 1 2 3 4 5
cat_threshold=2188 32 2176 32 2192
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=4
split_feature=17 17 20 20 19 17 18 136 53 18 18 20 20 20 24 20 24 20 20 17 28 136 116 20 20 136 136 30 17 53
split_gain=1.45484e+06 232486 199762 115573 54861.8 47075.4 41486.6 35230.6 32602.8 31272.9 21883.1 21581.8 20648.8 17455.5 16946.4 16292.2 14719.5 13681.7 13154.2 11098.6 9624.07 9316.43 9169.47 9154.41 8007.52 7733.29 7117.11 7614.17 6928.97 6894.74
threshold=10.405000209808351 15.405000209808351 6.3550000190734872 7.5150001049041757 8.7100000381469744 18.219999313354496 12.309999942779543 0 4.5950000286102304 12.309999942779543 10.405000209808351 5.8750000000000009 5.3550000190734872 5.7950000762939462 287.50000000000006 5.2950000762939462 239.50000000000003 7.2750000953674325 4.9949998855590829 17.029999732971195 1018.7500000000001 1 -0.3172925859689712 9.7650003433227557 8.9449996948242205 2 3 1018.5499877929689 20.524999618530277 2.5749999284744267
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 2 2
left_child=2 3 4 6 7 11 13 15 10 24 17 21 -8 -2 -9 -1 -6 22 -18 -13 -15 -3 -4 -11 -5 -14 -24 -28 -7 -16
right_child=1 5 8 9 16 28 12 14 -10 23 -12 19 25 20 29 -17 18 -19 -20 -21 -22 -23 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.15040283968166368 -0.037974241794311608 0.082432844771320707 -0.0021508421883544861 0.024277145277181035 -0.014910396487873534 0.14870447439926696 -0.015928558932016713 -0.050931154771424417 0.015599675279882354 0.057719725724337645 -0.00029469888845538199 0.083045492230875748 0.056151893851741463 -0.0092433648777325694 -0.10286510704360018 -0.10759352907587412 -0.10947765634075908 -0.017383731186197966 -0.060480896174283809 0.11560922706762888 0.02058709979803159 0.012598693613847384 -0.075425218258220988 0.08405700257535173 0.058666966307254854 0.027769092276666109 -0.053382358278045161 0.0045461609354418321 0.21459938680741208 -0.066249175591613155
leaf_weight=42010 39531 7600 8017 93906 14864 17550 24116 26712 38603 154209 35652 75719 31147 86087 72642 47191 16217 35267 88204 39983 39419 12858 35820 41974 20649 105007 52276 6363 5163 15621
leaf_count=42010 39531 7600 8017 93906 14864 17550 24116 26712 38603 154209 35652 75719 31147 86087 72642 47191 16217 35267 88204 39983 39419 12858 35820 41974 20649 105007 52276 6363 5163 15621
internal_value=2.72151e-05 0.0429406 -0.06368 0.0294264 -0.088404 0.0970442 0.00859572 -0.104143 -0.0259569 0.0512338 -0.0352086 0.085928 0.026715 -0.00900023 -0.0858171 -0.127741 -0.0614636 -0.0442454 -0.0680903 0.0942985 0.000125805 0.038588 -0.0534898 0.0633547 0.030476 0.0342682 -0.0578471 -0.0470884 0.163683 -0.0963847
internal_weight=1.33038e+06 794918 535459 636045 323461 158873 325307 204176 211998 310738 173395 136160 160270 165037 114975 89201 119285 137743 104421 115702 125506 20458 102476 196183 114555 136154 94459 58639 22713 88263
internal_count=1330377 794918 535459 636045 323461 158873 325307 204176 211998 310738 173395 136160 160270 165037 114975 89201 119285 137743 104421 115702 125506 20458 102476 196183 114555 136154 94459 58639 22713 88263
cat_boundaries=0 1 2 3 4
cat_threshold=2188 1056 32 2200
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=3
split_feature=16 20 16 20 17 16 19 136 16 20 25 20 52 20 25 17 17 136 136 31 20 52 52 16 52 16 118 38 29 118
split_gain=1.3763e+06 235494 180823 75188.5 74780 42541.7 35515.5 34814.5 29456.6 20090.4 19072.2 18466.3 17543.3 15988.9 14739.5 13838.6 13212.6 12791.2 12375.9 10991.9 9906.21 9871.15 9320.47 9053.72 8113.21 6655.08 6315.07 6250.53 6163.79 6363.96
threshold=10.960000038146974 6.4949998855590829 15.405000209808351 7.055000066757203 8.7100000381469744 18.219999313354496 10.405000209808351 0 13.344999790191652 6.6549999713897714 232.50000000000003 5.7950000762939462 4.7149999141693124 5.3150000572204599 244.50000000000003 11.269999980926515 13.344999790191652 1 2 1016.9500122070314 7.555000066757203 2.1550000905990605 1.4650000333786013 17.029999732971195 6.4149999618530282 20.524999618530277 0.38266885280609136 15.650000095367433 1020.2500000000001 -0.43049471080303187
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 11 7 9 12 10 19 18 -1 17 20 27 -9 22 -13 -2 -4 -5 28 26 -6 -11 -8 -7 -16 -12 29 -3
right_child=2 6 5 8 15 25 24 14 -10 23 13 16 -14 -15 21 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0077973810487787232 0.020290148331665314 -0.00050243085391512426 0.090192912149828414 0.022216806437565101 -0.068757046354199922 0.14333495784064795 -0.00066967717823754119 -0.00975106143095778 0.064060103749104175 0.085126626192970456 -0.12616894711818741 0.0084613883323067865 0.0084155990189487533 -0.10247770568459956 -0.070228960362184747 -0.023529990522845615 0.040169000138786937 -0.025232693170009386 0.032575889310139064 0.046764316221584092 -0.0089845338051572493 -0.058024025350302613 -0.032364558039312499 0.11725667065903228 0.033996222845129688 0.20806184722757148 -0.097564622295648981 -0.16272219020256501 -0.0066046699544927388 -0.054001134528932571
leaf_weight=3827 22809 5957 14910 89803 66046 17534 79796 7238 160286 62689 25989 83226 22478 52229 28999 39391 54285 47661 24947 92656 21480 30817 23982 33718 21406 5134 77842 21264 8819 83159
leaf_count=3827 22809 5957 14910 89803 66046 17534 79796 7238 160286 62689 25989 83226 22478 52229 28999 39391 54285 47661 24947 92656 21480 30817 23982 33718 21406 5134 77842 21264 8819 83159
internal_value=2.5893e-05 -0.0543512 0.0475881 0.0340296 -0.079061 0.0945704 -0.0159668 -0.0951277 0.048421 0.0840195 -0.117319 0.010313 -0.0321069 -0.121544 -0.0792921 -0.0482477 0.0209786 -0.010499 0.0541605 0.0346825 -0.0397346 -0.0829543 -0.0590627 0.096364 0.00666277 0.157995 -0.0901451 -0.142618 -0.046479 -0.050425
internal_weight=1.33038e+06 620719 709658 550726 377624 158932 243095 248205 342745 136264 103309 207981 141893 99482 144896 129419 137511 70470 39857 182459 119415 137658 90028 96407 101202 22668 106841 47253 97935 89116
internal_count=1330377 620719 709658 550726 377624 158932 243095 248205 342745 136264 103309 207981 141893 99482 144896 129419 137511 70470 39857 182459 119415 137658 90028 96407 101202 22668 106841 47253 97935 89116
cat_boundaries=0 1 2 3
cat_threshold=2188 32 1056
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=3
split_feature=16 16 20 16 20 19 18 20 17 52 136 17 20 16 136 20 20 136 28 52 121 20 52 20 28 117 117 121 26 52
split_gain=1.24295e+06 202513 157841 71610 65921.9 44415.4 35708.1 32513.7 25642.3 25363.2 24700.3 20536.8 15848.1 14085.3 13129.8 11159.4 9953.83 9212.86 9017.58 8943.59 8915.36 8910.74 7399.9 6960.71 6733.12 6852.05 6353.08 6350.58 5790.69 5622.15
threshold=10.405000209808351 14.550000190734865 5.9149999618530282 17.029999732971195 7.1549999713897714 10.405000209808351 9.5450000762939471 6.0950000286102304 11.775000095367433 3.0249999761581425 0 11.775000095367433 6.7550001144409189 20.524999618530277 1 4.8450000286102304 8.6050000190734881 2 1017.2500000000001 3.0749999284744267 0.11319890245795251 5.3550000190734872 6.4149999618530282 5.9349999427795419 1021.1499938964845 -0.33379416167736048 0.53727915883064281 0.078456107527017607 235.50000000000003 1.6449999809265139
decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 6 7 11 9 10 14 -6 12 15 19 24 23 -3 -1 17 -9 -10 -2 29 -13 -7 -5 25 -4 -11 -8 -17 -12
right_child=1 3 5 13 8 22 27 16 18 26 20 21 -14 -15 -16 28 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.14617020480474258 -0.027184467473964382 0.058523659606726001 -0.02003096756267678 0.069054694159972216 0.013834303368700404 -0.010613718711559049 -0.058477779110281493 0.080947952010678836 0.034688939453876008 0.013838904234403197 -0.094150267208609972 -0.017880386706568285 -0.035818188380822527 0.19765875692226076 0.00072904518350509144 -0.011802721496866939 0.083341622395122855 0.048270248540182914 0.055488385193949601 0.010133269725134619 -0.03160129542009512 0.018870363317634042 0.028322646840830568 0.11799195595207719 -0.015135593655961694 -0.073475849263083093 -0.026330183315405695 -0.0069748428973087214 -0.10963640279061358 -0.06630703136292726
leaf_weight=26341 69122 15021 6400 8364 90802 67924 40982 32018 98829 14806 69661 19657 64915 5134 28396 1553 71956 66653 110236 20913 7899 102498 14875 55367 5892 95288 29367 7009 57990 24509
leaf_count=26341 69122 15021 6400 8364 90802 67924 40982 32018 98829 14806 69661 19657 64915 5134 28396 1553 71956 66653 110236 20913 7899 102498 14875 55367 5892 95288 29367 7009 57990 24509
internal_value=2.46424e-05 0.039687 -0.0588651 0.0736384 0.020929 -0.0347679 -0.0894499 0.0593698 0.0360202 -0.0466715 -0.0992788 -0.000397888 -0.0553285 0.117988 0.0207379 -0.119059 0.0691999 0.058887 0.0456561 -0.0185164 -0.0826158 0.0129565 -0.00361873 0.111569 -0.0671012 -0.0701122 -0.0128662 -0.0509559 -0.107085 -0.0869037
internal_weight=1.33038e+06 794966 535411 282909 512057 299467 235944 214044 299867 216668 187953 212190 172495 68865 43417 85884 170627 98671 209065 90035 102069 122155 82799 63731 107580 101688 44173 47991 59543 94170
internal_count=1330377 794966 535411 282909 512057 299467 235944 214044 299867 216668 187953 212190 172495 68865 43417 85884 170627 98671 209065 90035 102069 122155 82799 63731 107580 101688 44173 47991 59543 94170
cat_boundaries=0 1 2 3
cat_threshold=2188 32 3104
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=4
split_feature=16 20 17 20 19 18 16 17 20 52 20 136 16 136 16 20 20 52 16 31 117 20 136 28 17 136 18 25 16 0
split_gain=1.12388e+06 193643 154442 64848.4 57392.6 37306.7 32170.2 31247.5 29042.3 18831.9 16960.9 14349.5 12995.9 11302.9 11166 10911.9 10881.7 10267 9675.14 9642.15 7282.46 6950.97 7050.88 6946.44 6634.95 6402.53 6316.44 6072.16 5852.55 5749.66
threshold=10.960000038146974 6.3550000190734872 15.405000209808351 7.0150001049041757 9.5450000762939471 10.405000209808351 13.344999790191652 18.219999313354496 5.4749999046325692 4.7149999141693124 5.555000066757203 0 12.309999942779543 1 18.219999313354496 5.3550000190734872 7.3350000381469735 1.7549999952316286 17.029999732971195 1017.4500122070314 -0.41467745602130884 7.1549999713897714 2 1019.8500061035157 8.7100000381469744 3 11.775000095367433 291.50000000000006 17.029999732971195 216.50000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2
left_child=1 4 3 10 8 9 19 18 11 16 13 -1 -12 -2 -8 -6 20 24 21 -5 -3 22 -4 25 -10 -22 -7 -13 -14 -17
right_child=2 5 7 6 15 26 14 -9 17 -11 12 27 28 -15 -16 29 -18 -19 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12586513480993852 0.018019260073208334 0.0027153935789290145 0.081342590892728384 0.018825952544312276 -0.066010000223982165 -0.0031577928336380769 0.058009669059716801 0.14438137013469932 -0.086343713188063831 0.0073544046121528234 -0.0022089773817573054 -0.0631250739053663 0.02521746233231964 -0.030784052990707206 0.14422266536089101 -0.0097608798882002096 -0.014443944693103967 -0.046246536524459994 0.10243150575650349 0.041885118607500452 -0.069823319072600074 0.081117423599862917 0.034061533026162376 -0.012062324630408372 -0.056837042342981071 -0.043149940015159427 0.022736250131081326 -0.099526265136960751 0.079587714295439843 -0.041018059983602931
leaf_weight=51146 17570 7117 12960 96313 34675 61371 165337 21495 79325 26309 54560 16001 97923 36496 3843 20908 35477 30418 32858 85649 37971 59177 20264 11051 25074 55672 38217 40338 5213 49649
leaf_count=51146 17570 7117 12960 96313 34675 61371 165337 21495 79325 26309 54560 16001 97923 36496 3843 20908 35477 30418 32858 85649 37971 59177 20264 11051 25074 55672 38217 40338 5213 49649
internal_value=2.34814e-05 -0.0491148 0.0430035 0.0310936 -0.073875 -0.017616 0.0442727 0.0886861 -0.0872654 -0.0316109 0.00924016 -0.106652 0.0175257 -0.0149266 0.059968 -0.0430428 -0.0385709 -0.071809 0.0791285 0.0296798 -0.0462263 0.0708419 0.0525396 -0.0495533 -0.079257 -0.0539777 0.00677907 -0.089172 0.0279656 -0.0317557
internal_weight=1.33038e+06 620719 709658 562904 347534 273185 351142 146754 242302 173597 211762 107485 157696 54066 169180 105232 147288 134817 125259 181962 111811 92401 33224 104694 104399 93643 99588 56339 103136 70557
internal_count=1330377 620719 709658 562904 347534 273185 351142 146754 242302 173597 211762 107485 157696 54066 169180 105232 147288 134817 125259 181962 111811 92401 33224 104694 104399 93643 99588 56339 103136 70557
cat_boundaries=0 1 2 3 4
cat_threshold=2184 32 1056 2202
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=4
split_feature=16 17 20 20 18 16 18 17 52 16 20 136 20 29 20 38 18 25 16 136 16 29 117 117 136 29 136 20 29 24
split_gain=1.01451e+06 169052 129371 76261.2 38928.6 35745.4 29571.3 28925.2 23881.7 22044.1 20754 19659.9 14246.2 13784.5 9447.13 9230.35 9082.59 9018.15 9013.43 8059.63 7688.42 7598.89 7823.43 6711.48 6484.6 6365.13 6205.21 8050.89 5802.98 5785.67
threshold=10.405000209808351 15.405000209808351 5.8750000000000009 7.8150000572204599 10.405000209808351 12.309999942779543 9.5450000762939471 18.219999313354496 2.9750000238418584 12.309999942779543 5.7750000953674325 0 6.7550001144409189 1019.1499938964845 5.7950000762939462 15.550000190734865 17.029999732971195 294.50000000000006 17.029999732971195 1 17.029999732971195 1020.5499877929689 -0.3172925859689712 0.33379416167736059 2 1016.2500000000001 3 6.9949998855590829 1015.9500122070314 236.50000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2
left_child=2 3 6 5 8 13 11 16 12 28 19 15 21 14 -2 29 26 -13 -11 -7 24 22 -4 -10 -12 -25 -3 -28 -5 -1
right_child=1 7 4 9 -6 10 -8 -9 23 18 20 17 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0098834039063526793 -0.044392559899268755 0.082417339458038141 -0.015121148150032092 0.01061103261269656 0.0012221977325491684 0.0238213480313412 -0.046011079316001818 0.13729980335986949 0.02514766382199057 0.053576350995230199 0.052815243799419091 -0.052250266508563209 -0.031652172561223151 0.016063216150783568 -0.0086973158370726358 -0.13166273322404276 0.093817842335545298 -0.085488854154775473 0.11340936871268577 -0.016587962005975052 0.084065542527274023 -0.014008477025241585 -0.067195424279769905 -0.032658647149062865 0.026129677706764234 0.011478147383350965 0.024081825111291175 0.067341464668731366 0.0363813662905366 -0.099719325059499639
leaf_weight=1855 22744 32842 7751 38464 68353 19035 46068 21722 10227 168207 28038 29017 69199 48992 100190 28741 42116 68771 6539 35036 7190 8307 103831 28946 121627 11380 15266 36399 50559 52965
leaf_count=1855 22744 32842 7751 38464 68353 19035 46068 21722 10227 168207 28038 29017 69199 48992 100190 28741 42116 68771 6539 35036 7190 8307 103831 28946 121627 11380 15266 36399 50559 52965
internal_value=2.22561e-05 0.0358549 -0.0531813 0.0248112 -0.0320618 0.0105586 -0.0817838 0.0839936 -0.0415554 0.0454983 0.024352 -0.0908711 -0.0497167 -0.00636366 -0.0153013 -0.108699 0.074849 -0.0756181 0.0558153 -0.00236105 0.0335605 -0.0601435 -0.0635781 -0.0110286 0.0311342 -0.0202032 0.0653954 0.0545485 0.0252468 -0.0966795
internal_weight=1.33038e+06 794966 535411 646621 307994 382852 227417 148345 239641 263769 210926 181349 189088 171926 122934 83561 126623 97788 174746 54071 156855 119889 111582 50553 149665 40326 84507 51665 89023 54820
internal_count=1330377 794966 535411 646621 307994 382852 227417 148345 239641 263769 210926 181349 189088 171926 122934 83561 126623 97788 174746 54071 156855 119889 111582 50553 149665 40326 84507 51665 89023 54820
cat_boundaries=0 1 2 3 4
cat_threshold=2188 32 32 1057
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=5
split_feature=16 20 17 20 17 19 16 17 136 52 136 124 20 16 20 28 20 20 52 52 28 136 16 28 25 136 76 136 24 20
split_gain=912585 157341 126472 54319.8 43538.2 37010.2 32434.9 26389.1 24419.6 16760.3 13429.4 13108 11672.4 11479 10871.5 10799.2 9125.87 8919.48 8287.56 7852.35 7802.58 7693.12 7463.1 7344.8 7306.12 6460.15 6304.69 5789.79 5779.67 5544.65
threshold=10.960000038146974 6.2149999141693124 15.405000209808351 6.4749999046325692 9.5450000762939471 10.405000209808351 13.344999790191652 18.219999313354496 0 5.7950000762939462 1 -0.0087262028828264185 4.8849999904632577 18.219999313354496 7.3949999809265146 1018.3500061035157 5.4549999237060556 5.8550000190734872 3.7150000333786015 5.8849999904632577 1021.4500122070314 2 17.029999732971195 1018.8500061035157 234.50000000000003 3 8.6549997329711932 4 291.50000000000006 10.00500011444092
decision_type=2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 2
left_child=1 4 3 10 8 9 15 17 12 14 -2 -10 -1 29 21 -5 -12 -4 20 26 28 -3 -19 -23 -14 -17 -7 -6 -13 -8
right_child=2 5 7 6 27 19 13 -9 11 -11 16 18 24 -15 -16 25 -18 22 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12605427920775267 0.022518251279534458 -0.060354699852780538 0.036201397175146886 0.014652032464698525 -0.051371904109631765 0.0025638731188279045 0.046528385707253934 0.13126500477905143 -0.02172675073965363 0.01198799862607183 -0.033219358297556061 -0.054282317121903637 0.0012403027922535937 0.13025291866089075 -0.011414364297665671 0.012861557731808609 0.00066441189288787763 0.068493842140772282 -0.032286559862001046 0.028068901252529005 -0.013792063350382966 -0.039988130455365964 0.098012929772387347 0.00711602555779128 -0.090444654695930507 0.044426287349436121 -0.032515973945355839 -0.021255100661518804 -0.082373754614579728 0.070782094980683538
leaf_weight=27604 50330 45737 15834 129389 26315 76300 165490 21473 14850 19116 28294 22316 2250 4559 32385 21126 66755 80491 12538 25446 5027 80037 29172 9230 63372 70051 15392 40670 102007 27477
leaf_count=27604 50330 45737 15834 129389 26315 76300 165490 21473 14850 19116 28294 22316 2250 4559 32385 21126 66755 80491 12538 25446 5027 80037 29172 9230 63372 70051 15392 40670 102007 27477
internal_value=4.34178e-05 -0.0442535 0.0387381 0.027964 -0.0688954 -0.0185317 0.0371184 0.0800452 -0.0784886 -0.0323658 0.00163719 -0.0664177 -0.0987652 0.0518346 -0.0374311 0.0239393 -0.00942105 0.0712813 -0.0710998 0.00349484 -0.074862 -0.043672 0.0763464 -0.0351137 -0.087301 0.0371189 -0.00332485 -0.0330973 -0.0773313 0.0499819
internal_weight=1.33103e+06 620592 710441 563471 316949 303643 418092 146970 249964 186505 145379 156738 93226 197526 167389 220566 95049 125497 141888 117138 129350 135004 109663 89267 65622 91177 91692 66985 124323 192967
internal_count=1331033 620592 710441 563471 316949 303643 418092 146970 249964 186505 145379 156738 93226 197526 167389 220566 95049 125497 141888 117138 129350 135004 109663 89267 65622 91177 91692 66985 124323 192967
cat_boundaries=0 1 2 3 4 5
cat_threshold=2184 544 2194 144 6296
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=16 20 17 18 20 20 16 17 17 52 20 117 28 25 20 16 16 20 52 52 76 0 28 17 28 20 17 20 118 28
split_gain=823612 143127 114140 49995.9 49643.6 28593.3 25676.4 24417 23816.2 16767.9 12226.3 12170.4 10501.3 10192.9 9895.06 9724.29 9621.45 9359.57 8948.9 8932.62 8493.97 7888.62 6846.46 6605.76 6208.14 6120.45 6110.26 6025.1 5814.7 5561
threshold=10.960000038146974 6.5350000858306894 15.405000209808351 9.5450000762939471 6.8150000572204599 5.3949999809265146 13.344999790191652 10.960000038146974 18.219999313354496 5.2149999141693124 5.2650001049041757 -0.33379416167736048 1020.6499938964845 235.50000000000003 7.6949999332427987 13.344999790191652 18.219999313354496 8.9749999046325701 1.6449999809265139 0.42499999701976782 2.685000061988831 204.50000000000003 1017.3500061035157 17.029999732971195 1016.5499877929689 5.4349999427795419 16.335000038146976 4.7049999237060556 -0.43049471080303187 1019.4500122070314
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 5 10 13 17 9 20 14 -2 -7 18 -1 22 29 -8 24 -13 27 23 -5 28 -4 -6 -23 -9 -15 -3 -12
right_child=2 7 8 21 6 11 16 26 -10 -11 15 12 -14 19 -16 -17 -18 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.027711059239735755 -0.021813972857381507 0.0047885508142161692 0.067894385055023043 -0.0076030297321582358 0.0086035273274754163 -0.012014501677385903 0.048899651892359924 0.016572406888076038 0.12470175454364665 0.015531277938779545 -0.0089313215321369325 -0.073023504363893932 -0.013260674714602655 -0.12677925482188293 0.00087592532719765184 0.024292936864130057 0.1260627254901821 0.047183791741611088 -0.04567157689931306 -0.070930153533882614 0.051869099343983815 -0.059607475480438467 -0.011635466738459825 0.099370493519944633 0.028345759846627558 -0.028940381571660637 0.10347456779098896 -0.095567857852408358 -0.041836460489280858 0.02153654680094709
leaf_weight=5730 33693 7224 49970 27354 73341 12535 175495 46366 21473 28898 57220 119576 9959 22538 28281 75059 4135 37116 39877 25528 50515 24269 31778 25012 87126 49360 2115 49253 89951 20286
leaf_count=5730 33693 7224 49970 27354 73341 12535 175495 46366 21473 28898 57220 119576 9959 22538 28281 75059 4135 37116 39877 25528 50515 24269 31778 25012 87126 49360 2115 49253 89951 20286
internal_value=4.12269e-05 -0.0420409 0.0368013 -0.0607616 0.0265659 -0.0714733 0.0369946 -0.0112421 0.0760429 -0.0194743 0.00544549 -0.0595545 -0.0630721 -0.0925176 -0.025908 0.0114656 0.0506759 0.0245564 -0.0661832 -0.0963333 0.0677172 -0.0305307 -0.0317821 0.078394 0.0193226 -0.0390486 0.0203635 -0.105366 -0.0383704 -0.000956827
internal_weight=1.33103e+06 620592 710441 385979 563471 284996 377213 234613 146970 186132 186258 181947 169412 103049 157234 152565 179630 197583 159453 97319 125497 100983 128953 74982 160467 73629 48481 71791 97175 77506
internal_count=1331033 620592 710441 385979 563471 284996 377213 234613 146970 186132 186258 181947 169412 103049 157234 152565 179630 197583 159453 97319 125497 100983 128953 74982 160467 73629 48481 71791 97175 77506
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=8
split_feature=16 20 16 19 20 16 20 19 20 18 20 52 0 136 136 136 76 136 28 20 136 79 28 28 136 31 26 136 136 31
split_gain=743309 129218 104274 46953.5 44466.8 25900.9 20799.3 20454.4 19897.6 15100.2 13374.6 12681.8 12460.2 9943.4 9753.22 8822.29 8089.71 7780.9 7788.57 7659.28 6998.01 6499.06 6383.19 6161.31 6128.91 5729.92 5617.48 5459.23 5350.7 5312.18
threshold=10.960000038146974 6.555000066757203 15.405000209808351 8.7100000381469744 8.1949996948242205 18.219999313354496 5.8949999809265146 10.960000038146974 5.4749999046325692 13.344999790191652 5.8949999809265146 4.6549999713897714 202.50000000000003 0 1 2 10.904999732971193 3 1017.9500122070314 9.5650000572204608 4 2.5449999570846562 1017.9500122070314 1021.1499938964845 5 1020.7500000000001 240.50000000000003 6 7 1020.0499877929689
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 1 2 2 1 2 2 2 1 2 2 1 1 2
left_child=1 3 4 8 6 10 15 11 13 22 24 16 -5 -1 -14 -2 17 -3 -19 -6 -10 28 -8 26 -4 -17 -22 -11 -12 -16
right_child=2 7 5 12 19 -7 9 -9 20 27 21 -13 14 -15 29 25 -18 18 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10469395708815128 0.016197578964796438 -0.037587829793286544 0.054487637408663817 -0.015022038152607617 0.0375209592135489 0.12002932180209268 0.0033214752368438683 0.013004562657673954 -0.030494279007523762 0.058280690032562844 0.096754169818902946 0.010678494829367504 -0.065926096414876234 -0.072442935384948851 -0.040830420707250917 -0.026421650446727486 -0.053391741122516448 -0.018002263452660826 0.026284906442399305 0.05924732016753155 -0.014634501581430849 0.055361929727334426 0.023066312808541434 -0.006069337395891012 4.0985559243531104e-05 0.019228813967898811 -0.069308269828485924 0.029741570398612235 0.067569968496861685 -0.0032798779463598378
leaf_weight=51334 25169 42357 9672 45109 132031 22714 100893 67023 17977 20584 26436 28243 40274 45245 71342 46144 22694 58205 11969 58556 4933 49826 68876 4366 11098 8077 98670 90796 39569 10851
leaf_count=51334 25169 42357 9672 45109 132031 22714 100893 67023 17977 20584 26436 28243 40274 45245 71342 46144 22694 58205 11969 58556 4933 49826 68876 4366 11098 8077 98670 90796 39569 10851
internal_value=3.91656e-05 -0.0399389 0.0349612 -0.0574763 0.0246621 0.0705893 0.0143361 -0.0102571 -0.0725296 0.0207177 0.0623684 -0.0197946 -0.0374869 -0.0896034 -0.0457616 -0.00826364 -0.0261592 -0.0206672 -0.0104471 0.0441962 -0.0594369 0.0689934 0.011332 -0.0642471 0.0254215 -0.0196177 -0.066705 0.0350238 0.0792836 -0.0358687
internal_weight=1.33103e+06 620592 710441 390101 551126 159315 360539 230491 222525 281149 136601 163468 167576 96579 122467 79390 135225 112531 70174 190587 125946 115831 169769 107969 20770 54221 103603 111380 66005 82193
internal_count=1331033 620592 710441 390101 551126 159315 360539 230491 222525 281149 136601 163468 167576 96579 122467 79390 135225 112531 70174 190587 125946 115831 169769 107969 20770 54221 103603 111380 66005 82193
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=2188 2200 32 2200 544 1568 32 1057
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=5
split_feature=17 16 16 16 20 20 52 20 24 20 136 136 116 25 19 136 20 16 31 136 17 76 136 20 37 31 31 76 17 0
split_gain=680767 129431 103073 36941.8 34198.7 31936.6 29579.4 17342.5 15137.3 12835.1 12477.9 12152.8 11615.6 11196.3 10873.2 8842.24 8759.61 8567.25 7121.58 6343.94 6010.85 5985.67 5877 5852.12 5783.64 5759.92 5581.35 5441.26 5384.29 5224.9
threshold=10.960000038146974 8.7100000381469744 14.550000190734865 17.029999732971195 6.7550001144409189 5.7149999141693124 5.2149999141693124 7.6349999904632577 231.50000000000003 5.6749999523162851 0 1 -0.46173103153705591 293.50000000000006 12.309999942779543 2 5.2349998950958261 20.524999618530277 1019.5499877929689 3 16.335000038146976 5.5050001144409189 4 8.0950002670288104 15.84999990463257 1018.8500061035157 1018.6499938964845 12.204999923706056 17.029999732971195 204.50000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 1 2 2 2 1 2 2 1 2 2 2 2 2 2 2
left_child=1 5 4 9 16 8 7 11 -1 22 24 29 -7 -13 20 26 -2 21 27 -11 -6 -5 -4 -21 -10 -16 -14 -15 -18 -3
right_child=2 6 3 17 14 12 -8 -9 10 19 -12 13 15 18 25 -17 28 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.001053015718493609 -0.025741204951825955 -0.029096207822038818 0.040789861405427452 0.097313525236376472 0.015421200448160165 0.015545800400209701 0.018520821219243613 0.005292337138150356 -0.086498917565713762 0.063069047598471803 -0.067663577015919435 -0.00026212170550143123 -0.039470593016922753 -0.027634248175768747 0.029204757587291241 -0.060640536381440173 0.003605119173528295 0.15765057522408513 0.0034959166135981111 0.028958295943264212 0.10329804415649868 0.061345769314201021 -0.011645986848432993 0.054490615897728301 -0.11690624634474039 0.047134024447313648 0.011727120323590415 -0.054604698144767011 0.068825243258313823 -0.057255652593571321
leaf_weight=5772 27858 27064 9658 41163 116442 7467 50063 44922 45597 79498 77494 45873 53212 82893 114267 69882 117613 4668 14610 38706 1979 16088 11942 53412 23801 73679 5915 24149 3252 42094
leaf_count=5772 27858 27064 9658 41163 116442 7467 50063 44922 45597 79498 77494 45873 53212 82893 114267 69882 117613 4668 14610 38706 1979 16088 11942 53412 23801 73679 5915 24149 3252 42094
internal_value=3.72118e-05 -0.0382095 0.0334687 0.0589081 0.0192067 -0.0626612 -0.0168931 -0.0231889 -0.0783727 0.0481377 -0.0814937 -0.0285946 -0.045086 -0.0213107 0.0287565 -0.0485953 -0.000465765 0.092517 -0.0292495 0.0527096 0.0168898 0.0872063 0.0118131 0.0437577 -0.0969136 0.0362334 -0.034343 -0.0337189 0.00535994 -0.0462292
internal_weight=1.33103e+06 620808 710225 255135 455090 289140 331668 281605 152664 193216 146892 236683 136476 167525 306367 129009 148723 61919 121652 171616 118421 57251 21600 92118 69398 187946 59127 107042 120865 69158
internal_count=1331033 620808 710225 255135 455090 289140 331668 281605 152664 193216 146892 236683 136476 167525 306367 129009 148723 61919 121652 171616 118421 57251 21600 92118 69398 187946 59127 107042 120865 69158
cat_boundaries=0 1 2 3 4 5
cat_threshold=2188 2192 5925 3113 2080
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=5
split_feature=17 20 17 20 19 19 18 52 136 18 28 20 20 76 17 136 121 136 28 24 52 20 20 76 136 136 30 116 12 76
split_gain=614395 110372 86351.1 48374.9 30550.8 24060.4 20361.7 16235.9 14106.6 12256.6 11729.5 10537 10323 9364.58 9243.33 8560.62 8311.33 7679.74 8053.22 7408.72 7146.74 6685.93 6629.24 6493.67 5942.7 5801.76 5786.92 5583.48 5046.91 4929.05
threshold=10.960000038146974 6.0350000858306894 17.029999732971195 7.8750000000000009 10.405000209808351 8.7100000381469744 13.344999790191652 2.9750000238418584 0 14.039999961853029 1019.3500061035157 5.5750000476837167 5.4149999618530282 11.585000038146974 20.524999618530277 1 1.0000000180025095e-35 2 1018.3500061035157 288.50000000000006 5.8849999904632577 4.7049999237060556 4.8450000286102304 5.2449998855590829 3 4 1016.8500061035157 0.44618082046508795 1.0850000381469729 9.0850000381469744
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 1 2 2 2 2
left_child=1 5 3 6 7 8 10 13 21 25 12 24 -2 17 23 -13 22 -3 28 -10 29 -1 -7 -4 -8 -5 -27 -9 -19 -6
right_child=2 4 14 9 20 16 11 27 19 -11 -12 15 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.11392505553086014 -0.035859793730482946 -0.048246615717789806 0.09027076428259638 0.017391204543609696 0.0010807744344865499 -0.079331769670707541 0.024136676278792811 0.021796296471287977 -0.034064144079749357 0.055635954548030025 0.023288629240323318 0.056357469596145994 0.0017254873219678555 -0.061121568529275375 0.14954364123420394 0.026426025969586753 -0.0069131777812015422 0.010956744709018144 0.013368922919492541 -0.066413959517375665 0.025387564899688082 -0.079121247783088225 -0.040784146560789901 0.055551113225981809 -0.019386754708696455 0.027885906313071224 0.04915332255883223 -0.014505056277518948 -0.032349755910823369 -0.029114943114086713
leaf_weight=17821 21363 42927 44530 41016 81387 13196 14870 14768 23671 103211 55269 31086 126133 30667 5128 103519 15468 7373 13255 70147 26405 61142 72057 19306 16574 61133 67087 37464 76854 16206
leaf_count=17821 21363 42927 44530 41016 81387 13196 14870 14768 23671 103211 55269 31086 126133 30667 5128 103519 15468 7373 13255 70147 26405 61142 72057 19306 16574 61133 67087 37464 76854 16206
internal_value=3.53376e-05 -0.0362991 0.0317953 0.0260779 -0.0175904 -0.0600564 0.0142747 -0.0286408 -0.0713792 0.042056 0.00364317 0.027257 -0.00371828 -0.0360904 0.0849586 0.0333446 -0.0406328 -0.0306233 -0.0228554 -0.0582456 0.00231038 -0.086965 -0.0467508 0.0797705 0.00119717 0.0337741 0.0390104 -0.00424126 -0.0285588 -0.00393344
internal_weight=1.33103e+06 620808 710225 641261 347306 273502 368814 223308 172781 272447 202765 166049 147496 171076 68964 134605 100721 140409 97482 93818 123998 78963 85253 63836 31444 169236 128220 52232 84227 97593
internal_count=1331033 620808 710225 641261 347306 273502 368814 223308 172781 272447 202765 166049 147496 171076 68964 134605 100721 140409 97482 93818 123998 78963 85253 63836 31444 169236 128220 52232 84227 97593
cat_boundaries=0 1 2 3 4 5
cat_threshold=2188 32 2192 2080 146
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=6
split_feature=17 17 20 20 20 19 17 136 116 52 20 28 20 52 136 136 20 136 20 80 28 52 136 42 20 136 28 19 118 116
split_gain=554252 93191.8 79068.4 45441.9 26516.2 22334 19202.7 16831.4 14976 11079.4 10334.2 10203 9673.42 9598.19 9253.19 8661.58 8633.09 8024.17 7571.08 7326.77 6400.88 6299.1 5690.78 5484.6 5198.15 5037.22 6305.5 5003.37 4821.43 4771.07
threshold=10.405000209808351 15.405000209808351 5.7950000762939462 7.8350000381469735 7.0950000286102304 12.309999942779543 18.219999313354496 0 0.41467745602130895 0.84499999880790722 9.1849999427795428 1020.5499877929689 6.6549999713897714 3.7150000333786015 1 2 5.3949999809265146 3 4.7550001144409189 282.86877441406256 1019.6499938964845 7.4649999141693124 4 12.34999990463257 5.0850000381469735 5 1018.3500061035157 8.7100000381469744 0.46173103153705602 0.56638467311859142
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 1 2 1 2 2 2 2 1 2 2 1 2 2 2 2
left_child=2 3 7 5 8 13 12 -1 15 18 22 17 14 20 -3 -4 -7 -10 -9 -11 24 28 -5 -14 -2 -18 -27 -20 -6 -24
right_child=1 6 4 10 21 16 -8 9 11 19 -12 -13 23 -15 -16 -17 25 -19 27 -21 -22 -23 29 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.033903195526721802 -0.050315210651989954 0.063996947256123815 -0.047483915539724864 0.041346297579272585 0.0087529560074564444 -0.0086570976019370565 0.10328351358490527 -0.099650294338047743 -0.067313447655447028 0.017897759162369544 0.048260001661217834 0.0015639687346494955 0.057286094466314469 0.013617464061190673 0.014173159318744594 -0.0056107369251133122 0.040896526356801313 -0.039026871384756939 -0.077988360067825793 -0.054442580429813571 0.0077591254680136335 0.030487644705652642 0.026555204296185519 0.091359730314111987 -0.0140094493187991 0.010531948230789531 0.033246751744336493 -0.053003457518656406 -0.016778341795313571 0.0029478472393364322
leaf_weight=38943 10966 14905 15605 49366 30767 24411 22683 29813 31928 3876 85754 12727 82608 50024 24888 59107 32338 117710 70565 36100 32033 13452 94931 13780 97674 83280 48255 27984 46346 27632
leaf_count=38943 10966 14905 15605 49366 30767 24411 22683 29813 31928 3876 85754 12727 82608 50024 24888 59107 32338 117710 70565 36100 32033 13452 94931 13780 97674 83280 48255 27984 46346 27632
internal_value=-3.24101e-05 0.0264308 -0.039388 0.0178823 -0.0240981 0.00686749 0.0606897 -0.0635563 -0.0328895 -0.07041 0.0340821 -0.0414141 0.053595 -0.00519341 0.032855 -0.0143638 0.019083 -0.0450694 -0.0775726 -0.0474286 -0.0118826 -0.00108416 0.0270105 0.0621574 -0.0176741 0.0232152 0.0188637 -0.0708936 -0.00659171 0.0212312
internal_weight=1.33045e+06 795528 534923 636664 327642 378981 158864 207281 237077 168338 257683 162365 136181 190697 39793 74712 188284 149638 128362 39976 140673 90565 171929 96388 108640 163873 131535 98549 77113 122563
internal_count=1330451 795528 534923 636664 327642 378981 158864 207281 237077 168338 257683 162365 136181 190697 39793 74712 188284 149638 128362 39976 140673 90565 171929 96388 108640 163873 131535 98549 77113 122563
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=546 1056 2048 144 5153 32
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=6
split_feature=16 17 16 20 20 20 16 19 52 25 117 136 24 20 28 52 136 136 136 20 136 52 28 20 28 31 28 136 16 0
split_gain=505818 91418.4 74849.7 30351.2 26549.6 23043.8 18816 18446.9 13376.8 12610.4 11487.9 9883.7 10012.5 9491.03 9314.21 9013.11 8855.88 8732.01 7385.92 6924.67 5722.89 5511.8 5442.83 5339 5005.14 4973.24 4876.1 5264.34 4773.21 4448.05
threshold=10.960000038146974 8.7100000381469744 15.405000209808351 6.3350000381469735 5.6949999332427987 7.4949998855590829 18.219999313354496 12.309999942779543 3.7150000333786015 230.50000000000003 -0.46173103153705591 0 295.50000000000006 7.0350000858306894 1021.7500000000001 0.54500001668930065 1 2 3 9.4849996566772479 4 4.2750000953674325 1019.6499938964845 4.805000066757203 1018.6499938964845 1020.7500000000001 1015.9500122070314 5 12.699999809265138 204.50000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 1 2 2 2 2 2 2 1 2 2
left_child=1 4 3 17 9 8 13 28 11 -1 -6 29 -13 16 18 23 -4 -2 -12 20 -9 25 -14 -11 -22 -19 -7 -28 -5 -3
right_child=2 5 6 7 10 26 -8 19 -10 15 14 12 22 -15 -16 -17 -18 21 -20 -21 24 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0063780012868467489 0.015962647933491333 -0.026712454178460063 0.068449560594190217 0.0042609190668088407 0.018367723345836962 -0.0023082981101680516 0.10111701208713263 0.041193668683600485 0.0031941261910885077 -0.097886410445289854 -0.031758093859782503 -0.0010065791104731665 -0.033377015537796852 0.061938347230259587 0.0201356181059884 -0.051513380540477507 0.02132142281630299 -0.025209197355840419 -0.055879469356839045 0.050081617542590967 0.0163136228044376 0.01249968207979299 0.0020391820891851697 -0.07221002803374664 0.034969318672914015 0.013795710132602815 -0.0078405461006676915 0.035720313849297837 0.022151633977947168 -0.053670589635022983
leaf_weight=5421 44237 24453 13840 83244 8456 41350 22723 76682 42988 28053 60000 46485 88697 86796 5819 40845 35691 51155 67652 53940 83666 18024 12360 72746 63044 9726 9716 24235 67522 40885
leaf_count=5421 44237 24453 13840 83244 8456 41350 22723 76682 42988 28053 60000 46485 88697 86796 5819 40845 35691 51155 67652 53940 83666 18024 12360 72746 63044 9726 9716 24235 67522 40885
internal_value=-3.08019e-05 -0.0330247 0.0287765 0.0200579 -0.0535749 -0.0150917 0.0589934 0.0263504 -0.0222468 -0.0684628 -0.038148 -0.0273842 -0.02021 0.0519723 -0.0417285 -0.0713271 0.0345081 -0.00181746 -0.0445486 0.034003 0.0301207 -0.0117862 -0.0290454 -0.0793559 0.0243287 -0.018978 0.00922078 0.0232624 0.0122734 -0.0435747
internal_weight=1.33045e+06 620161 710290 551240 288992 331169 159050 428098 255868 147065 141927 212880 147542 136327 133471 141644 49531 123142 127652 277332 223392 78905 101057 100799 146710 60881 75301 33951 150766 65338
internal_count=1330451 620161 710290 551240 288992 331169 159050 428098 255868 147065 141927 212880 147542 136327 133471 141644 49531 123142 127652 277332 223392 78905 101057 100799 146710 60881 75301 33951 150766 65338
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2192 32 544 5925 5153 144
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=7
split_feature=17 18 17 18 52 52 26 31 29 136 22 136 76 22 108 136 8 17 18 136 121 76 136 0 136 76 29 136 14 80
split_gain=456204 77131.4 65535.5 32603.5 25225.1 21930.2 15992.9 14969.6 13108.9 12674.1 11452.8 10448.3 10728.4 8684.84 8647.24 8370.51 8061.42 7675.99 6139.78 5931.02 5931.27 5749.35 5606.38 5290.03 5283.85 5244.57 5143.23 4835.93 4666.67 4644.85
threshold=10.960000038146974 8.7100000381469744 17.029999732971195 13.344999790191652 1.9149999618530276 5.1449999809265146 235.50000000000003 1018.6499938964845 1020.0499877929689 0 7.0050001144409189 1 7.4849998950958261 5.8450000286102304 0.35969835519790655 2 7.5499999523162851 20.524999618530277 17.029999732971195 3 -0.14780378341674802 5.5050001144409189 4 269.50000000000006 5 12.324999809265138 1017.7500000000001 6 0.81499999761581432 267.26411437988287
decision_type=2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 2 2 1 2 2 1 2 1 2 2 1 2 2
left_child=1 4 3 7 6 8 -1 13 11 -8 15 28 18 -2 -6 -5 -11 21 23 -9 -21 -4 -12 -13 -10 -16 -27 -15 -3 -14
right_child=2 5 17 10 14 -7 9 19 24 16 22 12 29 27 25 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0050271241617199248 -0.020142216934694143 -0.074005738655677764 0.078681455082359644 0.04037697677147753 0.024884006087800351 0.01551399385463542 -0.077148781318715082 0.0038059945516878435 -0.019405130269440664 -0.037990466754788482 0.025566348402708407 -0.00056918586558092903 0.024313792934358397 0.015040893964830066 -0.0010355212403544577 0.010527457866384444 -0.061828085156874615 0.13260690876349418 0.074853130245486815 0.022667717163403475 0.050523025746453058 0.045629779550579487 0.04452471464593237 -0.021103466850572628 0.018577534389726275 -0.047498285972766494 0.0054788930505987382 -0.0017937043108284757 -0.036371933605216858 -0.042850213006921711
leaf_weight=9734 33869 9674 44954 34638 8953 49924 75160 23853 13810 61020 51060 53752 2732 95838 12453 72985 84695 5127 2041 57013 28746 18602 166546 75306 27127 28471 5460 76877 55471 44560
leaf_count=9734 33869 9674 44954 34638 8953 49924 75160 23853 13810 61020 51060 53752 2732 95838 12453 72985 84695 5127 2041 57013 28746 18602 166546 75306 27127 28471 5460 76877 55471 44560
internal_value=-2.9229e-05 -0.0313546 0.0273363 0.0223658 -0.0504206 -0.0150511 -0.0576953 0.0109332 -0.0204152 -0.0604595 0.0334809 -0.0248158 -0.0185538 0.00300861 -0.0201044 0.0201391 -0.0518422 0.0737552 -0.0111903 0.0258686 0.0320009 0.0690077 0.0400795 -0.012551 0.00576397 -0.028788 -0.0389735 0.00754843 -0.0419541 -0.0389702
internal_weight=1.33045e+06 620343 710108 641425 285946 334397 230609 316196 284473 220875 325229 243536 178391 206584 55337 107623 145715 68683 131099 109612 85759 63556 217606 129058 40937 46384 33931 172715 65145 47292
internal_count=1330451 620343 710108 641425 285946 334397 230609 316196 284473 220875 325229 243536 178391 206584 55337 107623 145715 68683 131099 109612 85759 63556 217606 129058 40937 46384 33931 172715 65145 47292
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2176 2192 32 144 150 144 5921
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=5
split_feature=17 18 20 20 52 19 52 18 116 80 120 52 20 20 76 136 76 136 20 122 136 19 28 28 108 12 4 136 29 136
split_gain=412939 71972 60926.1 36609 18159.6 16399.4 15666.4 12571.4 12235.5 11319.1 10714.8 8499.04 8446.23 8094.23 7539.42 6240.22 6206.15 6172.63 6126.2 6110.56 5920.91 5773.48 5626.02 5274.39 5021.22 5045.52 4472.39 4393.8 4689.02 4293.83
threshold=10.405000209808351 15.405000209808351 5.9749999046325692 8.0950002670288104 3.935000061988831 12.309999942779543 0.84499999880790722 17.029999732971195 0.47714059054851538 291.20770263671881 0.078456107527017607 4.0350000858306894 4.805000066757203 5.2049999237060556 14.025000095367433 0 3.1650000810623173 1 9.5250000953674334 0.11319890245795251 2 10.405000209808351 1018.5499877929689 1016.2500000000001 0.34297493100166326 1.985000014305115 6.1499998569488534 3 1016.9500122070314 4
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 1 2 2 2 2 2 2 1 2 1
left_child=2 3 6 5 8 11 10 29 15 -8 12 17 -1 -7 20 -4 -9 -2 27 26 -10 -14 -22 24 -6 -26 -19 -5 -29 -3
right_child=1 7 4 18 23 13 9 16 14 -11 -12 -13 21 -15 -16 -17 -18 19 -20 -21 22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.087166531347930454 -0.023557524305552316 0.055765741193012197 -0.021199033217908409 0.010120618546825208 0.031534335851016643 -0.015190813065899769 0.0074718312810382647 0.083368400464281567 -0.043426806370032559 -0.042459206307595587 -0.026797740099414498 0.014043087674392949 -0.063140926787011081 0.020163529786082407 -0.055517783211831255 0.0057532701898742817 0.051682486623242256 0.001411478512644301 0.045961924539486533 0.021525392608249802 -0.024324821556271747 -0.032059179020071556 0.018700440010071977 0.027338953030183428 0.013231476825525746 -0.030279600588198053 -0.020845958594606806 0.021601312062703368 0.040960136272398077 0.032433849140193004
leaf_weight=33133 46564 32195 51486 30379 7636 17672 14280 39023 38960 55325 21093 58493 104535 192967 30823 36837 25586 55710 60317 22285 65904 17432 8588 20356 10601 17934 37941 62225 62898 51273
leaf_count=33133 46564 32195 51486 30379 7636 17672 14280 39023 38960 55325 21093 58493 104535 192967 30823 36837 25586 55710 60317 22285 65904 17432 8588 20356 10601 17934 37941 62225 62898 51273
internal_value=-2.7745e-05 0.0228141 -0.0339978 0.0156219 -0.0184391 0.00721473 -0.052299 0.0542615 -0.0246165 -0.0322155 -0.060233 -0.00230023 -0.06478 0.0171974 -0.0335891 -0.00995975 0.0708204 -0.00818312 0.0324359 -0.00200602 -0.0276315 -0.0586986 -0.0193619 0.00697968 -0.00447793 -0.0141149 -0.00760572 0.0271894 0.0313303 0.0414439
internal_weight=1.33045e+06 795528 534923 647451 289125 431632 245798 148077 232598 69605 176193 220993 155100 210639 144275 88323 64609 162500 215819 115936 113452 121967 74492 56527 36171 28535 93651 155502 125123 83468
internal_count=1330451 795528 534923 647451 289125 431632 245798 148077 232598 69605 176193 220993 155100 210639 144275 88323 64609 162500 215819 115936 113452 121967 74492 56527 36171 28535 93651 155502 125123 83468
cat_boundaries=0 1 2 3 4 5
cat_threshold=6352 2192 152 144 1057
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=7
split_feature=16 20 16 18 20 52 28 17 136 120 20 117 80 136 16 120 28 68 20 136 20 136 12 76 136 136 28 136 17 31
split_gain=383261 90989.9 52623.1 32726.4 24772.4 17117.2 14623.7 14221.8 10746 10681.3 9651.36 8787.01 8524.7 8299.97 7727.08 7411.89 7074.99 5928.93 5889.6 5877.36 5845.92 5054.5 4973.77 4936 4811.03 4456.51 4357.35 4318.85 3988.35 3891.13
threshold=11.775000095367433 6.6549999713897714 17.029999732971195 9.5450000762939471 6.3350000381469735 1.3750000000000002 1017.3500061035157 14.550000190734865 0 0.095842104405164733 5.1150000095367441 0.59480014443397533 293.23788452148443 1 20.524999618530277 1.0000000180025095e-35 1018.6499938964845 220.99078369140628 4.805000066757203 2 5.2950000762939462 3 3.7350000143051152 5.5050001144409189 4 5 1021.6499938964845 6 14.550000190734865 1019.0499877929689
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 1 2 1 2 2 1 1 2 1 2 2
left_child=1 3 4 5 13 9 11 16 -8 10 -1 22 -7 28 23 20 -6 21 -15 -13 -5 -9 24 -4 -3 -18 -12 -11 -2 -14
right_child=2 6 14 15 7 12 8 17 -10 27 26 19 29 18 -16 -17 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.077310751289105695 0.0096760627699004221 -0.016566002996990511 0.073868444001061948 -0.046115513443680908 0.015687386760577186 0.011481563115498822 -0.012486937326964884 0.066711680529703998 0.025428545896779405 -0.042734296522504239 -0.054353339279725667 -0.041959483891181017 -0.039136062197910076 -0.045559269438388179 0.12870038769412781 0.0064919636969068151 0.012281695515485452 0.031144731424977687 -0.00059663631373510311 -0.013219661798410956 -0.018090566051999487 0.040736335776780416 0.04109100483344532 0.043234749676706638 0.0060960396653231518 0.037403234225732856 -0.0095492167268000812 -0.0037327541724913788 0.041907966253772445 0.0035833085243050233
leaf_weight=54193 23488 41931 45016 23893 166548 11906 26673 30151 62387 17673 142129 27410 53447 8021 5132 23880 22345 77730 79179 50744 84128 49927 6564 18576 53026 84687 5642 11875 16229 5921
leaf_count=54193 23488 41931 45016 23893 166548 11906 26673 30151 62387 17673 142129 27410 53447 8021 5132 23880 22345 77730 79179 50744 84128 49927 6564 18576 53026 84687 5642 11875 16229 5921
internal_value=-2.63517e-05 -0.0253633 0.0283975 -0.0395027 0.0233155 -0.0485577 -0.0024923 0.0290282 0.0140745 -0.0551539 -0.0592619 -0.010704 -0.0271318 0.00389801 0.0696828 -0.0187166 0.0221332 0.0409816 -0.00473193 -0.0233063 -0.0242894 0.05053 -0.00100239 0.06492 -0.00391214 0.0321633 -0.0526427 -0.0270758 0.0228408 -0.0348755
internal_weight=1.33045e+06 703422 627029 434687 558305 302786 268735 431388 89060 231512 201964 179675 71274 126917 68724 131901 273580 157808 87200 78154 108021 80078 101521 63592 94957 107032 147771 29548 39717 59368
internal_count=1330451 703422 627029 434687 558305 302786 268735 431388 89060 231512 201964 179675 71274 126917 68724 131901 273580 157808 87200 78154 108021 80078 101521 63592 94957 107032 147771 29548 39717 59368
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=144 32 158 1057 2258 144 2192
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=6
split_feature=16 17 16 20 20 52 52 20 28 136 24 17 28 16 136 12 20 117 136 12 16 112 28 2 136 136 136 28 108 20
split_gain=345561 82988.8 48260.2 28836.4 23135.6 13766.6 11946.9 11801.7 10129 9146.19 7947.05 7870.92 7191.02 7178.68 7128.19 6839.9 6660.24 6615.14 6184.06 7026.37 5747.21 5671.12 5409.9 4894.56 4687.91 4677.93 4423.87 4087.24 4360.88 3952.9
threshold=11.775000095367433 9.5450000762939471 17.029999732971195 5.7149999141693124 8.2950000762939471 6.6050000190734872 3.1149998903274541 5.2650001049041757 1019.6499938964845 0 232.50000000000003 17.029999732971195 1021.6499938964845 20.524999618530277 1 1.044999957084656 7.6949999332427987 -0.5663846731185912 2 1.4249999523162844 14.039999961853029 -0.8703225553035735 1019.9500122070314 216.50000000000003 3 4 5 1016.2500000000001 0.35456457734107977 4.6449999809265146
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 1 1 2 2 2
left_child=1 3 4 10 7 8 12 -2 11 15 -1 16 17 25 -12 -9 23 -5 -19 -20 -6 -11 29 -3 -25 -4 -10 28 -8 -16
right_child=2 5 13 6 20 -7 27 9 26 21 14 -13 -14 -15 22 -17 -18 18 19 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00042261705133334829 -0.013556663989213048 -0.008234970056315535 0.078819332278773538 0.010494621021198572 0.028627465813198822 0.019740657853413585 0.028151386684804311 0.042277881944170377 -0.011949486615498757 0.016977767708335211 -0.041109417987784176 0.059945580195957186 0.0095859179317475673 0.12358104310104281 -0.087120218085254594 0.019400242803683881 0.002060901794773248 -0.051836485827599123 -0.009217177290023951 -0.038042369741991815 0.045905837409723836 -0.0014857049339889071 -0.025844379222456949 -0.014612524271332345 -0.035768995914970257 0.050996672034992807 0.019629843864646737 0.019754619248622492 -0.022801652873130518 -0.062575694692553877
leaf_weight=6178 33615 56895 25118 7480 113407 48515 5071 47329 15768 105907 47432 3520 9308 5113 20475 105495 42948 52297 27845 87810 83609 68482 8452 47030 59205 38506 37340 12839 24428 82501
leaf_count=6178 33615 56895 25118 7480 113407 48515 5071 47329 15768 105907 47432 3520 9308 5113 20475 105495 42948 52297 27845 87810 83609 68482 8452 47030 59205 38506 37340 12839 24428 82501
internal_value=4.77579e-05 -0.0240084 0.0270508 -0.0393096 0.0221799 -0.00473004 -0.0277502 0.0146558 -0.00924915 0.0175541 -0.0552145 -0.0141912 -0.0332404 0.0665818 -0.0573782 0.0264836 -0.0154575 -0.0355127 -0.0375617 -0.0310998 0.03596 0.00972666 -0.0642939 -0.0200697 -0.0264078 0.0620011 0.0102552 -0.0037936 -0.0140426 -0.0674559
internal_weight=1.32992e+06 703337 626581 392116 557844 311221 227078 360828 262706 327213 165038 209598 184740 68737 158860 152824 206078 175432 167952 115655 197016 174389 111428 163130 106235 63624 53108 42338 29499 102976
internal_count=1329918 703337 626581 392116 557844 311221 227078 360828 262706 327213 165038 209598 184740 68737 158860 152824 206078 175432 167952 115655 197016 174389 111428 163130 106235 63624 53108 42338 29499 102976
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=1569 1571 2192 5665 1065 144
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=4
split_feature=16 16 20 19 16 52 19 28 80 20 20 20 20 16 28 20 112 136 52 76 136 117 23 24 12 136 20 68 136 119
split_gain=312072 62966.2 44783 21826.8 21619.8 20420.2 13608.6 11359.8 10794.2 10041.1 8191.15 8082.07 6628.05 6478.53 6088.63 5787.41 5570.35 5548.43 5201.24 5552.73 5048.17 4986.79 4802.65 4458.79 4381.42 4266.08 5086.04 4218.19 4173.78 3963.11
threshold=10.405000209808351 14.550000190734865 6.6549999713897714 11.775000095367433 17.029999732971195 1.4049999713897707 9.5450000762939471 1018.2500000000001 293.23788452148443 5.8949999809265146 7.8350000381469735 5.3350000381469735 6.1949999332427987 20.524999618530277 1018.5499877929689 6.1349999904632577 -0.76037701964378346 0 4.9249999523162851 11.715000152587892 1 -0.41467745602130884 8.305000305175783 220.50000000000003 1.6250000000000002 2 6.4549999237060556 220.99078369140628 3 0.19936034083366397
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 1 2
left_child=2 3 5 15 9 6 11 12 -7 20 14 23 -5 25 21 -2 -9 27 19 -10 -3 -4 -19 -1 28 -6 -27 -11 -13 -26
right_child=1 4 10 7 13 8 -8 16 18 17 -12 24 -14 -15 -16 -17 -18 22 -20 -21 -22 -23 -24 -25 29 26 -28 -29 -30 -31
leaf_value=0.012881197815974936 -0.021601962883861851 0.032438107928891922 0.016641633523312785 -0.0088932448697711386 0.083166073639456689 0.014276116142556715 -0.026770681642007223 0.032223945225651272 -0.012307789169438411 0.056986509343411297 0.021093023543320572 -0.01477385917010943 0.013929049811801037 0.11740198999067009 0.010960426389234314 0.00012397504378201186 0.003640137761641943 0.018714548523805174 -0.0021077045645977103 -0.044443942261817707 -0.0070645010226006114 -0.020201845017037992 0.03988342485577423 -0.066646232950800341 -0.020897940674563874 0.018376577071453206 0.059602947343376247 0.032219932259740562 -0.043738659312696861 -0.055794296601847863
leaf_weight=1805 39344 12428 10160 39876 14146 19648 73050 116994 19985 41516 22697 19297 157338 5113 24584 138757 19951 56858 16271 41056 23118 95622 50671 74807 9178 9187 40291 29344 35157 71669
leaf_count=1805 39344 12428 10160 39876 14146 19648 73050 116994 19985 41516 22697 19297 157338 5113 24584 138757 19951 56858 16271 41056 23118 95622 50671 74807 9178 9187 40291 29344 35157 71669
internal_value=4.53678e-05 0.0199151 -0.0294789 0.00946174 0.0388587 -0.0386369 -0.0453809 0.0169966 -0.0188166 0.0310206 -0.00662774 -0.0517961 0.00931446 0.0632536 -0.011454 -0.00467547 0.0280597 0.035856 -0.0272268 -0.0339225 0.00675399 -0.0166632 0.0286873 -0.0647725 -0.0444484 0.0589021 0.0519376 0.0467238 -0.0334851 -0.0518328
internal_weight=1.32992e+06 794932 534986 512260 282672 381923 284963 334159 96960 213935 153063 211913 197214 68737 130366 178101 136945 178389 77312 61041 35546 105782 107529 76612 135301 63624 49478 70860 54454 80847
internal_count=1329918 794932 534986 512260 282672 381923 284963 334159 96960 213935 153063 211913 197214 68737 130366 178101 136945 178389 77312 61041 35546 105782 107529 76612 135301 63624 49478 70860 54454 80847
cat_boundaries=0 1 2 3 4
cat_threshold=3105 32 1056 1837
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=3
split_feature=17 16 16 52 16 21 52 24 28 136 121 136 76 80 17 24 19 12 21 31 16 23 43 136 28 76 16 21 13 117
split_gain=283497 59054.8 48267.9 17126.8 16295.3 15388.9 14042.6 10161.3 9499.23 9150.1 7546.54 7342.69 8170.34 7060.81 6950.22 6849.93 6279.4 5556.57 5007.28 4677.06 4608.1 4454.61 4311.66 4286.5 4234.99 4212.69 4174.14 4100.54 4024.87 4156.37
threshold=10.960000038146974 8.7100000381469744 14.550000190734865 1.575000047683716 17.029999732971195 7.0850000381469735 6.6050000190734872 235.50000000000003 1019.8500061035157 0 1.0000000180025095e-35 1 8.7449998855590838 291.20770263671881 15.405000209808351 305.50000000000006 10.960000038146974 1.2150000333786013 5.305000066757203 1020.2500000000001 20.524999618530277 6.1449999809265146 12.250000000000002 2 1020.1499938964845 11.715000152587892 17.029999732971195 8.305000305175783 0.78499999642372142 -0.5663846731185912
decision_type=2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=1 3 5 7 16 10 8 -1 11 -9 18 28 26 -5 15 19 -4 -11 -2 -7 -6 -19 27 -10 25 -15 -13 -18 -3 -30
right_child=2 6 4 13 20 14 -8 9 23 17 -12 12 -14 24 -16 -17 22 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0030709655839655701 -0.025685628588159759 -0.062715142528759316 0.0090540926699044962 0.018600458377327527 0.057527633629430253 0.017096012442719178 0.018599128347037839 -0.06396548099692706 -0.014768187378031046 -0.020867381824945186 0.020375034155815406 -0.006216624537113663 -0.030545787523054799 -0.0044522939944790048 0.057855561281292094 0.0021035401695965118 0.022841116196758538 -0.052862245242527507 -0.00056929701376755 0.033710283602827143 0.10942104348985326 -0.030636795175717359 0.051687827055570935 0.018144835374965359 0.028993116424909367 -0.037893257987928572 0.054849645089857374 0.040294420667808417 0.023154753156281238 -0.028545405033738633
leaf_weight=9455 23840 8183 26029 10761 57013 148129 37432 75231 14750 24816 37726 116891 41296 12602 11216 55734 67927 84703 118389 59324 4625 30722 32867 29997 3306 37270 2867 66697 4097 76023
leaf_count=9455 23840 8183 26029 10761 57013 148129 37432 75231 14750 24816 37726 116891 41296 12602 11216 55734 67927 84703 118389 59324 4625 30722 32867 29997 3306 37270 2867 66697 4097 76023
internal_value=4.31182e-05 -0.0246444 0.0216299 -0.0411707 0.0390324 0.011857 -0.010245 -0.0476619 -0.0139161 -0.0498881 0.000494149 -0.0177227 -0.0113671 -0.0183359 0.0193088 0.0176661 0.0319013 -0.0423288 -0.00477922 0.0218471 0.0614214 -0.0469466 0.0354519 0.00729644 -0.0258103 -0.0294432 -0.0047547 0.031488 -0.0293098 -0.0259017
internal_weight=1.32992e+06 620402 709516 288866 255158 454358 331536 224927 294104 215472 179955 249357 161054 63939 274403 263187 193520 140241 142229 207453 61638 115425 167491 44747 53178 49872 119758 134624 88303 80120
internal_count=1329918 620402 709516 288866 255158 454358 331536 224927 294104 215472 179955 249357 161054 63939 274403 263187 193520 140241 142229 207453 61638 115425 167491 44747 53178 49872 119758 134624 88303 80120
cat_boundaries=0 1 2 3
cat_threshold=2176 2202 144
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=5
split_feature=18 20 17 20 52 121 20 20 17 108 18 120 52 20 19 116 136 76 76 52 20 136 136 136 82 12 76 136 29 29
split_gain=258916 51829.5 43050.8 20585.3 18906.9 11522.9 9906.34 9714.81 9139.12 8176.62 7955.09 7843.14 6913.94 6252.22 6179.74 5823.93 5442.61 5415.38 5212.75 4898.89 4816.14 4750.69 4621.43 4121.4 4014.91 3924.73 3832.42 3683.37 3560.39 3453.91
threshold=10.960000038146974 6.5350000858306894 15.405000209808351 6.7550001144409189 1.4650000333786013 0.1650413200259209 7.8350000381469735 5.1150000095367441 18.219999313354496 0.20006624609231952 13.344999790191652 0.13052122294902804 3.7649999856948857 5.1150000095367441 10.405000209808351 0.47714059054851538 0 10.605000019073488 8.8350000381469744 5.2950000762939462 8.055000305175783 1 2 3 198.06787872314456 1.0649999976158144 2.2050000429153447 4 1017.5499877929689 1018.4500122070314
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 2 2 1 2 2
left_child=1 4 3 11 5 7 12 -1 16 -6 15 13 18 -2 -9 23 26 -11 21 -19 -18 -3 -7 -5 -12 27 -4 -15 -23 -13
right_child=2 6 8 10 9 22 -8 14 -10 17 24 29 -14 25 -16 -17 20 19 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.061667362158816699 -0.02742615117929223 -0.024013112137814471 0.064535324561699747 0.011258485744825172 0.020590802672080483 -0.031164819222464155 0.014220696846788268 -0.043398097865768807 0.076807767116962744 -0.001398471312907339 0.035856991916334922 0.012305546944859535 0.0063420719852849434 0.027849364242254301 -0.019054775435760181 0.0025610419937532481 0.017644323096668031 -0.037795290500598558 -0.036165643820352499 -0.00164978270179918 0.043188866684771732 -0.0094094920720535075 0.0051747212884250705 0.029708631469791608 0.021330653206493119 -0.004793381364063533 0.034196808052320303 -0.0053058787779529451 0.017396526865908903 0.047256567541283011
leaf_weight=65672 23713 46291 29660 59503 13482 19200 50780 154957 19944 23475 93255 23336 45554 21244 31344 70272 32923 43674 26225 11936 41980 55944 16067 61689 97089 94794 16038 13827 15910 10140
leaf_count=65672 23713 46291 29660 59503 13482 19200 50780 154957 19944 23475 93255 23336 45554 21244 31344 70272 32923 43674 26225 11936 41980 55944 16067 61689 97089 94794 16038 13827 15910 10140
internal_value=4.09395e-05 -0.0235481 0.020674 0.0145517 -0.035052 -0.0413849 -0.00539612 -0.0451315 0.0454544 -0.0154006 0.0212091 0.000962806 -0.0106411 -0.00381726 -0.0393025 0.014013 0.0402695 -0.0215362 -0.0159999 -0.0300371 0.0319567 -0.0115236 -0.0146166 0.0206533 0.0284475 0.00049366 0.053876 0.0147841 -0.00347359 0.0228923
internal_weight=1.32992e+06 620511 709407 568862 379807 287240 240704 251973 140545 92567 381808 187054 189924 153578 186301 191464 120601 79085 144370 55610 74903 118145 35267 121192 190344 129865 45698 35071 71854 33476
internal_count=1329918 620511 709407 568862 379807 287240 240704 251973 140545 92567 381808 187054 189924 153578 186301 191464 120601 79085 144370 55610 74903 118145 35267 121192 190344 129865 45698 35071 71854 33476
cat_boundaries=0 1 2 3 4 5
cat_threshold=1057 2200 2192 2260 1568
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=5
split_feature=16 20 16 19 20 52 28 136 136 16 117 20 122 20 12 16 76 20 28 27 76 136 12 68 12 19 136 28 112 136
split_gain=236215 56836.9 33397.4 22382.7 16890.3 10905.2 10758.8 9129.86 7616.13 7293.16 7108.96 6939.58 6895.75 6637.73 5615.94 5252.76 4944.82 4598.56 4133 4031.11 3939 3867.23 3662.46 3644.16 3570.89 3560.06 3508.8 3480.49 3476.92 3450.34
threshold=11.775000095367433 6.6549999713897714 17.029999732971195 9.5450000762939471 7.1150000095367441 1.3350000381469729 1016.6499938964845 0 1 14.550000190734865 0.46173103153705602 5.3750000000000009 1.0000000180025095e-35 5.3750000000000009 3.1450001001358037 20.524999618530277 14.454999923706056 5.4549999237060556 1017.5499877929689 110.50000000000001 5.7049999237060556 2 1.325000047683716 223.58438873291018 1.2649999856948855 15.405000209808351 3 1006.0499877929689 -0.80382624268531788 4
decision_type=2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 1
left_child=1 3 4 5 8 13 10 -8 24 18 14 -10 17 19 26 20 -7 -5 27 -1 -4 -12 -15 -11 25 -2 -3 -6 -13 -20
right_child=2 6 15 12 9 16 7 -9 11 23 21 28 -14 22 -16 -17 -18 -19 29 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.06533072667894671 0.021316140690377645 -0.021818942290733542 0.059139012002881144 -0.035312832745238797 0.031050879816098172 -0.0051993532909423035 -0.012426204750885907 0.020538581071611915 -0.021534788148620934 0.042868598860716867 -0.011212931354205501 0.013060289496450259 0.0069843738413344313 -0.023979239205041164 0.038397083569233312 0.10400710386924815 -0.033004293366588444 -0.01427960786118899 0.035399097325948307 -0.056912562302047977 0.031507703492151262 -0.032186437406088272 -0.04278418116236743 0.026115052344717168 -0.011717844845629693 0.05571803833416808 0.0054972099387682856 0.0081826787159720114 -0.0034994790814495153 0.017370013261885382
leaf_weight=680 40140 16923 45646 37087 20597 27231 29546 72608 26696 65248 69173 79023 27788 34995 9695 5113 38735 86823 53759 81836 17978 32233 99540 64588 6479 9254 38444 86576 52928 52556
leaf_count=680 40140 16923 45646 37087 20597 27231 29546 72608 26696 65248 69173 79023 27788 34995 9695 5113 38735 86823 53759 81836 17978 32233 99540 64588 6479 9254 38444 86576 52928 52556
internal_value=3.88976e-05 -0.0198503 0.0223645 -0.0310234 0.0183125 -0.0393297 -0.00176881 0.011005 0.00730596 0.0251897 -0.00960751 0.00171408 -0.0155267 -0.0447405 0.00329208 0.0552496 -0.0215263 -0.020575 0.0195066 -0.0559052 0.0513313 -0.0178839 -0.0378927 0.0345344 0.0231792 0.0277614 -0.00285496 0.0125776 0.00641786 0.0264915
internal_weight=1.32992e+06 703337 626581 434715 557844 283017 268622 102154 214520 343324 166468 158647 151698 217051 65062 68737 65966 123910 213488 82516 63624 101406 134535 129836 55873 49394 55367 107173 131951 106315
internal_count=1329918 703337 626581 434715 557844 283017 268622 102154 214520 343324 166468 158647 151698 217051 65062 68737 65966 123910 213488 82516 63624 101406 134535 129836 55873 49394 55367 107173 131951 106315
cat_boundaries=0 1 2 3 4 5
cat_threshold=144 32 5985 2192 7969
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=18 16 16 28 20 16 20 20 28 53 17 120 53 16 0 112 20 76 41 114 53 25 76 28 18 116 12 16 20 84
split_gain=214804 47133.5 38935.2 14910.5 12065.6 12007.1 11858.9 11143.2 7116.43 7019.39 5678.75 5481.29 5192.73 4907.77 4906.7 4765.38 4244.6 4074.77 3727.56 3629.88 3470.33 3262.52 3147.22 3123.21 3018.05 3249.91 3012.75 2979.8 2977.23 2969.03
threshold=10.960000038146974 8.7100000381469744 14.550000190734865 1019.2500000000001 5.4949998855590829 17.029999732971195 5.7750000953674325 7.6949999332427987 1021.7500000000001 2.995000004768372 13.344999790191652 0.13052122294902804 2.1350001096725468 17.029999732971195 144.50000000000003 0.13052122294902804 5.5750000476837167 3.2250000238418584 12.650000095367433 -0.74892720580101002 0.2950000017881394 234.50000000000003 12.815000057220461 1019.0499877929689 17.029999732971195 0.58068084716796886 1.5850000381469729 18.219999313354496 8.9749999046325701 0.83852553367614757
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 6 15 16 -2 9 12 11 24 13 21 -3 -5 20 -4 27 28 -16 -1 -6 -14 29 25 -8 -23 -7 -18 -11
right_child=2 7 5 14 8 17 10 -9 -10 23 -12 -13 22 -15 19 -17 18 -19 -20 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.056641256856458794 -0.017336995875152018 -0.022691271329593556 0.0052906527067948465 0.038020849357801846 -0.0013961172236638957 0.055007139648898612 0.0065011394700783473 0.010115093285515742 0.022364765054383572 0.011034467243772994 0.018806440680831718 -0.00099176482593065591 0.0093790210651725978 0.035949424703041619 0.021682032270997603 0.028659525932750198 0.022218255619360344 0.037825037306263479 0.048025166398669668 -0.0047736484419087025 -0.037554848742898203 -0.026695741255770147 -0.023164675744955204 0.023905179491461911 0.062028859881087875 -0.0092731319936852352 -0.043213663317288271 0.085677789686195494 0.03714862234783177 -0.013692718022002837
leaf_weight=76610 53172 171091 17652 41951 6787 24428 134175 62005 6679 19765 89339 40201 10611 3644 85540 1924 89051 22441 27170 15282 34559 44057 24774 12299 2167 43154 73926 11718 53419 31466
leaf_count=76610 53172 171091 17652 41951 6787 24428 134175 62005 6679 19765 89339 40201 10611 3644 85540 1924 89051 22441 27170 15282 34559 44057 24774 12299 2167 43154 73926 11718 53419 31466
internal_value=-5.30276e-05 -0.0215506 0.0187141 0.0102018 -0.0367496 0.0348047 0.00423854 -0.00905424 -0.0282029 -0.0133226 0.0085059 -0.0176385 -0.0303118 -0.0214684 0.0236511 -0.0493576 0.028625 0.0545602 0.0310531 0.017672 -0.0507079 -0.0351064 -0.0134057 0.00127894 0.0033791 0.00266238 -0.0370456 0.0649501 0.0278164 -0.00415293
internal_weight=1.33106e+06 620398 710659 464780 279927 245879 322007 340471 166834 278466 268835 214936 160155 174735 142773 113093 187292 58587 169640 100822 111169 124770 35385 63530 179496 177329 117983 36146 142470 51231
internal_count=1331057 620398 710659 464780 279927 245879 322007 340471 166834 278466 268835 214936 160155 174735 142773 113093 187292 58587 169640 100822 111169 124770 35385 63530 179496 177329 117983 36146 142470 51231
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=7
split_feature=16 17 16 21 21 28 28 17 117 136 136 110 24 136 136 112 28 136 17 16 8 40 28 136 136 17 122 14 28 13
split_gain=194702 46953.1 27269.3 15644.3 12930.8 8988.95 7971.08 7509.43 6921.83 6847.84 6681.97 6645.65 6551.46 6441.05 6101.26 5794.9 5144.3 4961.96 4739.64 4649.73 4620.2 4353.8 3848.2 3547.24 3492.66 3462.84 3376.94 3244.76 3177.08 3117.97
threshold=11.775000095367433 9.5450000762939471 17.029999732971195 5.7249999046325692 7.1649999618530282 1020.0499877929689 1021.7500000000001 15.405000209808351 -0.43049471080303187 0 1 -0.37583476305007929 235.50000000000003 2 3 -0.76037701964378346 1019.4500122070314 4 14.550000190734865 20.524999618530277 8.2500000000000018 11.750000000000002 1017.4500122070314 5 6 14.550000190734865 -0.13052122294902799 0.84499999880790722 1019.7500000000001 0.66500002145767223
decision_type=2 2 2 2 2 2 2 2 2 1 1 2 2 1 1 2 2 1 2 2 2 2 2 1 1 2 2 2 2 2
left_child=1 3 4 12 13 7 8 11 -5 -6 -10 -3 -1 25 27 16 -15 -14 22 23 -16 28 -11 -4 -7 -2 -26 -13 -19 -17
right_child=2 5 19 6 9 24 -8 -9 10 18 -12 14 17 15 20 29 -18 21 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.005901566642996136 0.011211789939795797 0.026368135750129168 0.060848805951244235 0.015208330415061791 0.010552895258911725 -0.0019668413603971253 0.019898517058178598 0.030911448168238844 -0.015885740345534423 0.013879711152331671 -0.03415899226202522 -0.053803690516015967 -0.029729308116230254 0.0021405488849434886 0.00014675082701470147 -0.077221337077999219 0.02666115845804419 -0.046188503272379604 0.035422262863344975 0.095603492715850932 -0.018444253659749978 -0.064891645264780473 0.029800962758776074 0.036654093268497896 0.01266270468610909 0.036222628932587563 0.044620651664390928 -0.019726901709729794 -0.013907389470336224 -0.0081350751203651001
leaf_weight=7113 33198 12151 25083 11169 86391 21899 11357 11974 97865 80860 102486 7797 48606 72410 103551 1679 30357 74401 98580 5144 49344 30822 71523 38686 25122 23733 12320 67130 8492 59814
leaf_count=7113 33198 12151 25083 11169 86391 21899 11357 11974 97865 80860 102486 7797 48606 72410 103551 1679 30357 74401 98580 5144 49344 30822 71523 38686 25122 23733 12320 67130 8492 59814
internal_value=-5.03762e-05 -0.0181091 0.0201997 -0.0296146 0.0165384 -0.00360891 -0.020909 -0.00773241 -0.0231 0.0226986 -0.0252356 -0.00966064 -0.0410662 0.00714308 -0.0115822 0.0021191 0.00938385 -0.0431243 0.0268782 0.0498749 -0.00585277 -0.0488429 0.0213526 0.0461862 0.0138984 0.0216343 0.023172 -0.0232699 -0.0428815 -0.0100214
internal_weight=1.33106e+06 703599 627458 392311 558545 311288 222877 251947 211520 337354 200351 239973 169434 221191 227822 164260 102767 162321 250963 68913 152895 113715 152383 63769 59341 56931 37442 74927 82893 61493
internal_count=1331057 703599 627458 392311 558545 311288 222877 251947 211520 337354 200351 239973 169434 221191 227822 164260 102767 162321 250963 68913 152895 113715 152383 63769 59341 56931 37442 74927 82893 61493
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=150 5925 32 2202 1571 1065 152
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=6
split_feature=18 16 16 20 52 52 17 120 16 28 28 136 84 136 136 120 17 12 26 76 76 136 136 52 136 114 80 28 28 20
split_gain=177887 38712.4 32298.7 14939.8 11590.5 11060.6 8355.99 6925.92 6700.63 6662.4 6543.71 6443.09 5501.68 7396.99 5265.4 4554.17 4481.27 4165.8 3888.67 3842.16 3637.8 3460.17 3450.94 3363.81 3345.69 3279.28 3235.51 3141.46 3114.26 3090.11
threshold=10.960000038146974 8.7100000381469744 15.405000209808351 5.8949999809265146 2.3149999380111699 6.0450000762939462 13.344999790191652 0.095842104405164733 18.219999313354496 1020.0499877929689 1015.9500122070314 0 0.83173727989196788 1 2 1.0000000180025095e-35 17.029999732971195 1.2250000238418581 231.50000000000003 10.50500011444092 2.3249999284744267 3 4 1.4950000047683718 5 -0.79332312941551197 213.73355865478518 1017.7500000000001 1006.0499877929689 4.8450000286102304
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2
left_child=1 4 3 15 7 9 10 11 20 12 28 -1 13 -3 -12 22 26 -13 -15 -6 21 -4 -2 -14 -11 -16 -8 -21 -5 -24
right_child=2 5 8 6 19 -7 16 -9 -10 24 14 17 23 18 25 -17 -18 -19 -20 27 -22 -23 29 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.054107245869862132 0.0049412987417058333 -0.0009866870881898714 0.054682346385113746 0.01660316525476772 0.021710830214675774 0.01426585341768743 0.027712138446992159 -0.015908780509089653 0.066245969962207982 -0.013691432346092056 0.0042020081801459113 -0.014738538132285496 -0.043501735389055669 0.022805015186966274 0.028455567149668848 0.016787685253997247 0.065610963495839655 -0.03865975025080079 -0.023587835395811357 -0.023164026609377192 0.023968608499506938 0.032001375542018318 -0.045467115139415828 -0.019530494302295379 0.016301582718238564 0.0076104323046145761 0.015165547420154125 0.018515952128932096 -0.0038446046688623754 -0.013431918133158839
leaf_weight=64595 21200 96807 29675 23460 8111 46883 104352 31697 19184 13811 58443 21452 21558 4778 73812 16717 5933 120059 82652 28645 48999 39141 9090 45572 28410 25346 101233 5368 90277 43797
leaf_count=64595 21200 96807 29675 23460 8111 46883 104352 31697 19184 13811 58443 21452 21558 4778 73812 16717 5933 120059 82652 28645 48999 39141 9090 45572 28410 25346 101233 5368 90277 43797
internal_value=-4.78476e-05 -0.019611 0.0170306 0.0118215 -0.0333856 -0.00828592 0.0153206 -0.0376677 0.0388429 -0.0118872 0.00951325 -0.0410139 -0.0149741 -0.010509 0.0161095 -0.00678526 0.0227704 -0.035031 -0.0210501 -0.00921193 0.0343808 0.0417945 -0.0121043 -0.0272286 0.00649112 0.023125 0.021534 -0.016586 0.000373061 -0.0189344
internal_weight=1.33106e+06 620398 710659 573660 279927 340471 482856 237803 136999 293588 271338 206106 251367 184237 157601 90804 211518 141511 87430 42124 117815 68816 74087 67130 42221 99158 205585 34013 113737 52887
internal_count=1331057 620398 710659 573660 279927 340471 482856 237803 136999 293588 271338 206106 251367 184237 157601 90804 211518 141511 87430 42124 117815 68816 74087 67130 42221 99158 205585 34013 113737 52887
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2176 1891 216 1057 32 144
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=7
split_feature=17 16 17 52 20 120 16 52 20 16 28 28 28 77 84 136 110 71 136 76 136 136 25 136 30 113 124 136 136 12
split_gain=161014 41909.3 24755.9 15639.7 14047.3 10120 8773.31 7956.12 7809.48 5718.88 5393.12 5277 4350.71 4166.19 4062.36 5171.43 4020.64 3829.8 3738.63 3684.29 3653.08 3565.12 4333.25 3301.98 3290.19 3111.89 3085.61 3046.91 2928.54 2860.7
threshold=11.775000095367433 9.5450000762939471 17.029999732971195 2.5949999094009404 5.8550000190734872 0.095842104405164733 14.550000190734865 5.8849999904632577 5.6949999332427987 17.029999732971195 1020.0499877929689 1017.9500122070314 1018.8500061035157 0.91500002145767223 0.829005926847458 0 0.39585536718368536 215.30784606933597 1 11.715000152587892 2 3 241.50000000000003 4 1021.9500122070314 -0.86159634590148915 0.36648726463317877 5 6 2.8449999094009404
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 1 1 2 1 2 2 2 1 1 2
left_child=1 3 4 5 21 8 11 9 28 10 14 23 16 -4 15 -3 -5 -8 -7 -18 25 -2 -23 -6 27 -13 29 -10 -1 -25
right_child=2 7 13 12 6 18 17 -9 24 -11 -12 20 -14 -15 -16 -17 19 -19 -20 -21 -22 22 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.05326098966185281 0.010420323731257997 0.0024223968472252789 0.059243527133541279 0.019736604332343203 0.016352637611942219 -0.023465050492605555 0.034960826961180747 0.014261507761168666 -0.019738151113879648 0.042409332589112711 0.0079776710567190864 0.018680691084799091 0.030113397682156408 0.034647357026389151 -0.024305686957317447 -0.015821045764856486 0.0083706939973566021 0.01965132943338185 0.0042803654315873062 -0.024072239739597684 0.028593034826194449 -0.026644511367945413 0.001661666533637957 0.0022456093186177281 0.010619213695387946 -0.005887820916247768 -0.0085370908959907527 -0.034751264345466999 -0.038111285390415819 0.024800092194889985
leaf_weight=51647 27398 72831 33621 9723 66383 26153 84400 56621 56679 5844 45179 49203 7944 35285 45372 83236 11806 79168 22655 33817 70189 25619 28630 48793 5526 17463 41451 84124 84548 19749
leaf_count=51647 27398 72831 33621 9723 66383 26153 84400 56621 56679 5844 45179 49203 7944 35285 45372 83236 11806 79168 22655 33817 70189 25619 28630 48793 5526 17463 41451 84124 84548 19749
internal_value=-4.54389e-05 -0.0164651 0.0183726 -0.0272639 0.0148837 -0.0316143 0.0181652 -0.00267767 -0.0352463 -0.00647671 -0.00763514 0.013264 -0.00448897 0.0466485 -0.0111368 -0.00730833 -0.00945556 0.0275509 -0.0105905 -0.0156769 0.0206315 -0.00427979 -0.0117037 0.00754738 -0.0272264 0.0122432 0.00223154 -0.0287117 -0.043863 0.00874423
internal_weight=1.33106e+06 703705 627352 394622 558446 331332 476799 309083 282524 252462 246618 313231 63290 68906 201439 156067 55346 163568 48808 45623 136855 81647 54249 176376 146329 66666 109993 140803 136195 68542
internal_count=1331057 703705 627352 394622 558446 331332 476799 309083 282524 252462 246618 313231 63290 68906 201439 156067 55346 163568 48808 45623 136855 81647 54249 176376 146329 66666 109993 140803 136195 68542
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=5923 2192 222 32 5153 5921 2176
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=6
split_feature=18 17 20 28 52 20 17 116 136 12 136 121 31 108 108 136 136 20 20 20 77 28 136 116 12 136 12 52 69 8
split_gain=146864 31212.3 24520.7 13279.7 10447.4 9941.77 9793.31 8495.87 7887.75 6571.08 6101.49 6391.82 5417.99 5164.41 4837.23 4668.97 4539.24 4493.83 4439.78 4282.18 3674.91 3616.76 3521.64 3499.47 3381.6 3323.42 3457.95 3122.23 3082.53 2678.82
threshold=10.405000209808351 14.550000190734865 5.7950000762939462 1019.4500122070314 6.6050000190734872 7.1949999332427987 17.029999732971195 0.44618082046508795 0 1.9049999713897707 1 -0.07845610752701758 1020.5499877929689 -0.26627884805202479 -0.55899053812026966 2 3 4.8450000286102304 6.9149999618530282 4.6449999809265146 0.91500002145767223 1017.3500061035157 4 0.47714059054851538 3.3349999189376835 5 1.8350000381469729 2.5949999094009404 213.4831466674805 8.6500000953674334
decision_type=2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 1 2 2 2 2 2 1 2 2 1 2 2 2 2
left_child=2 3 8 5 7 13 16 24 -1 27 -5 29 14 -2 -10 -7 28 -15 -18 -16 -8 -11 -19 -17 25 26 -4 -9 -3 -12
right_child=1 6 4 10 -6 15 20 9 12 21 11 -13 -14 17 19 23 18 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012469386241837681 0.022260692655374864 0.038899911657609532 -0.025503307485132905 0.0039237502128382914 0.014503274956514137 0.020704786227585634 0.057522246091638134 -0.015898249849724013 0.029997135818019056 -0.034114944798006551 0.023950179717608096 0.042938580933140853 -0.0060273183205372801 -0.038624869668798904 -0.061658157078088929 0.010221735455020723 -0.0018345436746590887 0.0087221651887666677 0.021441381955027795 -0.038469141606845017 0.033221785064688335 -0.010395250708659341 -0.010251855166825431 -0.0067971920259945993 0.038815664082891679 0.0016835951909100557 0.0087175981310971609 0.0074135886654379318 0.019292241584955069 0.0036854806671458105
leaf_weight=35443 14410 50855 29285 46460 33676 63896 30618 68021 2369 84778 48224 35631 11984 11840 23480 86118 27114 30065 83829 130887 31631 19830 130928 46522 4507 62852 9870 18208 33085 24641
leaf_count=35443 14410 50855 29285 46460 33676 63896 30618 68021 2369 84778 48224 35631 11984 11840 23480 86118 27114 30065 83829 130887 31631 19830 130928 46522 4507 62852 9870 18208 33085 24641
internal_value=-4.32132e-05 0.0135763 -0.0202965 0.0067356 -0.0118915 0.00174745 0.0279089 -0.0148808 -0.0339243 -0.0211949 0.0190897 0.0255814 -0.0384283 -0.00649733 -0.0409082 0.0096024 0.022394 -0.00889504 0.0157514 -0.0419963 0.0451743 -0.0296185 -0.0067086 0.00425222 -0.00356803 -0.00544068 -0.0168728 -0.0109758 0.0311678 0.0170972
internal_weight=1.33106e+06 795867 535190 538735 331027 383779 257132 297351 204163 190837 154956 108496 168720 187243 156736 196536 194883 172833 110943 154367 62249 104608 160993 132640 106514 102007 39155 86229 83940 72865
internal_count=1331057 795867 535190 538735 331027 383779 257132 297351 204163 190837 154956 108496 168720 187243 156736 196536 194883 172833 110943 154367 62249 104608 160993 132640 106514 102007 39155 86229 83940 72865
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=544 152 5153 3105 32 2192
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=16 20 16 19 20 117 52 19 121 29 18 41 76 16 109 29 20 121 31 12 4 20 17 64 52 29 52 26 20 27
split_gain=132681 33994.8 19587.8 13452 11971.4 7599.88 6911.26 6613.12 4946.2 4646 4602.02 4256.98 4214.85 4198.53 4028.39 3981.54 3929.6 3588.1 3360.71 3771.03 3157.88 3050.85 2940.26 2870.87 2856.39 2826.25 2780.85 2711 2516.96 2352.87
threshold=11.775000095367433 6.6549999713897714 17.029999732971195 9.5450000762939471 8.5850000381469744 0.50751903653144848 1.1449999809265139 9.5450000762939471 0.18222858756780627 1015.4500122070314 14.550000190734865 12.650000095367433 11.715000152587892 20.524999618530277 -0.53224527835845936 1021.8500061035157 4.9949998855590829 1.0000000180025095e-35 1020.9500122070314 3.6450001001358037 6.5499999523162851 5.1150000095367441 11.775000095367433 4.3450000286102304 4.2149999141693124 1018.6499938964845 2.5949999094009404 240.50000000000003 4.805000066757203 110.50000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 6 7 18 15 28 14 -7 17 -12 -8 20 -5 16 29 -9 19 22 -4 -16 26 -6 -14 -19 -3 -18 -2 -1
right_child=2 5 13 8 23 9 12 10 -10 -11 11 -13 24 -15 21 -17 27 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.063914746882613907 -0.049946274439768082 -0.010083303244728656 0.04483334441040307 0.040899347741049752 0.031173712646436643 -0.016900157658171416 0.00085976635956351479 0.0036009444798925025 0.0097995587546397846 0.0017214921799853359 0.014463101227782271 0.037761903869982037 -0.031838181889637988 0.085080814392915372 -0.034151721815439427 0.002562281547183006 -0.0036668986411342143 0.009281303094902979 0.026138374786588481 0.039648861849684858 0.019464797815744568 -0.013288751114837963 0.015152740493498844 0.017922949237598112 -0.0043816379109596721 0.032513863647307621 0.010855642966175048 -0.033799780753882194 -0.0047945709922985538 -0.050513685808379366
leaf_weight=454 3291 50848 47420 3101 86524 80717 23066 169372 22952 57254 91428 24957 37738 5178 21055 6944 7851 33780 20684 7015 16548 104459 29350 77480 12647 21373 23042 151540 49675 42777
leaf_count=454 3291 50848 47420 3101 86524 80717 23066 169372 22952 57254 91428 24957 37738 5178 21055 6944 7851 33780 20684 7015 16548 104459 29350 77480 12647 21373 23042 151540 49675 42777
internal_value=-5.024e-05 -0.0149568 0.0166742 -0.0236027 0.0135629 -0.000984091 -0.0300403 0.00883667 -0.011582 -0.00917271 0.0113904 0.0194592 -0.0168424 0.0417761 -0.0153976 -0.034666 -0.0359419 0.00720784 0.00764429 0.00417477 0.0382707 -0.0167885 0.00176436 0.0249137 -0.0249464 0.0182844 -0.00355366 -0.0323155 -0.00760004 -0.049312
internal_weight=1.33052e+06 703494 627026 434584 557880 268910 283017 393876 151567 137971 340910 116385 73451 69146 128615 209566 202622 224525 130939 110255 63968 125514 103240 164004 50385 55153 73890 159391 52966 43231
internal_count=1330520 703494 627026 434584 557880 268910 283017 393876 151567 137971 340910 116385 73451 69146 128615 209566 202622 224525 130939 110255 63968 125514 103240 164004 50385 55153 73890 159391 52966 43231
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=4
split_feature=18 16 18 20 52 28 24 136 136 136 122 114 76 8 28 28 76 85 0 136 134 26 8 28 4 8 52 16 76 38
split_gain=120659 32361.3 19915.1 11621.6 9566.26 8989.73 7712.43 7484.95 7228.84 7140.54 7559.52 5962.48 5537.47 4682.16 3903.08 4701.33 3787.15 3782.35 3392.61 3136.14 3106.16 3062.04 3059.87 2921.93 2870.9 2841.16 2777.34 2640.69 2600.21 2359.32
threshold=11.775000095367433 8.7100000381469744 17.029999732971195 5.8350000381469735 5.9649999141693124 1021.9500122070314 235.50000000000003 0 1 2 0.0087262028828263907 -0.85260769724845875 9.5450000762939471 8.8499999046325701 1016.2500000000001 1004.9500122070314 3.1650000810623173 0.82001835107803356 208.50000000000003 3 1019.2500000000001 231.50000000000003 9.2500000000000018 1019.1499938964845 8.9499998092651385 8.1500000953674334 4.9249999523162851 15.405000209808351 10.904999732971193 16.349999427795414
decision_type=2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 19 9 6 -1 29 17 18 12 14 20 -9 15 -10 -4 -5 24 -2 25 22 -21 -12 -3 -11 -15 -13 -6 -8
right_child=2 4 16 8 28 -7 7 13 11 10 23 27 -14 26 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.010342884359398686 0.0045259467825011579 -0.013760714530153671 0.050860402530915505 0.028560324466362703 0.024615174722794404 0.019849604428242327 -0.037865588993223807 -0.01745904101210502 0.032063042703952604 -0.00025151389692085988 0.0066021408008866481 -0.0019672099306132737 -0.024135657355116403 -0.035769768427604605 0.02122600868516825 0.00075322916672420368 0.026953158049975452 0.011042257136894426 -0.028279328087361107 -0.014335880918325059 0.10417698338964872 -0.0010673055883463117 -0.056232549457954431 0.035361926227754144 0.03031604495088451 -0.014812569230416192 -0.0023414795342432625 0.020858493638063497 0.0042682888331248168 -0.056666331109284575
leaf_weight=11961 43403 38903 41264 124256 25158 9783 52840 94415 14971 112209 36894 87068 44209 84938 133855 60202 27675 40973 55603 12116 659 19210 6806 11611 4082 47759 6704 14829 41775 24389
leaf_count=11961 43403 38903 41264 124256 25158 9783 52840 94415 14971 112209 36894 87068 44209 84938 133855 60202 27675 40973 55603 12116 659 19210 6806 11611 4082 47759 6704 14829 41775 24389
internal_value=-4.7728e-05 -0.0142544 0.0159106 0.0127766 -0.00541054 -0.0272507 -0.0289247 -0.0307087 0.0157634 -0.00870587 -0.00426227 0.0112712 -0.00846539 -0.0252721 0.0161058 0.0069887 0.041263 0.0242148 -0.0201221 -0.00466585 -0.0041525 -0.0151255 -0.0294056 0.0134866 -0.00957504 -0.00459877 -0.0333243 0.0013546 0.011916 -0.0437972
internal_weight=1.33052e+06 703892 626628 557689 418862 285030 275247 263286 476154 351929 253341 310925 204836 186057 209028 75173 68939 165229 98588 81535 160627 38132 18922 48505 42985 159968 91642 101897 66933 77229
internal_count=1330520 703892 626628 557689 418862 285030 275247 263286 476154 351929 253341 310925 204836 186057 209028 75173 68939 165229 98588 81535 160627 38132 18922 48505 42985 159968 91642 101897 66933 77229
cat_boundaries=0 1 2 3 4
cat_threshold=2176 5153 2192 2592
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=7
split_feature=16 19 16 52 28 19 17 23 136 95 136 136 126 5 123 112 16 25 76 84 111 136 12 136 136 22 4 136 15 52
split_gain=109774 36167.4 13528.1 10781.4 10070.9 7877.48 7136.84 6894.23 4990.7 4867.65 4810.71 4742.25 4670.78 4763.75 4593.92 4112.64 3811.77 3580.28 3562.06 3454.08 3243.26 3204.26 3396.26 3117.91 2957.37 2958.05 2945.19 2628.95 2646.9 2612.12
threshold=12.309999942779543 9.5450000762939471 17.029999732971195 2.8349999189376835 1019.5499877929689 9.5450000762939471 8.0099999904632586 5.6449999809265146 0 -0.38051481544971461 1 2 -0.53727915883064259 6.9500000476837167 -0.18222858756780622 -0.86159634590148915 20.524999618530277 226.50000000000003 18.265000343322757 0.84610140323638927 -0.18582257628440854 3 1.3350000381469729 4 5 5.9649999141693124 6.7500000000000009 6 0.83499997854232799 4.2750000953674325
decision_type=2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 1 2 2
left_child=1 3 5 6 7 -2 17 27 12 29 -6 26 13 -9 -12 -13 24 -1 -5 -10 -20 22 -8 -19 -4 -26 -11 -3 -29 -7
right_child=2 4 16 18 10 9 21 8 19 11 14 15 -14 -15 -16 -17 -18 23 20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.010337620334394412 -0.0048412157639626642 -0.00042116607803288023 0.055030280618479525 0.0089409536518569241 -0.0030830101252508125 -0.0094255558251409716 0.0037688579631199731 -0.0079769219140821569 0.0079137773401398003 0.029302707884122488 0.010880756549969194 0.018437925270316121 -0.01639208040022708 0.028512683727180507 0.039142901968342025 0.0026906373178751572 0.079499819402087613 -0.043596554014049889 0.028836681051782654 -0.0088770287253262421 -0.023019272837249735 -0.026934443878558437 -0.018710029417459521 -0.029073005499690475 -0.0019797391518880801 0.033913816261973657 0.012630983106282679 -0.060362385067624438 -0.024278198588383745 0.012110651252972317
leaf_weight=4343 47159 9095 14209 29749 34444 23748 22693 27435 106668 118640 44659 143995 92897 13271 21206 58228 5178 68269 3468 42966 23097 75638 64741 81114 6621 43138 34106 6162 28999 34584
leaf_count=4343 47159 9095 14209 29749 34444 23748 22693 27435 106668 118640 44659 143995 92897 13271 21206 58228 5178 68269 3468 42966 23097 75638 64741 81114 6621 43138 34106 6162 28999 34584
internal_value=-4.53399e-05 -0.011724 0.0176161 -0.0231012 -0.0018012 0.0145194 -0.0266847 -0.00604692 -0.00317929 0.0167285 0.0120604 0.0189281 -0.0102028 0.00391945 0.019977 0.013903 0.0382378 -0.0344142 -0.00294218 0.00309225 -0.0162496 -0.0193983 -0.0128743 -0.0357152 0.0348978 0.0291319 0.0255785 -0.0243997 -0.0305933 0.00334288
internal_weight=1.33052e+06 800914 529606 373112 427802 460460 316798 327493 283237 413301 100309 354969 133603 40706 65865 202223 69146 153726 56314 149634 26565 163072 87434 149383 63968 49759 152746 44256 35161 58332
internal_count=1330520 800914 529606 373112 427802 460460 316798 327493 283237 413301 100309 354969 133603 40706 65865 202223 69146 153726 56314 149634 26565 163072 87434 149383 63968 49759 152746 44256 35161 58332
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2270 152 1569 1645 2240 1056 34
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=7
split_feature=17 16 17 16 24 28 28 113 28 136 109 136 136 136 123 28 76 12 53 136 135 17 136 15 136 120 14 116 12 53
split_gain=99999.6 25499.2 16351.5 8241.68 8012.92 7827.94 7190.38 6783.05 6574.59 6185.04 5859.03 5786.51 4837.29 4608.42 4602.1 4568.88 4333.37 4230.18 4486.83 3570.03 3471.37 3456.45 3147.39 3097.65 3023.72 3344.46 2896.47 2909.59 4185.12 2887.77
threshold=11.775000095367433 8.7100000381469744 17.029999732971195 14.550000190734865 235.50000000000003 1019.0499877929689 1021.9500122070314 -0.76037701964378346 1016.0499877929689 0 -0.35845172405242914 1 2 3 -0.18222858756780622 1006.0499877929689 9.9149999618530291 1.2749999761581423 3.9150000810623173 4 1019.2500000000001 20.524999618530277 5 1.5950000286102297 6 -0.23343648016452787 0.81499999761581432 0.59480014443397533 3.0049999952316289 4.9949998855590829
decision_type=2 2 2 2 2 2 2 2 2 1 2 1 1 1 2 2 2 2 2 1 2 2 1 2 1 2 2 2 2 2
left_child=1 4 3 7 -1 10 9 8 15 -6 -3 26 -7 -9 -14 -2 20 -11 -19 -5 29 22 -4 -21 -10 -26 -12 28 -28 -13
right_child=2 5 21 19 6 12 -8 13 24 17 11 16 14 -15 -16 -17 -18 18 -20 23 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.012957936415514333 0.022007181671130353 0.021929189339254543 0.048083357745215521 0.027134639842142774 -0.03946557986401273 -0.0099235808874052166 0.016673243109206488 0.0071346649601657071 0.0027004088994157498 -0.0067051996556786626 -0.046496864418368616 -0.0037660689541952974 0.0062179110457693714 -0.014687794297826753 0.034902291377438062 -0.0038616713282073217 -0.017179354861087917 -0.029234567674917146 -0.0026270957082345507 0.0015594826688334826 0.095240195490257459 0.076837459134799946 0.025302813008770582 0.020066035521348929 0.014597799235054238 0.030737031840748903 -0.015100531902079096 -0.029849178421644185 0.03014446448050101 0.019602804954416422
leaf_weight=13776 21511 14966 25072 92372 78163 26499 9488 47023 28589 33764 9313 133735 43294 49811 20654 82647 55824 139406 17876 35210 934 5158 38618 63191 86654 50987 55251 30432 5632 14670
leaf_count=13776 21511 14966 25072 92372 78163 26499 9488 47023 28589 33764 9313 133735 43294 49811 20654 82647 55824 139406 17876 35210 934 5158 38618 63191 86654 50987 55251 30432 5632 14670
internal_value=-4.3091e-05 -0.0129806 0.0144802 0.0116436 -0.0242664 -0.00495348 -0.0261064 0.00726378 0.0113304 -0.0276141 -0.00861679 -0.0101118 0.00803792 -0.0040915 0.01548 0.00148084 -0.00529382 -0.0227621 -0.0262105 0.0200744 -0.00085127 0.0374702 0.0342821 0.0134426 0.0175021 0.0205748 -0.0199322 -0.0172252 -0.0109151 -0.00145603
internal_weight=1.33052e+06 703677 626843 557995 292473 411204 278697 367222 270388 269209 320757 305791 90447 96834 63948 104158 205163 191046 157282 190773 149339 68848 63690 98401 166230 137641 100628 91315 60883 148405
internal_count=1330520 703677 626843 557995 292473 411204 278697 367222 270388 269209 320757 305791 90447 96834 63948 104158 205163 191046 157282 190773 149339 68848 63690 98401 166230 137641 100628 91315 60883 148405
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2176 2202 144 1057 3113 1065 144
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=8
split_feature=19 16 16 115 16 52 31 136 136 95 12 52 136 21 120 27 136 21 126 6 12 52 136 52 136 120 112 136 12 136
split_gain=92089.5 25643.9 16596.2 10406.6 7733.42 6759.68 6704.91 5856.9 4691.08 4639.87 4385.8 4300.51 3957.21 3854.83 3470.33 3215.41 3165.06 3117.7 3050.71 3378.8 3041.29 2985.63 2851.16 2736.35 3206.52 2631.83 2561.9 2515.59 2351.5 2344.29
threshold=10.405000209808351 13.344999790191652 8.0099999904632586 -0.76037701964378346 18.219999313354496 2.8349999189376835 1021.1499938964845 0 1 -0.068812798708677278 1.2749999761581423 2.6350001096725468 2 5.7249999046325692 0.095842104405164733 231.50000000000003 3 7.7249999046325692 -0.63605400919914235 6.9500000476837167 1.985000014305115 8.6750001907348651 4 3.7649999856948857 5 -0.38266885280609125 -0.81408452987670887 6 1.2250000238418581 7
decision_type=2 2 2 2 2 2 2 1 1 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 1 2 2 1 2 1
left_child=2 3 11 6 9 8 7 18 15 23 -10 14 -11 27 22 -4 -15 -12 19 -2 -7 -22 -1 24 -3 -9 -14 -5 -24 -8
right_child=1 4 5 13 -6 20 29 25 10 12 17 -13 26 16 -16 -17 -18 -19 -20 -21 21 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.043332649071835871 -0.0035924747922698261 0.0092258020986620195 0.018290691940066543 -0.0059439812909630411 0.051741163136186742 0.011181053629763077 0.035104535201931741 0.0045606363363957228 0.0045373652179801129 0.029129690886390364 -0.01639349145887543 -0.0057188850366163661 0.020645863180658097 0.0014563547007621046 -0.010834749593631867 -0.025145525164855093 -0.01807512250168063 0.0096698371185839297 -0.0097599643822050153 0.031102217117666926 -0.019205387365053582 0.0060217032055669643 -0.010266829529753387 0.01333647756656391 -0.033295897195802865 0.018253804443716364 0.0061647945049380223 -0.039284671361733664 -0.031889112189701523 0.014963019826112714
leaf_weight=49335 19856 10109 4481 8724 19041 45084 21399 82857 44523 111695 112435 18871 115346 59018 18994 86631 31973 12778 83558 10853 24241 22722 14909 49705 7884 60869 41542 16163 80295 44629
leaf_count=49335 19856 10109 4481 8724 19041 45084 21399 82857 44523 111695 112435 18871 115346 59018 18994 86631 31973 12778 83558 10853 24241 22722 14909 49705 7884 60869 41542 16163 80295 44629
internal_value=-4.0919e-05 0.0107515 -0.0160737 0.00268189 0.0207419 -0.00974423 0.00728087 0.00364222 -0.013855 0.0189867 -0.00894056 -0.0283194 0.0219353 -0.0101779 -0.0309274 -0.0230068 -0.00540857 -0.0137337 -0.00480677 0.00866913 0.00190505 -0.00699982 -0.0335678 0.00728836 -0.00941933 0.0103591 0.0168104 -0.0276155 -0.0285001 0.0214983
internal_weight=1.33052e+06 795221 535299 439899 355322 352895 324021 257993 260848 336281 169736 182404 268583 115878 163533 91112 90991 125213 114267 30709 92047 46963 144539 67698 17993 143726 156888 24887 95204 66028
internal_count=1330520 795221 535299 439899 355322 352895 324021 257993 260848 336281 169736 182404 268583 115878 163533 91112 90991 125213 114267 30709 92047 46963 144539 67698 17993 143726 156888 24887 95204 66028
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=2264 6288 3105 1825 2176 5156 32 5891
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=7
split_feature=18 20 18 52 20 122 80 20 136 24 29 136 122 20 8 76 76 136 136 15 29 10 26 103 136 136 17 28 17 136
split_gain=83876.8 22845.6 15552.9 11872.8 9070.22 7219.18 6826.84 5703.9 5461.44 5190.32 3991.69 3866.46 3866.44 3770.9 3507.71 3481.87 3273.6 3235.84 3052.89 2806.9 2784.76 2779.86 2732.55 2450.12 2418.85 2362.13 2336.31 2246.94 2216.7 2207.31
threshold=11.775000095367433 6.7950000762939462 17.029999732971195 1.4650000333786013 8.2550001144409197 0.21643137186765674 295.63882446289068 5.2049999237060556 0 306.50000000000006 1019.5499877929689 1 1.0000000180025095e-35 4.9249999523162851 8.9499998092651385 4.9849998950958261 14.885000228881838 2 3 1.435000002384186 1015.1499938964845 6.4500000476837167 236.50000000000003 -0.16137267649173734 4 5 14.550000190734865 1019.5499877929689 15.405000209808351 6
decision_type=2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 1 1 2 2 2 2 2 1 1 2 2 2 1
left_child=1 3 4 5 7 8 -5 24 28 18 16 19 14 -10 26 25 23 -6 -3 -9 -11 29 -16 -8 -2 -4 -13 -15 -1 -7
right_child=2 9 15 6 17 21 10 11 13 20 -12 12 -14 27 22 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016589901856179208 -0.0052789487104553572 -0.00092776017101009315 0.055661861602062761 0.015196273246747922 0.02767237255170887 0.0052000996487600645 -0.034790895273111494 -0.021978929412653316 -0.044211634580217228 -0.016281757986529432 0.016574030384013321 0.0071109417658936627 0.022641212338328557 -0.029359854912387757 -0.032817769417884605 0.019155071001329571 -0.0248637216585397 0.014303584480291415 0.013300298919845599 0.0026574732788093147 0.0012591965753684861 0.015083375477552364 0.0010265305447452017 0.00075133719708465397 -0.035092615502830812 0.033106800854167034 0.020141936281439163 -0.012430326523060461 0.035575862842269858 -0.023311481843752171
leaf_weight=82504 23069 74824 21321 30913 71463 10878 5737 15352 39793 53059 10831 102835 52092 148130 6700 21780 44556 123726 75987 46825 39450 13217 54291 31321 9646 25814 51684 22588 2088 18046
leaf_count=82504 23069 74824 21321 30913 71463 10878 5737 15352 39793 53059 10831 102835 52092 148130 6700 21780 44556 123726 75987 46825 39450 13217 54291 31321 9646 25814 51684 22588 2088 18046
internal_value=-2.62967e-05 -0.0118707 0.0132797 -0.0184176 0.0105106 -0.0232726 -0.0051445 0.00583148 -0.0260371 0.000522507 -0.0119463 0.00780694 0.0104164 -0.0303493 0.00746194 0.0356885 -0.0157313 0.0192003 0.00624195 -0.0034249 -0.00880151 -0.00391392 -0.00269134 -0.004751 -0.0140818 0.0433282 0.0114696 -0.0271199 -0.0153005 -0.0125948
internal_weight=1.33052e+06 703922 626598 460602 557683 337244 123358 362494 295103 243320 92445 329779 267602 210511 215510 68915 81614 195189 150811 62177 92509 42141 60991 37058 32715 47135 154519 170718 84592 28924
internal_count=1330520 703922 626598 460602 557683 337244 123358 362494 295103 243320 92445 329779 267602 210511 215510 68915 81614 195189 150811 62177 92509 42141 60991 37058 32715 47135 154519 170718 84592 28924
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=1571 154 5161 2260 2153 1313 622
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=6
split_feature=16 20 52 16 122 80 117 20 136 31 136 136 23 12 10 136 84 76 28 16 136 28 12 136 36 27 20 100 31 15
split_gain=76886.4 25691.8 11554.8 10132.6 7621.12 6579.54 6369.42 6242.58 5478.28 4815.65 4692.19 4097.5 3614.7 3308.06 3227.3 3134.88 3021.01 2996.59 2926.63 2862.62 2841.37 2679.99 2657.61 2629.8 2538.65 2500.48 2464.63 2370.78 2339.58 2306.99
threshold=12.309999942779543 6.7950000762939462 1.7549999952316286 17.029999732971195 0.078456107527017607 273.77549743652349 0.58068084716796886 6.3750000000000009 0 1019.5499877929689 1 2 5.0750000476837167 1.1349999904632571 6.4500000476837167 3 0.82213121652603161 18.07499980926514 1018.3500061035157 20.524999618530277 4 1014.9500122070314 3.7350000143051152 5 16.150000572204593 228.50000000000003 6.9949998855590829 -0.13947781920433042 1021.4500122070314 1.5249999761581423
decision_type=2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 1 2 2 2 2 1 2 2 1 2 2 2 2 2 2
left_child=1 2 4 7 8 -4 11 15 13 17 29 22 -10 -1 23 -2 -12 25 -13 24 -8 -22 28 -6 26 -7 -5 -15 -3 -9
right_child=3 6 5 19 14 9 20 10 12 -11 16 18 -14 27 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0031451048045073519 0.0064938791528350347 -0.00775582652626991 0.023625909792461972 0.0073137978430097552 -0.023717291133917229 -0.035716930386601481 -0.018162392824371026 -0.012943978050090055 -0.04037475392931416 0.017502094337773309 0.021306955889654186 0.0079911260905742576 -0.025070629564428223 -0.055086265321371133 0.012509221824780285 -0.013152978554116413 0.0083838371829082752 -0.02421002850407393 0.025695059968483914 0.068737939581261537 -0.010252962019775103 0.0094417028575715829 0.034821271927173846 0.0038783782443935592 0.05051231484162421 -0.0013103748132558375 0.031707157430087125 -0.016981914950980014 0.013238551739122277 0.0088209038046317932
leaf_weight=21296 83607 63254 18972 14302 21929 5973 42093 14921 49795 15221 211260 75458 171354 4329 19188 26805 57540 35299 33800 5089 39967 30421 4835 14237 11982 45551 37521 71569 16793 66159
leaf_count=21296 83607 63254 18972 14302 21929 5973 42093 14921 49795 15221 211260 75458 171354 4329 19188 26805 57540 35299 33800 5089 39967 30421 4835 14237 11982 45551 37521 71569 16793 66159
internal_value=-2.495e-05 -0.00979241 -0.0168407 0.0147657 -0.0211892 -0.00341265 0.00157958 0.012089 -0.0241666 -0.00843966 0.01536 0.00706488 -0.0285153 -0.0142676 -0.00406568 0.00172356 0.0185399 -0.0129875 0.0134668 0.0326492 -0.00788796 -0.00174087 -0.00117692 -0.0128595 0.0297708 -0.00529901 0.0249751 -0.0191553 -0.00335143 0.00481496
internal_weight=1.33052e+06 801334 494713 529186 373697 121016 306621 460292 318343 102044 349880 194140 221149 97194 55354 110412 268800 86823 109258 68894 112481 70388 84882 36166 63805 51524 51823 75898 80047 81080
internal_count=1330520 801334 494713 529186 373697 121016 306621 460292 318343 102044 349880 194140 221149 97194 55354 110412 268800 86823 109258 68894 112481 70388 84882 36166 63805 51524 51823 75898 80047 81080
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=1571 150 2256 3681 158 3217
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=2
split_feature=19 16 20 95 116 28 136 120 136 12 17 121 8 135 28 4 109 53 53 12 15 80 28 74 8 18 20 28 31 84
split_gain=70588.1 16218.9 16023.1 9634.57 9275.66 6222.28 5968.08 5698.7 5159.73 4803.59 4682.91 3965.01 3921.42 3571.81 3399.31 3254.38 3150.16 3122.06 3108.94 2960.16 2864 2674.78 2591.33 2500.79 2495.98 2457.68 2318.43 2302.31 2233.67 2293.98
threshold=10.960000038146974 15.405000209808351 5.5750000476837167 -0.6530228555202483 0.58068084716796886 1017.0499877929689 0 -0.3172925859689712 1 1.9149999618530276 14.550000190734865 0.28400452435016638 8.2500000000000018 1023.1499938964845 1016.7500000000001 6.6499998569488534 -0.53224527835845936 0.41499999165534979 3.3950001001358037 2.9650000333786015 1.4950000047683718 304.90296936035162 1016.5499877929689 0.5292736589908601 8.4499998092651385 14.550000190734865 4.4349999427795419 1021.8500061035157 1015.4500122070314 0.82829862833023082
decision_type=2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 11 12 8 10 20 24 19 18 13 17 28 16 -11 23 -5 26 -6 22 -7 -19 -4 -3 -8 -18 -1 -10 29 -2
right_child=1 15 4 5 9 6 7 -9 27 14 -12 -13 -14 -15 -16 -17 25 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.052288032328284856 0.013959914737288144 0.037838498655869565 -0.016582184278650675 0.023697448854416436 -0.010325965380667742 -0.022057768328677715 0.017935639904349904 0.030086856671526541 0.0043020481820768251 -0.026299732271285955 0.01702333491266517 0.00061926104969779641 -0.03980328498419558 0.068543857350957749 -0.0073817093315079619 0.012767183022743914 -0.0035817896247468195 -0.0033690427976752315 0.015638042838385723 0.016158934217485266 0.0063426837520802193 -0.027435235167741396 -0.0012638310035946573 0.02125308569627541 0.0029960249084586632 0.014276149381426829 -0.030067292112555041 0.030095614319729083 -0.019428714399334419 -0.016447274008729043
leaf_weight=13522 17366 59279 69697 13109 68838 10597 76727 74373 113372 93609 54475 13080 10628 1916 31816 30641 175069 19653 13849 11432 54689 27987 45718 36861 43985 21649 89004 9366 18564 9649
leaf_count=13522 17366 59279 69697 13109 68838 10597 76727 74373 113372 93609 54475 13080 10628 1916 31816 30641 175069 19653 13849 11432 54689 27987 45718 36861 43985 21649 89004 9366 18564 9649
internal_value=-2.37193e-05 0.0107496 -0.0123349 0.0072239 -0.0075381 0.00932423 0.01482 0.0191987 -0.00103841 -0.0153331 0.00394913 -0.0257837 -0.0124535 0.00058554 -0.0215009 0.026957 -3.50103e-05 -0.0280835 -0.00597733 -0.00810976 0.00173255 -0.0175072 -0.0105143 0.0314795 0.0124919 -0.00161651 -0.032998 0.00626982 -0.00607619 0.00309932
internal_weight=1.33052e+06 709577 620943 582796 457697 526589 260371 195085 249585 208112 266218 163246 56207 211743 125425 126781 209827 150166 82687 126847 65286 47640 115415 96140 120712 196718 102526 122738 45579 27015
internal_count=1330520 709577 620943 582796 457697 526589 260371 195085 249585 208112 266218 163246 56207 211743 125425 126781 209827 150166 82687 126847 65286 47640 115415 96140 120712 196718 102526 122738 45579 27015
cat_boundaries=0 1 2
cat_threshold=152 6352
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=5
split_feature=16 23 19 16 21 19 136 15 52 76 4 112 136 31 40 31 27 136 118 17 31 84 12 136 12 136 76 82 12 132
split_gain=63758 20702.4 9636 8949.25 6387.63 6156.58 4350.73 4724.76 4350.35 5318.22 4166.94 4838.04 4007.51 3219.65 3212.37 2862.12 2992.13 3080.95 2823 2656.99 2587.76 2467.84 2161.49 2160.26 2157.67 2147.95 2128.22 2015.94 1959.55 1922.98
threshold=12.309999942779543 6.0250000953674325 10.960000038146974 18.219999313354496 5.6649999618530282 17.029999732971195 0 1.435000002384186 6.6050000190734872 18.265000343322757 5.2500000000000009 -0.66259482502937306 1 1020.1499938964845 11.449999809265138 1016.1499938964845 231.50000000000003 2 0.44618082046508795 14.550000190734865 1020.1499938964845 0.78438320755958568 2.0649999380111699 3 1.0549999475479128 4 10.904999732971193 250.75130462646487 3.7649999856948857 1022.9500122070314
decision_type=2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 1 2 1 2 2 2 2
left_child=1 4 8 5 12 6 7 -2 9 13 21 -12 -1 19 20 27 -17 -18 -6 23 -14 -8 -10 24 -3 -15 -7 -4 -25 -29
right_child=3 2 15 -5 18 26 10 -9 22 -11 11 -13 14 25 -16 16 17 -19 -20 -21 -22 -23 -24 28 -26 -27 -28 29 -30 -31
leaf_value=-0.0094198281101075254 -0.024470655481032406 0.027375809759160416 0.0054128082772862615 0.044194516486409166 -0.0022133172021176718 0.031904034307961189 0.019545260454024681 0.0058028361527247786 0.035947611323549344 -0.029989091515276609 0.010505395336695776 -0.011743758182636496 -0.027106930237983863 -0.0084591475791669247 -0.041306157829672903 -0.020322227784599481 0.0032684168497445747 0.020123454122233014 -0.017447587958834759 0.026197331631012323 -0.0003164756822968684 0.0080057291466383417 0.0025695690163913495 -0.015967949427942173 -0.0065107022927467549 0.019716754453367451 0.0044329989418444007 -0.010398560809419239 0.024316755166530448 0.067738092305220446
leaf_weight=31456 16502 5076 54298 22651 54644 47145 171123 58854 6227 31530 109648 31439 92750 11661 39336 7364 48986 60748 68567 4870 9984 63534 21939 125607 63006 16087 8290 43303 3093 802
leaf_count=31456 16502 5076 54298 22651 54644 47145 171123 58854 6227 31530 109648 31439 92750 11661 39336 7364 48986 60748 68567 4870 9984 63534 21939 125607 63006 16087 8290 43303 3093 802
internal_value=-2.25334e-05 -0.00891709 -0.00275416 0.0134463 -0.0193971 0.0120713 0.0101389 -0.000826562 -0.0087197 -0.0107349 0.0123378 0.00554752 -0.0255786 -0.00808846 -0.0291536 0.00524865 0.0105309 0.0126014 -0.0106912 -0.0102858 -0.0245034 0.0164209 0.00994886 -0.0111887 -0.00398364 0.00787999 0.0277959 -0.00103715 -0.0149986 -0.00897773
internal_weight=1.33052e+06 801334 504597 529186 296737 506535 451100 75356 289096 260930 375744 141087 173526 229400 142070 215501 117098 109734 123211 201652 102734 234657 28166 196782 68082 27748 55435 98403 128700 44105
internal_count=1330520 801334 504597 529186 296737 506535 451100 75356 289096 260930 375744 141087 173526 229400 142070 215501 117098 109734 123211 201652 102734 234657 28166 196782 68082 27748 55435 98403 128700 44105
cat_boundaries=0 1 2 3 4 5
cat_threshold=148 544 248 5665 176
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=5
split_feature=19 18 20 115 116 136 28 20 28 120 136 120 136 76 12 53 4 136 28 12 20 31 80 13 8 136 20 53 83 31
split_gain=58083.2 14085 13471 7998.66 6716.12 6154.73 5944.88 4939.3 4535.54 4412.29 4085.71 4250.06 4037.01 3853.17 3810.87 3744.97 3199.32 2992 2785.79 2647.73 2346.95 2220.09 2195.72 2131.04 2095.94 2084.71 1999.64 1947.18 1922.81 1907.65
threshold=10.960000038146974 15.405000209808351 5.7950000762939462 -0.78257837891578663 0.58068084716796886 0 1016.5499877929689 6.9349999427795419 1004.9500122070314 0.30069434642791754 1 1.0000000180025095e-35 2 3.7050000429153447 1.8149999976158144 1.435000002384186 6.1499998569488534 3 1016.7500000000001 2.9650000333786015 4.4349999427795419 1020.1499938964845 252.87152862548831 0.6850000023841859 7.9500000476837167 4 5.055000066757203 3.3950001001358037 269.34297180175787 1022.4500122070314
decision_type=2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2
left_child=2 3 9 6 12 16 8 26 -2 15 -8 24 19 17 27 20 -5 -3 25 29 -1 -14 -10 -19 -12 -16 -7 -6 -21 -4
right_child=1 13 4 5 14 7 10 -9 22 -11 11 -13 21 -15 18 -17 -18 23 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.045946616620567086 0.020821629768055808 0.04132716876764185 -0.012221201298224176 0.015539882068500162 -0.0068417499740257492 -0.044910442856532423 0.0014033337115839089 -8.7854002649576443e-05 0.0046451966399596095 0.0026277332499989809 0.018832556522838956 0.031346585299409667 0.0037543823101845921 0.012712452436443603 -0.035310624100383346 -0.0093673812935093272 -0.014626290075514298 -0.059289060206726543 -0.0050969877963965519 0.025760183793822018 -0.025015264687020214 0.02505112877787341 -0.0080695822245601123 0.023892354411477561 0.0058163140446742248 -0.018011834177699866 -0.016777233549923092 0.016810385896243171 -0.028736829010972038 0.012177745575475355
leaf_weight=14787 30281 36930 85261 50920 51988 7377 41305 65255 83782 17479 87137 49439 105207 46693 23420 37327 10623 782 31006 9031 141966 13848 57093 50093 47945 68358 43922 10451 1972 8842
leaf_count=14787 30281 36930 85261 50920 51988 7377 41305 65255 83782 17479 87137 49439 105207 46693 23420 37327 10623 782 31006 9031 141966 13848 57093 50093 47945 68358 43922 10451 1972 8842
internal_value=-2.13972e-05 0.00975121 -0.011189 0.00634444 -0.00589484 -0.0024594 0.0102941 -0.0092132 0.00326583 -0.0214335 0.0156209 0.0188024 -7.33834e-05 0.0243177 -0.0129401 -0.0236005 0.0103312 0.0304892 -0.0180545 -0.00721436 -0.0269898 0.00623101 -0.000507775 0.0226093 0.0142127 -0.022432 -0.0208229 -0.00288287 0.015993 -0.00992865
internal_weight=1.33052e+06 709577 620943 575079 409384 178097 396982 116554 171156 211559 225826 184521 224161 134498 185223 194080 61543 87805 122784 105106 156753 119055 140875 50875 135082 91778 51299 62439 11003 94103
internal_count=1330520 709577 620943 575079 409384 178097 396982 116554 171156 211559 225826 184521 224161 134498 185223 194080 61543 87805 122784 105106 156753 119055 140875 50875 135082 91778 51299 62439 11003 94103
cat_boundaries=0 1 2 3 4 5
cat_threshold=1056 144 2256 1057 146
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=17 20 17 52 20 120 80 20 76 20 24 84 56 16 78 116 113 41 28 4 107 32 28 31 12 52 64 52 28 36
split_gain=52967.3 15733.6 10686.3 8790.61 6315.66 6210.54 5015.33 4912.61 3774.78 3573.14 3433.99 3431.18 3043.04 3032.77 2910.1 2645.48 2600.79 2577.8 2376.98 2295.33 2239.97 2138.79 2028.6 1943.81 1945.59 1955.32 2235.16 2067.75 1897.35 1754.71
threshold=11.775000095367433 6.8949999809265146 17.029999732971195 1.794999957084656 8.7950000762939471 0.23343648016452792 269.43325805664068 4.7049999237060556 9.8249998092651385 4.9649999141693124 308.50000000000006 0.84670385718345653 241.60779571533206 13.344999790191652 0.69499999284744274 0.70088258385658275 -0.87878364324569691 12.84999990463257 1015.0499877929689 3.8500000238418584 -0.32443216443061823 11.949999809265138 1016.2500000000001 1021.2500000000001 3.7350000143051152 6.9049999713897714 4.8750000000000009 1.9950000047683718 1020.5499877929689 16.150000572204593
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 5 7 9 -5 -2 -8 21 23 15 -10 16 -4 -11 18 28 -9 -7 -6 -1 -14 24 25 26 -3 -28 -15 -16
right_child=2 10 14 6 20 19 8 13 12 11 -12 -13 22 17 29 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.010708787959782168 -0.029831545873499343 0.0043206568175981758 0.039860953077675149 0.024628020350672519 0.011220991272778397 -0.010537826936816293 0.0097806286100617507 -0.0036063186234476922 -0.023687161126837847 -0.011990715461511972 -0.0071278731414607822 -0.029064323920759527 -0.012416293631314364 0.0049353925408003891 0.014429965531560987 -0.02471647926212403 -0.0043856291794576382 0.021948310605653401 0.012066437477378122 0.01203226215405321 0.023904256436165307 -0.036986248256348629 0.010423321745830529 0.020033191944862441 0.028161019151272851 0.015871361794397739 -0.036658372861866455 -0.0052034586655071166 0.018222128326342776 0.044582987081344526
leaf_weight=9373 9764 65574 33079 14984 70182 26895 26411 35917 32437 155021 73949 58151 23857 132061 29987 55446 93680 38847 74109 19383 69072 44543 16409 21349 7640 21199 6665 24177 33732 5750
leaf_count=9373 9764 65574 33079 14984 70182 26895 26411 35917 32437 155021 73949 58151 23857 132061 29987 55446 93680 38847 74109 19383 69072 44543 16409 21349 7640 21199 6665 24177 33732 5750
internal_value=7.29765e-06 -0.00940802 0.0105847 -0.0144615 0.00828951 -0.0182136 -0.00233288 0.00521789 -0.00640882 -0.0206714 0.00165669 -0.0183136 -0.01229 0.00605596 0.0291738 -0.0153432 0.0017371 0.0103551 0.00695021 -0.00108461 0.0175121 -0.0324181 -0.00310881 0.00608774 0.00371081 0.00212258 -0.000900362 -0.0120009 0.00763869 0.0192815
internal_weight=1.32964e+06 703463 626180 482910 557364 368812 114098 418110 99114 322534 220553 268618 72703 408346 68816 210467 203706 204640 110026 46278 139254 53916 40266 146604 125255 117615 96416 30842 165793 35737
internal_count=1329643 703463 626180 482910 557364 368812 114098 418110 99114 322534 220553 268618 72703 408346 68816 210467 203706 204640 110026 46278 139254 53916 40266 146604 125255 117615 96416 30842 165793 35737
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=5
split_feature=18 20 18 52 20 122 80 136 136 76 117 93 113 28 136 84 78 120 20 36 117 6 8 26 136 136 8 76 28 28
split_gain=48024.4 14123.5 10290.9 8121.06 6074.22 4951.04 4915.14 4294.57 4028.19 3540.8 3179.65 2941.21 2935.64 2931.1 3163.08 2861.09 2854.46 2760.1 2731.4 2664.79 2546.99 2440.73 2426.81 2700.02 1994.69 1980.83 1841.23 2414.31 1838.37 1832.63
threshold=11.775000095367433 6.8949999809265146 17.029999732971195 1.575000047683716 6.1949999332427987 0.23343648016452792 271.01728820800787 0 1 9.8249998092651385 0.39873388409614569 -0.45843382179737086 -0.88697704672813404 1015.3500061035157 2 0.81493663787841808 0.69499999284744274 0.31729258596897131 4.5850000381469735 16.250000000000004 0.46173103153705602 4.0499999523162851 8.9499998092651385 231.50000000000003 3 4 9.5500001907348651 4.3650000095367441 1021.4500122070314 1016.2500000000001
decision_type=2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2
left_child=1 3 4 5 17 8 -5 15 26 -8 -3 -11 29 -12 -15 -6 -4 18 -2 20 -10 -7 24 -24 -20 -14 27 -1 -13 -9
right_child=2 10 16 6 7 21 9 12 19 11 13 28 25 14 -16 -17 -18 -19 22 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0011632226465355287 -0.037550229441516356 0.0088366095527138439 0.038886753729547835 0.022203878624153104 0.021582723005661122 -0.011653956966057127 0.0072403652513519066 0.0041659127266625703 -0.013947277570942773 -0.023910628922308903 -0.010193636153340022 -0.0074586363442297925 -0.010048458861349186 -0.015759319638023912 0.010843747750088069 0.0057868160175317644 0.018506752679566658 0.016793768577995877 -0.019506144895368008 -0.036967859333254444 -0.026800448339344765 0.012301867228366981 -0.036783750136826193 -0.0048189188264779591 0.0058969188313608353 0.0047366657434537336 -0.019751186477754059 -0.022353106993433805 0.027195953467424663 0.014876150959364967
leaf_weight=48041 6208 88029 33139 16944 109402 26318 31895 61675 64898 32785 72724 39456 30617 14596 47545 38846 35680 16237 8999 34151 94911 17840 9627 21055 54326 87007 50450 18665 4238 113339
leaf_count=48041 6208 88029 33139 16944 109402 26318 31895 61675 64898 32785 72724 39456 30617 14596 47545 38846 35680 16237 8999 34151 94911 17840 9627 21055 54326 87007 50450 18665 4238 113339
internal_value=6.93276e-06 -0.008958 0.010079 -0.0137827 0.00782659 -0.017643 -0.00283908 0.0105093 -0.0198667 -0.00675448 0.00144486 -0.0125909 0.00699611 -0.00337989 0.00459429 0.0174425 0.0283205 -0.00232995 -0.0054284 -0.0242888 -0.0215808 -0.00197571 -0.00330715 -0.0148484 0.00228479 0.000887712 -0.0125425 -0.00709236 -0.00409739 0.0111019
internal_weight=1.32964e+06 703486 626157 480592 557338 355274 125318 440886 311116 108374 222894 76479 292638 134865 62141 148248 68819 116452 100215 193960 159809 44158 94007 30682 63325 117624 117156 66706 43694 175014
internal_count=1329643 703486 626157 480592 557338 355274 125318 440886 311116 108374 222894 76479 292638 134865 62141 148248 68819 116452 100215 193960 159809 44158 94007 30682 63325 117624 117156 66706 43694 175014
cat_boundaries=0 1 2 3 4 5
cat_threshold=5153 5923 144 210 146
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=19 16 20 115 28 4 28 117 16 28 76 52 81 123 41 28 109 18 20 12 39 27 20 52 52 28 80 95 38 135
split_gain=44479.1 13420.4 9125.79 7162.23 5661.84 4672.91 4110.03 4059.8 3968.43 3369.04 3358.32 3321.9 3626.8 3276 3071.07 3079.79 2776.74 2643.36 2518.54 2451.31 2298.34 2197.59 2269.53 2178.67 2087.82 2042.85 1993.98 1921.68 1798.01 1779.94
threshold=10.405000209808351 14.550000190734865 5.8550000190734872 -0.67556449770927418 1015.9500122070314 6.1499998569488534 1005.5499877929689 0.64942333102226268 18.219999313354496 1022.0499877929689 4.0050001144409189 0.66500002145767223 291.20024108886724 -0.18222858756780622 12.34999990463257 1000.1499938964845 -0.40915092825889582 17.029999732971195 7.5750000476837167 2.0049999952316289 14.050000190734865 110.50000000000001 4.6449999809265146 3.7150000333786015 1.794999957084656 1018.7500000000001 235.50357818603518 -0.84307581186294545 10.550000190734865 1024.1499633789065
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 9 4 6 10 29 18 14 11 17 21 -13 28 15 -3 -8 20 24 -9 -5 -1 -23 -14 26 -17 -4 -7 -6 -2
right_child=1 8 7 5 13 27 16 19 -10 -11 -12 12 23 -15 -16 25 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.053180776542298372 0.012610375947890634 0.032866805650118007 -0.0044145989556130449 -0.013286867948878428 -0.011054900669492046 -0.050565604694083978 0.017713482216335924 -0.0048097545783695721 0.039243597472183374 0.014130487540925519 -0.019429007218453118 0.012145257779797376 -0.022315721570028844 0.017647338527861524 0.027890861041188958 0.0058912705515587679 -0.0064127697215648864 0.081801774209068145 0.0095042152217411687 -0.019273875414217358 0.0098046896730812644 -0.039268485594884286 -0.022282161038771123 0.0054211752958705037 0.0038291797277015555 0.017312238797209858 -0.019955984051191051 -0.01864860838699333 0.007854811965522809 0.077622885945718645
leaf_weight=902 34453 17111 83285 15015 13745 5736 13063 50655 19153 7298 19272 13555 38420 103359 40816 95739 137020 1094 40910 69458 38167 23594 118064 8679 52643 66245 27438 26522 147146 1086
leaf_count=902 34453 17111 83285 15015 13745 5736 13063 50655 19153 7298 19272 13555 38420 103359 40816 95739 137020 1094 40910 69458 38167 23594 118064 8679 52643 66245 27438 26522 147146 1086
internal_value=6.57716e-06 0.00750904 -0.0111404 0.00324733 0.00600025 -0.00845769 -0.00069239 -0.00587932 0.0174149 -0.0192474 -0.00149877 -0.0204461 -0.0106455 0.0107015 0.0155138 0.012693 -0.00431286 0.00486779 -0.00159013 -0.013174 0.0032852 -0.024616 -0.0251113 -0.0172046 -0.00436837 0.010562 -0.00826587 -0.024324 0.00623935 0.014597
internal_weight=1.32964e+06 794742 534901 555678 449872 105806 185622 324389 239064 210512 73548 203214 60654 264250 219911 179095 150083 54276 204276 120113 53182 142560 141658 47099 163366 161984 110723 32258 160891 35539
internal_count=1329643 794742 534901 555678 449872 105806 185622 324389 239064 210512 73548 203214 60654 264250 219911 179095 150083 54276 204276 120113 53182 142560 141658 47099 163366 161984 110723 32258 160891 35539
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=6
split_feature=19 18 52 20 120 120 136 12 108 136 8 27 136 76 28 136 20 12 136 18 103 76 136 115 52 38 27 118 15 20
split_gain=40142.4 12016.6 8303.91 6759.52 6094.68 5081.52 4877.09 5347.37 3599.92 3737.19 3928.03 5005.8 3587.41 3382.37 3184.36 3153.9 3027.47 2774.68 2404.82 2385.39 2291.78 2156.99 2129.21 2117.26 2078.47 2048.3 1976.44 1953.03 2004.82 1946.22
threshold=10.405000209808351 15.405000209808351 3.5649999380111699 8.1350002288818377 1.0000000180025095e-35 1.0000000180025095e-35 0 1.3750000000000002 -0.33381582796573633 1 8.2500000000000018 216.50000000000003 2 3.1650000810623173 1017.9500122070314 3 6.2149999141693124 2.1049998998641972 4 18.219999313354496 0.11774131283164026 4.6749999523162851 5 -0.77159520983695973 8.6750001907348651 16.250000000000004 230.50000000000003 0.49240480363368994 1.685000002384186 5.0850000381469735
decision_type=2 2 2 2 2 2 1 2 2 1 2 2 1 2 2 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2
left_child=2 3 4 5 6 8 25 29 -2 23 20 -12 14 19 -7 26 -9 -4 -5 22 21 -11 -3 -10 -19 27 -6 28 -1 -8
right_child=1 13 17 18 15 12 7 16 9 10 11 -13 -14 -15 -16 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019414894344881285 0.025760001369183407 0.035472350549689169 0.012230430365525315 0.0032459659209014727 0.026089202526105321 0.01106156030082401 -0.015662005185041586 -0.022331597295874969 -0.0058775966312652264 0.0032656002091179166 -0.040246804534379829 -0.0023981865256911721 0.0044469489336297248 0.01046222554211026 0.042999625048024744 0.0089789449589890418 -0.0093878330965028213 -0.01710375311731839 0.015364768474346247 0.047196926216242968 0.010741456182274994 -0.028044563665476821 0.017372501427824413 -0.020693227233150431 0.004936119382227838 -0.035794611635859279 -0.014001100403516448 -0.028513185621457573 0.005717109171456753 0.0042059746988355696
leaf_weight=31744 11328 24044 44627 57166 3348 18482 16038 103684 108186 18893 10033 67579 72672 52293 13509 40300 80055 20459 144350 12062 94979 7760 50375 31031 22419 30501 37605 40284 10580 53257
leaf_count=31744 11328 24044 44627 57166 3348 18482 16038 103684 108186 18893 10033 67579 72672 52293 13509 40300 80055 20459 144350 12062 94979 7760 50375 31031 22419 30501 37605 40284 10580 53257
internal_value=6.2483e-06 0.00713359 -0.0105834 0.00430571 -0.0133385 0.000925862 -0.0160876 -0.0122278 -0.00196626 -0.00289423 0.00149769 -0.00729092 0.0105915 0.0205006 0.0245405 -0.000950407 -0.016692 0.00350317 0.0119278 0.0265706 0.00710573 -0.00585033 0.0232275 -0.00917929 -0.00558008 -0.0247192 -0.010721 -0.0206329 -0.0131325 -0.000392375
internal_weight=1.32964e+06 794742 534901 655968 447396 454452 366143 253034 349789 338461 199244 77612 104663 138774 31991 81253 183739 87505 201516 86481 121632 26653 74419 139217 42878 113109 40953 82608 42324 69295
internal_count=1329643 794742 534901 655968 447396 454452 366143 253034 349789 338461 199244 77612 104663 138774 31991 81253 183739 87505 201516 86481 121632 26653 74419 139217 42878 113109 40953 82608 42324 69295
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2192 2270 5699 2192 150 1056
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=4
split_feature=16 52 122 21 16 76 136 136 4 116 96 17 19 15 6 136 28 28 136 28 132 12 31 80 12 52 23 7 16 28
split_gain=37122 13269.7 8493.02 6381.31 6377.18 5207.87 4477.01 4146.1 4164.5 4273.63 4138.57 4118.16 3773.64 3653.4 3327.36 3222.95 2451.36 2282.18 2279.84 2192.06 2061.76 2053.14 2040.45 1953.36 2030.74 1955.6 1908.4 1890.18 1711.01 1695.69
threshold=12.309999942779543 3.6650000810623173 0.078456107527017607 5.8650000095367441 18.219999313354496 7.6349999904632577 0 1 6.7500000000000009 -0.52247866988182057 -0.81291860342025746 14.550000190734865 15.405000209808351 1.435000002384186 6.5499999523162851 2 1019.0499877929689 1020.8500061035157 3 1020.9500122070314 1019.6499938964845 0.50499999523162853 1021.0499877929689 260.63084411621099 1.9550000429153445 7.9749999046325692 5.4249999523162851 6.3500001430511483 22.289999961853031 1015.3500061035157
decision_type=2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 17 7 11 14 13 12 -10 22 15 19 -2 -4 20 -8 18 -1 -9 -5 -14 23 -3 -25 -26 27 -20 -6 -12
right_child=4 10 6 5 28 -7 16 8 9 -11 29 -13 21 -15 -16 -17 -18 -19 26 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0090404814508554619 -0.017673112980729735 0.023796114629499765 -0.014030987817548399 0.00022061779424483523 0.034025205476506691 -0.020649766479519608 0.0054619720362148955 0.0087215536244396701 -0.021862262572865457 0.0069109279692854964 -0.012136748171640812 0.028833169038646252 -0.13348775401827881 0.0051384971940563748 0.018729374410606476 -0.011327095128535461 0.028442164381966437 0.0012278914444954344 -0.037057829198931115 0.022049353989448104 0.11368118832165848 0.023801485347572635 0.027772494506563133 0.014391813025011593 -0.01685686958113209 0.0065044672908339367 -0.017497487601616075 -0.022166792024015534 0.12500816971430687 0.0044278259054629709
leaf_weight=34595 22471 17419 46056 100231 22300 65333 49390 189683 15404 79551 32982 8816 208 80180 9319 125986 15169 12565 35799 36844 402 81868 17036 31556 14929 22399 78903 52655 529 29065
leaf_count=34595 22471 17419 46056 100231 22300 65333 49390 189683 15404 79551 32982 8816 208 80180 9319 125986 15169 12565 35799 36844 402 81868 17036 31556 14929 22399 78903 52655 529 29065
internal_value=5.96781e-06 -0.00678532 -0.0100699 -0.0128591 0.0102834 -0.00816002 0.00191383 0.00911759 0.0113997 0.00224322 0.00583013 -0.00469413 0.0142174 0.000144867 -0.00851624 -0.00599842 0.0108598 -0.0194476 -0.020734 0.0108893 0.000673793 0.0234029 0.0119589 0.00883735 0.00505466 -0.00283869 -0.0231493 -0.0281935 0.0361335 -0.00437732
internal_weight=1.32964e+06 800605 635219 515285 529038 300768 119934 506209 403558 94955 165386 235435 308603 102651 55375 226619 64559 214517 201952 226527 100633 82076 103339 86303 68884 37328 167357 88454 22829 62047
internal_count=1329643 800605 635219 515285 529038 300768 119934 506209 403558 94955 165386 235435 308603 102651 55375 226619 64559 214517 201952 226527 100633 82076 103339 86303 68884 37328 167357 88454 22829 62047
cat_boundaries=0 1 2 3 4
cat_threshold=2192 150 5923 544
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=4
split_feature=19 16 52 115 20 0 28 136 8 12 136 123 12 52 76 39 76 52 16 136 28 0 64 94 4 136 103 8 31 82
split_gain=33392.5 8583.84 8361.4 6818.65 6128.77 4445.04 4384.22 4218.93 3703.21 3650.82 3623.29 4211.55 3501 3262.03 3113.13 2968.69 2657.13 3036.64 2598.25 2556.56 2475.75 2461.9 2443.15 2308.41 2299.72 2616.75 2101.1 1913.67 1887.87 1856.17
threshold=10.960000038146974 14.550000190734865 2.8349999189376835 -0.66259482502937306 7.6949999332427987 216.50000000000003 1016.5499877929689 0 6.9500000476837167 1.3750000000000002 1 -0.26722820103168482 1.9550000429153445 8.2449998855590838 3.4050000905990605 12.250000000000002 4.4849998950958261 6.9049999713897714 18.219999313354496 2 1005.5499877929689 23.500000000000004 4.0650000572204599 -0.63463303446769703 4.5499999523162851 3 -0.56810632348060597 7.3500001430511483 1019.0499877929689 246.26467132568362
decision_type=2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2
left_child=2 3 4 6 5 21 20 -7 14 -9 -8 27 -4 -14 19 23 18 -18 -17 -5 -2 -1 -6 -3 25 -23 -10 -12 -11 -22
right_child=1 15 12 8 22 7 10 9 26 28 11 -13 13 -15 -16 16 17 -19 -20 -21 29 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.015144519566914597 0.013427685843345248 -0.033306389325638362 0.011099877960035084 0.010667234765398567 0.012499397526936318 -0.024616773705114517 -0.0024841019839389206 -0.0016913966521450324 -0.059830542471909567 -0.018402500623974045 0.014212401877785894 0.024396761998172107 -0.015310196669142951 0.0058929991889018936 -0.020228955402114373 0.020179808915925385 -0.024602541088592167 0.013148018042641353 0.047828451902250581 -0.022077316389196147 0.0029000562997365288 -0.0147077676135741 -0.027614763412332495 0.0077027999389950239 0.011888135764023262 0.0063943415948130647 -0.018133134257136946 0.00099678547248668739 -0.0015807695609953718 -0.0085931849979749148
leaf_weight=42909 30781 3698 63235 37141 33123 103833 39256 58555 3390 136227 62217 65247 37276 35334 16158 120989 6085 42767 9139 7091 78987 35039 4287 47626 26154 25287 27765 48939 19006 63268
leaf_count=42909 30781 3698 63235 37141 33123 103833 39256 58555 3390 136227 62217 65247 37276 35334 16158 120989 6085 42767 9139 7091 78987 35039 4287 47626 26154 25287 27765 48939 19006 63268
internal_value=1.31056e-05 0.00741308 -0.00846392 0.00360735 -0.0115381 -0.0131651 0.00649872 -0.0163474 -0.00866922 -0.0123294 0.0112553 0.0143122 0.00249859 -0.00499215 -0.00144613 0.0153489 0.0183888 0.00844581 0.0221216 0.00541525 0.000570463 -0.00535323 0.00790251 0.004748 -0.000495058 -0.00586372 -0.0226703 0.00839392 -0.0163429 -0.00221157
internal_weight=1.33081e+06 710544 620265 480240 484420 447010 388695 317621 91545 213788 215659 176403 135845 72610 60390 230304 178980 48852 130128 44232 173036 129389 37410 51324 86480 60326 31155 111156 155233 142255
internal_count=1330809 710544 620265 480240 484420 447010 388695 317621 91545 213788 215659 176403 135845 72610 60390 230304 178980 48852 130128 44232 173036 129389 37410 51324 86480 60326 31155 111156 155233 142255
cat_boundaries=0 1 2 3 4
cat_threshold=2192 144 1891 2200
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=4
split_feature=18 52 18 84 136 95 36 117 28 12 52 136 8 13 8 12 37 120 31 80 84 136 126 31 136 40 17 52 82 12
split_gain=30487.9 10009.3 7460.21 6570.93 5371.04 4627.19 4546.38 4865.67 3744.75 3402.31 4052.04 3201.32 3618.24 3506.47 3127.77 2854.82 2588.72 2576.43 2458.34 2426.4 2322.21 2280.05 2249.3 2156.99 2103.31 2029.09 1922.07 1881.62 2019.34 1781.97
threshold=11.775000095367433 2.9250000715255742 17.029999732971195 0.84670385718345653 0 -0.25872254371643061 16.349999427795414 0.33379416167736059 1018.7500000000001 1.735000014305115 8.1050000190734881 1 8.0500001907348651 0.66500002145767223 9.3499999046325701 3.0849999189376835 15.650000095367433 0.84335932135581981 1019.5499877929689 258.00102233886724 0.84839648008346569 2 -0.80382624268531788 1021.6499938964845 3 11.449999809265138 15.405000209808351 0.38499999046325689 291.26770019531256 1.3750000000000002
decision_type=2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2
left_child=1 3 5 4 14 20 7 15 11 -3 19 12 -7 -13 26 -6 -4 24 27 -11 21 -2 -15 -21 -10 -16 -1 -5 -29 -9
right_child=2 9 16 18 6 8 -8 29 17 10 -12 13 -14 22 25 -17 -18 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.003402607835373972 -0.029474399607622898 0.015278006785489982 0.018251782621432577 -0.036037203739323877 -0.0023724032417188762 0.015052776208867288 -0.027931967383888069 -0.0050652398425805115 0.017376858866166332 0.020552673718379814 0.0099735370232397532 -0.056486697015562595 -0.0030882462530749319 0.012596519572884502 -0.0043890610871337808 0.032438416679326877 0.041278732724699563 0.030258216413054925 0.0017844845150274088 -0.015588421068404947 -0.019748555232949598 0.0028747721447798611 -0.0023352385306387225 0.021501516296739687 0.0057603687882905952 -0.028157166169971295 0.03746969893812576 -0.0034424224914781291 -0.023585712694699404 -0.017596859737913664
leaf_weight=101748 5991 46964 53058 22759 84665 101381 36945 37527 78128 6089 48509 2726 37710 31702 32518 6330 15852 20948 10749 50612 19595 58995 123373 4249 77799 12405 4316 15355 65583 116228
leaf_count=101748 5991 46964 53058 22759 84665 101381 36945 37527 78128 6089 48509 2726 37710 31702 32518 6330 15852 20948 10749 50612 19595 58995 123373 4249 77799 12405 4316 15355 65583 116228
internal_value=1.24328e-05 -0.00713337 0.00802738 -0.0103222 -0.0075041 0.00611175 -0.0115823 -0.00911483 0.00803497 0.0040203 -0.000809889 0.00460388 0.0101337 -0.000270914 0.000105397 4.91857e-05 0.0235489 0.0137942 -0.0209764 -0.00939222 -0.00466089 -0.000111562 0.000717262 -0.0127158 0.0115824 -0.0109524 0.00478888 -0.0233358 -0.0197643 -0.0145383
internal_weight=1.33081e+06 703551 627258 547128 432682 558348 281695 244750 473767 156423 109459 296892 139091 157801 150987 90995 68910 176875 114446 60950 84581 64986 155075 54861 155927 44923 106064 103697 80938 153755
internal_count=1330809 703551 627258 547128 432682 558348 281695 244750 473767 156423 109459 296892 139091 157801 150987 90995 68910 176875 114446 60950 84581 64986 155075 54861 155927 44923 106064 103697 80938 153755
cat_boundaries=0 1 2 3 4
cat_threshold=1827 1313 144 7939
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=6
split_feature=18 52 18 28 16 20 84 20 136 80 136 136 12 110 28 84 28 10 126 39 12 24 136 28 136 123 31 136 69 12
split_gain=27515.3 9094.99 6732.85 6616.32 5894.36 4418.52 3290.42 3242.89 3053.78 3016.06 2964.34 2849.85 2689.33 2651.09 2963.79 2623.83 2965.74 2576.26 4048.59 2396.95 2149.17 2057.05 1995.24 1940.16 1889.42 2539.34 1905.94 1877.71 1833.79 1723.23
threshold=11.775000095367433 4.0950000286102304 17.029999732971195 1020.3500061035157 8.0099999904632586 5.6349999904632577 0.85969316959381115 10.215000152587892 0 230.24349212646487 1 2 2.0049999952316289 -0.14449033141136167 1015.5499877929689 0.82213121652603161 1015.8500061035157 6.5499999523162851 0.58068084716796886 12.050000190734865 1.0850000381469729 235.50000000000003 3 1024.850036621094 4 -0.26722820103168482 1019.4500122070314 5 241.8885192871094 1.0149999856948855
decision_type=2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 1 2 2
left_child=1 3 5 4 21 22 11 8 9 -7 -5 20 -3 -14 -15 24 -17 -13 -19 -4 -6 -1 23 -2 29 -26 -27 -23 -21 -10
right_child=2 12 19 10 6 7 -8 -9 15 -11 -12 17 13 14 -16 16 -18 18 -20 28 -22 27 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0066710499782293613 -0.0019166516889295077 0.015790656100652598 0.0047573820718577473 -0.0090581549699581473 0.012450161785146768 0.0055918344166870646 -0.018097125455238852 0.021355465905407826 0.025686637887682679 -0.01646434606547368 0.013492838112213985 -0.016221531735414189 0.02144317382337195 -0.015585749202026973 0.0068355500484400663 -0.0098064671017395657 0.0081507997570896707 0.012941374924169436 -0.014955175379955941 0.035699429397662762 -0.0031616221618884603 -0.0094459927195356744 -0.019249194221266058 0.074461741706154327 0.0030998134804257919 0.0093621570917323781 0.024666788330343779 -0.022241432734555595 0.017157673910630701 0.010468506299367011
leaf_weight=7805 42608 44029 15086 22132 26697 35731 58435 38446 32530 27374 42629 78447 12039 29293 29665 39638 54754 24464 27769 29466 126504 36301 20818 848 124212 69115 28827 137342 24358 43447
leaf_count=7805 42608 44029 15086 22132 26697 35731 58435 38446 32530 27374 42629 78447 12039 29293 29665 39638 54754 24464 27769 29466 126504 36301 20818 848 124212 69115 28827 137342 24358 43447
internal_value=1.18098e-05 -0.0067767 0.007626 -0.00928997 -0.0111541 0.00580616 -0.0072924 0.00741043 0.00623374 -0.00397518 0.00578675 -0.00506832 0.00608232 6.16591e-05 -0.00430437 0.00787491 0.000610011 -0.0104922 -0.00188947 0.0223714 -0.000441064 -0.0184396 -0.00652586 -0.000426106 0.0101753 0.00784632 0.0138667 -0.0195683 0.0273084 0.016982
internal_weight=1.33081e+06 703551 627258 588525 523764 558348 342316 494074 455628 63105 64761 283881 115026 70997 58958 392523 94392 130680 52233 68910 153201 181448 64274 43456 298131 222154 97942 173643 53824 75977
internal_count=1330809 703551 627258 588525 523764 558348 342316 494074 455628 63105 64761 283881 115026 70997 58958 392523 94392 130680 52233 68910 153201 181448 64274 43456 298131 222154 97942 173643 53824 75977
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=144 144 5985 2666 1056 1568
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=5
split_feature=20 136 31 12 20 16 109 26 116 59 136 136 18 136 52 103 31 18 103 6 136 72 12 20 39 125 14 29 12 26
split_gain=25413.3 9629.12 7960.64 6733.03 6439.57 6342.68 4778.39 4325.72 3775.15 3380.47 2850.98 2669.88 2381.58 2353.93 2207.33 2256.38 2185.58 2129.72 2043.68 2023.64 2589 1976.41 1946.97 1848.86 1825.69 1816.82 1741.63 1735.23 1726.96 1700.5
threshold=7.1150000095367441 0 1020.9500122070314 1.0850000381469729 5.1150000095367441 15.405000209808351 -0.53224527835845936 305.50000000000006 0.68832838535308849 217.9355163574219 1 2 15.405000209808351 3 4.5250000953674325 -0.083119302988052354 1022.9500122070314 17.029999732971195 -0.083119302988052354 7.5499999523162851 4 0.55641373991966259 2.2050000429153447 4.805000066757203 13.949999809265138 0.44618082046508795 0.89499998092651378 1015.0499877929689 2.054999947547913 107.50000000000001
decision_type=2 1 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2
left_child=1 3 4 12 26 7 -6 10 14 17 -2 -4 23 -9 15 -8 19 18 -5 20 -12 -7 -16 -1 -11 -21 -3 -15 -10 -20
right_child=5 2 11 9 6 21 8 13 28 24 16 -13 -14 27 22 -17 -18 -19 29 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012273402226131706 0.013340728073921573 -0.036262079857501184 -0.0048244272063463324 -0.031555625521035448 0.018553014972877636 0.025703546171501664 -0.025871330291148509 -0.0124614619137467 -0.011567427225743084 0.018807835048553136 -0.011274037094965357 0.016583228447107572 0.036596768112707623 -0.004906385729521668 0.011041884647635223 -0.007658103127930237 0.016589321943753333 0.028331782776868486 0.086024035104858287 0.025667694404086606 0.0040070567805542889 0.011705143501818402 -0.011964373980343125 0.014641252247595436 -0.00064977861877775272 -0.0021761349070940528 -0.019912338935654056 0.009735392435525755 -0.024497195266430603 -0.0082690305832963263
leaf_weight=7225 158628 23175 24893 10106 15056 55494 18365 40165 49278 20242 39864 35087 11155 40868 27841 229647 29902 3702 481 15210 90912 46213 13732 54600 29809 9529 54812 40081 54262 80475
leaf_count=7225 158628 23175 24893 10106 15056 55494 18365 40165 49278 20242 39864 35087 11155 40868 27841 229647 29902 3702 481 15210 90912 46213 13732 54600 29809 9529 54812 40081 54262 80475
internal_value=1.12019e-05 -0.00594066 -0.00948544 0.00294862 -0.0116059 0.00803229 -0.00909062 0.00555919 -0.0101493 -0.00329214 0.00842 0.00770055 0.0153326 -0.00256741 -0.00721952 -0.00900677 0.00420927 -0.00884397 -0.0103553 0.00182913 -0.000651582 0.019343 0.00344267 0.0114959 0.00721942 0.0149428 -0.0247709 0.00234304 -0.0183435 -0.00770879
internal_weight=1.33081e+06 763943 546148 217795 486168 566866 408181 465159 393125 144815 344045 59980 72980 121114 289585 248012 185417 94764 91062 155515 130776 101707 41573 61825 50051 24739 77987 80949 103540 80956
internal_count=1330809 763943 546148 217795 486168 566866 408181 465159 393125 144815 344045 59980 72980 121114 289585 248012 185417 94764 91062 155515 130776 101707 41573 61825 50051 24739 77987 80949 103540 80956
cat_boundaries=0 1 2 3 4 5
cat_threshold=1568 5419 152 158 144
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=4
split_feature=19 17 28 95 20 116 31 136 115 76 136 8 27 30 36 111 136 12 29 12 134 14 135 80 123 27 23 20 136 103
split_gain=23069.4 6946.87 6596.47 6209.63 5579.83 3992.15 3912.39 3748.14 3246.57 3207.6 3048.61 2867.8 3088 2638.79 2558.32 2444.5 2577.05 2556.3 2379.69 2246.1 2123.81 2014.64 1957.32 1889.64 1877.15 1837.87 1655.95 1610.28 1560.35 2116.53
threshold=10.960000038146974 15.405000209808351 1020.2500000000001 -0.62992817163467396 5.2950000762939462 0.68832838535308849 1021.8500061035157 0 -0.87878364324569691 6.8849999904632577 1 8.7500000000000018 231.50000000000003 1016.1499938964845 16.150000572204593 -0.48896481096744532 2 0.99500000476837169 997.14999389648449 1.6449999809265139 1019.2500000000001 0.70499998331069957 1022.2500000000001 259.43136596679693 -0.095842104405164705 110.50000000000001 5.3849999904632577 8.3949999809265154 3 -0.31828317046165461
decision_type=2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=2 3 4 9 25 15 7 11 23 13 -4 22 -13 -2 18 -6 -17 -18 -3 -7 -19 -10 -5 -9 -12 -1 -27 -20 -15 -30
right_child=1 14 10 6 5 19 -8 8 21 -11 24 12 -14 28 -16 16 17 20 27 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.062544336791480734 0.0039893780149758513 0.036188610493643449 -0.0054871010101415554 0.01050718739269658 0.016660512064534286 -0.001833380284551282 0.01502511735931724 0.0063802342237255037 -0.061570876409569875 -0.032125345866739367 0.0093773281883793181 -0.034887361985261239 0.0022936197011683393 0.0022564707581853188 0.030180710719483091 -0.009141155125520755 0.021083075212017365 -0.0023450194331152978 0.0035974060012621172 -0.017245299234171327 0.076149793287517684 -0.0098175732405120578 0.062182874179581106 -0.0067296546656092845 0.032912645566381543 -0.024454780126966801 -0.010481812121711336 0.016785187961574268 -0.064247096336848428 -0.016229426635857028
leaf_weight=677 28254 9975 27058 173504 14441 30639 89885 95696 1946 14505 29773 6161 59668 4505 27388 147185 13258 141957 44303 103495 867 55825 1852 38563 11842 68329 30744 48473 3550 6491
leaf_count=677 28254 9975 27058 173504 14441 30639 89885 95696 1946 14505 29773 6161 59668 4505 27388 147185 13258 141957 44303 103495 867 55825 1852 38563 11842 68329 30744 48473 3550 6491
internal_value=1.06438e-05 0.00616132 -0.00703526 0.00382029 -0.00885463 -0.00649179 0.00553205 0.00356239 -0.00164984 -0.0118052 0.0075782 0.00771209 -0.00118618 -0.00491866 0.0166021 -0.00343803 -0.00439508 8.10378e-05 0.0129827 -0.0137249 -0.00186852 -0.0115609 0.011053 0.0026147 0.0160707 -0.0195577 -0.0201187 0.0104877 -0.0222215 -0.0331731
internal_weight=1.33081e+06 710544 620265 580405 551592 451842 523100 433215 192030 57305 68673 241185 65829 42800 130139 317708 303267 156082 102751 134134 142824 57771 175356 134259 41615 99750 99073 92776 14546 10041
internal_count=1330809 710544 620265 580405 551592 451842 523100 433215 192030 57305 68673 241185 65829 42800 130139 317708 303267 156082 102751 134134 142824 57771 175356 134259 41615 99750 99073 92776 14546 10041
cat_boundaries=0 1 2 3 4
cat_threshold=5921 176 2262 7200
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=4
split_feature=19 18 0 115 136 8 28 136 29 28 20 136 43 31 31 4 27 132 17 76 1 136 83 81 15 38 120 18 52 103
split_gain=21017.8 6079.16 5864.61 5148.93 5048.33 4165.13 3448.2 3380.81 3223.67 3141.72 3013.95 2781.09 2377.74 2354.94 2299.1 2153.43 2129.55 2306.16 2061.34 2011.82 2002.7 1863.97 1823.9 1693.53 1691.26 1478.48 1439.45 1419.91 1382.58 1377.2
threshold=10.960000038146974 15.405000209808351 204.50000000000003 -0.80382624268531788 0 10.250000000000002 1015.9500122070314 1 1005.3500061035157 1020.2500000000001 5.6949999332427987 2 12.550000190734865 1019.7500000000001 997.25000000000011 6.3500001430511483 230.50000000000003 1019.9500122070314 17.029999732971195 12.684999942779543 210.50000000000003 3 247.88232421875003 249.41206359863284 1.1050000190734866 14.250000000000002 1.0000000180025095e-35 20.524999618530277 7.2349998950958261 -0.25681571662425989
decision_type=2 2 2 2 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
left_child=2 3 9 6 24 13 8 15 25 16 -9 20 14 18 -3 -5 -1 19 28 21 -8 -18 -21 -10 -4 -2 -13 -16 -6 -12
right_child=1 12 4 7 5 -7 11 10 23 -11 29 26 -14 -15 27 -17 17 -19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.015902027022637526 0.022078381644523925 0.034101494351995131 -0.025887354636293422 0.010306711206749296 -0.0060411456557989719 -0.014852341618989521 0.012007836510219999 -0.02541601841399831 0.0021699115066769782 0.017156763404243516 -0.022366012904077786 0.012672154474654848 0.030244373450399844 0.014021331192811 0.008919835067065951 -0.014463661127806164 0.0056417205117171168 0.055577444907253665 0.029299719955655352 0.01902141828343509 -0.0017775931017476679 -0.0069665037726591569 -0.020346607711913857 -0.010058789881876952 -0.014110504390143908 -0.0047830884167080253 0.025106964920426491 0.041469114621560964 0.011625752152723309 -0.0026918451083672288
leaf_weight=15125 22192 10994 42943 53984 152540 91998 49529 20315 70033 24612 9766 98215 22323 20719 98131 10477 51650 1619 4566 3307 56287 67759 26662 47525 105088 6660 30501 3469 11941 99729
leaf_count=15125 22192 10994 42943 53984 152540 91998 49529 20315 70033 24612 9766 98215 22323 20719 98131 10477 51650 1619 4566 3307 56287 67759 26662 47525 105088 6660 30501 3469 11941 99729
internal_value=-8.92939e-05 0.00578482 -0.0068116 0.00354433 -0.0100497 -0.00612118 0.00692256 -0.00307996 0.000901779 0.00048508 -0.00772768 0.0106811 0.015337 -0.00188866 0.0123815 0.00627975 -0.00198493 -0.00377663 -0.00383864 -0.00441992 0.00467447 -0.00151297 -0.0160025 -0.00277377 -0.0175257 0.0158779 0.0156175 0.0100312 -0.00475856 -0.00444661
internal_weight=1.33066e+06 710130 620529 575213 429795 281764 380942 194271 146410 190734 129810 234532 134917 189766 112594 64461 166122 150997 169047 149378 105816 119409 29969 117558 148031 28852 128716 101600 164481 109495
internal_count=1330659 710130 620529 575213 429795 281764 380942 194271 146410 190734 129810 234532 134917 189766 112594 64461 166122 150997 169047 149378 105816 119409 29969 117558 148031 28852 128716 101600 164481 109495
cat_boundaries=0 1 2 3 4
cat_threshold=2200 1056 248 1831
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=5
split_feature=19 17 52 115 84 12 136 0 28 29 52 136 123 136 40 36 15 12 28 11 80 136 31 103 108 136 27 111 8 13
split_gain=18968.6 5614.39 5488.46 5110.8 4565 3663.38 3442.47 3217.72 3201.35 3059.3 2867.14 2769.36 3124.76 2472.13 2581.43 2280.54 2215.72 2171.42 2147.75 1752.91 1681.61 1676.63 1619.06 1596.44 1585.18 1557.25 1758.86 1552.94 1530.71 1527.74
threshold=10.960000038146974 15.405000209808351 2.0349999666213994 -0.76037701964378346 0.83373233675956737 1.6649999618530276 0 204.50000000000003 1015.9500122070314 1005.8500061035157 7.2349998950958261 1 -0.26722820103168482 2 11.449999809265138 16.150000572204593 0.79500001668930065 1.0950000286102297 1000.1499938964845 0.75000000000000011 252.87152862548831 3 1023.1499938964845 0.032006449997425086 -0.55899053812026966 4 230.50000000000003 -0.26249733567237848 8.8499999046325701 0.50499999523162853
decision_type=2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2
left_child=2 3 4 8 7 -4 17 19 9 -2 27 22 21 14 -9 18 -8 -5 -3 -1 -11 -13 -10 -19 -6 26 -21 -7 -15 -17
right_child=1 15 5 6 24 10 16 13 11 20 -12 12 -14 28 -16 29 -18 23 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.020729863873793362 0.014399006634830409 0.033263068391747162 0.011157955555680736 0.013894435290219474 0.04165375488704709 0.015700785544451472 -0.039423391810619657 -0.0093838163499754719 -0.0083119987239480813 0.0020587974311573783 0.005505449001998783 0.015053534050312603 0.020124477696760248 -0.00017866382985069269 -0.024240971449838854 -0.13416068892669061 -0.0077102939272043168 -0.031205962557117568 0.0090687158006508579 0.028950094813264562 -0.0096210309048834798 0.0032325910222460209 0.011665855301660788 0.00063292158519197403 -0.019866470635503817 0.0088225482063804383 -0.0070349500504028328 -0.012919295344392423 -0.011425286241426851 0.028567964615392474
leaf_weight=8751 33049 10181 59451 33839 1059 5131 5829 80932 29390 76186 45572 46994 78877 73108 45772 145 99947 4856 92616 3701 51750 82955 15485 20806 93057 49064 41161 62156 51614 27225
leaf_count=8751 33049 10181 59451 33839 1059 5131 5829 80932 29390 76186 45572 46994 78877 73108 45772 145 99947 4856 92616 3701 51750 82955 15485 20806 93057 49064 41161 62156 51614 27225
internal_value=-8.48297e-05 0.00549558 -0.00647102 0.00338936 -0.00938659 0.00111308 -0.00404541 -0.00678516 0.00635256 0.000837568 -0.00417828 0.00985208 0.0122734 -0.00983102 -0.0147498 0.0148799 -0.00945701 0.00557554 0.0114649 0.000673271 -0.00266568 0.00750886 -0.00141793 -0.00539193 -0.0191742 0.00266738 -0.00406537 -0.0107369 -0.00483249 0.0277059
internal_weight=1.33066e+06 710130 620529 579963 448219 172310 165277 354103 414686 160985 112859 253701 208826 251426 126704 130167 105776 59501 102797 102677 127936 129949 44875 25662 94116 93926 44862 67287 124722 27370
internal_count=1330659 710130 620529 579963 448219 172310 165277 354103 414686 160985 112859 253701 208826 251426 126704 130167 105776 59501 102797 102677 127936 129949 44875 25662 94116 93926 44862 67287 124722 27370
cat_boundaries=0 1 2 3 4 5
cat_threshold=1056 144 2204 7169 6288
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=31
num_cat=0
split_feature=20 121 17 52 16 28 95 17 116 20 39 84 12 109 32 28 31 12 117 31 56 39 18 132 29 32 132 28 0 52
split_gain=17724.4 7502.42 6133.7 5664.63 4410.83 3747.59 3228.69 3129.03 3003.99 2960.25 2585 2412.2 2215.14 2005.45 1852.9 1844.94 2127.65 1810.33 1768.33 2539.9 1746.14 1745.99 1701.83 1760.85 1681.2 1650.24 1639.49 1593.35 1589.87 1526.68
threshold=7.2149999141693124 0.13052122294902804 14.550000190734865 1.9950000047683718 15.405000209808351 1018.6499938964845 -0.81532377004623402 17.029999732971195 0.52247866988182079 5.1449999809265146 16.150000572204593 0.82755041122436535 2.2050000429153447 0.016759590245783332 11.949999809265138 1005.5499877929689 1022.0499877929689 1.6050000190734866 -0.3172925859689712 1016.3500061035157 219.62817382812503 10.550000190734865 15.405000209808351 1019.0499877929689 1016.3500061035157 11.949999809265138 1020.4500122070314 1015.0499877929689 119.50000000000001 3.4150000810623173
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 9 7 -3 17 8 15 14 18 22 25 -14 -1 -2 21 24 19 -4 -6 -17 23 -11 -5 -8 -27 -10 29 -7
right_child=4 5 10 6 20 28 12 -9 27 11 -12 -13 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0053664405968787028 0.019879085216665017 0.001441327569709344 0.0033132238072082713 0.0062145951326606236 0.022419358937654035 0.024911047356209151 0.021422667411043286 0.045325833086581682 -0.0075876500334056537 -0.0082349034928320113 0.017156709742661733 -0.017819285655507253 0.026755367342335967 -0.0083288339731094271 -0.023776217673620471 -0.013640075937930124 0.015384547106319672 -0.023554274216879646 0.0092552132858047878 -0.02340185710666751 0.0090809747848807285 0.0050129502721267269 0.021950116846030408 0.080603113222895581 -0.027604276302625894 0.0035515303665254608 0.10902549026902977 0.0030664705385533213 0.009541344438990294 0.063983842513713335
leaf_weight=17046 26328 90182 21406 14653 54868 13523 19022 4707 62508 255733 29907 72094 4492 43681 68963 13379 49134 20410 26025 15225 44385 201331 4819 559 4905 53250 371 80012 14674 3067
leaf_count=17046 26328 90182 21406 14653 54868 13523 19022 4707 62508 255733 29907 72094 4492 43681 68963 13379 49134 20410 26025 15225 44385 201331 4819 559 4905 53250 371 80012 14674 3067
internal_value=-8.05781e-05 -0.00482471 -0.00689001 -0.00879754 0.00693863 0.00661283 -0.000818716 0.00477931 0.00433823 -0.0118577 0.00506252 -0.00972304 0.00325655 -0.00505733 -0.0201276 0.00725795 0.00599853 -0.0131375 -0.000710283 -0.00779041 0.0164546 0.00385064 -0.00748763 -0.00804114 -0.00226692 0.00876987 0.0042813 -0.00160633 0.0215302 0.0321345
internal_weight=1.33066e+06 794007 672561 579998 536652 121446 160784 437399 432692 419214 92563 333205 120816 48173 86009 290172 263844 39968 62656 36631 99253 214710 261111 256292 19558 72643 53621 142520 31264 16590
internal_count=1330659 794007 672561 579998 536652 121446 160784 437399 432692 419214 92563 333205 120816 48173 86009 290172 263844 39968 62656 36631 99253 214710 261111 256292 19558 72643 53621 142520 31264 16590
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=31
num_cat=5
split_feature=19 28 19 136 95 136 124 8 123 76 52 24 134 76 12 36 116 12 136 136 132 8 27 36 111 136 18 31 31 115
split_gain=15858.2 5589.04 4519.77 4266.77 4104.51 3888.75 3537.81 3174.64 2789.19 2529.54 2883.04 2479.52 2348.19 2234.48 2055.36 2027.82 2201.67 2005.59 2167.87 1953.68 1914.65 1936.08 2385.79 1773.71 1695.12 1632.06 1540.93 1510.62 1424.6 1399.21
threshold=11.775000095367433 1019.3500061035157 17.029999732971195 0 -0.40512923896312708 1 -0.73724925518035878 9.7500000000000018 -0.061046212911605828 8.1350002288818377 4.0950000286102304 306.50000000000006 1019.2500000000001 10.904999732971193 3.3349999189376835 16.250000000000004 0.70088258385658275 1.0549999475479128 2 3 1021.2500000000001 6.7500000000000009 258.50000000000006 18.150000572204593 -0.18582257628440854 4 17.029999732971195 1024.9500122070315 1016.2500000000001 -0.9099266231060027
decision_type=2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2
left_child=1 3 4 6 9 -3 14 12 -7 10 17 19 26 -4 -1 16 -8 18 -2 23 21 -21 -23 27 -9 -13 -5 29 -20 -6
right_child=2 5 13 7 11 8 15 24 -10 -11 -12 25 -14 -15 -16 -17 -18 -19 28 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0030429339717901842 -0.080166312942616114 -0.0071012633155760341 0.021688525072650094 -0.00030526464987843717 0.005822645974417672 0.005940741158743771 -0.0086564702115482731 0.029957006353051666 0.028050229441490063 -0.026452403302967428 0.008958114115494074 0.0029159138136442123 0.062874351883584215 -0.0029177557048255176 0.029464487157714526 -0.024023008529188639 -0.01991281791602928 -0.032397905020031023 0.0084644863141517049 0.013745560200912936 0.052617825739537896 -0.013783917773169386 0.0081513535436680204 -0.033015141961601747 -0.012081906691066449 -0.012036351706179232 0.028510158821948264 0.018206024980392799 -0.019691464342122465 -0.0043567511584503829
leaf_weight=53268 897 42637 58042 184779 114014 52496 156621 2472 19587 13462 28592 55090 1517 10970 5351 40064 60114 9374 13183 137259 2685 15310 65132 3238 80027 27279 4759 17667 6815 47958
leaf_count=53268 897 42637 58042 184779 114014 52496 156621 2472 19587 13462 28592 55090 1517 10970 5351 40064 60114 9374 13183 137259 2685 15310 65132 3238 80027 27279 4759 17667 6815 47958
internal_value=-7.65492e-05 -0.00522877 0.00570617 -0.00719538 0.00421314 0.00486783 -0.0111585 -0.00262524 0.0119469 -0.00689947 -0.00242756 0.00586809 0.000914154 0.0177772 -7.55137e-05 -0.0136888 -0.0117786 -0.0131824 -0.0045619 0.00748278 0.0106529 0.0101358 0.00397656 0.00366163 -0.0108223 -0.00203709 0.000418245 0.00432294 -0.00113005 0.00280865
internal_weight=1.33066e+06 703692 626967 588972 557955 114720 315418 273554 72083 72323 58861 485632 191055 69012 58619 256799 216735 30269 20895 403263 220386 217701 80442 182877 82499 82369 189538 179639 19998 161972
internal_count=1330659 703692 626967 588972 557955 114720 315418 273554 72083 72323 58861 485632 191055 69012 58619 256799 216735 30269 20895 403263 220386 217701 80442 182877 82499 82369 189538 179639 19998 161972
cat_boundaries=0 1 2 3 4 5
cat_threshold=2270 176 128 2268 7969
is_linear=0
shrinkage=0.05


Tree=54
num_leaves=31
num_cat=4
split_feature=20 52 136 12 136 31 14 117 0 38 76 59 102 6 80 136 20 105 102 64 41 12 120 52 18 12 136 28 80 64
split_gain=14758.6 6693.9 6043.85 5747.08 3979.54 3972.05 3435.62 3100.45 2864.63 2845.67 2575.59 3338.19 2302.13 2258.03 2285.39 2185.48 2005.7 1949.06 1943.27 1796.08 1720.17 1951.45 1668.68 1620.62 1572.28 1552.51 1478.78 1385.89 1554.2 1432.97
threshold=7.2149999141693124 4.4649999141693124 0 1.0950000286102297 1 1020.9500122070314 0.76499998569488536 0.47714059054851538 300.50000000000006 16.550000190734867 8.2950000762939471 214.85166931152347 -0.25473175942897791 3.0499999523162846 253.84688568115237 2 4.7049999237060556 -0.85965663194656361 -0.5147859752178191 17.125000000000004 10.650000095367433 1.4950000047683718 -0.44618082046508784 1.6749999523162844 15.405000209808351 1.075000047683716 3 1021.3500061035157 267.26411437988287 22.125000000000004
decision_type=2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2
left_child=1 2 3 16 19 6 -4 17 9 13 -3 -12 -5 -8 -15 -7 -1 23 -10 -2 21 -20 -14 -6 -18 -17 -9 28 -13 -30
right_child=4 10 5 12 7 15 8 26 18 -11 11 27 22 14 -16 25 24 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.015338769916760576 0.015696501674001835 0.017209343384728074 -0.028163313857055196 -0.029858561887910945 -0.027694228873550303 -0.0057167865575167894 -0.010522617421521729 -0.011110168128711344 -0.041314475373037972 -0.019214397882215312 -0.018624763792119345 0.020250803162109483 -0.0078497377632472248 0.0064947630722404798 -0.0090122592117139761 0.036755173081244506 0.011484260319147559 0.0098423266288840249 -0.0016696339838192858 0.0025507584540984908 -0.022126759391231824 -0.014041848174539129 0.0058318196311125461 0.0021708064884658211 0.03296788060343208 0.0075020686200591019 0.00067812762041158847 0.023564242233039073 0.0045180535772804398 -0.015675188538466202
leaf_weight=6065 125816 37805 26829 9112 4836 26282 61750 37460 6237 31675 16555 11104 72730 73145 35191 6207 57174 169207 44005 32746 40871 115589 32133 74848 10007 16843 91739 10041 34918 11739
leaf_count=6065 125816 37805 26829 9112 4836 26282 61750 37460 6237 31675 16555 11104 72730 73145 35191 6207 57174 169207 44005 32746 40871 115589 32133 74848 10007 16843 91739 10041 34918 11739
internal_value=-7.27579e-05 -0.00440182 -0.00635945 0.00127058 0.00633233 -0.00930694 -0.010831 0.00354367 -0.00969257 -0.00545437 0.00636442 0.00150421 -0.00575204 -0.00289185 0.00145759 0.00413912 0.0121984 0.00680596 -0.0138295 0.0129808 -0.0129743 -0.0106304 -0.00365732 0.000358306 0.0146844 0.0153728 -0.00274058 0.00641904 0.00343857 -0.000562609
internal_weight=1.33066e+06 794007 671845 187221 536652 484624 435292 378090 408463 201761 122162 84357 113975 170086 108336 49332 73246 248891 206702 158562 200465 159594 104863 79684 67181 23050 129199 67802 57761 46657
internal_count=1330659 794007 671845 187221 536652 484624 435292 378090 408463 201761 122162 84357 113975 170086 108336 49332 73246 248891 206702 158562 200465 159594 104863 79684 67181 23050 129199 67802 57761 46657
cat_boundaries=0 1 2 3 4
cat_threshold=1568 5153 408 146
is_linear=0
shrinkage=0.05


Tree=55
num_leaves=31
num_cat=5
split_feature=16 52 17 16 121 23 64 95 76 136 9 95 132 136 18 136 112 52 28 32 21 136 31 52 8 13 136 19 16 32
split_gain=13519.5 6896.5 4944.19 4416.62 4410.15 2915.3 2895.71 2646.35 2409.48 2319.51 2443.09 2184.88 2136.28 2054.82 1989.78 1967.5 1915.04 1767.61 1728.48 1645.11 1652.84 1612.67 2040.56 1598.74 1585.29 1507.88 1467.77 1433.47 1413.37 1387.14
threshold=12.309999942779543 4.9949998855590829 17.029999732971195 18.219999313354496 1.0000000180025095e-35 5.6449999809265146 20.57499980926514 -0.068812798708677278 15.944999694824221 0 12.550000190734865 -0.84307581186294545 1019.6499938964845 1 17.029999732971195 2 -0.8703225553035735 4.0350000858306894 1016.5499877929689 12.449999809265138 5.3250000476837167 3 1018.1499938964845 10.074999809265138 11.050000190734865 0.50499999523162853 4 14.550000190734865 22.289999961853031 13.449999809265138
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 1 2 2 2
left_child=1 2 4 7 5 19 11 13 12 10 -6 -3 14 17 21 24 -17 -2 -11 26 -21 22 -7 -8 25 -9 -1 -27 -5 -23
right_child=3 6 -4 28 9 8 23 15 -10 18 -12 -13 -14 -15 -16 16 -18 -19 -20 20 -22 29 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0099942616267332633 -0.041876222212814271 -0.0046919355934317668 0.048215187508383009 0.025855065439647881 -0.0080859365493901048 -0.0043048670591518392 -0.012860500407975293 -0.044399695567309085 -0.016081640040468564 0.0012880481504949988 0.031417818805199692 0.018883650010321881 0.061033900242273745 0.0015595758879799852 0.054895703000554512 0.0065749356090458637 -0.0050264977934810565 -0.0076711722328989627 0.016827442602431963 -0.022690493308961335 -0.010305049419155138 -0.0060462250977603577 0.0095511084324169382 0.0043834148870329622 -0.0021051194271589201 0.0077819381081396816 -0.010865194418163469 0.01597342756957151 0.1094828843043638 -0.017535882925627463
leaf_weight=10358 5037 12214 4163 22203 59582 133296 19372 1208 51172 44784 4189 50296 1243 84068 1397 109559 52672 15099 29805 64523 46242 112197 33187 43906 24542 113989 45245 100491 517 34300
leaf_count=10358 5037 12214 4163 22203 59582 133296 19372 1208 51172 44784 4189 50296 1243 84068 1397 109559 52672 15099 29805 64523 46242 112197 33187 43906 24542 113989 45245 100491 517 34300
internal_value=-9.47715e-06 -0.00410517 -0.00610636 0.00619126 -0.00644312 -0.00850728 0.00664443 0.00522416 -0.00601723 0.00151098 -0.00549015 0.0142772 -0.00438547 -0.00187739 -0.00464413 0.00706287 0.00280809 -0.0162195 0.00749643 -0.0139971 -0.0175198 -0.00490989 -0.0015427 -0.000895657 0.00993566 0.0113062 -0.00697955 0.0116199 0.027758 -0.00873575
internal_weight=1.33086e+06 801471 675683 529385 671520 533160 125788 506665 366792 138360 63771 62510 315620 104204 314377 402461 162231 20136 74589 166368 110765 312980 166483 63278 240230 215688 55603 214480 22720 146497
internal_count=1330856 801471 675683 529385 671520 533160 125788 506665 366792 138360 63771 62510 315620 104204 314377 402461 162231 20136 74589 166368 110765 312980 166483 63278 240230 215688 55603 214480 22720 146497
cat_boundaries=0 1 2 3 4 5
cat_threshold=2192 400 3873 7717 3840
is_linear=0
shrinkage=0.05


Tree=56
num_leaves=31
num_cat=6
split_feature=20 121 136 12 109 64 52 28 136 136 52 31 103 18 20 132 76 136 20 27 20 25 64 29 136 40 5 136 38 31
split_gain=12450.3 6414.06 5705.51 4306.44 3732.19 3696.99 4154.56 3255.69 3192.04 2804.07 2798.74 2660.5 2563.77 2534.43 2452.3 2431.72 2208.1 2047.14 1855.35 1757.12 1525.52 1527.38 1520.02 1687.47 1507.74 1775.97 1475.69 2250.78 1405.35 1389.75
threshold=7.4349999427795419 0.13052122294902804 0 1.2450000047683718 -0.53224527835845936 4.9549999237060556 5.7950000762939462 1019.3500061035157 1 2 6.7049999237060556 1021.3500061035157 -0.35087849199771876 15.405000209808351 4.7550001144409189 1021.7500000000001 19.954999923706058 3 4.7049999237060556 267.50000000000006 9.2249999046325701 283.50000000000006 32.245000839233406 1006.6499938964845 4 10.150000095367433 7.9500000476837167 5 17.050000190734867 1018.1499938964845
decision_type=2 2 1 2 2 2 2 2 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 1 2 2
left_child=1 2 3 13 -4 8 -7 26 -2 -9 12 14 -5 18 -6 16 24 -8 -1 -14 21 -10 -19 -24 -16 28 27 -3 -26 -21
right_child=5 7 4 10 11 6 17 9 20 -11 -12 -13 19 -15 15 -17 -18 22 -20 29 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.019574930849080976 0.01780138282185794 -0.009238207100977525 0.024137994388420774 -0.033071409309090909 -0.024478055871335377 -0.014727048633901025 -0.0039830567974921778 -0.001402457563367377 0.0095897444431285207 0.031012403523531663 0.0076227835919283442 0.0017698542358666981 -0.017022946969153224 0.027876644774967631 -0.018494255919986411 0.068310589896535767 -0.020424757514903646 0.011682346842302717 0.0073529593541788243 -0.0055582732577076702 0.014217274533608423 -0.0017789171734507441 0.026585643754125317 -0.0038025780401355438 -0.003348647008539778 -0.013607991268155442 0.014099094363418838 0.007090516533339134 -0.022016140484403424 0.0080249813979393209
leaf_weight=6989 95439 40559 8195 8992 32333 32816 49785 9797 53849 20939 39896 43348 28039 14294 34207 987 46233 87606 75492 111171 44306 65456 5231 36067 163201 77355 20881 43976 10746 22671
leaf_count=6989 95439 40559 8195 8992 32333 32816 49785 9797 53849 20939 39896 43348 28039 14294 34207 987 46233 87606 75492 111171 44306 65456 5231 36067 163201 77355 20881 43976 10746 22671
internal_value=-9.00303e-06 -0.00358563 -0.00545764 -0.000291985 -0.00927078 0.00653003 0.00162524 0.00637102 0.0105346 0.0206899 -0.00430116 -0.00994137 -0.0070852 0.00843967 -0.011332 -0.0100545 -0.0102877 0.00462832 0.00507123 -0.00564174 0.00629423 0.00335239 0.00795387 4.65379e-05 -0.00864614 -0.0073046 0.00219608 -0.000744087 -0.00450188 -0.00325746
internal_weight=1.33086e+06 860301 724149 307544 416605 470555 211505 136152 259050 30736 210769 408410 170873 96775 365062 332729 331742 178689 82481 161881 163611 119305 128904 41298 285509 251302 105416 84535 173947 133842
internal_count=1330856 860301 724149 307544 416605 470555 211505 136152 259050 30736 210769 408410 170873 96775 365062 332729 331742 178689 82481 161881 163611 119305 128904 41298 285509 251302 105416 84535 173947 133842
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=5665 1313 144 240 128 6296
is_linear=0
shrinkage=0.05


Tree=57
num_leaves=31
num_cat=0
split_feature=20 121 20 12 110 28 64 52 18 52 16 92 36 32 71 20 12 52 28 28 9 123 103 17 76 17 20 38 19 103
split_gain=11265.1 6136.62 5150.32 4392.73 3653.48 3264.14 3137.67 2747.03 2680.53 2669.15 2379.93 2281.58 1854.49 1825.67 2305.72 1769.64 1680.49 1644.26 1606.67 2429.46 1597.68 1585.25 1561.48 1441.55 1344.35 1324.16 1304.76 1442.38 1297.63 1288.93
threshold=7.6949999332427987 0.11319890245795251 5.3750000000000009 1.4750000238418581 -0.2357472479343414 1019.2500000000001 4.9549999237060556 5.9649999141693124 15.405000209808351 7.3550000190734872 18.219999313354496 -0.65192106366157521 11.84999990463257 12.34999990463257 258.59078979492193 4.2149999141693124 3.185000061988831 2.2350000143051152 1004.9500122070314 1015.5499877929689 11.550000190734865 -0.87878364324569691 -0.048118771985173218 17.029999732971195 11.125000000000002 20.524999618530277 9.2249999046325701 10.449999809265138 14.550000190734865 -0.38562896847724909
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 13 8 -5 20 10 -8 17 11 25 29 -13 14 -1 -15 -11 22 -9 -20 -3 28 -4 -24 -21 26 27 -2 -17 -6
right_child=6 5 3 4 9 -7 7 18 -10 16 -12 12 -14 15 -16 21 -18 -19 19 24 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012399229679119377 -0.0144058858976094 -0.00035427573641220246 -0.016009948294799858 0.01945329615732019 -0.050326917165806978 0.018908457262758839 -0.013854873084248438 0.021527115800305283 0.018155692205184256 0.0053056740530679708 0.036336610196902076 -0.012613645661522713 -0.0039785283901908009 -0.038104498238408488 0.012377481076417583 -0.0092110138761725673 -0.015677783228110788 0.0091210225852041398 -0.0073769594463399023 0.011188856375286377 0.016475289775447734 -0.018616396392009977 -0.00045018515163586611 0.044498070700799669 -0.00067014221797990657 0.14668406250407803 0.015712036746535585 0.008358955464377097 0.020426201338392472 -0.016736680021086071
leaf_weight=27520 7334 102256 16885 13832 3061 37394 23324 12774 25909 60736 8934 94395 182169 8496 14253 30722 11320 46346 40466 68333 16358 72472 118738 1811 36750 177 65510 135760 4198 42623
leaf_count=27520 7334 102256 16885 13832 3061 37394 23324 12774 25909 60736 8934 94395 182169 8496 14253 30722 11320 46346 40466 68333 16358 72472 118738 1811 36750 177 65510 135760 4198 42623
internal_value=-8.54433e-06 -0.00302061 -0.00484086 -0.00278246 -0.00580443 0.0060275 0.00701697 0.00216497 0.00309946 -0.00669046 0.0110651 -0.00863573 -0.00692581 -0.0129071 -0.00394538 -0.0161374 0.00200917 0.000976857 0.004525 0.00303282 0.00196668 -0.0143996 -0.00176955 0.00022507 0.00704149 0.00998375 0.00986776 0.00719219 -0.0056481 -0.0189874
internal_weight=1.33086e+06 931494 775486 617825 408136 156008 399362 181647 209689 394304 217715 322248 276564 157661 41773 115888 72056 183780 158323 145549 118614 107392 137434 120549 105083 208781 208604 143094 34920 45684
internal_count=1330856 931494 775486 617825 408136 156008 399362 181647 209689 394304 217715 322248 276564 157661 41773 115888 72056 183780 158323 145549 118614 107392 137434 120549 105083 208781 208604 143094 34920 45684
is_linear=0
shrinkage=0.05


Tree=58
num_leaves=31
num_cat=4
split_feature=20 136 31 19 12 109 14 76 52 136 116 103 32 20 84 136 120 125 40 28 132 58 17 11 110 136 132 31 23 12
split_gain=10186.5 5050.73 4009.59 3493.78 3401.21 3385.84 3123.79 3060.3 3090.44 2891.71 3082.06 2711.7 2381.89 1923.23 1690.67 1652.01 1584.61 1587.34 1880.38 1570.41 1478.4 1446.16 1766.43 1388.56 1273.91 1257.6 1241.11 1226.49 1209.85 1192.8
threshold=7.1150000095367441 0 1020.9500122070314 17.029999732971195 0.99500000476837169 -0.53224527835845936 0.82499998807907116 19.73499965667725 4.5250000953674325 1 0.39873388409614569 -0.51611092686653126 11.84999990463257 4.805000066757203 0.80440846085548412 2 0.737249255180359 -0.80382624268531788 10.550000190734865 1015.8500061035157 1021.6499938964845 265.83805847167974 17.029999732971195 3.3500000238418584 0.24415307492017749 3 1014.4500122070314 1014.1499938964845 5.3250000476837167 3.7949999570846562
decision_type=2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=1 4 5 9 13 -3 28 8 11 14 29 -8 -6 -1 -2 -4 17 25 20 26 23 22 -14 -19 -9 -13 -16 -15 -7 -11
right_child=3 2 15 -5 12 6 7 24 -10 10 -12 16 21 27 19 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012639368312602395 0.011550295039804696 0.014220706582355159 -0.0039881065689635628 0.017845386812496946 0.014651593567082939 -0.031753309089296876 -0.034061664472869208 0.020785673218552937 0.0077788330405174138 0.0035642755459967938 -0.0051777982397652788 0.01362986635147552 -0.007028648081399475 0.025048513553573362 -0.0091819963035798934 0.012855274497790501 0.0077959730821492539 -0.015149928724838231 -0.015623396001332147 0.0091140950715022009 0.095125024481922976 0.0082493025673057753 0.024294846765796518 -0.0044892088582483653 -0.019789768671728127 -0.0055136285857853807 0.025738092685701066 0.0095764989796643368 -0.013372407933889406 0.016640389429403744
leaf_weight=6551 140463 16790 24890 48909 20728 18416 9237 2006 37523 162912 127095 14862 111047 22125 29131 35053 18083 37340 72376 35874 359 21912 4691 167836 54220 20267 2788 30420 17421 19531
leaf_count=6551 140463 16790 24890 48909 20728 18416 9237 2006 37523 162912 127095 14862 111047 22125 29131 35053 18083 37340 72376 35874 359 21912 4691 167836 54220 20267 2788 30420 17421 19531
internal_value=-8.1171e-06 -0.00377519 -0.00633898 0.00507147 0.00266975 -0.00784181 -0.00863005 -0.00745879 -0.00583943 0.0038649 0.000799858 -0.00734078 -0.00114969 0.0129064 0.00842012 0.00586291 -0.00659537 -0.0074267 -0.00869256 0.00193584 -0.00625197 -0.00352913 -0.00575907 -0.00642935 -0.0183421 0.00258771 -0.00613186 0.0160913 -0.022818 0.00496411
internal_weight=1.33086e+06 764153 546679 566703 217474 486736 469946 434109 377883 517794 309538 340360 158378 59096 208256 59943 331123 313040 277911 67793 205535 137650 115738 205176 56226 35129 31919 52545 35837 182443
internal_count=1330856 764153 546679 566703 217474 486736 469946 434109 377883 517794 309538 340360 158378 59096 208256 59943 331123 313040 277911 67793 205535 137650 115738 205176 56226 35129 31919 52545 35837 182443
cat_boundaries=0 1 2 3 4
cat_threshold=1568 5409 152 4184
is_linear=0
shrinkage=0.05


Tree=59
num_leaves=31
num_cat=6
split_feature=16 31 17 20 136 16 116 9 132 23 95 28 136 127 111 38 52 136 24 13 76 28 136 28 36 136 120 136 16 109
split_gain=9345.23 6265.51 4995.29 4519.81 3677.9 3272.82 2980.2 3693.88 2447.86 2393.3 2383.54 2257.39 2029.46 1986.7 1844.8 1787.61 1737.9 1754.13 1700.84 1576.37 1486.03 1396.86 1423.59 2006.46 1344.1 1334.38 1624.15 1274.2 1272.89 1272.79
threshold=13.344999790191652 1021.2500000000001 18.219999313354496 5.5150001049041757 0 18.219999313354496 0.30069434642791754 9.3499999046325701 1019.8500061035157 5.7449998855590829 0.050601100549101836 1014.9500122070314 1 0.50751903653144848 -0.26249733567237848 11.050000190734865 4.0350000858306894 2 305.50000000000006 1.0850000381469729 8.4749999046325701 1000.1499938964845 3 1018.1499938964845 16.250000000000004 4 -0.44618082046508784 5 22.289999961853031 0.69914761185646068
decision_type=2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 1 2 2 1 2 1 2 2
left_child=1 2 3 9 6 10 7 24 11 29 16 14 -3 -9 -6 -12 17 -2 -14 -16 -18 -17 -23 -24 -5 -13 -27 -8 -7 -1
right_child=5 12 -4 4 8 28 27 13 -10 -11 15 25 18 -15 19 21 20 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0074055336390477129 -0.036179703753124744 0.0024290528078043812 0.081345108940824973 -0.0019258657771684035 0.019123432439932808 0.022864766594467404 -0.015840644107479509 0.023785657275681996 0.042723801795178498 -0.0012739140216501421 -0.0046809809355460065 0.013952662504402913 0.023490252976874307 -0.01374462106174588 0.011977689748310393 0.021015058194811743 0.0076033610342920201 -0.0056389308826627687 0.0037019842629887911 -0.0056182370958816905 -0.0087912529375610438 0.01229240694196947 -0.0014929504185597665 0.010273516304798651 -0.016665524709053792 -0.0025886105287895433 0.009013010287625715 -0.0072084271847304583 0.10222769676981498 -0.018399877521042288
leaf_weight=37209 5722 59295 1698 73146 8832 22203 73848 19554 3461 40857 27544 32481 30051 4302 13777 21194 49238 26225 17003 167230 19216 97773 71318 73643 19614 68081 54169 101666 517 89989
leaf_count=37209 5722 59295 1698 73146 8832 22203 73848 19554 3461 40857 27544 32481 30051 4302 13777 21194 49238 26225 17003 167230 19216 97773 71318 73643 19614 68081 54169 101666 517 89989
internal_value=-7.70487e-06 -0.00282609 -0.00432434 -0.00450433 -0.00258854 0.00622101 -0.00672504 -0.000529701 0.000883719 -0.011802 0.00515134 0.000463486 0.00858405 0.0170177 -0.00319019 0.00743998 -0.00149279 -0.0111222 0.0163363 -0.00427896 0.00300116 0.00870495 0.00763011 0.00448433 -0.00504255 0.00494617 0.00255186 -0.0108418 0.0246707 -0.0151837
internal_weight=1.33086e+06 916263 809914 808216 640161 414593 292130 116616 348031 168055 391873 344570 106349 23856 189839 291472 100401 31947 47054 181007 68454 263928 242734 144961 92760 154731 122250 175514 22720 127198
internal_count=1330856 916263 809914 808216 640161 414593 292130 116616 348031 168055 391873 344570 106349 23856 189839 291472 100401 31947 47054 181007 68454 263928 242734 144961 92760 154731 122250 175514 22720 127198
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2266 248 402 3120 5120 144
is_linear=0
shrinkage=0.05


Tree=60
num_leaves=31
num_cat=3
split_feature=20 136 52 12 38 112 64 32 103 35 136 18 124 40 12 109 28 28 31 13 117 28 31 12 136 76 10 3 40 132
split_gain=9119.12 5328.95 4472.71 4135.44 3474.48 3735.89 2598.8 2230.09 2191.84 1899.07 1823.31 1782.16 1735.76 1994.07 1641.35 1726.17 1784.31 1520.78 1511.32 1507.07 1439.58 1422.16 2421.96 1388.93 1294.87 1275.59 1237.71 1646.82 1186.22 1155.67
threshold=8.055000305175783 0 4.4049999713897714 1.0149999856948855 16.94999980926514 -0.8703225553035735 4.5050001144409189 11.750000000000002 -0.51611092686653126 13.84999990463257 1 17.029999732971195 0.49240480363368994 11.34999990463257 2.2050000429153447 0.025115375407040123 1015.8500061035157 1017.9500122070314 1020.5499877929689 0.63499999046325695 0.41467745602130895 1004.9500122070314 1017.4500122070314 1.2150000333786013 2 15.795000076293947 5.5499999523162851 216.50000000000003 6.6499998569488534 1020.7500000000001
decision_type=2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2
left_child=1 3 4 9 5 18 10 -5 -7 -1 -2 17 19 25 28 -16 29 -9 26 -10 -21 -8 -23 -22 -20 -14 -3 -28 -4 -17
right_child=6 2 14 7 -6 8 21 11 12 -11 -12 -13 13 -15 15 16 -18 -19 24 20 23 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0015131819526427222 0.019742230322290447 -0.0067996564458152184 0.0096500186893311787 0.012965775119369131 -0.018807737694717989 -0.031355743758503522 0.019701272205135015 -0.0054257508134996002 -0.056759506445693081 0.018079720714006747 0.008317878582427227 0.021338910787316371 -0.0064102705155887219 -0.022459942260934947 0.012857552581074278 -0.019532215419447923 0.0012906371223677228 0.0062096842847817087 -0.0014010430547406012 0.0058240140269852098 0.0090798843101644443 -0.0062486887564629284 0.0072121656137052381 -0.009646947777474664 0.016581321931280875 -0.017162551904601722 0.011716416699995659 -0.0025727068921626893 -0.023229868115269042 0.044492187729457955
leaf_weight=15809 49750 81254 73148 28608 52022 10365 11218 139852 1281 56813 117374 7799 134982 30677 14645 21259 30382 35139 18247 36612 11958 60599 74497 57568 22176 34668 28310 70075 2850 729
leaf_count=15809 49750 81254 73148 28608 52022 10365 11218 139852 1281 56813 117374 7799 134982 30677 14645 21259 30382 35139 18247 36612 11958 60599 74497 57568 22176 34668 28310 70075 2850 729
internal_value=3.77497e-06 -0.00229385 -0.0045462 0.00352071 -0.00646861 -0.00527585 0.00746045 -1.53878e-05 -0.00874074 0.0138146 0.0117204 -0.00204704 -0.00797906 -0.0107288 0.003387 -0.00231724 -0.00656079 -0.0030893 -0.000267177 -0.00285106 -0.00220043 0.00259462 0.00117413 -0.00642606 0.00846781 -0.0086075 -0.00223276 0.00153895 0.00841699 -0.0174095
internal_weight=1.33067e+06 1.01723e+06 733208 284020 590195 538173 313438 211398 318111 72622 167124 182790 307746 200327 143013 67015 52370 174991 220062 107419 106138 146314 135096 69526 40423 169650 179639 98385 75998 21988
internal_count=1330666 1017228 733208 284020 590195 538173 313438 211398 318111 72622 167124 182790 307746 200327 143013 67015 52370 174991 220062 107419 106138 146314 135096 69526 40423 169650 179639 98385 75998 21988
cat_boundaries=0 1 2 3
cat_threshold=1568 1281 408
is_linear=0
shrinkage=0.05


Tree=61
num_leaves=31
num_cat=6
split_feature=17 28 110 132 17 16 23 122 95 136 28 136 52 136 30 116 12 18 136 136 16 136 28 31 12 89 21 121 52 7
split_gain=8133.06 5859.22 3936.86 3396.61 3210.25 3175.45 3152.31 2890.19 2680.81 2585.79 2493.22 2239.26 2227.83 1927.14 1873.29 1843.47 1885.62 1841.19 1827.51 1826.16 1627.62 1614.29 1561.43 1462.37 1421.7 1289.58 1289.57 1278.74 1241.15 1218.03
threshold=13.344999790191652 1019.5499877929689 -0.33044818043708796 1020.2500000000001 18.219999313354496 16.335000038146976 5.5850000381469735 0.31729258596897131 0.10021907091140748 0 1015.0499877929689 1 4.3350000381469735 2 1000.0499877929689 0.19936034083366397 2.4450000524520878 15.405000209808351 3 4 13.344999790191652 5 1017.1499938964845 1024.7500000000002 1.5349999666213991 -0.83959698677062977 5.5250000953674325 0.85260769724845897 5.7950000762939462 5.0499999523162851
decision_type=2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 1 1 2 1 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 8 -6 26 11 12 15 17 23 21 -10 -15 16 -8 20 -9 -12 -11 -2 -16 -3 -14 -13 29 -24 -21 -4
right_child=4 7 3 -5 5 -7 9 18 13 10 19 25 24 14 22 -17 -18 -19 -20 28 -22 -23 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.011837412294452204 -0.0026829201568395558 -0.0080397198646629045 -0.022255391768838576 0.040330309049574298 0.070653286584527852 0.016581665804135622 -0.0081808914721224184 0.041677841330097387 0.013457562409011298 -0.0068827122175279549 0.011750925519093083 0.017477324291329043 0.010230116888789446 0.018562748730384111 -0.0029616429660260213 -0.014127151428468954 0.02372259113331552 0.023738353609379689 0.012824366496338774 -0.0028018339247184009 0.0080802091426262022 -0.024232196626842124 0.0047267914877332021 0.0098799678602568067 -0.0039990623233522099 0.0032482442162377841 -0.0054220476355570264 0.022134165320707513 0.0092279720124719515 -0.01110345989882831
leaf_weight=34932 19405 52719 35833 4045 3154 19518 13808 6689 87234 234553 41790 25923 34917 21303 69763 83316 6969 5416 30584 101995 19701 15745 96774 14521 35303 41280 57173 11841 27148 77314
leaf_count=34932 19405 52719 35833 4045 3154 19518 13808 6689 87234 234553 41790 25923 34917 21303 69763 83316 6969 5416 30584 101995 19701 15745 96774 14521 35303 41280 57173 11841 27148 77314
internal_value=3.60247e-06 -0.00262779 -0.00454925 -0.00535654 0.00581044 0.0241038 -0.00561867 0.00569732 0.00475318 -0.0037317 -0.00202193 0.00228181 -0.00206739 0.00725804 0.00454878 -0.0108033 0.00252014 -0.00510881 0.018017 0.00266734 -0.0057233 -0.0123433 0.0028754 -0.0041692 0.00307642 0.00873569 -0.0115425 0.00662451 -0.000272948 -0.0146352
internal_weight=1.33067e+06 915709 743993 709061 414957 22672 705016 171716 392285 534696 430603 134443 105370 286915 199681 104093 20777 259670 37273 170933 254254 35150 178378 67240 70220 67203 170320 108615 129143 113147
internal_count=1330666 915709 743993 709061 414957 22672 705016 171716 392285 534696 430603 134443 105370 286915 199681 104093 20777 259670 37273 170933 254254 35150 178378 67240 70220 67203 170320 108615 129143 113147
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=146 248 3104 4611 7168 5220
is_linear=0
shrinkage=0.05


Tree=62
num_leaves=31
num_cat=5
split_feature=20 121 136 8 28 18 136 20 134 64 84 108 14 136 117 36 113 9 56 52 28 30 16 28 10 136 24 18 11 136
split_gain=7641.01 4844.46 4527.23 4271.29 2990.22 2549.48 2443.69 2414.68 2371.9 2350.1 2031.63 2015.97 1775.51 1644.05 1538.27 1771.68 1534.98 1474.47 1459.29 1404.2 1352.08 2044.7 1230.25 1209.04 1206.18 1351.94 1166.45 1145.69 1139.63 1501.24
threshold=8.055000305175783 0.13052122294902804 0 9.7500000000000018 1018.8500061035157 17.029999732971195 1 5.5150001049041757 1019.6499938964845 7.0750000476837167 0.86294138431549083 -0.55899053812026966 0.63499999046325695 2 0.39873388409614569 16.250000000000004 -0.68832838535308827 8.6500000953674334 207.39411163330081 3.4650000333786015 1004.9500122070314 1017.4500122070314 17.029999732971195 1024.850036621094 10.84999990463257 3 240.50000000000003 13.344999790191652 7.1499998569488534 4
decision_type=2 2 1 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1
left_child=1 2 11 5 24 8 -6 16 10 13 19 -1 23 -2 15 28 -5 -8 -12 22 -11 -22 -4 26 25 -3 -13 -17 29 -14
right_child=9 4 3 7 6 -7 17 -9 -10 20 18 12 14 -15 -16 27 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.017601706761462412 0.014321332421079198 0.0050875340133488267 0.00099834317849405185 -0.0098338078288066552 0.0024445193853305527 0.024870515634403879 0.020869137531802702 -0.003563164276668123 0.053314102936089507 0.018909779535326632 -0.018216596477468421 -0.06965982507419731 -0.00024252719436197994 0.0045434969217713565 -0.010575298818614312 -0.016650349923881966 -0.030817802178377148 0.053476782697442854 -0.0012786189173768017 0.010573401498540014 -0.0071920040465923256 0.0058984551990931798 0.0309050574743234 0.13267059389015903 0.01336035630597724 -0.0060952411722185037 -0.023040141722891348 0.013016522556097077 0.003473696226166226 -0.013353672150904945
leaf_weight=7847 110867 53733 169319 20494 19310 12878 24293 98064 2247 10578 18327 1592 55985 70266 194422 34713 15163 4044 41536 58404 52308 69419 3510 115 18251 54359 8535 3591 60711 35785
leaf_count=7847 110867 53733 169319 20494 19310 12878 24293 98064 2247 10578 18327 1592 55985 70266 194422 34713 15163 4044 41536 58404 52308 69419 3510 115 18251 54359 8535 3591 60711 35785
internal_value=3.44218e-06 -0.00209974 -0.00366711 -0.000159298 0.00549646 0.00309632 0.0161702 -0.00761468 0.00214042 0.0068291 0.0017454 -0.00749348 -0.00799164 0.0105293 -0.00744534 -0.00425571 -0.0187572 0.0255136 -0.00646416 0.00387075 0.0017633 0.00027328 0.00160572 -0.0285383 0.00147113 -0.000536329 -0.0303689 -0.0138691 -0.00184078 -0.0053566
internal_weight=1.33067e+06 1.01723e+06 843238 439942 173990 306221 47647 133721 293343 313438 291096 403296 395449 181133 385207 190785 35657 28337 59863 231233 132305 121727 172829 10242 126343 108092 10127 38304 152481 91770
internal_count=1330666 1017228 843238 439942 173990 306221 47647 133721 293343 313438 291096 403296 395449 181133 385207 190785 35657 28337 59863 231233 132305 121727 172829 10242 126343 108092 10127 38304 152481 91770
cat_boundaries=0 1 2 3 4 5
cat_threshold=2270 152 1387 1639 2112
is_linear=0
shrinkage=0.05


Tree=63
num_leaves=31
num_cat=5
split_feature=20 122 136 8 28 136 17 134 20 64 92 108 52 12 119 28 20 6 136 117 11 136 113 10 15 23 12 15 136 103
split_gain=6902.84 4511.49 3950.9 3898.53 2742.94 2525.73 2303.51 2285.79 2164.16 2116.21 1963.72 1784.3 1633.91 2464.65 1709.61 1583.76 1630.14 1567.13 1901.72 1527.1 1653.18 1445.31 1437.02 1407.3 1396.78 1291.85 1261.92 1212.93 1252.42 1192.83
threshold=8.0950002670288104 0.11319890245795251 0 9.7500000000000018 1019.3500061035157 1 17.029999732971195 1019.6499938964845 5.5150001049041757 6.5750000476837167 -0.92923024296760548 -0.55899053812026966 4.4649999141693124 1.185000002384186 -0.026175950653851029 1021.6499938964845 4.4349999427795419 7.8500001430511483 2 0.31729258596897131 8.8499999046325701 3 -0.68832838535308827 6.4500000476837167 1.4550000429153445 5.5850000381469735 1.4750000238418581 1.5349999666213991 4 0.17037113010883334
decision_type=2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2
left_child=1 2 3 6 17 24 7 10 22 21 -1 -4 13 29 -15 16 -13 18 -3 20 25 -2 -5 -7 -6 -18 -21 -11 -29 -12
right_child=9 4 11 8 5 23 -8 -9 -10 27 12 15 -14 14 -16 -17 19 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0088020026615909085 0.013876545423175558 0.0065664991684661975 0.018079570709932349 -0.0092788403458663269 -0.022197860500046518 0.017677431334165158 0.023053966607505881 0.051960419732980705 -0.0035296758991395756 -0.013111767136836268 -0.0029184892180373744 -0.02445645971315448 0.010475553767105765 -0.014885383552243654 -0.00035423346824092126 0.001584655837647403 -0.014849241589908628 0.013008024606500718 -0.0066047386297309043 -0.0034729059265866061 0.0062349025969941439 0.004506141241638853 -0.029596480378613788 0.041978517991194043 0.010197332012096225 -0.0033493247352629112 -0.013087573585229252 -0.0047167135111164417 0.0066221071725726891 0.011727530633289705
leaf_weight=39630 106027 48934 6931 20470 4927 19875 13502 2266 98282 12317 18476 15516 58746 25752 94588 42703 34821 25168 62265 44545 30833 67304 15139 8508 10249 81765 145929 34140 84902 56156
leaf_count=39630 106027 48934 6931 20470 4927 19875 13502 2266 98282 12317 18476 15516 58746 25752 94588 42703 34821 25168 62265 44545 30833 67304 15139 8508 10249 81765 145929 34140 84902 56156
internal_value=3.2726e-06 -0.00195923 -0.00348824 -0.000229105 0.0052305 0.0161536 0.00285784 0.0019354 -0.007356 0.00661156 0.00154897 -0.00707035 0.00316576 0.00096329 -0.00346381 -0.00751059 -0.00860959 0.00174138 -0.000808635 -0.0078819 -0.00406109 0.0102391 -0.0179168 0.0249531 -0.000319795 -0.00678403 -0.010839 0.00182495 0.00337041 0.00810174
internal_weight=1.33067e+06 1.02598e+06 846050 443007 179926 43559 309116 295614 133891 304690 293348 403043 253718 194972 120340 396112 353409 136367 111199 337893 147419 173331 35609 28383 15176 116586 190474 131359 119042 74632
internal_count=1330666 1025976 846050 443007 179926 43559 309116 295614 133891 304690 293348 403043 253718 194972 120340 396112 353409 136367 111199 337893 147419 173331 35609 28383 15176 116586 190474 131359 119042 74632
cat_boundaries=0 1 2 3 4 5
cat_threshold=5921 144 1635 1387 240
is_linear=0
shrinkage=0.05


Tree=64
num_leaves=31
num_cat=4
split_feature=20 120 136 12 52 102 28 64 32 80 136 19 20 132 118 27 136 114 64 89 126 10 6 12 136 16 6 15 30 20
split_gain=6229.87 4095.8 3654.39 3714.31 3153.26 2732.25 2671.17 1917.19 1852.95 1877.18 1821.73 1755.95 1701.33 1653.4 1490.8 1481.52 1424.12 1353.14 1308.88 1395.11 1252.03 1863.94 1231.24 1428.5 1226.86 1211.96 1182.83 1121.08 1102.43 1094.7
threshold=8.0950002670288104 0.11319890245795251 0 1.1349999904632571 6.6050000190734872 -0.3476423025131225 1019.2500000000001 4.5050001144409189 11.650000095367433 310.09628295898443 1 15.405000209808351 4.3450000286102304 1019.8500061035157 0.28400452435016638 267.50000000000006 2 -0.80382624268531788 29.585000038146976 -0.16875890642404553 0.49240480363368994 7.8500001430511483 0.35000000894069677 1.5349999666213991 3 11.775000095367433 4.4500000476837167 1.4249999523162844 1018.9500122070314 4.7049999237060556
decision_type=2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2
left_child=1 2 3 11 5 -5 -3 16 14 12 27 29 -10 15 26 -7 -2 -17 19 25 21 28 -16 -24 -9 -6 -4 -8 -14 -1
right_child=7 6 8 4 18 13 10 24 9 -11 -12 -13 20 -15 22 17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014280017225492209 0.017174994958901929 0.0014569441507469585 -0.0050784732697544029 -0.027218761326526481 0.023130291933110132 -0.012573651192751709 -0.019422159502783722 0.006315020683226787 -0.027012404179181406 -0.023126682829185667 0.022681794816120301 0.025680014907094831 -0.0094839180625433256 0.049581500799047204 -0.025112411252008082 0.0024435807596519055 0.0069386892409908285 -0.0057902904792783289 -0.0064586880497035917 -0.01320467689235057 -0.011627418201909941 0.0079559086821692736 0.0064124770785060087 -0.0073861608645750523 -0.0030018706685976757 0.0071605841151091481 0.010552683064635863 0.010211847099427693 0.0072639504311885154 0.00773603546758014
leaf_weight=6136 48443 135020 20014 13326 16209 44549 4521 77069 11333 23352 29893 13261 72842 1432 7755 82623 113943 125975 16952 6351 85690 26611 23666 90412 65235 44489 30617 10853 11358 70736
leaf_count=6136 48443 135020 20014 13326 16209 44549 4521 77069 11333 23352 29893 13261 72842 1432 7755 82623 113943 125975 16952 6351 85690 26611 23666 90412 65235 44489 30617 10853 11358 70736
internal_value=3.11658e-06 -0.00186127 -0.00331991 -0.000178993 -0.00249857 -0.00514882 0.0049809 0.00628102 -0.00675936 -0.00968548 0.015492 0.00887729 -0.00817525 -0.00399357 -0.00283732 -0.00429663 0.00999387 -0.00252896 0.00595392 0.0090922 -0.00708883 -0.00357915 -0.00583411 -0.00452357 0.0020442 0.0114252 0.00437382 0.00149646 -0.00722475 0.00597869
internal_weight=1.33067e+06 1.02598e+06 845689 442039 351906 267905 180287 304690 403650 231186 45267 90133 207834 254579 172464 253147 162386 208598 84001 67049 196501 110811 121833 114078 142304 60698 50631 15374 84200 76872
internal_count=1330666 1025976 845689 442039 351906 267905 180287 304690 403650 231186 45267 90133 207834 254579 172464 253147 162386 208598 84001 67049 196501 110811 121833 114078 142304 60698 50631 15374 84200 76872
cat_boundaries=0 1 2 3 4
cat_threshold=5921 144 1281 5639
is_linear=0
shrinkage=0.05


Tree=65
num_leaves=31
num_cat=3
split_feature=20 136 28 28 67 24 82 32 64 103 28 136 120 116 4 76 20 136 25 80 12 17 38 35 35 12 85 26 39 33
split_gain=5762.3 3731.38 3470.23 3911.56 3224.02 2786.85 2366.66 2437.14 2150.82 2067.52 2021 1999.05 2408.01 1934.27 1912.65 1897.39 2375.6 1930.12 1866.81 1807.54 1798.98 1724.98 1615.84 1609.05 1351.84 1377.84 1304.82 1270.27 1190.18 1189.95
threshold=6.1549999713897714 0 1015.0499877929689 1006.0499877929689 2.2250000238418584 234.50000000000003 246.26467132568362 10.449999809265138 32.854999542236335 -0.38562896847724909 1024.350036621094 1 -0.44618082046508784 0.1650413200259209 3.7500000000000004 7.6349999904632577 4.4349999427795419 2 300.50000000000006 252.87152862548831 1.6150000095367434 14.550000190734865 10.949999809265138 11.550000190734865 13.449999809265138 1.0549999475479128 0.82393431663513195 107.50000000000001 15.150000095367433 12.550000190734865
decision_type=2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 6 3 18 10 24 13 -8 11 -6 15 -4 14 -2 -13 16 -1 21 28 -11 23 27 -12 -21 -5 -26 -7 -18 -3 -17
right_child=1 2 8 5 9 26 7 -9 -10 19 22 12 -14 -15 -16 29 17 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.022694637401186414 0.0093792943983166278 0.021721465344658603 0.016741397429233047 -0.0064024890984219415 -0.023510932004876712 -0.0026065044476750523 -0.00051072060251273219 -0.020231215695952487 -0.0054759823195325678 0.021288788849185985 -0.015904328305272129 0.0084048072165002034 0.010659591769836961 -0.0056036054957079619 -0.0022841733384705129 -0.0062449424839843932 0.054768515293056041 -0.0090519142977252675 0.00097220371148073158 0.030673008046121098 -0.0040483209884444741 0.012124557344867349 0.042689705341628664 0.0050079709665241763 0.025275872167013005 0.0043286406519026351 -0.010990495397128083 -0.0037224749024811713 -0.00024688888293149805 -0.023615908193388949
leaf_weight=20204 36447 31717 53805 11398 7098 128682 26778 37758 33136 13729 1756 72251 165925 52670 99465 15261 937 133291 30501 7636 53814 22572 3566 30498 14168 17605 72584 99263 7653 27850
leaf_count=20204 36447 31717 53805 11398 7098 128682 26778 37758 33136 13729 1756 72251 165925 52670 99465 15261 937 133291 30501 7636 53814 22572 3566 30498 14168 17605 72584 99263 7653 27850
internal_value=2.88713e-05 0.00233297 0.0038072 -0.000175313 -0.00467199 -0.00315748 -0.00475626 -0.0120486 0.00675544 0.0026113 -0.00720162 0.00779084 0.00636383 0.000524089 0.00221331 -0.00771083 -0.00618844 -0.00488606 0.0102575 0.00436585 0.00183904 -0.000362516 0.0233565 0.0101472 0.00836994 0.0136693 -0.00563008 -0.00317551 0.0174511 -0.0174667
internal_weight=1.33002e+06 892543 738890 314308 437475 244437 153653 64536 424582 112775 324700 391446 337641 89117 171716 319378 276267 256063 69871 105677 91948 122772 5322 38134 43171 31773 201266 100200 39370 43111
internal_count=1330018 892543 738890 314308 437475 244437 153653 64536 424582 112775 324700 391446 337641 89117 171716 319378 276267 256063 69871 105677 91948 122772 5322 38134 43171 31773 201266 100200 39370 43111
cat_boundaries=0 1 2 3
cat_threshold=144 5120 2594
is_linear=0
shrinkage=0.05


Tree=66
num_leaves=31
num_cat=5
split_feature=20 28 20 12 136 136 126 109 95 5 28 136 28 19 132 28 36 2 11 71 30 31 33 136 20 34 36 36 12 136
split_gain=5382.64 3575.61 3524.66 4001.98 4638.21 3662.2 3107.98 2314.94 2146.56 2144.12 1721.29 1903.28 1749.07 1601.22 1501.41 1490.08 1668.87 1483.7 1363.93 1304.22 1908.86 1512.13 1496.8 1459.15 1375.2 1286.07 1310.75 1283.28 1137.83 1135.66
threshold=8.0950002670288104 1021.8500061035157 5.1150000095367441 1.2450000047683718 0 1 -0.76037701964378346 -0.24999476969242093 -0.84307581186294545 6.2500000000000009 1000.1499938964845 2 1016.2500000000001 15.405000209808351 1020.0499877929689 1015.2500000000001 11.250000000000002 107.50000000000001 5.1499998569488534 271.88308715820318 1013.8500061035157 1019.8500061035157 2.9500000476837163 3 4.2149999141693124 11.550000190734865 10.449999809265138 16.250000000000004 3.9750000238418584 4
decision_type=2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1
left_child=1 2 19 4 13 7 9 -5 -9 -7 -2 -12 28 -4 15 -10 -17 -3 -8 20 -1 -21 -23 24 -22 26 -20 -6 -13 -19
right_child=10 17 3 5 27 6 18 8 14 -11 11 12 -14 -15 -16 16 -18 29 25 21 23 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.004568650153039742 0.018028137454496322 0.019764815505651775 0.0080332780246603324 0.019122771712761475 -0.00087585519956822006 -0.0073787144067425222 -0.017128885413326755 -0.011286728413048987 -0.0029909249162173028 0.012542164733587869 0.011834937676147586 -0.0073451092275036156 0.0054365429219162646 0.023475630629390634 0.037338903980533883 -0.013050382725605157 0.0060926466369836127 0.012621562576598265 -0.011500707295610351 -0.0045712736307887579 -0.038775032788674814 0.46970724225044247 0.035182154323001029 -0.032750615676213096 -0.010661837401108158 -0.012746499159313737 0.0026843654331668524 -0.014646693914286663 0.010305448795710308 -0.00067040459221023971
leaf_weight=33804 26568 20304 107766 14739 62715 27073 61793 45051 169046 26957 69999 55079 141486 19884 2729 12648 114035 25873 27841 19407 5026 20 2185 15383 32340 74529 39236 23167 10945 42390
leaf_count=33804 26568 20304 107766 14739 62715 27073 61793 45051 169046 26957 69999 55079 141486 19884 2729 12648 114035 25873 27841 19407 5026 20 2185 15383 32340 74529 39236 23167 10945 42390
internal_value=2.74307e-05 -0.00170426 -0.00261158 -0.00150424 0.00439398 -0.00354988 -0.00809886 -0.00028086 -0.00111342 0.00256034 0.00587006 0.00470608 0.00230063 0.0104379 0.000422196 8.15268e-05 0.00418141 0.00789869 -0.0109307 -0.0111007 -0.0138442 -0.00011325 0.0391234 -0.0197884 -0.0144394 -0.008226 -0.0032033 -0.00459006 -0.00441912 0.00436926
internal_weight=1.33002e+06 1.02594e+06 937374 829209 213532 615677 257429 358248 343509 54030 304077 277509 207510 127650 298458 295729 126683 88567 203399 108165 86553 21612 2205 52749 37366 141606 67077 85882 66024 68263
internal_count=1330018 1025941 937374 829209 213532 615677 257429 358248 343509 54030 304077 277509 207510 127650 298458 295729 126683 88567 203399 108165 86553 21612 2205 52749 37366 141606 67077 85882 66024 68263
cat_boundaries=0 1 2 3 4 5
cat_threshold=1635 7941 5160 2155 7687
is_linear=0
shrinkage=0.05


Tree=67
num_leaves=31
num_cat=3
split_feature=24 136 36 120 28 116 10 8 134 17 24 119 12 95 12 136 22 33 67 23 31 38 136 39 16 15 25 80 127 127
split_gain=4889.94 3833.83 3214.88 2845.02 2508.23 2418.59 2219.39 2026.69 1896.24 1818.08 1506.7 1458.43 2419.25 1440.39 1347.7 1341.2 1300.17 1259.33 1237.65 1045.14 1021.71 1017.51 994.796 1012.36 941.307 909.979 1012.14 885.756 869.962 842.327
threshold=312.50000000000006 0 16.750000000000004 -0.39873388409614557 1018.5499877929689 0.30069434642791754 10.650000095367433 10.750000000000002 1022.9500122070314 15.405000209808351 231.50000000000003 -0.061046212911605828 1.2450000047683718 -0.16766285151243207 1.1349999904632571 1 5.4849998950958261 10.34999990463257 0.74500000476837169 5.7049999237060556 1015.6499938964845 9.8499999046325701 2 13.84999990463257 14.550000190734865 1.9149999618530276 182.50000000000003 312.08226013183599 -0.095842104405164705 0.43049471080303198
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2
left_child=1 2 5 7 8 6 13 9 -5 11 -9 12 20 18 21 17 -17 -16 -1 -15 -3 -2 -13 27 -11 -14 -27 -24 -12 -8
right_child=14 3 -4 4 -6 -7 29 10 -10 24 28 22 25 19 15 16 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.031229635962641555 0.079996631131270951 0.0080731189374703364 -0.014964976456541735 0.0039712070791597222 0.014815616884972968 -0.006013464573426581 0.018780560495997099 -0.036183478330757697 0.046293267156997164 0.028540784345836651 0.016696446331406978 0.01267426402337697 -0.019271154272013424 -0.0052680660053589547 -0.0031578240250598696 -0.014504190786333091 -0.0024627624212977409 -0.016793370417207062 -0.0048926640204239114 0.004579384435804414 -0.0055190474575405254 0.0067389053721156819 0.0045038040182652445 -0.0023998661932969605 0.0087025526699723681 -0.070807825472706545 0.008034249329645261 0.025385111744079116 -0.0061632822211146795 0.00090445616383689011
leaf_weight=5226 493 31393 44841 195478 84901 137012 25339 4021 2683 6898 4445 26430 25759 34659 24796 26935 133653 53399 30462 121049 24707 12294 75459 67031 44907 439 5596 5445 65362 8906
leaf_count=5226 493 31393 44841 195478 84901 137012 25339 4021 2683 6898 4445 26430 25759 34659 24796 26935 133653 53399 30462 121049 24707 12294 75459 67031 44907 439 5596 5445 65362 8906
internal_value=2.60558e-05 0.00149033 -0.00233502 0.00381358 0.007625 -0.000773421 0.0024084 0.00103231 0.00454423 0.00278461 -0.00642199 0.00109383 -0.00415785 0.000310861 -0.0062511 -0.00709798 -0.00448216 -0.0124679 -0.00874934 0.00238744 0.00208699 0.00956334 0.0037411 0.0021441 0.0113441 -0.0151768 0.00229909 0.00590916 -0.00470768 0.0141316
internal_weight=1.33002e+06 1.07845e+06 407494 670954 283062 362653 225641 387892 198161 314064 73828 262259 87894 191396 251570 238783 160588 78195 35688 155708 56100 12787 174365 147935 51805 31794 6035 80904 69807 34245
internal_count=1330018 1078448 407494 670954 283062 362653 225641 387892 198161 314064 73828 262259 87894 191396 251570 238783 160588 78195 35688 155708 56100 12787 174365 147935 51805 31794 6035 80904 69807 34245
cat_boundaries=0 1 2 3
cat_threshold=2256 182 1024
is_linear=0
shrinkage=0.05


Tree=68
num_leaves=31
num_cat=0
split_feature=18 31 111 116 15 0 9 52 52 64 12 89 18 17 105 80 64 16 8 12 101 20 16 3 119 118 12 16 36 43
split_gain=4641.78 4457.43 2897.35 2789.76 2504.84 2513.51 2655.43 2087.53 1975.62 1968.41 1922.95 1914.85 1823.88 1811.49 1677.9 1628.72 1567.31 1508.38 1451.42 1419.1 1402.85 1398.52 1311.13 1236.07 1286.26 1189.73 1092.59 1255.49 1076.19 1018.2
threshold=14.550000190734865 1020.0499877929689 0.77758038043975841 0.74892720580101024 1.5349999666213991 302.50000000000006 7.9500000476837167 1.7549999952316286 4.0950000286102304 6.7750000953674325 1.544999957084656 -0.81319683790206898 18.219999313354496 17.029999732971195 -0.86657378077507008 265.14797973632818 3.3750000000000004 15.405000209808351 7.2500000000000009 1.3750000000000002 -0.73638084530830372 4.2149999141693124 17.029999732971195 156.50000000000003 -0.92384436726570118 -0.44618082046508784 1.4049999713897707 11.269999980926515 10.750000000000002 13.949999809265138
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 4 7 6 -6 13 -2 26 -7 14 18 16 -3 -8 21 -14 -4 -16 -12 -1 -23 -13 -25 29 27 -9 -26 -20
right_child=2 11 12 -5 5 10 15 9 -10 -11 20 23 17 -15 19 -17 -18 -19 25 -21 -22 22 -24 24 28 -27 -28 -29 -30 -31
leaf_value=-0.02667623193502899 -0.012843817465667843 0.004816379637751912 0.012660321653396362 -0.010151596264041086 0.00052138495285239904 0.011760003379096239 0.016374223869164182 0.022086413284454164 0.0031787412536833128 -0.012535115237360013 -0.05936950824795087 0.0095596209312674291 0.081617409091075968 0.029592830526252157 0.04352952389891733 -0.0010242112309839797 -0.024767648291482841 0.023388571465941019 -0.01882288469610437 0.01576581233539644 -0.0046977728927866105 -0.0067054121072853247 0.03079459527016969 -0.049689366720908984 -0.012768001779622224 0.0065568849493002415 -0.006758931774957711 0.0043358743678352405 0.0019661733705862786 0.017315133877964069
leaf_weight=8759 23240 35326 89717 118082 156918 18760 54652 14345 111747 18230 1181 34932 1249 3232 5589 17843 13300 10153 9785 26077 180928 210470 2357 1372 15338 34134 12723 32600 64545 2434
leaf_count=8759 23240 35326 89717 118082 156918 18760 54652 14345 111747 18230 1181 34932 1249 3232 5589 17843 13300 10153 9785 26077 180928 210470 2357 1372 15338 34134 12723 32600 64545 2434
internal_value=2.47578e-05 -0.00150905 0.00571322 -0.00301049 -0.0018806 0.000601855 0.00417772 -0.00526068 0.000420222 0.00184434 -0.00348215 0.00557591 0.0105581 -0.00758501 0.0123083 0.012092 -0.00809657 0.0297671 0.0089485 0.0206661 -0.00505233 -0.00709595 -0.00629011 0.00169411 -0.00168731 0.0017642 0.0062376 0.00975991 -0.000862874 -0.0116243
internal_weight=1.33002e+06 1.04756e+06 282459 864380 746298 430282 229413 316016 134987 77898 200869 183179 147472 238118 66992 72495 234886 11402 136070 31666 182109 221586 212827 116187 81255 46353 59668 46945 79883 12219
internal_count=1330018 1047559 282459 864380 746298 430282 229413 316016 134987 77898 200869 183179 147472 238118 66992 72495 234886 11402 136070 31666 182109 221586 212827 116187 81255 46353 59668 46945 79883 12219
is_linear=0
shrinkage=0.05


Tree=69
num_leaves=31
num_cat=3
split_feature=25 136 37 95 116 10 120 28 135 12 4 31 52 12 4 136 32 95 17 16 16 28 83 79 67 38 12 99 136 15
split_gain=4259.65 3544.55 2799.6 2466.77 1981.58 1953.14 1924.44 1751.66 1841.09 1547.37 1407.94 1297.07 1503.41 2096.14 1245.06 1248.81 1238.17 1231.47 1170.29 1086.54 1080.03 1060.5 1003.05 1000.07 962.95 960.177 1217.44 947.448 908.761 1423.08
threshold=310.50000000000006 0 16.849999427795414 -0.81532377004623402 0.30069434642791754 10.650000095367433 -0.44618082046508784 1018.4500122070314 1022.9500122070314 1.6950000524520876 8.8499999046325701 1016.6499938964845 5.7950000762939462 0.97500002384185802 8.6500000953674334 1 15.250000000000002 -0.28152966499328608 17.029999732971195 15.405000209808351 17.029999732971195 1014.8500061035157 312.17878723144537 6.5750000476837167 0.78499999642372142 9.6500000953674334 2.2050000429153447 -0.26245070993900294 2 1.5149999856948855
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 2 4 9 5 17 10 8 -8 11 18 12 13 -3 15 -2 23 24 20 -20 22 -19 -5 -13 -1 26 -17 -11 -23 -30
right_child=14 3 -4 6 -6 -7 7 -9 -10 27 -12 16 -14 -15 -16 25 -18 21 19 -21 -22 28 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.029528139430275348 0.0010063955455745376 0.014562910145133829 -0.014274914947038437 0.0016404983786518922 -0.0055365656172599777 0.013236404121081742 0.0046217142400827955 0.01404944220614681 0.04770189066737808 -0.014323009175312729 -0.0046838609877590514 -0.031760311551795511 0.018264343480606463 -0.010185003067731152 -0.010148416962120065 0.02864712328371697 0.0085532937105833474 -0.0038620671784603284 0.045912633005035321 0.011197368803349539 0.025562233798594083 0.0082720906689307191 0.015206350379682662 0.0047415542820654667 -0.0051899619425846777 -0.0081050033535935064 -0.017454020735808866 -0.06415754634379825 -0.016277015489944313 0.0047231381768616373
leaf_weight=4874 96048 13001 42638 207046 133735 33769 164525 86130 2518 17125 57635 7890 12499 25027 91443 3999 4412 53289 2681 14150 5211 67945 14586 2462 24459 98071 2231 1010 11279 28330
leaf_count=4874 96048 13001 42638 207046 133735 33769 164525 86130 2518 17125 57635 7890 12499 25027 91443 3999 4412 53289 2681 14150 5211 67945 14586 2462 24459 98071 2231 1010 11279 28330
internal_value=2.35199e-05 0.00152362 -0.00216429 0.00383793 -0.000720677 0.00215527 0.00504403 0.00825751 0.0052711 -0.00417784 0.00234392 -0.00058905 0.00322042 -0.00172419 -0.00531397 -0.00310745 -0.0136263 0.00018762 0.00400616 0.0167271 0.00306231 0.00190585 0.00253329 -0.0230791 -0.00923402 -0.00689521 0.012138 -0.0170985 0.00476363 -0.00125652
internal_weight=1.33002e+06 1.03823e+06 400318 637908 357680 223945 554482 253173 167043 83426 301309 65291 50527 38028 291792 200349 14764 190176 243674 16831 226843 160843 221632 10352 29333 104301 6230 18135 107554 39609
internal_count=1330018 1038226 400318 637908 357680 223945 554482 253173 167043 83426 301309 65291 50527 38028 291792 200349 14764 190176 243674 16831 226843 160843 221632 10352 29333 104301 6230 18135 107554 39609
cat_boundaries=0 1 2 3
cat_threshold=2256 1892 2112
is_linear=0
shrinkage=0.05


Tree=70
num_leaves=31
num_cat=4
split_feature=20 16 117 84 17 39 12 31 136 136 10 132 13 18 59 136 31 75 12 32 136 27 52 36 30 3 28 16 80 30
split_gain=4285.42 3680.02 3202.81 2260.8 2176.89 2048.16 2000.65 1934.35 1751.24 1716.97 3057.37 1729.27 1590.96 1512.46 1488.56 1490.06 1345.44 1330.44 1348.63 1287.5 1251.04 1214.02 1181.73 1120.1 1119.87 2100.26 1567.81 1119.84 1114.4 1082.94
threshold=5.3750000000000009 18.219999313354496 0.58068084716796886 0.865704506635666 20.524999618530277 10.550000190734865 1.6349999904632571 1022.3500061035157 0 1 5.0499999523162851 1022.9500122070314 0.80500000715255748 15.405000209808351 247.71421813964847 2 1018.6499938964845 0.68679916858673107 3.1650000810623173 8.1500000953674334 3 110.50000000000001 1.1449999809265139 16.150000572204593 1016.0499877929689 258.50000000000006 1021.5499877929689 22.289999961853031 253.84688568115237 1007.0499877929689
decision_type=2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2
left_child=14 2 3 4 5 12 -4 9 -8 10 -7 13 -2 17 15 21 -16 18 -11 -19 -21 -1 -5 29 25 -23 -26 -3 -12 -15
right_child=1 27 6 22 -6 7 8 -9 -10 11 28 -13 -14 23 16 -17 -18 19 -20 20 -22 24 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.040958228417299139 -0.070581000074642949 0.01975902144145332 0.0038228955392970894 -0.018692057114375091 0.11578107277966448 -0.015913345559472672 -0.011870408062719585 0.01190937529059561 -0.0027936960162097306 0.00038866927401074965 0.009681709508989467 0.051624760316884226 -0.0049136175015873779 0.024136712914588285 -0.0028653718879459683 -0.017312278919132906 0.022102250684673849 0.039092054205298224 0.013833945363935016 0.018685792762316727 0.004178589727651727 -0.013171919682970795 -0.0026510996329052652 0.019752400161603442 -0.017305892900308022 0.0046440298253037698 0.0146972728114492 0.094164235898137147 -0.011118821502323614 0.0040599917668556118
leaf_weight=1353 939 21292 78276 14044 431 30870 72979 71421 195498 302509 30108 1914 52053 7711 23016 41052 7048 3161 19876 17978 85614 28608 62926 22423 33289 39222 4324 518 8191 52092
leaf_count=1353 939 21292 78276 14044 431 30870 72979 71421 195498 302509 30108 1914 52053 7711 23016 41052 7048 3161 19876 17978 85614 28608 62926 22423 33289 39222 4324 518 8191 52092
internal_value=6.83099e-05 0.00118297 0.000790678 0.0025599 0.00344549 0.00337699 -0.00321081 0.0041432 -0.00526153 0.00319089 -0.00420391 0.00418741 -0.00607722 0.00400993 -0.00715439 -0.00921676 0.00298787 0.00281965 0.00121761 0.00765765 0.00669847 -0.00610268 -0.00557794 0.0102221 -0.00670712 -0.00287003 -0.0136268 0.0215262 0.0052331 0.00664868
internal_weight=1.33074e+06 1.15282e+06 1.13101e+06 784261 707291 706860 346753 653868 268477 582447 69169 513278 52992 511364 177912 147848 30064 429138 322385 106753 103592 106796 76970 82226 105443 67830 37613 21810 38299 59803
internal_count=1330736 1152824 1131014 784261 707291 706860 346753 653868 268477 582447 69169 513278 52992 511364 177912 147848 30064 429138 322385 106753 103592 106796 76970 82226 105443 67830 37613 21810 38299 59803
cat_boundaries=0 1 2 3 4
cat_threshold=210 144 2668 5124
is_linear=0
shrinkage=0.05


Tree=71
num_leaves=31
num_cat=5
split_feature=20 16 117 123 6 136 28 136 12 136 132 71 136 32 12 119 28 19 17 38 31 7 30 19 27 126 136 89 15 12
split_gain=3867.64 3321.22 2890.57 2179.51 1969.43 2748.94 1848.02 1839.54 1805.59 1601.79 1431.29 1404.83 1825.4 1576.54 1327.82 1360.86 1238.74 1201.84 1170.73 1159.54 1156.82 1113.96 1261.8 1485.17 1266.52 1102.37 1239.84 1020.34 995.996 1436.17
threshold=5.3750000000000009 18.219999313354496 0.58068084716796886 -0.44618082046508784 6.2500000000000009 0 1017.8500061035157 1 1.6349999904632571 2 1022.9500122070314 271.88308715820318 3 12.34999990463257 1.0950000286102297 0.11319890245795251 1024.850036621094 15.405000209808351 15.405000209808351 12.750000000000002 1016.1499938964845 3.7500000000000004 1016.0499877929689 14.550000190734865 129.50000000000003 -0.41467745602130884 4 -0.63409501314163197 1.544999957084656 1.1349999904632571
decision_type=2 2 2 2 2 1 2 1 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2
left_child=11 2 3 7 5 19 10 14 28 -10 18 12 16 -13 -2 17 21 -16 -7 -5 -6 -1 23 -23 -24 26 -22 -3 29 -4
right_child=1 27 8 4 20 6 -8 -9 9 -11 -12 13 -14 -15 15 -17 -18 -19 -20 -21 25 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013451287827980087 0.011853245544378355 0.0083391910022179491 0.011785595493596968 -0.0027720539315114496 0.006177953626603362 -0.0002499116555438763 0.011289648069768647 -0.0031023225723074204 -0.0096045084028735656 -0.0017599453894192739 0.055280380700674106 0.01460029541573489 -0.018803913804239885 -0.005874570945636046 -0.010947769218687746 0.0055612876042365937 0.050777702430496001 0.0079055548502256941 0.011734533318114857 -0.019336366355774209 0.0088791265863610129 -0.00044225837959927449 0.058550304242968414 0.030830899672262671 -0.014178207454270345 0.010758179577279372 0.036572637157986997 0.030107288546925556 0.010733535083936065 -0.0067683689891582348
leaf_weight=35096 39706 9676 15318 50910 55579 126341 86274 229554 110823 157654 1256 14446 36547 26924 31029 68633 960 11618 24297 13332 6309 37903 616 4219 21201 28075 11348 12134 30275 32683
leaf_count=35096 39706 9676 15318 50910 55579 126341 86274 229554 110823 157654 1256 14446 36547 26924 31029 68633 960 11618 24297 13332 6309 37903 616 4219 21201 28075 11348 12134 30275 32683
internal_value=6.4891e-05 0.00112382 0.000751148 0.00243192 0.00499096 0.00296967 0.0054454 -0.00028302 -0.00305029 -0.00499848 0.0021263 -0.00679672 -0.00924234 0.00127505 0.00400329 0.0012027 -0.00574524 -0.0058117 0.00168311 -0.00620864 0.0110245 -0.00629372 -0.00236495 0.00269011 -0.0121247 0.0169145 0.0267032 0.0204499 0.00363175 -0.000847458
internal_weight=1.33074e+06 1.15282e+06 1.13101e+06 784261 403721 302410 238168 380540 346753 268477 151894 177912 136542 41370 150986 111280 99995 42647 150638 64242 101311 99035 63939 42122 21817 45732 17657 21810 78276 48001
internal_count=1330736 1152824 1131014 784261 403721 302410 238168 380540 346753 268477 151894 177912 136542 41370 150986 111280 99995 42647 150638 64242 101311 99035 63939 42122 21817 45732 17657 21810 78276 48001
cat_boundaries=0 1 2 3 4 5
cat_threshold=144 5153 222 2158 5280
is_linear=0
shrinkage=0.05


Tree=72
num_leaves=31
num_cat=5
split_feature=19 20 136 84 123 71 31 124 5 136 31 30 32 31 133 136 52 76 29 35 29 22 15 12 136 129 52 36 136 111
split_gain=3597.87 3046.08 2324.81 2790.02 2267.95 1816.79 1792.9 1951.42 2730.46 1765.1 1688.19 1613.94 1604.78 1506.59 1464.23 1352.23 1335.56 1334.87 1285.04 1259.23 1428.04 1141.83 1130.32 1129.78 1478.59 1158.14 1136.59 1123.96 1122.23 1094.64
threshold=17.029999732971195 5.4949998855590829 0 0.865704506635666 -0.44618082046508784 274.63171386718756 1024.6499633789065 0.43049471080303198 5.1499998569488534 1 1018.4500122070314 1014.0499877929689 12.750000000000002 1004.0499877929689 1018.9500122070314 2 8.3850002288818377 10.904999732971193 1024.850036621094 12.750000000000002 1014.8500061035157 7.2449998855590829 1.0149999856948855 1.5249999761581423 3 327.50000000000006 2.3149999380111699 10.150000095367433 4 0.79172819852828991
decision_type=2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 1 2
left_child=1 5 6 4 9 11 7 8 -3 19 14 13 23 -1 -6 18 -5 -2 -13 -4 -21 28 -17 24 25 -7 -25 -26 -12 -9
right_child=17 2 3 16 10 12 -8 29 -10 -11 21 15 -14 -15 -16 22 -18 -19 -20 20 -22 -23 -24 26 27 -27 -28 -29 -30 -31
leaf_value=-0.026573183162672643 0.014221673400417596 -0.0083198835803148085 -0.0032113677748210642 -0.0080515230129079626 0.0028092240949643644 0.050018041756832533 0.010252852871057115 -0.021134518582528215 0.010109066307282043 -0.0031389682220211452 0.0046990535118288327 -0.0099803345096394908 -0.0055879462242926434 -0.00011184285148888914 0.025991110347380587 -0.044049995556735069 0.0026874756687129118 -0.0047839796122913711 0.042600535328101874 0.00053390131724180502 0.01023791269250004 0.0076012685939698642 -0.017433319307516487 -0.0081404959288734723 0.053439791233162316 0.22852005181001855 0.026962942034716154 0.0028254784246920274 0.024932633453995549 -0.0081484162771170848
leaf_weight=5918 57894 50967 51825 98036 226324 2728 18168 23239 33186 193328 9789 68635 26892 59073 7023 4911 41085 10993 1182 69758 83046 70525 21239 7950 1367 94 3248 5550 22978 53785
leaf_count=5918 57894 50967 51825 98036 226324 2728 18168 23239 33186 193328 9789 68635 26892 59073 7023 4911 41085 10993 1182 69758 83046 70525 21239 7950 1367 94 3248 5550 22978 53785
internal_value=6.1651e-05 -0.000545801 0.000548059 0.00161244 0.00284205 -0.00606292 -0.00463714 -0.00631584 -0.00105237 0.000286842 0.00586268 -0.00860541 0.00249329 -0.00252138 0.00350692 -0.0127256 -0.0048801 0.0111887 -0.00908884 0.00352344 0.00580784 0.0111846 -0.0224234 0.012873 0.0253274 0.0557663 0.00204132 0.0128098 0.018897 -0.0120665
internal_weight=1.33074e+06 1.26185e+06 1.05306e+06 873717 734596 208787 179345 161177 84153 397957 336639 160958 47829 64991 233347 95967 139121 68887 69817 204629 152804 103292 26150 20937 9739 2822 11198 6917 32767 77024
internal_count=1330736 1261849 1053062 873717 734596 208787 179345 161177 84153 397957 336639 160958 47829 64991 233347 95967 139121 68887 69817 204629 152804 103292 26150 20937 9739 2822 11198 6917 32767 77024
cat_boundaries=0 1 2 3 4 5
cat_threshold=144 7201 2159 5892 40
is_linear=0
shrinkage=0.05


Tree=73
num_leaves=31
num_cat=5
split_feature=19 28 20 37 84 136 12 14 14 122 28 71 30 31 76 136 88 136 12 35 6 31 134 136 43 31 136 20 28 32
split_gain=3247.07 2961.38 2592.56 2480.77 2175.52 2108.75 1864.29 1516.93 1441.12 1336.4 1271.86 1236.15 1917.02 1274.4 1210.6 1182.08 1143.62 1142.27 1141.63 1497.17 1124.91 1312.11 1141.45 1119.94 1098.49 1091.5 1076.56 1043.66 1040.21 1011.96
threshold=17.029999732971195 1021.8500061035157 5.3750000000000009 11.84999990463257 0.86294138431549083 0 2.9850000143051152 2.9150000810623173 0.70499998331069957 -0.44618082046508784 1027.1499633789065 268.89631652832037 1014.0499877929689 1018.4500122070314 10.204999923706056 1 -0.17032073438167569 2 1.1950000524520876 13.150000095367433 6.1499998569488534 1016.5499877929689 1019.6499938964845 3 11.250000000000002 1004.0499877929689 4 4.2149999141693124 1015.5499877929689 13.050000190734865
decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 1 2 2 2
left_child=1 2 11 8 5 6 -5 10 -4 17 15 12 25 29 -2 -3 28 -7 -19 -20 22 -22 -11 24 -14 -1 -27 -25 -6 -13
right_child=14 7 3 4 16 9 -8 -9 -10 20 -12 13 23 -15 -16 -17 -18 18 19 -21 21 -23 -24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.026130749055257575 0.013658386327091427 0.00099700771060571929 -0.071710825004623849 -0.011858883286312792 -0.0070016006878899327 0.0030957202573379263 0.011201106516708179 -0.0036642663909350957 -0.0049685814006986857 0.0035412077503978118 0.023197380239144957 0.0070826065261190485 -0.016876329480986826 0.018934344513862278 -0.0038749260791076561 0.012103740747019451 -0.017687908155250658 0.0078794009967491137 0.00040853539996227691 -0.012382266535216731 0.0069167078940782535 0.023977482695372646 0.031218807734704729 -0.033162807975313756 -0.040602479069332176 -0.0063871208915334326 0.0087757883107881102 -0.0082086075153504877 0.0032631900315606799 -0.010793461838694764
leaf_weight=4406 56986 44316 812 43661 67904 202284 10966 29864 205052 202315 13867 13021 16775 7580 11901 52157 15791 19191 49296 42690 36026 16400 3795 4621 6879 28375 19912 44922 38774 20197
leaf_count=4406 56986 44316 812 43661 67904 202284 10966 29864 205052 202315 13867 13021 16775 7580 11901 52157 15791 19191 49296 42690 36026 16400 3795 4621 6879 28375 19912 44922 38774 20197
internal_value=5.85784e-05 -0.0005185 -0.00137488 -0.000370571 0.000965391 0.00215662 -0.00722842 0.00633261 -0.00523184 0.00305298 0.00903831 -0.00712857 -0.00957976 0.000435056 0.0106293 0.00700309 -0.00512962 0.000858159 -0.00321302 -0.00552758 0.0057142 0.0122537 0.00405082 -0.0148148 -0.0237663 -0.00230769 -0.000133932 -0.010534 -0.00327068 -0.00378629
internal_weight=1.33074e+06 1.26185e+06 1.12164e+06 954957 749093 626624 54627 140204 205864 571997 110340 166688 125890 40798 68887 96473 122469 313461 111177 91986 258536 52426 206110 73197 23654 52693 48287 49543 106678 33218
internal_count=1330736 1261849 1121645 954957 749093 626624 54627 140204 205864 571997 110340 166688 125890 40798 68887 96473 122469 313461 111177 91986 258536 52426 206110 73197 23654 52693 48287 49543 106678 33218
cat_boundaries=0 1 2 3 4 5
cat_threshold=144 240 7209 6036 7296
is_linear=0
shrinkage=0.05


Tree=74
num_leaves=31
num_cat=2
split_feature=17 28 20 37 18 136 124 28 95 133 13 71 111 3 8 85 32 12 89 32 88 21 15 123 27 64 120 136 56 19
split_gain=3048.02 2717.94 2576.51 2710.46 2473.12 1845.59 2027.58 1699.4 2062.43 1865.78 1470.23 1420.93 1389.99 1360.12 1299.25 1266.29 1518.52 1217.68 1171.86 1144.56 1133.05 1114.48 1080.22 1587.92 1020.25 1017.9 976.055 960.865 945.468 865.74
threshold=18.219999313354496 1021.8500061035157 5.1150000095367441 11.84999990463257 15.405000209808351 0 -0.23343648016452787 1014.9500122070314 -0.81532377004623402 1019.6499938964845 0.74500000476837169 228.12978363037112 -0.62359198927879322 143.50000000000003 7.5499999523162851 0.82393431663513195 12.949999809265138 1.2849999666213991 -0.65430942177772511 12.550000190734865 -0.77809920907020558 6.1449999809265146 1.1749999523162844 -0.97233289480209339 110.50000000000001 4.9549999237060556 -0.55191597342491139 1 217.22192382812503 17.029999732971195
decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2
left_child=1 2 22 10 5 6 14 9 -9 12 -4 17 -7 -3 -5 29 21 -6 -2 -8 25 -17 23 -1 -24 -10 -22 -27 -25 -14
right_child=18 13 3 4 11 7 19 8 20 -11 -12 -13 15 -15 -16 16 -18 -19 -20 -21 26 -23 24 28 -26 27 -28 -29 -30 -31
leaf_value=0.0013726117103168398 0.0052891962773157671 0.013492883020872499 -0.056544670272517909 -0.0040952707130312588 0.022769662687797163 0.017968195802768077 -0.0035660692047381395 -0.0087916236247601032 0.018853993019612453 0.026423982746807941 -0.0048871891406540311 0.0018419618294489154 -0.00069109039975192156 0.002995355260391977 0.017556278351815811 0.018511252926967713 -0.010411527398308158 0.0076254158495415118 0.028153126507738092 -0.018515830137698638 -0.0007719887128038172 -0.0036392732559996617 0.073307196094400118 -0.02067542227069295 -0.0029754930712248043 0.01765709206694574 0.0065483556652081616 0.0034499987987637727 -0.0045547701702382355 0.030679026522836241
leaf_weight=15806 9937 44117 1386 20319 22251 8465 20782 30238 22064 5861 221902 46105 215795 102656 10514 8366 80602 32897 12853 33346 96366 17678 443 37954 41521 15199 86328 54801 11962 2222
leaf_count=15806 9937 44117 1386 20319 22251 8465 20782 30238 22064 5861 221902 46105 215795 102656 10514 8366 80602 32897 12853 33346 96366 17678 443 37954 41521 15199 86328 54801 11962 2222
internal_value=5.56565e-05 -0.000260215 -0.00107056 -0.000317545 0.000997735 -1.93515e-05 -0.00694548 0.000894507 0.00360238 -0.0015418 -0.00520784 0.00832 -0.00203383 0.0061507 0.00328787 -0.00255534 -0.00702005 0.0137358 0.0181839 -0.012776 0.00496638 0.00347604 -0.00843725 -0.0124388 -0.0021702 0.00948948 0.00268708 0.00653778 -0.0168122 -0.00037137
internal_weight=1.33074e+06 1.30795e+06 1.16117e+06 1.05349e+06 830199 728946 84961 643985 304996 338989 223288 101253 333128 146773 30833 324663 106646 55148 22790 54128 274758 26044 107686 65722 41964 92064 182694 70000 49916 218017
internal_count=1330736 1307946 1161173 1053487 830199 728946 84961 643985 304996 338989 223288 101253 333128 146773 30833 324663 106646 55148 22790 54128 274758 26044 107686 65722 41964 92064 182694 70000 49916 218017
cat_boundaries=0 1 2
cat_threshold=146 5124
is_linear=0
shrinkage=0.05


Tree=75
num_leaves=31
num_cat=0
split_feature=84 19 0 56 6 52 8 32 52 103 28 18 24 17 16 30 21 117 135 76 37 18 12 109 85 127 7 8 40 23
split_gain=2899.62 2677.72 2077.64 2064.91 1842.73 1758.95 1535.58 1445.08 1409.86 1460.65 1352.16 1289.39 1258.18 1169.03 1161.74 1109.07 1106.02 1102.94 1094.73 1091.54 1043.8 1367.19 1329.65 1089.54 1026.09 1014.1 980.681 972.185 968.927 966.091
threshold=0.865704506635666 17.029999732971195 249.50000000000003 208.79334259033206 6.6499998569488534 0.74500000476837169 10.650000095367433 10.449999809265138 2.6350001096725468 -0.12108899280428885 1019.2500000000001 14.550000190734865 292.50000000000006 17.029999732971195 17.029999732971195 1014.5499877929689 6.0450000762939462 -0.53727915883064259 1020.9500122070314 22.795000076293949 11.750000000000002 14.550000190734865 0.70499998331069957 0.45957626402378088 0.66456094384193432 0.19936034083366397 3.8500000238418584 1.0000000180025095e-35 10.650000095367433 5.2850000858306894
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 10 -5 8 -7 9 -4 18 13 15 14 26 -6 -10 -8 20 -9 22 -22 -1 -23 -13 -19 29 -24 -28 -11
right_child=3 -3 6 5 12 7 17 19 16 11 -12 24 -14 -15 -16 -17 -18 25 -20 -21 21 23 27 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.081436460351982431 -0.014960537364902627 0.01107880181485988 -0.014519140776778195 -0.015251792036090043 0.0078402528998763928 0.014199993575141283 -0.032019640760045064 0.00094103845305823801 0.01607414881169773 -0.021903184286637789 0.0066260131119936019 0.0073548318136105496 0.00097548802611544113 0.0275303898053629 0.030511356937381825 0.021735278734082254 0.0024720027016523014 0.008733314658219405 0.02654813546074505 -0.0097025229576410098 -0.0012551231861711093 -0.0024205887368585009 -0.0326063536316041 0.013739177238766349 -0.030060667336343147 -0.0068335060681710179 0.0023609339459006503 -0.0045392851411192115 -0.0057041150243290388 -0.0053159576197192547
leaf_weight=603 45019 62555 21288 23751 34227 14903 4025 77441 17201 9664 93874 52261 29174 3222 2597 24742 113936 11492 3744 34964 185326 15705 3340 31059 1899 116746 100639 40456 59116 95781
leaf_count=603 45019 62555 21288 23751 34227 14903 4025 77441 17201 9664 93874 52261 29174 3222 2597 24742 113936 11492 3744 34964 185326 15705 3340 31059 1899 116746 100639 40456 59116 95781
internal_value=5.2992e-05 0.00102322 0.000436501 -0.00556154 0.00296471 -0.00276042 -0.00147976 -0.000429993 -0.000159458 -0.00183076 0.00143236 -0.00100011 0.00946849 -0.00240759 -0.00276779 0.0136703 0.00425617 -0.0062474 -0.000307436 -0.00236968 -0.000671093 0.000672596 -0.00769505 0.00831216 0.00604294 -0.00543849 -0.00309367 -0.00667975 -0.00062347 -0.00683617
internal_weight=1.33075e+06 1.13467e+06 1.07212e+06 196078 462250 151059 609867 127308 477604 346467 374107 325179 88143 271019 267797 58969 131137 132263 280233 112405 276489 232090 44399 46764 54160 128238 265200 43796 159755 105445
internal_count=1330750 1134672 1072117 196078 462250 151059 609867 127308 477604 346467 374107 325179 88143 271019 267797 58969 131137 132263 280233 112405 276489 232090 44399 46764 54160 128238 265200 43796 159755 105445
is_linear=0
shrinkage=0.05


Tree=76
num_leaves=31
num_cat=4
split_feature=84 136 122 15 28 24 56 52 8 19 135 64 33 136 16 112 3 14 31 105 119 136 75 12 39 19 136 43 127 14
split_gain=2616.91 2554.36 2559.21 2206.11 2002.88 1997.73 1863.58 1588.1 1468.85 1362.52 1308.94 1295.85 1454.25 1295.6 1178.46 1245.21 1057.88 1049.73 1040.14 1034.66 1023.66 1129.02 1181.55 1096.36 1016.98 938.288 929.556 926.583 926.202 916.044
threshold=0.865704506635666 0 -0.39873388409614557 1.544999957084656 1018.6499938964845 280.50000000000006 208.79334259033206 0.66500002145767223 10.650000095367433 15.405000209808351 1019.0499877929689 29.585000038146976 10.449999809265138 1 10.405000209808351 0.36648726463317877 285.50000000000006 0.70499998331069957 1024.350036621094 -0.75369003415107716 -0.026175950653851029 2 0.67519754171371471 1.235000014305115 14.34999990463257 8.0099999904632586 3 12.550000190734865 0.7933231294155122 1.685000002384186
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2
left_child=1 3 8 -1 10 19 -2 -8 9 20 17 12 -9 -14 15 -6 -10 -4 -7 -5 23 22 -22 25 -12 -3 -25 -11 -23 -18
right_child=6 2 4 5 14 18 7 11 16 27 24 -13 13 -15 -16 -17 29 -19 -20 -21 21 28 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.012799441778558587 -0.014212510501171564 -0.010506301217836973 -0.015690394733870731 -0.0050091221013192598 0.020789744967856488 -0.0070595956822264204 -0.01513715544038307 0.018424593487262143 0.0079908418749194167 0.0045039755924789473 0.031317001585110117 -0.012359677539184873 0.0059283218440206835 -0.005604111883699101 0.0086939865729362374 0.10276457341462307 -0.018858108464979578 0.0028352641259562061 0.0083103908081624388 0.012540348524104284 0.0043013684488881938 -0.0018650661318748048 0.02242291188944559 -0.00094762918316554964 -0.016813930961060024 0.0023314104555502433 -0.0156766354544812 0.018662899565255402 0.0053941831813275071 -0.0051147233312316982
leaf_weight=54446 45019 17844 7883 11371 16078 81878 21707 11490 13076 45709 6439 19614 44549 53699 94842 477 14266 255047 12717 32130 36284 146750 11960 17701 1323 70337 27154 15464 62720 80776
leaf_count=54446 45019 17844 7883 11371 16078 81878 21707 11490 13076 45709 6439 19614 44549 53699 94842 477 14266 255047 12717 32130 36284 146750 11960 17701 1323 70337 27154 15464 62720 80776
internal_value=5.03424e-05 0.000972055 0.00204452 -0.00427551 0.00519951 -0.000915158 -0.00528346 -0.0026224 -0.000107944 0.00114452 0.00287723 -0.000522259 0.0015935 -0.000374879 0.0108426 0.0231517 -0.00534313 0.00227984 -0.00499331 0.00795298 5.82469e-05 0.00189696 0.00879199 -0.00350367 0.0231133 -0.000266384 -0.00986788 0.00808323 0.000308501 -0.00717763
internal_weight=1.33075e+06 1.13467e+06 942130 192542 382089 138096 196078 151059 560041 451923 270692 129352 109738 98248 111397 16555 108118 262930 94595 43501 390750 257714 48244 133036 7762 88181 44855 61173 209470 95042
internal_count=1330750 1134672 942130 192542 382089 138096 196078 151059 560041 451923 270692 129352 109738 98248 111397 16555 108118 262930 94595 43501 390750 257714 48244 133036 7762 88181 44855 61173 209470 95042
cat_boundaries=0 1 2 3 4
cat_threshold=144 7684 5120 6668
is_linear=0
shrinkage=0.05


Tree=77
num_leaves=31
num_cat=3
split_feature=18 31 39 17 16 16 109 103 12 52 31 64 52 12 124 32 136 31 136 105 17 108 123 52 136 15 23 64 12 79
split_gain=2435.17 2430.68 2017.09 1922.98 2592.46 2103.9 1853.01 2425.31 2223.04 1853.96 1641.62 1568.67 2713.28 1683.79 1564.18 1531.55 1955.17 1503.06 1291.89 1287.68 1285.57 1107.39 1094.65 1086.49 1032.56 1422.27 1116.17 1292.25 1078.81 1553.09
threshold=15.405000209808351 1021.5499877929689 16.44999980926514 17.029999732971195 17.029999732971195 15.405000209808351 -0.28100490570068354 -0.12108899280428885 1.0649999976158144 1.6449999809265139 1016.4500122070314 27.765000343322757 3.7150000333786015 3.185000061988831 0.55191597342491161 10.750000000000002 0 997.25000000000011 1 -0.85310667753219593 20.524999618530277 0.45969955623149877 -0.061046212911605828 9.2550001144409197 2 0.91500002145767223 5.6050000190734872 7.3949999809265146 1.2150000333786013 6.1449999809265146
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 2
left_child=1 3 17 4 6 20 -1 8 9 -8 -11 12 13 24 -15 19 -17 -2 -18 -14 -5 -19 -3 -13 25 -9 -26 -28 29 -27
right_child=2 22 -4 5 -6 -7 7 11 -10 10 -12 23 15 14 -16 16 18 21 -20 -21 -22 -23 -24 -25 26 28 27 -29 -30 -31
leaf_value=0.0066915102106066063 0.020126658338535608 0.0018104133875435958 0.017782379319239618 0.035026260635448003 0.021909992691892203 0.0028193142821378559 -0.01304026839203338 -0.022450934299597023 -0.018612013897095537 0.021449862860289746 -0.015372146352707006 -0.020538898030226609 0.0036460264033167135 0.017147850798819624 -0.0017715731319496873 -0.024525183703115946 0.014313258168149174 -0.006447742763949907 0.0016734282169086783 0.030742687812643717 0.13868679260899483 0.0044410164370689243 0.010823116794961955 -0.005532898014194057 -0.0057780145470098252 -0.0011262722376059922 0.0015323862608348175 -0.0097462109967838551 -0.0063016745378388561 0.028606555831114811
leaf_weight=56321 11908 83647 28979 5031 11351 10758 15908 12128 43413 11056 4168 16687 7925 19911 24206 6150 25644 32034 95401 9814 318 86133 56411 43526 111175 32635 221903 28679 212455 5075
leaf_count=56321 11908 83647 28979 5031 11351 10758 15908 12128 43413 11056 4168 16687 7925 19911 24206 6150 25644 32034 95401 9814 318 86133 56411 43526 111175 32635 221903 28679 212455 5075
internal_value=4.78191e-05 -0.000740226 0.00585307 -0.00157933 -0.0018512 0.0155615 -0.00211979 -0.00264335 -0.0113001 -0.00110388 0.0113688 -0.00190441 -0.00132775 -0.00267295 0.00676719 0.00487383 0.00295437 0.00319538 0.0043522 0.0186371 0.0411889 0.00148917 0.00544045 -0.00969155 -0.00334032 -0.00572881 -0.00160833 0.000241556 -0.00491835 0.00287516
internal_weight=1.33075e+06 1.1717e+06 159054 1.03164e+06 1.01553e+06 16107 1.00418e+06 947859 74545 31132 15224 873314 813101 668167 44117 144934 127195 130075 121045 17739 5349 118167 140058 60213 624050 262293 361757 250582 250165 37710
internal_count=1330750 1171696 159054 1031638 1015531 16107 1004180 947859 74545 31132 15224 873314 813101 668167 44117 144934 127195 130075 121045 17739 5349 118167 140058 60213 624050 262293 361757 250582 250165 37710
cat_boundaries=0 1 2 3
cat_threshold=144 5120 4316
is_linear=0
shrinkage=0.05


Tree=78
num_leaves=31
num_cat=4
split_feature=18 16 24 15 136 12 136 36 38 123 12 52 103 136 35 125 30 28 28 65 38 30 95 136 122 119 76 12 12 32
split_gain=2347.69 2569.06 2193.93 2015.99 2965.08 2362.46 2579.59 2125.98 1856.78 1624.87 1493.96 1291.2 1288.24 1228.85 1223.07 1328.57 1236.35 1206.41 1194.46 1210.25 1036.31 1011.44 1145.18 1000.73 999.276 984.633 964.815 943.988 929.689 928.382
threshold=18.219999313354496 15.405000209808351 310.50000000000006 1.6950000524520876 0 1.3450000286102297 1 16.250000000000004 10.550000190734865 -0.44618082046508784 1.1349999904632571 0.62500000000000011 -0.18250272423028943 2 15.650000095367433 0.74892720580101024 1016.0499877929689 1018.7500000000001 1014.9500122070314 29.045000076293949 9.8499999046325701 1014.5499877929689 -0.58370706439018238 3 0.21643137186765674 -0.60873827338218678 5.3750000000000009 2.8449999094009404 1.6649999618530276 11.550000190734865
decision_type=2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=2 -2 3 4 21 6 7 11 -5 23 20 -6 -12 -7 15 16 -8 -9 27 -20 -4 -1 -23 -10 -18 -15 -16 28 -11 -25
right_child=1 -3 10 8 5 13 14 17 9 18 12 -13 -14 25 26 -17 24 -19 19 -21 -22 22 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.00050678522668144721 0.066003659536196954 0.010328656681336354 0.078815787138671364 -0.0055756110048107328 -0.0011825471177429102 -0.015974715459526719 0.0062104137715068876 -0.013247551655663334 0.0041114018928958872 0.013416871275647538 -0.02326966497843333 0.016647239476751636 -0.0042598745521733837 -0.013510195322203692 0.012849541881925958 0.013020405475321304 -0.0096090314408305774 0.0308308174478444 0.012308927391803007 -0.0010948785131277344 0.0088583224862029599 -0.027329013673571285 -0.0098204106433339503 0.0027350161853751769 0.006480928041614019 -0.00101264992822266 -0.011297642676686967 0.0094301056240070017 -0.0035181598098876278 -0.007376893785417467
leaf_weight=22181 2306 20421 550 54093 45722 21488 47145 43336 118492 9629 9221 13053 266087 18709 68631 26956 34986 1610 111238 19845 14114 11314 53506 41143 13325 99997 4402 35443 51174 50633
leaf_count=22181 2306 20421 550 54093 45722 21488 47145 43336 118492 9629 9221 13053 266087 18709 68631 26956 34986 1610 111238 19845 14114 11314 53506 41143 13325 99997 4402 35443 51174 50633
internal_value=4.5425e-05 0.0159777 -0.0002314 0.000861465 -0.001289 0.000381024 0.0028909 -0.00348238 0.00316357 0.00424386 -0.0040683 0.00277717 -0.00489658 -0.00497488 0.006273 0.00321819 0.000450121 -0.0116686 0.00717408 0.0102797 0.0114822 -0.00972167 -0.0128764 0.00107587 -0.00517115 -0.00298211 0.0113941 0.00294437 -0.000836262 -0.00284343
internal_weight=1.33075e+06 22727 1.30802e+06 1.01805e+06 526361 439360 299166 103721 491690 437597 289972 58775 275308 140194 195445 122412 95456 44946 227329 131083 14664 87001 64820 210268 48311 118706 73033 96246 60803 91776
internal_count=1330750 22727 1308023 1018051 526361 439360 299166 103721 491690 437597 289972 58775 275308 140194 195445 122412 95456 44946 227329 131083 14664 87001 64820 210268 48311 118706 73033 96246 60803 91776
cat_boundaries=0 1 2 3 4
cat_threshold=408 6148 34 7429
is_linear=0
shrinkage=0.05


Tree=79
num_leaves=31
num_cat=5
split_feature=17 24 20 28 15 38 15 12 136 31 136 124 102 123 18 37 31 12 136 14 136 22 116 31 31 136 14 39 64 10
split_gain=2264.92 2021.17 1967.08 1580.57 1869.11 1757.73 1877.1 3150.95 3646.78 1632.43 1605.31 1587.9 1515.5 1517.03 1373.89 1212.75 1190.28 1188.01 1175.77 1146.86 1114.95 1049.93 1013.05 987.302 931.706 1625.92 1072.08 984.207 929.029 916.051
threshold=20.524999618530277 312.50000000000006 4.3450000286102304 1027.2500000000002 2.6149998903274541 10.550000190734865 1.6950000524520876 1.2749999761581423 0 1015.8500061035157 1 0.72534674406051647 -0.90000042319297779 -0.44618082046508784 17.029999732971195 19.650000572204593 1016.0499877929689 1.2050000429153445 2 0.9650000035762788 3 5.4049999713897714 -0.26722820103168482 1014.5499877929689 1017.1499938964845 4 0.63499999046325695 12.449999809265138 3.7350000143051152 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2
left_child=1 2 -1 5 -5 19 7 8 9 14 -9 21 -8 18 28 20 -15 -3 -14 22 23 -11 -4 -10 26 27 -22 -26 29 -7
right_child=-2 17 3 4 -6 6 12 10 15 11 -12 -13 13 16 -16 -17 -18 -19 -20 -21 24 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016776542317609056 0.033143719316616159 0.0085819056277404038 -0.070861204344659257 0.030576990505936038 -0.0032528847173371733 -0.012574013206300701 -0.037203704170614242 -0.012214124340034589 0.009058080680265982 -0.016802169689827257 -0.0025643021003600658 0.013816265500214104 0.005858060328906547 0.0031833287870048884 0.034880216341993064 -0.027793985437189268 0.01030703955375455 -0.0050501794981311779 -0.0016870915306987002 -0.0052815036249080002 -0.025585846999762404 0.00076459816081861907 -0.011267298817515339 -0.019399928840108386 -0.029566557122455758 -0.0095238214496039773 -0.0021007618776563482 0.018736554163832689 -0.0080519657999202458 0.012565199628557334
leaf_weight=15582 5148 17152 1269 9711 7045 3792 2248 60304 3781 10411 151058 20377 80407 116702 5933 5150 117854 234324 144244 71527 5277 46481 1628 15716 1124 9783 61408 17073 6577 81664
leaf_count=15582 5148 17152 1269 9711 7045 3792 2248 60304 3781 10411 151058 20377 80407 116702 5933 5150 117854 234324 144244 71527 5277 46481 1628 15716 1124 9783 61408 17073 6577 81664
internal_value=4.31493e-05 -8.53974e-05 0.000859283 0.00111889 0.0163533 0.000873857 0.00144352 -0.000660001 0.00268265 0.00727311 -0.00531821 0.00183962 0.00374968 0.00395017 0.0115594 -0.00405969 0.00676268 -0.0041204 0.00101365 -0.00653064 -0.00298936 -0.00245005 -0.0373718 -0.013874 -0.000746031 0.00691171 -0.00395921 0.0157443 0.010056 0.0114497
internal_weight=1.33075e+06 1.3256e+06 1.07413e+06 1.05854e+06 16756 1.04179e+06 967364 505909 294547 175235 211362 77269 461455 459207 97966 119312 234556 251476 224651 74424 114162 56892 2897 19497 94665 27980 66685 18197 92033 85456
internal_count=1330750 1325602 1074126 1058544 16756 1041788 967364 505909 294547 175235 211362 77269 461455 459207 97966 119312 234556 251476 224651 74424 114162 56892 2897 19497 94665 27980 66685 18197 92033 85456
cat_boundaries=0 1 2 3 4 5
cat_threshold=1635 434 7424 144 6144
is_linear=0
shrinkage=0.05


Tree=80
num_leaves=31
num_cat=2
split_feature=95 136 8 36 118 10 105 96 17 35 18 114 40 31 31 135 16 76 23 11 12 15 101 52 12 16 28 136 10 127
split_gain=2453.83 2251.63 2619.8 1815.24 2022.77 2275.09 1606.3 1423.2 1689.1 1597.16 1596.27 1404.29 1270.63 1180.1 1085.27 1084.46 1017.93 1011.2 983.235 979.007 1031.98 1297.84 962.196 962.523 1125.17 947.123 938.206 931.265 1284.89 903.947
threshold=-0.96912625432014454 0 9.0500001907348651 18.150000572204593 0.30069434642791754 9.8499999046325701 -0.86983805894851673 -0.81513276696205128 15.405000209808351 12.84999990463257 17.029999732971195 -0.71322327852249134 12.449999809265138 1015.4500122070314 1021.5499877929689 1019.1499938964845 17.029999732971195 3.7649999856948857 5.0450000762939462 1.5500000119209292 1.4750000238418581 1.5549999475479128 0.47816333174705511 1.2649999856948855 0.85500001907348644 14.039999961853029 1022.3500061035157 1 3.6499999761581425 0.737249255180359
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2
left_child=13 2 6 4 5 14 22 9 10 -8 15 -4 -13 17 18 16 26 -1 -3 -6 21 -21 23 24 -2 -10 -9 -20 -29 -11
right_child=1 3 11 -5 19 -7 7 8 25 29 -12 12 -14 -15 -16 -17 -18 -19 27 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0084395709172857322 0.0069429545587921769 -0.01060581196918337 0.00064622296018278745 -0.01635839795810751 -0.015726263212965455 0.011061476298856444 0.020805220884290904 0.0005069505686771525 0.031995259051415557 0.0027242757233695339 0.041249994566049684 -0.0057502386897785099 -0.026768637973538584 -0.019493247330206163 0.0070759734641394761 0.045814560453332778 0.030286939192266462 -0.0098626986148290362 0.0021880487411368691 -0.001713933890746738 -0.0050813777355607007 0.015457666430517533 -0.010121605107739663 0.0033798854942879738 -0.024002215759172461 0.010441554519909029 0.013419142613311924 -0.016288448824200011 -0.00024783575746336261 0.015847078167593908
leaf_weight=10524 4901 28025 125408 20590 17228 53275 30592 202413 5956 42119 2633 59026 8188 21077 40280 1409 3094 26678 109816 47893 215291 14286 21626 86486 7332 35334 15119 19035 36277 19062
leaf_count=10524 4901 28025 125408 20590 17228 53275 30592 202413 5956 42119 2633 59026 8188 21077 40280 1409 3094 26678 109816 47893 215291 14286 21626 86486 7332 35334 15119 19035 36277 19062
internal_value=-8.04276e-06 0.000451368 0.00244381 -0.00176847 -0.00125181 0.0017382 0.0044274 0.00610841 0.00425584 0.0114772 0.00254762 -0.00247923 -0.0083107 -0.0100406 -0.000389595 0.00208867 0.00180942 -0.00468521 -0.00194646 -0.00416075 -0.00344265 0.00223134 -0.000569478 0.00152307 -0.0116044 0.0135506 0.00140438 -0.000476822 -0.00576699 0.00681291
internal_weight=1.33097e+06 1.27269e+06 670698 601996 581406 286708 478076 357731 265958 91773 224668 192622 67214 58279 233433 222035 220626 37202 193153 294698 277470 62179 120345 98719 12233 41290 217532 165128 55312 61181
internal_count=1330973 1272694 670698 601996 581406 286708 478076 357731 265958 91773 224668 192622 67214 58279 233433 222035 220626 37202 193153 294698 277470 62179 120345 98719 12233 41290 217532 165128 55312 61181
cat_boundaries=0 1 2
cat_threshold=5923 2120
is_linear=0
shrinkage=0.05


Tree=81
num_leaves=31
num_cat=2
split_feature=16 95 136 8 37 118 10 31 76 104 96 35 19 68 136 40 124 31 33 20 31 108 40 28 52 133 119 12 31 20
split_gain=2326.11 2211.29 2111.62 2098.84 1629.47 2065.23 1728.34 1498.43 1471.71 1302.35 1919.53 1588.88 1533.98 1100.6 957.213 1177.11 1215.78 1148.2 1032.3 978.682 938.43 884.953 873.824 864.676 837.779 805.108 800.662 1923.42 946.084 978.194
threshold=20.524999618530277 -0.92762827873229969 0 10.750000000000002 16.849999427795414 0.30069434642791754 9.8499999046325701 1015.4500122070314 4.555000066757203 -0.89591604471206654 -0.81718519330024708 12.84999990463257 14.550000190734865 297.67567443847662 1 10.050000190734865 0.061046212911605842 1000.2500000000001 10.550000190734865 6.6549999713897714 1018.3500061035157 0.41544091701507574 12.84999990463257 1025.350036621094 0.46500000357627874 1018.9500122070314 -0.0087262028828264185 1.2450000047683718 1013.4500122070314 5.2950000762939462
decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 9 5 6 23 8 -1 13 11 -11 26 24 18 17 -17 19 -7 -16 25 -5 -14 -4 -3 -13 27 28 -12 -30
right_child=-2 2 4 21 -6 14 -8 -9 -10 10 12 20 22 -15 15 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0079179548344169483 0.033520725917408442 -0.031836943158399633 -0.00059904547318979928 0.0095211415252089426 -0.011126268334212113 -0.0031318687321330225 0.010421581317212936 -0.016201158995383151 -0.0087756690447419877 0.018769645602311438 0.013478372825537578 0.0019257584010641084 0.0052241249755615518 -0.012648121615317257 -0.038855153525279101 0.0040518264215677223 -0.012371058437124096 0.00092448846513611257 -0.015444424514107708 -0.0040358993467608899 0.01615042284564441 -0.0050108954057915371 0.01627038081909021 0.013113241604153714 0.0018219046778991561 0.039795969501849791 0.0026465387104303421 -0.016913639487186046 -0.018973009275615755 0.0025294013365940466
leaf_weight=20525 5153 1891 197844 11608 42885 35085 51466 32878 37008 38955 12688 52506 53511 17679 3383 15010 45219 151178 33069 5002 17898 107455 26905 12206 82685 1442 170578 19615 7126 20520
leaf_count=20525 5153 1891 197844 11608 42885 35085 51466 32878 37008 38955 12688 52506 53511 17679 3383 15010 45219 151178 33069 5002 17898 107455 26905 12206 82685 1442 170578 19615 7126 20520
internal_value=-7.63978e-06 -0.000137953 0.00041445 0.00239839 -0.00173936 -0.00100676 0.00220981 -0.00768618 -0.00282019 0.00376005 0.00498746 0.0106383 0.00297385 -0.00130229 -0.00392808 -0.00232237 -0.00827822 -7.44047e-05 -0.00910471 -0.018084 0.00622943 -0.0035941 0.0089199 0.000197775 0.00106934 0.00293801 0.000899658 -0.00407089 0.00217472 -0.00301303
internal_weight=1.33097e+06 1.32582e+06 1.23541e+06 643062 592347 549462 261516 90411 57533 523999 421744 110801 310943 102255 287946 219792 60229 159563 68154 8385 71846 119063 80416 210050 84576 53948 230527 59949 40334 27646
internal_count=1330973 1325820 1235409 643062 592347 549462 261516 90411 57533 523999 421744 110801 310943 102255 287946 219792 60229 159563 68154 8385 71846 119063 80416 210050 84576 53948 230527 59949 40334 27646
cat_boundaries=0 1 2
cat_threshold=5923 128
is_linear=0
shrinkage=0.05


Tree=82
num_leaves=31
num_cat=4
split_feature=16 95 136 76 31 8 52 12 15 36 118 10 71 79 136 83 33 76 39 12 136 35 123 136 71 12 31 16 11 12
split_gain=2099.31 2047.19 1943.69 1840.43 2053.33 1752.54 1530.7 1789.7 1628.69 1514.53 1712.49 1864.7 1304.27 1173.96 1282.52 1169.77 1209.75 1141.37 1090.39 1078.6 1452.47 1159.46 970.398 1267.79 937.827 932.715 921.162 880.201 823.577 827.596
threshold=20.524999618530277 -0.81532377004623402 0 8.3850002288818377 1016.9500122070314 10.750000000000002 5.7950000762939462 0.97500002384185802 0.7749999761581422 18.150000572204593 0.30069434642791754 9.8499999046325701 196.13517761230472 5.055000066757203 1 309.59541320800787 12.84999990463257 9.6350002288818377 14.550000190734865 0.98500001430511486 2 13.550000190734865 -0.59480014443397511 3 238.13064575195315 2.054999947547913 1021.5499877929689 5.4100000858306894 1.5500000119209292 1.4750000238418581
decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2
left_child=1 3 5 4 6 15 7 8 -1 10 11 26 -5 14 -6 19 25 -18 24 21 27 -3 23 -22 -9 -17 -4 -21 -12 -30
right_child=-2 2 9 12 13 -7 -8 18 -10 -11 28 -13 -14 -15 -16 16 17 -19 -20 20 22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.01240563871877157 0.031844689535563644 -0.0032119734547293301 -0.0017041099853934258 -0.051193410141061393 0.0020476036279932315 -0.0030319106304500416 0.016216932115073246 -0.029076931719064697 0.020962557248636045 -0.014927729310239436 -0.014637542209130914 0.010297448076481079 -0.01141882166509667 0.0020361912904633813 -0.033154246558844823 0.026773978496522549 0.012257242906721269 -0.0029046322002162987 -0.015742458888134293 0.030051045580345423 0.0057236726478395693 0.012493477829323868 0.0055095896015773639 -0.0046374350055573338 0.0074819359214434739 0.0092515617634477531 0.0067079800505368105 -0.0068958913049183002 0.0022436973909876925 -0.0045599389173956173
leaf_weight=5120 5153 15488 183839 2145 3514 114714 16219 2042 12797 20330 16429 52004 52686 6456 9858 13839 24351 25318 19692 1662 50392 48712 169149 71265 12446 16831 39544 53583 56893 208502
leaf_count=5120 5153 15488 183839 2145 3514 114714 16219 2042 12797 20330 16429 52004 52686 6456 9858 13839 24351 25318 19692 1662 50392 48712 169149 71265 12446 16831 39544 53583 56893 208502
internal_value=-7.2578e-06 -0.000131055 0.000552028 -0.00578226 -0.00130805 0.00253181 0.00280327 -0.00137272 0.0114272 -0.00152295 -0.0010339 0.00177019 -0.0129748 -0.0154733 -0.0239269 0.00383282 0.00935006 0.00452871 -0.00808237 0.00275239 0.00164812 0.0087046 0.00305999 -0.000345633 0.00232917 0.0171581 -0.000214974 -0.00578333 -0.00377394 -0.00310144
internal_weight=1.33097e+06 1.32582e+06 1.18284e+06 142975 88144 605304 68316 52097 17917 577541 557211 275387 54831 19828 13372 490590 80339 49669 34180 410251 346051 64200 290806 121657 14488 30670 223383 55245 281824 265395
internal_count=1330973 1325820 1182845 142975 88144 605304 68316 52097 17917 577541 557211 275387 54831 19828 13372 490590 80339 49669 34180 410251 346051 64200 290806 121657 14488 30670 223383 55245 281824 265395
cat_boundaries=0 1 2 3 4
cat_threshold=5923 7200 32 5120
is_linear=0
shrinkage=0.05


Tree=83
num_leaves=31
num_cat=3
split_feature=17 103 26 31 12 53 15 12 136 64 109 12 28 12 80 12 136 36 93 53 88 37 76 36 124 31 18 28 136 28
split_gain=1930.36 1927.39 1664.32 1641.99 1729.43 1795.03 1603.64 2023.69 3390.84 1958.51 1379.07 1207.74 1386.1 1662.71 1209.08 1155.99 1155.05 1104.25 1103.89 1082.8 1074.37 1105.96 1054.49 1045.68 954.425 1531.91 1187.48 932.881 921.073 934.191
threshold=20.524999618530277 -0.35087849199771876 312.50000000000006 1016.2500000000001 1.0649999976158144 1.8650000095367434 1.6549999713897707 1.3750000000000002 0 23.48499965667725 0.050411848351359374 1.6649999618530276 1016.2500000000001 3.185000061988831 293.85639953613287 1.8750000000000002 1 9.8499999046325701 -0.84303349256515492 4.5250000953674325 -0.80307361483573902 10.449999809265138 22.795000076293949 19.94999980926514 0.8038262426853181 1015.9500122070314 17.029999732971195 1023.9500122070314 2 1015.3500061035157
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 3 6 4 5 -1 7 8 24 11 22 14 13 16 -8 17 -13 -4 -5 -6 -14 -22 -11 -10 25 26 -3 -27 29 -9
right_child=-2 2 15 18 19 -7 9 28 23 10 -12 12 20 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0080871906529034233 0.030509727262943088 0.0077640756894960614 0.025900204526266665 -0.034394042375171539 -0.019066305477968441 0.019392508367104828 0.0062750321004169706 -0.0041268349750369152 -0.0033393327530060277 -0.00035653535666570831 -0.0074219123610935024 0.0017533525191422272 0.012041659751923714 0.010996394472795604 0.020694095219349867 -0.006073930912317848 -0.0071092844134567693 -0.00018866828449108151 -0.010868154991874858 -0.0012534220050151176 -0.0094482103652389106 0.0054856406101902525 0.020987139007277569 -0.027629497013921228 0.014460187354719095 -0.0027603326555655614 0.034251976334890868 0.023144548750459522 -0.0070962636700091369 0.018532117521584752
leaf_weight=10834 5162 70857 4246 7863 17793 13163 48584 11778 144411 20012 65341 91316 58542 30358 20747 149869 61526 90642 13629 16390 13903 114497 8141 4571 29428 58979 4500 3693 132787 7411
leaf_count=10834 5162 70857 4246 7863 17793 13163 48584 11778 144411 20012 65341 91316 58542 30358 20747 149869 61526 90642 13629 16390 13903 114497 8141 4571 29428 58979 4500 3693 132787 7411
internal_value=-6.90619e-06 -0.000125722 0.000356319 -0.00766525 -0.00330257 0.00698616 0.0012597 -0.000874607 0.00140295 0.00313551 -0.00343588 0.00453352 0.00339911 0.000308288 0.0105899 -0.00333973 -0.00181462 0.000978743 -0.0194753 -0.0105254 0.00642806 0.00386862 0.00581541 -0.00408432 0.00628469 0.00454212 0.00934582 -0.00123387 -0.00561685 0.00462189
internal_weight=1.33097e+06 1.32581e+06 1.24614e+06 79672 58180 23997 1.00138e+06 468415 316439 532967 93494 439473 370142 183200 69331 244757 152842 94888 21492 34183 186942 128400 28153 148982 167457 138029 75357 62672 151976 19189
internal_count=1330973 1325811 1246139 79672 58180 23997 1001382 468415 316439 532967 93494 439473 370142 183200 69331 244757 152842 94888 21492 34183 186942 128400 28153 148982 167457 138029 75357 62672 151976 19189
cat_boundaries=0 1 2 3
cat_threshold=1635 3865 2048
is_linear=0
shrinkage=0.05


Tree=84
num_leaves=31
num_cat=2
split_feature=95 136 28 123 116 15 116 18 16 17 16 132 16 34 20 136 39 120 22 135 84 75 16 116 84 19 52 31 83 110
split_gain=1871.22 1712.99 2192.98 2384.59 1690.42 1594.06 1633.45 1572.9 1492.34 1481.53 1491.49 1484.27 1374.68 1289.05 1266.01 1235.87 1324.61 1104.93 1090.35 1076.59 923.033 1078.61 2149.37 1078.21 969.619 967.01 919.664 890.549 854.269 852.72
threshold=-0.96912625432014454 0 1018.3500061035157 0.26722820103168493 -0.80382624268531788 1.685000002384186 0.21643137186765674 17.029999732971195 14.550000190734865 17.029999732971195 15.405000209808351 1020.8500061035157 17.029999732971195 15.449999809265138 4.4349999427795419 1 11.449999809265138 0.74892720580101024 7.6050000190734872 1013.8500061035157 0.85915377736091625 0.57408779859542858 10.405000209808351 0.43049471080303198 0.82447272539138805 14.550000190734865 0.74500000476837169 1015.4500122070314 306.08833312988287 0.73145595192909252
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=27 5 7 4 13 -2 -7 9 -9 11 -11 12 14 -4 19 16 -6 28 -5 -3 21 25 24 -24 -23 -16 -22 -1 -17 -27
right_child=1 2 3 18 15 6 -8 8 -10 10 -12 -13 -14 -15 20 17 -18 -19 -20 -21 26 22 23 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0041153080919445429 -0.010084139329610529 -0.015335441829422057 -0.02567321426442621 0.022084082410568983 -0.03623872402317594 0.0071136883847167688 -0.0044920394224962556 0.034465931740128165 0.0057792121000320319 0.040174252802547113 0.0043567207905745161 0.026145112455782826 0.018608990715966247 0.026795646522147887 -0.0026055067188357449 -0.0021964986613971444 0.0099712321331233561 0.013815653306810158 0.0081647162509112369 0.22428850212451468 -0.014130425564819145 0.021293441102431056 0.0038879384539842396 -0.0068649192221072785 0.0057663056993691193 -0.0071322431824714459 -0.0029687313662022843 -0.016979052088791368 0.0085367143764116128 0.0059500482684510412
leaf_weight=37202 67479 17467 8077 24219 1586 44997 92937 5307 31110 4274 9084 5006 8675 1369 340328 114151 69886 15067 33571 47 21983 19738 59165 38472 20494 15369 114985 21077 22133 65718
leaf_count=37202 67479 17467 8077 24219 1586 44997 92937 5307 31110 4274 9084 5006 8675 1369 340328 114151 69886 15067 33571 47 21983 19738 59165 38472 20494 15369 114985 21077 22133 65718
internal_value=-6.56556e-06 0.000394617 0.00119937 0.00490941 0.00264808 -0.00378658 -0.000706005 -0.000185201 0.00995969 -0.000683911 0.0158168 -0.000986911 -0.00117492 -0.018069 -0.00141537 0.00352632 0.00894456 0.000967033 0.0139981 -0.0146924 -0.00108139 -0.000180462 0.00365845 -0.00034902 0.013384 -0.00143639 -0.00476015 -0.00876757 -0.000453387 0.00347047
internal_weight=1.33097e+06 1.27269e+06 1.06728e+06 290059 232269 205413 137934 777222 36417 740805 13358 727447 722441 9446 713766 222823 71472 151351 57790 17514 696252 559284 137869 97637 40232 421415 136968 58279 136284 81087
internal_count=1330973 1272694 1067281 290059 232269 205413 137934 777222 36417 740805 13358 727447 722441 9446 713766 222823 71472 151351 57790 17514 696252 559284 137869 97637 40232 421415 136968 58279 136284 81087
cat_boundaries=0 1 2
cat_threshold=144 7424
is_linear=0
shrinkage=0.05


Tree=85
num_leaves=31
num_cat=3
split_feature=84 136 120 28 15 56 116 16 20 12 136 15 136 31 112 39 12 75 31 123 12 21 123 104 30 33 55 12 28 3
split_gain=1880.03 1734.19 1908.79 1661.29 1651.31 1489.4 1391.45 1360.81 1208.89 1050.09 1515.05 1429.06 1131.58 1049.02 995.599 988.392 1081.73 934.91 923.961 916.012 904.639 857.464 854.54 852.619 840.417 1162.77 1006.97 830.269 827.147 808.568
threshold=0.865704506635666 0 -0.39873388409614557 1018.4500122070314 1.4950000047683718 206.5986251831055 0.1650413200259209 10.405000209808351 4.5850000381469735 1.1950000524520876 1 1.7250000238418581 2 1024.4500122070315 0.36648726463317877 11.949999809265138 0.70499998331069957 0.67519754171371471 1019.2500000000001 0.38266885280609136 1.6050000190734866 7.7650001049041757 -0.97233289480209339 -0.65160274505615223 1017.6499938964845 11.949999809265138 1.5049999952316286 1.5549999475479128 1015.7500000000001 234.50000000000003
decision_type=2 1 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 8 15 24 -2 23 14 22 12 11 -11 -10 -8 -5 16 -4 21 29 -9 -18 -12 -3 -6 -1 -26 -27 -13 -7 -14
right_child=5 2 3 7 6 28 13 19 9 10 17 27 18 -15 -16 -17 20 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0050695515805004327 -0.012832750653425519 0.0028848524798397147 -0.11845693226497689 0.020147776645184634 -0.0039277601387959623 -0.0053770667274814837 -0.0060582591250073464 0.0040133449819049248 0.0077596957815718086 -0.0097349979407764416 -0.001856289790903988 0.01513716010320651 -0.013945597841721079 0.0092448047365308716 0.091117408964965937 0.0033803533140839498 0.0073036810829136128 0.0087944627338604042 0.013281413789321961 0.014686651096432255 -0.01015237302906981 0.0067170965742793104 -0.018301789902805798 0.011407002709528991 -0.008840454533339424 -0.022721208422014215 -0.061129234338502196 -0.0019542354779179534 0.0020650428906977183 0.00013891108660826418
leaf_weight=25967 42574 6926 211 16965 13049 89214 86188 70134 81873 71750 114977 7526 14694 12871 509 229048 10609 41242 9000 28179 24707 39076 15214 29685 14420 7990 2170 127220 64207 33244
leaf_count=25967 42574 6926 211 16965 13049 89214 86188 70134 81873 71750 114977 7526 14694 12871 509 229048 10609 41242 9000 28179 24707 39076 15214 29685 14420 7990 2170 127220 64207 33244
internal_value=-3.63621e-05 0.000744244 0.00162669 0.00436277 -0.00358258 -0.00455859 -0.000816654 0.00935781 -0.000222616 0.000246369 -0.00104889 -0.00403466 0.00399551 -0.00406989 0.0222151 0.00217677 -0.00558292 0.00210823 -0.00141824 0.00707259 -0.00490854 0.000318375 -0.011674 0.00672447 -0.0113422 -0.0179688 -0.0309245 -0.000999626 -0.00226253 -0.00417829
internal_weight=1.33144e+06 1.13544e+06 943104 380362 192340 195995 141793 115787 562742 540602 401791 206496 138811 99059 17474 264575 35527 195295 56938 98313 35316 154053 22140 42734 50547 24580 10160 134746 153421 47938
internal_count=1331439 1135444 943104 380362 192340 195995 141793 115787 562742 540602 401791 206496 138811 99059 17474 264575 35527 195295 56938 98313 35316 154053 22140 42734 50547 24580 10160 134746 153421 47938
cat_boundaries=0 1 2 3
cat_threshold=144 874 1121
is_linear=0
shrinkage=0.05


Tree=86
num_leaves=31
num_cat=2
split_feature=16 103 64 52 16 18 109 95 52 12 136 52 17 52 12 16 19 16 33 31 136 32 14 10 28 2 35 16 18 83
split_gain=1742.48 1671.87 1625.93 2311.19 2380.68 1964.34 2636.09 1852.91 1603.3 1891.54 1525.66 1471.72 1215.31 1460.73 2153.19 1730.72 1492.94 1371.22 1342.78 1178.79 1173.83 1173.75 1148.11 1122.31 1714.34 1501.26 1073.07 1071.75 1094.07 1048.44
threshold=20.524999618530277 -0.12108899280428885 24.57499980926514 4.0950000286102304 11.775000095367433 14.550000190734865 0.76789742708206188 -0.84307581186294545 1.5349999666213991 1.0549999475479128 0 8.2449998855590838 14.550000190734865 1.235000014305115 1.4249999523162844 14.550000190734865 17.029999732971195 13.344999790191652 13.050000190734865 1016.2500000000001 1 10.550000190734865 0.50499999523162853 4.9500000476837167 1024.6499633789065 248.50000000000003 8.5500001907348651 13.344999790191652 18.219999313354496 280.33239746093756
decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2
left_child=1 8 3 5 7 12 -7 -5 -1 19 -8 -4 13 15 21 16 23 -14 -16 20 -10 -15 -12 24 -3 -25 -9 28 -24 -11
right_child=-2 2 11 4 -6 6 10 26 9 29 22 -13 17 14 18 -17 -18 -19 -20 -21 -22 -23 27 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014640864962368272 0.029052473283419124 -0.0074819944749544166 -0.016324901903598806 -0.0020410070116976993 0.0022100379374539523 -0.018566478730911794 -0.0033606647847727053 0.054170128380618722 0.044980637504915877 -0.0012035496673152906 -0.073457473537373794 -0.0023309597414311115 0.020294427434786856 0.036781384291364433 0.0042211245875092476 0.011126734612036891 0.044665669209526609 0.00088793361167532545 -0.0087101789974824984 -0.0062199044602835804 0.010715702017547882 0.0092521971927635744 0.019269221977462971 0.003950584574527293 0.017796982285795317 -0.0037244534145100408 0.016633341074841265 0.0079877495053871182 0.086391764120405432 -0.013996158170575602
leaf_weight=35387 5129 185813 23789 14732 154491 10801 27568 1981 3004 37616 412 89375 13340 4273 43390 21388 1612 28654 37361 8372 14792 41253 16017 85212 6958 252545 48941 88709 631 27893
leaf_count=35387 5129 185813 23789 14732 154491 10801 27568 1981 3004 37616 412 89375 13340 4273 43390 21388 1612 28654 37361 8372 14792 41253 16017 85212 6958 252545 48941 88709 631 27893
internal_value=-3.45411e-05 -0.000147024 0.000430814 0.00102509 0.00559961 -0.000137876 0.00519122 0.0135756 -0.00560073 -0.00211127 0.00711572 -0.00527272 -0.00120206 -0.00171198 0.00314057 -0.002819 -0.00337951 0.00705269 -0.00176179 0.00925223 0.016531 0.011836 0.00984571 -0.0035255 -0.00656956 -0.00178813 0.0180936 0.0101724 0.0218133 -0.0066505
internal_weight=1.33144e+06 1.32631e+06 1.19925e+06 1.08608e+06 220145 865937 144138 65654 127064 91677 133337 113164 721799 679805 126277 553528 532140 41994 80751 26168 17796 45526 105769 530528 192771 337757 50922 105357 16648 65509
internal_count=1331439 1326310 1199246 1086082 220145 865937 144138 65654 127064 91677 133337 113164 721799 679805 126277 553528 532140 41994 80751 26168 17796 45526 105769 530528 192771 337757 50922 105357 16648 65509
cat_boundaries=0 1 2
cat_threshold=4742 1110
is_linear=0
shrinkage=0.05


Tree=87
num_leaves=31
num_cat=4
split_feature=94 16 17 16 136 120 28 11 76 31 132 52 16 12 79 31 136 8 8 30 40 136 123 136 39 125 35 5 28 18
split_gain=1774.77 1503.38 1441.52 1471.21 1407.08 1767.86 2081.73 1481.98 1375.78 1366.73 1179.22 1103.78 1078.27 1076.47 1059.42 1056.47 1016.12 1151.06 1015.08 1265.21 1143.02 1312.61 1037.28 1183.65 947.056 913.997 1084.37 1067.01 853.712 834.898
threshold=-0.93773895502090443 20.524999618530277 20.524999618530277 15.405000209808351 0 -0.41467745602130884 1014.7500000000001 3.7500000000000004 9.4549999237060565 1016.7500000000001 1019.8500061035157 7.4649999141693124 10.405000209808351 0.99500000476837169 6.1449999809265146 1023.2500000000001 1 9.0500001907348651 3.9500000476837163 1010.4500122070314 10.949999809265138 2 -0.59480014443397511 3 16.250000000000004 0.84335932135581981 12.150000095367433 4.2500000000000009 1013.7500000000001 11.775000095367433
decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 2 2 2
left_child=8 2 4 -4 7 16 10 15 9 11 -7 13 -8 -1 -11 -2 17 24 28 -20 22 -22 23 -21 -6 27 -27 -9 -18 -10
right_child=1 -3 3 -5 5 6 12 25 29 14 -12 -13 -14 -15 -16 -17 18 -19 19 20 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.010719036158606553 -0.013294956823044414 0.027773572339449128 0.11635442105350176 0.017340318970850668 0.018494912910698151 -0.0013507577868710583 0.012935738991651095 -0.0039410153533596072 -0.012994112426054864 -0.026132573426179296 0.019225761376535734 0.020822882116063725 0.004818672923407135 -0.0075478483497154487 0.0065178268694955944 0.0070895915210229081 -0.0038838340953198437 -0.0030753889745048619 0.0053329972070420163 0.001105446520722644 -0.021791233105847671 -0.0056250734925519519 0.0014599338439698851 -0.0074658811120772777 0.0036656211949161301 -0.0011321944808472919 -0.015171815387807175 0.007507342120867443 0.0056873227583188295 -0.03950632164551527
leaf_weight=11852 47505 5010 510 1419 18676 171277 52903 35955 24039 9061 7258 6367 180531 25242 3423 7338 33059 27590 46517 62386 15082 74911 130009 113658 25422 45535 19705 46902 78909 3388
leaf_count=11852 47505 5010 510 1419 18676 171277 52903 35955 24039 9061 7258 6367 180531 25242 3423 7338 33059 27590 46517 62386 15082 74911 130009 113658 25422 45535 19705 46902 78909 3388
internal_value=-3.27943e-05 0.000439021 0.000328852 0.0435182 0.000261726 0.00100606 0.00354989 -0.00354599 -0.0070958 -0.00259859 -0.000514259 0.0015899 0.00665824 -0.00171135 -0.0171801 -0.0105675 -0.000667422 0.00493387 -0.0013916 -0.00246764 -0.00338385 -0.00833742 -0.00192729 -0.00442876 0.00994599 -0.000946035 -0.0053727 0.00253944 0.0028614 -0.0162691
internal_weight=1.33144e+06 1.24807e+06 1.24306e+06 1929 1.24113e+06 1.03819e+06 411969 202940 83372 55945 178535 43461 233434 37094 12484 54843 626219 71688 554531 442563 396046 89993 306053 176044 44098 148097 65240 82857 111968 27427
internal_count=1331439 1248067 1243057 1929 1241128 1038188 411969 202940 83372 55945 178535 43461 233434 37094 12484 54843 626219 71688 554531 442563 396046 89993 306053 176044 44098 148097 65240 82857 111968 27427
cat_boundaries=0 1 2 3 4
cat_threshold=144 1024 4612 6156
is_linear=0
shrinkage=0.05


Tree=88
num_leaves=31
num_cat=2
split_feature=94 19 28 136 11 120 28 124 53 16 15 135 41 17 16 18 23 92 136 16 7 32 76 76 110 17 17 30 82 18
split_gain=1610.88 1387.75 1384.46 1480.06 1532.98 1461.36 1593.13 1288.81 1235.64 1197.14 1196.61 1019.68 974.857 970.862 964.707 1015.24 903.338 995.121 1060.85 888.307 878.369 863.975 820.096 818.535 1261.89 1015.1 973.167 817.701 802.264 801.825
threshold=-0.96978422999382008 17.029999732971195 1024.6499633789065 0 3.7500000000000004 -0.58068084716796864 1014.9500122070314 0.52247866988182079 1.794999957084656 10.405000209808351 2.6550000905990605 1019.0499877929689 7.3500001430511483 17.029999732971195 17.029999732971195 18.219999313354496 5.8849999904632577 -0.26114012300968165 1 15.405000209808351 3.1499999761581425 10.050000190734865 13.47499990463257 7.2550001144409189 -0.42738421261310572 9.5450000762939471 8.7100000381469744 1015.3500061035157 293.62507629394537 11.269999980926515
decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 8 11 12 13 -8 -4 -7 -6 14 15 16 20 -18 -19 -15 -5 -9 -3 26 -25 -26 -10 -22 -28 -13
right_child=1 22 10 5 7 6 9 21 23 -11 -12 29 -14 19 -16 -17 17 18 -20 -21 27 -23 -24 24 25 -27 28 -29 -30 -31
leaf_value=-0.0082264488094128223 -0.010161669580485042 0.009425739194257399 0.013306356290359214 -0.01590649372894885 -0.00035771105028666983 -0.0012345501592483702 0.011584466817866439 0.0029134319805161676 0.035197566061057124 0.0033679804615534162 -0.0022474401223332992 0.051382451194289726 0.010895326508964832 0.045588524376463858 0.023068200414318223 0.093730070904121374 -0.015540911478300024 -0.0062064421901642155 0.0024867970038516818 0.004274351005046073 -0.0016875037757368796 -0.0071388643493734971 -0.0076668712347609039 0.029147000166874631 0.0059717912987080068 -0.0065796909757273652 5.2260138815853856e-06 -0.010813776789503732 0.011831876788007158 0.0096965090628058827
leaf_weight=57378 67059 58455 34789 23467 65868 196715 60550 27588 2887 165509 19185 1394 27191 1826 3352 266 11857 53573 101694 4526 63869 94917 7975 3331 24349 47599 31142 39863 26577 6688
leaf_count=57378 67059 58455 34789 23467 65868 196715 60550 27588 2887 165509 19185 1394 27191 1826 3352 266 11857 53573 101694 4526 63869 94917 7975 3331 24349 47599 31142 39863 26577 6688
internal_value=-3.11673e-05 0.000337911 -4.91197e-05 -0.000415302 -0.00355925 0.000604844 0.00267489 -0.0015055 -0.00142135 0.00556877 0.00777778 -0.000519427 0.00293032 -0.00319163 -0.003604 -0.0039075 -0.00399574 -0.00157913 -0.00051294 0.0161509 -0.00717086 -0.0048751 0.00737375 0.00254291 -0.000939052 -0.00233196 0.00686787 -0.00519462 0.00545087 0.0168866
internal_weight=1.33144e+06 1.27406e+06 1.20763e+06 1.15366e+06 282623 871034 430856 215564 440178 226059 53974 204797 93059 304293 297941 294589 294323 167124 155267 6352 127199 122505 66430 135885 75279 71948 60606 103732 57719 8082
internal_count=1331439 1274061 1207631 1153657 282623 871034 430856 215564 440178 226059 53974 204797 93059 304293 297941 294589 294323 167124 155267 6352 127199 122505 66430 135885 75279 71948 60606 103732 57719 8082
cat_boundaries=0 1 2
cat_threshold=154 4676
is_linear=0
shrinkage=0.05


Tree=89
num_leaves=31
num_cat=3
split_feature=84 136 15 120 28 16 103 117 20 80 12 136 15 135 83 31 25 136 123 95 35 31 52 12 32 31 37 64 123 20
split_gain=1571.8 1351.49 1743.25 1651.85 1436.93 1425.05 1288.76 1162.97 1068.45 944.882 897.625 1392.75 1124.51 881.681 850.461 1787.67 1088.26 839.868 836.699 826.63 837.776 816.344 812.41 1087.99 939.548 807.788 886.366 834.559 792.239 884.223
threshold=0.865704506635666 0 1.0549999475479128 -0.50751903653144825 1016.8500061035157 10.405000209808351 0.025761725381016735 0.1650413200259209 4.5850000381469735 235.50357818603518 1.1950000524520876 1 1.7649999856948855 1019.0499877929689 316.52481079101568 1013.3500061035157 327.50000000000006 2 -0.97233289480209339 -0.60766905546188343 15.550000190734865 1019.2500000000001 1.0149999856948855 1.6150000095367434 11.550000190734865 1017.2500000000001 11.650000095367433 3.6149998903274541 -0.47714059054851526 6.3550000190734872
decision_type=2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 8 13 -6 -2 9 18 -4 17 12 -12 -5 -1 16 -16 25 -3 20 -7 -19 -8 -24 -25 26 -10 28 -28 -30
right_child=6 3 7 4 5 19 22 -9 10 -11 11 -13 -14 -15 15 -17 -18 21 -20 -21 -22 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=-0.019390127908471066 -0.012606857082103299 0.0031338389397841081 0.0076703336551267268 0.0009368641079546844 0.018158878977498738 -0.018399066066423737 -0.0097779242757975292 -0.0033282315243567495 0.060693967616911593 -0.006518690936085478 -0.0098771383842708935 0.001826252261795286 -0.001157571363560726 0.018019570518785721 0.10903868793064486 -0.00045436229426099874 0.44177557764382203 -0.0038399906640353208 -0.018144608319909907 0.0066162567342173927 0.017125977439789684 0.013675329059478365 0.0096512021568389752 0.005018369476143961 -0.005433772960871646 -0.00092147340343837984 0.015546184121606747 -0.020632406384729574 -0.0080738137982389081 0.014003541596416799
leaf_weight=19429 36733 6810 51225 220694 27064 6488 29050 178556 862 15219 61947 177879 91726 7821 161 2062 29 43759 14365 124021 2230 7845 21837 29567 78808 22275 32615 2191 9453 8718
leaf_count=19429 36733 6810 51225 220694 27064 6488 29050 178556 862 15219 61947 177879 91726 7821 161 2062 29 43759 14365 124021 2230 7845 21837 29567 78808 22275 32615 2191 9453 8718
internal_value=-2.96103e-05 0.000684142 -0.0024293 0.00163987 0.00406501 0.00770214 -0.00416454 -0.00122682 -0.0003202 0.00442034 0.000186094 -0.00118584 -0.00467221 0.00152153 -0.0160187 0.0130683 0.159825 0.0037476 -0.0113013 0.00557012 -0.00931202 -0.00117703 -0.00221737 -0.000530622 -0.00258221 0.00708563 0.0103998 0.00958141 0.0108849 0.00251836
internal_weight=1.33144e+06 1.13544e+06 266681 868763 388318 159803 195995 245000 480445 66444 459270 331552 153673 228515 21681 2252 190 127718 21175 132739 8718 51604 159262 130212 108375 76114 53839 52977 50786 18171
internal_count=1331439 1135444 266681 868763 388318 159803 195995 245000 480445 66444 459270 331552 153673 228515 21681 2252 190 127718 21175 132739 8718 51604 159262 130212 108375 76114 53839 52977 50786 18171
cat_boundaries=0 1 2 3
cat_threshold=152 866 1121
is_linear=0
shrinkage=0.05


Tree=90
num_leaves=31
num_cat=2
split_feature=93 66 52 16 18 93 17 16 34 136 52 12 16 76 52 108 12 31 84 7 3 16 52 136 17 16 114 16 12 27
split_gain=1454.53 1380.9 1688.86 3263.48 2325.21 1972.38 1781.53 1955.99 1672.56 1575.68 1522.93 1503.37 1368.12 1352.14 1279.61 1226.26 1831.28 1173.22 1342.59 1128.75 1423.82 1122.75 1109.14 1107.72 1063.68 1034.72 937.252 935.874 878.812 877.08
threshold=-0.96417397260665882 29.435000419616703 2.6750000715255742 11.269999980926515 14.550000190734865 0.995415359735489 14.550000190734865 14.550000190734865 10.650000095367433 0 7.4649999141693124 1.6749999523162844 10.960000038146974 3.3449999094009404 7.8450000286102304 0.45969955623149877 1.4149999618530276 1016.2500000000001 0.83852553367614757 4.1499998569488534 194.50000000000003 13.344999790191652 6.8150000572204599 1 16.335000038146976 11.775000095367433 -0.81408452987670887 20.524999618530277 2.2050000429153447 275.50000000000006
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=17 2 4 8 6 -6 7 12 -4 -7 -3 -10 19 26 -13 -5 23 18 -1 -2 -21 24 -18 -17 -8 -11 -14 -9 -16 -19
right_child=1 10 3 15 5 9 21 27 11 25 -12 14 13 -15 28 16 22 29 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0052718606102542713 -0.0044791781535802591 -0.018285053321765384 0.02868089888680992 -0.0029052560348774722 -0.014994579321267965 -0.0064822301929900253 0.013550447680275546 0.010018108951276907 0.01937855205457047 0.023710344874986848 -0.0023479386114878876 0.00016638730730275146 -0.0028981653781268838 -0.023079068368356499 0.034576536579048169 -0.0012615214380739155 -0.011943422993002191 -0.03226735732561014 -0.011678711522614883 0.0089648060596239105 -0.00085191871308653352 0.0029109544141976097 0.0033430386071150371 0.022573311651626404 0.049612605664055891 0.0076868369482638145 -0.010826520678377955 0.073544311327687295 0.0089907396675006426 -0.0086987579839971421
leaf_weight=22638 167526 18625 12474 119380 10971 18487 10454 24192 24735 11162 76805 42617 124733 11334 4838 6633 13962 7100 24138 44070 228207 28916 79052 18435 2542 103460 53164 594 10957 8890
leaf_count=22638 167526 18625 12474 119380 10971 18487 10454 24192 24735 11162 76805 42617 124733 11334 4838 6633 13962 7100 24138 44070 228207 28916 79052 18435 2542 103460 53164 594 10957 8890
internal_value=-4.21312e-05 0.000325552 0.000796149 0.00380882 -0.000398725 0.00538262 -0.00159599 -0.00223659 0.0116081 0.00706213 -0.00545837 0.00904678 -0.00277945 -0.00633435 0.00467171 0.000668211 0.00428096 -0.00747198 -0.00347521 -0.00124991 0.000736989 0.00839723 0.00104844 0.0162751 0.0206042 0.00924641 -0.00526753 0.0115405 0.0168277 -0.0191639
internal_weight=1.33109e+06 1.26832e+06 1.1729e+06 333083 839812 144080 695732 653820 95621 133109 95430 83147 629034 189231 58412 237462 118082 62766 46776 439803 272277 41912 93014 25068 12996 114622 177897 24786 15795 15990
internal_count=1331091 1268325 1172895 333083 839812 144080 695732 653820 95621 133109 95430 83147 629034 189231 58412 237462 118082 62766 46776 439803 272277 41912 93014 25068 12996 114622 177897 24786 15795 15990
cat_boundaries=0 1 2
cat_threshold=4614 308
is_linear=0
shrinkage=0.05


Tree=91
num_leaves=31
num_cat=2
split_feature=76 93 79 19 20 28 17 19 80 136 15 10 136 110 64 56 12 119 35 13 16 52 32 17 120 4 113 11 35 23
split_gain=1419.71 2114.05 1738.83 1793.6 1510.48 1500.92 1292.64 1264.04 1245.39 1166.05 1391.58 1072.93 1341.75 1021.72 1431.69 1376.71 999.097 1155.44 985.537 942.992 913.888 1426.19 999.289 892.029 879.231 988.025 1217.25 1115.16 875.207 852.865
threshold=9.8249998092651385 -0.84303349256515492 6.4249999523162851 17.029999732971195 6.1949999332427987 1027.549987792969 9.5450000762939471 13.344999790191652 298.58663940429693 0 1.5149999856948855 1.0000000180025095e-35 1 -0.2357472479343414 29.585000038146976 259.82922363281256 1.0549999475479128 -0.043617725372314446 13.84999990463257 0.56499999761581432 10.405000209808351 1.3350000381469729 10.250000000000002 14.550000190734865 0.43049471080303198 6.6499998569488534 -0.76037701964378346 3.1499999761581425 12.650000095367433 5.2850000858306894
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 3 4 5 11 28 -2 -8 16 -11 12 -1 23 15 -15 18 -18 19 -6 21 -17 -23 -3 25 27 -27 -13 -4 -29
right_child=1 13 6 -5 9 -7 8 -9 -10 10 -12 24 -14 14 -16 20 17 -19 -20 -21 -22 22 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.02485924624745281 -0.010261967231773052 0.010344040843978655 0.023272731364524624 0.0092744245016078055 -0.077373611490199057 0.053190296615527301 -0.0017545027768124455 -0.036921833948285618 0.0093351267400139486 -0.005431556047998937 0.001558825959521809 -0.0097550881916125196 -0.038953643421291484 -0.0062166203427805079 -0.0090438603863118496 -0.0034294698084533608 -0.0054146545989900794 0.0044253029251479599 0.015652444560917043 0.002319529755459768 -0.00125041995045271 0.035598511834952766 0.010634664487123531 -0.0075440368541533119 0.0045936223737982019 -0.0030159497172701504 -0.013452113877214135 -0.0043112352554498497 0.0078524699016340963 0.0043832562356080004
leaf_weight=1025 36237 29596 14906 49522 380 1169 58299 5068 44750 108490 207101 31809 4108 60836 63404 17727 38962 127331 30715 16026 55103 4659 28722 9116 32368 62764 50359 47905 24045 68589
leaf_count=1025 36237 29596 14906 49522 380 1169 58299 5068 44750 108490 207101 31809 4108 60836 63404 17727 38962 127331 30715 16026 55103 4659 28722 9116 32368 62764 50359 47905 24045 68589
internal_value=-4.0019e-05 -0.00300069 0.0008606 3.09244e-05 -0.000521188 -0.00335469 0.00599421 -0.0135331 0.00306127 0.00108621 -0.000844215 -0.00357582 -0.0262384 -0.00138442 -0.00264701 -0.000219029 0.00394074 0.00211983 0.0103677 0.000473657 0.0032163 0.00803217 0.0141189 0.00613171 -0.00317987 -0.00414234 -0.00766182 -0.00145773 0.0137536 0.000807882
internal_weight=1.33109e+06 310468 1.02062e+06 878623 829101 300096 142000 41305 103049 529005 315591 298927 5133 269163 230451 167047 213414 166293 47121 16406 106211 51108 33381 38712 293794 261426 113123 148303 38951 116494
internal_count=1331091 310468 1020623 878623 829101 300096 142000 41305 103049 529005 315591 298927 5133 269163 230451 167047 213414 166293 47121 16406 106211 51108 33381 38712 293794 261426 113123 148303 38951 116494
cat_boundaries=0 1 2
cat_threshold=1121 3328
is_linear=0
shrinkage=0.05


Tree=92
num_leaves=31
num_cat=4
split_feature=103 66 52 12 52 28 16 18 16 23 67 136 11 0 31 136 12 12 12 12 33 136 7 31 6 28 38 136 134 12
split_gain=1410.77 1401.13 1376.38 1631.85 1262.59 1221.33 1263.89 1240.72 1307.56 1161.28 1363.99 1340.98 1342.86 1269.03 1229.46 1739.6 1134.03 1133.47 1090.77 1080.72 938.948 923.886 922.753 988.548 917.883 906.62 1370.61 1324.25 1081.97 1427.25
threshold=-0.12108899280428885 35.104999542236335 2.0749999284744267 1.0549999475479128 8.2449998855590838 1021.8500061035157 8.7100000381469744 18.219999313354496 13.344999790191652 5.4649999141693124 0.94499999284744274 0 3.7500000000000004 282.50000000000006 1015.6499938964845 1 1.3350000381469729 1.6549999713897707 1.0349999666213991 1.3849999904632571 13.050000190734865 2 5.0499999523162851 1000.2500000000001 6.4500000476837167 1014.9500122070314 14.34999990463257 3 1007.4500122070314 1.9049999713897707
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 1 2 2
left_child=2 5 -1 -4 -3 7 21 9 -9 10 14 18 -13 24 15 17 -12 -2 -11 -15 -18 -7 -17 -24 -14 26 28 -27 -20 -30
right_child=1 4 3 -5 -6 6 -8 8 -10 11 16 12 13 19 -16 22 20 -19 25 -21 -22 -23 23 -25 -26 27 -28 -29 29 -31
leaf_value=-0.011925772533041411 0.014055429930987901 -0.020948395726004373 0.01102566652556064 -0.0052459068589808776 -0.0032378553882569956 0.042208534757295982 0.0039148654249143806 0.062307473456308632 0.0099215945412609117 0.0084241165459511304 0.017250101003940581 -0.0066457879687557286 0.00098685880843701695 0.0097572779796782742 -0.012724672060207099 -0.017462031609348831 0.0080404758666623461 -0.0085183071427924889 0.0014404514849253314 -0.0046509431097672199 -0.010616450542246726 0.011545122461546634 -0.026796083517597515 0.0002409058350732002 0.010487864776162335 0.0093820022978396058 -0.0041748001069967849 0.001008530601574962 0.036429923922869596 0.0048291953785492801
leaf_weight=46231 19597 12545 20635 60836 50869 3615 121188 1299 14350 67042 11877 94686 73858 14689 47028 17105 13482 7764 79846 114181 13493 7705 3849 27794 38762 72471 123015 135490 5464 10325
leaf_count=46231 19597 12545 20635 60836 50869 3615 121188 1299 14350 67042 11877 94686 73858 14689 47028 17105 13482 7764 79846 114181 13493 7705 3849 27794 38762 72471 123015 135490 5464 10325
internal_value=-3.80234e-05 0.000492237 -0.00503489 -0.00112464 -0.00674148 0.000894631 0.00540731 0.000301098 0.0142701 8.06939e-05 -0.00379165 0.000836604 -0.00159902 0.000379698 -0.00636883 -0.00244153 0.00437644 0.00764708 0.00249524 -0.00300865 -0.00129179 0.0213849 -0.00810391 -0.00304783 0.00425695 0.00156358 -0.000684355 0.00392705 0.00380539 0.0157651
internal_weight=1.33109e+06 1.20339e+06 127702 81471 63414 1.13998e+06 132508 1.00747e+06 15649 991818 161989 829829 336176 241490 123137 76109 38852 27361 493653 128870 26975 11320 48748 31643 112620 426611 218650 207961 95635 15789
internal_count=1331091 1203389 127702 81471 63414 1139975 132508 1007467 15649 991818 161989 829829 336176 241490 123137 76109 38852 27361 493653 128870 26975 11320 48748 31643 112620 426611 218650 207961 95635 15789
cat_boundaries=0 1 2 3 4
cat_threshold=7969 1132 7941 7168
is_linear=0
shrinkage=0.05


Tree=93
num_leaves=31
num_cat=4
split_feature=103 64 67 64 67 20 100 17 136 76 106 108 20 32 16 136 53 83 84 15 104 18 92 136 7 40 16 76 136 124
split_gain=1273.23 1279.95 1296.39 1552.84 1640.51 1941.15 1366 1193.83 1100.09 1042.6 1562.66 1035.94 1046.4 1025.9 1024.1 982.224 1041.93 1230.13 1000.54 1040.1 966.868 933.574 1556.9 1196.01 959.545 1113.9 941.073 1103.35 940.734 936.741
threshold=-0.12108899280428885 24.195000648498539 9.8649997711181658 6.6749999523162851 2.1250000000000004 8.5850000381469744 0.60145244002342235 18.219999313354496 0 11.585000038146974 -0.89775416254997242 0.024166423827409748 10.055000305175783 10.050000190734865 20.524999618530277 1 4.0950000286102304 236.05456542968753 0.78654059767723095 0.7150000035762788 -0.88039854168891896 14.550000190734865 0.086751919239759459 2 3.3500000238418584 11.34999990463257 10.960000038146974 15.025000095367433 3 0.43049471080303198
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 1 2
left_child=15 2 3 4 5 7 20 14 -7 10 -6 -3 -13 -12 21 18 17 -17 -1 -20 -4 24 -23 -24 28 26 27 -26 -2 -27
right_child=1 11 6 -5 9 8 -8 -9 -10 -11 13 12 -14 -15 -16 16 -18 -19 19 -21 -22 22 23 -25 25 29 -28 -29 -30 -31
leaf_value=0.0054666173849283028 -0.010333083916657606 0.0051791327380531467 0.0031904335275430998 -0.0066078116575333055 0.0002381562412739576 0.012002638667288457 -0.0016282286403898755 0.021740983936324055 0.001490691029050405 -0.0014896601914394473 0.034911758642771788 -0.0085032075690383187 0.0099620355151481908 0.01128326198411346 0.0705950839879078 0.013106821005453803 -0.0037819169122493934 -0.023549414106598388 -0.030087874097874515 -0.0037480922680883776 0.012456540922253461 -0.016509255440277312 -0.0070079486791873747 0.0080252220409410061 0.0044093136655118633 0.00020499320433317917 -0.0033417834047984396 -0.011786976803646397 -0.0024418490985367454 -0.0092629988849362473
leaf_weight=31619 61576 22192 52492 75384 37149 46370 52024 5642 53736 35749 4972 85060 8433 60396 494 2619 25057 18150 4079 46178 60714 9144 16304 70053 149838 46778 80705 11309 97707 59168
leaf_count=31619 61576 22192 52492 75384 37149 46370 52024 5642 53736 35749 4972 85060 8433 60396 494 2619 25057 18150 4079 46178 60714 9144 16304 70053 149838 46778 80705 11309 97707 59168
internal_value=-3.60981e-05 0.000467652 0.00099945 0.0002689 0.000880871 -9.09418e-05 0.00507808 -0.00115203 0.00636127 0.00586289 0.00842682 -0.00453246 -0.00683766 0.0130805 -0.0013662 -0.00478315 -0.0106436 -0.018927 -0.00150159 -0.0058859 0.00815998 -0.0014252 0.00310974 0.00518711 -0.00227929 -0.000807362 0.00106547 0.00327269 -0.00549326 -0.00508263
internal_weight=1.33109e+06 1.20339e+06 1.0877e+06 922474 847090 708824 165230 608718 100106 138266 102517 115685 93493 65368 603076 127702 45826 20769 81876 50257 113206 602582 95501 86357 507081 347798 241852 161147 159283 105946
internal_count=1331091 1203389 1087704 922474 847090 708824 165230 608718 100106 138266 102517 115685 93493 65368 603076 127702 45826 20769 81876 50257 113206 602582 95501 86357 507081 347798 241852 161147 159283 105946
cat_boundaries=0 1 2 3 4
cat_threshold=1361 2676 4486 204
is_linear=0
shrinkage=0.05


Tree=94
num_leaves=31
num_cat=2
split_feature=93 16 28 15 136 31 84 21 39 18 16 17 16 16 7 28 136 120 5 30 36 33 18 16 32 12 28 12 79 53
split_gain=1245.4 1089.21 1087.08 1354.53 1215.31 1064.59 1154.53 1003.86 1070.48 1124.47 2112.48 1163.15 1836.94 1443.62 951.67 944.531 1188.09 1311.36 1460.14 1149.62 1050.56 1536.61 901.838 897.266 898.601 883.752 1066.05 953.8 1187.53 865.765
threshold=-0.96417397260665882 22.289999961853031 1027.2500000000002 2.6950000524520878 0 1016.3500061035157 0.82829862833023082 4.3350000381469735 11.84999990463257 17.029999732971195 14.550000190734865 17.029999732971195 15.405000209808351 17.029999732971195 3.3500000238418584 1014.8500061035157 1 0.21643137186765674 7.5499999523162851 1011.1499938964845 17.250000000000004 13.34999990463257 19.524999618530277 11.269999980926515 13.150000095367433 0.66500002145767223 1025.2500000000002 1.4950000047683718 6.6449999809265146 0.57499998807907116
decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 4 -4 14 6 -1 -6 25 11 22 13 -13 15 -2 19 20 -18 -19 -10 21 29 -11 24 -21 26 -9 28 -27 -17
right_child=1 -3 3 -5 7 -7 -8 8 9 10 -12 12 -14 -15 -16 16 17 18 -20 23 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0058620303119963357 -0.0099769020787842527 0.073361388576335701 0.022457786672192826 -0.0044428693391147921 -0.012077255067225803 -0.018373824127430126 -0.0099143931293688859 -0.09429550040383225 0.0022408582471851171 0.033372683226973454 0.0050918702533257745 0.039114003777936494 0.0035781668626498815 0.018379770485708321 -0.0010538060912070205 -0.0079307256172256695 -0.00096002736848771171 0.0044783042637821721 0.02976640003303135 0.0051794792894378026 -0.0036413354663284605 0.013238292820991863 0.13797995445675382 -0.0070505603547315601 -0.0034834593531220246 0.00069405378449689564 0.26334379000419922 -0.0040568633810890101 0.024613029778456152 0.0092700751461402501
leaf_weight=20165 49450 510 11973 7682 15370 15310 27291 394 146589 5537 45210 5088 12749 11535 75508 17006 265813 62205 6285 43201 20690 63094 214 98235 97482 27993 22 159282 6370 12838
leaf_count=20165 49450 510 11973 7682 15370 15310 27291 394 146589 5537 45210 5088 12749 11535 75508 17006 265813 62205 6285 43201 20690 63094 214 98235 97482 27993 22 159282 6370 12838
internal_value=-3.42926e-05 0.000305933 0.000276545 0.0119439 9.28177e-05 -0.0069093 -0.00321068 0.000613223 0.000789296 0.00150556 0.00872266 0.00107929 0.0137148 0.000812561 -0.0045846 0.000569426 0.00213096 0.000629551 0.00679887 -0.00124496 0.00654761 0.00881659 0.0372652 -0.0033837 -0.00082324 -0.00258337 -0.0753819 -0.00242698 0.00512801 -0.000531453
internal_weight=1.33109e+06 1.26832e+06 1.26782e+06 19655 1.24816e+06 62766 47456 1.1232e+06 1.10783e+06 913771 50961 862810 17837 844973 124958 833438 447931 334303 68490 385507 113628 92938 5751 238918 140683 194061 416 193645 34363 29844
internal_count=1331091 1268325 1267815 19655 1248160 62766 47456 1123202 1107832 913771 50961 862810 17837 844973 124958 833438 447931 334303 68490 385507 113628 92938 5751 238918 140683 194061 416 193645 34363 29844
cat_boundaries=0 1 2
cat_threshold=128 7168
is_linear=0
shrinkage=0.05


Tree=95
num_leaves=31
num_cat=2
split_feature=94 104 105 97 19 52 16 136 21 16 12 71 67 32 16 18 17 133 33 16 41 136 13 100 12 12 31 18 27 32
split_gain=1263.98 1170.81 1023.93 1988.45 1920.23 1547.28 2149.92 1320.52 1146.23 1140.9 1082.81 1202.96 1150.76 1076.82 1074.5 1658.86 1506.57 1167.55 1509.65 1127.23 1101.76 1304.44 1047.68 946.486 946.211 820.691 772.646 755.391 752.797 772.248
threshold=-0.96406510472297657 0.67146411538124096 -0.89029371738433827 -0.81833329796791066 13.344999790191652 0.62500000000000011 10.405000209808351 0 5.7049999237060556 18.219999313354496 1.5249999761581423 271.47267150878912 9.8649997711181658 10.050000190734865 10.960000038146974 13.344999790191652 16.335000038146976 1019.6499938964845 13.949999809265138 13.344999790191652 12.550000190734865 1 0.50499999523162853 0.41811685264110571 2.2849999666213994 1.6649999618530276 1016.9500122070314 18.219999313354496 241.50000000000003 14.84999990463257
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
left_child=25 2 5 10 9 -2 -7 22 -9 14 11 -4 -12 -13 15 16 17 20 -19 27 21 -5 -6 -8 -14 26 -1 -16 29 -28
right_child=1 -3 3 4 7 6 23 8 -10 -11 12 13 24 -15 19 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.00022619864222485489 -0.013284622580345143 0.03570179182068732 -0.00026424224856542896 0.0042384415215011711 -0.064756865097028021 0.008803765596379404 -0.0017980489890274329 -0.018144515203399422 0.00083404381649276296 0.019910488683811064 -0.0017891694260818349 0.039624846576343194 0.013979372664197513 0.01264813619671541 -0.0079247998138043726 0.018436089413207561 0.050887468338052758 0.035340702220723462 0.25940264403150326 0.00014249350291365855 -0.0068127986300801028 -0.0026209106478407404 0.0069671635287187356 -0.011212578322541073 0.0029936618577170102 -0.015541123666841914 -0.050655920662643551 0.087899666662933765 -0.0040978496635405157 -0.0024486955394991128
leaf_weight=34836 30115 2339 17819 114593 511 42841 124057 8745 88161 6029 70172 4066 30139 41004 126236 11351 1395 484 89 69929 72200 175363 140197 34017 56057 19137 2367 206 5193 1280
leaf_count=34836 30115 2339 17819 114593 511 42841 124057 8745 88161 6029 70172 4066 30139 41004 126236 11351 1395 484 89 69929 72200 175363 140197 34017 56057 19137 2367 206 5193 1280
internal_value=1.63941e-05 0.000359326 0.000294018 0.00096598 -0.000170544 -0.00271559 -0.00113141 0.00361318 -0.00087853 -0.00172636 0.00519309 0.0107337 0.00296474 0.0150818 -0.00195447 -0.00038707 -0.000973853 -0.0011733 0.0701426 -0.00495146 -0.00128614 9.00176e-05 0.00670621 -0.00382402 0.00683489 -0.00690697 -0.00312385 -0.00776868 -0.0163255 -0.0337365
internal_weight=1.33093e+06 1.26812e+06 1.26578e+06 1.03475e+06 815489 231030 200915 237614 96906 577875 219257 62889 156368 45070 571846 375475 364124 362729 573 196371 362156 289956 140708 158074 86196 62813 43676 126442 8840 3647
internal_count=1330928 1268115 1265776 1034746 815489 231030 200915 237614 96906 577875 219257 62889 156368 45070 571846 375475 364124 362729 573 196371 362156 289956 140708 158074 86196 62813 43676 126442 8840 3647
cat_boundaries=0 1 2
cat_threshold=3185 3846
is_linear=0
shrinkage=0.05


Tree=96
num_leaves=31
num_cat=3
split_feature=95 76 30 35 27 104 39 80 12 28 136 16 14 76 43 12 112 12 15 136 31 18 136 12 113 7 81 17 12 52
split_gain=1232.51 1322.58 1709.97 1088.92 1042.8 1038.69 1009.59 1399.23 1119.43 1095.06 1315.29 1743.28 1243.39 1175.59 1040.45 1020.03 1009.35 913.963 1606.62 1509.08 1555.18 1221.11 1009.35 1515.89 1418.74 969.294 923.434 915.349 894.732 887.973
threshold=-0.81532377004623402 7.7149999141693124 1017.0499877929689 15.150000095367433 253.50000000000003 0.67146411538124096 10.550000190734865 306.41323852539068 1.6950000524520876 1018.3500061035157 0 10.405000209808351 0.60500001907348644 3.2849999666213994 14.150000095367433 4.3350000381469735 0.43049471080303198 1.2849999666213991 1.4650000333786013 1 1016.7500000000001 15.405000209808351 2 1.7150000333786013 -0.94828754663467396 5.0499999523162851 299.31015014648443 17.029999732971195 0.76499998569488536 7.9749999046325692
decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2
left_child=1 2 29 4 -4 6 7 28 -9 12 13 16 -8 14 -11 17 -12 19 -19 20 21 27 25 -24 -25 -20 -21 -14 -2 -1
right_child=5 -3 3 -5 -6 -7 9 8 -10 10 11 -13 15 -15 -16 -17 -18 18 22 26 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.001263343221362384 -0.060091885560876239 -0.010074512799746803 -0.035348184011782073 0.0077306702045088372 -0.0082736606084758239 0.034222331936734816 -0.017126572242226103 0.028207743952642958 0.0010240284315278674 0.0029546706819154728 0.014536689922394201 0.0034850534828523268 0.0061303940018404141 -0.010631818762297209 -0.025671657371198316 0.01190505856726116 0.12975568932466483 -0.0074433701659734914 -0.015615333505355058 -0.0034959074699255654 -0.0054389285831896537 0.022750851384356122 0.0067834749366635144 0.0061663315719949581 -0.0024352912866778542 -0.0002937754310389487 0.012698698835192852 0.042999348789605353 -0.006659690728764352 0.01855149461360053
leaf_weight=56227 791 59393 6382 4578 8033 2285 10574 4848 17308 76276 39406 176673 69922 25181 3312 17980 191 87356 19351 86635 21009 14898 82624 58977 256125 22125 9798 1725 82387 8558
leaf_count=56227 791 59393 6382 4578 8033 2285 10574 4848 17308 76276 39406 176673 69922 25181 3312 17980 191 87356 19351 86635 21009 14898 82624 58977 256125 22125 9798 1725 82387 8558
internal_value=1.5575e-05 -0.00436695 -0.000320678 -0.0135136 -0.0202605 0.000543841 0.000478925 -0.00419361 0.00697215 0.000934586 0.00338263 0.00561 -0.000100745 -0.00121564 0.00176341 0.00013977 0.0150925 -0.000149795 -0.00125055 0.00269161 0.00676341 0.00972633 -1.88103e-05 0.000755301 -0.000825343 -0.00744039 -0.00185028 0.00701806 -0.00716782 0.00354708
internal_weight=1.33093e+06 143171 83778 18993 14415 1.18776e+06 1.18547e+06 105334 22156 1.08014e+06 321039 216270 759099 104769 79588 748525 39597 730545 526558 203987 107554 86545 439202 397726 315102 41476 96433 71647 83178 64785
internal_count=1330928 143171 83778 18993 14415 1187757 1185472 105334 22156 1080138 321039 216270 759099 104769 79588 748525 39597 730545 526558 203987 107554 86545 439202 397726 315102 41476 96433 71647 83178 64785
cat_boundaries=0 1 2 3
cat_threshold=184 1131 160
is_linear=0
shrinkage=0.05


Tree=97
num_leaves=31
num_cat=2
split_feature=95 104 18 28 15 136 6 52 41 64 67 64 108 84 27 52 12 100 34 32 60 18 12 107 38 12 12 99 136 43
split_gain=1146.85 1001.69 966.808 960.45 1090.73 1060.26 981.021 967.43 1640.28 1790.45 1442.71 1402.83 1257.12 1253.45 929.903 877.877 1123.08 984.861 872.475 871.508 883.028 863.578 859.444 833.197 818.498 1279.27 1074.54 1048.5 990.84 1225.43
threshold=-0.9871169626712798 0.67146411538124096 18.219999313354496 1024.6499633789065 2.7150000333786015 0 3.8500000238418584 4.0950000286102304 0.45000000298023229 4.4249999523162851 6.6649999618530282 17.664999961853031 0.39401158690452581 0.82755041122436535 240.50000000000003 0.42499999701976782 1.0549999475479128 -0.79889720678329457 9.4499998092651385 12.050000190734865 0.57589536905288707 11.269999980926515 1.235000014305115 -0.8334989845752715 11.84999990463257 0.66500002145767223 2.9850000143051152 -0.8973565101623534 1 12.150000095367433
decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=-1 2 3 5 -5 6 -2 13 9 12 -11 21 -9 24 -15 -16 18 -18 -17 20 23 -12 -21 -14 25 -7 28 -27 29 -26
right_child=1 -3 -4 4 -6 7 -8 8 -10 10 11 -13 19 14 15 16 17 -19 -20 22 -22 -23 -24 -25 26 27 -28 -29 -30 -31
leaf_value=-0.0086447280429463921 -0.0099197482705767146 0.032495374020554073 0.010528828770324844 0.011454486989001873 -0.003153723622758352 -0.095092340438329273 -0.00067974609038761011 0.00060689480158311018 -0.010217513297118725 -0.0065775500839597061 0.017353909792070982 0.00010428503864255049 0.016807463201684879 -0.018133654066776351 -0.012304375047240537 0.14855616507741312 -0.035236208513880804 -0.0025853781627368415 0.012881064228988973 0.02907058470627796 0.012866341247291163 0.0055601686306843345 0.0086305156238118026 0.066863775502866526 -0.0011753550748807627 0.017882868373472825 0.0085089343152037287 -0.004596498714340598 0.0012971971447476051 -0.016236428185207527
leaf_weight=37167 52015 2406 22280 36910 19544 382 64158 15597 22967 41767 21722 110467 1250 11980 24190 120 2361 105974 9435 6900 2778 54378 20193 2482 51299 5472 44387 99693 422322 18332
leaf_count=37167 52015 2406 22280 36910 19544 382 64158 15597 22967 41767 21722 110467 1250 11980 24190 120 2361 105974 9435 6900 2778 54378 20193 2482 51299 5472 44387 99693 422322 18332
internal_value=1.47963e-05 0.000263566 0.000203513 2.22408e-05 0.00639722 -0.000274549 -0.00481643 0.000206723 0.00262388 0.00368656 0.00182237 0.00370287 0.0123381 -0.000705846 -0.00475594 -0.00362795 -0.00184762 -0.00329695 0.014585 0.0177833 0.0342101 0.00892658 0.0138362 0.0500979 0.000266222 -0.0037586 0.00105827 -0.00342684 0.000386027 -0.0051398
internal_weight=1.33093e+06 1.29376e+06 1.29136e+06 1.26908e+06 56454 1.21262e+06 116173 1.09645e+06 300501 277534 228334 186567 49200 795947 154060 142080 117890 108335 9555 33603 6510 76100 27093 3732 641887 105547 536340 105165 491953 69631
internal_count=1330928 1293761 1291355 1269075 56454 1212621 116173 1096448 300501 277534 228334 186567 49200 795947 154060 142080 117890 108335 9555 33603 6510 76100 27093 3732 641887 105547 536340 105165 491953 69631
cat_boundaries=0 1 2
cat_threshold=128 4624
is_linear=0
shrinkage=0.05


Tree=98
num_leaves=31
num_cat=3
split_feature=94 16 104 96 19 52 16 136 76 136 68 22 16 17 18 16 40 136 17 103 39 17 116 67 105 17 13 80 18 32
split_gain=1079.32 944.727 928.106 1831.26 1570.27 1474.51 2274.31 1062.1 1020.68 1118.6 993.774 973.401 861.761 1650.27 1466.05 1388.05 1127.5 1353.54 796.841 794.79 774.46 968.232 752.131 746.239 808.175 761.226 736.257 733.99 702.802 697.091
threshold=-0.96406510472297657 22.289999961853031 -0.89430430531501759 -0.83159634470939625 13.344999790191652 0.46500000357627874 10.405000209808351 0 11.125000000000002 1 297.67567443847662 5.7249999046325692 10.960000038146974 15.405000209808351 16.335000038146976 13.344999790191652 11.449999809265138 2 12.699999809265138 0.049963019788265235 13.650000095367433 12.699999809265138 -0.52247866988182057 6.7750000953674325 -0.79617238044738758 14.550000190734865 0.50499999523162853 268.34208679199224 18.219999313354496 10.050000190734865
decision_type=2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=27 2 5 8 12 -2 -7 26 9 20 -8 -9 13 14 16 28 17 -5 22 -11 21 -4 -17 -10 -25 -26 -6 -1 -14 -21
right_child=1 -3 3 4 7 6 10 11 23 19 -12 -13 15 -15 -16 18 -18 -19 -20 29 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.0051852092814086035 -0.014688147755224028 0.068037616309339119 0.034001336859437625 0.0046829642965305418 -0.053243057089264537 0.0086604369713302164 -0.0024229514099925542 -0.016369609477653705 -0.0044292758804094796 -0.004599981891840286 -0.013583870412037983 0.0008573919383660783 -0.0074536406086698967 0.029367452535495331 0.055809092143241958 -0.0018610874281465659 -0.0051724103541187297 -0.0023433732522891259 -0.0021519663176066258 0.023597955807184639 0.007255365407847424 0.012575389436083745 0.016484133157543678 -0.0021902514361949142 0.013013335702111354 -0.0045618149543375829 0.0062472935694840928 -0.0089087824835807922 0.084750487036769087 0.0056741534027942176
leaf_weight=11254 22701 515 8998 130868 522 45036 134639 9020 35685 17523 23413 90197 128631 4687 1153 9477 101102 143898 53741 6063 17243 12736 13612 25741 29421 7793 141973 51559 207 51520
leaf_count=11254 22701 515 8998 130868 522 45036 134639 9020 35685 17523 23413 90197 128631 4687 1153 9477 101102 143898 53741 6063 17243 12736 13612 25741 29421 7793 141973 51559 207 51520
internal_value=1.40569e-05 0.00033095 0.000303442 0.000933288 -0.000128547 -0.00260273 -0.00125183 0.00326353 0.00507179 0.00829229 -0.00407627 -0.000708675 -0.00152443 -0.000118627 -0.000485189 -0.00413351 -0.000657875 0.00100328 0.00118568 0.00472338 0.0151642 0.0214459 0.00895424 0.00134709 0.00462133 0.00933292 0.00602894 -0.00638361 -0.0073055 0.00756138
internal_weight=1.33093e+06 1.26812e+06 1.2676e+06 1.04181e+06 829088 225789 203088 241712 212723 114083 158052 99217 587376 381708 377021 205668 375868 274766 76830 75106 38977 21734 23089 98640 62955 37214 142495 62813 128838 57583
internal_count=1330928 1268115 1267600 1041811 829088 225789 203088 241712 212723 114083 158052 99217 587376 381708 377021 205668 375868 274766 76830 75106 38977 21734 23089 98640 62955 37214 142495 62813 128838 57583
cat_boundaries=0 1 2 3
cat_threshold=3185 6724 3854
is_linear=0
shrinkage=0.05


Tree=99
num_leaves=31
num_cat=3
split_feature=95 31 76 52 64 66 52 18 28 19 136 33 52 64 73 20 7 3 26 18 28 13 94 63 103 39 34 136 71 136
split_gain=1052.6 1316.54 1615.6 1038.83 1148.9 910.262 1164.56 1755.47 1843.35 1586.34 1311.34 1212.81 1134.43 1065.66 893.659 847.287 918.628 1242.96 1069.35 863.637 898.401 839.164 827.579 789.617 856.734 784.396 777.456 772.275 744.946 726.708
threshold=-0.8007637858390807 1017.3500061035157 7.6349999904632577 5.7950000762939462 4.2049999237060556 36.534999847412116 2.0349999666213994 11.775000095367433 1015.5499877929689 14.550000190734865 0 10.84999990463257 7.4649999141693124 12.284999847412111 0.8003661334514619 8.9149999618530291 3.9500000476837163 194.50000000000003 107.50000000000001 18.219999313354496 1024.6499633789065 0.50499999523162853 -0.107908196747303 0.46590840816497808 -0.62298309803009022 10.750000000000002 15.250000000000002 1 192.49563598632815 2
decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1
left_child=1 2 3 4 29 6 9 11 -9 14 22 13 -7 -8 15 16 19 18 -18 20 -2 -12 -11 26 -25 -23 -3 -13 -4 -1
right_child=5 23 28 -5 -6 12 7 8 -10 10 21 27 -14 -15 -16 -17 17 -19 -20 -21 -22 25 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0081637250490343618 -0.0047019293735067798 -0.012800962605951842 -0.039692410061894112 0.014228680497843805 -0.014213842981066069 -0.020167986024603846 0.030548893644174832 -0.00610751944280286 0.0037481038153212329 -0.058213186692683584 -0.060563668647176987 -0.0031376041209468259 -0.0023164044936304913 0.0088604326028275046 -0.0096486474874505068 0.0063702248804974257 0.057887712275003084 -0.001188111523249864 0.0056781720003053794 0.038521339606822386 0.013548121548149911 -0.018998399852456785 -0.0034545020496171233 -0.058195976548628695 -0.018743431700440624 0.008086610387880595 0.01513792000895656 0.0076914078019520195 -0.0072428294380937818 0.0073791244584231076
leaf_weight=9854 211076 13444 1832 16396 11427 10650 9999 70831 143689 707 456 20373 54142 13063 30437 37895 996 282605 64058 1194 6966 2742 28681 1676 7689 106404 3056 85765 51163 31662
leaf_count=9854 211076 13444 1832 16396 11427 10650 9999 70831 143689 707 456 20373 54142 13063 30437 37895 996 282605 64058 1194 6966 2742 28681 1676 7689 106404 3056 85765 51163 31662
internal_value=1.3355e-05 -0.00395896 -0.00179202 0.00323132 -0.000174469 0.000511097 0.000845032 0.00326702 0.000493938 -0.000230227 0.00460826 0.00787135 -0.00525071 0.0182639 -0.00128891 -0.000868189 -0.00135205 0.000246282 0.00647752 -0.00388665 -0.00411888 0.00712273 -0.00477023 -0.014208 -0.025804 0.00740617 -0.00762634 0.00561323 -0.00836459 0.00368977
internal_weight=1.33093e+06 148199 122334 69339 52943 1.18273e+06 1.11794e+06 343720 214520 774217 138990 129200 64792 23062 635227 604790 566895 347659 65054 219236 218042 109602 29388 25865 9365 109146 16500 106138 52995 41516
internal_count=1330928 148199 122334 69339 52943 1182729 1117937 343720 214520 774217 138990 129200 64792 23062 635227 604790 566895 347659 65054 219236 218042 109602 29388 25865 9365 109146 16500 106138 52995 41516
cat_boundaries=0 1 2 3
cat_threshold=4742 146 7297
is_linear=0
shrinkage=0.05


Tree=100
num_leaves=31
num_cat=2
split_feature=93 65 52 16 32 12 52 84 16 16 52 17 136 43 15 19 52 12 93 53 64 136 33 79 42 42 20 16 104 12
split_gain=1022.63 1018.94 1266.54 2862.1 1802.19 1639.57 1637.56 1600.77 1260.99 1162.18 1158.02 1127.26 1075.78 1082.01 1072.02 1036.02 995.228 1436.67 1006.14 932.509 976.594 924.488 954.289 916.736 863.32 1030.99 782.334 847.693 764.785 764.732
threshold=-0.97983822226524342 28.57499980926514 2.2749999761581425 11.269999980926515 11.550000190734865 1.5149999856948855 7.8450000286102304 0.80254656076431286 18.219999313354496 10.405000209808351 9.2550001144409197 20.524999618530277 0 11.650000095367433 0.75499999523162853 14.550000190734865 0.42499999701976782 0.9650000035762788 -0.30418929457664484 0.33500000834465032 3.0249999761581425 1 7.6499998569488534 1.6649999618530276 7.4500000476837167 10.250000000000002 7.9549999237060556 10.405000209808351 -0.67255961894989003 2.2250000238418584
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
left_child=-1 2 7 4 29 -6 -7 8 11 16 28 12 13 14 24 19 -9 23 -19 26 -21 -5 -23 -18 -2 -26 -14 -28 -3 -4
right_child=1 10 3 21 5 6 -8 9 -10 -11 -12 -13 15 -15 -16 -17 17 18 -20 20 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0071951461912249833 -0.031206867418631868 -0.021719264738313968 0.028906890327907969 0.0047906242704947302 0.0185300181584644 -0.0013682455159398517 0.018312847828924492 -0.011070594127613326 0.017787154770914904 -0.016029956684278434 -0.0016724501419095106 0.10174694941073222 -0.0012707754296547274 -0.011552680614547287 -0.00067255189390102261 0.0064907639709684039 -0.033937228066114156 -0.0074409326669009198 0.0041797425964334931 0.017176563508184872 -0.0051260240133616519 0.021973374798133629 -0.0024281268342805445 0.03561325924104785 0.25772678813996858 -0.088203764760068484 0.027603256938382382 0.0035505284615014059 -0.0022362835460575672 0.011633614530078756
leaf_weight=46785 3708 13964 14604 75686 21002 53601 13165 30056 10530 21536 78334 274 268705 28317 209407 92359 539 39989 34868 15847 7111 4105 167323 3916 56 35 3947 50929 7879 11417
leaf_count=46785 3708 13964 14604 75686 21002 53601 13165 30056 10530 21536 78334 274 268705 28317 209407 92359 539 39989 34868 15847 7111 4105 167323 3916 56 35 3947 50929 7879 11417
internal_value=6.59157e-05 0.00033065 0.000740647 0.00320985 0.00977154 0.00634533 0.0025125 -0.000343297 0.000616834 -0.00541317 -0.00451119 0.000351218 0.000310387 -0.00236963 -0.00115009 0.0017852 -0.00332259 -0.000386409 -0.00202808 0.000531129 0.0102686 0.000188376 -0.0018437 0.0271985 -0.0274729 0.124677 -0.00015974 0.00528054 -0.0146915 0.0213281
internal_weight=1.32999e+06 1.28321e+06 1.18303e+06 360903 113789 87768 66766 822129 691225 130904 100177 680695 680421 241523 213206 438898 109368 79312 74857 346539 22958 247114 171428 4455 3799 91 323581 54876 21843 26021
internal_count=1329994 1283209 1183032 360903 113789 87768 66766 822129 691225 130904 100177 680695 680421 241523 213206 438898 109368 79312 74857 346539 22958 247114 171428 4455 3799 91 323581 54876 21843 26021
cat_boundaries=0 1 2
cat_threshold=4804 5636
is_linear=0
shrinkage=0.05


Tree=101
num_leaves=31
num_cat=3
split_feature=123 136 136 103 28 14 12 2 16 29 15 0 0 20 100 84 135 136 7 64 81 22 84 37 36 123 36 37 19 14
split_gain=1010.52 1916.26 1289.46 1586.32 1181.67 1287.02 1076.34 1060.35 1155.56 1037.21 1001.37 979.69 971.289 920.397 913.065 891.791 872.486 761.303 743.56 696.826 691.348 759.159 1152.51 710.736 659.189 655.324 652.637 643.508 647.374 629.851
threshold=-0.59480014443397511 0 1 -0.62298309803009022 1015.8500061035157 0.86500000953674328 1.7250000238418581 1.0000000180025095e-35 10.405000209808351 1010.4500122070314 1.5149999856948855 97.500000000000014 254.50000000000003 6.8150000572204599 0.11429808661341669 0.78875607252120983 1024.1499633789065 2 7.3500001430511483 5.7249999046325692 236.00482940673831 5.4849998950958261 0.77634459733963024 12.150000095367433 21.750000000000004 -0.36648726463317866 19.349999427795414 15.150000095367433 11.775000095367433 0.66500002145767223
decision_type=2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 14 12 -4 5 -5 10 17 25 -3 19 13 18 -10 15 -1 -8 27 26 -7 -19 22 -22 -23 -16 -9 -2 28 -6 -11
right_child=2 9 3 4 7 6 16 8 11 29 -12 -13 -14 -15 24 -17 -18 20 -20 -21 21 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0067785536942774286 -0.0013971167727530873 0.0048038942904760152 -0.013959804930331271 -0.016980722546697812 -0.0068716327674487017 0.0036108404583162002 -0.0015476907812761508 0.0083083971608795427 0.034475640064822101 -0.049223534814829446 0.012451420655933436 0.0032742053634452792 -0.0044170984945397507 0.0096223231084209548 0.0036249344229352335 -0.0084058335686066962 0.036691679025248912 0.043531349042291549 0.0072959622965039486 -0.014546702545720972 0.098633055852954843 0.042290168125112208 -0.073986823271720251 0.00020547741734893788 -0.0230263854022934 0.020297269725358044 0.014864579093571043 0.0073846135021707173 -0.034256462962389773 -0.0050674310584540644
leaf_weight=13211 123639 28634 13672 9683 4494 49801 137875 23482 4490 810 35262 128547 138876 21869 188784 36072 1508 1032 38861 5911 114 1103 637 11091 2349 22150 6494 2847 4152 272544
leaf_count=13211 123639 28634 13672 9683 4494 49801 137875 23482 4490 810 35262 128547 138876 21869 188784 36072 1508 1032 38861 5911 114 1103 637 11091 2349 22150 6494 2847 4152 272544
internal_value=6.26217e-05 -0.00159814 0.00120637 0.00282707 0.00331959 0.000876599 0.00162723 0.00591427 0.0071348 -0.00424974 0.00585772 0.00507479 -0.00131905 0.0138558 0.00173266 -0.00433545 -0.00113397 -0.00369556 0.00122679 0.00168434 0.00414413 0.00100731 -0.0477835 0.00401222 0.00329739 0.0141279 -0.000585613 -0.0132218 -0.0200224 -0.00519827
internal_weight=1.32999e+06 542404 787590 479720 466048 240040 230357 226008 200538 301988 90974 154906 307870 26359 240416 49283 139383 25470 168994 55712 13977 12945 751 12194 191133 45632 130133 11493 8646 273354
internal_count=1329994 542404 787590 479720 466048 240040 230357 226008 200538 301988 90974 154906 307870 26359 240416 49283 139383 25470 168994 55712 13977 12945 751 12194 191133 45632 130133 11493 8646 273354
cat_boundaries=0 1 2 3
cat_threshold=3112 184 581
is_linear=0
shrinkage=0.05


Tree=102
num_leaves=31
num_cat=1
split_feature=76 81 25 15 64 136 81 52 17 19 13 64 37 123 97 52 76 30 116 71 28 120 108 13 43 14 4 31 64 16
split_gain=956.628 1181.85 1375.94 1128.03 1710.4 1325.4 1182.07 1118.11 1561.91 1298.7 1202.87 1088.38 1065.12 994.914 981.652 946.871 1630.32 918.791 1100.86 1013.72 908.336 925.023 904.919 900.166 828.508 1096.84 900.563 824.823 810.29 802.946
threshold=12.204999923706056 264.19709777832037 216.50000000000003 1.5950000286102297 6.0850000381469735 0 301.99107360839849 0.98500001430511486 11.775000095367433 14.550000190734865 0.56499999761581432 2.8549998998641972 10.449999809265138 -0.36648726463317866 -0.72674328088760365 4.1549999713897714 2.2050000429153447 1014.8500061035157 -0.66259482502937306 275.39639282226568 1003.1499938964845 -0.71322327852249134 0.44291262328624731 1.0349999666213991 5.8500001430511483 0.63499999046325695 4.8500001430511483 1016.3500061035157 13.704999923706056 11.269999980926515
decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 20 -3 4 5 7 12 9 23 11 -11 -1 -5 -14 29 16 -10 -7 24 -20 21 -2 -17 -9 -19 -26 -27 28 -15 -8
right_child=1 2 -4 6 -6 17 14 8 15 10 -12 -13 13 27 -16 22 -18 18 19 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0017207249687543379 0.10190625228079586 -0.036387279370762027 -0.0037875926890589585 -0.0058710084072761421 -0.010538880618512859 0.0018676443055972965 0.01961121199167682 0.026974579067675555 0.008003497016574615 -0.054056247141011177 0.0075020839252518644 -0.025751581062367114 -7.6290492194301148e-05 0.0033373577848382369 -0.0021972060231435077 0.00024706604253180289 -0.013197691097507423 -0.029108898279222709 -0.0082579365693012611 0.0057288994989308211 0.0020191529081690219 0.01840343040052456 0.015208329196644433 0.0092893544416749289 0.15943219767510891 0.0067171605875661891 -0.036280476444749458 0.0080749552273567983 -0.010084542391705221 0.0071325835373206668
leaf_weight=194055 355 3289 203882 45880 42592 38208 19075 9712 15608 806 51459 4829 229342 83949 17889 23487 21639 9185 53378 17106 39217 5044 17741 27765 100 3640 1830 96183 12984 39765
leaf_count=194055 355 3289 203882 45880 42592 38208 19075 9712 15608 806 51459 4829 229342 83949 17889 23487 21639 9185 53378 17106 39217 5044 17741 27765 100 3640 1830 96183 12984 39765
internal_value=5.94906e-05 -0.00271543 -0.00430514 0.000707502 -0.000927743 -9.32531e-05 0.00230696 0.00141389 0.00547506 -0.000461038 0.00655277 -0.00230421 0.0013645 0.00215029 0.0080596 0.00146477 -0.00431354 -0.00457487 -0.00746323 -0.00486342 0.00466624 0.023894 0.00668511 0.0138724 -0.0198824 -0.00466779 -0.00766779 0.00479455 0.00153952 0.011178
internal_weight=1.32999e+06 251787 207171 1.07821e+06 533140 490548 545067 367101 115952 251149 52265 198884 468338 422458 76729 78475 37247 123447 85239 70484 44616 5399 41228 37477 14755 5570 5470 193116 96933 58840
internal_count=1329994 251787 207171 1078207 533140 490548 545067 367101 115952 251149 52265 198884 468338 422458 76729 78475 37247 123447 85239 70484 44616 5399 41228 37477 14755 5570 5470 193116 96933 58840
cat_boundaries=0 1
cat_threshold=3683
is_linear=0
shrinkage=0.05


Tree=103
num_leaves=31
num_cat=2
split_feature=16 93 16 52 12 18 32 17 52 52 12 20 39 13 20 7 12 52 125 40 136 25 81 108 5 20 136 84 28 12
split_gain=917.103 912.158 912.204 2241.72 2035.37 1834.32 1657.18 1651.11 1488.86 1181.96 1427.28 1135.05 1032.16 1037.02 950.721 1121.81 1101.42 1183.57 1009.85 1176.98 1096.1 898.242 855.235 798.093 771.68 766.558 694.169 688.181 688.021 674.635
threshold=22.289999961853031 -0.97983822226524342 10.960000038146974 2.0349999666213994 2.2250000238418584 15.405000209808351 12.050000190734865 15.405000209808351 8.5250000953674334 6.6050000190734872 1.4450000524520876 10.055000305175783 10.550000190734865 0.80500000715255748 7.9549999237060556 4.1499998569488534 1.0850000381469729 0.42499999701976782 0.50751903653144848 11.449999809265138 0 295.50000000000006 311.11689758300787 0.4968338161706925 4.2500000000000009 4.2149999141693124 1 0.88743758201599132 1010.0499877929689 1.7749999761581423
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2
left_child=1 -1 3 5 6 7 -5 14 -6 10 -8 12 13 -4 15 16 17 28 26 20 -20 25 -15 -23 -18 -14 -17 -27 -3 -22
right_child=-2 2 11 4 8 -7 9 -9 -10 -11 -12 -13 21 22 -16 18 24 -19 19 -21 29 23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0068280125417445967 0.065939902183314789 0.019414152232389618 -0.063198212074288357 0.023448636907104376 -0.006477593279825649 0.025165317583055288 0.016678305378735086 0.031006744554640114 0.0098699791055540768 0.024129225977626231 -0.00032034130672125048 0.0053521715506312292 -0.034971855663422931 -0.010938732625541948 0.01100372885859899 -0.0038178094447722786 -0.010824105459958627 0.015886775456211161 -0.0037105916091213064 -0.0095428187215745499 0.012738298923416189 -0.010568194385596636 0.010177207660293924 -0.002316126462152224 -0.0018223366787412166 0.00077535347348113895 0.0072009498944692954 -0.01177068559150163 -0.004631825459791147 0.0018402358249305938
leaf_weight=46775 528 3244 871 22778 36113 7094 18117 4128 22672 9517 38784 64681 1536 35177 16504 17794 66079 11065 70400 35942 20696 36361 5552 150882 37217 384552 72590 11250 35847 45248
leaf_count=46775 528 3244 871 22778 36113 7094 18117 4128 22672 9517 38784 64681 1536 35177 16504 17794 66079 11065 70400 35942 20696 36361 5552 150882 37217 384552 72590 11250 35847 45248
internal_value=5.65161e-05 3.03504e-05 0.00028045 0.00172108 0.00705046 -5.5761e-05 0.0118109 -0.000465416 -0.000172717 0.00781979 0.00509194 -0.000953671 -0.00160503 -0.00921475 -0.000765715 -0.00123251 -0.00462906 0.00145007 0.00075176 -0.00149375 0.000628088 -0.00106351 -0.0080603 -0.00391861 -0.00758082 0.000281943 0.00503205 0.000418754 -0.00263635 0.00525971
internal_weight=1.32999e+06 1.32947e+06 1.28269e+06 591829 147981 443848 89196 436754 58785 66418 56901 690862 626181 41600 432626 416122 153452 50156 262670 172286 136344 584581 40729 187243 103296 397338 90384 395802 39091 65944
internal_count=1329994 1329466 1282691 591829 147981 443848 89196 436754 58785 66418 56901 690862 626181 41600 432626 416122 153452 50156 262670 172286 136344 584581 40729 187243 103296 397338 90384 395802 39091 65944
cat_boundaries=0 1 2
cat_threshold=4305 4385
is_linear=0
shrinkage=0.05


Tree=104
num_leaves=31
num_cat=1
split_feature=76 79 102 20 35 136 39 19 16 16 52 67 17 76 52 52 81 12 115 64 129 111 16 30 117 0 6 30 64 21
split_gain=899.492 1472.99 1390.61 1209.92 1094.64 1733.48 1072.88 986.162 1005.35 935.7 957.03 893.656 962.879 867.15 857.312 834.796 826.797 919.33 816.294 803.264 1019.97 761.857 755.515 749.392 744.349 689.883 1263.92 822.277 651.284 645.801
threshold=7.3350000381469735 6.0750000476837167 -0.85115346312522877 4.3450000286102304 12.84999990463257 0 10.550000190734865 17.029999732971195 11.775000095367433 10.405000209808351 1.9950000047683718 1.7749999761581423 8.7100000381469744 4.6150000095367441 10.434999942779543 2.2350000143051152 319.55200195312506 0.76499998569488536 -0.38266885280609125 29.585000038146976 315.50000000000006 -0.16382816433906552 22.289999961853031 1028.850036621094 -0.43049471080303187 254.50000000000003 9.1500000953674334 1014.5499877929689 9.4149999618530291 4.5150001049041757
decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 24 5 19 16 13 -9 -3 -11 -6 -13 22 21 -15 17 -5 -17 20 -4 -14 25 -21 -1 26 28 -28 -8 -22
right_child=2 9 4 6 11 -7 7 8 -10 10 -12 12 14 15 -16 18 -18 -19 -20 23 29 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.038276216649375888 -0.024595627982853974 0.013693541747879867 0.0090014015554721084 -0.057455370069918826 -0.013225091885044397 -0.00243065731692014 0.0024903759401657035 0.035815326608276125 0.0061354001992493939 -0.011670178249967819 0.0058449259659429931 0.0037578527700991532 0.0092442058774578808 -0.017141842905260572 -0.00099293222149672935 0.0012824480289136075 0.056737309121929758 -0.0058146183764110695 -0.02431220183781212 -0.0015622836552317437 0.32414580643177038 -0.011724710881826063 0.076257629873225471 0.10876756592593606 -0.0087605408849223132 -0.00044232194558599316 0.0089166250206116453 0.033778943049960285 -0.0095795361045805851 0.038929253102857331
leaf_weight=2576 6676 32565 46973 875 25226 137579 266838 3060 42215 9198 51277 38467 4747 12700 54032 25854 520 57302 3542 21858 20 49517 333 155 12507 393600 10702 4825 11665 2590
leaf_count=2576 6676 32565 46973 875 25226 137579 266838 3060 42215 9198 51277 38467 4747 12700 54032 25854 520 57302 3542 21858 20 49517 333 155 12507 393600 10702 4825 11665 2590
internal_value=5.36902e-05 0.000887965 -0.00197296 0.00023354 -0.00157673 0.000852929 0.000487355 0.000980776 0.00814138 0.00686047 0.00318095 -0.0045317 -0.00303746 0.000536707 -0.00545117 -0.00642956 -0.00603028 -0.00659131 -0.00180152 0.00716201 0.0106918 -0.00989036 0.000962968 -0.000785419 -0.0138015 0.000926505 0.00275887 0.0166426 0.00198483 0.0411148
internal_weight=1.32999e+06 942154 387840 849114 381164 209175 834031 775334 45275 93040 60475 171989 146763 730059 108296 42096 58697 58177 29396 71596 49583 54264 687963 22013 15083 687630 294030 15527 278503 2610
internal_count=1329994 942154 387840 849114 381164 209175 834031 775334 45275 93040 60475 171989 146763 730059 108296 42096 58697 58177 29396 71596 49583 54264 687963 22013 15083 687630 294030 15527 278503 2610
cat_boundaries=0 1
cat_threshold=4900
is_linear=0
shrinkage=0.05


Tree=105
num_leaves=31
num_cat=2
split_feature=132 16 52 55 17 18 52 12 20 34 67 16 18 76 40 31 17 39 79 64 24 20 136 56 67 12 52 136 104 33
split_gain=887.913 846.69 2056.1 1735.47 1369.96 1578.37 1235.45 1844.89 1147.44 1056.51 923.743 890.963 971.553 874.565 1134.05 1339.84 1029.61 963.318 925.885 871.708 865.383 882.833 862.133 856.175 853.14 829.46 812.971 806.356 804.141 1044.52
threshold=1021.4500122070314 10.960000038146974 2.6750000715255742 2.185000061988831 15.405000209808351 17.029999732971195 10.244999885559084 2.1049998998641972 10.055000305175783 12.34999990463257 7.0950000286102304 18.219999313354496 19.524999618530277 4.6150000095367441 11.449999809265138 1.0000000180025095e-35 10.405000209808351 15.949999809265138 1.9950000047683718 19.964999198913578 305.50000000000006 4.5850000381469735 0 249.25177001953128 8.2049999237060565 1.4450000524520876 5.0750000476837167 1 -0.89430430531501759 13.650000095367433
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2
left_child=1 2 4 19 5 13 7 9 11 -5 -9 12 20 14 15 17 23 -1 27 -4 21 -3 -17 -15 -13 -11 -27 -16 29 -23
right_child=-2 8 3 6 -6 -7 -8 10 -10 25 -12 24 -14 16 18 22 -18 -19 -20 -21 -22 28 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.012126601051655337 0.019046248258228725 -0.019212735735087819 0.027816405150621216 0.019257620496773594 0.021531672130187331 0.048876453938732009 0.015457690458941227 -0.020343708281964221 0.005110325448547409 0.015289507948817527 -0.0020132988733895392 0.015990293240915551 0.091414218978067049 -0.0059774264256589014 -0.014719352432107034 0.012036609330408097 -0.016398151794841009 0.024281072121966746 0.024692146599974027 2.5236051209390353e-05 -0.0067130116876010053 -0.0092384993483371688 0.0026664056761905052 0.0023168176101043287 -0.010600033541762881 -0.0071500822232423451 0.0097383259344663228 -0.0024392107336293186 -0.00016626599542697516 7.8314659738295525e-05
leaf_weight=20453 6097 6920 13156 14907 7130 1610 21408 9117 64174 11281 27924 12501 277 75019 15654 28535 14962 1994 2839 3592 92402 63408 175486 53162 3976 18407 11627 91292 403848 57240
leaf_count=20453 6097 6920 13156 14907 7130 1610 21408 9117 64174 11281 27924 12501 277 75019 15654 28535 14962 1994 2839 3592 92402 63408 175486 53162 3976 18407 11627 91292 403848 57240
internal_value=9.19962e-06 -7.84458e-05 0.00126994 0.00682123 -0.000224608 -0.000547104 0.00462537 0.00213887 -0.00126384 0.00784693 -0.00652501 -0.00190242 -0.00220541 -0.000713087 0.000680297 0.00270201 -0.00398624 -0.00889245 -0.00349016 0.0218559 -0.00224698 -0.00147043 0.00397767 -0.00253746 0.00957389 0.0037298 -0.000612108 -0.0042383 -0.00123635 -0.00481825
internal_weight=1.3304e+06 1.3243e+06 619555 131419 488136 481006 114671 93263 704746 56222 37041 640572 624095 479396 336253 226468 143143 22447 109785 16748 623818 531416 204021 128181 16477 41315 30034 106946 524496 120648
internal_count=1330398 1324301 619555 131419 488136 481006 114671 93263 704746 56222 37041 640572 624095 479396 336253 226468 143143 22447 109785 16748 623818 531416 204021 128181 16477 41315 30034 106946 524496 120648
cat_boundaries=0 1 2
cat_threshold=1539 900
is_linear=0
shrinkage=0.05


Tree=106
num_leaves=31
num_cat=1
split_feature=94 16 52 55 20 32 12 52 18 20 39 81 13 52 17 24 6 40 136 12 52 2 86 20 32 135 35 28 33 28
split_gain=860.373 838.157 2270.24 1696.31 1380.88 1269.42 1108.94 1816.42 1041.46 991.174 1114.44 1074.02 1096.25 867.873 866.147 843.725 842.665 1060.4 977.115 942.853 1157.89 750.382 742.294 740.867 730.588 715.376 1612.53 699.446 689.385 680.297
threshold=-0.97948971390724171 10.405000209808351 1.9950000047683718 2.0649999380111699 8.0349998474121112 10.949999809265138 2.2250000238418584 5.0750000476837167 15.405000209808351 8.9449996948242205 10.550000190734865 311.11689758300787 0.80500000715255748 10.434999942779543 16.335000038146976 295.50000000000006 3.4500000476837163 11.449999809265138 0 1.0850000381469729 0.58499997854232799 252.50000000000003 0.86514928936958324 4.5850000381469735 14.949999809265138 1019.1499938964845 14.34999990463257 1000.1499938964845 17.150000572204593 1024.350036621094
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 -4 8 -5 7 -7 14 10 11 12 -3 -8 16 23 19 18 22 20 29 24 -18 -12 -20 -21 -27 -11 -9 -2
right_child=1 9 3 5 -6 6 13 28 -10 27 15 -13 -14 -15 -16 -17 17 -19 21 25 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0066151395769358514 -0.0031529742802877334 -0.071157313175475662 0.02043817524224889 0.017889247319175391 0.022359969508552485 0.0010973586023069763 -0.010493376729217154 0.018839359527128986 0.020544510979989414 0.012924010031087242 -0.016007016581267349 0.010045293196254806 -0.011361913256103586 0.0088738938791123861 0.039551134370022306 -0.0039649400670625414 0.0089175959620906714 -0.004811553737615948 0.0045427283953577979 -0.0080693193675473347 0.020089525143858342 -0.0032030351234448766 -0.0012252763461851005 0.00047448597330983607 0.041055053281300137 0.022235929848484246 0.4205242818401706 0.0016510306573638237 0.058391883047191333 0.060763064496907715
leaf_weight=47281 30888 783 21968 16019 6780 36773 21430 12848 5843 15204 6941 6081 36382 7923 1330 178075 68307 66203 24555 73234 7087 79588 24511 386240 1451 141 31 144874 1205 422
leaf_count=47281 30888 783 21968 16019 6780 36773 21430 12848 5843 15204 6941 6081 36382 7923 1330 178075 68307 66203 24555 73234 7087 79588 24511 386240 1451 141 31 144874 1205 422
internal_value=8.73872e-06 0.000252819 0.00182996 0.00790204 -8.06367e-06 0.00503925 0.00247195 0.00694061 -0.00040342 -0.000782628 -0.00169551 -0.0094344 -0.0126217 -0.00526574 -0.000727443 -0.00110965 -0.000869759 0.000667977 0.0024963 -0.00450927 0.0018394 -0.000793583 0.00623844 0.000183531 0.00657993 -0.00783011 0.0940205 0.00272172 0.0222309 -0.00229151
internal_weight=1.3304e+06 1.28312e+06 508537 118166 390371 96198 80179 50826 383591 774580 614502 43246 37165 29353 377748 571256 376418 264615 198412 111803 38397 105594 92818 393181 26006 73406 172 160078 14053 31310
internal_count=1330398 1283117 508537 118166 390371 96198 80179 50826 383591 774580 614502 43246 37165 29353 377748 571256 376418 264615 198412 111803 38397 105594 92818 393181 26006 73406 172 160078 14053 31310
cat_boundaries=0 1
cat_threshold=3854
is_linear=0
shrinkage=0.05


Tree=107
num_leaves=31
num_cat=0
split_feature=93 132 12 15 12 31 30 20 122 22 14 12 55 10 4 111 5 30 30 57 31 36 64 52 7 20 6 20 30 121
split_gain=835.168 788.307 755.908 2318.34 1611.99 1195.1 1097.08 1068.99 1010.17 1147 991.97 976.549 857.438 839.135 1632.09 931.346 836.945 699.066 953.925 764.347 683.588 664.167 662.803 829.529 736.513 721.9 639.742 621.789 615.121 644.862
threshold=-0.97983822226524342 1020.9500122070314 1.2749999761581423 1.5950000286102297 1.6349999904632571 1015.9500122070314 1012.3500061035157 4.805000066757203 1.0000000180025095e-35 7.4649999141693124 1.0950000286102297 3.9750000238418584 5.5950000286102304 5.5499999523162851 3.2500000000000004 0.29977425932884222 4.8500001430511483 1013.4500122070314 1021.4500122070314 219.73163604736331 1015.1499938964845 11.050000190734865 16.904999732971195 3.5149999856948857 7.5499999523162851 6.6549999713897714 8.8499999046325701 6.6549999713897714 1016.3500061035157 0.90992662310600292
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 2 7 26 16 6 11 10 21 12 17 -6 -10 14 -9 -15 -5 -2 19 -19 -1 -7 23 25 -24 -8 -4 -3 -18 -30
right_child=1 27 3 4 5 8 22 13 9 -11 -12 -13 -14 15 -16 -17 28 18 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0017307504905815386 0.0012209661131540393 0.050713038011919911 -0.0062129632233012665 0.0033607177076715698 -0.00061634265343101706 -0.0047050942579564296 -0.0092354641636579176 0.005013161696573603 0.010592450415115662 0.0035558411572103308 0.0097127983523935466 0.011916038234099079 0.03347191030783913 -0.0041847726772506798 -0.0040135694279055502 0.011047053323675345 0.019934949423114259 -0.022125856631671575 0.019832496947062822 0.00060098462301009213 -0.014113633538675631 0.0017617264080712514 -0.016920663849792444 0.0048183475968377187 -0.0034300045125648659 -0.00079573922654279847 0.0022861831690810415 0.010399625954658593 0.0030103051888067211 0.043403959668074726
leaf_weight=28666 11328 1147 184887 51711 141071 49922 54041 142225 13771 63385 8973 17469 5828 12305 77287 54417 17560 16403 1917 4777 18235 193985 21579 25426 19047 47703 25153 5759 13354 1067
leaf_count=28666 11328 1147 184887 51711 141071 49922 54041 142225 13771 63385 8973 17469 5828 12305 77287 54417 17560 16403 1917 4777 18235 193985 21579 25426 19047 47703 25153 5759 13354 1067
internal_value=8.30178e-06 0.000247777 0.000156637 -0.000561203 0.000759589 -7.74615e-05 -0.00221793 0.00221883 0.00205937 0.00682457 -0.0050937 0.000764559 0.0173959 0.00332754 0.00183498 0.00823797 0.00729288 -0.00895307 -0.013943 -0.017 -0.00654519 0.000438121 -0.0050359 -0.00325974 -0.0105957 -0.00527847 -0.00519516 0.0170952 0.0136509 0.005999
internal_weight=1.3304e+06 1.2835e+06 1.27659e+06 946959 736919 653227 326336 329632 326891 82984 43398 158540 19599 286234 219512 66722 83692 34425 23097 21180 46901 243907 167796 127170 40626 101744 210040 6906 31981 14421
internal_count=1330398 1283497 1276591 946959 736919 653227 326336 329632 326891 82984 43398 158540 19599 286234 219512 66722 83692 34425 23097 21180 46901 243907 167796 127170 40626 101744 210040 6906 31981 14421
is_linear=0
shrinkage=0.05


Tree=108
num_leaves=31
num_cat=1
split_feature=92 16 53 12 18 17 55 53 75 53 30 16 112 109 12 30 12 91 13 104 4 6 40 81 35 136 36 12 21 12
split_gain=774.386 819.076 1872.66 1535.08 1278.62 1307.51 1181.15 1224.03 1027.12 829.081 808.415 806.242 1297.34 1159.01 990.968 984.187 939.638 862.44 1136.67 923.953 844.352 770.9 980.189 1056.01 886.811 739.474 867.862 726.685 724.503 881.603
threshold=-0.96399793028831471 11.269999980926515 1.7150000333786013 2.0949999094009404 15.405000209808351 15.405000209808351 1.6050000190734866 6.1549999713897714 0.61714217066764843 7.1749999523162851 1015.6499938964845 13.344999790191652 -0.82409480214118946 0.45957626402378088 0.50499999523162853 1015.1499938964845 2.9050000905990605 -0.70814132690429676 0.80500000715255748 -0.85813838243484486 9.7500000000000018 3.4500000476837163 11.449999809265138 251.97868347167972 14.250000000000002 0 10.34999990463257 1.685000002384186 8.0250000953674334 1.0850000381469729
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=10 2 4 6 5 21 -4 8 -8 -5 27 12 15 -13 -15 16 -3 18 -17 -20 -16 28 23 24 25 -23 -27 -1 29 -2
right_child=1 11 3 9 -6 -7 7 -9 -10 -11 -12 13 -14 14 20 17 -18 -19 19 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0030992870114757791 0.00091210010237979507 -0.0087004330798131201 0.025558366397192406 -0.0035456579009116025 0.02143414402677235 0.027812249826649482 -0.0034417978315942118 0.023512399710415063 0.010128158595437031 0.0073957860117696067 -0.013493665909427313 -0.0039395960375056332 -0.0080912688427721268 -0.054743255578505991 0.0031538736432662126 0.043201971434861042 0.0058412380572098327 -0.002034216094193964 -3.4567808077261819e-05 0.012506755700718398 -0.0067390129144705617 -0.0010083059807670274 -0.0042877027576754389 -0.0025828968521124747 0.015904442214707212 -0.0030666262996487843 0.0097527211695879641 -0.01096021930625685 0.0091972338490255157 -0.0081379798927062492
leaf_weight=28527 41208 53560 11662 42833 6795 4058 20563 11451 43325 29060 20728 104532 85011 762 265813 1980 14016 72995 38725 23658 23473 52834 72282 69885 16276 17247 56301 13559 9725 77554
leaf_count=28527 41208 53560 11662 42833 6795 4058 20563 11451 43325 29060 20728 104532 85011 762 265813 1980 14016 72995 38725 23658 23473 52834 72282 69885 16276 17247 56301 13559 9725 77554
internal_value=7.88669e-06 0.00027642 0.00165357 0.00628332 -8.07485e-05 -0.000431022 0.0107508 0.00845869 0.00576053 0.000877003 -0.0054111 -0.0008966 -0.00289839 0.000574351 0.00220116 -0.000744268 -0.00568433 0.00168609 0.00590535 0.00472158 0.00235115 -0.000708322 0.000742021 0.00245254 0.00491929 0.00350457 0.00674567 -0.00143032 -0.00392339 -0.00499779
internal_weight=1.3304e+06 1.26758e+06 583059 158894 424165 417370 87001 75339 63888 71893 62814 684525 289945 394580 290048 204934 67576 137358 64363 62383 289286 413312 284825 212543 142658 126382 73548 42086 128487 118762
internal_count=1330398 1267584 583059 158894 424165 417370 87001 75339 63888 71893 62814 684525 289945 394580 290048 204934 67576 137358 64363 62383 289286 413312 284825 212543 142658 126382 73548 42086 128487 118762
cat_boundaries=0 1
cat_threshold=4209
is_linear=0
shrinkage=0.05


Tree=109
num_leaves=31
num_cat=5
split_feature=115 8 31 12 103 83 12 15 18 6 127 123 136 30 39 19 136 34 4 32 136 76 15 136 136 37 36 119 122 38
split_gain=751.797 1579.02 1061.74 1779.72 1220.83 974.627 1110.74 934.427 925.175 807.471 1035.27 993.293 1074.02 1064.9 858.439 780.991 778.519 910.46 756.403 729.645 769.305 726.719 1033.3 696.765 653.334 637.789 781.231 1001.57 788.904 607.974
threshold=-0.70088258385658253 9.0500001907348651 1016.3500061035157 1.9750000238418581 0.049963019788265235 311.97596740722662 1.1549999713897707 1.5850000381469729 17.029999732971195 4.3500001430511483 0.608738273382187 -0.43049471080303187 0 1012.3500061035157 10.34999990463257 5.4100000858306894 1 14.449999809265138 3.2500000000000004 10.150000095367433 2 3.7649999856948857 1.4650000333786013 3 4 9.6500000953674334 14.750000000000002 -0.55191597342491139 0.21643137186765674 16.750000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 1 1 2 2 2 2 2
left_child=5 2 3 8 23 9 -7 15 21 10 16 12 -11 -14 -13 -3 17 -1 -18 -8 -21 -2 -23 -4 -12 -6 27 28 -27 -16
right_child=1 7 4 -5 25 6 19 -9 -10 11 24 14 13 -15 29 -17 18 -19 -20 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0070073296230810551 0.0066550022016278482 0.0086526620860669524 -0.0068120617058670717 -0.0071662871433885835 0.022797616142574639 0.027130493182752503 0.017931861572769787 -0.0046830103874289219 0.020805443931930977 0.0035418865852337392 0.0080650802896407945 -0.0059005630334687132 0.0054958085571500835 -0.0045240346526114715 0.0064258260163700762 -0.020020207134582906 0.00034928188645553236 -0.036691742958803751 -0.0054868304309739699 -0.011850738941767658 0.0047520189479210682 -0.010771542695534172 0.0053076560879185691 -0.030487196016394064 0.00019088996224938973 -0.024706568325922582 0.0051572112063166115 -0.001736172302926635 0.0050264790339106715 -0.0077738928364529366
leaf_weight=48010 85411 2723 6118 37704 2522 5880 8747 87978 8788 119424 36400 17544 32717 139935 155582 18577 151832 2730 87524 8094 50190 17220 23803 6348 95289 10206 20863 31462 2855 7922
leaf_count=48010 85411 2723 6118 37704 2522 5880 8747 87978 8788 119424 36400 17544 32717 139935 155582 18577 151832 2730 87524 8094 50190 17220 23803 6348 95289 10206 20863 31462 2855 7922
internal_value=7.49198e-06 -0.0019344 0.000232861 0.00243979 -0.00451538 0.000734992 0.00629384 -0.006958 0.00511826 0.000282095 -0.0013086 0.00170018 -0.000103544 -0.00262515 0.00461004 -0.0163547 -0.00297759 -0.00860277 -0.0017847 0.00446604 0.00244515 0.00402789 -0.00144182 -0.018898 0.00236801 -0.00187515 -0.0028268 -0.00656802 -0.0182072 0.00573783
internal_weight=1.3304e+06 362578 253300 172926 80374 967820 72911 109278 135222 894909 421785 473124 292076 172652 181048 21300 290096 50740 239356 67031 58284 126434 41023 12466 131689 67908 65386 44523 13061 163504
internal_count=1330398 362578 253300 172926 80374 967820 72911 109278 135222 894909 421785 473124 292076 172652 181048 21300 290096 50740 239356 67031 58284 126434 41023 12466 131689 67908 65386 44523 13061 163504
cat_boundaries=0 1 2 3 4 5
cat_threshold=7188 148 176 3109 5190
is_linear=0
shrinkage=0.05


Tree=110
num_leaves=31
num_cat=2
split_feature=16 52 17 67 135 20 64 20 52 55 75 12 114 16 95 32 104 136 52 52 89 96 16 112 12 12 136 18 5 12
split_gain=873.858 1744.68 1141.99 993.239 1041.91 966.087 928.029 908.278 962.988 1884.62 1320.41 1065.72 1008.35 908.077 906.918 920.033 843.715 982.536 1080.11 940.754 932.205 948.88 1226.31 996.693 805.024 856.97 951.574 800.731 815.022 1226.04
threshold=11.269999980926515 8.5250000953674334 18.219999313354496 36.674999237060554 1020.9500122070314 10.055000305175783 31.085000038146976 8.055000305175783 1.6449999809265139 2.185000061988831 0.61714217066764843 1.1050000190734866 -0.47714059054851526 20.524999618530277 -0.8007637858390807 8.2500000000000018 -0.8821083903312682 0 0.81499999761581432 5.8849999904632577 0.066784642636775984 -0.86305376887321461 13.344999790191652 -0.66259482502937306 0.50499999523162853 1.1950000524520876 1 17.029999732971195 3.8500000238418584 1.0850000381469729
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2
left_child=1 2 3 4 7 13 -3 8 27 11 12 -10 -11 16 -12 -16 17 18 -2 -19 21 -18 23 -23 -24 26 -26 28 29 -1
right_child=5 6 -4 -5 -6 -7 -8 -9 9 10 14 -13 -14 -15 15 -17 20 19 -20 -21 -22 22 24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0023541666548518719 -0.027280109503666817 0.020127336410860203 0.054701424719798136 -0.014407909284717288 0.053007670448716605 0.0045701790035409641 0.0021675913500163535 0.010698673235363962 0.037233034365010569 -0.0039423569687041604 -0.0042391285543687983 0.010448798975723967 -0.027221211958064026 0.022947575476864646 0.047289140768159967 0.0067227149505417307 0.0037565712257604648 -0.017591400716250483 0.0011556901962297293 -0.0056239875886991836 -0.023494666405428948 -0.003353821972021167 -0.051020529897588741 -0.013920017670110163 -0.0094474564497234372 -0.0012275792103313464 0.0079418760613590503 0.029887411621663119 0.0006919849081343857 -0.0073854947863423717
leaf_weight=49676 3545 18314 979 10745 959 65298 11845 22489 4145 23098 22429 35706 5825 3682 1441 46500 93849 22438 57594 61244 4553 153936 750 26103 9099 150065 57806 2121 271713 92437
leaf_count=49676 3545 18314 979 10745 959 65298 11845 22489 4145 23098 22429 35706 5825 3682 1441 46500 93849 22438 57594 61244 4553 153936 750 26103 9099 150065 57806 2121 271713 92437
internal_value=-2.72188e-05 0.00134359 0.000744251 0.00065461 0.000934361 -0.00122514 0.0130736 0.000847899 0.000448804 0.00404949 0.00036303 0.0132347 -0.00863064 -0.00181215 0.00405955 0.00794205 -0.00195437 -0.00531206 -0.000493012 -0.0088318 -0.000974322 -0.000765751 -0.00183277 -0.00488576 0.000691845 0.000870599 0.00557672 -0.000755709 -0.000912766 -0.00398097
internal_weight=1.33038e+06 620422 590263 589284 578539 709962 30159 577580 555091 139144 99293 39851 28923 644664 70370 47941 640982 144821 61139 83682 496161 491608 397759 180039 217720 216970 66905 415947 413826 142113
internal_count=1330384 620422 590263 589284 578539 709962 30159 577580 555091 139144 99293 39851 28923 644664 70370 47941 640982 144821 61139 83682 496161 491608 397759 180039 217720 216970 66905 415947 413826 142113
cat_boundaries=0 1 2
cat_threshold=7204 4500
is_linear=0
shrinkage=0.05


Tree=111
num_leaves=31
num_cat=3
split_feature=95 16 20 52 32 55 28 28 112 136 14 56 136 67 31 14 32 31 136 17 18 76 106 52 7 83 41 43 122 52
split_gain=841.552 859.511 1689.25 1464.57 1586.96 1217.97 982.663 1634.4 1216.88 1534.44 1789.74 1067.78 982.023 1076.2 942.087 927.746 891.066 845.739 796.69 786.296 960.423 776.527 736.942 832.087 734.139 727.336 726.915 721.976 707.583 696.759
threshold=-0.97897958755493153 10.405000209808351 8.0150003433227557 1.2649999856948855 10.750000000000002 1.1449999809265139 1000.1499938964845 1013.8500061035157 -0.87878364324569691 0 0.72500002384185802 235.57398986816409 1 5.3150000572204599 1018.5499877929689 0.82499998807907116 14.84999990463257 1013.9500122070314 2 12.309999942779543 15.405000209808351 23.355000495910648 -0.90143612027168263 4.5250000953674325 4.3500001430511483 246.3234786987305 3.0499999523162846 7.8500001430511483 -0.44618082046508784 60.534999847412116
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 19 -5 -6 15 11 18 -10 14 17 13 21 -11 -3 -17 -8 -9 20 24 -7 -12 -24 -2 -13 -25 -16 -20 -27
right_child=1 6 -4 4 5 12 7 8 9 10 22 25 -14 -15 27 16 -18 -19 28 -21 -22 -23 23 26 -26 29 -28 -29 -30 -31
leaf_value=-0.0065478359967222084 -0.0043065167823701954 -0.054978140249185292 0.019005553705309805 0.018020107699515824 0.017493835241422249 -0.0063247417730549413 -0.00056135539642524748 0.0047154505937082921 0.0038915835307317074 -0.059380767272814189 -0.01189860575579757 -0.0012421714022834631 0.0065364800425026714 0.0026792750179803382 -0.030416030869188145 0.007726216265251367 -0.019545552083709797 -0.011688451514854564 -0.0044425703173025981 0.0097633836639654629 0.026737885273085807 -0.028398949200975049 -0.0059420430948552757 0.0028257489012602135 0.00058820667063252388 -0.017069513312271481 -0.023127463999475812 0.048880007726549921 0.0022462541225345234 0.0050098389714542408
leaf_weight=47688 123471 627 13898 21584 13595 18441 81711 145271 65538 2279 27203 12845 53916 35722 974 52885 3175 21589 64648 17871 3090 5082 92625 57428 201826 36406 2831 407 101796 3962
leaf_count=47688 123471 627 13898 21584 13595 18441 81711 145271 65538 2279 27203 12845 53916 35722 974 52885 3175 21589 64648 17871 3090 5082 92625 57428 201826 36406 2831 407 101796 3962
internal_value=-2.58584e-05 0.000216615 0.00181366 0.00133057 0.00548747 0.00335342 -0.000832326 -0.00133302 -7.25647e-05 -0.00267658 -0.00501922 -0.00585095 0.00165461 -0.00278878 -0.0396338 0.00550519 0.00618166 -0.00288684 0.00200992 -0.00045028 -0.00100611 -0.0110937 -0.004316 -0.00296681 -0.00126965 -0.011605 0.00160645 -0.00704638 -0.00035171 -0.0149025
internal_weight=1.33038e+06 1.2827e+06 508496 494598 148340 126756 774200 717513 561000 249285 183747 156513 113161 59245 3660 56687 56060 103300 311715 346258 328387 23523 180087 152884 325297 53213 60259 1381 166444 40368
internal_count=1330384 1282696 508496 494598 148340 126756 774200 717513 561000 249285 183747 156513 113161 59245 3660 56687 56060 103300 311715 346258 328387 23523 180087 152884 325297 53213 60259 1381 166444 40368
cat_boundaries=0 1 2 3
cat_threshold=1056 403 7687
is_linear=0
shrinkage=0.05


Tree=112
num_leaves=31
num_cat=1
split_feature=94 31 76 16 52 76 20 55 52 32 104 52 101 64 97 20 16 17 67 12 12 116 31 17 12 136 35 18 112 17
split_gain=866.049 1000.96 1115.04 843.909 1731.81 1305.82 1284.08 1132.25 1197.59 881.075 843.369 876.378 874.11 841.396 773.363 1131.38 1090.26 807.108 764.199 763.775 749.272 908.005 980.284 955.875 860.359 830.346 736.973 719.585 700.153 639.77
threshold=-0.92964541912078846 1015.4500122070314 3.5249999761581425 10.405000209808351 1.6749999523162844 24.625000000000004 7.9749999046325692 1.3650000095367434 5.2149999141693124 10.34999990463257 -0.85813838243484486 0.81499999761581432 0.46290826797485357 8.7750000953674334 -0.85330677032470692 8.8850002288818377 13.344999790191652 18.219999313354496 5.3150000572204599 1.2749999761581423 1.1950000524520876 -0.47714059054851526 1016.7500000000001 11.775000095367433 0.50499999523162853 0 9.6500000953674334 17.029999732971195 -0.66259482502937306 17.029999732971195
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=1 2 -1 4 6 7 27 -6 9 -9 11 -5 -13 -10 -12 16 17 28 -7 -11 24 22 -22 -23 -18 26 -26 29 -16 -2
right_child=3 -3 -4 10 5 18 -8 8 13 19 14 12 -14 -15 15 -17 20 -19 -20 -21 21 23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.010856687307883518 -0.00048315107845600853 -0.01192648339696567 -0.004999704952126126 -0.022749539587535932 0.026664240460716845 -0.014346194225298798 0.020573511062462895 0.025251541058661904 0.031598085058891612 0.01656690592000119 0.004254313023683491 -0.0012512071070581343 -0.0098187370763427734 0.010901869270013903 -0.0031729579489563468 0.0043834733541927209 -0.048007077754806476 0.058430216032866161 0.0031943335332447471 1.3209262385228692e-05 -0.0036192642556218541 0.015310318747704211 -0.025072537452137486 -0.00078843759146968748 -0.035675572988349107 0.0091439436096970254 -0.00045463111776393645 0.029669576645288184 -0.011212255851214969 0.034169028455046678
leaf_weight=15016 355808 31650 42375 5814 9487 8473 7607 4715 7773 8302 98662 143549 37561 13337 173927 91252 742 512 23245 43369 20502 10571 7193 72176 1715 48544 11085 2007 32078 1337
leaf_count=15016 355808 31650 42375 5814 9487 8473 7607 4715 7773 8302 98662 143549 37561 13337 173927 91252 742 512 23245 43369 20502 10571 7193 72176 1715 48544 11085 2007 32078 1337
internal_value=-2.45598e-05 -0.00478781 -0.000850978 0.000317106 0.00194386 0.00719323 0.000244914 0.01036 0.00836408 0.00456093 -0.000727665 -0.00364146 -0.00302806 0.0185225 0.000229625 -0.000614701 -0.00181797 -0.00426896 -0.00149136 0.0026729 0.00111588 -0.00135465 -0.00919115 0.00126819 0.00551059 0.00615793 -0.00516965 -0.000185655 -0.00442479 -0.000353428
internal_weight=1.33038e+06 89041 57391 1.24134e+06 485460 118701 366759 86983 77496 56386 755883 186924 181110 21110 568959 470297 379045 206517 31718 51671 172528 110442 27695 82747 62086 61344 12800 359152 206005 357145
internal_count=1330384 89041 57391 1241343 485460 118701 366759 86983 77496 56386 755883 186924 181110 21110 568959 470297 379045 206517 31718 51671 172528 110442 27695 82747 62086 61344 12800 359152 206005 357145
cat_boundaries=0 1
cat_threshold=5020
is_linear=0
shrinkage=0.05


Tree=113
num_leaves=31
num_cat=0
split_feature=93 104 16 52 12 52 20 28 20 16 18 55 52 31 24 19 74 31 39 81 13 132 28 31 120 8 24 28 36 32
split_gain=798.31 796.403 764.025 1600.73 1548.41 983.92 947.107 792.08 778.232 784.311 759.785 757.57 762.535 692.377 668.076 690.97 650.282 620.703 616.661 831.745 753.451 682.304 665.889 1134.73 690.467 689.056 656.734 1049.65 781.582 679.781
threshold=-0.97983822226524342 0.67146411538124096 11.269999980926515 2.7949999570846562 1.985000014305115 8.5250000953674334 8.2150001525878924 1030.6499633789065 10.055000305175783 20.524999618530277 17.029999732971195 2.185000061988831 7.0150001049041757 1015.8500061035157 298.50000000000006 8.7100000381469744 0.80840215086936962 1020.9500122070314 10.34999990463257 307.58390808105474 0.80500000715255748 1019.0499877929689 1013.4500122070314 1011.4500122070314 -0.41467745602130884 6.3500001430511483 215.50000000000003 1016.5499877929689 15.84999990463257 13.949999809265138
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 3 6 11 17 7 10 9 14 16 -5 -13 -1 15 -4 -2 -6 19 20 -17 22 23 -20 25 -24 27 29 -29 -27
right_child=1 -3 8 4 5 -7 -8 -9 -10 -11 -12 12 -14 -15 -16 18 -18 -19 21 -21 -22 -23 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0024599650874655259 0.00021086566176993613 0.02934677831562843 -0.0069355491921496495 0.029153121138820931 -0.004821380233810086 0.0095554380123111203 0.014835739018340796 0.07741302529655647 0.0042361635767720887 0.021829975132282149 0.027135633573087226 0.0082193811168013962 0.027233150893329845 -0.015751809222692783 -0.0044875719213012975 -0.078473802661787315 -0.0066600300177650298 0.016719549751167267 0.0016045143693024324 0.018002229446722216 -0.010649536595070456 0.022003872849546691 0.0019333477100625556 -0.0092387271844673862 0.0039022387656139864 0.016087247700166157 -0.0022964962532980682 -0.042050686205237636 0.001603814954257007 -0.014366914498382065
leaf_weight=32649 425827 2341 40585 6756 37674 25657 10801 329 64918 3577 2529 34950 6210 13998 155513 419 37466 3670 51496 2603 18008 3598 93838 45398 137671 2960 58615 4157 1361 4810
leaf_count=32649 425827 2341 40585 6756 37674 25657 10801 329 64918 3577 2529 34950 6210 13998 155513 419 37466 3670 51496 2603 18008 3598 93838 45398 137671 2960 58615 4157 1361 4810
internal_value=-2.33284e-05 0.000210147 0.000156917 0.0014747 0.00677208 0.00186391 0.00019835 -0.000140807 -0.000974231 -0.00151577 -0.000195582 0.0136352 0.0110881 -0.00644863 -0.00165023 -0.000702381 -0.000344776 -0.00290925 -0.000107057 -0.00845447 -0.0121918 0.000327566 0.000132737 -0.0034759 0.00128515 -0.000888713 -0.00457168 -0.0146078 -0.0312834 -0.00276533
internal_weight=1.33038e+06 1.28374e+06 1.2814e+06 591869 114917 67001 476952 466151 689527 624609 465822 47916 41160 46647 621032 465519 463293 41344 424934 21030 18427 403904 400306 96894 303412 165741 71903 13288 5518 7770
internal_count=1330384 1283737 1281396 591869 114917 67001 476952 466151 689527 624609 465822 47916 41160 46647 621032 465519 463293 41344 424934 21030 18427 403904 400306 96894 303412 165741 71903 13288 5518 7770
is_linear=0
shrinkage=0.05


Tree=114
num_leaves=31
num_cat=4
split_feature=28 15 17 16 16 16 53 12 15 93 12 53 29 115 136 36 136 28 35 12 28 28 136 15 31 136 115 39 56 101
split_gain=762.276 936.167 773.42 1783.21 986.964 764.139 1079.63 822.536 2121.75 1254.48 969.643 1913.43 970.631 931.806 1015.57 862.909 894.379 780.367 1092.7 767.179 750.225 1205.5 939.424 1293.74 1186.81 1444.32 1090.68 963.481 924.059 881.453
threshold=1027.2500000000002 2.6350001096725468 20.524999618530277 18.219999313354496 20.524999618530277 11.269999980926515 6.6349999904632577 1.4950000047683718 1.5249999761581423 -0.78350502252578724 1.0850000381469729 0.73500001430511486 1010.5499877929689 -0.82409480214118946 0 13.750000000000002 1 1020.5499877929689 12.949999809265138 1.9550000429153445 1000.1499938964845 1013.8500061035157 2 1.6250000000000002 1016.0499877929689 3 -0.84335932135581959 13.050000190734865 235.57398986816409 -0.51019459962844838
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2
left_child=2 -2 4 -4 5 6 7 8 10 -9 11 12 -1 14 -11 -14 -17 -18 -19 -8 -7 28 -23 24 25 -24 -26 -28 -22 -29
right_child=1 -3 3 -5 -6 20 19 9 -10 13 -12 -13 15 -15 -16 16 17 18 -20 -21 21 22 23 -25 26 -27 27 29 -30 -31
leaf_value=0.018277396432623196 0.018862586832255838 -0.0033200569667300346 0.099361351639454726 0.0082858928867543622 0.035569040528387087 0.0044007766612109969 0.022016476232248051 -0.0089141335139589131 0.013307475552368303 0.0090979367915301063 -0.00288697339062841 0.018691131799150836 0.0090172220072483201 -0.0021630589647259981 -0.00045490815853120619 -0.03577456190831825 -0.004406191614145509 -0.033979312249965594 0.048950168122653077 0.0052960617211887375 -0.0031667473657462451 0.0017815784379626633 -0.011114833030654256 -0.00031840436121759446 -0.0052043950272768662 0.012863526256067051 -0.027741094085322462 -0.039944536480448434 -0.011823592587837467 -0.0052352689162309968
leaf_weight=7024 11581 8071 613 4361 1921 50871 8529 45105 39255 48214 98939 18349 15513 184559 65767 2174 45663 539 1510 35064 93754 210380 11736 195207 36277 13486 13889 2104 45927 14002
leaf_count=7024 11581 8071 613 4361 1921 50871 8529 45105 39255 48214 98939 18349 15513 184559 65767 2174 45663 539 1510 35064 93754 210380 11736 195207 36277 13486 13889 2104 45927 14002
internal_value=-2.2162e-05 0.00975226 -0.000168711 0.0195101 -0.000243674 -0.000296438 0.000982238 0.000404777 0.00272638 -0.00114207 0.000536934 0.0042689 0.0006149 3.21713e-05 0.00358671 -0.00128209 -0.00448486 -0.003051 0.0271351 0.00856742 -0.00144229 -0.00190909 -0.000755854 -0.00261778 -0.0075239 0.0017069 -0.011037 -0.0180911 -0.00601311 -0.0097695
internal_weight=1.33038e+06 19652 1.31073e+06 4974 1.30576e+06 1.30384e+06 616204 572611 228966 343645 189711 90772 72423 298540 113981 65399 49886 47712 2049 43593 687633 636762 497081 286701 91494 25222 66272 29995 139681 16106
internal_count=1330384 19652 1310732 4974 1305758 1303837 616204 572611 228966 343645 189711 90772 72423 298540 113981 65399 49886 47712 2049 43593 687633 636762 497081 286701 91494 25222 66272 29995 139681 16106
cat_boundaries=0 1 2 3 4
cat_threshold=3851 148 7712 385
is_linear=0
shrinkage=0.05


Tree=115
num_leaves=31
num_cat=4
split_feature=84 93 17 52 136 16 34 28 14 136 6 20 12 15 12 114 136 16 35 108 57 124 98 52 9 31 136 12 15 12
split_gain=799.802 843.063 707.122 842.478 855.123 842.45 764.075 683.168 1066.71 794.981 753.554 720.576 822.489 1776.33 1363.26 1070.63 903.346 1038.51 1065.03 1297.25 1204.11 1054.21 880.89 795.338 792.861 779.598 773.453 771.018 911.154 726.853
threshold=0.865704506635666 -0.84303349256515492 9.5450000762939471 0.34499999880790716 0 5.4100000858306894 10.150000095367433 1027.2500000000002 2.554999947547913 1 1.6500000357627871 4.3450000286102304 1.1150000095367434 1.5049999952316286 1.5549999475479128 -0.80382624268531788 2 10.960000038146974 13.84999990463257 0.3489797711372376 273.51344299316412 0.1650413200259209 1.0000000180025095e-35 0.84499999880790722 6.6499998569488534 1012.3500061035157 3 1.3849999904632571 1.1349999904632571 0.63499999046325695
decision_type=2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2
left_child=7 -2 3 -3 5 -5 -6 9 -9 10 -1 -11 16 27 24 -16 23 25 19 -19 26 -22 -17 -13 -15 -18 29 28 -14 -21
right_child=1 2 -4 4 6 -7 -8 8 -10 11 -12 12 13 14 15 22 17 18 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.012602871214523468 -0.0093364934328168288 -0.0084787833379802637 -0.0046923921122182643 0.077138185481820262 0.020570309588815047 0.011423056139553521 -0.0015102892361286105 0.020424100050104491 -0.0037527828181639282 -0.01037630756382437 -0.0017351205373069098 -0.0030944145389080364 -0.0079268704930427532 0.0046182603856609172 0.0026112314544698579 -0.0018632813218874219 0.027977951240637879 -0.022533277270899262 0.0073030261639936075 -0.087479612260207618 -0.016901156865353813 0.072910440075050348 -0.051550378276851917 0.011883088661814444 0.015883976959652223 0.0097346367380858802 -0.0090229102368390313 -0.007281951250430645 0.0019595955650344942 0.010406681514693055
leaf_weight=19038 40435 15372 75909 500 4343 19826 40028 10633 7991 14086 98354 58358 33359 52279 304983 200822 7563 7119 67815 193 476 1042 896 10451 22271 25946 13797 88433 77326 10912
leaf_count=19038 40435 15372 75909 500 4343 19826 40028 10633 7991 14086 98354 58358 33359 52279 304983 200822 7563 7119 67815 193 476 1042 896 10451 22271 25946 13797 88433 77326 10912
internal_value=4.30426e-05 -0.00290269 -0.00123482 0.00204311 0.00454311 0.0130332 0.000650796 0.00055319 0.0100505 0.000394629 -0.0034973 0.000852393 0.00101313 0.000274645 0.00167087 0.000742063 0.00384266 0.00622093 0.00369855 -0.00358961 0.00151486 0.0447482 -0.00208398 -0.000819449 0.00798377 0.0138522 -0.0011206 -0.00380111 -0.00102005 0.00869763
internal_weight=1.33056e+06 196413 155978 80069 64697 20326 44371 1.13414e+06 18624 1.11552e+06 117392 998127 984041 780369 581251 506701 203672 134863 101354 33539 26420 1518 201718 68809 74550 33509 24902 199118 110685 11105
internal_count=1330556 196413 155978 80069 64697 20326 44371 1134143 18624 1115519 117392 998127 984041 780369 581251 506701 203672 134863 101354 33539 26420 1518 201718 68809 74550 33509 24902 199118 110685 11105
cat_boundaries=0 1 2 3 4
cat_threshold=3588 128 6172 67
is_linear=0
shrinkage=0.05


Tree=116
num_leaves=31
num_cat=0
split_feature=68 103 30 12 52 83 8 32 39 7 14 52 78 42 114 67 12 23 67 28 30 12 123 40 30 30 42 35 118 123
split_gain=748.061 778.641 1249.21 1240.6 1073.65 809.919 1252.34 864.669 846.577 842.645 799.542 794.006 767.89 767.314 842.364 764.385 695.93 668.771 989.488 1159.85 1054.76 784.99 735.911 892.898 818.17 711.573 709.752 840.808 765.547 747.992
threshold=305.65556335449224 -0.35087849199771876 1016.2500000000001 1.0649999976158144 1.9149999618530276 308.43438720703131 10.250000000000002 9.9499998092651385 10.650000095367433 3.8500000238418584 0.99500000476837169 4.2149999141693124 0.81499999761581432 1.0000000180025095e-35 -0.72534674406051625 2.2749999761581425 1.6349999904632571 5.6449999809265146 1.544999957084656 1022.2500000000001 1016.5499877929689 0.94499999284744274 -0.71322327852249134 12.050000190734865 1009.2500000000001 996.95001220703136 10.84999990463257 13.550000190734865 -0.0087262028828264185 -0.14780378341674802
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 8 7 -7 10 -9 -3 -5 -6 14 -4 -11 -12 18 19 20 25 -19 23 24 -23 -10 27 28 -22 -29
right_child=-2 5 13 11 12 6 -8 9 17 15 16 -13 -14 -15 -16 -17 -18 21 -20 -21 26 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0032267263352936653 -0.0031771616179739866 -0.028103333325423564 -0.0093641555356401129 -0.014515260114236931 -0.026804208705490204 0.023019657380620874 -0.0048210197796062478 -0.00049209035905344717 -0.017645173675156053 -0.0019958777304991183 0.0052300085809867964 0.00093978419715129522 0.021650898592510889 0.0025505652339166043 -0.032168854862540119 0.014141201508648444 -0.0057113623742398711 0.0067814271448560825 0.0079759175378824165 0.020354495887828516 -0.024966530487726356 0.0090047158816021228 0.002031168570257254 0.0044102104076053422 -0.0048265530882830683 -0.00056060963818268812 -0.019064511748828533 -0.00073141149628919231 -0.0030703309779637217 0.036996216351668505
leaf_weight=10786 159008 3387 8735 16395 879 8608 24752 28116 6487 9377 18569 16853 11712 4946 7549 33755 66869 64276 21970 4981 6465 11669 477077 45325 127704 100778 16479 4806 10435 1808
leaf_count=10786 159008 3387 8735 16395 879 8608 24752 28116 6487 9377 18569 16853 11712 4946 7549 33755 66869 64276 21970 4981 6465 11669 477077 45325 127704 100778 16479 4806 10435 1808
internal_value=4.08871e-05 0.000477656 -0.00435363 -0.000475559 0.00835056 0.000821573 0.00500544 0.00805122 0.000379078 0.00624278 -0.00427788 -0.00668129 0.0182682 -0.0146973 -0.019936 0.010633 -0.00333338 0.000838561 -0.00194354 -0.00337504 -0.00417769 0.0015061 0.000993725 -0.001686 -0.00366853 -0.00159382 -0.0111079 -0.00553175 -0.0114466 0.0095818
internal_weight=1.33056e+06 1.17155e+06 77855 56625 23377 1.09369e+06 104608 79856 989085 71248 88825 33248 12591 21230 16284 43132 85438 900260 174209 152239 147258 726051 661775 184698 139373 107265 39993 23514 16900 6614
internal_count=1330556 1171548 77855 56625 23377 1093693 104608 79856 989085 71248 88825 33248 12591 21230 16284 43132 85438 900260 174209 152239 147258 726051 661775 184698 139373 107265 39993 23514 16900 6614
is_linear=0
shrinkage=0.05


Tree=117
num_leaves=31
num_cat=3
split_feature=76 79 101 108 17 25 21 52 17 16 16 110 136 18 35 20 123 40 30 30 119 136 35 64 52 103 39 14 17 136
split_gain=714.02 1360.82 1246.04 1046.16 1145.29 1071.27 974.42 844.478 799.795 1158.5 870.302 781.359 771.233 744.949 736.611 704.753 967.301 1269.13 1393.66 845.109 803.929 735.495 813.558 689.113 1327.62 1113.01 740.196 778.253 728.049 682.936
threshold=7.4849998950958261 6.0750000476837167 -0.79078581929206837 -0.21209973841905591 14.039999961853029 264.50000000000006 6.5050001144409189 2.0349999666213994 18.219999313354496 15.405000209808351 18.219999313354496 0.15927354991436007 0 19.524999618530277 13.150000095367433 5.9149999618530282 -0.8338540494441985 11.050000190734865 1.0000000180025095e-35 1015.7500000000001 -0.061046212911605828 1 13.449999809265138 3.9250000715255742 2.1550000905990605 -0.38562896847724909 10.550000190734865 0.78499999642372142 12.699999809265138 2
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1
left_child=1 8 -2 4 -4 -5 11 -8 10 -10 13 -3 14 15 -7 16 -1 18 -18 29 21 -20 -23 26 -25 -26 27 -17 -27 -19
right_child=2 6 3 5 -6 12 7 -9 9 -11 -12 -13 -14 -15 -16 23 17 19 20 -21 -22 22 -24 24 25 28 -28 -29 -30 -31
leaf_value=0.0021061475581632817 -0.021533145180989349 0.0012861515790601012 0.010211320283177391 -0.013994722546519492 -0.00848608783574273 0.004399585862573962 -0.0097337713183488113 0.0054140313881253059 0.047342387031656379 0.0061960493378475879 0.020014529167604909 0.018111998588677177 -0.0041034225173452324 0.099580959587564633 -0.0025314086026073323 -0.05823467583136082 -0.018894567987588987 0.012771464752609058 0.0017058294756687642 -0.018228344176333084 0.0039936456093337272 -0.025508596809343555 -0.0015676112353837349 -0.021844314194120251 -0.025901984041933203 0.0064327413100593233 0.0019275508542625592 -0.0043407236353338969 -0.0038888048530771875 -0.0083619323749276088
leaf_weight=75723 7823 9691 34435 18630 10746 75365 11182 51932 1954 13739 5357 23956 157960 187 78018 682 10100 4311 14690 22270 60219 7544 6700 8819 4353 28004 471469 37615 43817 33265
leaf_count=75723 7823 9691 34435 18630 10746 75365 11182 51932 1954 13739 5357 23956 157960 187 78018 682 10100 4311 14690 22270 60219 7544 6700 8819 4353 28004 471469 37615 43817 33265
internal_value=3.88428e-05 0.000775198 -0.00178308 -0.00137124 0.00576427 -0.00234825 0.00639383 0.00273027 0.000136207 0.0113193 -7.39377e-05 0.0132658 -0.00165136 -0.000203629 0.00087409 -0.000226122 -0.00254544 -0.00475936 -0.00129171 -0.0105104 0.000702491 -0.00614724 -0.0142374 0.000689588 -0.00347852 -0.00135223 0.00138453 -0.00530048 0.000135709 -0.00593618
internal_weight=1.33056e+06 947579 382977 375154 45181 329973 96761 63114 850818 15693 835125 33647 311343 829768 153383 829581 234822 159099 99253 59846 89153 28934 14244 594759 84993 76174 509766 38297 71821 37576
internal_count=1330556 947579 382977 375154 45181 329973 96761 63114 850818 15693 835125 33647 311343 829768 153383 829581 234822 159099 99253 59846 89153 28934 14244 594759 84993 76174 509766 38297 71821 37576
cat_boundaries=0 1 2 3
cat_threshold=7940 7756 75
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
station_id=435
apd_lag_1=274
dpd_lag_1=232
ground_energy_lag_1=198
pres_lag_1=197
wvht_lag_1=193
dpd_lag_3=150
pres_lag_12=109
dpd_lag_6=99
wind_energy_lag_1=90
dpd_lag_12=75
wvht_lag_12=49
mid_energy_lag_1=44
atmp_lag_1=41
gst_lag_1=39
pres_lag_6=39
wdir_sin_lag_1=37
wind_quality_lag_1=35
mwd_cos_lag_1=34
mwd_lag_1=31
wtmp_lag_1=31
wind_dir_lag_1=31
mwd_cos_lag_3=31
wtmp_lag_12=29
ground_dir_cos_lag_12=29
mid_dir_cos_lag_12=29
wdir_sin_lag_12=29
apd_lag_3=27
wvht_lag_6=25
mwd_lag_3=25
pres_lag_3=25
atmp_lag_12=24
mwd_lag_12=22
wtmp_lag_6=22
ground_energy_lag_3=22
bar_lag_1=22
dewp_lag_1=21
wdir_lag_1=20
wspd_lag_1=20
wvht_lag_3=20
apd_lag_12=20
wspd_lag_6=19
wind_dir_cos_lag_1=19
wdir_sin_lag_3=19
gst_lag_6=18
wdir_sin_lag_6=18
mid_energy_lag_12=17
mwd_sin_lag_1=17
wspd_lag_12=16
wind_dir_cos_lag_3=16
atmp_lag_3=15
wtmp_lag_3=14
bar_lag_12=14
mwd_lag_6=13
ground_dir_cos_lag_3=13
wind_dir_sin_lag_1=13
mwd_sin_lag_12=13
wdir_cos_lag_1=13
mid_dir_lag_12=12
mwd_cos_lag_6=12
gst_lag_12=11
ground_dir_lag_1=11
wind_energy_lag_12=11
wind_dir_lag_3=11
wind_dir_lag_12=11
mwd_cos_lag_12=11
apd_lag_6=10
dewp_lag_12=10
wind_dir_cos_lag_6=10
wind_dir_cos_lag_12=10
wspd_lag_3=9
dewp_lag_3=9
ground_energy_lag_12=9
mwd_sin_lag_6=9
wdir_lag_12=8
atmp_lag_6=8
ground_dir_cos_lag_6=8
mwd_sin_lag_3=8
bar_lag_6=8
wind_dir_sin_lag_3=7
wdir_cos_lag_6=7
wdir_cos_lag_12=7
wdir_lag_6=6
gst_lag_3=6
mid_dir_lag_1=6
mid_quality_lag_12=6
wind_dir_lag_6=6
ground_dir_sin_lag_3=6
dewp_lag_6=5
ground_dir_cos_lag_1=5
mid_dir_sin_lag_1=5
mid_dir_cos_lag_1=5
mid_dir_cos_lag_3=5
mid_dir_cos_lag_6=5
wdir_cos_lag_3=5
wind_quality_lag_3=4
bar_lag_3=4
ground_dir_lag_12=3
mid_energy_lag_6=3
wind_energy_lag_6=3
ground_dir_sin_lag_1=3
mid_dir_sin_lag_3=3
ground_dir_lag_3=2
mid_energy_lag_3=2
mid_dir_lag_3=2
mid_quality_lag_6=2
wind_energy_lag_3=2
mid_dir_sin_lag_12=2
wind_dir_sin_lag_6=2
wind_dir_sin_lag_12=2
wd_lag_3=2
wdir_lag_3=1
ground_dir_lag_6=1
ground_quality_lag_1=1
ground_quality_lag_12=1
mid_quality_lag_1=1
mid_quality_lag_3=1
wind_quality_lag_6=1
ground_dir_sin_lag_12=1
mid_dir_sin_lag_6=1

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l1]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 2000]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 8]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 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]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 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: 136]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[["46011", "46012", "46013", "46014", "46022", "46025", "46026", "46027", "46028", "46042", "46047", "46053", "46054", "46069", "46086"]]