surfe_diem_v1_usa_southwest_dpd_12h_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] [0:22.399999618530273] [0:21.600000381469727] [0:21.899999618530273] [0:29.299999237060547] [0:30.799999237060547] [0:28] [0:26.700000762939453] [0:10.899999618530273] [0:9.5900001525878906] [0:10.609999656677246] [0:10.899999618530273] [0:23.530000686645508] [0:25] [0:23.530000686645508] [0:23.530000686645508] [0:19.340000152587891] [0:18.389999389648438] [0:18.370000839233398] [0:18.340000152587891] [0:472] [0:455] [0:468] [0:472] [0:1038.5999755859375] [0:1039.9000244140625] [0:1039.4000244140625] [0:1038.5] [0:27.799999237060547] [-0.30000001192092896:27.799999237060547] [0:27.799999237060547] [0:25] [0:24.5] [0:24.700000762939453] [0:25] [0:25] [-7.4000000953674316:22.700000762939453] [-9.6000003814697266:23.299999237060547] [-9.6000003814697266:23.200000762939453] [-7.9000000953674316:22.899999618530273] none none none none none none none none [0:981.15997314453125] [0:934.55999755859375] [0:1203.780029296875] [0:735.69000244140625] [0:359.96115112304688] [0:359.78131103515625] [0:359.962646484375] [0:359.9815673828125] [0:0.97054922580718994] [0:0.96870046854019165] [0:0.97054922580718994] [0:0.96610343456268311] [0:271.04000854492188] [0:305.97000122070312] [0:346.17999267578125] [0:346.17999267578125] [0:359.90142822265625] [0:359.99029541015625] [0:359.90997314453125] [0:359.99029541015625] [0:0.97000002861022949] [0:0.96732741594314575] [0:0.97000002861022949] [0:0.9684564471244812] [0:110.05999755859375] [0:115.08999633789062] [0:118.75] [0:116.66000366210938] [0:359.93356323242188] [0:359.9677734375] [0:359.99649047851562] [0:359.98101806640625] [0:185.10891723632812] [0:0.95513111352920532] [0:740.2547607421875] [0:0.95122450590133667] [-1:0.99999994039535522] [-1:0.99999994039535522] [-1:0.99999994039535522] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.99994510412216187] [-1:0.99999934434890747] [-1:0.99999934434890747] [-1:0.99996799230575562] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.99999880790710449] [-1:0.99999016523361206] [-1:0.99999558925628662] [-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] [-1:1] [0:360] [0:360] [0:360] [0:360] [0:1033.4000244140625] [0:1032.4000244140625] [0:1032.9000244140625] [0:1032.199951171875] -1:0:5:6:7:9:11:8:10:4:3:2:1:12
tree_sizes=2953 3120 3119 3096 3116 3135 3110 3118 3126 3112 3111 3122 3139 3120 3123 3127 3127 3125 3124 3114 3084 3125 3149 3110 3139 3128 3137 3119 3118 3120 3138 3136 3165 3118 3098 3118 3132 3130 3139 3119 3142 3115 3144 3132 3135 3105 3131 3137 3143 3123 3131 3159 3137 3144 3161 3141 3160 3137 3151 3161 3174 3163 3135 3183 3153 3146 3142 3176 3156 3164 3187 3179 3137 3155 3163 3171 3181 3161 3191 3152 3168 3161 3173 3184 3175 3148 3151 3160 3210 3173 3162 3171 3175 3195 3198 3159 3186 3169 3156 3174 3176 3194 3162 3193 3186 3153 3163 3168 3161 3163

Tree=0
num_leaves=31
num_cat=0
split_feature=16 16 20 17 17 16 17 20 19 20 20 20 20 16 17 17 17 52 17 52 16 17 52 20 20 20 16 19 20 52
split_gain=3.76374e+06 638907 502473 198001 141054 111718 102797 86922.4 57684 52095.8 45301.2 39644.7 33564.9 27855.3 25989.3 19948.9 19541.8 17158.2 15136.7 14633.5 13127.1 13064.8 12933.6 11609.4 11481.5 11048.5 10516.6 10106.9 10056.5 10045.7
threshold=10.960000038146974 15.405000209808351 6.3150000572204599 13.344999790191652 9.5450000762939471 18.219999313354496 10.405000209808351 6.4749999046325692 8.0099999904632586 6.4149999618530282 6.2950000762939462 7.0950000286102304 5.3150000572204599 12.309999942779543 17.029999732971195 15.405000209808351 15.405000209808351 3.5349999666213994 15.405000209808351 1.7050000429153445 20.524999618530277 11.775000095367433 4.8550000190734872 5.555000066757203 8.3350000381469744 5.3150000572204599 14.550000190734865 10.405000209808351 5.3750000000000009 5.4449999332427987
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 4 7 8 10 11 23 12 25 21 17 -1 24 -12 29 26 27 28 -10 -7 -3 -13 -2 -9 -5 -11 -4 -6 -8
right_child=1 5 6 9 18 20 15 13 19 16 14 22 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=11.23391633808078 11.385523779591864 11.464239798177671 11.334005379706598 11.439455825503799 11.325532870582878 11.679538687866955 11.417009845239246 11.44671991181246 11.299340521985084 11.513339023662729 11.578334732104246 11.387008172546723 11.282151786513639 11.491826959032464 11.630962665991706 11.521948257387896 11.568286568102957 11.392539287449702 11.435357201093215 11.341771233784439 11.770430733586414 11.54386701038961 11.440123574476381 11.425629856056778 11.48050577409305 11.488539607649244 11.539825446480121 11.377139585405979 11.367047464972623 11.45627447183675
leaf_weight=62271 27919 6541 78829 15873 21334 17593 67784 87504 91258 105409 70363 57100 85701 101530 35191 5825 27534 19849 6233 26141 5131 24247 14339 51014 35286 41282 58153 16407 46131 21443
leaf_count=62271 27919 6541 78829 15873 21334 17593 67784 87504 91258 105409 70363 57100 85701 101530 35191 5825 27534 19849 6233 26141 5131 24247 14339 51014 35286 41282 58153 16407 46131 21443
internal_value=11.4306 11.5091 11.3406 11.4837 11.2996 11.5974 11.39 11.4566 11.2826 11.5168 11.5803 11.3684 11.2619 11.4725 11.5959 11.4323 11.5293 11.3503 11.3608 11.3088 11.7001 11.5269 11.3977 11.4114 11.4564 11.4749 11.5228 11.3414 11.3539 11.4264
internal_weight=1.33122e+06 710570 620645 551504 339069 159066 281576 303253 265371 248251 136342 186524 147972 224320 105554 95052 191096 115085 73698 117399 22724 30788 71439 78933 122790 57155 163562 95236 67465 89227
internal_count=1331215 710570 620645 551504 339069 159066 281576 303253 265371 248251 136342 186524 147972 224320 105554 95052 191096 115085 73698 117399 22724 30788 71439 78933 122790 57155 163562 95236 67465 89227
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=1
split_feature=16 16 17 17 16 21 21 21 21 17 17 19 17 21 52 16 136 52 17 52 21 21 16 21 23 17 4 21 19 16
split_gain=3.39678e+06 576613 452758 178696 100826 94583 87594.4 66873.3 42715.1 39524.2 38780.3 38258.1 31481.9 26199.6 24957.6 24271.6 19300.1 17626.3 16112.5 15359.8 14218.4 13488.8 11847.2 11438 11240.1 10382.3 10280.9 9873.31 9059.72 8606.22
threshold=10.960000038146974 15.405000209808351 8.7100000381469744 13.344999790191652 18.219999313354496 7.0950000286102304 5.8150000572204599 6.6349999904632577 6.8350000381469735 10.405000209808351 17.029999732971195 9.5450000762939471 11.775000095367433 6.3750000000000009 3.3349999189376835 12.309999942779543 0 2.3349999189376835 15.405000209808351 5.1449999809265146 5.6549999713897714 6.5950000286102304 20.524999618530277 5.7349998950958261 4.8750000000000009 15.405000209808351 6.9500000476837167 5.5950000286102304 10.405000209808351 14.550000190734865
decision_type=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 2 2
left_child=2 3 6 7 10 9 11 23 26 17 13 16 19 -3 21 -9 24 27 29 28 -11 -8 -6 -2 -1 -22 -5 -4 -7 -10
right_child=1 4 5 8 22 12 14 15 18 20 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 25 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.21299662583359733 -0.033559196496140545 0.081604152943330233 -0.12834585543019192 0.061182438622987591 0.23639916051859944 -0.048263026643034668 -0.118667622506186 0.024485736984127243 0.080254819632160884 -0.071739419458857659 0.18185695829502491 -0.10398220267964929 0.043947138606873784 0.14058248250697691 -0.046504256544268874 0.058343980920018169 -0.14766908296532708 -0.048443633618824256 0.13239943970896847 0.014276954884927716 -0.032469569665344186 -0.075208082445860025 0.32274661372451846 0.0029123819182793787 -0.17003217731926787 0.042753644328404471 0.01888956582162753 -0.086752560029733139 -0.015115650270072074 0.1054850477864458
leaf_weight=23613 35864 26051 17335 55511 17593 43993 77520 117203 96010 23952 42359 30600 21200 67932 19236 96522 71791 26938 25179 21994 51977 23197 5131 53664 42842 5031 19388 80637 38789 52163
leaf_count=23613 35864 26051 17335 55511 17593 43993 77520 117203 96010 23952 42359 30600 21200 67932 19236 96522 71791 26938 25179 21994 51977 23197 5131 53664 42842 5031 19388 80637 38789 52163
internal_value=-0.000123878 0.0745206 -0.0855835 0.0503313 0.158388 -0.0457443 -0.131361 0.0245801 0.0817878 -0.0666255 0.142137 -0.154571 -0.0116202 0.124234 -0.0986909 0.0397767 -0.165768 -0.0842632 0.0954207 -0.0228635 -0.039413 -0.108658 0.255896 -0.0116978 -0.185271 -0.0258311 0.0502347 -0.094112 -0.0327312 0.0891369
internal_weight=1.33122e+06 710570 620645 551504 159066 331846 288799 303253 248251 205870 136342 168846 125976 93983 119953 213725 138246 124910 173352 104776 80960 100717 22724 89528 66455 57008 74899 97972 82782 148173
internal_count=1331215 710570 620645 551504 159066 331846 288799 303253 248251 205870 136342 168846 125976 93983 119953 213725 138246 124910 173352 104776 80960 100717 22724 89528 66455 57008 74899 97972 82782 148173
cat_boundaries=0 1
cat_threshold=2188
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=1
split_feature=16 16 20 17 18 16 17 20 20 20 20 20 17 16 16 17 17 19 52 20 136 52 17 16 52 17 19 20 52 18
split_gain=3.06559e+06 520393 414871 161273 118374 90995.3 81868.1 73062.6 44157.5 39634.5 38309.3 31554.5 25687.9 21407.8 21125.8 17749.7 16985.1 15450.5 14041.3 13894.8 13459 11810.9 11385.8 10692.1 10390.5 9244.63 8907.94 8853.6 8765.5 8563.27
threshold=10.960000038146974 15.405000209808351 6.3350000381469735 13.344999790191652 8.7100000381469744 18.219999313354496 10.405000209808351 6.7349998950958261 6.0750000476837167 5.3350000381469735 6.2950000762939462 7.1150000095367441 10.405000209808351 17.029999732971195 12.309999942779543 14.550000190734865 15.405000209808351 9.5450000762939471 3.8649998903274541 5.7550001144409189 0 2.5749999284744267 10.405000209808351 20.524999618530277 5.2149999141693124 17.029999732971195 10.405000209808351 8.805000305175783 1.3550000190734866 11.775000095367433
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 2 2 2 2
left_child=2 3 4 7 9 10 11 19 -5 20 22 18 28 -12 27 -10 29 21 26 -2 -1 -11 -3 -7 -13 -17 -4 -9 -6 -8
right_child=1 5 6 8 12 23 16 14 15 17 13 24 -14 -15 -16 25 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.13905380021865302 -0.036563661166000544 0.022762828178539019 -0.086037657975972182 0.031481548495459886 -0.10456060182495529 0.22457920188034591 -0.012982033937262572 0.019408830050949802 0.071653441662353171 -0.13594278568842327 0.13290230911274861 -0.037903479588726002 -0.045246233520995188 0.18018252519555852 0.057743774252831226 0.098034859811530956 0.085373947286720611 -0.08146943710066977 -0.030591284809058289 0.0023877471633889044 -0.18084058382302312 -0.088660546271517399 0.10058598000980914 0.30660927390287296 0.012011686265170051 0.16998057395138333 -0.045888317739730178 0.057575603583310736 -0.068225368837704845 0.02175872374122265
leaf_weight=30097 36798 5788 79298 42777 58880 17593 63945 93954 96172 101343 68848 56404 39525 36706 93775 104638 5745 19289 17711 60600 56040 15187 25000 5131 12790 4664 16730 18126 23114 24547
leaf_count=30097 36798 5788 79298 42777 58880 17593 63945 93954 96172 101343 68848 56404 39525 36706 93775 104638 5745 19289 17711 60600 56040 15187 25000 5131 12790 4664 16730 18126 23114 24547
internal_value=-0.000117739 0.0707945 -0.0813045 0.0478147 -0.118027 0.150469 -0.0357974 0.0233511 0.0776984 -0.139746 0.13503 -0.0553012 -0.0783569 0.149344 0.0402326 0.0873201 0.0020634 -0.122919 -0.0714981 -0.0123285 -0.166277 -0.129781 0.0859556 0.243101 -0.028677 0.101105 -0.0790428 0.0255813 -0.0943177 -0.00334522
internal_weight=1.33122e+06 710570 620645 551504 343475 159066 277170 303253 248251 221956 136342 182933 121519 105554 205855 205474 94237 135819 113739 97398 86137 116530 30788 22724 69194 109302 96028 112080 81994 88492
internal_count=1331215 710570 620645 551504 343475 159066 277170 303253 248251 221956 136342 182933 121519 105554 205855 205474 94237 135819 113739 97398 86137 116530 30788 22724 69194 109302 96028 112080 81994 88492
cat_boundaries=0 1
cat_threshold=4723
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=16 16 20 17 19 17 16 20 20 20 20 20 17 17 20 17 17 17 52 17 17 20 17 23 16 52 52 16 19 20
split_gain=2.76671e+06 469655 374662 145833 103110 84505.7 82123.3 55250 46350.6 38863 34593.2 33913.4 25738.9 19685.3 17437 16374.3 16034.8 14925.8 14600.6 13531.1 12512.7 12092.7 10911.1 10495.9 10021.9 9669.48 9655.6 9649.63 9214.65 7981
threshold=10.960000038146974 15.405000209808351 6.2349998950958261 12.309999942779543 9.5450000762939471 10.405000209808351 18.219999313354496 7.1549999713897714 6.5750000476837167 5.4349999427795419 6.3550000190734872 7.0950000286102304 14.550000190734865 16.335000038146976 5.3150000572204599 12.309999942779543 11.269999980926515 10.405000209808351 3.2350000143051152 14.550000190734865 11.269999980926515 8.3350000381469744 10.405000209808351 4.9549999237060556 13.344999790191652 4.8550000190734872 3.0449999570846562 20.524999618530277 10.405000209808351 7.7750000953674325
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 4 8 9 11 10 14 -2 20 22 18 24 -12 -5 29 26 -6 28 -16 23 -10 -3 -1 -9 -13 -11 -8 -4 -7
right_child=1 6 5 7 17 15 27 12 21 16 13 25 -14 -15 19 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.1805361175719139 -0.024242004351297666 0.02227417089139359 -0.085558261351036058 -0.0025598626926404363 -0.085354581155186182 -0.021581107586912934 0.21335023917602514 0.053950398972860109 0.018082521723835229 -0.12310422327472736 0.12679682882244575 -0.037110529195634734 0.10201035402384709 0.17280032638908996 0.033029441178498584 0.037896116509467372 -0.031820916266443497 -0.043646743718753295 -0.035866084448309632 0.069746210134327066 -0.080171114207902697 0.05013793924223145 0.096972028926571502 -0.14679808992416232 0.080995649513278714 0.0088158010692066836 -0.076199382373271826 0.29127881517072934 -0.046065060405487669 0.013190422478839751
leaf_weight=38045 62116 6004 87359 21215 63057 50700 17593 71871 99077 106435 68927 57100 83749 35094 65514 23066 5618 32510 24284 40669 5159 41848 26317 58499 65445 14339 12233 5131 17775 24466
leaf_count=38045 62116 6004 87359 21215 63057 50700 17593 71871 99077 106435 68927 57100 83749 35094 65514 23066 5618 32510 24284 40669 5159 41848 26317 58499 65445 14339 12233 5131 17775 24466
internal_value=-0.000111972 0.0672548 -0.0772395 0.045424 -0.114706 -0.0369589 0.142945 0.0650502 0.0117411 -0.133118 0.128278 -0.0555453 0.0801642 0.142317 0.0388239 0.00104514 -0.114361 -0.0711664 -0.0708098 0.0470923 -0.156039 0.0276015 0.083096 -0.160093 0.0668402 -0.0278923 -0.118269 0.230946 -0.0788811 -0.0102632
internal_weight=1.33122e+06 710570 620645 551504 321556 299089 159066 348463 203041 225989 136342 200857 221065 104021 127398 98232 124286 95567 129418 106183 101703 140925 32321 96544 137316 71439 118668 22724 105134 75166
internal_count=1331215 710570 620645 551504 321556 299089 159066 348463 203041 225989 136342 200857 221065 104021 127398 98232 124286 95567 129418 106183 101703 140925 32321 96544 137316 71439 118668 22724 105134 75166
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=2
split_feature=16 16 17 17 20 20 16 20 20 17 20 19 17 52 52 17 20 136 20 17 20 20 20 16 20 18 52 16 136 17
split_gain=2.49695e+06 423864 340389 132524 79955.5 76603.4 74116.3 60409.6 37043.8 33606.3 31386.7 27341.4 21657.3 18408.5 18228 18225.6 16946 15412.3 14024.9 12906.8 12099 11785.1 11625.1 11554.8 10692.9 9700.02 9615.56 8708.79 7780.51 7641.78
threshold=10.960000038146974 15.405000209808351 8.7100000381469744 13.344999790191652 5.8750000000000009 7.2550001144409189 18.219999313354496 6.8750000000000009 6.8150000572204599 11.269999980926515 5.8550000190734872 8.7100000381469744 17.029999732971195 2.3349999189376835 4.7149999141693124 11.775000095367433 9.0150003433227557 0 5.7950000762939462 15.405000209808351 5.5150001049041757 6.5950000286102304 5.7149999141693124 12.699999809265138 5.4749999046325692 10.405000209808351 6.5150001049041757 20.524999618530277 1 11.269999980926515
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 2 2 1 2
left_child=2 3 4 7 11 9 10 18 24 13 -3 17 29 20 21 26 23 -1 -2 -10 -4 -6 -11 -9 -5 -22 -7 -8 -13 -12
right_child=1 6 5 8 14 15 27 16 19 22 12 28 -14 -15 -16 -17 -18 -19 -20 -21 25 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.16357706867947841 -0.033097701164293523 0.063629865640637176 -0.10985750626819915 0.010241946217257256 -0.097838728688761006 -0.020217364086047736 0.20268274002983713 0.019353411119959692 0.077322045527516717 -0.052643373460078781 0.074995432928378264 -0.053072477428764857 0.16277363563703717 -0.035857416270116772 -0.022724772945633218 0.04350912146733027 0.069379901743625988 -0.12918848276254899 0.0044598911896363931 0.11608036909723998 -0.076571327490158797 -0.059672574534900796 -0.0060546814539327474 0.046513552513231658 0.052515912339204468 -0.041162903454844586 0.024022804321309269 0.2767148732221329 -0.10939222157233253 0.12259172874384522
leaf_weight=62885 38794 19781 21102 20653 74415 70943 17593 93317 148226 20625 9607 7522 37938 38505 12167 17441 34479 69155 69188 25120 85182 27776 38170 67475 54252 25024 14854 5131 34879 69016
leaf_count=62885 38794 19781 21102 20653 74415 70943 17593 93317 148226 20625 9607 7522 37938 38505 12167 17441 34479 69155 69188 25120 85182 27776 38170 67475 54252 25024 14854 5131 34879 69016
internal_value=-0.000106374 0.0638921 -0.0733775 0.0431528 -0.11307 -0.0388341 0.135798 0.0209767 0.0702422 -0.0549777 0.121864 -0.134371 0.131747 -0.066258 -0.080577 -0.0030861 0.0375717 -0.145588 -0.00903318 0.0829386 -0.0751727 -0.087465 -0.0223978 0.0307509 0.04086 -0.0685313 -0.0125581 0.219399 -0.0994393 0.116776
internal_weight=1.33122e+06 710570 620645 551504 288799 331846 159066 303253 248251 228608 136342 174441 116561 169813 114358 103238 195271 132040 107982 173346 131308 102191 58795 160792 74905 110206 85797 22724 42401 78623
internal_count=1331215 710570 620645 551504 288799 331846 159066 303253 248251 228608 136342 174441 116561 169813 114358 103238 195271 132040 107982 173346 131308 102191 58795 160792 74905 110206 85797 22724 42401 78623
cat_boundaries=0 1 2
cat_threshold=2188 34
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=1
split_feature=17 17 20 20 19 17 18 18 20 18 20 20 20 20 116 18 20 53 24 18 136 18 23 18 17 18 20 20 20 116
split_gain=2.13801e+06 361216 324161 116369 91676.2 71417.3 55757.8 53020.1 42124.8 39107.3 28842.4 26734.7 26491.9 15566.9 15024.7 13316.5 13178.3 12656.8 12268 11894.2 11632.7 11248.8 10594.5 10253.2 8683.13 8476.56 8182.43 7436.36 7426.47 7377.03
threshold=10.960000038146974 15.405000209808351 6.3949999809265146 7.5150001049041757 9.5450000762939471 18.219999313354496 10.405000209808351 13.344999790191652 5.4749999046325692 13.344999790191652 6.6749999523162851 7.4349999427795419 5.9149999618530282 5.4149999618530282 -0.43049471080303187 16.335000038146976 9.0450000762939471 3.1950000524520878 234.50000000000003 11.269999980926515 0 12.309999942779543 4.9549999237060556 9.5450000762939471 20.524999618530277 15.405000209808351 5.2950000762939462 5.3750000000000009 8.055000305175783 -0.33379416167736048
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 2 2 2 2
left_child=2 3 4 7 8 10 11 12 18 16 20 17 -2 -9 -10 -12 -5 29 -1 26 -3 28 -20 -16 -7 -11 -6 -22 -8 -4
right_child=1 5 6 9 19 24 21 13 14 25 15 -13 -14 -15 23 -17 -18 -19 22 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.068217168528714844 -0.03304423000082702 0.11824591767581064 -0.01572005037031643 0.035479232464646848 -0.096623443940821091 0.19106567553155074 -0.013729862528712953 0.0029806084837108271 -0.031535138256404312 0.075965501450314943 0.11303655138192464 -0.0081112109182854119 0.011536808376065235 0.05227858780253767 -0.10630157910229721 0.15195420817745686 0.071878226840596318 -0.02416472666862576 -0.16379882569509058 -0.031709309035790632 0.013718124879067876 0.035216857886458883 -0.13059592325613964 -0.06028604406491897 0.26512816086655161 0.10903907255202246 -0.059772218163457194 0.073528402867001033 0.024987445104055671 -0.066015572513541065
leaf_weight=5778 46901 11868 7892 106304 20785 17594 55348 19443 8096 116580 61727 41506 115112 90784 120475 34136 32460 27760 38543 27895 6818 22895 63784 13458 5106 23234 54719 21858 15956 95672
leaf_count=5778 46901 11868 7892 106304 20785 17594 55348 19443 8096 116580 61727 41506 115112 90784 120475 34136 32460 27760 38543 27895 6818 22895 63784 13458 5106 23234 54719 21858 15956 95672
internal_value=-1.12622e-05 0.0592479 -0.0678039 0.0400794 -0.0992106 0.125608 -0.026223 0.0168316 -0.115581 0.0627983 0.111943 -0.0430908 -0.00136892 0.0435829 -0.0976795 0.126895 0.0439938 -0.0541464 -0.1391 -0.0596091 0.0765894 0.00472478 -0.143102 -0.101678 0.207725 0.0814616 -0.0699167 0.0592872 -0.00506593 -0.0621828
internal_weight=1.33049e+06 709925 620562 550818 353533 159107 267029 272240 250134 278578 136407 172830 162013 110227 142029 95863 138764 131324 108105 103399 40544 94199 102327 133933 22700 139814 75504 28676 71304 103564
internal_count=1330487 709925 620562 550818 353533 159107 267029 272240 250134 278578 136407 172830 162013 110227 142029 95863 138764 131324 108105 103399 40544 94199 102327 133933 22700 139814 75504 28676 71304 103564
cat_boundaries=0 1
cat_threshold=32
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=2
split_feature=16 16 20 17 18 16 20 18 20 20 20 17 52 16 19 18 52 17 20 20 17 20 20 136 18 17 16 16 136 19
split_gain=2.0669e+06 351000 277147 108534 95226.7 62108 43293.2 42122.6 40527.3 33630.3 25794.5 19830.2 17915.4 15235.5 14173 13642.9 13106.7 11195.2 11059.2 9803 9666.17 9613.94 9612.84 9597.78 9310.77 9090.66 8040.94 7330.67 6225.99 6137.82
threshold=10.960000038146974 15.405000209808351 6.5350000858306894 12.699999809265138 9.5450000762939471 18.219999313354496 5.5350000858306894 10.405000209808351 7.1150000095367441 6.2149999141693124 6.555000066757203 14.550000190734865 4.7149999141693124 17.029999732971195 8.0099999904632586 14.550000190734865 2.6149998903274541 15.405000209808351 7.8949999809265146 5.2950000762939462 12.309999942779543 5.3150000572204599 7.4349999427795419 0 12.699999809265138 9.5450000762939471 13.344999790191652 20.524999618530277 1 8.7100000381469744
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 1 2 2 2 2 1 2
left_child=2 3 4 9 6 10 14 12 15 -2 24 26 22 -12 23 21 25 19 -11 -6 -9 -5 -4 -1 -3 29 -10 -7 -26 -8
right_child=1 5 7 8 17 27 16 20 11 18 13 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.1571583066965101 -0.027937505332449805 0.036168781268725324 -0.056496535917671481 -0.017218036823073889 -0.082179622634102847 0.18501088255864812 -0.10813164158871635 -0.0039915258782100317 0.045893614736814754 0.0099873516498652278 0.10994603354641182 0.088058733991024499 -0.00083540931737319962 0.15109718780799405 -0.10541819480159759 0.0557611435732462 -0.057781845462436768 0.028574390871660402 0.036800088889728653 -0.045389898690283682 0.041945100875881561 0.028933369936557703 -0.0233912577080586 -0.12310901820053866 0.11975433124724902 -0.057195633552783322 0.069994314827286366 0.25318942326350979 0.070648752697327052 -0.083201255578221944
leaf_weight=44784 44795 10705 91042 13593 24095 17574 85071 77649 72620 92517 64564 84905 23565 34517 41169 43976 26061 4229 65816 72860 13433 66436 28885 39667 11239 13212 66120 5083 15522 34783
leaf_count=44784 44795 10705 91042 13593 24095 17574 85071 77649 72620 92517 64564 84905 23565 34517 41169 43976 26061 4229 65816 72860 13433 66436 28885 39667 11239 13212 66120 5083 15522 34783
internal_value=-1.06547e-05 0.0582498 -0.0666722 0.0393486 -0.092724 0.12364 -0.107529 -0.0238108 0.0563146 0.0103116 0.110919 0.0690266 -0.0406915 0.124282 -0.129472 0.0333884 -0.0902071 -0.0510593 0.0211329 -0.0545328 0.00278332 0.0210945 -0.048523 -0.141198 0.0755784 -0.0965575 0.0573794 0.200306 0.0913431 -0.100897
internal_weight=1.33049e+06 709982 620505 550778 385931 159204 284747 234574 347650 203128 136547 223645 143492 99081 125620 124005 159127 101184 158333 96955 91082 80029 119927 84451 37466 133066 138740 22657 26761 119854
internal_count=1330487 709982 620505 550778 385931 159204 284747 234574 347650 203128 136547 223645 143492 99081 125620 124005 159127 101184 158333 96955 91082 80029 119927 84451 37466 133066 138740 22657 26761 119854
cat_boundaries=0 1 2
cat_threshold=2188 1056
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=1
split_feature=16 17 16 20 20 16 20 18 16 19 20 17 16 20 52 20 20 19 17 20 52 19 17 52 18 20 17 136 16 52
split_gain=1.86664e+06 349472 255681 104600 65104.9 56563 47234.5 27991.5 27901.3 24956.9 22443.3 20816.9 20263.3 15767 14624.8 14299.2 14060.6 10972.7 10367.3 9886.41 9736.2 9524.93 8207.21 7490.55 7439.94 7093.53 7008.25 6692.86 6615.93 6522.44
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.9349999427795419 7.3949999809265146 17.029999732971195 6.9349999427795419 13.344999790191652 13.344999790191652 8.7100000381469744 6.8750000000000009 11.775000095367433 18.219999313354496 6.9149999618530282 3.9850000143051152 5.7950000762939462 5.0350000858306894 10.405000209808351 15.405000209808351 5.3949999809265146 5.8550000190734872 11.269999980926515 16.335000038146976 2.5749999284744267 12.699999809265138 5.9349999427795419 14.550000190734865 0 20.524999618530277 5.9449999332427987
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 1 2 2
left_child=1 3 4 9 7 13 14 15 -6 16 17 20 25 24 18 -2 -1 23 21 -9 -8 -3 -13 -5 -4 -7 -21 -11 -14 -12
right_child=2 6 5 10 8 12 11 19 -10 27 29 22 28 -15 -16 -17 -18 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.14699057346969477 -0.022976884976521613 -0.058155572197874351 0.022654192966252054 -0.08346550195219675 0.042622002294007907 0.084824821174297196 -0.016122919067051451 0.0082298358434781723 0.075665550137557006 -0.04091297514067526 -0.039901293002584465 0.026864726823620757 0.1757603392505207 0.10679401374985704 0.0002851238925073654 0.017215472255703686 -0.11301638059387131 -0.037414243683072647 0.019427621554710617 0.037033778598758151 0.01898338895475532 -0.029416656226826727 0.13069090282341686 -0.050606705573194015 0.077541336679926076 0.14060446634395682 0.066415912330103077 -0.090933226514390231 0.24052994912202591 0.011188581937011992
leaf_weight=43148 30871 71707 8395 92681 115568 6656 92897 17450 142847 7785 46403 42320 17574 58489 22677 78147 103518 20296 6255 47306 25082 48218 1993 21337 23337 39670 35543 50015 5083 7219
leaf_count=43148 30871 71707 8395 92681 115568 6656 92897 17450 142847 7785 46403 42320 17574 58489 22677 78147 103518 20296 6255 47306 25082 48218 1993 21337 23337 39670 35543 50015 5083 7219
internal_value=-1.01557e-05 -0.0559161 0.0627278 -0.0872957 0.044099 0.117458 -0.0163421 0.0233721 0.0608879 -0.112045 -0.0603694 0.00231529 0.151542 0.0913982 -0.0366835 0.00583406 -0.123011 -0.0712868 -0.0433274 0.0424346 -0.00865942 -0.0466006 0.0315344 -0.0773164 0.0630204 0.13259 0.049639 -0.0842189 0.190291 -0.0330232
internal_weight=1.33049e+06 703551 626936 392402 467732 159204 311149 209317 258415 204466 187936 162292 68983 90221 148857 109018 146666 134314 126180 100299 117979 119925 44313 114018 31732 46326 82849 57800 22657 53622
internal_count=1330487 703551 626936 392402 467732 159204 311149 209317 258415 204466 187936 162292 68983 90221 148857 109018 146666 134314 126180 100299 117979 119925 44313 114018 31732 46326 82849 57800 22657 53622
cat_boundaries=0 1
cat_threshold=32
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=3
split_feature=16 17 20 16 18 19 17 20 20 16 20 20 18 20 17 18 20 17 52 136 20 136 20 20 52 17 20 52 136 17
split_gain=1.68648e+06 285851 229056 94508.8 61821.1 58350.3 47591.6 45007.3 37372.7 25503.3 24314.6 21727.3 15874.3 13575.5 11624.1 10925.3 10060.4 9736.98 9681.84 9207.26 8576.47 8239.49 8136.2 8059.07 7753.18 7408.29 7173.63 6944.01 6684.38 5752.85
threshold=10.960000038146974 15.405000209808351 6.1150000095367441 13.344999790191652 10.405000209808351 9.5450000762939471 18.219999313354496 5.7950000762939462 7.1749999523162851 17.029999732971195 7.0350000858306894 5.1549999713897714 17.029999732971195 8.1949996948242205 8.7100000381469744 12.309999942779543 9.0450000762939471 14.550000190734865 3.6350001096725468 0 5.1250000000000009 1 6.0750000476837167 5.7550001144409189 6.4049999713897714 9.5450000762939471 7.8150000572204599 1.7849999666213991 2 12.699999809265138
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2
left_child=2 3 5 8 10 11 12 21 15 13 18 28 23 -9 27 22 29 26 25 -7 -21 -5 -2 -3 -12 -4 -6 -13 -1 -10
right_child=1 6 4 7 17 19 -8 9 16 -11 24 14 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10604308584013951 -0.039387155641867677 0.049352449254538765 -0.071835870632251761 0.039425712879889697 -0.012916265888880682 -0.019067575284390226 0.18347029848502694 0.050604363212162995 0.016869382253630574 0.13204754626653081 -0.030419854411317795 -0.10847568169962676 0.12802825974578708 0.075676597530166353 -0.066982017700151844 0.0130968824900616 0.056007176013511441 0.054195302401651005 -0.027857651746524627 -0.093408634237658286 -0.054320236418001981 -0.0066366552805503676 -0.0043077226592474907 0.096220859857321761 0.01613093524466087 -0.042954179479376693 0.016881487163477173 -0.076597947553709994 -0.1412808044270295 0.037736316577995796
leaf_weight=19764 26697 10490 90032 15148 75196 13199 21490 119584 80076 13786 65000 94505 41966 98428 28357 49052 33643 7474 20942 18985 53801 27001 43401 73001 10372 29471 27616 20853 44938 56219
leaf_count=19764 26697 10490 90032 15148 75196 13199 21490 119584 80076 13786 65000 94505 41966 98428 28357 49052 33643 7474 20942 18985 53801 27001 43401 73001 10372 29471 27616 20853 44938 56219
internal_value=-9.69757e-06 0.0526168 -0.060225 0.0364089 -0.0313606 -0.0921974 0.114718 0.0574525 0.0164674 0.0660945 -0.0469231 -0.106495 0.102942 0.061924 -0.0956629 -0.00500252 0.0315208 -0.000906703 -0.0592177 -0.0575415 -0.0645069 0.00992556 -0.0176678 0.0903322 -0.024014 -0.0647133 -0.00491239 -0.102713 -0.130555 0.0254766
internal_weight=1.33049e+06 709982 620505 563035 326103 294402 146947 273947 289088 231798 215817 208417 125457 218012 143715 119150 169938 110286 140445 85985 72786 42149 70098 83491 75372 119503 102812 115358 64702 136295
internal_count=1330487 709982 620505 563035 326103 294402 146947 273947 289088 231798 215817 208417 125457 218012 143715 119150 169938 110286 140445 85985 72786 42149 70098 83491 75372 119503 102812 115358 64702 136295
cat_boundaries=0 1 2 3
cat_threshold=32 32 4723
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=16 17 16 20 20 16 20 18 17 18 52 52 52 20 20 20 17 18 80 17 16 8 20 20 20 118 29 16 20 17
split_gain=1.52373e+06 287400 210189 86020.9 53718.4 46745.8 38597.8 24171.5 21373.5 20241.9 18736.5 18598.6 18310.8 14421.6 12900.9 12557.4 12460.2 12206.2 10934.3 10060.7 8966.25 8889.55 8627.63 8340.1 7548.45 7015.98 6473.63 5951.41 5771.4 5250.44
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.9349999427795419 7.5150001049041757 18.219999313354496 7.4749999046325692 13.344999790191652 14.550000190734865 17.029999732971195 4.5750000476837167 1.1050000190734866 4.2149999141693124 5.6749999523162851 5.7950000762939462 6.8550000190734872 11.775000095367433 8.0099999904632586 291.22686767578131 12.309999942779543 13.344999790191652 8.5500001907348651 5.9349999427795419 4.9449999332427987 5.7149999141693124 0.38266885280609136 1017.0499877929689 20.524999618530277 5.7149999141693124 14.550000190734865
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 11 7 9 12 14 20 13 15 17 16 -4 -2 25 22 23 -13 26 -6 29 -3 -1 -18 -5 -8 -7 -23 -9
right_child=2 6 5 10 8 27 19 21 -10 -11 -12 18 -14 -15 -16 -17 24 -19 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.13919854521637384 -0.021508539617203153 -0.063448911470210978 0.030780672784115587 -0.0486006670340767 0.036708293458951262 0.15902812407874609 -0.007440202391751161 0.03658343306150276 0.078554622149430597 0.12244503185823126 -0.012514522496529779 -0.01968616919140688 0.005068360637981109 0.089424916667608559 0.01623172403640382 -0.038067792777835743 -0.037452104868528471 -0.088342956727705924 -0.084495764698414577 0.046665979526917319 0.059869043684790652 -0.018736383986265242 -0.034014695930674313 -0.10949388669694787 0.0044133584324530699 -0.076192140850740414 0.020396825120525073 0.22045887153912297 0.029780893198227822 0.063122556621327583
leaf_weight=34143 30871 34209 12091 31181 100949 17574 52433 41658 73153 45607 23224 7842 36584 78849 84966 45288 17389 47478 38261 16103 71303 8395 91447 76742 28272 88243 34712 5083 22714 33723
leaf_count=34143 30871 34209 12091 31181 100949 17574 52433 41658 73153 45607 23224 7842 36584 78849 84966 45288 17389 47478 38261 16103 71303 8395 91447 76742 28272 88243 34712 5083 22714 33723
internal_value=-9.30036e-06 -0.0505199 0.0566739 -0.0789765 0.0397835 0.106297 -0.0146321 0.021981 0.0559117 0.0952609 -0.0545584 -0.101421 -0.0270423 0.0816278 0.0061738 -0.0604865 -0.0338994 -0.109557 -0.0734718 0.0103572 0.0462956 0.0391758 -0.042028 -0.11864 -0.0115302 -0.0689881 0.00364797 0.17281 0.0166881 0.0484562
internal_weight=1.33049e+06 703551 626936 392402 467732 159204 311149 222327 245405 136547 187936 204466 207901 90940 115837 164712 171317 158363 46103 103248 172252 106490 125656 110885 45661 119424 87145 22657 31109 75381
internal_count=1330487 703551 626936 392402 467732 159204 311149 222327 245405 136547 187936 204466 207901 90940 115837 164712 171317 158363 46103 103248 172252 106490 125656 110885 45661 119424 87145 22657 31109 75381
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=3
split_feature=16 16 20 16 17 19 19 20 20 20 52 136 16 17 17 20 136 136 20 23 20 20 120 17 52 17 4 20 19 20
split_gain=1.3836e+06 302912 135531 85717.5 71662.4 36907.2 34305.3 28922.9 26090.9 19823.6 16583.2 15185.7 15154.5 13036.6 10696.3 10468.6 10317.7 9831.55 8672.08 7957.22 7668.67 7196.19 6948.9 6234.25 6050.86 5959.83 5680.2 5520.69 5517.46 5484.7
threshold=10.405000209808351 14.550000190734865 6.0750000476837167 17.029999732971195 11.775000095367433 8.7100000381469744 10.405000209808351 6.0750000476837167 6.4749999046325692 6.2149999141693124 4.9249999523162851 0 18.219999313354496 14.039999961853029 15.405000209808351 6.8949999809265146 1 2 8.9849996566772479 4.9549999237060556 8.1549997329711932 5.0650000572204599 0.23343648016452792 12.309999942779543 3.3349999189376835 18.219999313354496 6.6499998569488534 5.2449998855590829 8.7100000381469744 8.4149999618530291
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 7 9 11 10 17 26 -2 15 19 -5 18 29 -4 -7 -3 -10 -1 -11 -18 24 -8 -13 -15 28 -19 -6 -9
right_child=1 3 6 12 8 16 23 14 13 20 -12 22 -14 25 -16 -17 21 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.13830060095193472 -0.03668927045803777 0.063891714486683668 -0.06279164869204687 0.1154939001772166 -0.025584711919148032 -0.020340402827456572 -0.014294569985210235 0.056623345949079584 0.029881944607734669 -0.0038511837680470246 -0.0067203189025829878 -0.094911171855834059 0.16538423286296558 0.062802754586786802 0.092163365287413881 -0.036783192756539171 -0.094544919229171631 -0.019813563297186119 0.053756754177283941 -0.10518350272647813 0.023770561285325481 -0.060399456456020462 -0.032618601386487485 0.026145758697034657 -0.051051979429459861 0.183281563747416 -0.011248554093674172 0.028328563802265689 0.024210459097051985 0.080018296832893687
leaf_weight=28268 41522 14684 107156 46225 6456 12762 65012 58264 166536 106391 21460 80350 22694 40766 68982 60554 20345 8660 49293 50617 32898 63877 5482 11167 8717 1053 27734 19065 40215 43950
leaf_count=28268 41522 14684 107156 46225 6456 12762 65012 58264 166536 106391 21460 80350 22694 40766 68982 60554 20345 8660 49293 50617 32898 63877 5482 11167 8717 1053 27734 19065 40215 43950
internal_value=2.64459e-05 0.0418633 -0.0620837 0.0834364 0.0189618 -0.0869947 -0.0366967 0.0677926 0.0327536 -0.00636653 -0.0481054 -0.100808 0.131922 0.0402854 0.0769499 -0.0534009 -0.0622932 0.0308266 0.0353347 -0.117036 0.00267266 -0.0686396 -0.0872466 -0.00836646 -0.0906187 0.0658364 0.00667269 0.0132864 0.0173223 0.0666827
internal_weight=1.33116e+06 795388 535767 282524 512864 270418 265349 213605 332053 180811 189170 173434 68919 257648 171196 167710 96984 42409 215829 78885 139289 84222 94549 76179 89067 41819 74405 27725 46671 102214
internal_count=1331155 795388 535767 282524 512864 270418 265349 213605 332053 180811 189170 173434 68919 257648 171196 167710 96984 42409 215829 78885 139289 84222 94549 76179 89067 41819 74405 27725 46671 102214
cat_boundaries=0 1 2 3
cat_threshold=2188 32 32
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=16 17 17 20 20 17 16 20 52 20 19 20 16 16 18 16 20 20 19 20 17 20 18 17 120 52 19 52 19 8
split_gain=1.25074e+06 236143 176907 70470.6 47384.6 36054.8 34503.2 32465.8 17779.8 17060.1 16717.2 14683.1 12766.6 12761.8 11976.8 11890.5 9703.63 8517.5 8446.55 8285.59 7116.15 6341.97 6329.22 6144.63 5837.42 5738.74 5433.05 5418.67 5115.93 5445.51
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.8750000000000009 6.8150000572204599 18.219999313354496 14.550000190734865 7.6949999332427987 4.9949998855590829 6.8150000572204599 8.0099999904632586 5.3150000572204599 13.344999790191652 18.219999313354496 11.775000095367433 17.029999732971195 9.3550000190734881 4.9049999713897714 9.5450000762939471 5.4349999427795419 11.775000095367433 7.1949999332427987 13.344999790191652 15.405000209808351 0.18222858756780627 5.9449999332427987 9.5450000762939471 2.3349999189376835 8.7100000381469744 8.0500001907348651
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 10 11 15 16 8 14 18 17 28 -13 -8 19 21 22 -1 27 -3 -21 -4 -6 -9 -12 -11 -14 -5 -2 -30
right_child=2 7 5 9 6 -7 13 23 -10 25 24 12 26 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.12761293759255873 -0.050768269938420076 -0.065082187239795961 0.062820609512398137 -0.072847588839703423 0.025034549718700529 0.15999665790200457 0.069440651926446481 0.011598256777966075 0.0096843567029064291 -0.034251782170874934 -0.079463859249831417 0.0032533822988188676 0.0097757262475122401 0.15915001426094139 -0.0056643252665623221 0.1152124410462506 0.05937140715561539 -0.096817751677023847 -0.038352753360210705 -0.035334263024705707 -0.0011734679667622183 0.090177313328498432 0.043686474495121551 0.090424273057234841 -0.035205010880773789 0.011596817665276033 0.042796874613806005 -0.044540493586360495 0.014996070712173699 -0.032382115167555632
leaf_weight=30113 7784 20286 33432 83968 112434 21202 89100 78186 35728 51963 67329 52071 15909 4149 43828 32911 41165 88277 33607 113436 17612 57834 76380 2553 8377 7857 57401 21168 14837 10258
leaf_count=30113 7784 20286 33432 83968 112434 21202 89100 78186 35728 51963 67329 52071 15909 4149 43828 32911 41165 88277 33607 113436 17612 57834 76380 2553 8377 7857 57401 21168 14837 10258
internal_value=2.514e-05 -0.0456997 0.0513972 -0.0714922 0.0368019 0.0997361 0.0477774 -0.0132006 -0.022744 -0.0505498 -0.0929165 0.0143855 0.0221845 0.0734322 -0.0286806 0.0894472 0.0373753 -0.104651 -0.0601733 -0.0353463 -0.0307433 0.0801562 0.0325797 0.0140908 -0.0745665 -0.0282298 0.035631 -0.0671483 -0.0153551 -0.00437055
internal_weight=1.33116e+06 704288 626867 392659 481488 145379 323228 311629 230890 198563 194096 158260 125381 93249 195162 124177 229979 118390 138743 151334 131048 91266 188814 80739 75706 59820 73310 105136 32879 25095
internal_count=1331155 704288 626867 392659 481488 145379 323228 311629 230890 198563 194096 158260 125381 93249 195162 124177 229979 118390 138743 151334 131048 91266 188814 80739 75706 59820 73310 105136 32879 25095
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=2
split_feature=16 16 20 16 18 18 18 20 20 20 136 52 16 120 18 20 18 20 20 136 23 52 18 20 28 76 52 20 20 28
split_gain=1.13162e+06 247312 111269 70653.3 59790.1 32521.9 29175.4 24829.7 23739.8 15219.9 14668.3 14427.3 12573.4 10892.8 10547.2 10428.3 8732.25 8418.21 8402.18 7955.75 6941.68 6597.22 6583.51 6215.31 6168.08 5855.86 5571.88 5429.47 5290.75 5092.93
threshold=10.405000209808351 14.550000190734865 6.0950000286102304 17.029999732971195 12.309999942779543 8.7100000381469744 10.405000209808351 6.2149999141693124 5.8350000381469735 7.3949999809265146 0 3.5349999666213994 20.524999618530277 0.11319890245795251 15.405000209808351 8.3150000572204608 15.405000209808351 7.0350000858306894 7.2149999141693124 1 4.8350000381469735 2.1750000715255742 15.405000209808351 5.3150000572204599 1019.0499877929689 10.885000228881838 9.3949999809265154 8.2349996566772479 9.8550000190734881 1019.8500061035157
decision_type=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 2 2
left_child=2 4 5 8 7 10 11 -2 19 23 20 17 18 21 27 24 -7 29 -5 -3 -1 -12 -8 -6 -9 -13 -27 -10 -11 -4
right_child=1 3 6 12 9 16 22 15 14 28 13 25 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.13010422056360257 -0.029413450526041298 0.055587249575630132 -0.059120856074779751 0.088600762241118347 -0.010900124028187715 -0.05656169837549805 -0.0079872219683705999 -0.0044467155451675053 0.047878395951155062 0.040808181142858967 -0.088945279681574119 0.015889534143199997 0.19449118206051288 -0.025724724870757627 0.082362855122649126 0.029073300695528593 0.0067541516993936835 -0.030544929494549136 0.12666968535272202 0.0041835376234376142 -0.096933881418899095 -0.057565754673592685 0.048176315965839128 0.024640255617395343 0.017123991628913388 -0.041205933788783872 0.010605191746670909 0.070970425019146799 0.067660748747538565 -0.022871096460051636
leaf_weight=22675 55486 11597 104947 22280 14214 76311 55994 108577 58482 127368 88206 11323 5163 8991 77017 46661 5864 46306 41476 21435 51815 20676 5754 91428 47700 19106 7124 45074 21430 10675
leaf_count=22675 55486 11597 104947 22280 14214 76311 55994 108577 58482 127368 88206 11323 5163 8991 77017 46661 5864 46306 41476 21435 51815 20676 5754 91428 47700 19106 7124 45074 21430 10675
internal_value=2.3883e-05 0.0378598 -0.0561464 0.0754242 0.0171665 -0.0783733 -0.0327872 0.000226596 0.0612214 0.0343716 -0.089621 -0.0420839 0.119444 -0.0786121 0.0683507 0.00833059 -0.0520435 -0.0485594 0.113366 0.0222486 -0.107017 -0.0829865 -0.00275361 0.0198583 0.00213725 -0.0141616 -0.0271342 0.0579295 0.0446755 -0.055774
internal_weight=1.33116e+06 795388 535767 282524 512864 274538 261229 258424 213605 254440 192363 199481 68919 117873 180573 202938 82175 161928 63756 33032 74490 108882 61748 105642 156277 37553 26230 103556 148798 115622
internal_count=1331155 795388 535767 282524 512864 274538 261229 258424 213605 254440 192363 199481 68919 117873 180573 202938 82175 161928 63756 33032 74490 108882 61748 105642 156277 37553 26230 103556 148798 115622
cat_boundaries=0 1 2
cat_threshold=2184 32
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=3
split_feature=16 17 17 20 20 16 17 20 19 52 19 16 17 20 18 8 19 118 19 52 17 136 16 136 76 20 20 136 12 18
split_gain=1.0229e+06 194344 146778 58170 39784.2 31253.1 30361.1 26669.1 16462.4 13706 12990.5 11500.5 10351.8 10114.1 10084.1 9763.77 9986.09 9465.31 8737.36 7710.2 7423.99 7143.14 6383.79 6167.72 6092.93 5809.11 5743.56 5321.88 5473.28 5295.09
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.7750000953674325 6.2750000953674325 14.550000190734865 18.219999313354496 7.4949998855590829 9.5450000762939471 3.2350000143051152 8.0099999904632586 18.219999313354496 17.029999732971195 8.4749999046325701 17.029999732971195 8.3499999046325701 8.7100000381469744 -0.43049471080303187 10.960000038146974 3.0449999570846562 12.309999942779543 0 14.550000190734865 1 9.6649999618530291 5.3350000381469735 5.2750000953674325 2 1.4249999523162844 13.344999790191652
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 1 2 2
left_child=1 3 4 10 15 13 14 9 17 12 21 -7 18 29 26 16 -2 -5 25 27 -9 -1 -18 -12 -11 -3 -4 -19 -29 -6
right_child=2 7 6 8 5 11 -8 20 -10 24 23 -13 -14 -15 -16 -17 22 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.10962443043676949 -0.019986062593376226 -0.070643923082493273 0.016470475831498455 -0.007212118126972044 0.017387482011061387 0.059886270341744541 0.14580927414807915 0.0033630771873175793 -0.025653280955867403 0.026701072582821391 -0.037020036069140692 0.13883152824282641 0.070824397223310839 0.044635259099222259 0.10110384917579572 -0.01518661528631355 0.014048665372645985 -0.077939118930421422 -0.016096761125592055 -0.032602009169100533 0.040473224274940031 -0.083924322763748824 0.049372748700637514 -0.076015499160456468 -0.01102867557388762 -0.035147659381612489 0.074132913394452077 -0.03152123251614837 -0.063410648829349756 0.035496515840588626
leaf_weight=54209 14541 13389 4572 9296 105495 104174 21202 85351 62174 15842 12556 4827 2555 95462 41712 35603 36231 44996 62676 22859 16004 55058 19769 54220 32969 82843 77893 17350 59941 65386
leaf_count=54209 14541 13389 4572 9296 105495 104174 21202 85351 62174 15842 12556 4827 2555 95462 41712 35603 36231 44996 62676 22859 16004 55058 19769 54220 32969 82843 77893 17350 59941 65386
internal_value=2.27114e-05 -0.0413281 0.0464806 -0.0647268 0.0331861 0.0408291 0.0905112 -0.0118453 -0.0473778 -0.0220004 -0.0860743 0.0633823 -0.0290191 0.0315992 0.0810696 0.006159 0.0169324 -0.0561234 -0.0306244 -0.059256 0.00922279 -0.0966922 0.0265187 -0.0687 0.00121682 -0.0400863 0.070936 -0.0642384 -0.056245 0.0243167
internal_weight=1.33116e+06 704288 626867 392659 481488 375344 145379 311629 216616 210274 176043 109001 161463 266343 124177 106144 70541 154442 158908 145146 101355 109267 56000 66776 48811 96232 82465 122287 77291 170881
internal_count=1331155 704288 626867 392659 481488 375344 145379 311629 216616 210274 176043 109001 161463 266343 124177 106144 70541 154442 158908 145146 101355 109267 56000 66776 48811 96232 82465 122287 77291 170881
cat_boundaries=0 1 2 3
cat_threshold=2188 544 2194
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=2
split_feature=17 17 20 18 19 17 20 20 20 20 20 18 20 52 52 18 76 18 136 20 20 52 8 31 20 26 28 28 136 17
split_gain=902375 156618 134259 49694.4 44027.8 33603.3 28017.4 22981.8 20681.2 15831.9 13363.6 12346.7 10239.2 9422.29 8551.72 8172.32 8016.5 7971.02 7062.43 8513.09 6658.96 6610.61 6517.77 6299.77 6043.96 5904.64 5894.99 5215.1 5207.13 5089.36
threshold=10.960000038146974 15.405000209808351 6.555000066757203 13.344999790191652 9.5450000762939471 18.219999313354496 6.5150001049041757 5.3550000190734872 7.7149999141693124 5.7950000762939462 5.8949999809265146 11.269999980926515 8.805000305175783 1.6649999618530276 4.2149999141693124 15.405000209808351 10.775000095367433 17.029999732971195 0 5.5950000286102304 5.2449998855590829 0.98500001430511486 9.8499999046325701 1016.6499938964845 9.805000305175783 236.50000000000003 1017.9500122070314 1021.4500122070314 1 20.524999618530277
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 1 2
left_child=2 3 4 6 7 10 20 21 11 22 28 14 23 25 26 24 -15 -12 -6 -20 -2 -1 -5 -8 -11 -9 -4 -27 -3 -7
right_child=1 5 8 9 18 29 12 13 -10 15 17 -13 -14 16 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.099586014284796354 -0.03914533133953018 0.062705722337391231 -0.040204033359173219 0.02091432020671451 -0.0041994795577305647 0.12583453447254653 0.0065842925670273836 -0.021050428581446776 0.01187394125925712 0.039397795727027805 0.070168383114551591 0.0062686355554073085 0.043297983247232469 -0.0023114572015021984 -0.00288476092859246 0.069709871380580421 -0.053988285711182638 0.097961848968715765 -0.060142615449018388 -0.030174281281693506 -0.0049134733680595705 -0.062720083184590936 -0.035277015611984326 0.02566084524264254 0.065572470074671957 -0.073610640435459646 -0.012965198133468719 -0.02385324979858712 0.012644990981781465 0.1824366194082348
leaf_weight=76030 18106 9764 93349 25831 14853 17467 85432 6067 57877 158364 76477 30593 43843 9636 26283 34047 33930 38928 37329 64894 65962 14475 6449 87709 25623 124843 25232 5498 11124 5140
leaf_count=76030 18106 9764 93349 25831 14853 17467 85432 6067 57877 158364 76477 30593 43843 9636 26283 34047 33930 38928 37329 64894 65962 14475 6449 87709 25623 124843 25232 5498 11124 5140
internal_value=2.14313e-05 0.0385112 -0.044009 0.0259068 -0.0620499 0.0822472 0.0122193 -0.0731374 -0.0140441 0.0423688 0.0728827 -0.0225935 0.0217136 -0.062802 -0.0286887 0.0472072 -0.0425583 0.0795436 -0.0364345 -0.0411139 -0.0122861 -0.0936898 0.00968824 0.016248 0.043043 -0.0692674 -0.0344081 -0.0715118 0.0360817 0.138704
internal_weight=1.33116e+06 710266 620889 551366 387555 158900 301052 270479 233334 250314 136293 175457 216984 179974 144864 218034 43566 115405 117076 102223 84068 90505 32280 173141 183987 136408 118581 130341 20888 22607
internal_count=1331155 710266 620889 551366 387555 158900 301052 270479 233334 250314 136293 175457 216984 179974 144864 218034 43566 115405 117076 102223 84068 90505 32280 173141 183987 136408 118581 130341 20888 22607
cat_boundaries=0 1 2
cat_threshold=32 1568
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=2
split_feature=17 17 20 20 18 17 18 20 52 116 20 20 20 116 20 52 136 18 52 136 28 76 18 8 52 18 23 17 12 24
split_gain=809190 143026 121613 46231.1 41434.1 29962.2 24758 22244.5 18142 13911.2 12515.3 11777.4 10291.2 10142 10081.4 8402.54 8401.21 7952.73 7650.72 6768.16 6500.21 6479.67 6088.68 5848.06 5598.26 5595.44 5456.51 5373.07 5128.71 5128.06
threshold=10.960000038146974 15.405000209808351 6.5950000286102304 7.8750000000000009 9.5450000762939471 18.219999313354496 12.309999942779543 5.4949998855590829 5.9449999332427987 0.52247866988182079 9.5950002670288104 6.9549999237060556 5.5150001049041757 -0.33379416167736048 6.055000066757203 0.95499998331069957 0 14.550000190734865 3.9850000143051152 1 1020.8500061035157 9.0150003433227557 15.405000209808351 9.2500000000000018 1.9750000238418581 11.775000095367433 4.7950000762939462 16.335000038146976 1.6250000000000002 295.50000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 6 7 11 14 15 9 25 17 16 23 -9 -2 26 -3 -5 20 -14 28 -11 24 -8 -6 -4 -1 -13 -15 -17
right_child=1 5 8 10 22 -7 12 13 -10 21 -12 27 19 18 -16 29 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10883973345871419 -0.025084386889384344 0.08267039574431527 -0.0099535982730124054 0.02896678017829632 -0.040985098126700453 0.13134458718891301 0.010738977841027769 -0.014486377407417326 0.018410906707853582 -0.024103146728244033 0.062152045446558037 0.070890802172536349 0.050360253108816172 -0.052994778754913319 0.0047617116186298124 -0.019018336421717824 0.035919465273866656 0.054119887833363703 -0.024507950974362088 0.024128046097683709 -0.020267495627685775 -0.053133003281967066 0.013938439801163403 -0.038994891656086966 -0.012382104431079104 0.024465429339623083 -0.083028925925811153 0.096499800545779918 -0.072912790188708151 -0.071805534499695137
leaf_weight=29409 39869 13435 73285 132583 68673 22729 22047 13290 39412 72396 55766 57280 30724 50379 97451 6344 33949 41187 13951 123600 8312 26171 7186 8076 22782 14076 67414 31883 90154 16744
leaf_count=29409 39869 13435 73285 132583 68673 22729 22047 13290 39412 72396 55766 57280 30724 50379 97451 6344 33949 41187 13951 123600 8312 26171 7186 8076 22782 14076 67414 31883 90154 16744
internal_value=3.5146e-05 0.0364569 -0.0417091 0.0243995 -0.0584428 0.078191 0.0121704 -0.0677954 -0.0124034 -0.0189352 0.0415425 0.0693433 0.0241374 -0.0564843 -0.0039037 -0.0844055 0.0492 0.0349286 -0.0599129 0.0293554 -0.0632313 -0.031811 -0.0303778 -0.00259471 -0.0338599 -0.00440785 -0.0908687 0.0800481 -0.0657725 -0.0573009
internal_weight=1.33056e+06 710579 619978 551303 394638 159276 321767 295997 225340 185928 229536 136547 184447 176086 137320 119911 47384 173770 162796 154324 148845 98567 98641 30123 91455 87361 96823 89163 140533 23088
internal_count=1330557 710579 619978 551303 394638 159276 321767 295997 225340 185928 229536 136547 184447 176086 137320 119911 47384 173770 162796 154324 148845 98567 98641 30123 91455 87361 96823 89163 140533 23088
cat_boundaries=0 1 2
cat_threshold=32 32
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=3
split_feature=16 18 16 20 20 16 20 19 18 117 52 16 16 28 19 20 136 120 52 8 28 23 136 20 18 24 136 18 4 17
split_gain=772030 142940 113366 47012.1 28200.4 26658.2 23003.9 14695.8 12796.2 11624.9 10875.3 10267 9752.46 9489.47 9336.23 8548.75 8130.39 7432.08 7222.79 7214.87 7173.5 6572.81 6566.17 6332.02 5417.81 5050.79 4797.81 4500.82 4414.45 4364.9
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.8750000000000009 7.8150000572204599 17.029999732971195 6.7550001144409189 13.344999790191652 11.775000095367433 -0.33379416167736048 1.4550000429153445 20.524999618530277 13.344999790191652 1019.3500061035157 9.5450000762939471 5.5150001049041757 0 0.095842104405164733 3.6950000524520878 8.8499999046325701 1016.7500000000001 4.6949999332427987 1 5.0650000572204599 18.219999313354496 287.50000000000006 2 16.335000038146976 6.1499998569488534 14.550000190734865
decision_type=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 1 2 2 2
left_child=1 3 4 10 7 14 18 15 20 -5 17 24 -6 16 -4 -2 -11 21 22 29 -8 -1 -3 -24 -7 -12 -19 -10 -16 -9
right_child=2 6 5 9 12 11 8 19 27 13 25 -13 -14 -15 28 -17 -18 26 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10827210477424468 -0.02351462974725092 -0.0013137583886483322 0.015712177063953971 0.0010954499939242893 0.029126597030045276 0.085796046391131281 -0.0181826917087555 0.027766659175442566 0.017302258777211418 -0.061721736129385862 0.00044627046183446989 0.16815947229850292 0.050755987249402924 -0.011223204398961892 0.072282828817077815 0.010807226551468686 -0.038450117158471388 -0.070003505291304655 -0.00017496492349460341 0.010118594213771396 0.0065835879564259091 -0.079079590573687852 -0.066161454106008141 -0.030840176343097062 0.1184865888232344 -0.056228085924391685 -0.014594340534708389 0.090843763075518363 0.046036905056824083 0.050473015633570553
leaf_weight=23201 21725 15872 10985 16111 91670 46408 75515 53307 54544 60929 4608 5143 120780 20503 56946 110026 98264 10053 22085 35582 47711 114146 14785 89481 17436 26766 6417 2163 22293 35102
leaf_count=23201 21725 15872 10985 16111 91670 46408 75515 53307 54544 60929 4608 5143 120780 20503 56946 110026 98264 10053 22085 35582 47711 114146 14785 89481 17436 26766 6417 2163 22293 35102
internal_value=3.34612e-05 -0.035943 0.0403536 -0.0566727 0.0279596 0.0768007 -0.011427 0.0167752 0.000451685 -0.0395919 -0.0747327 0.100199 0.0414231 -0.0432398 0.0589102 0.00514775 -0.0473633 -0.0802049 -0.0264552 0.0291303 -0.00859361 -0.0840109 -0.0312863 -0.0358453 0.0947239 -0.0479041 -0.0484665 0.0201074 0.0648988 0.036782
internal_weight=1.33056e+06 703154 627403 380998 468192 159211 322156 255742 179933 195807 185191 68987 212450 179696 90224 131751 159193 153817 142223 123991 123226 137347 120138 104266 63844 31374 16470 56707 79239 88409
internal_count=1330557 703154 627403 380998 468192 159211 322156 255742 179933 195807 185191 68987 212450 179696 90224 131751 159193 153817 142223 123991 123226 137347 120138 104266 63844 31374 16470 56707 79239 88409
cat_boundaries=0 1 2 3
cat_threshold=2202 32 2192
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=2
split_feature=17 18 17 18 52 52 22 22 76 26 17 24 19 4 136 29 18 76 136 23 76 52 4 22 17 19 18 76 19 18
split_gain=666740 126968 97212.7 46455 35537.1 22652.5 22588.1 18577.9 14936.7 10454.2 10291.3 10248 9098.2 8152.01 7770.51 7644.6 7342.07 7016.74 6997.3 6958.25 6220.08 6748.49 6180.57 5929.51 5723.97 5069.05 4764.53 4734.15 4489.75 4398.99
threshold=11.775000095367433 9.5450000762939471 16.335000038146976 14.550000190734865 2.495000004768372 5.2149999141693124 5.8949999809265146 6.0750000476837167 7.2650001049041757 223.50000000000003 20.524999618530277 296.50000000000006 11.775000095367433 7.5499999523162851 0 1018.5499877929689 15.405000209808351 7.3450000286102304 1 4.9149999618530282 10.775000095367433 7.4749999046325692 6.1499998569488534 5.9549999237060556 13.344999790191652 8.0099999904632586 18.219999313354496 10.675000190734865 10.405000209808351 17.029999732971195
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 7 6 8 9 22 12 -1 26 -6 18 16 -11 24 -5 28 -3 -16 -13 -22 25 -15 -9 -2 -4 -7 -8 -20
right_child=2 5 10 13 11 27 17 15 -10 14 -12 20 -14 23 19 -17 -18 -19 29 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0066090557286070904 -0.027630795559966493 -0.031257161513982105 0.079703135495787072 0.044515108219868489 0.012190067178975183 0.034289477475321087 -0.042292782939734229 0.010612683398303116 -0.040260996753879147 -0.048587619820107793 0.16136142657489017 0.003173737493077481 0.0058025150342964566 -0.013744658876375597 -0.096551721819074274 0.035124012174708417 0.065602818542045624 -0.063924805073722626 -0.0096759247435852513 -0.071661124558356493 -0.051354328994596854 0.00036801161933321808 -0.025094835125313089 0.037853623930038487 0.028820328259507741 0.016064408601603235 0.1106232129904224 0.0060260342010832156 -0.012150109977795715 0.087702007290786838
leaf_weight=6023 8356 54629 47616 88589 18500 24730 93220 100082 52205 26382 5132 10217 61373 6756 38008 113149 77286 35547 84036 107474 30625 7942 23599 31660 75900 32272 16874 36958 14241 1176
leaf_count=6023 8356 54629 47616 88589 18500 24730 93220 100082 52205 26382 5132 10217 61373 6756 38008 113149 77286 35547 84036 107474 30625 7942 23599 31660 75900 32272 16874 36958 14241 1176
internal_value=3.17182e-05 -0.033395 0.0375092 0.0305542 -0.0525359 -0.00981529 -0.0594633 0.0195812 -0.0164295 -0.0713575 0.0932163 -0.0194974 -0.0102465 0.0495338 -0.0736266 0.0249847 0.0543405 -0.0446681 -0.01729 -0.0781586 -0.031514 -0.0407033 -0.00474357 0.0287793 0.0184655 0.00707757 0.0877935 0.0173565 -0.0382982 -0.00833105
internal_weight=1.33056e+06 703286 627271 557649 388179 315107 320895 353358 253419 177887 69622 67284 201214 204291 171864 289131 165875 143008 139841 145482 48784 38567 64227 38416 175982 40628 64490 61688 107461 85212
internal_count=1330557 703286 627271 557649 388179 315107 320895 353358 253419 177887 69622 67284 201214 204291 171864 289131 165875 143008 139841 145482 48784 38567 64227 38416 175982 40628 64490 61688 107461 85212
cat_boundaries=0 1 2
cat_threshold=544 2200
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=4
split_feature=17 17 20 20 19 19 17 18 19 52 52 20 8 20 28 118 18 76 20 28 20 136 136 20 52 31 136 20 136 115
split_gain=601947 108148 93929.9 35884.9 25472.4 22875.5 22634 16349.5 15548.5 12379 11050.9 9868.09 9685.97 8478.37 8058.18 7268.17 6556.64 6445.17 6379.56 6028.75 5839.4 5605.36 5237.2 4993.39 4701.3 4650.18 4590.13 4540.46 4308.52 4240.09
threshold=10.960000038146974 15.405000209808351 6.2149999141693124 7.055000066757203 9.5450000762939471 10.405000209808351 18.219999313354496 13.344999790191652 12.699999809265138 1.3149999976158144 5.9449999332427987 5.4349999427795419 8.9499998092651385 5.1549999713897714 1018.4500122070314 -0.44618082046508784 17.029999732971195 10.775000095367433 9.4749999046325701 1019.5499877929689 5.2449998855590829 0 1 8.0950002670288104 3.6950000524520878 1016.4500122070314 2 10.175000190734865 3 -0.55191597342491139
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 1 2 1 2
left_child=2 3 4 8 9 10 11 18 19 13 14 -3 21 -1 15 -4 -13 -11 25 20 -2 -10 -6 -7 -24 -5 -17 -9 -16 -14
right_child=1 6 5 7 22 23 -8 27 12 17 -12 16 29 -15 28 26 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.085772742180927911 -0.049925650477043643 0.014021326220284153 0.0050768832489844137 0.0082783193012084359 -0.0034244098356976727 -0.003376045234875712 0.11393231175287338 0.039021478715422629 0.036980193173154742 -0.010415589442525915 0.0078410023312238415 0.055960238089922322 0.0021677345957932608 -0.062546746287795871 -0.030680578617331866 -0.053026466114651227 0.080235914638656591 -0.052441216448048528 0.048792643751676273 0.012731532745660752 -0.011301555891650484 0.010684538849640327 -0.04222372931244741 0.024234834568726268 -0.0039098611305183762 0.025426619095952004 -0.032752694269787844 0.062894030277742805 0.010217065982786511 -0.046182968608164426
leaf_weight=58761 11739 10732 10169 75394 13139 94748 22729 140275 48676 12368 20512 84304 31039 118590 10616 39770 41511 34774 17859 21104 58810 34766 66849 19796 9096 83117 94451 23214 16339 5310
leaf_count=58761 11739 10732 10169 75394 13139 94748 22729 140275 48676 12368 20512 84304 31039 118590 10616 39770 41511 34774 17859 21104 58810 34766 66849 19796 9096 83117 94451 23214 16339 5310
internal_value=3.01023e-05 0.0314435 -0.0359739 0.0209588 -0.0552117 -0.0162854 0.0677339 0.0310207 0.00478614 -0.0641887 -0.0268416 0.060044 0.016646 -0.0702421 -0.0309936 -0.0356785 0.0639697 -0.0414155 0.0204621 -0.0107147 -0.0177284 0.0260299 -0.0325895 0.00139579 -0.0376299 0.0172702 -0.0387663 0.0424112 -0.00589772 -0.00489552
internal_weight=1.33056e+06 710579 619978 551303 313577 306401 159276 339859 211444 224493 191857 136547 119791 177351 171345 144390 125815 47142 176370 91653 70549 83442 89084 114544 75945 158511 134221 163489 26955 36349
internal_count=1330557 710579 619978 551303 313577 306401 159276 339859 211444 224493 191857 136547 119791 177351 171345 144390 125815 47142 176370 91653 70549 83442 89084 114544 75945 158511 134221 163489 26955 36349
cat_boundaries=0 1 2 3 4
cat_threshold=5920 32 2194 144
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=4
split_feature=16 16 16 18 52 20 16 18 52 20 18 80 16 20 16 76 20 136 136 18 84 24 28 28 76 52 117 136 136 23
split_gain=584443 108893 88327.5 24652.4 23802.9 21511.6 21081.9 15320.5 12020.8 11686.8 11268.8 8702.04 8594.1 8305.71 7633.1 7245.94 6745.99 6398.03 5992.84 5642.46 5365.47 5043.84 5043.38 5019.35 4984.48 6076.15 4527.06 4488 4434.17 4318.01
threshold=11.775000095367433 8.7100000381469744 15.405000209808351 10.960000038146974 2.1750000715255742 7.8150000572204599 17.029999732971195 11.775000095367433 3.435000061988831 5.6549999713897714 14.550000190734865 291.57603454589849 20.524999618530277 5.3150000572204599 13.344999790191652 6.4649999141693124 7.1949999332427987 0 1 15.405000209808351 0.8426274061203004 226.50000000000003 1018.2500000000001 1019.1499938964845 11.654999732971193 6.4049999713897714 -0.38266885280609125 2 3 5.3250000476837167
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 1 1 2
left_child=1 4 5 8 7 10 16 9 15 18 13 -6 -8 -2 -7 17 27 -3 -1 23 -10 -20 -19 -5 -13 -26 -11 -4 -12 -23
right_child=2 3 6 19 11 14 12 -9 20 26 28 24 -14 -15 -16 -17 -18 22 21 -21 -22 29 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.04815504131352976 -0.020607790276183657 -0.034164223120452877 0.062492763709429466 -0.0044559828583213825 0.01654530805963773 0.025050114725792268 0.083079810344514171 -0.018927015035091737 0.016192652279068933 -0.013123410452627896 0.052865852469010488 -0.0050205908658150058 0.15026684171718827 0.011937956373502067 0.044185527132091798 -0.043825393280839245 0.062678523982725359 -0.019351727753863832 -0.016194563501138105 0.049132176901559549 -0.015567169129288603 -0.088767383462419497 0.010742723007865593 0.017977086730420123 -0.0546088697157803 -0.0076790602921260401 -0.053861521638722293 0.023738266102714137 0.02406967883264181 -0.068180441467447242
leaf_weight=20000 22238 64856 10475 82897 10751 91670 63844 21460 24447 7299 18318 11786 5143 165457 120780 51882 53579 71786 3195 6798 29160 59631 17271 35662 26695 9300 103816 26170 49729 44462
leaf_count=20000 22238 64856 10475 82897 10751 91670 63844 21460 24447 7299 18318 11786 5143 165457 120780 51882 53579 71786 3195 6798 29160 59631 17271 35662 26695 9300 103816 26170 49729 44462
internal_value=2.85739e-05 -0.0312734 0.0351099 -0.0133742 -0.0529034 0.0241699 0.0672813 -0.0593917 -0.0221724 -0.0630341 0.0144015 -0.0240978 0.0880886 0.00808195 0.0359288 -0.0276658 0.0513717 -0.0222187 -0.0733773 0.00483189 -0.00108338 -0.0780673 -0.0135139 0.00229178 -0.0332427 -0.0424837 -0.0511855 0.0348398 0.0318328 -0.0799739
internal_weight=1.33056e+06 703154 627403 384759 318395 468192 159211 259863 259402 238403 255742 58532 68987 187695 212450 205795 90224 153913 127288 125357 53607 107288 89057 118559 47781 35995 111115 36645 68047 104093
internal_count=1330557 703154 627403 384759 318395 468192 159211 259863 259402 238403 255742 58532 68987 187695 212450 205795 90224 153913 127288 125357 53607 107288 89057 118559 47781 35995 111115 36645 68047 104093
cat_boundaries=0 1 2 3 4
cat_threshold=2200 544 32 32
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=7
split_feature=16 16 20 16 17 19 19 19 20 20 28 136 16 30 118 17 136 136 20 136 20 136 120 20 76 20 136 8 52 136
split_gain=529106 123528 53434.9 36220.2 28197.1 15613.4 15037.4 13701.5 12281 9028.8 7990.48 7757.27 7382.11 7231.29 6694.82 5827.57 5800.57 5783.58 5304.52 4790.99 4419.22 4340.67 4336.15 4262.25 4120.78 4065.44 3997.5 3883.18 3724.87 3643.6
threshold=10.405000209808351 14.550000190734865 6.055000066757203 17.029999732971195 12.309999942779543 10.405000209808351 8.7100000381469744 9.5450000762939471 6.3350000381469735 6.1949999332427987 1018.4500122070314 0 20.524999618530277 1017.4500122070314 -0.39873388409614557 17.029999732971195 1 2 5.5150001049041757 3 4.9749999046325692 4 0.23343648016452792 6.9349999427795419 8.5850000381469744 4.8250000476837167 5 9.6500000953674334 3.2350000143051152 6
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1 2 1 2 1 2 2 2 2 1 2 2 1
left_child=2 4 6 7 8 10 11 -3 -2 -6 14 25 23 -10 -4 -11 27 -16 19 -9 -18 -15 28 -5 29 -1 -12 -8 -13 -20
right_child=1 3 5 12 9 -7 16 18 13 15 26 22 -14 21 17 -17 20 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.091608406231190057 -0.019504015232377162 0.0070601291734387079 0.00069038928002401018 0.059664692193591717 0.0027717192746226091 -0.0037358721689789501 0.0058009463566777884 0.048909836839508523 -0.0022736304779765464 0.026652771809065692 -0.02615793323083947 -0.058467096174924349 0.14143140597471313 -0.0022618472734875997 -0.050315854654616771 0.092578824853699962 -0.065881289497423418 -0.030046498394842261 0.062646255267395021 -0.0067502680672212852 -0.037300353460077394 0.023479372204978033 -0.0082262263266791296 0.087784571241049325 0.032756881228760269 -0.067165732251294727 0.011441648211250086 -0.068453331559430813 -0.01921234484296503 0.04630005951202134
leaf_weight=22722 62519 24521 12401 19344 43955 76948 10437 7139 116189 200722 13118 68492 5160 22045 55830 3409 17073 95673 57350 8420 65079 63735 5304 44421 30966 67693 15309 2118 6628 85309
leaf_count=22722 62519 24521 12401 19344 43955 76948 10437 7139 116189 200722 13118 68492 5160 22045 55830 3409 17073 95673 57350 8420 65079 63735 5304 44421 30966 67693 15309 2118 6628 85309
internal_value=-1.0666e-05 0.0258522 -0.0384649 0.0523911 0.0112189 -0.0227705 -0.0543799 0.0422259 -0.00013889 0.0233275 -0.0303859 -0.0632389 0.0839089 0.00585554 -0.0346301 0.0277537 -0.0383995 -0.0375212 0.0467839 0.0188156 -0.0432348 0.0168665 -0.0519121 0.079254 0.0492902 -0.0733003 -0.00591433 -0.00672023 -0.0550036 0.052879
internal_weight=1.33003e+06 795204 534825 282630 512574 269279 265546 213705 264488 248086 192331 170839 68925 201969 163904 204131 94707 151503 189184 15559 82152 85780 80424 63765 173625 90415 28427 12555 75120 142659
internal_count=1330029 795204 534825 282630 512574 269279 265546 213705 264488 248086 192331 170839 68925 201969 163904 204131 94707 151503 189184 15559 82152 85780 80424 63765 173625 90415 28427 12555 75120 142659
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2444 32 2202 2080 144 152 1057
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=4
split_feature=16 16 20 16 18 18 19 20 52 19 20 16 120 28 18 31 20 80 136 20 136 18 20 120 118 136 136 52 76 76
split_gain=477521 111486 48635.5 32688.1 25564.7 19287.8 12365.9 11311.1 10421 8993.29 7567.86 6977.18 6797.61 6558.92 6244.48 6230.23 5940.45 5736.44 5103.08 5020.96 6793.95 4571.81 4361.42 4331.96 4311.17 4252.09 4164.05 3862 3969.06 3661.56
threshold=10.405000209808351 14.550000190734865 6.555000066757203 17.029999732971195 12.309999942779543 8.7100000381469744 9.5450000762939471 6.0950000286102304 1.6649999618530276 10.960000038146974 6.1150000095367441 18.219999313354496 0.14780378341674807 1017.4500122070314 15.405000209808351 1016.3500061035157 4.8650000095367441 285.01889038085943 0 8.6250000000000018 1 15.405000209808351 5.5950000286102304 0.13052122294902804 -0.39873388409614557 2 3 1.4149999618530276 6.9749999046325692 12.734999656677248
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 1 2 2 2
left_child=2 4 5 6 7 8 -3 -2 12 13 -6 -5 16 24 23 -9 -1 -10 -14 20 -8 -12 -22 27 -4 -15 -17 -7 -29 -19
right_child=1 3 9 11 10 14 19 15 17 -11 21 -13 18 25 -16 26 -18 29 -20 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.083075810318245361 -0.022120700452199517 0.0067071226233132138 0.0072202823164563201 0.068573492114525611 0.0020535776439864575 -0.044248421730273158 0.054982229465441672 -0.0038093805410882985 0.014848838370625101 0.0073533368912280838 0.023830135075598433 0.1024309492036394 -0.053778719689989589 -0.025279647278821676 0.013339970801517826 -0.0044369880227812311 -0.059138076862131232 -0.013542687919930053 -0.004341769415780683 0.055126086595116246 -0.0014431844233326763 0.054749918873341345 0.034146165077605407 -0.010343758396159189 -0.029635161715158054 0.013858907056298927 0.019102073413108354 0.012884570068073331 -0.031883671608667015 -0.049001439779050179
leaf_weight=31794 48702 24521 8663 46247 40326 70644 40216 107115 5427 36940 201046 22678 12956 10760 7441 24758 140223 9738 8754 69568 9824 12711 69576 16812 94385 19502 77916 6126 25811 28849
leaf_count=31794 48702 24521 8663 46247 40326 70644 40216 107115 5427 36940 201046 22678 12956 10760 7441 24758 140223 9738 8754 69568 9824 12711 69576 16812 94385 19502 77916 6126 25811 28849
internal_value=-1.01037e-05 0.0245597 -0.0365417 0.0497718 0.0106579 -0.0468454 0.040115 -0.000412824 -0.0552455 -0.0144774 0.0219208 0.0797134 -0.0602352 -0.0205267 -0.0311 0.00462661 -0.0635625 -0.0332834 -0.0338713 0.0444451 0.0382331 0.0256688 0.029739 -0.0338697 -0.0265368 -6.10273e-05 0.0134275 -0.0377253 -0.0232964 -0.0400529
internal_weight=1.33003e+06 795204 534825 282630 512574 364575 213705 258491 237741 170250 254083 68925 193727 133310 126834 209789 172017 44014 21710 189184 119616 213757 79400 119393 103048 30262 102674 102581 31937 38587
internal_count=1330029 795204 534825 282630 512574 364575 213705 258491 237741 170250 254083 68925 193727 133310 126834 209789 172017 44014 21710 189184 119616 213757 79400 119393 103048 30262 102674 102581 31937 38587
cat_boundaries=0 1 2 3 4
cat_threshold=2192 1056 144 144
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=1
split_feature=16 16 16 19 52 18 16 18 21 52 23 19 80 17 16 25 19 84 136 4 76 52 117 28 28 21 18 28 4 16
split_gain=431732 83075.6 66190 18984.2 18857.9 17041.7 16310.5 12253.7 10712.2 10593.8 9072.07 7872.08 7422.71 5986.79 5379.81 5199.64 5137.49 5113.8 4972.99 4688.34 4503.36 5237.04 4416.42 4392.11 4354.72 4017.58 3928.35 3854.75 3608.81 3455.69
threshold=11.775000095367433 8.7100000381469744 15.405000209808351 10.960000038146974 2.1750000715255742 14.550000190734865 18.219999313354496 11.775000095367433 6.4949998855590829 6.8150000572204599 5.6649999618530282 11.269999980926515 290.06211853027349 14.550000190734865 13.344999790191652 226.50000000000003 8.7100000381469744 0.84947293996810924 0 6.8500001430511483 11.295000076293947 6.9149999618530282 0.43049471080303198 1018.4500122070314 1019.0499877929689 4.9449999332427987 18.219999313354496 1016.7500000000001 6.7500000000000009 17.029999732971195
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 4 5 9 7 8 11 10 16 13 15 -4 -6 17 23 -1 -2 18 -3 29 -14 -22 -12 -10 -5 -17 -7 -20 -18 -13
right_child=2 3 6 24 12 26 -8 -9 14 -11 22 19 20 -15 -16 25 28 -19 27 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018083605012678892 -0.025884162969744273 -0.030130860440416431 0.027431784586855485 -0.0023928276658524966 0.018522535042105947 0.034624160105702538 0.097309402432262729 -0.01533594075872096 0.0066280764781848885 0.01473931341661612 -0.029845665373919073 0.055973759222122291 -0.0006488104690899766 0.034359283612425906 0.029166313176361786 -0.079599396140411213 0.013447430104671178 -0.037973244944992879 -0.018878553363995351 0.038372910340520483 -0.047030577545790604 -0.0020213674494276054 -0.051161018480540513 0.024036556088154897 0.016787147738134136 -0.059984927567033788 0.13202554923892987 0.0028943651454629567 -0.01073141334057103 0.077450510121530133
leaf_weight=5883 16438 69111 27170 97761 10268 138248 22678 21466 86641 20493 35417 56234 11261 4486 94384 38288 45406 50366 71399 24740 28398 8367 77427 62274 42442 82058 1043 28420 23378 28084
leaf_count=5883 16438 69111 27170 97761 10268 138248 22678 21466 86641 20493 35417 56234 11261 4486 94384 38288 45406 50366 71399 24740 28398 8367 77427 62274 42442 82058 1043 28420 23378 28084
internal_value=-9.59841e-06 -0.0269007 0.030168 -0.011252 -0.0457714 0.0206976 0.0580481 -0.0515233 0.0144836 -0.0196692 -0.0547725 0.0515123 -0.0200639 -0.0228202 0.0198272 -0.0639816 -0.000771735 -0.0239899 -0.0198208 0.0575115 -0.0283137 -0.0367874 -0.044471 0.013908 0.0034133 -0.0662253 0.0353535 -0.0126782 0.00522963 0.0631271
internal_weight=1.33003e+06 703311 626718 384478 318833 467812 158906 260539 328521 244275 239073 136228 58294 223782 243299 126229 85222 219296 168930 109058 48026 36765 112844 148915 140203 120346 139291 99819 68784 84318
internal_count=1330029 703311 626718 384478 318833 467812 158906 260539 328521 244275 239073 136228 58294 223782 243299 126229 85222 219296 168930 109058 48026 36765 112844 148915 140203 120346 139291 99819 68784 84318
cat_boundaries=0 1
cat_threshold=2200
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=6
split_feature=17 20 18 19 20 18 17 20 20 8 17 116 20 52 76 52 4 12 136 136 52 29 119 136 136 20 24 136 25 136
split_gain=376289 79331.2 58378.7 26982.5 20799.3 13248.5 13188.1 12773.8 12695.7 7781.4 7557.24 7488.44 6442.46 5520.14 5496.73 5457.88 5355.94 4855.29 5414.02 4770.85 4706.11 4653.02 4621.21 4413.69 4135.14 4110.12 3993.37 3783.7 3483.05 3290.57
threshold=11.775000095367433 6.6949999332427987 15.405000209808351 9.5450000762939471 5.9349999427795419 18.219999313354496 14.550000190734865 5.4949998855590829 7.8750000000000009 9.0500001907348651 18.219999313354496 0.53727915883064281 8.7750000953674334 1.9750000238418581 8.9349999427795428 4.0950000286102304 7.9500000476837167 1.6349999904632571 0 1 2.7749999761581425 1017.3500061035157 0.26722820103168493 2 3 5.1250000000000009 303.50000000000006 4 231.50000000000003 5
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 1 1 2 2 1 2 1
left_child=1 3 4 7 9 16 12 24 11 23 -8 20 26 19 -15 17 27 18 -9 -5 -3 -13 -19 -2 -1 -21 29 -4 -11 -6
right_child=2 8 5 13 6 -7 10 15 -10 28 -12 21 -14 14 -16 -17 -18 22 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.047496419459451482 0.01638515684569199 -0.0075011802864497273 0.064884411408903317 -0.0013800084912585003 0.024520576776654909 0.092406330246156645 0.035382880689427514 -0.047356014739451571 0.014783384633837297 -0.056273421018666149 0.09142625713220269 -0.026238571339481622 0.031436298776988489 0.021423613970407273 -0.017672542636113741 -0.0095803726110038553 0.025931045838859103 -0.018693327774139946 -0.017840145810010949 -0.053439669836355778 0.01657340325216862 -0.0010002377222416757 -0.052128920460259111 -0.01351319087504479 -0.067465332428635907 -0.026209269059957005 0.0015656961686942108 0.045624736112671344 -0.014742260520877551 0.01027648924439345
leaf_weight=41173 37287 65579 46498 15749 87166 21304 112520 27188 70683 7392 6355 71926 72233 13051 28895 14818 19868 11717 36341 16923 29400 24477 87567 18442 71304 76501 48617 57232 15923 75900
leaf_count=41173 37287 65579 46498 15749 87166 21304 112520 27188 70683 7392 6355 71926 72233 13051 28895 14818 19868 11717 36341 16923 29400 24477 87567 18442 71304 76501 48617 57232 15923 75900
internal_value=-9.12982e-06 -0.025115 0.0281634 -0.0380569 0.019795 0.0559904 0.0243969 -0.0469809 -0.00332531 -0.00365546 0.0383789 -0.0100134 0.0185426 -0.0209252 -0.00550824 -0.0386321 0.0497135 -0.0412762 -0.0304821 -0.0268486 -4.90829e-05 -0.0198305 -0.048183 0.00649163 -0.0601658 -0.0311385 0.0141429 0.0542687 -0.0279097 0.0178927
internal_weight=1.33003e+06 703292 626737 441227 481835 144902 402791 290108 262065 79044 118875 191382 283916 151119 41946 177631 123598 162813 63529 109173 94979 96403 99284 55729 112477 93424 211683 103730 23315 163066
internal_count=1330029 703292 626737 441227 481835 144902 402791 290108 262065 79044 118875 191382 283916 151119 41946 177631 123598 162813 63529 109173 94979 96403 99284 55729 112477 93424 211683 103730 23315 163066
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2192 32 5921 4723 1065 5925
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=4
split_feature=16 20 16 19 20 16 117 52 19 20 136 120 20 20 52 52 136 28 20 12 16 20 76 19 136 115 136 20 16 28
split_gain=356243 69317.1 55568.6 24011.7 15102.2 13860.3 11756.9 8868 8407.16 6890.86 6769.94 6695.75 6453.22 5994.59 5959.2 5758.46 5601.76 4569.77 4558.51 5166.77 4331.46 4325.48 4230.72 4166.32 4131.98 3463.39 3453.33 3447.81 3126.34 2946.36
threshold=11.775000095367433 6.6949999332427987 15.405000209808351 8.7100000381469744 7.3949999809265146 18.219999313354496 0.56638467311859142 1.6649999618530276 9.5450000762939471 7.4149999618530282 0 0.19936034083366397 9.9549999237060565 5.3350000381469735 3.745000004768372 4.7149999141693124 1 1016.7500000000001 4.9749999046325692 1.3849999904632571 13.344999790191652 5.3750000000000009 10.355000019073488 11.775000095367433 2 0.11319890245795251 3 5.0650000572204599 13.344999790191652 1022.0499877929689
decision_type=2 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 1 2 2 2
left_child=1 3 4 7 8 9 15 13 -2 16 -10 14 20 25 18 23 -4 -8 -5 24 -6 -12 -9 -3 -20 -1 -13 -18 -23 -15
right_child=2 6 5 11 12 -7 17 22 10 -11 21 26 -14 29 -16 -17 27 -19 19 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.064620577066746468 -0.01385145606332332 -0.0067959447922578999 0.054877893038056805 -0.053663105757831946 0.016380579743254516 0.089141786750678104 -0.022726779156326142 0.0037414686406885798 0.030620549161935046 0.056729987239432955 -0.016647248658186752 -0.018605534673225385 0.045973504792229627 -0.046475547081718346 -0.0050071216078532467 0.022340390637411001 -0.027637479653474246 -0.00084436517936970943 -0.032420599597233694 -0.034808556482626749 0.030392578214928825 0.0031891682833551575 -0.034908984031943154 0.014419712120794721 -0.00089566301138756417 0.029921461011154116 0.015820549065114729 0.027110914764969046 0.019571204763505448 0.00034041956105985679
leaf_weight=71556 34388 76669 20817 19949 107691 22678 78548 8898 42253 77388 16105 14947 37569 116047 24917 37326 3134 34267 17560 90728 113054 61124 34657 33145 25463 982 14191 34889 55628 3461
leaf_count=71556 34388 76669 20817 19949 107691 22678 78548 8898 42253 77388 16105 14947 37569 116047 24917 37326 3134 34267 17560 90728 113054 61124 34657 33145 25463 982 14191 34889 55628 3461
internal_value=-8.68591e-06 -0.024436 0.0274039 -0.0364555 0.0187267 0.0529494 -0.00393644 -0.0473823 0.00875106 0.0469244 0.0131897 -0.0240642 0.0268171 -0.052002 -0.0276897 0.00537434 0.0340279 -0.0160801 -0.0313668 -0.0280413 0.0235568 0.00764327 -0.027013 -0.000392454 -0.0137704 -0.0633407 -0.00184005 0.0225924 0.0109946 -0.0451197
internal_weight=1.33003e+06 703311 626718 443356 467812 158906 259955 235601 209498 136228 175110 207755 258314 192046 178617 147140 58840 112815 153700 133751 220745 132857 43555 109814 43023 72538 29138 38023 116752 119508
internal_count=1330029 703311 626718 443356 467812 158906 259955 235601 209498 136228 175110 207755 258314 192046 178617 147140 58840 112815 153700 133751 220745 132857 43555 109814 43023 72538 29138 38023 116752 119508
cat_boundaries=0 1 2 3 4
cat_threshold=32 1056 2204 2456
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=16 16 20 16 17 117 28 19 23 28 20 20 16 17 25 20 12 53 82 53 4 20 20 20 18 53 53 20 118 76
split_gain=323229 77184.6 33935.9 22716.2 18267.5 11775.5 9050.44 8886.29 8307.09 6916.26 6824.37 6152.61 5589.67 5017.49 4897.67 4649.9 4468.06 4424.2 4854.2 4192.27 3890.89 4140.84 3731.67 3408.16 3399.25 3363.2 3314.72 3243.82 3194.42 3092.63
threshold=10.405000209808351 14.550000190734865 5.9349999427795419 17.029999732971195 12.699999809265138 0.44618082046508795 1019.0499877929689 9.5450000762939471 5.5450000762939462 1019.3500061035157 5.7349998950958261 5.8550000190734872 20.524999618530277 17.029999732971195 296.50000000000006 7.3550000190734872 1.735000014305115 0.53499999642372142 291.02767944335943 3.3850001096725468 7.3500001430511483 6.0950000286102304 4.7449998855590829 5.2750000953674325 15.405000209808351 1.7150000333786013 6.5650000572204599 5.2950000762939462 0.59480014443397533 5.4849998950958261
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 4 8 7 6 15 10 27 17 16 -2 -6 23 -13 -10 25 19 22 -19 -7 24 -22 -1 -5 -9 -4 -18 -3 -12 -25
right_child=1 3 5 12 11 9 -8 20 14 -11 28 13 -14 -15 -16 -17 26 18 -20 -21 21 -23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.073525940655256514 -0.031318157223968711 -0.035692058375690096 -0.017309285401933581 0.0075516787385839952 -0.002538875353647939 -0.023494011820122687 0.01359126595286648 0.033880606329039324 -0.020813717783885844 -0.00064332696433360857 0.0015189612422996822 0.020391557761608461 0.11617569977144337 0.079189980717897429 -0.042604136857435117 0.014662583379881189 -0.038342622026131278 -0.0046858291631662911 -0.047500101442658885 0.015750286519771433 -0.0072220913533798392 0.031784443908347802 -0.051722056727799531 0.071798620218360462 0.048957579879655079 0.0055406431556065212 -0.011702421277793411 0.013001506142817941 -0.014254988444659951 0.047057411891345956
leaf_weight=27279 24125 4106 56016 2740 30653 48195 80163 87312 44242 23710 117071 213367 5167 3691 61818 23369 99551 8626 28473 7924 9016 27730 69924 43138 65378 22601 13228 20478 44219 17860
leaf_count=27279 24125 4106 56016 2740 30653 48195 80163 87312 44242 23710 117071 213367 5167 3691 61818 23369 99551 8626 28473 7924 9016 27730 69924 43138 65378 22601 13228 20478 44219 17860
internal_value=2.57597e-05 0.0202211 -0.0300325 0.0411896 0.00866335 -0.0186572 -0.000446381 0.0331506 -0.0439743 -0.0259314 -0.00651547 0.0184302 0.0661587 0.0213914 -0.0335145 -0.00491953 -0.0294813 -0.0522346 -0.0375452 -0.0179527 0.0368209 0.0222138 -0.0578411 0.062104 0.0403362 -0.0107403 -0.035218 0.00486875 -0.0028056 0.0645545
internal_weight=1.33117e+06 796214 534956 282925 513289 294594 265578 214020 240362 192608 185415 247711 68905 217058 106060 101986 168898 134302 37099 56119 189436 36746 97203 63738 152690 78617 112779 24584 161290 60998
internal_count=1331170 796214 534956 282925 513289 294594 265578 214020 240362 192608 185415 247711 68905 217058 106060 101986 168898 134302 37099 56119 189436 36746 97203 63738 152690 78617 112779 24584 161290 60998
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=3
split_feature=16 16 17 16 19 53 17 19 26 28 21 81 28 21 136 12 28 28 16 17 76 136 84 4 4 21 136 21 8 26
split_gain=291714 69659.1 29067.5 20501.3 16815.8 10198.9 9035.43 8049.78 7753.86 7724.05 6930.72 6160.74 6005.95 5647.06 5328.26 5805.78 5190.01 5139.52 5044.67 4189.35 3822.93 3713.29 3705.13 3589.19 3064.09 3034.19 2954.38 2944.04 2879.31 2614.27
threshold=10.405000209808351 14.550000190734865 8.7100000381469744 17.029999732971195 12.309999942779543 1.9049999713897707 17.029999732971195 10.405000209808351 233.50000000000003 1019.0499877929689 7.7750000953674325 288.31871032714849 1021.5499877929689 5.9749999046325692 0 1.2250000238418581 1018.6499938964845 1019.9500122070314 20.524999618530277 14.039999961853029 12.734999656677248 1 0.86118975281715404 8.4499998092651385 7.6499998569488534 5.6949999332427987 2 6.7349998950958261 8.7500000000000018 299.50000000000006
decision_type=2 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 1 2 2 2
left_child=2 4 5 7 9 8 10 -3 -1 13 17 -7 14 -2 -10 -16 19 21 24 -6 -13 -4 28 26 -5 -17 -9 -25 -23 -15
right_child=1 3 6 18 16 11 -8 23 12 -11 -12 20 -14 29 15 25 -18 -19 -20 -21 -22 22 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.0076965081058702218 -0.025684867325416791 0.0083656557086734008 -0.032573620994664022 0.064080488610901529 0.0080398698197086359 0.019463594909999216 0.057536560297106791 0.048832775159022075 -0.05899670857241978 0.012474753634335358 0.00721807459207271 -0.0043997378770208317 -0.0046165727635601277 0.0031882246560487842 -0.019103017360931784 -0.055007655919087343 0.026039645515425803 -0.000374729776089168 0.11036691578497665 0.029586922543015499 -0.036367477697588559 -0.0066278065501752447 -0.031782448578467341 -0.0087632282776782429 0.035348503093984074 -0.038678020764682963 0.033834067315549179 0.029345129857957911 -0.026108389502411112 -0.01051657670604351
leaf_weight=13806 32289 31999 67540 52465 137575 8400 4098 46722 72211 73896 25759 13148 8295 83321 22723 56495 99474 28488 5167 26983 32394 61924 35034 7411 11273 57297 111857 16031 27344 59751
leaf_count=13806 32289 31999 67540 52465 137575 8400 4098 46722 72211 73896 25759 13148 8295 83321 22723 56495 99474 28488 5167 26983 32394 61924 35034 7411 11273 57297 111857 16031 27344 59751
internal_value=2.44717e-05 0.0192101 -0.0285309 0.0391301 0.00823018 -0.0394554 -0.0160964 0.0314931 -0.0440296 -0.00108416 -0.0173225 -0.0198814 -0.046341 -0.0067978 -0.0479992 -0.0421745 0.0170233 -0.0201916 0.0628508 0.011573 -0.0271384 -0.0231344 -0.0180014 0.0355588 0.0589988 -0.0467853 0.0382583 0.0172975 -0.012595 -0.0025353
internal_weight=1.33117e+06 796214 534956 282925 513289 284769 250187 214020 230827 249257 246089 53942 217021 175361 208726 136515 264032 220330 68905 164558 45542 191842 124302 182021 63738 113792 158579 23442 89268 143072
internal_count=1331170 796214 534956 282925 513289 284769 250187 214020 230827 249257 246089 53942 217021 175361 208726 136515 264032 220330 68905 164558 45542 191842 124302 182021 63738 113792 158579 23442 89268 143072
cat_boundaries=0 1 2 3
cat_threshold=2176 2202 1056
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=4
split_feature=16 16 16 52 52 20 16 19 120 136 20 23 16 19 76 52 20 76 136 64 136 18 20 28 12 12 136 19 12 52
split_gain=263379 52891.7 41495.2 13600.5 12863.6 12847.2 10298.9 9980.76 9316.54 7659.21 7468.7 6945.25 6563.13 6242.82 5736.87 6900.61 4223.37 4121 3802.78 3771.79 3644.72 3531.1 3461.12 3414.6 3322.41 3274.03 3232.57 3039.87 2973 2913.1
threshold=11.775000095367433 8.7100000381469744 15.405000209808351 6.6050000190734872 3.745000004768372 8.2950000762939471 18.219999313354496 11.775000095367433 1.0000000180025095e-35 0 5.1849999427795419 5.7850000858306894 13.344999790191652 9.5450000762939471 8.5850000381469744 2.3750000000000004 7.7349998950958261 4.0450000762939462 1 21.814999580383304 2 15.405000209808351 9.9549999237060565 1019.5499877929689 1.2250000238418581 1.2749999761581423 3 17.029999732971195 1.7050000429153445 8.6350002288818377
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 2 2
left_child=1 4 5 7 8 10 13 14 11 -10 -2 18 23 -4 15 16 26 27 -1 -5 -14 -13 -7 -12 -20 -17 -3 -15 -6 -30
right_child=2 3 6 19 28 22 -8 -9 9 -11 12 21 20 17 -16 25 -18 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.058896889621853313 -0.016441076622768939 -0.029513595424961594 0.012189747778416599 0.032818540904420511 0.02522807783498799 0.023496979633137949 0.076856201720654271 0.0043663270307133855 -0.037116574177285602 0.0046076293613396433 -0.00053467779855681107 -0.034302229040153356 0.024968973505874265 0.043557024645600635 -0.029694118221590432 0.047065848844353546 0.0026678507902189331 0.031206110853560287 -0.021859738452769631 0.0048822355486757025 0.0076339251674771985 0.034343074870037398 0.040856765435955594 0.01671804302141645 -0.047762258051723794 0.0027392789646640174 -0.013900505935473715 0.063734376761915609 -0.024604854442113671 0.012867920002314785
leaf_weight=66887 24413 50203 17080 19453 6327 123594 22670 71594 24291 20096 97004 97743 101831 50595 64140 5388 25954 39121 15475 31888 43220 1910 37401 40717 61892 18364 97824 29580 17064 7451
leaf_count=66887 24413 50203 17080 19453 6327 123594 22670 71594 24291 20096 97004 97743 101831 50595 64140 5388 25954 39121 15475 31888 43220 1910 37401 40717 61892 18364 97824 29580 17064 7451
internal_value=2.32448e-05 -0.0209703 0.0235846 -0.00848903 -0.0360201 0.0160889 0.0456495 -0.0121774 -0.0393034 -0.0182335 0.0100928 -0.0431378 0.0123836 0.040462 -0.0167003 -0.0124854 -0.0159366 0.0445098 -0.0501505 0.0154672 0.019806 -0.0329865 0.0275299 0.00456606 -0.0425757 0.0127945 -0.0191986 0.0510013 -0.00532911 -0.0132155
internal_weight=1.33117e+06 703944 627226 384808 319136 468180 159046 333467 288294 44387 307185 243907 282772 136376 261873 197733 173981 119296 144254 51341 145051 99653 160995 137721 77367 23752 148027 80175 30842 24515
internal_count=1331170 703944 627226 384808 319136 468180 159046 333467 288294 44387 307185 243907 282772 136376 261873 197733 173981 119296 144254 51341 145051 99653 160995 137721 77367 23752 148027 80175 30842 24515
cat_boundaries=0 1 2 3 4
cat_threshold=2192 2440 7777 2192
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=5
split_feature=16 17 20 17 20 19 16 136 20 28 16 23 118 136 28 20 17 16 8 20 20 19 12 76 20 136 136 76 136 30
split_gain=238035 57621.5 26349.2 16144.2 15991.2 10812 8456.88 7708.15 6107.67 5974.81 5902.97 5730.1 5235.87 4788 4707.84 4569.84 4093.42 4025.33 3732.64 3663.88 3656.27 3560.23 3349.02 3338.94 3146.62 3083.26 2989.08 2981.41 2912.71 2400.01
threshold=10.405000209808351 14.550000190734865 5.8350000381469735 17.029999732971195 7.9749999046325692 10.405000209808351 12.309999942779543 0 5.1849999427795419 1018.4500122070314 16.335000038146976 5.8250000476837167 -0.39873388409614557 1 1019.5499877929689 5.7550001144409189 20.524999618530277 17.029999732971195 9.4499998092651385 9.5150003433227557 5.9349999427795419 14.550000190734865 1.1050000190734866 2.8349999189376835 4.7449998855590829 2 3 5.9849998950958261 4 1017.8500061035157
decision_type=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 1 1 2 1 2
left_child=2 4 7 15 6 9 14 18 -8 12 19 24 -4 -14 20 28 27 -10 21 29 -2 -1 -15 26 -9 -11 -17 -5 -3 -6
right_child=1 3 5 16 10 -7 8 11 17 25 -12 -13 13 22 -16 23 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014247048924996314 -0.026726106665757789 0.027832079301869761 0.0034792986891322313 0.061257027713581796 0.0089006273849333625 -0.0014314526386574342 -0.019344701357378938 -0.063269361846437264 0.010907330451648564 -0.019028776131508773 0.074272958617866355 -0.028370890990539074 -0.038408928672652692 0.012350089668756207 0.0076320033862016471 0.047925165759485411 0.10153750814974359 0.046200240622462037 -0.040675377015010908 0.032367470409132161 -0.0064049394946020747 0.045087376317703244 -0.023754596413973594 0.023561292783436927 -0.044669236777705901 0.011423939677814861 0.030833951956657044 0.03600191029932797 -0.0065143249058301394 0.021936546736209026
leaf_weight=22512 27933 11461 14425 43840 79347 86098 16252 29050 141064 15446 4842 46729 67306 6828 47886 43312 5019 8570 12834 36931 106642 2848 108258 67158 104649 17973 63048 15933 13361 63615
leaf_count=22512 27933 11461 14425 43840 79347 86098 16252 29050 141064 15446 4842 46729 67306 6828 47886 43312 5019 8570 12834 36931 106642 2848 108258 67158 104649 17973 63048 15933 13361 63615
internal_value=2.20441e-05 0.0173528 -0.0257726 0.0364979 0.00790271 -0.0165476 0.0015963 -0.0391208 0.00976681 -0.0222003 0.0197944 -0.0434405 -0.0255194 -0.0278128 -0.00583198 0.0294193 0.0581668 0.0129287 -0.0186983 0.0183281 -0.0106229 -0.00758362 -0.0216106 0.0322899 -0.0487107 -0.00265334 0.0378013 0.0545251 0.00935294 0.0147013
internal_weight=1.33117e+06 796214 534956 263132 533082 316334 348347 218622 165886 230236 184735 180428 196817 182392 182461 198340 64792 149634 38194 179893 134575 25360 115086 173518 133699 33419 106360 59773 24822 142962
internal_count=1331170 796214 534956 263132 533082 316334 348347 218622 165886 230236 184735 180428 196817 182392 182461 198340 64792 149634 38194 179893 134575 25360 115086 173518 133699 33419 106360 59773 24822 142962
cat_boundaries=0 1 2 3 4 5
cat_threshold=544 2202 152 1057 544
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=5
split_feature=17 20 18 18 20 28 18 26 8 136 136 17 118 12 52 20 136 52 18 25 4 12 136 12 31 136 20 23 86 52
split_gain=214921 45878.7 35879.2 15702.7 13119.3 9028.49 8187.32 7880.33 7321.83 6569.68 6440.64 6352.7 5673.15 5405.27 5146.37 4869.54 4214.48 4153.82 4145.36 4108.98 4040.61 4036.5 3831.73 3448.96 2984.73 2855.94 2725.4 2660.57 2595.77 2837.56
threshold=11.775000095367433 6.7149999141693124 15.405000209808351 8.7100000381469744 6.7950000762939462 1016.5499877929689 18.219999313354496 231.50000000000003 9.2500000000000018 0 1 16.335000038146976 0.44618082046508795 1.2250000238418581 2.4550000429153447 9.7550001144409197 2 3.8649998903274541 11.775000095367433 231.50000000000003 6.8500001430511483 3.1550000905990605 3 1.3849999904632571 1017.6499938964845 4 7.8550000190734872 4.7950000762939462 0.8151681423187257 4.5150001049041757
decision_type=2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2
left_child=1 3 4 7 8 12 20 -1 16 27 -7 15 21 -11 18 22 28 -15 -5 -10 25 -3 -6 -16 -24 -4 -22 -9 -2 -30
right_child=2 5 6 14 11 10 -8 9 19 13 -12 -13 -14 17 23 -17 -18 -19 -20 -21 26 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0065884744822897788 0.022479743451959803 -0.0032524414311208383 0.052700688414926422 -0.026370819643476231 0.0048781873611459048 -0.010470355747303942 0.071746068151866169 -0.064409383627450079 -0.047057532648587162 -0.011477772774380566 0.017456031473744062 0.055893017155742852 -0.017119884353947564 -0.039483206229420496 0.032401705462270419 0.034939707306704031 -0.0031847117747233243 -0.011289863532523509 -0.0058480331376673357 -0.0072127280214966802 0.0093648593602044337 0.03204320947969868 0.014591719978068324 -0.0080601048700078455 0.026538675942109621 0.035219292052887118 0.040463389839296628 -0.044326900206022687 -0.015316718289975132 0.023082922497306806
leaf_weight=10138 53912 50116 43153 115039 54922 28893 21286 21693 7873 26179 72290 12220 97265 117429 6217 42155 41072 14700 31300 36319 17427 9662 122532 34455 91184 51506 11826 68791 11159 8457
leaf_count=10138 53912 50116 43153 115039 54922 28893 21286 21693 7873 26179 72290 12220 97265 117429 6217 42155 41072 14700 31300 36319 17427 9662 122532 34455 91184 51506 11826 68791 11159 8457
internal_value=2.09622e-05 -0.0189369 0.0213119 -0.0286487 0.0147459 -0.00216522 0.0430997 -0.0366224 0.00297838 -0.0383832 0.00948229 0.0205308 -0.00966973 -0.032232 -0.0176085 0.0191404 0.00964561 -0.0363466 -0.0219813 -0.0143113 0.0381787 0.00245244 0.0166612 -0.00187523 0.0196881 0.043198 0.0219369 -0.0491361 0.0168106 0.00123843
internal_weight=1.33117e+06 704167 627003 445941 481805 258226 145198 258930 158792 248792 101183 323013 157043 158308 187011 310793 114600 132129 146339 44192 123912 59778 268638 40672 213716 94659 29253 90484 73528 19616
internal_count=1331170 704167 627003 445941 481805 258226 145198 258930 158792 248792 101183 323013 157043 158308 187011 310793 114600 132129 146339 44192 123912 59778 268638 40672 213716 94659 29253 90484 73528 19616
cat_boundaries=0 1 2 3 4 5
cat_threshold=2184 144 5921 146 1065
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=16 18 16 20 20 20 18 29 52 18 76 120 19 31 52 16 84 4 20 31 52 26 52 76 76 12 18 23 20 12
split_gain=196194 52729 26053.8 14013.3 11098.7 10767.9 7946.77 5844.5 5682.69 5603.75 4540.21 4489.66 4414.51 4336.55 4204.55 4160.29 4099.98 3814.97 3617.41 3407.92 3372.34 2913 3105.64 2809.57 2648.78 2543.59 2538.94 2434.27 2380.29 2505
threshold=12.699999809265138 9.5450000762939471 16.335000038146976 5.7349998950958261 5.7550001144409189 7.4749999046325692 15.405000209808351 1020.3500061035157 4.7149999141693124 15.405000209808351 12.734999656677248 0.04361772537231446 9.5450000762939471 1016.2500000000001 4.9949998855590829 20.524999618530277 0.84577104449272167 6.7500000000000009 9.555000305175783 1021.1499938964845 1.5549999475479128 237.50000000000003 1.8550000190734866 4.7650001049041757 5.6949999332427987 1.3149999976158144 14.550000190734865 4.5850000381469735 5.3150000572204599 1.3149999976158144
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 11 12 7 18 9 10 14 19 20 -2 26 16 24 28 -14 23 21 27 -5 -23 -6 -4 -24 -7 -1 -3 -30
right_child=2 5 15 8 6 13 -8 -9 -10 -11 -12 -13 17 -15 -16 -17 -18 -19 -20 -21 -22 22 25 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.062933259068392686 -0.024380986283800574 -0.02922405852726246 0.055027225436956678 0.011541430306418672 0.01989131555741791 -0.0029296853111312584 0.03564624434654888 0.0071314356914541762 0.0015525665634260699 0.021878596038448397 -0.036976818481028136 -0.015629354948859218 0.017875681889567639 0.016292357593012743 0.0022540542748255674 0.095653004772017935 -0.033065216053767825 -0.01230906669529133 0.031244553573169298 0.010410881268647918 -0.024961496117891682 -0.025743910621852651 0.023856397014462516 0.0089010309058227474 0.032450307022343056 -0.016399589189890641 0.035340365747246555 -0.043144778310520153 -0.00071994537086054046 -0.016117051756299586
leaf_weight=18219 14836 21243 46369 6471 177457 73863 87331 44841 25316 11126 48102 16927 29131 72257 31558 5091 34335 16339 47753 9048 22372 117985 5789 86496 18048 12180 4604 105737 39321 80490
leaf_count=18219 14836 21243 46369 6471 177457 73863 87331 44841 25316 11126 48102 16927 29131 72257 31558 5091 34335 16339 47753 9048 22372 117985 5789 86496 18048 12180 4604 105737 39321 80490
internal_value=-2.85439e-05 -0.0156213 0.0236114 -0.0288579 0.0192943 -0.00320035 0.0223157 -0.0093085 -0.0207634 -0.0126889 -0.0235942 -0.0400084 -0.000698068 0.00745434 -0.0145474 0.0521406 -0.0175705 0.00702922 0.0185809 -0.0193444 -0.0428286 -0.0212347 -0.0227948 0.0162899 0.0487017 -0.00343048 -0.000684215 -0.0460533 -0.0137988 -0.0110638
internal_weight=1.33064e+06 801784 528851 388146 459343 413638 399037 262914 224891 218073 199575 163255 60306 150724 206947 69508 175389 45470 311706 151473 146328 142425 135954 263953 64417 17969 78467 123956 141054 119811
internal_count=1330635 801784 528851 388146 459343 413638 399037 262914 224891 218073 199575 163255 60306 150724 206947 69508 175389 45470 311706 151473 146328 142425 135954 263953 64417 17969 78467 123956 141054 119811
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=4
split_feature=18 16 16 16 20 52 52 76 8 25 28 136 28 76 18 31 136 124 26 136 136 20 76 52 76 110 16 52 85 13
split_gain=177964 42270.5 36258.2 11324.3 9986.52 9981.64 8144.25 6477.19 6128.48 5438.74 5089.73 4952.6 4663.5 4622.71 4418.01 4521.19 4256.18 4507.44 4253.49 4237.02 3743.8 3049.46 2996.15 2959.23 2874.16 2824.4 2724.76 2554.23 2503.32 2473.08
threshold=10.960000038146974 14.550000190734865 8.7100000381469744 17.029999732971195 7.0150001049041757 5.2149999141693124 2.4150000810623173 6.6749999523162851 9.1500000953674334 235.50000000000003 1019.8500061035157 0 1018.3500061035157 13.114999771118166 16.335000038146976 1016.8500061035157 1 -0.19936034083366391 232.50000000000003 2 3 5.0650000572204599 10.355000019073488 10.824999809265138 7.1949999332427987 -0.26491540670394892 18.219999313354496 7.8350000381469735 0.8215727210044862 0.78499999642372142
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 2 2
left_child=2 4 6 21 8 7 9 11 20 -1 16 29 -13 -8 15 -6 -11 -18 -10 -17 28 -3 -7 -24 -23 -9 -5 -15 -2 -4
right_child=1 3 5 26 14 22 13 25 18 10 -12 12 -14 27 -16 19 17 -19 -20 -21 -22 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0048823935039502596 0.018882981912138285 -0.0058306716060341273 -0.043287967971808144 0.045503691752935296 0.0067044072973784915 0.026797439941361169 0.01482373866768835 0.011566291611329521 -0.046512652969594503 -0.049193614740127449 -0.012594294725070808 -0.007639872472386869 0.013923763124987163 -0.029364185290343653 0.067880284232638033 0.0028548586702173344 -0.0027149471798896306 -0.03738620966714299 -0.0083094593008131417 0.023933028408188537 -0.0046773390715629908 0.032254981927501196 -0.012186055839278362 0.016418032107912019 0.016640906036551707 -0.027980547540232398 0.068471107939210504 0.011299272800873512 -0.0023133630974690139 -0.015610351164618686
leaf_weight=12963 51941 6494 9510 39550 130909 19161 11456 4839 8381 82771 17905 118653 31791 23875 3777 30145 10196 116294 55763 114258 49879 143297 17800 18377 37104 67397 19174 4607 19034 53334
leaf_count=12963 51941 6494 9510 39550 130909 19161 11456 4839 8381 82771 17905 118653 31791 23875 3777 30145 10196 116294 55763 114258 49879 143297 17800 18377 37104 67397 19174 4607 19034 53334
internal_value=-2.71168e-05 0.0170765 -0.0195761 0.0338498 0.00819923 -0.00862414 -0.0329055 -0.0123909 -0.000809535 -0.0363828 -0.0381803 -0.0080083 -0.00308296 -0.0119984 0.0141708 0.013434 -0.0403695 -0.0345887 -0.0133011 0.0195347 0.00582042 0.0278318 0.0108112 0.0023441 0.0290436 -0.0253314 0.0530028 -0.0227868 0.0131967 -0.0197956
internal_weight=1.33064e+06 709706 620929 245619 464087 340862 280067 285524 184998 240129 227166 213288 150444 39938 279089 275312 209261 126490 64144 144403 120854 186895 55338 36177 180401 72236 58724 28482 70975 62844
internal_count=1330635 709706 620929 245619 464087 340862 280067 285524 184998 240129 227166 213288 150444 39938 279089 275312 209261 126490 64144 144403 120854 186895 55338 36177 180401 72236 58724 28482 70975 62844
cat_boundaries=0 1 2 3 4
cat_threshold=2192 2192 144 5921
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=1
split_feature=17 16 17 16 52 52 76 28 23 76 19 76 16 110 21 52 19 17 136 28 16 84 21 28 76 23 18 26 64 52
split_gain=162249 40260.1 28126.5 16263.8 10417.3 7583.83 7085.52 6537.04 6109.01 5608.23 5465.98 5062.26 4781.55 4539.94 4022.75 3973.34 3936.13 3913.32 3591.74 3470.35 3327.56 3250.69 3151.85 3072.97 2930.79 2715.65 2626.32 2565.07 2429.52 2397.69
threshold=11.775000095367433 9.5450000762939471 16.335000038146976 13.344999790191652 1.8550000190734866 6.5150001049041757 9.4849996566772479 1018.3500061035157 5.4849998950958261 8.0650000572204608 8.7100000381469744 5.555000066757203 17.029999732971195 0.34305213391780859 5.8350000381469735 2.5749999284744267 11.775000095367433 20.524999618530277 0 1019.7500000000001 16.335000038146976 0.81383198499679577 7.0150001049041757 1021.7500000000001 5.6949999332427987 5.5050001144409189 12.309999942779543 223.50000000000003 8.4349999427795428 4.9949998855590829
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 4 3 7 8 9 -6 14 27 15 -5 16 18 -8 -2 20 23 24 21 29 25 -12 -20 -10 -4 -3 -27 -1 -17 -15
right_child=2 5 17 10 6 -7 13 -9 11 -11 12 -13 -14 19 -16 28 -18 -19 22 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0096418211712156841 -0.018518322332934791 -0.022933181486634802 0.051817933250476282 -0.0045802254033874218 0.014325281472277568 0.014665884264214307 0.012503001326876024 0.015620977817854273 -0.025646162991890049 -0.021520682416387694 0.03323777817536578 -0.03943547223543134 0.053604693972030604 -0.03540464641238638 0.0026793431136546263 0.028341151097127378 0.0046405059072396233 0.090594202875464172 0.0039323211834304773 0.014997159683606681 0.036726374032949392 0.014033951752785771 0.021361978898619089 0.0098342617053360504 0.028086799472455973 -0.006680229279854075 0.013344459494879264 -0.042599344038938537 -0.0017133436361079519 -0.012092689786462106
leaf_weight=6254 27095 22297 46222 17603 19929 50811 9474 95234 123471 49907 97987 52123 13124 37588 128654 15093 13327 5111 33427 5002 4541 28430 115763 6420 18107 135856 18618 105429 12127 15611
leaf_count=6254 27095 22297 46222 17603 19929 50811 9474 95234 123471 49907 97987 52123 13124 37588 128654 15093 13327 5111 33427 5002 4541 28430 115763 6420 18107 135856 18618 105429 12127 15611
internal_value=-2.57711e-05 -0.0165011 0.0184768 0.014738 -0.0270867 -0.00299285 -0.0118786 0.00530156 -0.0314261 -0.00646468 0.0224693 -0.0260932 0.0241184 -0.0195951 -0.00100833 -0.0028614 -0.0212374 0.0484839 0.0227143 -0.0248201 -0.00553559 0.0289167 0.0174556 -0.0238925 0.0451382 -0.00662124 -0.00426675 -0.0407538 0.0149513 -0.0285639
internal_weight=1.33064e+06 703878 626757 557317 394628 309250 87604 250983 307024 258439 306334 195341 288731 67675 155749 208532 143218 69440 275607 58201 181312 126417 149190 129891 64329 176771 154474 111683 27220 53199
internal_count=1330635 703878 626757 557317 394628 309250 87604 250983 307024 258439 306334 195341 288731 67675 155749 208532 143218 69440 275607 58201 181312 126417 149190 129891 64329 176771 154474 111683 27220 53199
cat_boundaries=0 1
cat_threshold=7201
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=4
split_feature=17 16 16 17 28 16 136 8 28 28 24 16 12 21 111 19 16 23 53 53 17 76 19 21 136 136 76 136 53 18
split_gain=146430 36334.7 25713.5 9028.2 8721.75 7778.54 7723.89 7372.17 6157 5894.55 5163.64 5157.85 4097.44 3648.18 3344 3315.15 3090.41 3031.76 3020.13 3013.01 2982.28 2969.37 2938.75 2807.68 2722.73 2588.05 2620.97 2454.71 2386.61 2192.32
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 17.029999732971195 1021.7500000000001 13.344999790191652 0 9.3499999046325701 1019.1499938964845 1018.3500061035157 234.50000000000003 18.219999313354496 1.2250000238418581 5.8350000381469735 -0.29584680497646326 8.7100000381469744 17.029999732971195 4.6949999332427987 3.745000004768372 1.4750000238418581 20.524999618530277 6.6050000190734872 17.029999732971195 5.6949999332427987 1 2 8.0650000572204608 3 4.2449998855590829 15.405000209808351
decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 2
left_child=1 4 3 5 6 9 10 12 14 13 -1 21 19 -2 -3 -7 24 -12 29 -8 -5 22 -4 -9 -10 -16 28 -17 -27 -14
right_child=2 8 11 20 -6 15 7 23 16 -11 17 -13 18 -15 25 27 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0040618995088403378 -0.017620339177262277 0.017125281652306656 0.030156123272240012 0.051523060053590246 0.0089834185476126965 -0.0074083204403201973 -0.0058631927859952989 -0.040451478306424399 -0.0074567760347525689 0.014839928931794958 -0.056779180949802166 0.06007961205538024 -0.023572979108057876 0.0025615850940868463 -0.016236552360976909 0.025213979040590792 0.070546273512523364 -0.035465290110134995 0.00082359298308389581 0.032776592812050552 0.16999284374177351 0.018045633002112871 0.048658043199448303 -0.023508451296235425 0.01410906997177145 -0.0031660952592812834 -0.014713712603544232 0.014405065762052633 0.019444322291555485 0.050074820875582571
leaf_weight=7543 27109 13745 60221 10007 17299 12279 25442 48878 20408 95234 19353 19728 82519 128686 70046 96291 2031 120994 16356 6293 561 27442 33346 48928 51704 92888 45080 115853 13348 1023
leaf_count=7543 27109 13745 60221 10007 17299 12279 25442 48878 20408 95234 19353 19728 82519 128686 70046 96291 2031 120994 16356 6293 561 27442 33346 48928 51704 92888 45080 115853 13348 1023
internal_value=-2.44825e-05 -0.015676 0.0175529 0.0121031 -0.0257324 0.0110872 -0.027324 -0.0215771 -0.0028432 0.0050402 -0.0362359 0.0363731 -0.0138524 -0.000950157 -0.00680509 0.017851 0.00971991 -0.0384043 -0.0188244 0.00179902 0.057812 0.0325083 0.03675 -0.0319756 0.00800677 -0.008291 -0.00461152 0.019313 -0.000325214 -0.0226711
internal_weight=1.33064e+06 703878 626757 486020 394628 475452 377329 229439 309250 251029 147890 140737 131633 155795 235107 224423 74143 140347 99898 31735 10568 121009 93567 97806 72112 221362 151316 212144 106236 83542
internal_count=1330635 703878 626757 486020 394628 475452 377329 229439 309250 251029 147890 140737 131633 155795 235107 224423 74143 140347 99898 31735 10568 121009 93567 97806 72112 221362 151316 212144 106236 83542
cat_boundaries=0 1 2 3 4
cat_threshold=2200 144 2202 7201
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=6
split_feature=18 16 16 52 16 52 28 12 18 120 21 76 16 16 136 136 111 136 28 136 136 31 12 52 12 76 28 21 136 3
split_gain=133954 34146.8 24483.1 8952.62 8099.91 7524.2 6461.67 6171.27 5608.13 5602.87 5329.29 5312.73 5261.52 3464.66 3328.65 3319.53 3299.64 3155 3150.89 2617.19 2607.31 2524.86 2482.18 2816.87 2429.75 2302.96 2237.42 2163.01 2158.38 2122
threshold=11.775000095367433 9.5450000762939471 14.550000190734865 2.3750000000000004 17.029999732971195 5.2950000762939462 1019.0499877929689 1.544999957084656 17.029999732971195 0.14780378341674807 5.7950000762939462 5.6949999332427987 8.0099999904632586 16.335000038146976 0 1 0.3333390355110169 2 1016.7500000000001 3 4 1021.3500061035157 1.735000014305115 10.434999942779543 3.2549999952316289 5.4149999618530282 1017.5499877929689 8.3350000381469744 5 153.50000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 1 1 2 2 2 2 2 2 2 1 2
left_child=1 3 6 9 20 11 8 -5 10 12 28 13 21 19 -11 -12 -9 -8 -18 24 27 -1 -7 -24 -3 -6 -21 -4 -2 -19
right_child=2 5 4 7 25 22 17 16 -10 14 15 -13 -14 -15 -16 -17 18 29 -20 26 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.038437374204220963 0.0035062775945519258 -0.013379677278574207 -0.0021776274820523027 0.023001760165331977 0.052154474492220951 0.031871101296500406 0.0026793445759865421 0.014109652846142004 0.050118257631013886 -0.024613876962256004 0.014709757895434432 -0.020106246001443319 -0.023125136088360383 0.031389822540181377 0.0029299482985788577 0.0017847978965238388 -0.02804159937328737 0.034249499105918305 0.0029595582000122305 -0.0035787655431286204 0.027112599736733623 -0.007265795079044346 -0.006307460097650844 0.016870604087812411 0.017419110726467096 0.029645814607105053 0.012603770744435193 0.023035737915105808 -0.020528203254183943 0.017891675676409376
leaf_weight=150627 13809 75761 15301 12730 40813 12767 25581 7916 6580 23792 79225 57940 117928 7119 20347 133197 35288 27300 10676 72898 148668 6789 22223 31961 6995 15749 30212 19155 28871 72417
leaf_count=150627 13809 75761 15301 12730 40813 12767 25581 7916 6580 23792 79225 57940 117928 7119 20347 133197 35288 27300 10676 72898 148668 6789 22223 31961 6995 15749 30212 19155 28871 72417
internal_value=-2.32471e-05 -0.0149911 0.016791 -0.0249831 0.0293486 -0.0028548 0.00901305 -0.00830853 0.00454227 -0.0284596 0.00336671 -0.00682835 -0.0311107 -0.00284191 -0.0119218 0.00660607 -0.0157061 0.0183502 -0.020841 -0.00415305 0.0242403 -0.037093 0.0120376 0.00736436 -0.0107751 0.0458872 0.00116273 0.0118357 -0.0127559 0.0223678
internal_weight=1.33064e+06 703969 626666 386093 239686 317876 386980 66610 261682 319483 255102 250925 275344 192985 44139 212422 53880 125298 45964 185866 183124 157416 66951 54184 82756 56562 103110 34456 42680 99717
internal_count=1330635 703969 626666 386093 239686 317876 386980 66610 261682 319483 255102 250925 275344 192985 44139 212422 53880 125298 45964 185866 183124 157416 66951 54184 82756 56562 103110 34456 42680 99717
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2192 5153 144 2204 150 32
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=5
split_feature=16 20 16 16 117 20 136 18 24 28 136 30 120 52 20 136 16 20 76 136 28 20 85 136 23 17 17 6 126 120
split_gain=121897 33445.7 15704.6 10737.8 8711.07 8165.16 7099.6 6398.91 5267.34 4579.84 3764.82 4014.87 3477.4 3432.41 3391.27 3310.63 3156.32 3096.96 2986.56 2811.26 2857.25 2551.03 2467.77 2363.81 2301.63 2274.69 2232.59 2156.31 2049.49 1997.92
threshold=12.699999809265138 6.6349999904632577 16.335000038146976 8.7100000381469744 0.58068084716796886 5.3150000572204599 0 15.405000209808351 233.50000000000003 1019.5499877929689 1 1017.4500122070314 0.0087262028828263907 1.8949999809265139 8.4149999618530291 2 22.289999961853031 4.9049999713897714 6.4649999141693124 3 1016.1499938964845 5.9149999618530282 0.8176276981830598 4 6.2049999237060556 15.405000209808351 13.344999790191652 6.3500001430511483 0.46173103153705602 0.70088258385658275
decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 2 2
left_child=1 3 5 6 10 23 12 14 -8 17 27 -12 -1 26 15 22 21 -10 -15 -6 -21 -4 -7 24 -2 -19 29 -3 -29 -5
right_child=2 4 16 13 19 7 8 -9 9 -11 11 -13 -14 18 -16 -17 -18 25 -20 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.016017773786690323 -0.0052869681428944666 -0.0057719328312438164 0.014400630269707388 -0.0189389146831512 -0.023627657886343779 0.020511837255648376 0.0043216164066300234 0.028761730832970775 -0.047727461331909062 -0.0093086961242379428 0.0047133201821522681 0.023748001426364296 0.018281008939679277 0.023272041461991407 0.020812522141588959 0.0034791337018574998 0.1619573695982775 -0.032330421485776521 -0.0066305744835290659 -0.012525481829217776 0.0056287367720667366 0.043557376201205915 0.0048049970716457276 -0.022663053026639176 0.041688111927636717 0.012637438729854783 0.014142093844659488 0.025996180386377018 -0.0055373076848515435 0.0051178867738716901
leaf_weight=38773 12288 73907 8569 109239 31806 84207 10336 92933 35917 19974 76927 43293 9130 10914 116795 98748 534 168521 35545 65488 32395 60248 35571 16017 3310 2860 6033 11936 9067 9371
leaf_count=38773 12288 73907 8569 109239 31806 84207 10336 92933 35917 19974 76927 43293 9130 10914 116795 98748 534 168521 35545 65488 32395 60248 35571 16017 3310 2860 6033 11936 9067 9371
internal_value=6.37243e-05 -0.0122338 0.0186867 -0.0211101 -0.000479852 0.0153419 -0.0270457 0.0171521 -0.0305857 -0.0321745 0.00569052 0.011567 -0.00947867 -0.0112055 0.0139346 0.0102585 0.0408664 -0.0343778 0.000394053 -0.0107154 -0.00651656 0.0399268 0.015846 -0.00917917 0.00467846 -0.03158 -0.0155291 -0.00175414 0.0123832 -0.0170383
internal_weight=1.33065e+06 801432 529220 456613 344819 459869 285511 428254 237608 227272 215130 120220 47903 171102 335321 218526 69351 207298 46459 129689 97883 68817 119778 31615 15598 171381 124643 94910 21003 118610
internal_count=1330652 801432 529220 456613 344819 459869 285511 428254 237608 227272 215130 120220 47903 171102 335321 218526 69351 207298 46459 129689 97883 68817 119778 31615 15598 171381 124643 94910 21003 118610
cat_boundaries=0 1 2 3 4 5
cat_threshold=544 2256 3617 146 2080
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=2
split_feature=16 20 16 19 20 52 118 76 136 19 20 24 84 84 16 8 20 110 17 20 28 136 12 17 20 27 64 52 28 28
split_gain=110012 30404.1 14173.4 12453.6 7498.53 7294.94 6490.95 5481.4 5479.28 4575 4536.19 4230.18 4120.95 3277.49 3035.69 2964.11 2946.31 2892.08 2867.65 2709.15 2495.9 2886.35 2717.18 2489.63 2401.74 2356.26 2193.82 2177.52 2132.67 2067.47
threshold=12.699999809265138 6.9549999237060556 16.335000038146976 10.405000209808351 7.8350000381469735 1.5149999856948855 0.58068084716796886 10.164999961853029 0 7.4149999618530282 5.1549999713897714 294.50000000000006 0.81708902120590221 0.82185938954353344 20.524999618530277 6.9500000476837167 10.50500011444092 0.20997004956007007 18.219999313354496 5.5750000476837167 1017.6499938964845 1 3.4050000905990605 13.344999790191652 5.2750000953674325 126.50000000000001 12.295000076293947 3.0849999189376835 1020.4500122070314 1019.8500061035157
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
left_child=1 3 4 5 8 10 18 -7 19 -10 25 29 15 23 24 -11 26 -9 20 -2 22 -22 -3 -12 -4 -1 -6 -14 -13 -5
right_child=2 6 14 11 16 7 -8 17 9 12 13 28 27 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.04771951133804956 -0.026120882177799148 -0.00047568937251576135 -0.0098605787016321205 -0.003132624056779085 0.022867152223976894 0.009743748338675964 -0.0084073892413624347 0.015381105559324152 -0.015186915374562805 0.026336421760608394 -0.021591380424599058 -0.019598739531793086 -0.022400760679531246 -0.034930550575613693 0.075797036105027638 0.0089775878371823551 0.036208316403305268 -0.021983087321507982 0.11744701386263175 0.0012444230402127538 -0.0010709300918383649 0.021168393369340548 0.024926224883539221 0.015959771061368932 0.037908505109592337 -0.040030884828917007 0.011204921196801047 0.0077877132399207559 0.0023230762028530519 0.017215575381349772
leaf_weight=774 10493 91396 2749 72702 124783 23255 96152 5689 12758 78656 156582 62891 7161 52376 5140 35778 29137 57762 594 65506 20639 49810 11898 4542 61462 65828 59579 36018 13471 15071
leaf_count=774 10493 91396 2749 72702 124783 23255 96152 5689 12758 78656 156582 62891 7161 52376 5140 35778 29137 57762 594 65506 20639 49810 11898 4542 61462 65828 59579 36018 13471 15071
internal_value=6.0522e-05 -0.0116222 0.0177524 -0.0185733 0.0145748 -0.0236957 0.00202215 -0.0110222 0.00863124 0.013611 -0.0276188 -0.00712573 0.0159429 -0.0240649 0.0388231 0.0209092 0.0214334 -0.018633 0.00777434 -0.00253351 0.00739939 0.0146559 0.00245025 -0.0205328 0.0358634 -0.0390111 0.0190983 0.00278112 -0.0157315 0.000361249
internal_weight=1.33065e+06 801432 529220 530943 459869 366808 270489 86706 246370 170371 280102 164135 157613 213500 69351 114434 213499 63451 174337 75999 173743 70449 103294 161124 64211 66602 184362 43179 76362 87773
internal_count=1330652 801432 529220 530943 459869 366808 270489 86706 246370 170371 280102 164135 157613 213500 69351 114434 213499 63451 174337 75999 173743 70449 103294 161124 64211 66602 184362 43179 76362 87773
cat_boundaries=0 1 2
cat_threshold=4510 144
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=5
split_feature=18 16 16 20 20 16 31 136 8 28 114 24 136 18 4 19 20 109 116 136 18 20 39 84 16 122 84 136 20 136
split_gain=100263 24243.8 19882.3 6561.46 6342.43 5935.91 5661.29 4955.83 4833.52 4223.73 4059.09 3670.62 3468.58 3454.24 3419.41 3398.76 2953.27 2777.35 2757.56 2670.45 2646.9 2610.67 2486.26 2386.9 2312.67 2208.27 2200.72 2125.05 1974.6 1962.65
threshold=10.960000038146974 14.550000190734865 8.7100000381469744 7.1949999332427987 8.055000305175783 18.219999313354496 1021.4500122070314 0 8.6500000953674334 1018.1499938964845 -0.71322327852249134 234.50000000000003 1 18.219999313354496 7.5499999523162851 17.029999732971195 4.9749999046325692 -0.42557211220264429 0.56638467311859142 2 15.405000209808351 4.9049999713897714 13.449999809265138 0.83141088485717785 7.4149999618530282 -0.16504132002592084 0.84577104449272167 3 7.5150001049041757 4
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 1
left_child=2 3 6 8 9 15 7 14 12 16 -10 -9 20 18 -1 21 -4 -18 29 -11 23 -3 28 -2 -13 -21 27 -19 -23 -5
right_child=1 5 4 13 -6 -7 -8 11 10 19 -12 24 -14 -15 -16 -17 17 26 -20 25 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0074334670524302303 0.015006818505313766 -0.017878063436226575 -0.038505718202384742 0.0081625855282984484 0.01374905402014886 0.052213030579371558 0.0088994263862874068 0.0022639884165160068 -0.0043724474180599354 -0.011539144891341224 -0.032235323039704417 -0.038069379143536079 -0.0042277093753473804 0.10802614299266651 -0.027238652808878924 0.034793226738318465 0.017138704114456369 -0.0022582428776037724 0.0016254972904258995 0.0017055311958319632 0.046432476179816815 0.0019965740363662708 0.026005200790562122 -0.0070544763635205553 -0.026461867084840919 0.025302221453688101 -0.019921684166526663 -0.014117404935670198 0.019762832974911354 0.018224127196032287
leaf_weight=48736 52786 4423 10117 84396 34705 19288 12144 8033 61947 24946 16567 86583 53107 923 39423 50231 8504 68885 58894 33723 5338 23609 102005 15970 85077 14044 62210 83670 46332 114036
leaf_count=48736 52786 4423 10117 84396 34705 19288 12144 8033 61947 24946 16567 86583 53107 923 39423 50231 8504 68885 58894 33723 5338 23609 102005 15970 85077 14044 62210 83670 46332 114036
internal_value=5.75035e-05 0.0128926 -0.0146188 0.00616574 -0.00650819 0.0255855 -0.0244907 -0.0260046 -0.000496412 -0.00880493 -0.0102517 -0.0307689 0.00552498 0.0114726 -0.0162881 0.0233189 -0.0120833 -0.010886 0.0111263 0.00171756 0.0125141 0.020051 0.0210267 0.00988263 -0.0323165 0.0086414 -0.0119957 -0.00876357 0.0137657 0.0139461
internal_weight=1.33065e+06 709852 620800 463964 340804 245888 279996 267852 205715 306099 78514 179693 127201 258249 88159 226600 233386 223269 257326 72713 74094 176369 171946 68756 171660 47767 214765 152555 69941 198432
internal_count=1330652 709852 620800 463964 340804 245888 279996 267852 205715 306099 78514 179693 127201 258249 88159 226600 233386 223269 257326 72713 74094 176369 171946 68756 171660 47767 214765 152555 69941 198432
cat_boundaries=0 1 2 3 4 5
cat_threshold=5665 5921 152 5921 2258
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=4
split_feature=18 16 17 52 16 52 12 120 28 76 136 12 18 76 17 16 23 52 136 136 16 16 116 23 12 52 52 76 136 23
split_gain=90916.6 23375 17997.2 6958.12 5914.57 5801.52 4833.19 4715.38 4475.44 4374.65 4033.7 4243.14 3938.74 3795.08 3147.35 2863.17 2818.12 2712.44 2523.92 2462.88 2442.29 2432.67 2278.87 2154.22 2132.51 2176.5 2039.08 2383.61 2018.54 2011.07
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 2.995000004768372 13.344999790191652 5.2149999141693124 1.7549999952316286 0.14780378341674807 1018.6499938964845 5.6949999332427987 0 1.2250000238418581 17.029999732971195 7.4149999618530282 18.219999313354496 18.219999313354496 5.3849999904632577 7.7049999237060556 1 2 8.0099999904632586 16.335000038146976 0.39873388409614569 5.8849999904632577 1.7849999666213991 10.434999942779543 1.935000002384186 1.0049999952316286 3 4.8350000381469735
decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 1 2
left_child=1 3 4 7 8 9 -5 10 12 21 29 -12 16 14 18 23 -2 -8 -4 -9 -13 26 -18 -6 -7 -26 27 -3 -25 -1
right_child=2 5 13 6 15 24 17 19 -10 -11 11 20 -14 -15 -16 -17 22 -19 -20 -21 -22 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=-0.04716389021257026 -0.022303905481611017 -0.0029338060861146126 0.040422867753050748 0.021741470333994234 0.0025235402279143136 0.027508038933747033 -0.020779989433218508 -0.01912720530763062 0.013138300189220565 -0.017898470091825162 -0.0033309281654250139 -0.030067532905010033 0.055832440651462922 0.013536252045846279 0.055114583473530793 0.058871759206096413 0.0058469407451670228 0.010520086465661743 0.023793093777319467 0.0040827360472835894 -0.017735532844941667 0.026658892422586868 -0.0065192506590889309 0.022546692340607334 -0.0062116543874199334 0.014432142924807715 0.011567779304682647 -0.021757813160297606 0.012157012709032904 -0.029924682829847744
leaf_weight=21574 14920 146256 38919 13993 31730 14816 27219 24400 92386 57192 28206 86591 3043 28343 15278 3711 85691 9282 55513 21493 74856 7058 65911 81603 21500 31437 20646 19002 109705 78378
leaf_count=21574 14920 146256 38919 13993 31730 14816 27219 24400 92386 57192 28206 86591 3043 28343 15278 3711 85691 9282 55513 21493 74856 7058 65911 81603 21500 31437 20646 19002 109705 78378
internal_value=5.46261e-05 -0.0122779 0.0139052 -0.0205469 0.00940191 -0.00223801 -0.00324266 -0.0231512 0.00428423 -0.00575322 -0.0255109 -0.0212226 -0.00053983 0.0298464 0.03406 0.0153141 -0.00156997 -0.0128206 0.0306537 -0.00826061 -0.0243497 -0.00215349 0.000470573 0.0145894 0.0107407 0.00604781 -0.00324738 -0.00509826 0.0165906 -0.0336423
internal_weight=1.33065e+06 703899 626753 385992 488700 317907 50494 335498 261951 250154 289605 189653 169565 138053 109710 226749 166522 36501 94432 45893 161447 192962 151602 223038 67753 52937 185904 165258 191308 99952
internal_count=1330652 703899 626753 385992 488700 317907 50494 335498 261951 250154 289605 189653 169565 138053 109710 226749 166522 36501 94432 45893 161447 192962 151602 223038 67753 52937 185904 165258 191308 99952
cat_boundaries=0 1 2 3 4
cat_threshold=2192 1057 2192 7201
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=6
split_feature=16 20 18 28 117 20 136 8 16 16 136 18 30 136 24 28 136 16 12 76 84 19 136 120 28 136 53 19 123 20
split_gain=82181.8 23144.6 11447.1 7891.65 7718.4 7398.59 6779.67 5829.67 4533.23 4290.56 3477.92 3307.25 3202.38 3080.67 2994.13 2838.36 2793.5 2647.33 2628.57 2451.19 2400.95 2133.06 2426.84 1994.62 1784.56 1779.7 1774.31 1708.36 1704.5 1695.13
threshold=12.699999809265138 6.4749999046325692 17.029999732971195 1022.1499938964845 0.56638467311859142 5.2449998855590829 0 9.2500000000000018 15.405000209808351 8.0099999904632586 1 14.550000190734865 1017.4500122070314 2 233.50000000000003 1016.1499938964845 3 20.524999618530277 3.4650000333786015 5.4149999618530282 0.82266345620155346 8.0099999904632586 4 1.0000000180025095e-35 1017.7500000000001 5 5.0350000858306894 10.405000209808351 1.0000000180025095e-35 7.5150001049041757
decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 1 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2
left_child=1 3 5 6 10 21 7 11 16 14 18 23 -12 -6 -8 -15 29 -10 24 -4 27 -2 -23 -1 -3 -5 -22 -18 -11 -7
right_child=2 4 19 25 13 8 9 -9 17 28 12 -13 -14 15 -16 -17 20 -19 -20 -21 26 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0086069052054900154 -0.037610318597167222 -0.010346265983420005 0.041673892374221227 -0.0058658486947495529 -0.022031246051920941 -0.011504220714376357 0.00082617608127926617 -0.022624348238241634 0.022430037207062586 -0.020554007073967519 0.0042806565199321172 0.034530840983643556 0.020948623237791592 -0.011214282773585795 -0.032438480248753447 0.0053608527043863836 0.0030887060532740571 0.071020228899586091 0.025982281303939099 0.019930542691336345 -0.011612358917589756 0.0084172164187093466 -0.025408950246308973 0.013458387602132802 0.0034309766500762924 0.024956458659995996 0.0092345811614502529 0.017515147920319701 -0.0050956954564410871 0.0071648851700722872
leaf_weight=65073 6325 54449 44654 7742 38633 17392 7138 62890 92284 93198 80572 5639 44862 78257 129329 38552 22872 2891 7691 18263 12872 13654 8656 12155 41357 11843 49293 199654 22052 40410
leaf_count=65073 6325 54449 44654 7742 38633 17392 7138 62890 92284 93198 80572 5639 44862 78257 129329 38552 22872 2891 7691 18263 12872 13654 8656 12155 41357 11843 49293 199654 22052 40410
internal_value=5.19263e-05 -0.0100455 0.0153431 -0.0182027 -0.00119467 0.0126419 -0.0197294 -0.0111453 0.0142529 -0.0246986 0.00464367 -0.00243488 0.0102412 -0.00979322 -0.0306985 -0.00574328 0.0115704 0.023906 -0.0021411 0.0353624 0.0136049 -0.0119807 -0.00471453 -0.00513402 -0.00439898 0.0127821 0.00491798 0.0160323 -0.0175962 0.00154728
internal_weight=1.33065e+06 801432 529220 417059 384373 466303 397474 145757 437668 251717 228931 82867 125434 155442 136467 116809 342493 95175 103497 62917 284691 28635 22310 77228 95806 19585 62165 222526 115250 57802
internal_count=1330652 801432 529220 417059 384373 466303 397474 145757 437668 251717 228931 82867 125434 155442 136467 116809 342493 95175 103497 62917 284691 28635 22310 77228 95806 19585 62165 222526 115250 57802
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=5665 2256 146 146 6688 152
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=18 16 18 16 52 12 52 28 19 31 20 20 20 52 76 20 76 76 76 82 52 16 19 114 80 116 31 38 52 18
split_gain=75663.5 18041.3 14808.2 8014.66 6597.93 5828.93 5136.2 4282.74 3810.57 3380.47 3374.07 3324.31 3211.98 3124.43 2735.76 2793.32 2728.23 2583.45 2470.98 2176.77 2129 2101.88 2099.81 1879.79 1840.3 1789.19 1739.51 1718.59 1713.12 1680.44
threshold=11.775000095367433 9.5450000762939471 17.029999732971195 13.344999790191652 1.7050000429153445 1.4950000047683718 6.8150000572204599 1018.6499938964845 11.775000095367433 1019.3500061035157 4.8250000476837167 5.6749999523162851 5.1250000000000009 5.0650000572204599 5.6949999332427987 4.9749999046325692 9.2849998474121112 5.9849998950958261 4.6449999809265146 284.93409729003912 9.3949999809265154 17.029999732971195 9.5450000762939471 -0.76037701964378346 250.72108459472659 0.39873388409614569 1021.2500000000001 13.449999809265138 2.5749999284744267 19.524999618530277
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 7 8 -6 9 12 11 14 -5 -1 -2 19 15 -3 21 29 -13 -7 -18 22 -12 -9 -16 -14 -21 -24 -17 -4
right_child=2 6 17 10 5 13 -8 23 -10 -11 16 18 25 -15 24 28 20 -19 -20 26 -22 -23 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.029512574367615799 -0.025216966562460558 -0.032994855325977505 0.037887661846995574 -0.022196651430720613 0.017858606596250114 0.0066763213871315757 0.011929105975828606 0.015505110490239699 -0.0005989583008100775 0.0057529141464891451 -0.0012668088601242345 -0.014634085946696887 0.0055987861750796128 0.0029472215749067505 0.012793365757229898 -0.0049092169260738713 -0.034869060439912343 0.018920491192107217 -0.029156799938275441 -0.026157146653895076 0.0083301040353919598 0.038017480351199832 0.013043065643868307 -0.0034754436153696736 -0.020405379011394886 -0.0050833267769049397 0.024731087455160117 0.022323575154557424 0.01297624398792387 0.071978388005084618
leaf_weight=126798 12636 8243 45882 5749 19172 6623 52541 78032 19341 55748 13932 109749 90473 21047 4550 130575 3047 19042 39952 41574 44590 13262 80776 15663 50556 69169 1750 130441 14918 3924
leaf_count=126798 12636 8243 45882 5749 19172 6623 52541 78032 19341 55748 13932 109749 90473 21047 4550 130575 3047 19042 39952 41574 44590 13262 80776 15663 50556 69169 1750 130441 14918 3924
internal_value=7.28558e-05 -0.0111864 0.012707 0.0100065 -0.0184459 -0.00660499 -0.00235027 0.00372875 -0.0220547 -0.00518579 0.0157287 -0.0235555 -0.000950274 -0.0132114 -0.00810576 -0.00467957 0.016491 0.0345847 -0.0185099 -0.0200204 0.00556696 0.0186737 0.0175343 0.0123321 -0.0176642 0.000970486 -0.0241016 0.0187744 -0.00307535 0.0405735
internal_weight=1.32976e+06 703137 626618 557770 386006 90166 317131 265973 295840 264590 291797 276499 172278 70994 208842 153736 286048 68848 149701 49947 47637 238411 225149 93695 55106 159642 43324 211217 145493 49806
internal_count=1329755 703137 626618 557770 386006 90166 317131 265973 295840 264590 291797 276499 172278 70994 208842 153736 286048 68848 149701 49947 47637 238411 225149 93695 55106 159642 43324 211217 145493 49806
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=5
split_feature=17 52 17 20 76 18 76 120 28 20 111 28 136 23 4 17 16 20 136 20 31 136 8 26 64 136 4 16 136 23
split_gain=68661.6 16261.3 13752.2 9978.7 7280.24 7195.18 5808.75 5533.53 4707.95 4785.94 4261.64 3384.19 3265.1 2878.42 2751.84 2596.9 2502.84 2479.03 2384.66 2355.43 2339.29 2301.41 2278.85 2212.48 2154.73 2139.62 2124.77 2108.56 2081.24 1973.52
threshold=11.775000095367433 3.2350000143051152 17.029999732971195 6.055000066757203 4.9049999713897714 14.550000190734865 12.984999656677248 0.1650413200259209 1019.4500122070314 5.7950000762939462 1.0000000180025095e-35 1016.2500000000001 0 5.8650000095367441 8.3499999046325701 20.524999618530277 17.029999732971195 7.7149999141693124 1 4.4249999523162851 1018.5499877929689 2 9.6500000953674334 226.50000000000003 8.4349999427795428 3 8.7500000000000018 13.344999790191652 4 6.8650000095367441
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 1 2 2 1 2
left_child=1 3 5 7 12 8 20 13 9 22 -8 -12 -5 19 21 26 -17 -14 -9 -1 24 -7 -2 -16 -3 -10 -4 -11 -15 -23
right_child=2 6 15 4 -6 14 10 18 25 27 11 -13 17 28 23 16 -18 -19 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.047261126084631178 -0.0075734684524967058 0.021251669936846702 0.033798058700751706 0.0041170284777920221 -0.02168926154580357 0.028330095221071584 0.021146477374822018 -0.014305571191587716 0.003884309221152832 0.00059485306199210004 -0.019757535484023332 0.0044625594274614799 -0.011651348107377037 -0.0047917979662361254 -0.03509830554784734 0.16349295206546474 0.054759346924127851 0.0057552693565316544 0.014125046748904385 -0.025748084078457658 0.030947201245607254 0.0049808319765959775 -0.035176323850639256 0.0077065493108471527 0.00028677524770053171 0.018948612848381143 0.0054541541527185697 0.011045201698131717 -0.022409841790081458 0.019349345865666376
leaf_weight=13865 30527 22138 56124 85257 73790 50397 12769 15820 35228 129996 38159 23186 109242 27683 3433 600 4487 25167 13800 154543 17413 32106 9903 25020 27456 71339 7495 76776 42560 93476
leaf_count=13865 30527 22138 56124 85257 73790 50397 12769 15820 35228 129996 38159 23186 109242 27683 3433 600 4487 25167 13800 154543 17413 32106 9903 25020 27456 71339 7495 76776 42560 93476
internal_value=6.92131e-05 -0.0106611 0.0120993 -0.0144731 -0.00810131 0.00950124 0.00451235 -0.021443 0.00518595 0.00139881 -0.00513317 -0.0106033 -0.00353686 -0.0239729 0.0169688 0.0332076 0.0675842 -0.00839148 -0.00105977 -0.0275192 0.0151809 0.0193014 -0.0143346 0.00254192 0.00964518 0.0139709 0.0304588 0.00447515 -0.0154704 0.0156747
internal_weight=1.32976e+06 702848 626907 561727 293456 558201 141121 268271 353769 247202 74114 61345 219666 238651 204432 68706 5087 134409 29620 168408 67007 175979 40430 28453 49594 106567 63619 206772 70243 125582
internal_count=1329755 702848 626907 561727 293456 558201 141121 268271 353769 247202 74114 61345 219666 238651 204432 68706 5087 134409 29620 168408 67007 175979 40430 28453 49594 106567 63619 206772 70243 125582
cat_boundaries=0 1 2 3 4 5
cat_threshold=5923 3472 1056 154 6692
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=18 16 18 31 20 52 12 18 52 16 4 4 19 66 26 28 83 20 116 20 116 68 20 31 52 12 16 35 16 23
split_gain=62268.2 14873.8 12563.3 5801.43 5715.92 4782.53 4954.35 4566.97 4366.33 3809.3 3574.26 3238.81 3179.81 3087.67 3053.65 3032.07 3006.93 2797.86 2765.01 2706.46 2439.01 2366.89 2072.21 2008.28 1913.18 1931.36 1833.31 1721.11 1547.07 1542.2
threshold=11.775000095367433 9.5450000762939471 15.405000209808351 1021.8500061035157 5.7349998950958261 1.7050000429153445 1.4550000429153445 18.219999313354496 7.2349998950958261 14.550000190734865 6.9500000476837167 6.2500000000000009 11.775000095367433 17.07499980926514 242.50000000000003 1020.0499877929689 289.38050842285162 5.1849999427795419 0.47714059054851538 5.0350000858306894 0.737249255180359 250.56265258789065 7.8550000190734872 1017.4500122070314 5.0650000572204599 1.935000002384186 15.405000209808351 14.750000000000002 19.524999618530277 5.5450000762939462
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 12 -7 11 13 18 29 21 19 15 -12 17 -8 -3 23 27 -21 -4 -13 -6 -18 -26 -9 -1 -19 -2
right_child=2 8 7 -5 9 6 16 26 -10 -11 14 22 -14 -15 -16 -17 24 28 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.024066010993119238 -0.0078525721312847803 -0.025645963347389829 0.031482901520282235 0.012454829565783603 0.0055176220695237425 0.017181520369062408 0.0097771451337371976 0.086867099984986249 0.011540671642823477 0.018368697600756437 -0.044898814732381401 -0.00049175241059429818 -0.00089023932261908089 -0.019482675828786464 -0.0076065647229325729 0.009389509733161449 -0.023620096797682399 -0.0038169537658324249 -2.3331927526041599e-05 -0.016913496016824847 -0.028902574181033237 0.015469314519706774 0.023092395598472683 0.015219064567624528 0.029173642315298887 -0.012695565564504949 0.039713455525131308 -0.04274307477381472 0.085882070589486006 0.012405221964832493
leaf_weight=25496 18327 15614 58548 16298 113502 16230 11586 2295 49353 93772 9154 25144 18114 30999 13712 42537 42539 178146 99116 158171 57968 38085 14794 100648 3562 12147 20244 23895 482 19277
leaf_count=25496 18327 15614 58548 16298 113502 16230 11586 2295 49353 93772 9154 25144 18114 30999 13712 42537 42539 178146 99116 158171 57968 38085 14794 100648 3562 12147 20244 23895 482 19277
internal_value=6.57629e-05 -0.0101483 0.0115271 -0.0167398 0.00739688 -0.0180268 -0.00770285 0.0236628 -0.00212528 0.00952782 -0.00694698 0.0202215 -0.0211593 -0.00464399 -0.0225359 -0.00270131 -0.0134862 -0.00534908 0.00688143 -0.022542 -0.0201289 0.0251716 0.00824439 0.0100772 -0.0181134 -0.00320176 0.0445148 -0.0331018 -0.00357491 0.00253221
internal_weight=1.32976e+06 703137 626618 386006 467508 369708 86064 159110 317131 407038 60470 136571 283644 267778 22866 236779 69834 194242 313266 265530 216139 96633 39938 214150 58248 15709 22539 49391 178628 37604
internal_count=1329755 703137 626618 386006 467508 369708 86064 159110 317131 407038 60470 136571 283644 267778 22866 236779 69834 194242 313266 265530 216139 96633 39938 214150 58248 15709 22539 49391 178628 37604
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=4
split_feature=17 52 17 20 20 76 12 52 120 8 136 25 19 136 23 12 31 28 13 111 17 20 28 136 13 20 78 12 22 136
split_gain=56401.3 13796.8 11637.3 8338.45 6497.9 6293.19 5677.65 5793.89 4928.98 4888.48 5325.73 4081.11 3333.01 2935.03 2492.4 2625.93 2398.44 2354.41 2792.97 2292.93 2286.42 2173.07 2142.68 2053.41 1988.51 1952.52 1947.06 1912.33 1757.55 1733.25
threshold=11.775000095367433 3.2350000143051152 17.029999732971195 6.055000066757203 8.5050001144409197 4.9049999713897714 1.7450000047683718 9.5650000572204608 0.30069434642791754 9.6500000953674334 0 232.50000000000003 14.550000190734865 1 5.4449999332427987 1.6449999809265139 1018.6499938964845 1020.1499938964845 0.66500002145767223 0.041615577414631851 20.524999618530277 8.3350000381469744 1019.3500061035157 2 0.89499998092651378 10.50500011444092 2.2250000238418584 1.1050000190734866 6.055000066757203 3
decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1
left_child=1 3 4 8 9 13 -3 16 14 10 12 -11 22 21 24 -16 19 18 -12 -8 23 -5 -2 -4 -1 -6 -14 -15 -25 -10
right_child=2 6 20 5 25 -7 7 -9 29 11 17 -13 26 27 15 -17 -18 -19 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.041419088282018852 0.0045760438207284862 0.020814301184311899 0.044613389898257402 -0.0090747045171453156 0.01429026378147588 -0.019982706512811088 0.010381816527928807 0.013672586924530942 0.016417867632127107 -0.037938599537568965 -0.046925703741843509 -0.0017800378199576312 0.029246135550225108 0.02240322668835875 -0.0097008206655471649 -0.023965701358321056 0.008541765244792365 0.011184975766020545 -0.0025829944742484959 -0.019865066183604105 0.062639485353293459 0.015700378307275546 0.021299178099991174 -0.00019010000114936816 -0.024070877994589773 0.028517132010327097 0.011941220584608586 0.0012177144978195568 0.026820634957729624 -0.0099776343450304651
leaf_weight=20048 87989 38069 14145 131792 141062 73790 7284 38178 10958 8646 3711 80094 40309 12714 63248 65851 12771 33165 82412 44819 5087 9488 24484 7018 93811 29090 27239 65672 42456 14355
leaf_count=20048 87989 38069 14145 131792 141062 73790 7284 38178 10958 8646 3711 80094 40309 12714 63248 65851 12771 33165 82412 44819 5087 9488 24484 7018 93811 29090 27239 65672 42456 14355
internal_value=6.24748e-05 -0.00966275 0.0109658 -0.013174 0.00857578 -0.00734941 0.00431365 -0.00178194 -0.0195454 0.00500357 0.00805929 -0.00530299 0.0134881 -0.00310564 -0.021733 -0.0169771 -0.0108768 -0.000134632 -0.0044937 -0.0156366 0.0303833 -0.00741035 0.00821647 0.027804 -0.0271255 0.0167226 0.0222679 0.00465335 0.0229845 0.00145153
internal_weight=1.32976e+06 702848 626907 561727 558201 293456 141121 103052 268271 388049 299309 88740 180021 219666 242958 129099 64874 119288 86123 52103 68706 141280 112473 63619 113859 170152 67548 78386 49474 25313
internal_count=1329755 702848 626907 561727 558201 293456 141121 103052 268271 388049 299309 88740 180021 219666 242958 129099 64874 119288 86123 52103 68706 141280 112473 63619 113859 170152 67548 78386 49474 25313
cat_boundaries=0 1 2 3 4
cat_threshold=5921 6364 1056 4711
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=3
split_feature=16 19 16 52 19 27 136 116 12 12 76 31 52 52 17 16 19 16 136 4 22 52 83 28 23 17 136 116 28 92
split_gain=51477.5 14905.8 7403.04 7007.24 4616.72 4517.81 4418.23 4355.29 4277.36 3949.95 3579.31 3088.05 3050.78 3045.47 3037.07 2776.03 2497.52 2354.06 2210.1 1956.4 1902.13 1895.22 2016.27 1848.92 1829.94 1741.34 1727.28 1705.08 1576.11 1557.96
threshold=12.699999809265138 10.405000209808351 16.335000038146976 2.3750000000000004 9.5450000762939471 231.50000000000003 0 0.59480014443397533 1.5149999856948855 1.1050000190734866 8.4149999618530291 1019.3500061035157 8.1149997711181658 13.47499990463257 15.405000209808351 22.289999961853031 15.405000209808351 8.0099999904632586 1 7.6499998569488534 5.3150000572204599 4.9949998855590829 268.83760070800787 1021.8500061035157 5.055000066757203 15.405000209808351 2 0.53727915883064281 1018.2500000000001 -0.60807394981384266
decision_type=2 2 2 2 2 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
left_child=1 3 4 5 23 -1 24 11 -5 -8 14 16 29 -12 26 19 21 -11 -13 -4 -9 22 -3 -2 -7 -22 -6 -26 -28 -10
right_child=2 7 15 8 10 6 9 20 12 17 13 18 -14 -15 -16 -17 -18 -19 -20 -21 25 -23 -24 -25 27 -27 28 -29 -30 -31
leaf_value=0.012242011425136753 -0.0081710595140293222 -0.00068953969004980752 0.030412363902699885 0.021530450824389709 0.0028552905124073305 -0.03506125696551398 0.0049167646865059533 -0.032906558157654663 -0.021314405186763898 -0.022628255761890422 -0.01994340943168528 -0.0027364362196163087 0.011851377448762357 0.0063918194367934686 0.023246629766001659 0.14150113700017586 0.024384267769679308 -0.011481764041816464 0.018123634919739312 0.0082376230371361617 -0.0081338066483433048 0.0087184636204319637 -0.01530868724863799 0.02595199068102097 -0.015564256503830035 0.034441752387802463 0.010248128666744811 -0.028713399586319955 0.019263736552122285 -0.0049435624708055364
leaf_weight=12846 42570 99604 56698 16517 48140 34422 25459 7666 25304 79849 13101 17096 17477 67742 68370 529 10008 116443 49373 12063 85533 36637 30903 4378 53011 2471 141602 46089 73712 34142
leaf_count=12846 42570 99604 56698 16517 48140 34422 25459 7666 25304 79849 13101 17096 17477 67742 68370 529 10008 116443 49373 12063 85533 36637 30903 4378 53011 2471 141602 46089 73712 34142
internal_value=5.93702e-05 -0.0079354 0.0121648 -0.0137839 0.00986798 -0.0168878 -0.017941 2.06779e-05 -0.00155584 -0.0136121 0.0115582 0.00357063 -0.00651296 0.00212407 0.0138567 0.0274 0.000122442 -0.016016 0.0127607 0.0265222 -0.00901918 -0.00133027 -0.00415124 -0.00498901 -0.0251275 -0.00693836 0.0114199 -0.0216796 0.013334 -0.011912
internal_weight=1.32976e+06 800850 528905 461559 459615 368119 355273 339291 93440 221751 412667 243621 76923 80843 331824 69290 177152 196292 66469 68761 95670 167144 130507 46948 133522 88004 263454 99100 215314 59446
internal_count=1329755 800850 528905 461559 459615 368119 355273 339291 93440 221751 412667 243621 76923 80843 331824 69290 177152 196292 66469 68761 95670 167144 130507 46948 133522 88004 263454 99100 215314 59446
cat_boundaries=0 1 2 3
cat_threshold=2192 144 150
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=7
split_feature=16 20 28 16 136 20 8 118 110 20 136 16 84 19 16 84 136 31 136 20 19 123 52 136 136 12 136 52 13 125
split_gain=46637.8 14283.3 7281.01 6760.02 5530.16 4432.16 4143.26 3856.47 3430.81 3160.37 3486.02 3023.79 2822.48 2794.79 2436.73 2307.4 2289.19 2066.12 1914.77 1962.54 1902.68 1807.76 1751.9 1710.61 1691.53 1667.37 1641.94 1624.46 1515.79 2065.94
threshold=12.699999809265138 7.0350000858306894 1020.7500000000001 16.335000038146976 0 5.2449998855590829 9.6500000953674334 0.47714059054851538 -0.54993054270744313 9.555000305175783 1 8.0099999904632586 0.80077075958251964 15.405000209808351 22.289999961853031 0.86004453897476207 2 1015.0499877929689 3 6.7750000953674325 14.550000190734865 -0.44618082046508784 1.8550000190734866 4 5 3.6149998903274541 6 6.8150000572204599 0.72500002384185802 0.49240480363368994
decision_type=2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 1 2 1 2 2 2 2 1 1 2 1 2 2 2
left_child=1 2 4 5 6 24 13 23 -6 10 12 -10 20 15 18 22 -4 -9 -5 -20 -7 -18 -1 25 -2 -3 -19 -8 -13 -30
right_child=3 7 16 14 8 9 27 17 11 -11 -12 28 -14 -15 -16 -17 21 26 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0021640713824581802 -0.040183471660117466 -0.00039665140528659149 -0.0059479116878780481 0.03560097060018403 0.011009607291130312 0.012075968783509652 -0.019546549068497801 -0.01026802945743548 -0.024455076441068237 0.020017609877703041 0.0034188728040702673 -0.034594131999241468 0.0045461490073003359 0.041508776662722145 0.13142916813547559 -0.014345361118785975 0.005506642141290435 -0.012720490640669791 -0.00092532612416070794 0.024518521037959068 0.024424076702770067 0.031805017832297049 0.015738598240325918 0.013475901204911248 -0.0049995401667703096 0.030367960628712765 0.0073661633295226047 0.0067950653309637983 -0.0073506134096932964 -0.018711712004483402
leaf_weight=64191 3978 56160 21731 26933 9879 69957 60384 65423 136850 73007 170222 8861 61864 3679 544 31177 16735 13214 9924 32068 56305 10721 17361 69947 23891 4779 44105 6481 75760 84808
leaf_count=64191 3978 56160 21731 26933 9879 69957 60384 65423 136850 73007 170222 8861 61864 3679 544 31177 16735 13214 9924 32068 56305 10721 17361 69947 23891 4779 44105 6481 75760 84808
internal_value=-4.33008e-05 -0.00764145 -0.0121777 0.0114862 -0.0139853 0.00928723 -0.0070736 0.00217075 -0.0179912 0.0105358 0.00860404 -0.0189272 0.0132948 -0.00137629 0.0260227 -0.00277587 0.00617687 -0.00419598 0.0251908 0.018501 0.0175825 0.0157699 0.0016471 0.00814133 -0.0100379 0.00201566 0.00273456 -0.0169933 -0.0144622 -0.0133513
internal_weight=1.33094e+06 802246 548618 528693 499431 459224 183273 253628 316158 431355 358348 306279 188126 116408 69469 112729 49187 122742 68925 41992 126262 27456 81552 130886 27869 60939 57319 66865 169429 160568
internal_count=1330939 802246 548618 528693 499431 459224 183273 253628 316158 431355 358348 306279 188126 116408 69469 112729 49187 122742 68925 41992 126262 27456 81552 130886 27869 60939 57319 66865 169429 160568
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=5665 3617 408 1065 2256 1174 144
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=5
split_feature=18 52 18 16 20 76 12 136 52 8 20 52 84 24 17 28 52 136 64 136 136 28 30 10 52 121 136 55 31 111
split_gain=43216 11296.5 9804.27 7156.22 5174.53 4903.72 4842.08 4180.91 3993.02 3546.84 3191.73 3926.64 3153.38 2804.67 2571.1 2425.23 2237.54 2224.37 2069.42 2024.67 1960.13 1953.79 1846.91 1831.44 1791.59 1767.54 1762.35 1721.11 1687.2 1600.31
threshold=11.775000095367433 3.435000061988831 17.029999732971195 8.0099999904632586 5.7349998950958261 3.9850000143051152 1.6349999904632571 0 9.3949999809265154 7.4500000476837167 7.7149999141693124 1.2549999952316286 0.86172327399253856 232.50000000000003 14.550000190734865 1016.6499938964845 6.5150001049041757 1 1.935000002384186 2 3 1019.5499877929689 1018.2500000000001 6.4500000476837167 1.4149999618530276 1.0000000180025095e-35 4 1.6250000000000002 1022.2500000000001 0.154871441423893
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 2 2 1 2 2 2
left_child=1 3 4 13 9 10 -3 -6 15 17 11 20 14 -1 22 29 26 -2 -4 -15 23 -21 -9 -5 -7 -22 -11 -26 -28 -8
right_child=2 6 18 5 7 24 8 12 -10 16 -12 -13 -14 19 -16 -17 -18 -19 -20 21 25 -23 -24 -25 27 -27 28 -29 -30 -31
leaf_value=0.0095227340986007002 0.014773919764887344 0.022363244386666935 0.034806535804591449 -0.021265475280498353 -0.00071218255031272855 -0.024201161731643498 0.0086879650855881015 0.0062083660221617099 0.011401826055036179 -0.040979569231778888 0.008023786137264172 0.020625969488816481 -0.0017196329643362153 -0.0084728392713355593 0.018618875829406748 0.0055956415380780103 0.01790377197791878 -0.01090849542189167 0.017304710691186619 -0.024808232108390903 -0.0074312665069999236 -0.004259996510840516 0.01542143120323872 -0.0044281548445091173 0.0029075228152418559 0.0068855885606363375 -0.017821417235061119 -0.015953563697071675 0.032722140100176614 -0.018915470129115371
leaf_weight=7928 23918 29372 39365 43537 87627 45327 6102 142262 42259 8137 45522 12588 41328 27947 125825 21036 4200 13010 29582 140657 115151 12605 88075 25675 16142 26524 21566 48247 1788 37637
leaf_count=7928 23918 29372 39365 43537 87627 45327 6102 142262 42259 8137 45522 12588 41328 27947 125825 21036 4200 13010 29582 140657 115151 12605 88075 25675 16142 26524 21566 48247 1788 37637
internal_value=-4.11373e-05 -0.00854022 0.00950999 -0.0116439 0.00731113 -0.00767721 0.0043802 0.00917448 -0.000554664 -0.00513657 -0.00404359 -0.00650172 0.0113537 -0.0195865 0.012871 -0.00835504 -0.0163765 0.00572687 0.0272973 -0.02086 -0.008121 -0.0231167 0.00973121 -0.0150173 -0.016586 -0.00475057 -0.0209485 -0.0112252 -0.0139458 -0.0150645
internal_weight=1.33094e+06 704256 626683 567850 557736 378713 136406 485117 107034 72619 268997 223475 397490 189137 356162 64775 35691 36928 68947 181209 210887 153262 230337 69212 109716 141675 31491 64389 23354 43739
internal_count=1330939 704256 626683 567850 557736 378713 136406 485117 107034 72619 268997 223475 397490 189137 356162 64775 35691 36928 68947 181209 210887 153262 230337 69212 109716 141675 31491 64389 23354 43739
cat_boundaries=0 1 2 3 4 5
cat_threshold=146 1826 544 2192 1426
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=5
split_feature=18 52 18 16 20 8 12 76 136 52 26 84 28 24 136 13 92 64 76 136 4 136 136 23 26 52 28 52 120 15
split_gain=39002.4 10195.1 8848.39 6458.51 4946.42 4480.85 4476.01 4430.92 4248.9 3909.85 3383.64 3200.96 2942.53 2531.22 2282.45 2066.68 2032.08 2001.76 1917.16 1848.56 2170.27 1824.26 1808.66 1913.72 1580.67 1577.59 1549.02 1528.43 1514.62 1500.57
threshold=11.775000095367433 3.435000061988831 17.029999732971195 8.0099999904632586 7.8750000000000009 8.7500000000000018 1.7749999761581423 4.3350000381469735 0 9.3949999809265154 233.50000000000003 0.81708902120590221 1019.0499877929689 232.50000000000003 1 0.70499998331069957 -0.75032117962837208 12.835000038146974 10.775000095367433 2 7.5499999523162851 3 4 4.5850000381469735 234.50000000000003 4.1549999713897714 1019.3500061035157 63.449998855590827 0.90992662310600292 1.2649999856948855
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 1 2 1 1 2 2 2 2 2 2 2
left_child=1 3 4 13 5 8 -3 12 11 16 -7 -2 14 -1 -5 -16 -8 -6 -4 20 -15 -14 29 -24 -17 -13 -21 -19 -12 -10
right_child=2 6 18 7 17 10 9 -9 22 -11 28 25 21 19 15 24 -18 27 -20 26 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0090465974699402759 0.017344908059680388 0.018237779553403676 0.029398188366328588 -0.0014482241704808622 0.01560075117166989 -0.028176786042253866 -0.027224023870649323 -0.015987721471442135 -0.035308974073202097 0.010069682164720328 -0.0032937457473580403 -0.014760818821619595 -0.0076376784575652645 -0.0018488500667899405 -0.036440106069915108 0.016988725898123665 -0.0048993536118228662 0.0012955516455737568 0.0058745604718698028 -0.024830517074447347 -0.022227051054619085 0.012191932549389649 -0.041529946510369363 0.0034802422072067103 -0.01123829490287565 0.0075014515099952363 -0.006307882828065027 0.015925629088816683 0.035652270016666182 -0.0047838101363277576
leaf_weight=7928 95075 39938 58789 109048 159425 14587 13446 105657 6445 40887 82823 12318 16464 26542 7829 5232 42135 55686 10158 116436 25732 39203 2448 66870 95280 22482 12499 26276 2574 10727
leaf_count=7928 95075 39938 58789 109048 159425 14587 13446 105657 6445 40887 82823 12318 16464 26542 7829 5232 42135 55686 10158 116436 25732 39203 2448 66870 95280 22482 12499 26276 2574 10727
internal_value=-3.90978e-05 -0.00811321 0.00903446 -0.0110617 0.00694554 0.00283239 0.00416119 -0.00729335 0.00687758 -0.00166656 -0.00592138 0.0125949 -0.00392912 -0.0186072 -0.00655567 -0.0116952 -0.0103001 0.012336 0.0259324 -0.019817 -0.0118778 0.00632797 -0.00170895 0.00189041 -0.00976898 -0.000378625 -0.0230331 0.00598577 -0.00211985 -0.0162311
internal_weight=1.33094e+06 704256 626683 567850 557736 316349 136406 378713 216365 96468 99984 129875 273056 189137 217389 108341 55581 241387 68947 181209 52274 55667 86490 69318 100512 34800 128935 81962 85397 17172
internal_count=1330939 704256 626683 567850 557736 316349 136406 378713 216365 96468 99984 129875 273056 189137 217389 108341 55581 241387 68947 181209 52274 55667 86490 69318 100512 34800 128935 81962 85397 17172
cat_boundaries=0 1 2 3 4 5
cat_threshold=1825 1891 5668 144 144
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=4
split_feature=18 52 18 20 12 80 52 20 20 120 18 136 8 23 136 52 12 31 117 20 111 30 26 16 16 136 136 23 20 13
split_gain=35199.6 9330.28 8142.64 5854.26 5024.03 4663.26 4131.65 3888.11 3274.97 3273.77 3214.15 2893.56 2618.95 2583.59 2424.06 2392.61 3465.94 2327.3 2149.35 2143.39 2068.3 2004.45 2003.84 1883.11 1745.01 1674.03 1575.59 1532.61 1508.52 1433.61
threshold=11.775000095367433 2.7749999761581425 15.405000209808351 5.6749999523162851 1.6349999904632571 251.92291259765628 8.7849998474121112 5.7349998950958261 7.8150000572204599 0.095842104405164733 18.219999313354496 0 7.6499998569488534 5.805000066757203 1 0.76499998569488536 1.1050000190734866 1019.0499877929689 0.30069434642791754 6.9549999237060556 0.025072028860449794 1017.5499877929689 233.50000000000003 14.550000190734865 15.405000209808351 2 3 5.8650000095367441 4.4249999523162851 0.56499999761581432
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2
left_child=1 3 7 9 -3 8 17 12 18 13 14 -9 27 28 -4 -7 -17 20 -5 29 -6 23 -14 -13 -12 -20 -11 -2 -1 -16
right_child=2 4 10 5 6 15 -8 11 -10 26 24 21 22 -15 19 16 -18 -19 25 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.039656257557958235 -0.0049752029710080038 0.017889933114857898 0.026879806344494335 0.001178486749738828 0.010481770089851437 -0.02885653244626242 0.0095970511130634827 -0.0018073627623374129 0.010649308237264404 0.018529469707042782 0.07680683165498664 0.0027681993576072071 -0.034508736183901732 -0.00873798528009684 -0.093638282623234675 0.011097036839677082 -0.016044484686737748 0.010180551432149729 -0.014654865811204213 0.016167637680168021 -0.01669312626508692 0.013454786673517348 -0.0070715247248984564 0.014464788941512711 0.031081481863864242 -0.0035646639426940986 -0.010049938874960208 0.017696629071290087 -0.022005867840339088 0.001439286852575187
leaf_weight=13563 21007 41100 34618 73900 8004 26163 45597 75656 35899 7695 2324 141503 10924 36126 402 14079 71482 12651 71919 72521 55928 144420 17027 45468 20419 64617 12881 11554 112652 28840
leaf_count=13563 21007 41100 34618 73900 8004 26163 45597 75656 35899 7695 2324 141503 10924 36126 402 14079 71482 12651 71919 72521 55928 144420 17027 45468 20419 64617 12881 11554 112652 28840
internal_value=-3.71417e-05 -0.00770755 0.00858274 -0.0108693 0.00276795 -0.00715168 -0.00231892 0.00525784 -0.00330888 -0.0181466 0.0183524 0.00701584 -0.00656775 -0.020528 0.0154505 -0.0156245 -0.0115784 -0.00941362 -0.00569006 0.0115587 -0.013291 0.00902995 -0.0177947 0.0056126 0.0357539 -0.00940765 0.000642292 0.00306971 -0.0239026 0.000132222
internal_weight=1.33094e+06 704256 626683 540976 163280 358059 122180 467559 246335 182917 159124 407047 60512 162341 136381 111724 85561 76583 210436 101763 63932 331391 27951 186971 22743 136536 20576 32561 126215 29242
internal_count=1330939 704256 626683 540976 163280 358059 122180 467559 246335 182917 159124 407047 60512 162341 136381 111724 85561 76583 210436 101763 63932 331391 27951 186971 22743 136536 20576 32561 126215 29242
cat_boundaries=0 1 2 3 4
cat_threshold=146 1056 216 4710
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=7
split_feature=18 28 18 20 117 20 136 18 8 123 136 12 26 76 23 136 136 28 23 65 136 14 20 52 84 16 4 136 136 84
split_gain=31767.8 9086.24 7348.83 6385.11 4254.13 3512.76 3240.48 2900.74 2900.52 2879.93 2857.94 2656.17 2604.09 2312.51 2283.9 2220.01 2216.72 2104.26 2267.7 1891.07 1793.1 1740.88 1700.31 1696.31 1670.27 1574.87 1457.76 1404.73 1395.04 1333.07
threshold=11.775000095367433 1019.3500061035157 15.405000209808351 5.7149999141693124 0.58068084716796886 7.2349998950958261 0 18.219999313354496 9.4499998092651385 -0.33379416167736048 1 3.2549999952316289 233.50000000000003 10.164999961853029 5.7850000858306894 2 3 1021.0499877929689 4.7449998855590829 24.634999275207523 4 0.72500002384185802 4.4249999523162851 45.864999771118171 0.85602468252182018 15.405000209808351 4.7500000000000009 5 6 0.86570864915847789
decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 1 2 2 2 1 2 2 2 2 2 2 1 1 2
left_child=1 3 5 14 11 8 -3 13 16 26 -6 15 -10 20 22 -5 -2 18 -18 27 -4 -22 -1 -21 -20 -9 -8 -7 -16 -17
right_child=2 6 7 4 10 19 9 25 12 -11 -12 -13 -14 -15 28 29 17 -19 24 23 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.037177877184355328 -0.019277029813900504 -0.005068340078162089 0.023817005075324298 -0.0088774205647840065 -0.022446357767435216 0.017126189502454644 0.016193754223244053 0.072966490084992341 -0.03801265267352167 0.026396907336142996 -0.008248652617735254 0.018668608769149508 -0.0055731619201034388 -0.00042211635737643611 0.0016006283582435034 0.0038785729059034272 -0.027578490791276319 0.022847643735117357 0.0070677610907859331 -0.0075089294443220671 -0.041862439109116495 0.012727081303325359 -0.018859832975878458 0.0099718118467181562 -0.011377351457557477 0.029527407677933111 -0.0021132092052112777 0.0082312336288730605 -0.0159618914543171 -0.011487405904181874
leaf_weight=14103 9720 43367 56700 91000 47363 63092 17773 2324 7073 23929 140984 15094 49362 21380 21111 96126 5705 15365 97348 30172 1499 56802 124505 25698 14044 20419 28014 149980 24343 16544
leaf_count=14103 9720 43367 56700 91000 47363 63092 17773 2324 7073 23929 140984 15094 49362 21380 21111 96126 5705 15365 97348 30172 1499 56802 124505 25698 14044 20419 28014 149980 24343 16544
internal_value=-3.52789e-05 -0.00732218 0.00815362 -0.0098061 -0.00631211 0.00499495 0.00566322 0.0174349 -4.81518e-05 0.0123378 -0.0118205 -0.00156957 -0.0096388 0.0146781 -0.0175342 -0.00306943 0.00375858 0.00544996 0.00316758 0.00871934 0.0174854 0.0113216 -0.0207236 0.000531523 0.00474225 0.0339662 0.00499295 0.0108663 -0.00780818 0.00162215
internal_weight=1.33094e+06 704256 626683 591173 407111 467559 113083 159124 198617 69716 188347 218764 56435 136381 184062 203670 142182 132462 117097 268942 115001 58301 138608 55870 111392 22743 45787 213072 45454 112670
internal_count=1330939 704256 626683 591173 407111 467559 113083 159124 198617 69716 188347 218764 56435 136381 184062 203670 142182 132462 117097 268942 115001 58301 138608 55870 111392 22743 45787 213072 45454 112670
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=152 146 2256 144 1569 1057 6692
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=4
split_feature=19 17 52 28 20 24 68 28 76 136 12 52 12 136 28 17 17 27 52 27 20 64 20 136 111 3 20 8 136 111
split_gain=29267.1 9283.47 8288.13 5047.99 4392.71 4173.1 3304.65 3031.52 2899.18 2652.5 2634.48 2134.28 2118.3 2682.41 1973.94 1965.43 1810.59 1804.68 1812.46 1796.47 1970.52 1685.56 1666.76 1645.78 1633.3 1611.56 1563.45 2200.18 1495.12 1486.35
threshold=10.960000038146974 14.550000190734865 4.0950000286102304 1020.6499938964845 5.6749999523162851 305.50000000000006 250.56265258789065 1019.8500061035157 5.6949999332427987 0 1.6749999523162844 5.5950000286102304 3.7350000143051152 1 1015.8500061035157 14.550000190734865 17.029999732971195 239.50000000000003 1.5549999475479128 105.50000000000001 4.3350000381469735 4.7650001049041757 6.4349999427795419 2 0.11991867050528528 120.50000000000001 5.9549999237060556 6.5499999523162851 3 -0.26302418112754816
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2
left_child=2 5 3 4 19 7 9 12 15 16 -4 -8 13 26 24 17 -3 -6 28 -1 -21 -20 -11 -5 -12 -9 27 -2 -19 -10
right_child=1 6 10 23 8 -7 11 25 29 22 14 -13 -14 -15 -16 -17 -18 18 21 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.055846748830782889 0.0085917612581767298 0.023443226712115007 0.020206118119684736 -0.0073598064949366411 0.012483867903143129 -0.0060574838729003065 -0.012604156654621348 0.023757953212505178 0.010715095682713298 -0.0012800338277464251 0.013400143355963423 0.010692817620155384 0.022250510042241687 -0.0056247984579347581 0.010229785105032809 0.011138908062423875 0.044647094023251961 -0.012692263003736876 0.022358927081319372 -0.038657216038919341 -0.017345193867221258 -0.011139857050895719 0.017468730417116905 0.012182875272392465 -0.011231843253098209 0.0091412388646643205 0.0080274545873963484 -0.012902888630459498 -0.0029622792892541072 -0.017367856445340581
leaf_weight=809 22956 48168 23208 16710 11618 101345 11105 25351 4981 14650 8430 85685 13171 84636 32046 16844 12728 112678 9117 11666 154311 6385 62113 30291 33370 73622 130127 24731 60807 87138
leaf_count=809 22956 48168 23208 16710 11618 101345 11105 25351 4981 14650 8430 85685 13171 84636 32046 16844 12728 112678 9117 11666 154311 6385 62113 30291 33370 73622 130127 24731 60807 87138
internal_value=2.60466e-05 0.00695544 -0.00790833 -0.010397 -0.0119395 0.00294377 0.0150993 0.00537902 -0.00841518 0.0200769 0.00551161 0.00801989 0.00268363 0.00170167 0.000893485 -0.0052658 0.0278705 -0.00664324 -0.00781908 -0.0184809 -0.0188431 0.00856137 0.0138888 0.005236 -0.0062642 0.0128852 0.00518895 -0.0025556 -0.00928278 -0.0158494
internal_weight=1.3308e+06 710388 620409 523355 476354 475939 234449 374594 309568 137659 97054 96790 275621 262450 73846 217449 60896 200605 188987 166786 165977 15502 76763 47001 41800 98973 177814 47687 173485 92119
internal_count=1330797 710388 620409 523355 476354 475939 234449 374594 309568 137659 97054 96790 275621 262450 73846 217449 60896 200605 188987 166786 165977 15502 76763 47001 41800 98973 177814 47687 173485 92119
cat_boundaries=0 1 2 3 4
cat_threshold=1057 7969 144 6364
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=4
split_feature=19 17 52 24 28 27 31 68 136 12 17 136 136 4 12 27 28 120 123 52 136 23 16 19 12 111 92 14 22 76
split_gain=26514.8 9987.23 6356.93 4437.56 3931.5 3798.16 3270.62 3054.99 3028.34 3136.02 2436.87 2053.59 2025.46 2510.05 2296.55 2287.92 1981.09 1840.31 1800.55 1704.91 1700.74 1625.7 1584.95 1532.31 1520.93 1454.94 1424.12 1343.15 1335.67 1296.17
threshold=10.405000209808351 14.550000190734865 4.0950000286102304 305.50000000000006 1021.7500000000001 233.50000000000003 1019.3500061035157 250.56265258789065 0 1.2849999666213991 17.029999732971195 1 2 6.3500001430511483 3.7350000143051152 256.50000000000006 1016.6499938964845 -0.5663846731185912 -0.23343648016452787 6.8150000572204599 3 4.4349999427795419 14.550000190734865 15.405000209808351 1.8650000095367434 0.32749885320663458 -0.25909498333930964 0.70499998331069957 6.9549999237060556 12.114999771118166
decision_type=2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2
left_child=2 3 4 6 5 -1 12 10 21 17 20 -8 14 23 27 -15 24 -10 -13 -9 -3 -7 -5 -14 -4 -26 -11 -2 -22 -21
right_child=1 7 16 22 -6 8 11 19 9 26 -12 18 13 15 -16 -17 -18 -19 -20 29 28 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.01137067025393184 -0.030089629741003848 0.021674405063180382 0.011072811828606234 -0.0073057035173186447 0.0087665160435250172 -0.036129358515822801 -0.00046881887140113037 -0.0074612145526332585 -0.0084197019838513701 -0.019707488942508553 0.031107050695615163 0.0092743859940687262 0.0078047023255175514 -0.026271283742848164 0.020223808533551636 0.0014533047377849342 0.015968802355699276 0.0082188135801756056 0.023201834692592779 0.014447456989049638 -0.0039099976478200009 -0.017169247434734466 0.018725689199535666 0.030520898037074442 0.012142670946267642 -0.013137810999826062 -0.010372241576648488 -0.0034408841316439058 0.013868200281753144 0.00096843753163713378
leaf_weight=16876 4914 54814 17000 121896 24334 12418 28453 15792 34270 55097 32177 58358 109216 9634 10170 32695 26198 32266 38526 59772 14326 126225 6142 7965 7365 25045 158037 125154 40241 25421
leaf_count=16876 4914 54814 17000 121896 24334 12418 28453 15792 34270 55097 32177 58358 109216 9634 10170 32695 26198 32266 38526 59772 14326 126225 6142 7965 7365 25045 158037 125154 40241 25421
internal_value=2.47381e-05 0.00581267 -0.00858111 0.00210321 -0.0107916 -0.0118852 0.0045611 0.0142721 -0.0128235 -0.00982686 0.0190117 0.0113435 0.00172509 0.00557871 -0.00265832 -0.00485676 0.00485376 -0.000351012 0.0148111 0.00762831 0.0154536 -0.0188661 -0.00605697 0.00934876 -0.00103963 -0.00739296 -0.0127855 -0.00444768 0.00919903 0.0104254
internal_weight=1.3308e+06 795666 535131 553123 459523 435189 425085 242543 418313 279670 141558 125337 299748 159510 140238 42329 75608 66536 96884 100985 109381 138643 128038 117181 49410 32410 213134 130068 54567 85193
internal_count=1330797 795666 535131 553123 459523 435189 425085 242543 418313 279670 141558 125337 299748 159510 140238 42329 75608 66536 96884 100985 109381 138643 128038 117181 49410 32410 213134 130068 54567 85193
cat_boundaries=0 1 2 3 4
cat_threshold=2192 144 2270 3105
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=31
num_cat=0
split_feature=19 17 28 20 24 28 38 27 20 4 20 17 18 3 12 109 27 20 18 134 28 83 116 8 12 10 0 104 52 65
split_gain=23929.7 9013.55 5745.19 4518.33 4020.92 3314.84 2792.47 2643.43 2600.17 2061.38 2049.67 1993.41 1910 1828.75 1819.31 1717.15 1681.71 1802.01 1510.78 1453.5 1465.77 1509.7 1429.03 1168.55 1152.6 1265.5 1219.06 1149.55 1125.25 1251.36
threshold=10.405000209808351 14.550000190734865 1021.1499938964845 5.6749999523162851 310.50000000000006 1019.6499938964845 16.250000000000004 242.50000000000003 8.2550001144409197 9.2500000000000018 4.9049999713897714 14.550000190734865 15.405000209808351 112.50000000000001 3.804999947547913 0.4746969491243363 126.50000000000001 4.7850000858306894 15.405000209808351 1021.6499938964845 1015.8500061035157 267.79792785644537 0.76037701964378368 7.1499998569488534 1.4950000047683718 5.6499998569488534 214.50000000000003 1.0000000180025095e-35 5.2149999141693124 30.554999351501468
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 4 3 16 5 10 8 -5 9 15 23 18 14 27 19 -3 -1 -18 22 20 21 -12 -9 -2 25 26 -19 -7 -22 -30
right_child=1 6 -4 7 -6 13 -8 11 -10 -11 12 -13 -14 -15 -16 -17 17 24 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.043424356322057753 1.3070749517934217e-06 -0.00473537599949371 0.01046885005163751 0.011074376120525215 -0.0079400184392180769 0.019940980556050446 0.024085325260676721 -0.0071559901243415163 0.016464101583443962 -0.012069618938313155 0.00056838010090750561 0.0064759008292698626 0.02190890888297016 0.0073569476100472488 0.018975212731076135 0.012373205413683336 -0.026692095718849385 -0.0026026071427007508 0.02190956653437667 0.039843162529435573 0.0011406800824153647 -0.009271247108588395 -0.015923794039477811 -0.02883886304240578 -0.018675259157151097 -0.002143451274490219 -0.023458887010043093 0.085364362282644268 0.015922960156137287 -0.0066772540333090175
leaf_weight=1168 5920 19547 38447 20689 85962 29628 50010 224562 99137 15111 115710 23950 11694 97153 13955 58738 35851 10641 4017 2330 84057 58789 58600 8636 65007 31687 20512 687 30967 7635
leaf_count=1168 5920 19547 38447 20689 85962 29628 50010 224562 99137 15111 115710 23950 11694 97153 13955 58738 35851 10641 4017 2330 84057 58789 58600 8636 65007 31687 20512 687 30967 7635
internal_value=2.35092e-05 0.00552205 -0.00815206 -0.00959345 0.00199805 0.00382674 0.0135586 -0.00623194 0.0108243 0.0048378 0.00124671 -0.00738276 0.00206849 0.0107023 0.00132828 0.00810136 -0.016359 -0.0167856 -0.00853853 0.000506004 0.000197563 -0.00274661 -0.00897048 -0.0171094 -0.0140076 -0.00917891 -0.016335 0.0214236 0.00438604 0.0114529
internal_weight=1.3308e+06 795666 535131 496684 553123 467161 242543 331818 192533 93396 339693 311129 325137 127468 313443 78285 164866 163698 287179 299488 297158 174499 283162 14556 127847 62840 31153 30315 122659 38602
internal_count=1330797 795666 535131 496684 553123 467161 242543 331818 192533 93396 339693 311129 325137 127468 313443 78285 164866 163698 287179 299488 297158 174499 283162 14556 127847 62840 31153 30315 122659 38602
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=31
num_cat=4
split_feature=19 52 17 84 0 12 21 136 115 52 84 55 52 52 68 40 136 31 136 9 55 136 8 21 12 28 12 59 21 12
split_gain=21718.3 7817.5 6179.36 4570.73 3612.07 3388.52 3127.12 3125.81 3371.63 2884.37 2625.7 2301.96 2279.65 2214.52 1960.98 1950.13 1911.84 2030.01 1846.69 1786.28 1669.38 1610.92 1551.74 1917.42 1513.94 1419.11 1990.85 1353.74 1226.01 1210.92
threshold=11.775000095367433 3.0449999570846562 15.405000209808351 0.82559219002723705 226.50000000000003 1.6749999523162844 5.1250000000000009 0 -0.74892720580101002 9.2349996566772479 0.8374566137790681 2.6550000905990605 5.8550000190734872 0.87500000000000011 250.56265258789065 11.449999809265138 1 1018.3500061035157 2 4.3500001430511483 1.0850000381469729 3 6.5499999523162851 5.6949999332427987 1.1050000190734866 1017.8500061035157 3.6450001001358037 210.96662139892581 5.3750000000000009 2.0049999952316289
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 1 2 2 1 2 2 2 2 2 2 2 2
left_child=1 3 7 4 18 -3 15 10 25 11 22 -7 -12 -5 21 -6 -8 -18 24 -20 -15 -4 -2 -24 -1 26 -9 -13 -10 -29
right_child=2 5 14 13 6 9 16 8 28 -11 12 27 -14 20 -16 -17 17 -19 19 -21 -22 -23 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.022852226038193774 0.013774502493861897 0.01554243024273262 0.030447318591898927 -0.024811621387206308 -0.0111475761525607 0.011116618643933682 -0.014600127283236914 -0.0047897610151913872 -0.031234160803576907 0.00830223564834923 -0.013232225375702143 -0.027413376144891338 0.0065406643709975737 0.0012360497776471233 0.0093432711044192911 -0.032007154671931069 -0.0069450292986031675 0.0074131646365736825 -0.01111793173567846 0.00332108607331238 -0.01551460491204357 0.015426626554002091 -0.010473900861014797 0.0091197182817687756 0.0029978965985025426 0.0074821357942766358 0.015945728787820246 0.0046337268954374077 -0.0081814804149032538 -0.014250109656071661
leaf_weight=12715 137059 44321 32065 52323 22375 12783 62262 70809 6597 49187 23747 11858 37749 19192 51891 22443 134245 30145 44004 41735 66112 40458 16149 55050 39211 95941 13838 12588 45872 26073
leaf_count=12715 137059 44321 32065 52323 22375 12783 62262 70809 6597 49187 23747 11858 37749 19192 51891 22443 134245 30145 44004 41735 66112 40458 16149 55050 39211 95941 13838 12588 45872 26073
internal_value=2.23337e-05 -0.00600859 0.00678736 -0.00883111 -0.00617967 0.00383292 -0.00952521 0.00431869 7.71871e-05 -0.000780661 0.00798288 -0.00783826 -0.00109474 -0.0167133 0.0167643 -0.0215932 -0.00713889 -0.00431183 0.000417598 -0.004089 -0.011746 0.0220741 0.0106638 0.00467559 0.00785807 0.00331884 -0.00139995 -0.0126345 -0.0110799 -0.00810154
internal_weight=1.3308e+06 703572 627225 546762 409135 156810 271470 502811 233057 112489 269754 63302 61496 137627 124414 44818 226652 164390 137665 85739 85304 72523 208258 71199 51926 180588 84647 50519 52469 38661
internal_count=1330797 703572 627225 546762 409135 156810 271470 502811 233057 112489 269754 63302 61496 137627 124414 44818 226652 164390 137665 85739 85304 72523 208258 71199 51926 180588 84647 50519 52469 38661
cat_boundaries=0 1 2 3 4
cat_threshold=7713 152 1583 1057
is_linear=0
shrinkage=0.05


Tree=54
num_leaves=31
num_cat=4
split_feature=19 18 28 20 28 115 41 136 18 84 52 119 136 30 55 66 31 19 12 136 4 0 105 20 27 120 15 20 136 29
split_gain=19615.2 7542.82 5082.27 3987.85 3442.59 3622.22 2912.92 2638.1 2314.33 2299.04 2221.72 1909.21 1817.97 1949.33 1794.42 1791.56 1774.2 1693.46 1669.52 1802.17 1977.52 1613.72 1682.14 1605.22 1572.94 1480.91 1467.17 1458.5 2168.42 1404.39
threshold=10.405000209808351 14.550000190734865 1021.7500000000001 6.055000066757203 1016.2500000000001 -0.74892720580101002 12.550000190734865 0 18.219999313354496 0.84005105495452892 1.1649999618530276 -0.38266885280609125 1 1015.5499877929689 1.1250000000000002 29.775000572204593 1000.3500061035157 17.029999732971195 3.7350000143051152 2 8.3499999046325701 107.50000000000001 1.0000000180025095e-35 5.2950000762939462 255.50000000000003 0.52247866988182079 0.92500001192092907 7.5950000286102304 3 1005.9500122070314
decision_type=2 2 2 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 1 2
left_child=2 4 3 10 9 7 8 -6 16 17 25 -5 -13 -14 -12 21 -3 18 19 20 26 22 -9 -7 -22 -1 -2 28 -18 -28
right_child=1 6 -4 11 5 23 -8 15 -10 -11 14 12 13 -15 -16 -17 27 -19 -20 -21 24 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.017128707183383895 0.017810828524129171 0.023257703615981253 0.012176909713650182 0.010911114934694615 -0.0009973977073662718 -0.030881241947661182 0.024146506474425636 0.021285394529379456 0.027195538809423537 -0.011727657505879244 0.014175876176856476 -0.011315343320645186 -0.0059949048904665422 0.0061322911527272803 -0.0088022124940448157 -0.003481036292175178 0.015395203178840744 0.033580487249242119 0.016712528389836737 -0.0074751354006587726 -0.051610763308316758 0.010472985681536403 0.093398679090305442 -0.0031518573078599711 -0.0074152926265050809 0.0011770725555419156 0.013743749405966031 0.010409236551012377 -0.0043981444335618033 -0.0020200226320726158
leaf_weight=171063 17918 17636 31276 19061 58674 5843 42411 30093 17430 53341 10311 86977 108682 47671 48279 18452 19044 3671 12901 81557 2484 125639 831 48877 10623 11811 18803 102072 50529 56837
leaf_count=171063 17918 17636 31276 19061 58674 5843 42411 30093 17430 53341 10311 86977 108682 47671 48279 18452 19044 3671 12901 81557 2484 125639 831 48877 10623 11811 18803 102072 50529 56837
internal_value=2.12288e-05 0.00499946 -0.00738072 -0.00859473 0.00171273 0.00546694 0.0122102 0.00817842 0.00976119 -0.00248178 -0.0132317 -0.00432758 -0.00552128 -0.00229726 -0.0047584 0.011254 0.00815574 -7.35849e-05 -0.000687856 -0.0018805 0.00239768 0.0129914 0.0232232 -0.0061128 -0.0157911 -0.0159464 0.00494609 0.00660406 0.00102141 0.00189862
internal_weight=1.3308e+06 795666 535131 503855 546544 288409 249122 233689 206711 258135 241464 262391 243330 156353 58590 175015 189281 204794 201123 188222 106665 156563 30924 54720 13107 182874 93558 171645 69573 75640
internal_count=1330797 795666 535131 503855 546544 288409 249122 233689 206711 258135 241464 262391 243330 156353 58590 175015 189281 204794 201123 188222 106665 156563 30924 54720 13107 182874 93558 171645 69573 75640
cat_boundaries=0 1 2 3 4
cat_threshold=152 2202 5921 6176
is_linear=0
shrinkage=0.05


Tree=55
num_leaves=31
num_cat=4
split_feature=18 28 52 18 116 12 136 123 12 4 136 23 15 13 23 52 19 64 125 26 17 28 0 12 52 80 136 16 55 136
split_gain=17612.9 7522.26 4785.15 4271.62 3023 3344.8 2831.83 3315.73 2828.14 2616.46 2740.75 2553.21 2376.23 2263.65 1974.21 1919.21 1916.96 1767.36 1727.88 1652.16 1589.88 1609.52 1482.6 1454.51 2362.71 1715.25 1513.3 1396.32 1333.02 1284.37
threshold=12.699999809265138 1019.1499938964845 4.9949998855590829 17.029999732971195 0.72534674406051647 3.1149998903274541 0 -0.095842104405164705 1.9049999713897707 9.5500001907348651 1 5.0850000381469735 1.294999957084656 0.85500001907348644 4.6449999809265146 11.864999771118166 15.405000209808351 1.935000002384186 -0.0087262028828264185 220.50000000000003 15.405000209808351 1019.0499877929689 110.50000000000001 1.3849999904632571 1.935000002384186 261.44029235839849 2 11.269999980926515 3.2050000429153447 3
decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1
left_child=1 2 4 9 5 11 -3 22 -4 10 12 13 -2 -1 -12 28 23 -5 -7 -11 21 -16 -8 24 29 26 -25 -26 -10 -13
right_child=3 6 8 17 -6 18 7 -9 15 19 14 16 -14 -15 20 -17 -18 -19 -20 -21 -22 -23 -24 25 27 -27 -28 -29 -30 -31
leaf_value=-0.03254123498155375 -0.029266129318170797 -0.0052232829361456255 0.017587600957875284 0.025664739871741355 -0.016058095326714546 0.032043424964272781 0.022337087159194927 0.02358081852705117 0.013759121181557943 -0.042483004585512622 -0.021660844300490416 -0.011279006804477135 0.00038862008505795526 -0.011345654978985056 0.0046226096071283343 0.0069543047608416272 0.019552986344397547 0.0094701387268836534 0.0018694108279636871 -0.0036120896657412757 0.015760172471388539 0.012641194054562497 0.0015267847487907306 -0.011212842378590854 0.024360590184358738 -0.01513626796910273 -0.00091254016553505516 -0.00056007529033039508 -0.014284849773196785 -0.00046903332974846832
leaf_weight=17189 8148 44772 25933 39332 112363 7457 9810 30866 4964 2927 5503 52186 39519 47150 211005 31545 7086 29470 13043 41381 62617 88967 67097 69540 11512 78419 73195 10984 28949 58037
leaf_count=17189 8148 44772 25933 39332 112363 7457 9810 30866 4964 2927 5503 52186 39519 47150 211005 31545 7086 29470 13043 41381 62617 88967 67097 69540 11512 78419 73195 10984 28949 58037
internal_value=2.48069e-05 -0.00464568 -0.0069922 0.0071082 -0.00872873 -0.00688137 0.005346 0.00973637 0.0036135 0.00537047 0.00660141 -0.00783223 -0.00467946 -0.0170083 0.00806216 -0.00192273 -0.00619664 0.0187281 0.0128454 -0.00617991 0.00851349 0.0070008 0.00418128 -0.00671225 -0.00257429 -0.00919552 -0.00593166 0.0121927 -0.0101799 -0.00558817
internal_weight=1.33097e+06 802097 649552 528869 558161 445798 152545 107773 91391 460067 415759 425298 47667 64339 368092 65458 360959 68802 20500 44308 362589 299972 76907 353873 132719 221154 142735 22496 33913 110223
internal_count=1330966 802097 649552 528869 558161 445798 152545 107773 91391 460067 415759 425298 47667 64339 368092 65458 360959 68802 20500 44308 362589 299972 76907 353873 132719 221154 142735 22496 33913 110223
cat_boundaries=0 1 2 3 4
cat_threshold=144 144 236 6544
is_linear=0
shrinkage=0.05


Tree=56
num_leaves=31
num_cat=3
split_feature=20 136 12 16 123 19 52 23 17 112 120 19 76 118 20 12 28 36 16 136 106 136 79 52 13 92 8 7 30 16
split_gain=16822.8 7246.65 7655.39 4649.6 3728.44 3489.85 3132.17 2738.89 2563.13 2390.02 2321.14 2278.19 2173.4 2040.53 1912.01 1901.11 1831.78 1827.18 1805.34 1625.58 1528.87 1513.07 1481.3 1602.79 1472.55 1380.93 1339.07 1308.94 1208.66 1184.03
threshold=7.4149999618530282 0 1.3149999976158144 15.405000209808351 0.13052122294902804 15.405000209808351 6.6050000190734872 4.5850000381469735 18.219999313354496 -0.77159520983695973 -0.72534674406051625 8.0099999904632586 14.625000000000002 0.58068084716796886 5.5350000858306894 1.4249999523162844 1018.3500061035157 16.150000572204593 18.219999313354496 1 -0.85211247205734242 2 3.0649999380111699 2.5749999284744267 0.91500002145767223 -0.53636515140533436 8.0500001907348651 6.5499999523162851 1016.7500000000001 22.289999961853031
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2
left_child=1 2 5 8 7 10 14 24 13 17 11 -1 -8 20 -4 28 27 21 -5 -18 -2 -9 26 -24 -3 -16 -12 -6 -11 -20
right_child=3 4 6 18 16 -7 12 9 -10 15 22 -13 -14 -15 25 -17 19 -19 29 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02198470592682196 0.0018425389071274085 -0.039320418821690212 -0.017437577534632917 0.014435609345694317 -0.0077670597912304204 0.030686111737928054 0.018405971741988599 0.0015616860671268168 0.078661260658608567 0.0027123261266727853 0.020787303052644927 0.0045766286333625795 -0.0042455815218840022 -0.0015771257416845397 -0.014283240337690808 -0.016813418147737142 0.027723938260580984 -0.016435369490067433 0.030744690039442347 0.0023878305628704227 0.0095347540879835851 -0.0074672178550509935 -0.007486305335167415 0.019647145781141188 -0.014198194514621966 -0.0020298607564024165 -0.0086743522463581507 0.008326361519688184 -0.015060179575382688 0.11545124749899052
leaf_weight=10260 97240 11594 38360 77522 46977 18584 22136 77229 1181 24385 43506 37871 20302 92512 29595 121407 10278 33976 15265 16481 192421 116234 14407 8747 11739 103076 4232 17283 15742 424
leaf_count=10260 97240 11594 38360 77522 46977 18584 22136 77229 1181 24385 43506 37871 20302 92512 29595 121407 10278 33976 15265 16481 192421 116234 14407 8747 11739 103076 4232 17283 15742 424
internal_value=2.35556e-05 -0.00417467 0.00133894 0.00755028 -0.00802036 0.010535 -0.00458899 -0.0100424 0.00511499 -0.00904435 0.00738865 -0.0010854 0.00756965 0.00488771 -0.00760592 -0.013695 0.00113859 -0.00574134 0.017566 0.0121306 0.00695246 -0.00386325 0.013142 0.00276403 -0.0266812 -0.00476323 0.0181755 -0.00343867 -0.00425991 0.0330339
internal_weight=1.33097e+06 854401 351076 476565 503325 137607 213469 412306 383354 388973 119023 48131 42438 382173 171031 161534 91019 227439 93211 26759 289661 193463 70892 23154 23333 132671 47738 64260 40127 15689
internal_count=1330966 854401 351076 476565 503325 137607 213469 412306 383354 388973 119023 48131 42438 382173 171031 161534 91019 227439 93211 26759 289661 193463 70892 23154 23333 132671 47738 64260 40127 15689
cat_boundaries=0 1 2 3
cat_threshold=5665 2118 2308
is_linear=0
shrinkage=0.05


Tree=57
num_leaves=31
num_cat=0
split_feature=20 120 20 12 16 17 52 6 17 28 12 115 27 23 8 13 16 106 52 52 52 104 16 40 12 16 6 127 64 16
split_gain=15218.1 5677.58 5065.82 6961.67 4744.47 3627.02 3535.13 2908.11 2561.74 2526.08 2376.26 2233.87 2198.43 1853.71 2347.29 1761.39 1745.41 1556.04 1624.48 1397.62 1245.5 1601.67 1180.79 1175.03 1170.35 1137 1116.09 1199.52 1077.87 1064.97
threshold=7.2149999141693124 0.66259482502937328 5.1549999713897714 1.3849999904632571 15.405000209808351 15.405000209808351 6.5150001049041757 3.9500000476837163 18.219999313354496 1017.8500061035157 2.2050000429153447 -0.81408452987670887 308.50000000000006 5.3450000286102304 8.3499999046325701 0.87500000000000011 18.219999313354496 -0.84510484337806691 2.6149998903274541 4.5750000476837167 2.4150000810623173 -0.96260255575180043 11.775000095367433 11.650000095367433 1.0149999856948855 11.269999980926515 4.9500000476837167 -0.13052122294902799 2.9050000905990605 22.289999961853031
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 5 8 7 11 20 12 -3 22 26 17 15 -15 -1 -6 18 28 -9 21 -4 -8 -17 -23 -7 -5 -28 -2 -18
right_child=4 9 3 6 16 25 10 19 -10 -11 -12 -13 -14 14 -16 23 29 -19 -20 -21 -22 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.03307941226473874 0.0055751036476193771 0.0030552046389703039 -0.020477235537948099 -0.01211729901094858 0.013455062414978109 0.0541459489087662 0.02985223762106809 0.007235319628968756 0.074953132050011403 0.025017106067240637 -0.0056743608473265837 -0.012936287893203616 -0.0029267699636441906 0.0057442754280565477 -0.018274487889595941 -0.010429483543046118 0.029187426317130456 0.0082306188882524424 0.0032420994237239787 0.032344888260255077 0.0090208146788914641 0.0028511357380603831 0.007451425616488587 -0.026283663981137812 -0.009353722540913564 0.01820929713971171 0.0089839941343930006 -0.0047035825163550407 -0.025356509078074598 0.10803776330698218
leaf_weight=19028 4127 37284 15656 39296 82457 2442 7812 61665 1279 20180 37056 200747 88939 19655 21083 37269 15998 232772 101425 6089 16494 41205 23822 17026 37535 22304 19395 91617 8869 440
leaf_count=19028 4127 37284 15656 39296 82457 2442 7812 61665 1279 20180 37056 200747 88939 19655 21083 37269 15998 232772 101425 6089 16494 41205 23822 17026 37535 22304 19395 91617 8869 440
internal_value=2.23869e-05 -0.00436981 -0.00554977 -0.00377648 0.00653043 0.00381565 -0.00745529 0.00133058 0.00429429 0.0107677 0.0029181 -0.00948503 0.00408708 -0.0152376 -0.00668607 -0.0199888 0.0164209 0.00588379 0.00110951 0.0094919 -0.00365599 -0.00587104 0.0129833 -0.0154011 -0.00296686 0.0217556 -0.00487562 -0.00231221 -0.0155339 0.031298
internal_weight=1.33097e+06 794660 737196 623135 536306 203390 419745 178644 437411 57464 68690 351055 436132 114061 40738 73323 98895 347193 114421 67754 110890 94396 31634 54295 78740 24746 150308 111012 12996 16438
internal_count=1330966 794660 737196 623135 536306 203390 419745 178644 437411 57464 68690 351055 436132 114061 40738 73323 98895 347193 114421 67754 110890 94396 31634 54295 78740 24746 150308 111012 12996 16438
is_linear=0
shrinkage=0.05


Tree=58
num_leaves=31
num_cat=4
split_feature=20 136 12 28 19 124 36 6 52 16 52 79 76 95 103 23 136 4 17 120 4 66 30 12 52 28 20 16 136 136
split_gain=13897.7 6633.27 6839.12 4066.62 3143.25 3121.34 4071.27 3251.92 2984.83 2681.19 2045.47 2803.07 2037.95 2027.97 1975.46 1965.88 1787.28 1703.14 1629.52 1503.98 1354.71 1308.27 1289.47 1602.79 1266.14 1239.06 1233.34 1225.09 1143.21 1102.82
threshold=7.8750000000000009 0 1.3149999976158144 1021.6499938964845 14.550000190734865 0.53727915883064281 16.349999427795414 4.3500001430511483 7.1250000000000009 15.405000209808351 2.495000004768372 3.7849999666213994 15.065000057220461 -0.76969090104103077 -0.066926073282957063 5.2049999237060556 1 6.3500001430511483 17.029999732971195 -0.73724925518035878 7.6499998569488534 33.625000000000007 1017.3500061035157 3.1550000905990605 60.885000228881843 1.0000000180025095e-35 5.6349999904632577 22.289999961853031 2 3
decision_type=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 1 1
left_child=1 2 4 5 10 6 7 29 13 18 11 17 -10 -4 -13 -8 -7 19 21 -1 -18 22 23 25 -23 -2 -15 -11 -24 -3
right_child=9 3 8 -5 -6 16 15 -9 12 27 -12 14 -14 26 -16 -17 20 -19 -20 -21 -22 24 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00048804507024279535 0.013626003652778031 -0.01752274227537608 -0.017389682683063526 0.0055648505578175548 0.021702127885525557 -0.018101860568229683 -0.029057888761610487 0.0045643547091738399 0.015979193554762194 0.016110851691379904 0.0205128289834982 -0.034435954719621964 -0.0033854505665498694 -0.011815325814793377 -0.00058999642424169003 -0.0085918088130034955 -0.0045790491067219828 -0.016551903742269673 0.04077983354665575 0.016100735912406194 -0.01383363472596276 -0.0094147184141262757 0.0042913862958595698 0.015465407949550092 0.0090045073492189542 -0.0019686784914142532 -0.0014284943822397214 0.1062183569342704 0.01467247893569785 -0.0050373702216984922
leaf_weight=26634 15212 21957 32830 62282 43197 82119 20911 111738 29802 79912 19179 7668 24971 36909 9848 26735 82574 6946 3355 36652 75882 25293 41577 22376 14783 78298 126644 379 73361 90942
leaf_count=26634 15212 21957 32830 62282 43197 82119 20911 111738 29802 79912 19179 7668 24971 36909 9848 26735 82574 6946 3355 36652 75882 25293 41577 22376 14783 78298 126644 379 73361 90942
internal_value=2.12676e-05 -0.00305749 0.0018763 -0.00649975 0.0103193 -0.00796502 -0.00429847 -0.0014827 -0.00317027 0.00850017 0.00572076 0.00248767 0.00715086 -0.00604892 -0.0154068 -0.017574 -0.0121148 0.00695058 0.00614754 0.00953011 -0.00901035 0.00571863 0.00716645 0.00344467 -0.00262034 0.00056823 -0.00377249 0.0165362 0.0109189 -0.00746757
internal_weight=1.33097e+06 976420 401280 575140 150124 512858 272283 224637 251156 354546 106927 87748 54773 196383 17516 47646 240575 70232 274255 63286 158456 270900 230824 115886 40076 93510 163553 80291 114938 112899
internal_count=1330966 976420 401280 575140 150124 512858 272283 224637 251156 354546 106927 87748 54773 196383 17516 47646 240575 70232 274255 63286 158456 270900 230824 115886 40076 93510 163553 80291 114938 112899
cat_boundaries=0 1 2 3 4
cat_threshold=5665 146 156 128
is_linear=0
shrinkage=0.05


Tree=59
num_leaves=31
num_cat=3
split_feature=20 136 8 15 16 28 125 10 23 52 103 17 23 37 4 20 66 19 28 20 5 28 136 76 16 4 52 30 117 136
split_gain=12564.1 5812.23 5747.17 3955.45 3319.21 3258.43 2401.18 3457.84 2608.88 2361.67 3357.06 1909.71 1767.1 1734.53 1714.93 1625.74 1803.12 1601.63 1667.27 1561.18 1470.65 1543.75 1648.95 1427.61 1409.86 1113.82 1400.19 1098.54 1014.02 1002.47
threshold=7.4549999237060556 0 9.6500000953674334 1.0049999952316286 15.405000209808351 1021.6499938964845 0.55191597342491161 5.6499998569488534 5.1150000095367441 4.8550000190734872 -0.12175257131457327 18.219999313354496 5.7850000858306894 16.349999427795414 3.9500000476837163 9.9549999237060565 28.785000801086429 15.405000209808351 1022.6499938964845 5.6150000095367441 5.5499999523162851 1015.9500122070314 1 8.4149999618530291 18.219999313354496 8.3499999046325701 5.3750000000000009 1006.3500061035157 0.44618082046508795 2
decision_type=2 1 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 2 1
left_child=1 2 3 12 11 6 7 8 -3 10 -5 15 14 28 -1 16 20 18 -12 -4 21 -2 -23 -11 -6 26 29 -18 -9 -8
right_child=4 5 19 9 24 -7 25 13 -10 23 17 -13 -14 -15 -16 -17 27 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.015394355989524733 -0.0018790027636922048 -0.027802171804491724 -0.017531808908153569 -0.022456238782073992 0.012362533234276121 0.0051217367777227386 -0.0066209054590117833 0.0072358449942909759 -0.0076171555747092659 0.022258168416159806 -0.0013525298669354046 0.068715699879528316 0.022964501727278375 -0.012340996407803421 -0.0092547341138232014 0.014140619080896966 0.014292569765784351 0.020926972559433876 0.02885522066131373 -0.0043105803247180698 0.011748160374458836 -0.0048080005497895886 0.0096157489612366115 0.0032320336209596249 0.028880387456693375 -0.016642591714929714 0.0066769893429969134 -0.0073132287491854964 -0.003908065405852419 -0.015719437747393254
leaf_weight=20269 93196 18868 34249 16664 76502 50292 64212 69611 105606 19121 118479 1156 37189 19537 10825 38067 6652 9687 4751 64148 61232 24899 96981 20355 15543 83252 12470 50906 28883 57364
leaf_count=20269 93196 18868 34249 16664 76502 50292 64212 69611 105606 19121 118479 1156 37189 19537 10825 38067 6652 9687 4751 64148 61232 24899 96981 20355 15543 83252 12470 50906 28883 57364
internal_value=2.0196e-05 -0.00354042 0.00136516 0.00529499 0.00664816 -0.00696142 -0.0082832 -0.0048629 -0.0106768 0.00156958 -0.00130128 0.00455023 0.0156096 0.00126841 0.00681307 0.0043508 0.00323457 0.00135095 -0.000187903 -0.00891249 0.00491164 0.00296529 0.0066695 0.0124477 0.0151518 -0.0121003 -0.00927915 -0.00481624 0.00396793 -0.0109158
internal_weight=1.33097e+06 865832 355737 257340 465134 510095 459803 242505 124474 189057 149581 373089 68283 118031 31094 371933 333866 132917 123230 98397 276308 215076 121880 39476 92045 217298 134046 57558 98494 121576
internal_count=1330966 865832 355737 257340 465134 510095 459803 242505 124474 189057 149581 373089 68283 118031 31094 371933 333866 132917 123230 98397 276308 215076 121880 39476 92045 217298 134046 57558 98494 121576
cat_boundaries=0 1 2 3
cat_threshold=5665 144 332
is_linear=0
shrinkage=0.05


Tree=60
num_leaves=31
num_cat=2
split_feature=20 136 12 64 52 120 136 52 19 20 117 12 120 76 9 23 31 66 52 20 28 16 105 23 52 20 1 16 28 30
split_gain=11713.8 5237.84 5585.89 3288.4 4839.61 2822.88 2816.96 2525.59 2498.83 2426.35 2367.41 2421.33 2109.59 1921.19 1900.87 1829.78 1689.58 1481.19 1565.46 1363.25 1356.05 1326.95 1260.47 1229.56 1190.69 1186.47 1165.06 1137.09 1098.53 1411.38
threshold=7.2149999141693124 0 1.2549999952316286 4.9149999618530282 7.4749999046325692 0.95878320932388317 1 6.1250000000000009 15.405000209808351 5.0650000572204599 0.41467745602130895 1.0850000381469729 -0.81408452987670887 14.625000000000002 5.1499998569488534 6.0050001144409189 1019.6499938964845 36.905000686645515 58.674999237060554 5.3350000381469735 1031.9500122070315 18.219999313354496 0.68770769238471996 4.5850000381469735 2.3349999189376835 8.4749999046325701 300.50000000000006 11.775000095367433 1016.3500061035157 1006.3500061035157
decision_type=2 1 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
left_child=1 2 8 6 20 9 25 16 12 23 14 -12 15 -9 -11 -1 19 27 -19 -4 24 -8 -7 -3 -5 -2 -16 -6 29 -29
right_child=3 5 7 4 17 22 21 13 -10 10 11 -13 -14 -15 26 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.013268728087375035 0.00065275071098884062 -0.027422308252820202 -0.018929478756995025 -0.026094290269648487 0.018939974069999095 0.012704487645126456 0.013227814206551237 0.017527672003277647 0.027994901910763655 -0.0084119702151618809 0.01149864612513773 -0.011320097395988327 0.01183146216232131 -0.0044650259216277672 0.006600681656608258 0.010199325703534087 0.0087982146908613442 -0.0096851865567490827 0.0085159514329882693 -0.0061500565694743315 0.15186922609747397 0.037964127310030994 0.09306884130195342 -0.012394457023272847 -0.008070951705519162 0.0096234038522329743 -0.0039586107665285251 0.018081845243103186 0.0098050538667437646 -0.0051903279481385961
leaf_weight=19714 87198 19083 24990 11470 20401 12342 140614 21493 16071 72232 12353 197388 68838 18458 61160 14353 16059 28416 20220 126537 127 5639 508 47469 45572 63849 45599 8164 72219 32253
leaf_count=19714 87198 19083 24990 11470 20401 12342 140614 21493 16071 72232 12353 197388 68838 18458 61160 14353 16059 28416 20220 126537 127 5639 508 47469 45572 63849 45599 8164 72219 32253
internal_value=1.38561e-05 -0.00383931 0.0010214 0.00572486 0.00135603 -0.00722942 0.00923464 -0.00393019 0.00965885 -0.00788186 -0.00637157 -0.00997615 0.00679525 0.00736669 -0.00214773 -0.00338124 -0.00662327 0.00534862 -0.00211822 -0.00825765 -0.0113317 0.0141806 0.0158815 -0.0167035 -0.0116951 0.00444444 0.00209059 0.00807837 0.00611108 -0.000489484
internal_weight=1.33079e+06 794647 326513 536142 238842 468134 297300 207537 118976 455284 388732 209741 102905 39951 178991 34067 167586 181673 48636 151527 57169 146253 12850 66552 57042 151047 106759 133037 112636 40417
internal_count=1330789 794647 326513 536142 238842 468134 297300 207537 118976 455284 388732 209741 102905 39951 178991 34067 167586 181673 48636 151527 57169 146253 12850 66552 57042 151047 106759 133037 112636 40417
cat_boundaries=0 1 2
cat_threshold=5665 6812
is_linear=0
shrinkage=0.05


Tree=61
num_leaves=31
num_cat=3
split_feature=19 52 19 84 12 136 8 27 56 0 64 15 52 23 40 84 52 28 9 15 103 136 136 16 64 15 31 116 96 15
split_gain=10310.5 5261.91 3851.4 3190.5 3086.16 2642.03 2621.17 4321.93 2454.63 2072.28 1854.02 1831.24 1812.74 1809.22 2004.44 1801.66 2077.09 1663.53 1655.35 1539.31 1475.54 1443.43 1429.52 1423.77 1328.75 1250.94 1153.89 1149.78 1120.23 1104.99
threshold=11.775000095367433 2.5749999284744267 17.029999732971195 0.80439507961273204 1.5950000286102297 0 9.6500000953674334 227.50000000000003 225.48197174072268 226.50000000000003 2.4750000238418584 1.235000014305115 0.48499999940395361 5.3849999904632577 11.650000095367433 0.84886905550956737 6.0350000858306894 1021.6499938964845 4.1499998569488534 0.9350000023841859 -0.39175324141979212 1 2 11.269999980926515 17.425000190734867 0.9350000023841859 1018.3500061035157 0.39873388409614569 -0.79728534817695607 0.63499999046325695
decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2
left_child=1 3 5 9 23 11 15 -8 -6 18 -4 -2 -5 14 -11 22 -17 28 -1 -14 -21 -15 25 -3 -19 -7 -23 -13 -10 -24
right_child=2 4 10 12 8 6 7 -9 17 13 -12 27 19 21 -16 16 -18 24 -20 20 -22 26 29 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0050960456529858308 -0.022959593493713581 0.023904600638900163 0.022553555499486733 -0.022861353063971589 -0.012974286351656889 0.019801010207031008 -0.03257843842490759 0.001201721732391223 0.0051866233544164905 -0.0060402036863468145 0.0058353881276911159 0.0029516365219912711 0.016619315614875542 -0.011364109420271572 -0.023863229084590931 -0.015014609044842094 0.0062701279192137671 0.037410491544124513 0.0062946617125620042 -0.031640691816603721 -0.0093699032712516329 -0.004001168553332427 -0.023531001975949692 0.0063524920362686733 0.0061404324193104348 0.0084320660221397243 0.007568287534935993 -0.0093367120921692207 -0.0064685154587008301 0.0061977027955961552
leaf_weight=60648 11654 21240 41199 35627 30795 40042 10745 79722 52071 34399 27756 49707 5238 54973 29137 19401 28010 5823 67277 8101 90789 113479 3170 25335 8155 61140 26604 30850 34129 223573
leaf_count=60648 11654 21240 41199 35627 30795 40042 10745 79722 52071 34399 27756 49707 5238 54973 29137 19401 28010 5823 67277 8101 90789 113479 3170 25335 8155 61140 26604 30850 34129 223573
internal_value=1.31632e-05 -0.00414065 0.00467613 -0.00665175 0.00330252 0.00329855 0.00482926 -0.00281044 -0.000628511 -0.00431079 0.0158241 -0.00443382 -0.0131261 -0.00688581 -0.0142137 0.00667078 -0.00243977 0.00316662 0.000894438 -0.00979519 -0.0111943 -0.00449889 0.00798797 0.0143569 0.019167 0.01293 -0.00180382 -0.00175429 0.000572027 0.00578182
internal_weight=1.33079e+06 703820 626969 526272 177548 558014 465803 90467 130973 386517 68955 92211 139755 258592 63536 375336 47411 100178 127925 104128 98890 195056 327925 46575 13978 101182 140083 80557 86200 226743
internal_count=1330789 703820 626969 526272 177548 558014 465803 90467 130973 386517 68955 92211 139755 258592 63536 375336 47411 100178 127925 104128 98890 195056 327925 46575 13978 101182 140083 80557 86200 226743
cat_boundaries=0 1 2 3
cat_threshold=146 152 1056
is_linear=0
shrinkage=0.05


Tree=62
num_leaves=31
num_cat=4
split_feature=20 136 15 28 28 8 124 10 23 64 52 8 18 6 20 121 136 136 28 23 20 35 30 28 136 8 64 52 92 27
split_gain=9866.46 4726.63 5042.42 3245.82 3183 2775.01 2284.38 3360.75 2663.69 2177.08 3035.15 1752.25 1799.72 1689.5 1624.8 1599.44 1483.6 1351.49 1304.01 1279.67 1222.3 1187.47 1112.17 1340.13 1101.71 1081.7 1052.33 1560.55 1114.39 975.598
threshold=7.8750000000000009 0 0.99500000476837169 1021.5499877929689 1017.3500061035157 7.0499999523162851 0.53727915883064281 5.6499998569488534 5.0850000381469735 6.6050000190734872 7.1250000000000009 9.9499998092651385 17.029999732971195 3.9500000476837163 4.4249999523162851 0.43049471080303198 1 2 1016.2500000000001 5.7850000858306894 5.2950000762939462 10.449999809265138 1005.8500061035157 1015.7500000000001 3 8.8499999046325701 23.195000648498539 2.5749999284744267 -0.16977082192897794 221.50000000000003
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 1 2 2 2 2 2
left_child=1 2 5 6 11 19 7 8 -3 17 -11 12 13 20 -9 26 21 -2 -10 -1 -4 -8 -12 -24 -20 -18 27 28 -6 -27
right_child=9 3 4 -5 15 -7 16 14 18 10 22 -13 -14 -15 -16 -17 25 -19 24 -21 -22 -23 23 -25 -26 29 -28 -29 -30 -31
leaf_value=0.008982491353827074 0.014618996448801226 -0.02656798036872704 -0.033631016161559418 0.0051497087090951492 -0.020170524667548269 -0.012036647036644732 -0.0057938566143237273 -0.017067300823315024 -0.0097478405702850681 -0.016319287367413175 0.019883617667486506 -0.010539991534218467 0.024163717965952826 0.0020303351795371623 0.00383520073521669 0.026364109189378544 -0.0031253358552387131 0.0064579356180018022 -0.012927768340888133 0.023274897321569753 -0.0064883771805605717 -0.019459915285075784 -0.0046723794756310041 0.0070831070393398924 0.0062602316052934592 -0.032655973670143341 -0.012660696282782963 0.0157240342286896 0.0038095792250945667 -0.01005435480842932
leaf_weight=27387 101532 18643 4433 63766 5679 9328 21612 10089 85835 18561 11850 71646 6705 95848 118429 9727 73811 101499 10090 36579 64462 60096 33502 87734 28838 5082 7728 28397 32982 78919
leaf_count=27387 101532 18643 4433 63766 5679 9328 21612 10089 85835 18561 11850 71646 6705 95848 118429 9727 73811 101499 10090 36579 64462 60096 33502 87734 28838 5082 7728 28397 32982 78919
internal_value=1.25008e-05 -0.00258266 0.00158501 -0.0054873 -0.00106729 0.0134404 -0.00681361 -0.00367743 -0.00893957 0.00715464 0.00262197 -0.00397322 -0.00122905 -0.00226253 0.0021943 0.00729138 -0.0103741 0.0105402 -0.0063054 0.0171556 -0.00823485 -0.0158433 0.00526363 0.00383463 0.00128506 -0.00754091 0.0048107 0.00682416 0.000287089 -0.0114217
internal_weight=1.33079e+06 976111 400901 575210 327607 73294 511444 271924 143406 354678 151647 243094 171448 164743 128518 84513 239520 203031 124763 63966 68895 81708 133086 121236 38928 157812 74786 67058 38661 84001
internal_count=1330789 976111 400901 575210 327607 73294 511444 271924 143406 354678 151647 243094 171448 164743 128518 84513 239520 203031 124763 63966 68895 81708 133086 121236 38928 157812 74786 67058 38661 84001
cat_boundaries=0 1 2 3 4
cat_threshold=5665 146 1379 130
is_linear=0
shrinkage=0.05


Tree=63
num_leaves=31
num_cat=1
split_feature=20 120 136 8 16 19 17 119 20 112 52 15 103 36 28 12 106 52 13 39 16 28 56 8 16 52 64 110 15 12
split_gain=9062.02 4193.12 3650.64 3816.62 2930.67 2689.48 2533.35 2061.56 1885.93 1939.29 1775.2 2367.4 2705.56 1699.49 1666.23 1542.51 1466.61 1466.5 1409.13 1339.49 1294.27 1257.41 1198.84 1154.99 1122.57 1108.46 1083.83 1020.5 986.987 1426.64
threshold=7.055000066757203 0.77159520983695995 0 9.9499998092651385 15.405000209808351 15.405000209808351 17.029999732971195 0.62249094247818004 4.6349999904632577 -0.87878364324569691 4.9949998855590829 0.92500001192092907 -0.034020831808447831 16.150000572204593 1016.9500122070314 1.435000002384186 -0.83975064754486073 2.3349999189376835 0.56499999761581432 16.150000572204593 22.289999961853031 1022.6499938964845 254.01362609863284 6.5499999523162851 6.9049999713897714 4.6449999809265146 3.6049998998641972 0.035150751471519477 1.485000014305115 1.075000047683716
decision_type=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 2 2 2
left_child=1 2 3 5 6 10 7 16 -4 13 11 23 -13 -10 -3 18 17 -2 -11 -7 26 -14 -5 -1 -21 28 -6 -17 29 -20
right_child=4 14 8 22 20 19 -8 -9 9 15 -12 12 21 -15 -16 27 -18 -19 25 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.014575190465080441 -0.015592240233141886 0.0031501029852345681 -0.020148335792744016 -0.013603660410904841 0.016174093893125314 0.0065563884118717388 0.038232977189332655 -0.0036664930173528503 0.00020656441502532767 -0.065464405126823888 0.014571622632727252 -0.020904104283329519 -0.0015523857739942262 -0.013009246201091985 0.023142335784205763 0.006304166050044465 0.0065647884302477352 0.0018243517658430429 0.0025248572192249786 0.087273433842691706 0.099578842856694494 0.029861314372850396 -0.00058278777116504835 -0.011107800733778761 0.026681352045960789 0.024114950971383081 0.005735266457529916 -0.01286868218156214 0.0092467682199807427 -0.015461606330583164
leaf_weight=30538 13562 24799 27867 55344 61291 10756 5056 101573 125136 883 22241 19345 104170 30196 17977 7251 250904 111081 20729 819 423 3286 25974 5110 11466 3850 41840 161999 11774 23549
leaf_count=30538 13562 24799 27867 55344 61291 10756 5056 101573 125136 883 22241 19345 104170 30196 17977 7251 250904 111081 20729 819 423 3286 25974 5110 11466 3850 41840 161999 11774 23549
internal_value=1.18812e-05 -0.00364644 -0.00457217 -0.000261699 0.00466533 0.00333302 0.0030263 0.00265322 -0.00758707 -0.00667893 0.00132355 -0.000490254 -0.00369065 -0.00236254 0.011552 -0.00959359 0.00436249 -7.0691e-05 -0.00276151 0.0194404 0.0122971 -0.000591756 -0.00944463 0.0108936 0.0307208 -0.00183723 0.0119391 -0.0120473 -0.00361978 -0.00704114
internal_weight=1.33079e+06 745059 702283 289049 585730 207731 482176 477120 413234 385367 184690 162449 126801 155332 42776 230035 375547 124643 60785 23041 103554 107456 81318 35648 12285 59902 103131 169250 56052 44278
internal_count=1330789 745059 702283 289049 585730 207731 482176 477120 413234 385367 184690 162449 126801 155332 42776 230035 375547 124643 60785 23041 103554 107456 81318 35648 12285 59902 103131 169250 56052 44278
cat_boundaries=0 1
cat_threshold=5665
is_linear=0
shrinkage=0.05


Tree=64
num_leaves=31
num_cat=4
split_feature=20 84 136 8 56 12 52 20 64 52 36 25 10 23 6 120 136 16 28 52 76 12 37 23 136 23 83 136 116 30
split_gain=8191.47 4191.34 4637.68 5391.96 2920.18 2842.7 2868.67 2239.72 1905.27 2313.01 1887.02 2708.33 1869.79 1731.25 1678.9 1673.65 1556.21 1391.14 1241.91 1100.05 1259.45 1088.97 1078.91 1060.14 1037.55 1011.4 995.442 977.321 1048.07 948.964
threshold=7.8750000000000009 0.86570864915847789 0 9.6500000953674334 253.32116699218753 1.1050000190734866 4.4549999237060556 5.5950000286102304 12.835000038146974 9.3949999809265154 16.349999427795414 296.50000000000006 7.6499998569488534 5.8849999904632577 3.3500000238418584 -0.73724925518035878 1 18.219999313354496 1021.2500000000001 0.72500002384185802 22.615000724792484 1.2549999952316286 18.94999980926514 4.9149999618530282 2 5.2650001049041757 265.75469970703131 3 -0.18222858756780622 1005.8500061035157
decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 1 2 2
left_child=1 2 3 5 -3 13 14 27 17 -10 11 12 16 15 -7 22 -4 24 23 -6 -21 -13 -1 -18 -2 -12 -24 -5 -29 -11
right_child=8 4 10 7 19 6 -8 -9 9 29 25 21 -14 -15 -16 -17 18 -19 -20 20 -22 -23 26 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0026671051453697205 0.0037533266628578944 -0.015951714029621325 -0.011702675296386321 -0.0099648924284214332 -0.015362582930119523 -0.0078380629439197061 0.012099278486599642 -0.0021640378048194018 -0.017183282819936366 0.018494669871178065 -0.023104533681809009 0.0016484897754636735 0.007687126987484947 0.017274690826530253 0.0026037712095578207 0.013018597286640898 -0.018210115911510599 0.026649692809123694 0.020294176960886156 0.0046729780960893617 -0.0083170006428217175 -0.010836903041839903 -0.011985486006862991 0.00166385494349844 0.010815022094582648 -0.0078406300090538058 -0.05877429101841767 -0.053006181178585604 -0.020256691920741247 0.0023962877790382076
leaf_weight=14719 81358 85524 36733 20815 15321 57527 56712 78736 14758 10151 20405 20551 59089 65718 116362 28532 7922 10788 7579 45181 31788 116274 6260 43866 144390 23182 1389 3013 12913 93233
leaf_count=14719 81358 85524 36733 20815 15321 57527 56712 78736 14758 10151 20405 20551 59089 65718 116362 28532 7922 10788 7579 45181 31788 116274 6260 43866 144390 23182 1389 3013 12913 93233
internal_value=1.12871e-05 -0.00235335 -0.000807033 0.00243861 -0.00929553 0.00555139 0.00233414 -0.00692076 0.00651901 0.00133366 -0.00528175 -0.00383339 0.000687993 0.0119132 -0.000850659 0.00499091 -0.00361556 0.00910892 0.00139003 -0.00312733 -0.00069185 -0.00896161 -0.00524899 -0.00137626 0.00827068 -0.0149863 -0.020482 -0.0171144 -0.0264359 0.00397695
internal_weight=1.33079e+06 976111 798297 462696 177814 347219 230601 115477 354678 118142 335601 292014 155189 116618 173889 50900 96100 236536 59367 92290 76969 136825 22368 51788 225748 43587 7649 36741 15926 103384
internal_count=1330789 976111 798297 462696 177814 347219 230601 115477 354678 118142 335601 292014 155189 116618 173889 50900 96100 236536 59367 92290 76969 136825 22368 51788 225748 43587 7649 36741 15926 103384
cat_boundaries=0 1 2 3 4
cat_threshold=5985 144 2708 4673
is_linear=0
shrinkage=0.05


Tree=65
num_leaves=31
num_cat=5
split_feature=20 120 20 12 136 16 110 136 52 64 52 28 136 17 12 92 136 103 28 28 20 66 52 16 29 104 6 81 23 136
split_gain=7593.18 4061.16 3516.8 4261.18 3858.09 2567.49 2294.82 2314.82 2261.7 2235.33 3696.83 2115.58 2111.43 1988.9 1674.59 1559.45 1558.07 1466.87 1445.07 1380.61 1270.63 1196 1364.27 1287.67 1139.78 1123.26 1106.44 1101.19 1051.82 1164.73
threshold=7.0750000476837167 0.8038262426853181 4.9749999046325692 1.544999957084656 0 18.219999313354496 -0.21127937734127042 1 4.6449999809265146 7.0150001049041757 7.0150001049041757 1024.1499633789065 2 17.029999732971195 1.044999957084656 -0.75032117962837208 3 -0.066926073282957063 1018.6499938964845 1031.2500000000002 8.6849999427795428 38.444999694824226 60.885000228881843 11.775000095367433 1013.7500000000001 -0.97122851014137257 3.3500000238418584 300.86816406250006 4.2249999046325692 4
decision_type=2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1
left_child=1 2 24 4 -4 9 -5 -8 11 12 19 13 -2 14 25 -9 -17 -16 -3 -11 -14 23 -23 -12 -1 -6 -19 -10 -26 -30
right_child=5 18 3 6 8 -7 7 15 27 10 21 -13 20 -15 17 16 -18 26 -20 -21 -22 22 -24 -25 28 -27 -28 -29 29 -31
leaf_value=-0.0065079142826786982 0.01115142734778889 0.0056489099317973551 -0.0077154420584655773 0.010851497955763623 -0.0051825210921902206 0.023372035963483886 0.013173386088260398 -0.017444090032192199 0.0096419629414526628 -0.012514938866078419 0.01607812723740101 0.042096802361744512 0.00038775550432674876 0.029231577038200292 -0.017848152049351047 -0.0036128408617191084 -0.011034969999119248 -0.0080633832669962935 0.02610968498612843 0.13105571206397146 0.0088800857960946999 -0.010473654193169051 0.0071058750044127846 0.0033087613085767036 -0.041738144829887809 0.011516664628837128 0.0039141338527878605 0.0324537945185824 -0.012150377802384879 -0.031305991246381622
leaf_weight=30746 131858 27347 77937 17864 12635 16975 12970 41265 10741 50932 24370 3491 140980 6820 13186 153044 131476 28521 12608 168 64060 28356 18069 103977 4521 49605 59517 10425 35424 10240
leaf_count=30746 131858 27347 77937 17864 12635 16975 12970 41265 10741 50932 24370 3491 140980 6820 13186 153044 131476 28521 12608 168 64060 28356 18069 103977 4521 49605 59517 10425 35424 10240
internal_value=-8.4597e-05 -0.00340516 -0.00427749 -0.00301611 0.00168668 0.00421332 -0.0066146 -0.00753566 0.00544575 0.00363543 -0.000213082 0.00356644 0.00621565 0.00277653 0.00167278 -0.00836027 -0.0070431 -0.00229554 0.0121054 -0.0120429 0.00304084 0.00324574 -0.00363155 0.00573336 -0.0140887 0.00812665 3.38689e-05 0.0208776 -0.0187331 -0.0164555
internal_weight=1.33013e+06 750383 710428 629497 272878 579745 356619 338755 194941 562770 225872 173775 336898 170284 163464 325785 284520 101224 39955 51100 205040 174772 46425 128347 80931 62240 88038 21166 50185 45664
internal_count=1330128 750383 710428 629497 272878 579745 356619 338755 194941 562770 225872 173775 336898 170284 163464 325785 284520 101224 39955 51100 205040 174772 46425 128347 80931 62240 88038 21166 50185 45664
cat_boundaries=0 1 2 3 4 5
cat_threshold=2192 2048 1315 5893 2669
is_linear=0
shrinkage=0.05


Tree=66
num_leaves=31
num_cat=5
split_feature=20 28 20 12 136 136 0 113 64 52 19 126 52 84 136 10 136 52 8 26 52 12 92 23 31 16 30 31 136 10
split_gain=6868.72 3622.82 3263.56 4368.22 4351.28 2452 2161 2128.11 1918.15 2948.19 1878.79 1692.35 1424.03 1671.78 1342.83 1334.21 1301.17 1272.93 1147.45 1190.42 1126.52 2073.39 1120.46 1064.96 1050.53 1016.67 1016.25 1273.59 967.297 962.951
threshold=7.5950000286102304 1020.2500000000001 4.9049999713897714 1.3450000286102297 0 1 122.50000000000001 -0.91702514886856068 6.6050000190734872 6.9149999618530282 15.405000209808351 -0.85260769724845875 4.6449999809265146 0.83474373817443859 2 5.2500000000000009 3 1.2549999952316286 8.2500000000000018 108.50000000000001 6.6050000190734872 1.8049999475479128 -0.80061477422714222 4.8350000381469735 1015.4500122070314 11.775000095367433 1005.8500061035157 1015.9500122070314 4 7.7500000000000009
decision_type=2 2 2 2 1 1 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 2 15 4 17 7 28 -5 14 -10 12 29 13 -6 -2 -1 -8 24 23 -20 22 -22 -9 -17 -4 -12 -11 -28 -3 -7
right_child=8 6 3 5 10 11 16 20 9 26 25 -13 -14 -15 -16 18 -18 -19 19 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.026471358276174556 0.01170638401927131 0.0027653589875216589 -0.015301785507602004 0.0058797656525334122 0.0062838948131532764 -0.0089699496121469699 0.010194567519184967 -0.015125586858858363 -0.013762129887141839 0.017085972319164866 0.054970953932192625 -0.011900850351606942 0.023170985192244021 -0.0090012934264156932 0.0043228057916219762 -0.012592207504431692 -0.0023134798990307329 0.0066935792875605291 0.060206158438653838 -0.018335085958244471 0.023017294489152809 -0.0034572562005093649 -0.0047020338293187001 0.0091111412958102406 -0.0020144363120134664 0.017434428714147743 -0.0041256934993007801 0.0060619015530402123 0.024182740653573283 0.0079519323424272464
leaf_weight=16843 123297 7312 38345 59254 109050 15254 31707 31236 27747 13445 1977 164344 10205 21399 123091 11412 60356 13669 491 27676 9577 32466 147637 11199 24304 20603 45870 92627 19005 18730
leaf_count=16843 123297 7312 38345 59254 109050 15254 31707 31236 27747 13445 1977 164344 10205 21399 123091 11412 60356 13669 491 27676 9577 32466 147637 11199 24304 20603 45870 92627 19005 18730
internal_value=-8.03828e-05 -0.00254704 -0.00377565 -0.00278674 0.00272495 -0.00554607 0.0056071 -0.00253431 0.00515337 0.00122497 0.00733245 -0.00980004 0.00518364 0.0037765 0.00801833 -0.0142767 0.00199522 -0.0071299 -0.0102317 -0.016966 -0.00479125 0.0025734 -0.00652226 -0.00184276 -0.0101471 0.020721 0.00396185 0.00268779 0.0182423 0.000356405
internal_weight=1.33013e+06 904051 785671 718050 239552 478498 118380 280170 426077 179689 163234 198328 140654 130449 246388 67621 92063 76318 50778 28167 220916 42043 178873 22611 62649 22580 151942 138497 26317 33984
internal_count=1330128 904051 785671 718050 239552 478498 118380 280170 426077 179689 163234 198328 140654 130449 246388 67621 92063 76318 50778 28167 220916 42043 178873 22611 62649 22580 151942 138497 26317 33984
cat_boundaries=0 1 2 3 4 5
cat_threshold=6288 7941 1379 7685 144
is_linear=0
shrinkage=0.05


Tree=67
num_leaves=31
num_cat=3
split_feature=18 28 52 84 12 68 136 3 12 52 19 111 18 17 16 35 39 13 136 8 118 23 6 126 136 126 8 76 108 132
split_gain=6022.57 5207.75 2940.79 2589.21 2425.14 2371.6 2319.93 2456.6 2162.68 1978.51 1845.11 1622.28 1611.29 1595.63 1509.71 1356.89 1321.6 1270.13 1323.17 1266.92 1689.5 1168.4 1217.08 1335.59 1163.17 1134.85 1057.51 1053.95 1335.62 1042.55
threshold=14.550000190734865 1019.1499938964845 4.3949999809265146 0.83341893553733837 1.8450000286102297 237.01130676269534 0 180.50000000000003 3.4650000333786015 5.8550000190734872 15.405000209808351 -0.017508870922029015 18.219999313354496 14.550000190734865 11.269999980926515 13.34999990463257 12.650000095367433 0.50499999523162853 1 5.4500000476837167 -0.77159520983695973 4.4349999427795419 2.9500000476837163 0.59480014443397533 2 0.078456107527017607 9.4499998092651385 12.114999771118166 0.45948699116706854 1022.0499877929689
decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2
left_child=1 2 3 8 14 12 16 -8 10 24 13 -6 17 21 -4 -5 -3 -2 -19 -9 -21 -1 -23 -24 -7 -10 -25 28 -11 -13
right_child=5 6 4 15 11 9 7 19 25 27 -12 29 -14 -15 -16 -17 -18 18 -20 20 -22 22 23 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.019919215265883767 -0.07244661748859281 -0.00052260284250068721 0.02561776835739495 -0.0060076771835379586 0.0087313005934338116 -0.00068844418035111498 0.017138662930504627 0.010477666937006835 0.0243689768410872 0.00095503622213286574 0.016200194542108505 -0.005975841251824883 0.02865433151472116 0.0075178159083272413 0.0061455097906989338 -0.015320562714076655 -0.021028410458774165 0.013901916575006765 0.0043209077646548166 -0.066858135888553633 0.00083585435826935128 -0.0088690303587506993 0.00034461824669193195 -0.0027487229627582779 -0.023373607016250103 0.0015288837480740866 -0.011399411716316858 -0.0034226248508893056 0.01455216561114938 0.033021424012731233
leaf_weight=13361 476 50868 13431 75526 27545 11245 49361 46327 9958 37255 10864 85254 11353 25455 38452 81124 9293 76075 68519 933 76219 132266 143308 82076 11361 11983 62027 31410 35054 1749
leaf_count=13361 476 50868 13431 75526 27545 11245 49361 46327 9958 37255 10864 85254 11353 25455 38452 81124 9293 76075 68519 933 76219 132266 143308 82076 11361 11983 62027 31410 35054 1749
internal_value=-7.63445e-05 -0.00182443 -0.00371028 -0.00523306 0.00221818 0.00639905 0.00476697 0.00771021 -0.00344831 0.00130344 -0.00416556 -0.00184382 0.0105142 -0.00464813 0.0111863 -0.0108305 -0.0036895 0.00909458 0.00936301 0.00394179 1.72302e-05 -0.00536327 -0.00489986 -0.00307326 -0.0120999 0.0118949 -0.00647228 0.00422475 0.00754666 -0.00519189
internal_weight=1.33013e+06 1.04738e+06 814379 647948 166431 282748 233001 172840 491298 126325 469357 114548 156423 458493 51883 156650 60161 145070 144594 123479 77152 433038 419677 287411 22606 21941 144103 103719 72309 87003
internal_count=1330128 1047380 814379 647948 166431 282748 233001 172840 491298 126325 469357 114548 156423 458493 51883 156650 60161 145070 144594 123479 77152 433038 419677 287411 22606 21941 144103 103719 72309 87003
cat_boundaries=0 1 2 3
cat_threshold=144 3121 7264
is_linear=0
shrinkage=0.05


Tree=68
num_leaves=31
num_cat=0
split_feature=20 20 12 52 92 17 52 118 84 14 16 18 16 23 13 4 6 109 123 52 17 25 64 29 52 21 7 119 120 28
split_gain=5812.53 3483.13 4359.09 3119.99 3004.36 2631.12 2412.97 2112.38 2102.3 1900.86 1760.17 1561.69 1466.99 1430.4 1512.88 1400.27 1393.42 1349.93 1331.48 1309.81 1440.08 1293.13 1217.03 1196.65 1110.34 1100.12 1043.3 1019.08 999.151 947.957
threshold=8.3350000381469744 5.0650000572204599 1.3849999904632571 7.8350000381469735 -0.58549129962921131 17.029999732971195 3.435000061988831 0.59480014443397533 0.83474373817443859 2.8449999094009404 11.775000095367433 17.029999732971195 15.405000209808351 5.2950000762939462 0.90500000119209301 6.1499998569488534 3.3500000238418584 0.51535010337829601 1.0000000180025095e-35 0.6850000023841859 11.775000095367433 127.50000000000001 6.6050000190734872 1012.0499877929689 7.0150001049041757 6.0350000858306894 5.0499999523162851 -0.81408452987670887 -0.81408452987670887 1015.2500000000001
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 13 5 4 27 6 8 18 11 10 -5 16 -7 14 23 -15 -3 -8 -6 -10 -21 -16 -2 -1 -24 -19 -20 -4 -25 -28
right_child=22 2 3 9 7 12 17 -9 19 -11 -12 -13 -14 15 21 -17 -18 25 26 20 -22 -23 24 28 -26 -27 29 -29 -30 -31
leaf_value=0.0015897505354225895 0.0096807167742259913 -0.00090807301690570006 -0.031647002683934465 0.019787605053309645 -0.0023458598239338136 0.054895349179470809 0.0068329059054004744 -0.0072915977650077363 -0.025214267933314841 -0.0048631329630772057 0.003790027017460583 0.035867867186684922 0.016479382772122474 0.0099088997513194655 0.048931394664190886 -0.010151199246457604 0.0072805253085045851 0.04543314866482176 -0.00052073559281771954 0.0034105283513793288 -0.022734369631695072 -0.010907124253887922 -0.015686154474161426 -0.041196128956811073 0.0040915900018746783 0.017079899142880908 0.0049589414090960328 -0.011966631678959141 -0.017138269287072939 0.022261650239183927
leaf_weight=3324 146148 124332 7236 23065 196337 3163 26651 185085 10138 43405 67555 3568 11595 13945 922 23126 89242 4693 31516 18545 7356 43499 7622 10287 102930 12624 18785 72318 7435 13681
leaf_count=3324 146148 124332 7236 23065 196337 3163 26651 185085 10138 43405 67555 3568 11595 13945 922 23126 89242 4693 31516 18545 7356 43499 7622 10287 102930 12624 18785 72318 7435 13681
internal_value=-7.25295e-05 -0.00168887 -0.000763262 -0.0030682 -0.00480656 0.0041065 0.00308308 -0.00320797 0.00120544 0.00374074 0.0078618 0.0030616 0.0247129 -0.010453 -0.0148969 -0.00260519 0.00251354 0.0138951 -0.000304531 -0.0099783 -0.00401474 -0.00966512 0.00668642 -0.0259395 0.00272801 0.0247638 0.00595955 -0.0137567 -0.031103 0.0122502
internal_weight=1.33013e+06 1.07343e+06 970890 658983 524958 311907 297149 445404 253181 134025 90620 217142 14758 102538 65467 37071 213574 43968 260319 36039 25901 44421 256700 21046 110552 17317 63982 79554 17722 32466
internal_count=1330128 1073428 970890 658983 524958 311907 297149 445404 253181 134025 90620 217142 14758 102538 65467 37071 213574 43968 260319 36039 25901 44421 256700 21046 110552 17317 63982 79554 17722 32466
is_linear=0
shrinkage=0.05


Tree=69
num_leaves=31
num_cat=3
split_feature=20 120 52 12 19 16 20 12 136 136 136 92 116 104 102 124 79 81 64 52 12 28 54 19 31 31 28 30 24 37
split_gain=5282.8 3356.59 2674.86 2880.2 2175.07 2121.89 1941.57 2615.04 2251.84 1819.96 1815.5 1499.63 1299.55 1290.89 1239.48 1217.22 1212.59 1163.82 1148.85 1679.38 1130.67 1116.04 1085.66 1084.29 1053 1007.83 992.147 985.819 968.191 910.837
threshold=7.0750000476837167 0.8038262426853181 4.0950000286102304 1.6649999618530276 17.029999732971195 18.219999313354496 4.9049999713897714 1.1050000190734866 0 1 2 -0.84340476989746083 0.44618082046508795 -0.97122851014137257 -0.5652467906475066 -0.8338540494441985 4.6150000095367441 300.23631286621099 4.5450000762939462 6.8150000572204599 4.0050001144409189 1017.8500061035157 3.1350001096725468 15.405000209808351 1019.4500122070314 1015.5499877929689 1027.4500122070315 1013.4500122070314 235.50000000000003 12.150000095367433
decision_type=2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 17 6 10 27 8 25 14 18 -5 20 16 -9 -11 -10 -4 23 -20 -12 -3 -13 -2 -16 -8 -17 -1 -27 -6
right_child=5 21 3 11 29 -7 7 9 13 15 12 22 -14 -15 24 26 -18 -19 19 -21 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0047038884702073226 0.0060038729491441456 0.004905911499657193 0.0055013025500547869 -0.020048475003283217 -0.014263798177922327 0.020933006052545545 -0.014013472310786788 -0.030273364538643235 0.0018706181419197877 0.00030005616035356771 0.0011625662913242148 0.021254562142136117 -0.0050278260118320648 0.010537722174427286 -0.003216874300078157 -0.011066651062246398 -0.03263276635204071 0.022940171282759856 -0.0081722693324937784 0.0050888342681774772 0.015878944797727664 0.022248114827344876 -0.0014601825740404597 0.015273717780480903 0.0093721815617165659 -0.030019248336773319 0.025500787031573182 -0.017584319564005205 0.0056064518816621228 0.023385764666725112
leaf_weight=22067 148243 25310 18463 10244 1944 16975 23291 3924 10907 28809 140555 5756 89899 61080 153372 192242 3322 19857 31558 98054 14388 14645 61093 40073 18628 2153 1873 45454 16698 9251
leaf_count=22067 148243 25310 18463 10244 1944 16975 23291 3924 10907 28809 140555 5756 89899 61080 153372 192242 3322 19857 31558 98054 14388 14645 61093 40073 18628 2153 1873 45454 16698 9251
internal_value=-6.8903e-05 -0.0028386 -0.00363166 0.00333456 -0.00498287 0.00351601 -0.00540148 -0.00435875 0.00219869 -0.00628975 0.00299065 -0.00223421 -0.00024556 0.00737717 -0.00248722 -0.00929005 -0.00618478 0.0145379 0.00548275 0.00186001 0.00252913 0.0112625 0.000495659 0.00797646 -0.00185345 -0.00705548 -0.0107138 -0.0133748 0.00153759 0.016848
internal_weight=1.33013e+06 750383 710428 115413 595015 579745 583820 516299 117451 398848 562770 77093 244842 75309 175924 222924 14229 38320 317928 129612 154943 39955 66849 188316 172000 42142 194115 67521 18851 11195
internal_count=1330128 750383 710428 115413 595015 579745 583820 516299 117451 398848 562770 77093 244842 75309 175924 222924 14229 38320 317928 129612 154943 39955 66849 188316 172000 42142 194115 67521 18851 11195
cat_boundaries=0 1 2 3
cat_threshold=6288 7685 5481
is_linear=0
shrinkage=0.05


Tree=70
num_leaves=31
num_cat=1
split_feature=20 136 28 19 20 76 123 134 84 52 64 116 11 18 39 119 4 38 12 29 56 65 109 9 16 16 16 52 32 31
split_gain=4863.05 3168.11 3788.22 2712.61 2346.41 2234.71 2141.97 1944 1810.77 1624.67 1571.57 1471.68 1998.31 1357.59 1262.01 1157.6 1306.79 1174.28 1089.63 1084.79 1080.33 1045.82 1033.32 1002.2 1027.1 964.084 919.127 1099.97 905.12 870.232
threshold=8.4149999618530291 0 1019.1499938964845 15.405000209808351 5.0650000572204599 10.355000019073488 0.43049471080303198 1019.7500000000001 0.86230692267417919 1.8550000190734866 3.6049998998641972 0.43049471080303198 4.8500001430511483 14.550000190734865 16.349999427795414 -0.85260769724845875 4.2500000000000009 11.050000190734865 4.2850000858306894 1014.0499877929689 219.06229400634768 35.045000076293952 0.38432872295379644 0.35000000894069677 5.7200000286102304 12.699999809265138 11.269999980926515 6.7049999237060556 9.9499998092651385 1015.3500061035157
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 2 2 2
left_child=1 11 3 4 19 14 15 8 9 13 25 12 -1 23 22 16 -4 -17 21 -3 -10 -2 -5 -6 -25 -11 -12 -28 -13 -22
right_child=18 2 6 5 7 -7 -8 -9 20 10 26 28 -14 -15 -16 17 -18 -19 -20 -21 29 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.011942546851542737 0.0064605353069140522 -0.0047505027629762032 0.0079937223765496977 -0.012769671688511229 -0.018211792054009242 -0.012838996503633324 0.020614447471699465 0.035177531288535485 -0.013861761258527179 0.025966559580118089 0.006749388779326751 -0.0031838578296935491 0.0035260185374405223 0.007115836605830296 0.02182690967385699 -0.0070530347338852552 -0.041929452029368097 0.0071868790699010426 0.017078134161399406 -0.016395561217892166 -0.0077987676545836762 -0.0048520377681419806 0.010042099880297004 0.025667462309737422 -0.0030140053638051502 0.0079866554030203155 -0.014139934846308126 0.0017523747333120163 -0.013531542843302477 0.0027642313071700054
leaf_weight=33634 197466 39023 2460 5961 10803 10904 23950 3573 40560 10774 38641 28164 55054 35241 20377 16667 2806 110216 21519 41022 53154 22788 29689 3156 284709 24206 16369 32517 84651 30795
leaf_count=33634 197466 39023 2460 5961 10803 10904 23950 3573 40560 10774 38641 28164 55054 35241 20377 16667 2806 110216 21519 41022 53154 22788 29689 3156 284709 24206 16369 32517 84651 30795
internal_value=-7.5526e-05 -0.00149961 -0.000214631 -0.00172362 -0.00268993 0.00787065 0.00685644 -0.00159046 -0.0018166 -0.000358584 0.00456641 -0.00715926 -0.00234027 -0.0021655 0.0119012 0.004363 -0.018608 0.00531636 0.0063393 -0.0107184 -0.00716128 0.00529011 0.00622777 -0.00326064 -0.00269956 0.0135245 0.000986307 -0.00356901 -0.0109483 -0.00392394
internal_weight=1.33085e+06 1.08908e+06 887573 731474 664543 66931 156099 584498 580925 456416 122507 201503 88688 333909 56027 132149 5266 126883 241773 80045 124509 220254 35650 298668 287865 34980 87527 48886 112815 83949
internal_count=1330849 1089076 887573 731474 664543 66931 156099 584498 580925 456416 122507 201503 88688 333909 56027 132149 5266 126883 241773 80045 124509 220254 35650 298668 287865 34980 87527 48886 112815 83949
cat_boundaries=0 1
cat_threshold=146
is_linear=0
shrinkage=0.05


Tree=71
num_leaves=31
num_cat=2
split_feature=20 136 15 28 4 28 13 116 10 126 12 132 120 31 32 136 20 22 31 52 64 19 39 31 12 15 28 103 95 34
split_gain=4393.52 2995 3006.46 2475.69 2155.93 2145.35 1844.49 2213.45 1797.86 1526.38 1449.34 1350.07 1253.06 1223.15 1194.13 1178.89 1176.65 1107.9 1047.87 1047.01 1498.31 1042.96 923.522 918.282 954.896 882.923 1036.13 881.377 863.935 859.003
threshold=8.5050001144409197 0 1.0049999952316286 1016.7500000000001 4.7500000000000009 1021.3500061035157 0.70499998331069957 0.44618082046508795 10.150000095367433 0.62249094247818004 1.2050000429153445 1020.9500122070314 0.0087262028828263907 1018.6499938964845 12.750000000000002 1 5.1250000000000009 5.9149999618530282 997.35000610351574 2.8249999284744267 21.214999198913578 17.029999732971195 16.849999427795414 1016.3500061035157 4.2349998950958261 2.5649999380111699 1027.2500000000002 -0.049969449639320367 -0.89130103588104237 15.449999809265138
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=1 2 4 11 29 6 13 8 22 -10 -9 16 19 -3 -15 -12 -4 -6 -2 27 -21 28 -8 24 -20 26 -7 -5 -18 -1
right_child=18 5 3 12 17 25 7 10 9 -11 15 -13 -14 14 -16 -17 21 -19 23 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0082191836285922578 0.017171253492585858 -0.024202674598519498 -0.016111831897260748 -0.030368669369999702 -0.014326018886254047 0.0048114460433784229 -0.0017716843645897093 0.0041216471366617704 0.012035324505709875 -0.0060507184887792619 -0.013496097719263729 0.041855735494414043 0.016821516312779283 -0.037516283317344107 0.034777947011014242 -0.0060602036458265174 -0.010310395407642732 0.011165662535244139 -0.0020743875715078749 0.01428608399269091 -0.0056729847040073098 0.01418360347128869 -0.01085219259106247 0.0075438628365804301 0.014563424695721652 -0.0043534187162413904 0.026302424707218816 -4.5772556697370495e-05 -0.0016893733701801095 0.020085434097724914
leaf_weight=26884 20114 17680 16546 2521 11237 55569 196958 24405 40719 16350 82383 1672 21212 831 1827 151178 34214 6867 57293 34161 12974 9201 32641 138553 10152 23800 6238 48488 192934 35247
leaf_count=26884 20114 17680 16546 2521 11237 55569 196958 24405 40719 16350 82383 1672 21212 831 1827 151178 34214 6867 57293 34161 12974 9201 32641 138553 10152 23800 6238 48488 192934 35247
internal_value=-7.17497e-05 -0.00137145 0.00174446 -0.000139956 0.0105267 -0.00354659 -0.00466431 -0.00411223 -0.0010885 0.00685376 -0.0074724 -0.00292574 0.00580168 -0.0194483 0.0121758 -0.00868387 -0.00322181 -0.00465681 0.00627834 0.00341994 0.00879231 -0.00231943 -0.00306262 0.00521473 0.00042998 0.00382948 0.00698047 -0.00154441 -0.00298791 0.0149509
internal_weight=1.33085e+06 1.10474e+06 454158 373923 80235 650579 564972 544634 286668 57069 257966 254567 119356 20338 2658 233561 252895 18104 226112 98144 47135 236349 229599 205998 67445 85607 61807 51009 227148 62131
internal_count=1330849 1104737 454158 373923 80235 650579 564972 544634 286668 57069 257966 254567 119356 20338 2658 233561 252895 18104 226112 98144 47135 236349 229599 205998 67445 85607 61807 51009 227148 62131
cat_boundaries=0 1 2
cat_threshold=5665 146
is_linear=0
shrinkage=0.05


Tree=72
num_leaves=31
num_cat=5
split_feature=20 120 8 136 16 17 84 52 17 136 20 20 66 15 136 102 6 136 6 29 132 26 4 3 136 52 22 119 83 114
split_gain=4052.48 2637.93 2360.84 3476.49 1988.87 1730.48 1694.51 1585.04 1566.95 1477.16 1669.45 1462.13 1646.16 1426.83 1600.83 1557.26 1368.94 1368.74 1309.61 1306.75 1174.28 1151.96 1088.83 1051.61 1041.92 1026.68 1015.73 1007.03 994.2 976.636
threshold=7.1749999523162851 0.85260769724845897 10.750000000000002 0 18.219999313354496 20.524999618530277 0.87419512867927562 4.3350000381469735 17.029999732971195 1 5.4149999618530282 10.295000076293947 29.244999885559086 0.86500000953674328 2 -0.46531765162944788 4.7500000000000009 3 2.9500000476837163 1014.8500061035157 1014.8500061035157 236.50000000000003 3.4500000476837163 192.50000000000003 4 44.495000839233406 5.2650001049041757 -0.18222858756780622 260.21885681152349 -0.44618082046508784
decision_type=2 2 2 1 2 2 2 2 2 1 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2
left_child=1 2 3 18 5 11 7 8 13 -4 24 12 16 14 -5 28 17 -2 26 20 21 -19 -3 -20 27 -14 -1 -11 -15 -8
right_child=4 22 9 6 -6 -7 29 -9 -10 10 -12 -13 25 15 -16 -17 -18 19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.025976482281343923 -0.0072997113915804109 0.0027510524515945828 0.011352369741203556 0.014846409027282102 0.020220141571992145 0.10852043598243687 -0.0043338870669212106 0.012826358408011674 0.024988825501442439 -0.058524794899520831 -0.0062798472473366441 0.011046350742923042 -0.0097995124964340204 0.011444764967762245 -0.019727302854355842 0.0008002467330509625 0.0071243752933590372 0.0074793277957855599 0.0035147253486721786 0.0053973979584692215 0.020828247186591944 -0.0067675547842750913 0.019973751077643483 -0.0053459345496976209 -0.01263091625254944 0.0025926787411596312 -0.0088251170219808966 -0.022842693964404269 -0.024838737834797134 -0.030271534112417516
leaf_weight=9868 42133 19985 9371 29023 16691 386 40963 41585 7243 2482 131699 46888 45023 2341 3777 157108 135873 18074 43565 146071 5178 66002 16969 144737 28842 26582 68927 9725 9756 3982
leaf_count=9868 42133 19985 9371 29023 16691 386 40963 41585 7243 2482 131699 46888 45023 2341 3777 157108 135873 18074 43565 146071 5178 66002 16969 144737 28842 26582 68927 9725 9756 3982
internal_value=-6.81696e-05 -0.00237983 -0.00302662 -0.0014256 0.00322495 0.00269195 0.0023085 0.00391056 0.00213867 -0.00797492 -0.00902349 0.00261514 0.00179994 0.00131937 0.0108637 -0.000530773 0.00301245 0.000998816 -0.00556054 0.0024848 -0.0022816 -0.00370487 0.0106596 -0.00329596 -0.0178282 -0.00519915 -0.0109731 -0.0300732 -0.0178172 -0.00663189
internal_weight=1.33085e+06 781948 744994 562875 548901 532210 295778 250833 209248 182119 172748 531824 484936 202005 32800 169205 413331 277458 267097 235325 89254 84076 36954 188302 41049 71605 78795 12207 12097 44945
internal_count=1330849 781948 744994 562875 548901 532210 295778 250833 209248 182119 172748 531824 484936 202005 32800 169205 413331 277458 267097 235325 89254 84076 36954 188302 41049 71605 78795 12207 12097 44945
cat_boundaries=0 1 2 3 4 5
cat_threshold=2266 2048 32 144 1330
is_linear=0
shrinkage=0.05


Tree=73
num_leaves=31
num_cat=4
split_feature=20 8 136 16 17 136 28 136 19 28 30 39 13 6 64 6 53 120 123 119 16 64 35 122 65 119 12 136 59 27
split_gain=3659.6 2500.72 2980.76 2033.97 1744.83 1737.05 1688.35 1603.45 1432.56 1313.77 1819.76 1309.1 1300.31 1298.58 1223.16 1221.22 1360.86 1285.17 1142.52 1131.87 1109.59 1102.29 1182.48 1314.86 1085.09 1059.25 1092.59 993.158 968.046 927.03
threshold=6.8150000572204599 10.750000000000002 0 18.219999313354496 20.524999618530277 1 1022.3500061035157 2 15.405000209808351 1015.8500061035157 1006.3500061035157 16.150000572204593 1.6549999713897707 2.6499999761581425 3.9150000810623173 3.3500000238418584 1.8650000095367434 1.0000000180025095e-35 0.11319890245795251 -0.19936034083366391 6.9049999713897714 4.9149999618530282 13.34999990463257 -0.80382624268531788 30.554999351501468 0.44618082046508795 3.8449999094009404 3 237.21795654296878 214.50000000000003
decision_type=2 2 1 2 2 1 2 1 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 6 4 7 -3 8 25 15 10 -9 -10 19 -4 29 17 -17 -1 -15 -7 -13 22 28 -24 -11 26 -2 -20 -18 -12
right_child=3 5 13 -5 -6 12 -8 9 11 24 14 20 -14 18 -16 16 21 -19 27 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0086228169921012971 -7.2243621457448393e-06 0.0015990487868649769 -0.011306043850895783 0.019194000826630454 0.10325960530790156 -0.048929331616330819 0.021894278528585751 0.010245681595984121 0.0019186851592366203 0.0078328077194806719 0.012374128384769832 0.075637062000913649 -0.0089669656792084329 -0.0045894808544564829 -0.0072004907582833766 -0.00038789907133901253 0.016677510996012553 0.007814441201631675 -0.0043688131746079453 -0.016761024662377746 0.020234875294739316 0.0012303305958340101 0.029758388967147838 0.0014694141441787001 -0.0047549799873351645 -0.0048918979811790018 0.012874346899286255 0.01406247454416034 0.047816303149186154 -0.0005144926456397067
leaf_weight=52948 124294 36492 60118 17888 426 3654 11054 40953 12953 192113 17585 979 113724 150865 59405 100551 6141 15336 12836 10867 11758 23856 5533 15944 18795 106123 18974 16958 4205 67521
leaf_count=52948 124294 36492 60118 17888 426 3654 11054 40953 12953 192113 17585 979 113724 150865 59405 100551 6141 15336 12836 10867 11758 23856 5533 15944 18795 106123 18974 16958 4205 67521
internal_value=-6.47662e-05 -0.0026814 -0.00092735 0.00256249 0.00210209 -0.00802686 0.00277124 0.00203536 0.0019265 0.00401159 0.000941995 0.0131111 -0.0107652 -0.00494046 -0.00169458 0.000646704 0.00308464 -0.00493115 -0.00282245 -0.0248557 0.0244932 0.00935571 0.0154469 0.00875735 0.00671105 -0.0011057 0.00169877 0.00612507 0.0293335 0.00214861
internal_weight=1.33085e+06 666772 502035 664077 646189 164737 261258 645763 250204 396372 185464 25690 128245 240777 144511 224514 156230 68284 180659 14521 12737 55679 31823 21477 210908 249391 143268 29794 10346 85106
internal_count=1330849 666772 502035 664077 646189 164737 261258 645763 250204 396372 185464 25690 128245 240777 144511 224514 156230 68284 180659 14521 12737 55679 31823 21477 210908 249391 143268 29794 10346 85106
cat_boundaries=0 1 2 3 4
cat_threshold=5925 6656 662 144
is_linear=0
shrinkage=0.05


Tree=74
num_leaves=31
num_cat=4
split_feature=28 19 132 20 73 136 123 136 12 126 12 29 119 4 28 6 12 112 136 13 52 15 23 136 23 0 14 81 13 31
split_gain=3482.14 3237.17 2588.47 2211.71 2093.34 1787.58 1684.79 1582.01 1852.33 1636.92 1414.55 1247.04 1228.95 1218.85 1112.87 1093.64 1268.64 1217.42 1076.33 1149.2 980.577 947.327 902.826 997.428 1228.53 1188.58 892.494 1392.09 895.064 879.508
threshold=1019.1499938964845 15.405000209808351 1021.5499877929689 5.7349998950958261 0.47077715396881109 0 0.43049471080303198 1 3.3149999380111699 0.59480014443397533 0.99500000476837169 1014.0499877929689 -0.85260769724845875 4.3500001430511483 1015.5499877929689 3.3500000238418584 1.6749999523162844 -0.9366365075111388 2 0.50499999523162853 6.6050000190734872 1.4450000524520876 4.2249999046325692 3 5.9249999523162851 206.50000000000003 2.8649998903274541 298.25480651855474 1.3350000381469729 1011.9500122070314
decision_type=2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2
left_child=1 2 3 11 18 21 12 10 15 -10 -5 29 13 -7 -12 -9 -17 -18 -3 -20 22 -2 -13 -24 25 -25 27 -14 -29 -1
right_child=5 4 -4 7 -6 6 -8 8 9 -11 14 20 26 -15 -16 16 17 -19 19 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0081874019934251186 -0.012960536665168089 0.0029929624201557739 0.034126100279433171 0.011905568533898053 -0.0014892210085959837 0.0042467533517595293 0.01562420834769792 -0.0072033610054144208 0.013328734735556697 -0.0046572604070951647 -0.002131299453276688 -0.032698505796913566 0.0043347646640730644 -0.03930149824379963 0.0061373875405433499 0.004227983883410091 0.0036273786370322548 -0.0064424582496234763 -0.10689586652392963 0.017318547602069218 0.020617031927753604 0.00072497749952798963 -0.016802255128200976 0.0061692626820401605 0.0041610896735600799 -0.013255016912330648 -0.00099091897627756717 0.03403865407156078 0.01226745320056114 0.00087436658760987938
leaf_weight=46352 16069 20857 4803 32611 47140 3323 42818 163354 30813 21461 122932 4567 109367 3111 60827 62472 39051 129714 187 43835 2521 59343 37343 9263 19103 52578 42403 5489 33739 63403
leaf_count=46352 16069 20857 4803 32611 47140 3323 42818 163354 30813 21461 122932 4567 109367 3111 60827 62472 39051 129714 187 43835 2521 59343 37343 9263 19103 52578 42403 5489 33739 63403
internal_value=-6.15236e-05 -0.00148768 -0.00248203 -0.00267776 0.00652944 0.00452507 0.00663296 -0.00120059 -0.00289979 0.00594462 0.00230875 -0.00684441 0.00468332 -0.0168099 0.000605761 -0.00407154 -0.0018591 -0.00411237 0.0123557 0.0167871 -0.0102513 -0.00219088 -0.0108848 -0.0100425 -0.00692106 -0.0103455 0.00540734 0.00723315 0.0153138 -0.00295262
internal_weight=1.33085e+06 1.01519e+06 903168 898365 112019 315662 240250 663235 446865 52274 216370 235130 197432 6434 183759 394591 231237 168765 64879 44022 125375 75412 122854 118287 80944 61841 190998 148595 39228 109755
internal_count=1330849 1015187 903168 898365 112019 315662 240250 663235 446865 52274 216370 235130 197432 6434 183759 394591 231237 168765 64879 44022 125375 75412 122854 118287 80944 61841 190998 148595 39228 109755
cat_boundaries=0 1 2 3 4
cat_threshold=144 5153 5006 1411
is_linear=0
shrinkage=0.05


Tree=75
num_leaves=31
num_cat=0
split_feature=19 31 84 135 23 12 12 56 0 13 40 28 72 3 8 10 104 31 16 16 29 36 124 4 115 66 28 32 5 132
split_gain=3483.09 3358.65 2634.77 1887.9 1574.66 2199.03 1480.87 1461.43 1300.8 1753.1 1460.24 1257.59 1165.2 1126.14 995.034 1201.23 953.281 932.125 922.814 882.449 875.808 857.657 827.751 826.461 805.899 840.825 770.414 762.588 743.711 722.318
threshold=17.029999732971195 1019.9500122070314 0.86230692267417919 1019.0499877929689 5.5050001144409189 1.044999957084656 3.7350000143051152 260.08390808105474 228.50000000000003 0.90500000119209301 11.550000190734865 1015.9500122070314 0.54680347442626964 112.50000000000001 8.7500000000000018 4.6499998569488534 1.0000000180025095e-35 1004.7500000000001 11.269999980926515 14.550000190734865 1012.2500000000001 14.250000000000002 0.608738273382187 3.9500000476837163 -0.66259482502937306 40.114999771118171 1013.5499877929689 12.34999990463257 1.4499999880790713 1023.1499938964845
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 8 14 11 -4 -1 20 -11 17 19 -3 15 -6 24 28 -19 21 -10 -2 -8 -22 25 -13 -20 -15 -7 -9
right_child=12 13 7 -5 5 6 22 29 9 10 -12 16 -14 27 -16 -17 -18 18 26 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0021384735420442898 0.017044552656560491 0.010738492696368847 -0.011617908307376815 0.022718605513657193 0.0040084630819863408 -0.0079563161264409113 0.014231307444367725 -0.0028944296964364112 1.3852118055536417e-05 9.5787230813725415e-05 -0.013659283677315621 0.0032110245058874832 0.003066305670986974 0.00013665645888936742 -0.032850029447180316 0.016129058559814908 0.048478171492094185 -0.0022450376087101518 -0.01199119500677614 0.013297594115050293 -0.014552711203237985 0.055451529139961875 -0.00076897177582681015 -0.034272478175176223 -0.0058062304913855866 -0.015019892773609317 -0.0041916304254288172 0.0068050607191433915 0.0055428729543040949 0.061926584586304949
leaf_weight=39897 3248 58697 95126 8521 71053 13449 23506 83291 4596 53280 30249 162901 27985 108931 1552 28698 1066 158776 61347 35006 11027 2631 15108 10254 35248 6580 65428 70699 42274 432
leaf_count=39897 3248 58697 95126 8521 71053 13449 23506 83291 4596 53280 30249 162901 27985 108931 1552 28698 1066 158776 61347 35006 11027 2631 15108 10254 35248 6580 65428 70699 42274 432
internal_value=-2.23718e-05 -0.000619922 -0.00186453 -0.000697382 -0.000935969 7.54836e-05 -0.00110101 -0.00737769 -0.00558995 -0.00840827 -0.00488544 -0.00176897 0.0109273 0.00472592 0.00687741 0.00749551 0.00131815 -0.00363056 -0.0047849 0.0163079 -0.0197797 0.0342326 0.00836234 -0.0240544 0.00107259 0.00250322 -0.00796588 0.00276122 0.00228478 -0.00255996
internal_weight=1.33086e+06 1.26199e+06 1.02366e+06 844810 836289 686986 585683 178849 149303 109406 83529 547069 68870 238327 101303 99751 205795 341274 285551 40885 25877 5879 38614 21281 204729 169481 126775 179630 55723 83723
internal_count=1330856 1261986 1023659 844810 836289 686986 585683 178849 149303 109406 83529 547069 68870 238327 101303 99751 205795 341274 285551 40885 25877 5879 38614 21281 204729 169481 126775 179630 55723 83723
is_linear=0
shrinkage=0.05


Tree=76
num_leaves=31
num_cat=3
split_feature=19 28 132 84 136 12 8 56 136 52 76 14 14 14 117 10 12 15 35 36 16 100 37 23 12 119 81 34 136 52
split_gain=3143.49 3055.22 2159.32 2074.99 2218.13 1937.89 1872.41 1684.83 1452.6 1427.56 1357.28 1256.94 1245.97 1214.87 1157.59 1167.55 1101.28 1077.15 1125.38 1074.83 1129.58 988.206 881.43 1211.52 857.316 939.203 920.335 906.64 827.282 1077.24
threshold=17.029999732971195 1020.1499938964845 1021.7500000000001 0.8426274061203004 0 3.2949999570846562 10.150000095367433 221.4732360839844 1 0.76499998569488536 19.394999504089359 1.6349999904632571 0.72500002384185802 2.7649999856948857 0.30069434642791754 10.449999809265138 1.0249999761581423 0.9650000035762788 13.84999990463257 16.150000572204593 11.269999980926515 -0.84695014357566822 11.650000095367433 4.9149999618530282 1.2250000238418581 -0.46173103153705591 299.79812622070318 13.250000000000002 2 2.2150000333786015
decision_type=2 2 2 2 1 2 2 2 1 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 4 5 12 17 -5 -3 -9 -11 -8 22 21 15 -14 -16 18 -6 -2 -21 -10 -1 -24 26 -26 27 -23 -19 -30
right_child=19 8 -4 7 6 -7 11 9 13 10 -12 -13 14 -15 16 -17 -18 28 -20 20 -22 24 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.065009816571969137 0.007408047202439514 -0.0010385986309025279 0.030511556330226813 -0.011782710338220863 -0.0035050749150509031 0.0076022813870570728 -0.020603125983556035 -0.013520664486469144 -0.058799713160410827 0.0029116392041982483 -0.0070711467642389156 -0.0023813266002195438 -0.0022430422862534803 -0.0012057615114379624 0.0088328065832871169 0.010541084717665881 -0.0075398532308412402 0.0046875876008467317 0.013478444915478734 0.074934013946960462 0.019188049320945668 0.0043232051013458979 -0.03016334142874047 -0.0038728041396260192 -0.020288119270533447 0.008549894783645021 0.040603872338700657 0.022776892698981002 -0.0048662419454651674 0.0057775035587439971
leaf_weight=902 56151 74716 5164 81138 12392 37392 11403 27202 523 86419 56187 55654 147453 31840 10959 20321 163518 151132 45820 985 11734 12592 7298 10967 2919 86186 3726 14119 67285 36759
leaf_count=902 56151 74716 5164 81138 12392 37392 11403 27202 523 86419 56187 55654 147453 31840 10959 20321 163518 151132 45820 985 11734 12592 7298 10967 2919 86186 3726 14119 67285 36759
internal_value=-2.12532e-05 -0.000588926 -0.00173991 -0.00190157 -0.000628163 -0.00323359 0.00210306 -0.00585584 0.00466956 -0.00302385 -0.00102159 -0.00547993 -0.00435475 0.00747676 -0.00366001 -0.000694613 -0.00651148 0.0037257 0.00986304 0.0103809 0.0235052 0.00977989 -0.0167603 -0.0143775 0.0100799 0.00760519 0.0173248 0.0140775 0.00232562 -0.00110567
internal_weight=1.33086e+06 1.26199e+06 1.03536e+06 1.0302e+06 779255 398810 380445 250946 226621 169808 142606 67057 361418 151905 342251 167774 174477 313388 58212 68870 12719 120065 19167 18265 119542 89105 30437 26711 255176 104044
internal_count=1330856 1261986 1035365 1030201 779255 398810 380445 250946 226621 169808 142606 67057 361418 151905 342251 167774 174477 313388 58212 68870 12719 120065 19167 18265 119542 89105 30437 26711 255176 104044
cat_boundaries=0 1 2 3
cat_threshold=2270 152 1281
is_linear=0
shrinkage=0.05


Tree=77
num_leaves=31
num_cat=4
split_feature=20 136 31 18 135 20 84 136 16 12 136 14 15 117 3 52 6 115 136 12 52 9 10 20 6 16 3 64 18 16
split_gain=2834.58 2429.72 2513.78 2130.4 2005.54 1753.69 1859.99 1464.43 1452.62 1442.27 2385.27 1253.63 1236.95 1389.16 1138.04 1085.86 1051.34 1048.28 1008.08 1000.4 956.172 933.022 921.853 895.012 1053.97 886.098 882.521 935.819 872.722 871.893
threshold=8.805000305175783 0 1018.4500122070314 17.029999732971195 1019.8500061035157 4.6949999332427987 0.84705710411071788 1 15.405000209808351 1.2250000238418581 2 2.8649998903274541 0.97500002384185802 0.44618082046508795 103.50000000000001 5.8550000190734872 6.9500000476837167 -0.52247866988182057 3 1.0349999666213991 1.0149999856948855 10.949999809265138 5.0499999523162851 5.5950000286102304 3.5499999523162846 5.7200000286102304 143.50000000000003 3.0149999856948857 19.524999618530277 11.269999980926515
decision_type=2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 4 5 22 9 14 28 10 -7 -9 -1 16 -4 18 -14 20 21 -15 -8 -11 -3 25 -25 -20 -12 -28 -5 -2
right_child=29 2 7 8 -6 6 17 11 -10 15 26 -13 13 19 -16 -17 -18 -19 23 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.019919400565978417 0.026544936040481373 -0.027516229838773637 0.011896218490555003 0.032194166750634155 0.03222850918093647 -0.0066535881418558502 -0.012516264581337425 0.011219027154079608 0.0066235094520338024 0.0022963530797699039 -0.0001921289924612899 -0.0052105538901149606 -0.0041082269874315094 0.01668270412082435 -0.0017740939933965428 0.0050944398089316622 0.0071028040280580549 -0.016707406316147762 0.0098631744988077301 -0.0093970062886332868 -0.0024838473566626464 0.028007255528956554 -0.0083581843288897239 -0.0076337057443752344 -5.200033805172909e-05 -0.01250680162671026 0.011598294456342684 -0.0063211674113827498 0.15483317517194173 0.0052188703638432268
leaf_weight=14310 4927 8188 18655 5491 4322 38541 29499 92318 19508 18238 27480 13281 59383 3809 82787 50581 32279 19675 4965 106213 121867 4375 26934 66210 148984 40839 83216 7985 149 175847
leaf_count=14310 4927 8188 18655 5491 4322 38541 29499 92318 19508 18238 27480 13281 59383 3809 82787 50581 32279 19675 4965 106213 121867 4375 26934 66210 148984 40839 83216 7985 149 175847
internal_value=-2.01892e-05 -0.000935045 0.000170106 -0.00121405 -0.00172636 -0.00193674 -0.00135949 0.00503074 0.0130849 0.000203559 0.00415277 0.00915184 -0.00571413 -0.00470651 0.000739779 -0.00165436 -0.000160235 -0.00585026 -0.00285799 -0.00849412 -0.00443902 0.0072675 -0.0128245 -0.0037354 -0.00238471 -0.010082 0.00766199 0.0100294 0.0354341 0.00580011
internal_weight=1.33086e+06 1.15008e+06 934088 727047 701899 697577 662455 207041 25148 491414 157222 105599 215994 201684 101442 334192 91662 171041 283611 110022 151366 22613 35122 260998 215194 45804 118681 91201 5640 180774
internal_count=1330856 1150082 934088 727047 701899 697577 662455 207041 25148 491414 157222 105599 215994 201684 101442 334192 91662 171041 283611 110022 151366 22613 35122 260998 215194 45804 118681 91201 5640 180774
cat_boundaries=0 1 2 3 4
cat_threshold=146 360 6144 2048
is_linear=0
shrinkage=0.05


Tree=78
num_leaves=31
num_cat=2
split_feature=19 28 135 136 123 84 12 136 8 15 119 56 6 126 4 116 72 39 52 76 16 14 12 35 22 121 38 16 12 35
split_gain=2706.54 2637.21 1919.69 1812.36 1959.7 1485.2 1585.74 1645.32 1920.6 1204.55 1156.41 1156.27 1068.67 1171.6 1040.02 1327.54 1031.46 966.652 945.878 930.695 910.902 847.892 826.195 804.946 779.521 1084.19 775.291 907.142 757.581 750.854
threshold=17.029999732971195 1017.8500061035157 1019.7500000000001 0 -0.41467745602130884 0.8426274061203004 3.7350000143051152 1 10.150000095367433 0.94499999284744274 -0.19936034083366391 194.11772918701175 4.4500000476837167 0.63605400919914257 4.3500001430511483 -0.86159634590148915 0.54680347442626964 12.650000095367433 0.83499997854232799 15.355000019073488 13.344999790191652 0.72500002384185802 1.4249999523162844 14.050000190734865 7.6349999904632577 0.0087262028828263907 12.050000190734865 11.269999980926515 1.2849999666213991 13.750000000000002
decision_type=2 2 2 1 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
left_child=1 2 5 17 14 6 7 8 9 23 -10 -7 21 -14 -5 -16 26 -3 -13 29 -17 -9 -23 -1 25 -6 -2 -28 -15 -20
right_child=16 3 -4 4 24 11 -8 12 10 -11 -12 18 13 28 15 20 -18 -19 19 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0028889177175397546 0.00062193959082719984 -0.0010803883826888947 0.021577055117167464 0.005972625444116508 0.0083208582586078491 -0.013865723914170534 0.010120441008925486 -0.019297910119760606 -0.028871631992832637 0.0013376220312806041 -0.0050556568969413202 -0.012196279146007056 0.0023065362868943829 0.0096176198320404409 -0.031685335248470413 -0.0039508071677627366 0.0022369152676684108 -0.014859874761258662 0.0065061437107645469 -0.0066747755623562241 0.0062701063021912756 -0.002148612418125799 -0.0093131205951633798 0.013898256342166791 0.005464707839234092 0.021789427835374992 0.046147133799926479 0.015616000031147208 -0.0078556235609493312 -0.0034032980491513071
leaf_weight=8928 7896 74123 8478 68676 41937 37704 29916 12429 5882 175797 38193 30867 100771 6884 3617 72301 27985 15366 36036 71641 31208 80191 80768 35674 67940 23212 2645 30344 62734 40713
leaf_count=8928 7896 74123 8478 68676 41937 37704 29916 12429 5882 175797 38193 30867 100771 6884 3617 72301 27985 15366 36036 71641 31208 80191 80768 35674 67940 23212 2645 30344 62734 40713
internal_value=-1.91822e-05 -0.000545926 -0.00209833 0.00281937 0.0046345 -0.00233306 -0.00111807 -0.00167082 0.00129403 0.00319949 -0.008234 -0.00590681 -0.00395166 -0.0011396 0.0011695 -0.00190967 0.00963296 -0.00344605 -0.00423277 -0.00257626 -0.000869198 -0.00671532 -0.00574371 0.010538 0.00921188 0.0131196 0.0146954 0.0180639 -0.00612783 0.00124949
internal_weight=1.33086e+06 1.26199e+06 863606 398380 308891 855128 638167 608251 264474 220399 44075 216961 343777 170389 175802 107126 68870 89489 179257 148390 103509 173388 160959 44602 133089 65149 40885 32989 69618 76749
internal_count=1330856 1261986 863606 398380 308891 855128 638167 608251 264474 220399 44075 216961 343777 170389 175802 107126 68870 89489 179257 148390 103509 173388 160959 44602 133089 65149 40885 32989 69618 76749
cat_boundaries=0 1 2
cat_threshold=144 5409
is_linear=0
shrinkage=0.05


Tree=79
num_leaves=31
num_cat=3
split_feature=20 28 30 136 52 8 10 136 64 27 66 120 4 119 52 122 35 105 22 4 15 92 95 81 12 136 26 52 17 23
split_gain=2448.91 2158.7 2616.11 1950.78 1718.4 1705.02 2232.68 2004.45 1606.31 1625.08 1497.94 1414 1386.4 1342.27 1115.54 1122.39 1186.34 1066.47 1042.2 1114.66 1134.28 1038.11 1015.73 1076.62 1213.42 1004.36 922.225 891.979 894.854 878.907
threshold=5.7950000762939462 1015.8500061035157 1004.7500000000001 0 5.8550000190734872 9.4499998092651385 5.1499998569488534 1 3.2949999570846562 230.50000000000003 30.275000572204593 1.0000000180025095e-35 10.550000190734865 -0.19936034083366391 1.4149999618530276 -0.92384436726570118 13.34999990463257 0.68770769238471996 6.3350000381469735 3.3500000238418584 0.91500002145767223 -0.56178793311119068 -0.91122320294380177 298.25480651855474 1.4950000047683718 2 299.50000000000006 3.804999947547913 12.699999809265138 5.6849999427795419
decision_type=2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=4 2 26 21 5 6 11 17 9 -4 22 18 -6 -9 29 -16 25 -7 19 20 -1 -3 -5 -24 -25 -17 -2 -26 -29 -8
right_child=1 3 8 10 12 7 14 13 -10 -11 -12 -13 -14 -15 15 16 -18 -19 -20 -21 -22 -23 23 24 27 -27 -28 28 -30 -31
leaf_value=0.0061968207023571286 0.011484966818888429 -0.020214591121795404 0.0076663069884701316 -0.0054623704384550095 0.024531430262084913 -0.0013637912418817913 -0.0032956065965956648 -0.030875138841508484 -0.0064819871224256267 -0.0023404689358479422 -0.0046381540001942641 0.0047134364904368167 -0.015863325023807037 -0.011735300721480272 0.040324193312392141 0.046387996874498308 -0.0030217892236204733 0.098526730859257478 0.0071587068561025369 -0.021831446948254698 -0.014759298665913842 -0.0012520851664650169 0.0050129459129138231 0.023824734818375312 -0.0044803482201483591 0.010674149595478572 0.001006642968670098 0.019923057163255202 0.0064194543534874847 0.0072918840252285183
leaf_weight=9962 46993 7792 51829 18711 8910 39983 60713 10846 174221 186800 37049 16227 2789 58933 3104 2755 11147 269 6393 25277 18353 97913 279056 16148 10982 6908 37962 18893 34990 28948
leaf_count=9962 46993 7792 51829 18711 8910 39983 60713 10846 174221 186800 37049 16227 2789 58933 3104 2755 11147 269 6393 25277 18353 97913 279056 16148 10982 6908 37962 18893 34990 28948
internal_value=-1.82231e-05 0.00116747 -0.00118768 0.00341547 -0.00389802 -0.00463158 -0.0017606 -0.0095836 -0.00283193 -0.000167048 0.00495718 -0.00838093 0.0149015 -0.0147082 0.00268183 0.0122769 0.00809335 -0.00069606 -0.0119232 -0.0141995 -0.00738636 -0.00264965 0.00589584 0.00648607 0.0115604 0.0209155 0.00680275 0.0085072 0.0111542 0.000122676
internal_weight=1.33086e+06 1.01934e+06 497805 521534 311517 299818 189787 110031 412850 238629 415829 76212 11699 69779 113575 23914 20810 40252 59985 53592 28315 105705 378780 360069 81013 9663 84955 64865 53883 89661
internal_count=1330856 1019339 497805 521534 311517 299818 189787 110031 412850 238629 415829 76212 11699 69779 113575 23914 20810 40252 59985 53592 28315 105705 378780 360069 81013 9663 84955 64865 53883 89661
cat_boundaries=0 1 2 3
cat_threshold=144 6660 5888
is_linear=0
shrinkage=0.05


Tree=80
num_leaves=31
num_cat=2
split_feature=20 52 12 84 16 19 136 16 52 12 52 55 136 94 20 103 64 52 17 18 22 21 16 31 12 66 6 2 16 20
split_gain=2379.13 2014.16 2887.85 2220.94 1974.57 1928.6 1948.81 1887.67 1790.12 2045.54 1617.23 1670.18 1567.13 1314.13 1212.79 1192.06 1126.69 1095.13 1059.93 1095.21 1059.92 1035.11 1027 1007.15 964.747 934.129 930.696 1402.35 920.801 1004.04
threshold=8.2150001525878924 4.7850000858306894 1.985000014305115 0.80439507961273204 11.269999980926515 14.550000190734865 0 11.269999980926515 0.60500001907348644 1.0649999976158144 1.4550000429153445 2.5349999666213994 1 -0.89271014928817738 4.6349999904632577 -0.39175324141979212 3.0149999856948857 2.2150000333786015 16.335000038146976 17.029999732971195 5.2650001049041757 5.6549999713897714 11.775000095367433 1020.5499877929689 1.435000002384186 30.275000572204593 3.3500000238418584 306.50000000000006 11.269999980926515 10.434999942779543
decision_type=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 2 2 2 2 2
left_child=1 3 7 5 8 10 -7 -3 -5 -10 14 -12 20 -4 -1 -14 18 -6 19 26 -11 -8 -20 -17 -19 -15 -16 -28 -2 -30
right_child=28 2 13 4 17 6 21 -9 9 12 11 -13 15 25 16 23 -18 24 22 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.013494852966136828 0.014124441338989874 0.024653619813034149 -0.025364619366927979 -0.013109838255838483 -0.026890944535139672 0.013754462592850486 -0.016581088096546067 0.0064828587066094075 0.021738193845823994 0.081212372107294761 0.01791684860331345 -0.001087283132786026 -0.019252824183836587 0.0025042493425658091 -0.005631680503748189 -0.0037649240210573067 -0.018668258720510561 -0.0034210099702119863 0.051324752578874547 0.028251998257690536 0.015451672548522777 0.0025753922287664894 0.0071517491338486021 0.012875210548029151 -0.022562532356212448 -0.0072869227645179103 0.0032775945978536798 -0.0037485703732313574 0.0018390816015611119 0.0099747795291012832
leaf_weight=24400 21232 17831 5641 42841 14864 43715 8550 72031 8892 764 20255 26936 11537 76078 135267 115957 9964 18638 1669 2971 3095 40242 6218 9867 10177 35834 128633 158551 212264 46172
leaf_count=24400 21232 17831 5641 42841 14864 43715 8550 72031 8892 764 20255 26936 11537 76078 135267 115957 9964 18638 1669 2971 3095 40242 6218 9867 10177 35834 128633 158551 212264 46172
internal_value=1.62736e-05 -0.00107394 0.00334056 -0.0021588 -0.006268 -0.00055786 0.0060891 0.0100884 -0.0040949 -0.00152209 -0.00175214 0.00706954 -0.00298669 -0.00181776 -0.0026423 -0.00387017 -0.00204492 -0.0158677 -0.00166266 -0.00199937 0.0283973 -0.000781308 0.0164994 -0.00246002 -0.0101815 -0.000630865 -0.00221212 -0.000601471 0.00411494 0.0032926
internal_weight=1.33109e+06 1.05142e+06 207415 844003 236632 607371 92507 89862 192953 150112 514864 47191 141220 117553 467673 137361 443273 43679 433309 425422 3859 48792 7887 125824 28815 111912 422451 287184 279668 258436
internal_count=1331086 1051418 207415 844003 236632 607371 92507 89862 192953 150112 514864 47191 141220 117553 467673 137361 443273 43679 433309 425422 3859 48792 7887 125824 28815 111912 422451 287184 279668 258436
cat_boundaries=0 1 2
cat_threshold=3104 2048
is_linear=0
shrinkage=0.05


Tree=81
num_leaves=31
num_cat=3
split_feature=28 18 132 17 16 109 38 16 136 23 12 95 13 120 3 31 17 136 31 103 20 26 28 29 15 136 119 13 65 21
split_gain=2253.29 2182.34 1728.31 1724.74 1826 1756.09 1630.23 1497.53 1457.79 1605.51 1740.05 1413.9 1335.38 1261.97 1158.06 1121.22 1074.29 1030.76 1539.71 1030.28 1009.46 1098.88 957.154 945.689 863.103 857.586 809.156 936.58 799.655 761.62
threshold=1020.2500000000001 15.405000209808351 1021.6499938964845 17.029999732971195 15.405000209808351 -0.55548542737960804 15.650000095367433 16.335000038146976 0 5.5050001144409189 1.0549999475479128 -0.89130103588104237 0.9350000023841859 -0.76037701964378346 120.50000000000001 997.35000610351574 20.524999618530277 1 1014.4500122070314 -0.16224586218595502 5.8350000381469735 108.50000000000001 1013.2500000000001 1013.9500122070314 0.51499998569488536 2 -0.62249094247817982 1.1150000095367434 0.72500002384185802 5.3150000572204599
decision_type=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 2 2 2 2
left_child=1 2 3 5 16 -1 15 8 19 12 -11 -12 13 23 -2 -3 -5 18 -13 -7 21 -14 -17 -10 -8 -16 -27 -28 -24 -30
right_child=14 6 -4 4 -6 7 24 -9 9 10 11 17 20 -15 25 22 -18 -19 -20 -21 -22 -23 28 -25 -26 26 27 -29 29 -31
leaf_value=0.0090126412912998281 0.010429067495466519 0.016441543178780615 0.028707295657075017 0.033812326428784033 0.0023174726789830105 -0.023938630208745346 -0.071450970123274893 0.016762316968732361 -0.01011441539235698 0.0059684769002296472 -0.010067983177819775 -0.0028946999432094608 0.057221100047828946 -0.0037771261189902487 -0.0020585884681219263 -0.012870128701300353 0.13309794768536382 -0.0022874019725964666 0.0087376375537190354 -0.0062335649512208404 0.0058210419949107396 -0.0063335431027273861 0.0081590962192531428 -0.030270785126260847 0.014549269789567885 -0.019158957280700498 0.021323217596474788 0.0044462941149611534 -0.037595739412325031 -0.0016884905930570973
leaf_weight=33995 60047 10871 4639 4758 9553 8720 294 9919 10224 84439 46744 54431 685 17124 67170 13357 289 350887 59593 142381 22772 95826 27732 13507 38034 3333 8970 98383 1551 30858
leaf_count=33995 60047 10871 4639 4758 9553 8720 294 9919 10224 84439 46744 54431 685 17124 67170 13357 289 350887 59593 142381 22772 95826 27732 13507 38034 3333 8970 98383 1551 30858
internal_value=1.54651e-05 -0.00094422 -0.00173856 -0.00188479 0.0151701 -0.00214656 0.00533871 -0.00256014 -0.00277137 -0.00187542 -0.000681348 -0.00177878 -0.00632031 -0.0141221 0.00442529 0.00145413 0.0394976 -0.000945346 0.00318449 -0.00725484 -0.00364817 -0.00588246 -0.000762642 -0.0215868 0.0138896 0.00239832 0.00510273 0.00585646 0.00192637 -0.00340691
internal_weight=1.33109e+06 1.09318e+06 970486 965847 14600 951247 122697 917252 907333 756232 596094 511655 160138 40855 237903 84369 5047 464911 114024 151101 119283 96511 73498 23731 38328 177856 110686 107353 60141 32409
internal_count=1331086 1093183 970486 965847 14600 951247 122697 917252 907333 756232 596094 511655 160138 40855 237903 84369 5047 464911 114024 151101 119283 96511 73498 23731 38328 177856 110686 107353 60141 32409
cat_boundaries=0 1 2 3
cat_threshold=146 7168 184
is_linear=0
shrinkage=0.05


Tree=82
num_leaves=31
num_cat=0
split_feature=16 25 20 105 52 16 12 12 28 18 88 76 52 15 34 37 52 6 2 103 22 37 13 12 24 103 6 12 104 92
split_gain=2184.04 1962.21 2009.52 1666.12 2443.57 2048.52 1567.27 1410.42 1374.71 1176.99 1883.7 1311.17 1057.31 1959.55 1208.52 990.674 972.379 946.246 1093.74 951.597 904.653 896.511 891.077 886.519 958.461 880.978 843.626 797.496 892.778 791.295
threshold=20.524999618530277 310.50000000000006 4.6349999904632577 -0.85695451498031605 0.98500001430511486 11.269999980926515 1.0049999952316286 1.1050000190734866 1024.2500000000002 14.550000190734865 -0.83633109927177418 10.164999961853029 5.2149999141693124 1.0549999475479128 14.050000190734865 11.84999990463257 12.50500011444092 3.7500000000000004 300.50000000000006 -0.57284972071647633 6.4549999237060556 10.650000095367433 0.70499998331069957 1.2250000238418581 243.50000000000003 -0.39175324141979212 6.5499999523162851 1.2749999761581423 -0.38012887537479395 -0.19080815464258191
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 -1 4 -4 6 -6 -3 9 10 27 15 13 14 -7 22 -13 -12 26 -20 21 -10 -11 -21 -25 -9 -19 -5 -29 -8
right_child=-2 7 3 8 5 12 29 25 20 11 17 16 -14 -15 -16 -17 -18 18 19 23 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.010926405298318939 0.032662447789159603 0.012131691031525553 -0.013397469952246215 0.021730705309958652 0.032192272543901668 -0.015046456546840831 0.00047114172757503343 -0.022471933824071283 -0.0015876619937054534 -0.11506051647237472 -0.0033381363461178989 -0.027874570319948652 -0.0003918467174498704 -0.018615013456111683 0.008432510705272794 0.008913245482795977 -0.00077086301210066812 0.0011353621154366338 -0.032145433020546003 0.010922512467197668 0.0080415646726590233 0.038141626652083351 -0.001770786683747009 -0.02074790231588846 -0.0013520318839161263 -0.0040545013049444771 0.0096564230176869811 0.0039692799622568073 0.020654803094144688 0.011990291176420666
leaf_weight=34654 5103 13368 40042 9005 5768 8050 38287 6652 1938 175 174427 4100 117799 26041 17172 129455 17156 64409 2509 13807 33495 5312 21239 6761 109957 271685 52907 66277 9120 24416
leaf_count=34654 5103 13368 40042 9005 5768 8050 38287 6652 1938 175 174427 4100 117799 26041 17172 129455 17156 64409 2509 13807 33495 5312 21239 6761 109957 271685 52907 66277 9120 24416
internal_value=1.46902e-05 -0.000110954 0.000910521 0.00132087 -0.00197142 -4.52781e-05 0.00725093 -0.00373272 0.00258652 0.00205299 0.000844693 0.00562735 -0.00300028 -0.00899429 0.000938827 0.00726537 -0.00599881 -0.000510924 0.00145889 -0.0016446 0.0115078 0.0275216 -0.00269662 -0.0010583 -0.00247556 -0.00449466 0.00497818 0.00766722 0.00598756 0.0049566
internal_weight=1.33109e+06 1.32598e+06 1.03428e+06 999624 277575 237533 68471 291705 722049 681304 509179 172125 169062 51263 25222 150869 21256 424777 250350 133034 40745 7250 21414 130525 116718 278337 117316 84402 75397 62703
internal_count=1331086 1325983 1034278 999624 277575 237533 68471 291705 722049 681304 509179 172125 169062 51263 25222 150869 21256 424777 250350 133034 40745 7250 21414 130525 116718 278337 117316 84402 75397 62703
is_linear=0
shrinkage=0.05


Tree=83
num_leaves=31
num_cat=3
split_feature=17 28 136 23 12 13 132 136 28 29 12 15 28 86 120 120 57 8 12 8 6 3 103 136 15 126 6 126 17 9
split_gain=2002.66 1859.2 1701.88 1770.1 2007.81 1786.12 1432.71 1172.66 1638.83 1156.67 1078.78 1060.3 1105.68 995.985 984.433 976.336 1085.74 949.216 885.25 1001.21 979.65 854.553 1007.11 922.68 816.115 793.785 781.835 744.893 735.46 721.562
threshold=18.219999313354496 1020.2500000000001 0 5.4249999523162851 1.044999957084656 0.83499997854232799 1018.0499877929689 1 1014.8500061035157 1011.9500122070314 4.0050001144409189 3.2849999666213994 1027.4500122070315 0.8214952051639558 -0.88697704672813404 1.0000000180025095e-35 268.56535339355474 7.6499998569488534 3.2949999570846562 12.750000000000002 4.3500001430511483 125.50000000000001 -0.57284972071647633 2 2.2350000143051152 -1.0000000180025095e-35 4.3500001430511483 -0.41467745602130884 22.289999961853031 6.0499999523162851
decision_type=2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=1 2 10 5 13 9 7 8 29 -4 -1 12 21 17 -11 16 -7 26 19 20 -9 -3 -23 -24 -14 -20 -5 -19 -2 -6
right_child=28 11 3 4 6 15 -8 18 -10 14 -12 -13 24 -15 -16 -17 -18 27 25 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0065293583410814832 0.013325126762502432 0.0099297368313785994 0.0075062567662599949 0.0081043350698425335 -0.0077337839310616654 -0.0058249743937613249 0.018038127961674665 -0.0042611601051682005 0.0087820238769496933 -0.030161207031235426 0.0091701631731156714 -0.0045218186310241274 0.030773219157558436 -0.0049341843159191245 -0.010509453870340035 0.0098919679778102388 0.0089404775581799611 -0.056997264604696729 0.014686472898976431 -0.010671899744805452 0.00074362871157244092 -0.042094318820234025 -0.001996594031043531 0.0063113131805906733 0.0063515501131362262 0.00059796990591715754 0.020642226260268549 -0.0036876944245299217 0.07336491627416114 0.0022345714685064509
leaf_weight=170384 22298 47964 4453 71103 30452 100075 10531 197386 71306 12462 11693 32614 7045 14515 13042 14249 14219 818 13924 34462 193758 1273 60566 74549 6650 35459 15069 3294 522 44951
leaf_count=170384 22298 47964 4453 71103 30452 100075 10531 197386 71306 12462 11693 32614 7045 14515 13042 14249 14219 818 13924 34462 193758 1273 60566 74549 6650 35459 15069 3294 522 44951
internal_value=1.39557e-05 -0.000242186 -0.00111424 -0.000218233 0.000812629 -0.00501178 -0.000249876 -0.000559658 0.00334754 -0.0160065 -0.00552083 0.00383187 0.00520754 0.00722249 -0.0201119 -0.00244945 -0.00398805 0.00917692 -0.0017665 -0.00250181 -0.00178198 0.00418929 0.00217052 0.00258757 0.0189146 0.00457036 0.0102969 -0.0142926 0.0146985 -0.00179121
internal_weight=1.33109e+06 1.30827e+06 1.0776e+06 895528 737028 158500 632229 621698 146709 29957 182077 230661 198047 104799 25504 128543 114294 90284 474989 425606 391144 184352 136388 135115 13695 49383 86172 4112 22820 75403
internal_count=1331086 1308266 1077605 895528 737028 158500 632229 621698 146709 29957 182077 230661 198047 104799 25504 128543 114294 90284 474989 425606 391144 184352 136388 135115 13695 49383 86172 4112 22820 75403
cat_boundaries=0 1 2 3
cat_threshold=146 7168 440
is_linear=0
shrinkage=0.05


Tree=84
num_leaves=31
num_cat=1
split_feature=16 17 20 28 31 16 136 29 121 26 64 52 103 66 57 26 17 27 52 17 64 52 34 6 105 31 64 82 35 126
split_gain=1879.13 1803.19 1741.77 1725.16 1623.06 1612.95 1451.2 1275.54 1787.83 1260.75 1171.97 1237.88 1136.58 1139.76 1031.41 1020.86 1008.43 976.528 959.862 1829.9 1211.59 1121.23 916.227 901.257 866.662 861.35 856.914 841.286 1141.34 809.999
threshold=20.524999618530277 20.524999618530277 5.3750000000000009 1016.2500000000001 1004.7500000000001 18.219999313354496 0 1014.0499877929689 0.93038213253021251 238.50000000000003 2.3249999284744267 7.3550000190734872 -0.35388860106468195 29.775000572204593 267.02372741699224 297.50000000000006 14.550000190734865 105.50000000000001 1.7849999666213991 11.775000095367433 6.9049999713897714 8.3750000000000018 13.050000190734865 4.8500001430511483 0.071686591953039183 1018.1499938964845 3.0149999856948857 238.2216720581055 10.550000190734865 0.64942333102226268
decision_type=2 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
left_child=1 2 7 4 15 -3 27 -1 14 10 22 -12 -8 18 17 -4 -2 -9 26 20 -20 24 -6 -11 -22 -16 -14 -5 -29 -25
right_child=16 5 3 6 9 -7 12 8 -10 23 11 -13 13 -15 25 -17 -18 -19 19 -21 21 -23 -24 29 -26 -27 -28 28 -30 -31
leaf_value=0.00041845077369113227 0.06402672023485298 0.11163223377209647 0.010125728917936776 0.0015298490867006467 -0.0036816587803795101 0.016258289614420076 -0.010346083564315538 0.039844838338969672 0.026900077652896287 -0.0058340500107430396 -0.015470812472747198 0.0068452481628483572 0.003883938898024194 -0.0040816270647047312 -0.0075494894948736086 -0.00037111257649992407 0.015649692440176978 -0.011849591649165596 0.027403950874470975 0.0045673090133324058 0.0039927843805525913 0.02490230190733219 0.0096231318867075165 0.0023066633684116901 0.13815945065811217 0.018611230786231954 -0.0095886622248515761 0.00075491778366378493 -0.014391180639339791 -0.0038314199394717421
leaf_weight=70707 1545 654 46019 59061 17268 1376 13431 923 3500 209456 15019 10600 203283 35810 7223 46636 3558 89325 16255 106251 22938 9777 51625 92626 121 5575 12530 23428 26515 128051
leaf_count=70707 1545 654 46019 59061 17268 1376 13431 923 3500 209456 15019 10600 203283 35810 7223 46636 3558 89325 16255 106251 22938 9777 51625 92626 121 5575 12530 23428 26515 128051
internal_value=1.32596e-05 -0.000103284 -0.000175484 0.000537534 -0.00125846 0.0469847 0.00263173 -0.0047882 -0.00824348 -0.00233589 0.002893 -0.00623742 0.00396469 0.00443708 -0.00943715 0.00484236 0.0302965 -0.0113209 0.00525899 0.00825602 0.0162397 0.010713 0.00628829 -0.00348482 0.00469681 0.00384651 0.00310173 -0.00250923 -0.00728623 -0.00125505
internal_weight=1.33109e+06 1.32598e+06 1.32395e+06 1.1467e+06 617300 2030 529400 177253 106546 524645 94512 25619 420396 406965 103046 92655 5103 90248 371155 155342 49091 32836 68893 430133 23059 12798 215813 109004 49943 220677
internal_count=1331086 1325983 1323953 1146700 617300 2030 529400 177253 106546 524645 94512 25619 420396 406965 103046 92655 5103 90248 371155 155342 49091 32836 68893 430133 23059 12798 215813 109004 49943 220677
cat_boundaries=0 1
cat_threshold=144
is_linear=0
shrinkage=0.05


Tree=85
num_leaves=31
num_cat=5
split_feature=24 104 20 105 53 16 15 136 18 16 88 20 12 136 31 132 36 64 17 20 136 16 6 4 136 12 102 16 136 53
split_gain=1768.74 1443.5 1523.47 1317.83 1563.65 1986.09 1396.19 1352.42 1255.39 1607.48 1206.74 1211.4 1349.41 1836.68 1049.1 1151.91 1044.82 893.307 985.429 888.6 1459.45 1499.64 964.681 914.477 822.438 791.693 865.241 787.672 770.958 766.833
threshold=312.50000000000006 0.67297983169555675 4.2049999237060556 -0.88112050294876088 0.57499998807907116 11.269999980926515 0.98500001430511486 0 18.219999313354496 15.405000209808351 -0.8335108458995818 8.7750000953674334 1.2250000238418581 1 1016.6499938964845 1020.2500000000001 20.150000572204593 20.904999732971195 12.699999809265138 6.1150000095367441 2 10.405000209808351 3.8500000238418584 8.8499999046325701 3 1.1150000095367434 -0.25304175913333887 11.269999980926515 4 2.4550000429153447
decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2
left_child=1 2 27 4 -4 6 7 -6 10 -10 14 12 13 -12 15 -5 -15 18 -16 20 -14 -22 -21 -23 -24 -2 -27 -1 -25 -7
right_child=25 -3 3 8 5 29 -8 -9 9 -11 11 -13 19 16 17 -17 -18 -19 -20 22 21 23 24 28 -26 26 -28 -29 -30 -31
leaf_value=-0.012576950296671075 0.0089944075073939249 0.040303548296746206 -0.013881483934259035 0.0004666845743403217 0.037223399503143281 -0.012601288092737356 0.0034537148146266019 -0.0036333417750943559 0.06549311028869019 0.010795395895993229 0.0077980584348771552 0.0063880565690469602 0.0038602687055243634 -0.0013396219845351052 0.021218193806936504 0.035032557188728441 -0.033351741161835133 0.0009234586067235278 0.0075604206794608929 -0.0040860356853973118 -0.0039276760839795566 -0.012141227281900403 -0.002176758380632911 -0.053794950030640915 0.0049886316738724235 -0.022288139414534593 -0.0038448695187410439 -0.051110091320712904 -0.021259910953997659 -0.0025068506973326765
leaf_weight=8176 11660 2322 25466 72628 6364 21804 59591 2974 1479 14631 104913 84040 32268 71583 22862 2493 2643 19829 31273 95947 59134 21486 65622 2662 102729 6537 233778 1583 5894 137187
leaf_count=8176 11660 2322 25466 72628 6364 21804 59591 2974 1479 14631 104913 84040 32268 71583 22862 2493 2643 19829 31273 95947 59134 21486 65622 2662 102729 6537 233778 1583 5894 137187
internal_value=4.27778e-05 0.000923162 0.000838279 0.00101806 -0.0021309 -0.000817986 0.00627066 0.0242472 0.00199815 0.015817 0.00171917 0.000787217 -4.60459e-05 0.00354 0.00577569 0.0016138 -0.00247916 0.0100027 0.0133283 -0.00171141 -0.00525166 -0.00854825 -8.46803e-05 -0.0176461 0.00219578 -0.00372921 -0.00434656 -0.0188274 -0.0314702 -0.0038912
internal_weight=1.33156e+06 1.07958e+06 1.07726e+06 1.0675e+06 253386 227920 68929 9338 814116 16110 798006 648921 564881 179139 149085 75121 74226 73964 54135 385742 121444 89176 264298 30042 168351 251975 240315 9759 8556 158991
internal_count=1331558 1079583 1077261 1067502 253386 227920 68929 9338 814116 16110 798006 648921 564881 179139 149085 75121 74226 73964 54135 385742 121444 89176 264298 30042 168351 251975 240315 9759 8556 158991
cat_boundaries=0 1 2 3 4 5
cat_threshold=3617 1643 6656 4710 1312
is_linear=0
shrinkage=0.05


Tree=86
num_leaves=31
num_cat=5
split_feature=16 19 31 136 135 4 10 22 120 28 4 11 116 17 136 12 119 72 136 2 40 16 52 64 92 15 28 136 38 136
split_gain=1640.37 1615.05 1533.41 1559.24 1422.55 1294.86 1636.3 1309.85 1933.14 1407.15 1213.6 1177.08 1461.53 1144.99 1064.67 965.363 1118.36 898.335 895.853 884.93 798.118 755.931 724.831 1836.61 730.146 718.921 720.246 715.748 662.464 649.857
threshold=22.289999961853031 17.029999732971195 1021.8500061035157 0 1019.6499938964845 8.6500000953674334 5.2500000000000009 5.8550000190734872 -0.84335932135581959 1014.8500061035157 2.5499999523162846 4.9500000476837167 0.31729258596897131 8.7100000381469744 1 2.6750000715255742 -0.28400452435016627 0.55366820096969616 2 79.500000000000014 14.650000095367433 10.405000209808351 2.6950000524520878 4.9149999618530282 0.016102998517453674 3.0849999189376835 1027.1499633789065 3 13.949999809265138 4
decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 1 2 1
left_child=1 2 3 11 5 6 7 8 10 -9 -5 -1 -13 18 20 16 29 21 -4 -10 -7 28 24 -24 -8 26 -15 -11 -3 -16
right_child=-2 17 13 4 -6 14 22 9 19 27 -12 12 -14 25 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010001901604916605 0.087821280616563149 0.012350474616432315 0.0086909824310050093 -0.0013441440592850996 0.022112537470894027 0.014923947458104207 -0.0043195598587733646 -0.0039225920046787209 -0.011909989717244947 0.0066282369482123463 -0.025794952412364309 0.005079005866005645 -0.0062046374464490971 0.0032728698953034732 -0.040140190234264121 -0.00064798632415942567 -0.00665012648441979 0.0004866085301803415 0.036230017066286625 0.0031926794526772398 -0.038199081483756607 0.010199608861470165 0.016778980541089186 0.0023365923576404934 0.0027370401393696656 -0.0049625218490883544 0.015757268394213667 1.4232422752564164e-05 0.058659777482992281 -0.014162234726377577
leaf_weight=74625 532 1518 8065 7040 7117 9802 44407 146182 14272 70398 18181 45448 77865 91557 3922 65337 82826 27713 4669 30273 762 38242 30554 78747 210047 22723 13221 97626 1572 6315
leaf_count=74625 532 1518 8065 7040 7117 9802 44407 146182 14272 70398 18181 45448 77865 91557 3922 65337 82826 27713 4669 30273 762 38242 30554 78747 210047 22723 13221 97626 1572 6315
internal_value=4.06288e-05 5.54362e-06 -0.000401845 -0.00101809 -0.000155175 -0.000328059 0.000565237 -0.00171135 -0.00790884 -0.000335264 -0.0189699 -0.00504519 -0.00204596 0.00452753 -0.00428122 -0.00530616 -0.0085771 0.00745166 0.0188236 -0.00164614 0.0110816 0.0121217 0.00296835 0.00637382 0.00150553 0.00309972 0.00484816 0.00278574 0.0359098 -0.024168
internal_weight=1.33156e+06 1.33103e+06 1.26198e+06 1.12175e+06 923808 916691 747727 383972 69766 314206 25221 197938 123313 140235 168964 158400 93063 69045 12734 44545 10564 41332 363755 109301 254454 127501 104778 168024 3090 10237
internal_count=1331558 1331026 1261981 1121746 923808 916691 747727 383972 69766 314206 25221 197938 123313 140235 168964 158400 93063 69045 12734 44545 10564 41332 363755 109301 254454 127501 104778 168024 3090 10237
cat_boundaries=0 1 2 3 4 5
cat_threshold=146 2048 248 7200 1312
is_linear=0
shrinkage=0.05


Tree=87
num_leaves=31
num_cat=2
split_feature=84 136 4 17 16 18 16 52 17 19 12 35 56 16 6 125 36 79 108 92 116 17 93 16 120 23 136 13 116 39
split_gain=1596.08 1682.25 1555.56 1336.41 2442.34 1995.09 1642.75 1352.94 1941.32 1667.85 1506.56 1265.23 1254.18 1094.41 1089.88 1302.81 1060.89 1485.72 1038.67 950.24 937.817 903.509 841.872 804.176 801.372 1195.1 797.103 1139.9 820.015 782.382
threshold=0.87248894572258007 0 9.0500001907348651 17.029999732971195 15.405000209808351 18.219999313354496 18.219999313354496 2.4550000429153447 11.269999980926515 14.550000190734865 1.2849999666213991 12.84999990463257 260.08390808105474 10.960000038146974 5.5499999523162851 0.90992662310600292 16.650000572204593 3.7849999666213994 0.61942908167839061 -0.76730340719223011 -0.49240480363368982 20.524999618530277 0.036164352670311935 11.269999980926515 -0.86159634590148915 6.0650000572204599 1 2.1550000905990605 0.078456107527017607 14.150000095367433
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 1 2 2 2
left_child=1 14 3 5 21 6 7 9 10 16 23 -12 -2 -11 -1 -16 -3 24 -10 -13 -19 -5 -15 -9 25 -18 27 28 -4 -20
right_child=12 2 26 4 -6 -7 -8 8 18 13 11 19 -14 22 15 -17 17 20 29 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0066480923658965635 -0.0090195101240083137 0.00011585043929774053 -0.044535748595978773 0.032341714093446682 0.0056578434813113285 0.049849308686285995 0.032992557821417225 0.045072786612729163 0.00011360095674039589 0.020676195384694111 0.018313089762628632 -0.0076575160069353443 -0.00027659093584314804 -0.016295090129039541 0.0064616230041605665 -0.0064294980974616243 -0.016710286785324019 -0.053966468355821286 0.015828797978672777 0.0099251633027924672 -0.016104881620705034 0.10709479635273106 0.0052642212708821209 0.014537340454046097 0.00043059313472071305 0.0017696442698576335 -0.00083592469297441997 -0.004098019008556596 -0.014537828186542902 0.0018491933090196634
leaf_weight=115594 80751 332867 3092 6997 43952 2156 4168 4836 150084 11209 21851 13074 83368 4792 45774 34275 21614 1958 21012 18640 9931 429 82224 3891 52504 14698 87606 30444 8655 19112
leaf_count=115594 80751 332867 3092 6997 43952 2156 4168 4836 150084 11209 21851 13074 83368 4792 45774 34275 21614 1958 21012 18640 9931 429 82224 3891 52504 14698 87606 30444 8655 19112
internal_value=3.85963e-05 0.000687648 0.00153926 0.0023247 0.0101388 0.0018169 0.00168556 0.00151919 0.00453296 8.82283e-05 0.012194 0.00905535 -0.00457834 0.00597118 -0.00354238 0.000941964 -0.00124454 -0.00574114 0.00202403 0.00267676 -0.0223403 0.0366602 0.00407694 0.0314583 -0.00351916 -0.00923017 -0.00355578 -0.00920096 -0.0224338 0.00916999
internal_weight=1.33156e+06 1.16744e+06 971796 841999 51378 790621 788465 784297 252500 531797 62292 53565 164119 98225 195643 80049 433572 100705 190208 31714 11889 7426 87016 8727 88816 36312 129797 42191 11747 40124
internal_count=1331558 1167439 971796 841999 51378 790621 788465 784297 252500 531797 62292 53565 164119 98225 195643 80049 433572 100705 190208 31714 11889 7426 87016 8727 88816 36312 129797 42191 11747 40124
cat_boundaries=0 1 2
cat_threshold=144 1314
is_linear=0
shrinkage=0.05


Tree=88
num_leaves=31
num_cat=1
split_feature=16 24 104 12 66 52 16 92 16 64 55 19 122 136 52 12 28 132 52 55 52 12 52 12 59 59 28 6 3 28
split_gain=1496.05 1441.49 1253.8 1177.2 1308.28 1275.68 2018.99 1870.77 1598.65 1537.6 1319.2 1284.59 1281.18 1238.55 1143.92 2214.22 978.705 1002.03 969.082 1664.88 924.313 981.701 881.391 961.311 849.145 844.68 789.026 825.869 765.746 897.701
threshold=20.524999618530277 312.50000000000006 0.67297983169555675 4.0050001144409189 33.625000000000007 4.3350000381469735 11.775000095367433 -0.28185251355171198 11.269999980926515 3.5449999570846562 3.4050000905990605 14.550000190734865 -0.8338540494441985 0 0.87500000000000011 1.0549999475479128 1016.2500000000001 1014.8500061035157 1.2549999952316286 2.4550000429153447 9.5650000572204608 1.5549999475479128 1.485000014305115 0.97500002384185802 213.20094299316409 256.85310363769537 1024.2500000000002 4.3500001430511483 196.50000000000003 1015.7500000000001
decision_type=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 2 2
left_child=1 2 3 4 5 7 10 8 14 -8 -7 18 -10 -13 -1 -16 17 -11 26 -20 21 -12 -14 -24 -23 -18 27 -9 29 -29
right_child=-2 -3 -4 -5 -6 6 9 11 12 16 20 13 22 -15 15 -17 25 -19 19 -21 -22 24 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.011109135557177595 0.026938544408545307 -0.0034756731787624743 0.037735704883659155 0.0094615329327892902 -0.0080257610532012257 0.030578440902750414 0.0098333967202264769 -0.0037741348455526641 0.00067901986006846024 -0.0085200949544749927 0.021050327546281118 0.0084095877517415731 -0.034949112776212911 -0.0030132313686423917 0.02407367543934073 -0.0020778148261555644 -0.0089653872944946839 0.012153706990103166 0.017296666412239946 -0.0015724820628015277 0.019124723097431229 -0.018734270607260069 -0.0035112712151437763 -0.022279587702399142 0.0042113656256966689 0.0042894612373960512 0.0082923417986161072 0.00060154046509424189 -0.00094983754571250148 0.014480945370320032
leaf_weight=23660 5148 251465 2284 36616 44724 8356 42170 204491 12342 50481 6720 90975 6334 32102 9473 55606 14238 6631 20384 27409 15204 5075 11881 16025 19619 77135 21620 28870 164988 19532
leaf_count=23660 5148 251465 2284 36616 44724 8356 42170 204491 12342 50481 6720 90975 6334 32102 9473 55606 14238 6631 20384 27409 15204 5075 11881 16025 19619 77135 21620 28870 164988 19532
internal_value=3.66662e-05 -6.77441e-05 0.000729483 0.000650686 0.000339292 0.000716686 0.00384186 -0.000312737 -0.00563154 0.00140768 0.0122838 0.000866458 -0.0131324 0.00543063 -0.00169408 0.00172884 -0.000985239 -0.00611976 -0.000286325 0.00647532 0.00900461 0.00410659 -0.0181108 -0.014289 -0.000504319 0.00222405 -0.00102161 -0.00150349 0.000672461 0.00620239
internal_weight=1.33156e+06 1.32641e+06 1.07494e+06 1.07266e+06 1.03604e+06 991321 245629 745692 135321 190655 54974 610371 46582 123077 88739 65079 148485 57112 487294 47793 46618 31414 34240 27906 24694 91373 439501 417881 213390 48402
internal_count=1331558 1326410 1074945 1072661 1036045 991321 245629 745692 135321 190655 54974 610371 46582 123077 88739 65079 148485 57112 487294 47793 46618 31414 34240 27906 24694 91373 439501 417881 213390 48402
cat_boundaries=0 1
cat_threshold=3193
is_linear=0
shrinkage=0.05


Tree=89
num_leaves=31
num_cat=2
split_feature=16 84 136 120 23 12 40 136 28 132 39 57 15 17 116 104 12 13 115 35 111 64 4 23 30 126 6 76 30 52
split_gain=1407.77 1389.89 1499.05 1386.7 1467.12 1474.3 1399.34 1323.17 1161.34 1083.34 1093.94 1067.49 1061.71 965.263 863.874 938.31 919.696 861.381 858.865 839.214 836.678 763.878 759.533 752.73 736.19 720.621 710.938 705.246 701.721 696.563
threshold=22.289999961853031 0.87134826183319103 0 -0.39873388409614557 5.5850000381469735 1.1649999618530276 11.550000190734865 1 1016.9500122070314 1014.6499938964845 19.550000190734867 252.66498565673831 0.9650000035762788 6.0650000572204599 0.38266885280609136 -0.87680089473724354 0.94499999284744274 0.92500001192092907 0.608738273382187 13.550000190734865 -0.20925431698560712 13.954999923706056 2.5499999523162846 7.0250000953674325 1015.4500122070314 0.59480014443397533 3.6499999761581425 1.985000014305115 1003.9500122070314 7.4749999046325692
decision_type=2 2 1 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
left_child=1 2 12 4 6 26 17 -7 9 10 21 -3 -1 18 15 -14 -16 -4 -10 20 28 -5 -8 -23 -24 -19 -6 -11 -9 -21
right_child=-2 11 3 8 5 7 22 19 13 27 -12 -13 14 -15 16 -17 -18 25 -20 29 -22 23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.017366928030071324 0.0813542083442549 -0.008516517223526367 -0.011439987552180821 0.0007883884766882595 0.0034823287843269361 0.0048709252901196366 0.0024355172397335107 0.077005770990342892 0.029767641573733485 -0.005095118256990906 0.014605157353515986 -0.00055392329657666601 -0.0083015902946263279 0.0065518158431374391 0.029431697117851707 0.0039208291700340561 -0.0064627935809613984 0.009223218923605548 0.14893767972424718 -0.0097640285626977071 -0.00099960100067211267 0.0069060999610459752 -0.0093866236543009417 -0.012581999589626955 -0.023355510600575228 -0.0020290377255566235 0.012551852555898661 0.01764290150339386 0.012110097033481666 0.0011346817751723887
leaf_weight=12684 532 78173 14672 171389 58484 93462 8512 442 2482 4370 12819 91194 20368 153733 1820 68554 91617 22289 161 51436 184363 6429 29132 21611 13948 39347 34268 15526 7236 20505
leaf_count=12684 532 78173 14672 171389 58484 93462 8512 442 2482 4370 12819 91194 20368 153733 1820 68554 91617 22289 161 51436 184363 6429 29132 21611 13948 39347 34268 15526 7236 20505
internal_value=3.48349e-05 2.33226e-06 0.00061927 0.00142609 -0.000126429 0.00121614 -0.00485215 -0.000241395 0.00373619 0.00149258 0.000446809 -0.00422914 -0.00337917 0.00706689 -0.00240643 0.00112123 -0.00576363 -0.000551813 0.037027 -0.0020515 -0.000326098 -0.000463268 -0.0112126 -0.00811378 -0.0139093 0.00204004 0.00683314 0.0126487 0.015846 -0.00665762
internal_weight=1.33156e+06 1.33103e+06 1.16166e+06 966616 578096 450196 127900 357444 388520 232144 212248 169367 195043 156376 182359 88922 93437 76308 2643 263982 192041 199429 51592 28040 43080 61636 92752 19896 7678 71941
internal_count=1331558 1331026 1161659 966616 578096 450196 127900 357444 388520 232144 212248 169367 195043 156376 182359 88922 93437 76308 2643 263982 192041 199429 51592 28040 43080 61636 92752 19896 7678 71941
cat_boundaries=0 1 2
cat_threshold=144 7168
is_linear=0
shrinkage=0.05


Tree=90
num_leaves=31
num_cat=4
split_feature=20 136 120 12 52 12 7 17 18 116 23 12 92 112 40 24 5 16 10 16 27 136 16 37 136 134 10 136 36 65
split_gain=1393.2 1383.74 1683.68 1554.69 1173.88 1666.46 1162.07 1063.33 1064.01 1029.68 941.929 2154.37 1340.99 1060.85 1035.92 893.452 891.68 879.122 830.435 830.238 809.286 782.05 781.59 749.643 740.265 720.434 716.779 690.2 811.333 685.878
threshold=8.805000305175783 0 -0.43049471080303187 1.5549999475479128 5.8550000190734872 1.8650000095367434 4.8500001430511483 17.029999732971195 18.219999313354496 0.2503704726696015 5.8849999904632577 0.99500000476837169 -0.75032117962837208 -0.47714059054851526 10.550000190734865 229.50000000000003 2.7500000000000004 11.269999980926515 0.65000000596046459 15.405000209808351 209.50000000000003 1 11.269999980926515 12.34999990463257 2 1019.3500061035157 13.150000095367433 3 16.849999427795414 29.585000038146976
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 1 2 2
left_child=1 6 4 18 7 17 -1 8 10 -8 13 -12 20 14 24 -7 -5 -6 -4 -9 -13 -14 -2 -18 -3 26 27 -20 -29 -17
right_child=22 2 3 16 5 15 9 19 -10 -11 11 12 21 -15 -16 29 23 -19 25 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0088187580907502817 0.023563033693481703 0.0045191687083751863 -0.004566823949480713 -0.0055813677058950363 0.032656095179391643 -0.031471607639081543 0.0068190376228870996 0.032193950127861103 0.052298628173650767 -0.0045407802314546587 0.0091317201484430437 -0.032533556362395792 0.0031053783335063217 -0.01599296809467041 -0.0095103807288906012 0.0032946789539401826 -0.00337984166711883 0.0091601212301769368 0.0093404401294614383 0.0040367249045677152 -0.0094356982507257103 -0.0035560709562652334 0.0035149740172253762 0.0043360978143421351 -0.0042613963794705971 0.046378389363507015 0.067608594393942831 0.0050527064242107539 -0.011341800923014912 -0.0076805283604978059
leaf_weight=87498 5000 35040 16161 56567 4597 2351 30098 3478 870 59153 42774 4414 62214 22251 63222 45908 46616 29714 99163 10587 26923 150930 175565 96940 76162 1173 487 45676 9040 20633
leaf_count=87498 5000 35040 16161 56567 4597 2351 30098 3478 870 59153 42774 4414 62214 22251 63222 45908 46616 29714 99163 10587 26923 150930 175565 96940 76162 1173 487 45676 9040 20633
internal_value=-1.31375e-05 -0.000653906 8.47876e-05 0.00273024 -0.00154898 0.00330508 -0.00472386 -0.00255316 -0.00294635 -0.000709923 -0.00304567 -0.00122039 -0.00303158 -0.00571159 -0.00440001 -0.0011788 -0.00026451 0.0123081 0.00622073 0.0109995 -0.0126892 -0.0016117 0.00407012 0.00183055 -0.0014946 0.00734159 0.00704496 0.00685329 0.00234363 -0.000108508
internal_weight=1.3312e+06 1.15064e+06 973891 371823 602068 103203 176749 498865 484800 89251 483930 287255 244481 196675 174424 68892 200123 34311 171700 14065 31337 213144 180565 143556 111202 155539 154366 153879 54716 66541
internal_count=1331205 1150640 973891 371823 602068 103203 176749 498865 484800 89251 483930 287255 244481 196675 174424 68892 200123 34311 171700 14065 31337 213144 180565 143556 111202 155539 154366 153879 54716 66541
cat_boundaries=0 1 2 3 4
cat_threshold=144 7168 1804 1635
is_linear=0
shrinkage=0.05


Tree=91
num_leaves=31
num_cat=3
split_feature=19 93 136 28 123 20 132 10 65 52 17 56 27 7 125 12 52 16 10 12 52 8 136 4 136 60 13 64 32 12
split_gain=1345.84 1277.98 1305 1275.99 1553.2 1434.45 1181.18 1121.93 1021.46 993.345 1150.5 929.135 919.998 887.908 1019.52 873.573 1087.51 830.262 799.232 958.592 1217.94 1116.84 1082.87 941.207 913.016 929.383 883.898 857.978 830.346 794.266
threshold=18.219999313354496 -0.95089966058731068 0 1016.1499938964845 0.026175950653851036 5.2750000953674325 1021.9500122070314 8.9499998092651385 30.554999351501468 5.8550000190734872 12.699999809265138 269.04283142089849 126.50000000000001 4.9500000476837167 0.93663650751113903 1.685000002384186 5.5950000286102304 12.699999809265138 4.4500000476837167 1.544999957084656 4.1549999713897714 8.7500000000000018 1 4.1499998569488534 2 0.35249291360378271 1.0249999761581423 2.2250000238418584 12.84999990463257 1.1749999523162844
decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2
left_child=1 15 13 6 5 11 18 -6 9 29 -11 -5 -9 -3 -15 16 -1 -2 23 20 21 22 28 24 25 -4 -23 -24 -20 -7
right_child=17 2 3 4 7 8 -8 12 -10 10 -12 -13 -14 14 -16 -17 -18 -19 19 -21 -22 26 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0067919465141631236 0.049043636001664864 -0.0066981559018468619 0.0098873917611028272 -0.0112111871418011 0.0064341212557016501 0.0070939936806654492 0.025928238639352136 0.098824099060437542 -0.0065308050418551953 0.017319163987044153 0.0042008233085206537 0.013607622121522148 0.020325674749040241 0.0038773953519286794 -0.0067624325731978603 -0.015138202080447753 0.011219851670117461 0.0095830266301962282 0.016237341258861459 -0.0013312362249481733 0.018696484131379126 -0.033590127963886079 0.01166873376174956 -0.010857476831660664 -0.0039517136449111426 -0.0090993130307283569 -0.0039899333120122739 -0.0068259602361681951 -0.0044319608159574453 -0.00025785315546380996
leaf_weight=41202 1422 105189 26428 31277 88274 47636 4140 386 29306 23300 59125 4288 11304 60861 35734 21409 10520 21296 5643 257853 12636 2947 47394 35695 117144 8524 17490 7227 34974 160581
leaf_count=41202 1422 105189 26428 31277 88274 47636 4140 386 29306 23300 59125 4288 11304 60861 35734 21409 10520 21296 5643 257853 12636 2947 47394 35695 117144 8524 17490 7227 34974 160581
internal_value=-1.24772e-05 -0.000221959 0.000158232 0.000876284 0.00285549 0.00130723 -0.000683106 0.00836174 0.00236614 0.00326324 0.00790913 -0.00821883 0.0229177 -0.00351962 -5.86636e-05 -0.00664428 -0.00312844 0.012053 -0.000875057 0.000426068 0.00395754 0.0023475 0.00462337 -0.00355062 -0.0018358 0.00525546 -0.00825826 0.00921998 -0.00155995 0.00142411
internal_weight=1.3312e+06 1.30849e+06 1.23536e+06 1.03357e+06 455477 355513 578095 99964 319948 290642 82425 35565 11690 201784 96595 73131 51722 22718 573955 386164 128311 115675 95238 187791 152096 34952 20437 54621 40617 208217
internal_count=1331205 1308487 1235356 1033572 455477 355513 578095 99964 319948 290642 82425 35565 11690 201784 96595 73131 51722 22718 573955 386164 128311 115675 95238 187791 152096 34952 20437 54621 40617 208217
cat_boundaries=0 1 2 3
cat_threshold=144 6658 34
is_linear=0
shrinkage=0.05


Tree=92
num_leaves=31
num_cat=2
split_feature=16 19 93 136 28 123 20 6 18 132 136 56 15 117 104 84 16 12 52 64 16 31 16 6 18 8 12 16 31 56
split_gain=1256.18 1147.27 1127.77 1160.85 1104.58 1500.32 1328.8 1206.07 1085.13 1051.7 1011.5 895.789 825.969 800.936 860.021 786.191 760.51 745.606 725.925 838.656 1294.39 779.653 745.764 711.617 786.609 710.883 699.125 698.252 668.49 651.912
threshold=20.524999618530277 18.219999313354496 -0.95089966058731068 0 1015.8500061035157 0.1650413200259209 5.2950000762939462 5.3500001430511483 6.0650000572204599 1021.9500122070314 1 269.04283142089849 0.95499998331069957 0.2503704726696015 -0.82866364717483509 0.82774263620376598 12.699999809265138 1.1749999523162844 7.1250000000000009 23.515000343322757 11.775000095367433 1028.7500000000002 11.269999980926515 3.3500000238418584 15.405000209808351 10.750000000000002 1.1050000190734866 6.4600000381469735 1018.5499877929689 217.39874267578128
decision_type=2 2 2 1 2 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
left_child=1 2 15 12 9 6 11 -7 -9 23 -8 -6 -4 14 -14 -1 -3 -12 22 20 -20 -21 -19 24 -5 -25 -15 -11 -13 -26
right_child=-2 16 3 4 5 7 10 8 -10 27 17 28 13 26 -16 -17 -18 18 19 21 -22 -23 -24 25 29 -27 -28 -29 -30 -31
leaf_value=-0.00053124402724131516 0.024689821397739408 0.046591454461798514 -0.016333829506795426 -0.0047313646958959156 -0.010093370479390707 0.0049075157171110939 0.0072835732646821657 0.06743068345330204 0.015692678006373664 0.22970223182403463 0.0069341208189388692 -0.0069061450067515844 -0.0081571939988969496 0.01026795436398119 0.0050331326101887503 -0.010971144217846882 0.0087801714973308846 0.0012177789454051631 0.026620719448978987 -0.0032302521196450728 0.0040772487410052228 0.075905185609100881 -0.0059370733461388374 0.0016900073865519412 0.011087333863469204 -0.0031615206235946526 -0.0059453383156759208 0.022325975325988609 0.030193013862413721 -0.0099937391004287831
leaf_weight=32442 5127 1422 11654 159332 36198 69902 74626 1062 22167 41 40898 2293 16383 7054 50296 40603 20521 69568 7520 35447 41544 314 76435 259794 14803 106442 115788 4073 2581 4875
leaf_count=32442 5127 1422 11654 159332 36198 69902 74626 1062 22167 41 40898 2293 16383 7054 50296 40603 20521 69568 7520 35447 41544 314 76435 259794 14803 106442 115788 4073 2581 4875
internal_value=-1.18548e-05 -0.000107359 -0.000298126 6.00274e-05 0.000738612 0.00248937 0.00111961 0.00818757 0.0180581 -0.000792859 0.00212798 -0.0073838 -0.00341385 -0.00261956 0.00179228 -0.0063344 0.0112305 0.000711773 -0.000390669 0.003288 0.00753247 -0.0025354 -0.00252791 -0.000982889 -0.00356657 0.00027997 -0.00501432 0.0243927 0.0127395 0.00586474
internal_weight=1.3312e+06 1.32608e+06 1.30414e+06 1.23109e+06 1.02992e+06 480555 387424 93131 23229 549360 346352 41072 201175 189521 66679 73045 21943 271726 230828 84825 49064 35761 146003 545246 179010 366236 122842 4114 4874 19678
internal_count=1331205 1326078 1304135 1231090 1029915 480555 387424 93131 23229 549360 346352 41072 201175 189521 66679 73045 21943 271726 230828 84825 49064 35761 146003 545246 179010 366236 122842 4114 4874 19678
cat_boundaries=0 1 2
cat_threshold=144 7168
is_linear=0
shrinkage=0.05


Tree=93
num_leaves=31
num_cat=2
split_feature=17 16 16 92 136 120 20 122 20 64 67 28 16 132 15 84 38 15 117 104 6 32 114 136 58 20 16 8 80 15
split_gain=1208.63 1691.28 1273.09 1110.05 1107.15 1085.63 1059.58 955.258 998.592 852.549 840.96 837.778 1128.35 987.317 826.484 818.681 811.769 805.778 768.382 835.345 652.343 624.213 621.254 615.554 720.941 534.317 673.426 550.414 608.667 591.817
threshold=19.524999618530277 16.335000038146976 20.524999618530277 -0.94295227527618397 0 -0.43049471080303187 7.5950000286102304 -0.77159520983695973 5.3750000000000009 17.664999961853031 33.395000457763679 1016.9500122070314 10.405000209808351 1018.1499938964845 0.95499998331069957 0.79603073000907909 11.84999990463257 0.74500000476837169 0.2503704726696015 -0.82866364717483509 2.2500000000000004 12.449999809265138 0.85260769724845897 1 214.47784423828128 4.6349999904632577 5.7200000286102304 6.8500001430511483 274.31733703613287 0.70499998331069957
decision_type=2 2 2 2 1 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
left_child=2 -2 3 15 14 6 7 20 21 11 23 13 22 16 -5 -1 17 -7 19 -16 -6 -9 -13 -10 -25 27 -27 29 -29 -22
right_child=1 -3 -4 4 5 9 -8 8 10 -11 -12 12 -14 -15 18 -17 -18 -19 -20 -21 25 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.0020794174873534146 0.103525415126776 0.013819026722005582 0.039489885436105404 -0.016090353512673884 -0.0076013883464331597 -0.10340876980338139 0.0030649515092326628 -0.0018925945930586899 -0.0067629432611466386 -0.0022866923425101499 -0.016892039132511676 0.014997517140560203 0.0045163877997972252 0.02225850936012155 -0.0078682636783649167 -0.0091092350766258795 0.0024531410369563961 -0.0062072790025922003 -0.0047360307817376828 0.0050290156496898648 0.021821742025095882 -0.013869983327668464 0.10431754741846222 -0.0025635438420015216 0.004099336257071348 0.019194920484325997 0.0025195756150041375 -0.016253640361263619 0.012468399761761799 -0.0071257915845101176
leaf_weight=22966 594 4551 2027 11674 19062 215 157736 16154 44582 68548 9260 28808 110135 5763 16610 56747 182503 25622 123615 51424 3187 33306 196 113967 63065 6338 135371 11004 2216 3959
leaf_count=22966 594 4551 2027 11674 19062 215 157736 16154 44582 68548 9260 28808 110135 5763 16610 56747 182503 25622 123615 51424 3187 33306 196 113967 63065 6338 135371 11004 2216 3959
internal_value=-1.12594e-05 0.0241758 -0.000105103 -0.00016572 0.00020071 0.00085985 -0.00047279 -0.00168203 -0.00351065 0.00281625 -0.00212942 0.00380649 0.00682704 0.00184353 -0.00317392 -0.00588569 0.00127882 -0.00701613 -0.0023873 0.00188024 0.00114801 -0.00995808 0.0156011 -0.00151258 -0.000189982 0.00217705 0.00326539 -0.00539577 -0.0114391 0.00578434
internal_weight=1.3312e+06 5145 1.32606e+06 1.32403e+06 1.24432e+06 1.041e+06 619207 461471 280334 421790 230874 353242 139139 214103 203323 79713 208340 25837 191649 68034 181137 49460 29004 221614 177032 162075 141709 20366 13220 7146
internal_count=1331205 5145 1326060 1324033 1244320 1040997 619207 461471 280334 421790 230874 353242 139139 214103 203323 79713 208340 25837 191649 68034 181137 49460 29004 221614 177032 162075 141709 20366 13220 7146
cat_boundaries=0 1 2
cat_threshold=144 2082
is_linear=0
shrinkage=0.05


Tree=94
num_leaves=31
num_cat=1
split_feature=20 66 56 84 17 53 19 37 28 132 53 17 16 18 6 2 20 12 96 24 6 14 119 136 16 110 16 16 41 42
split_gain=1097.33 1261.95 1389.81 1813.27 1344.08 1258.27 1148.77 1182.99 1047.21 1187.55 997.064 1025.24 1168.28 1056.13 937.845 1087.91 1031.33 1231.41 936.259 916.882 887.75 868.543 836.751 851.255 811.592 769.769 716.117 695.398 691.237 681.206
threshold=8.805000305175783 29.775000572204593 253.32116699218753 0.85543382167816173 11.775000095367433 1.1649999618530276 15.405000209808351 12.050000190734865 1014.8500061035157 1020.2500000000001 4.7550001144409189 16.335000038146976 15.405000209808351 18.219999313354496 3.1499999761581425 306.50000000000006 5.3949999809265146 1.3849999904632571 -0.79728534817695607 244.50000000000003 7.3500001430511483 0.50499999523162853 -0.8703225553035735 0 11.269999980926515 -0.54993054270744313 10.960000038146974 17.029999732971195 14.650000095367433 11.250000000000002
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 1 2 2 2 2 2 2
left_child=1 2 3 6 5 -4 10 -8 9 -6 11 13 -13 14 -1 20 29 -18 -7 -19 -16 -9 -5 -24 -23 -3 -2 -21 -22 -17
right_child=26 25 4 22 8 18 7 21 -10 -11 -12 12 -14 -15 15 16 17 19 -20 27 28 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0045788174001814173 0.02233926118244688 0.0068099285494347675 -0.00077630197918300418 -0.020611657980540852 -0.010343477101749451 0.013393946214424491 -0.0096179985748229956 -0.087601562271638109 0.0021767948675204644 0.032472645928216727 0.0073151977185379538 0.035708178891108062 0.0021918215287298755 0.05064643996523336 0.00016159248970696162 -0.0057299051556184118 0.008858542693013156 -0.026305735649436387 0.002779314552753211 -0.0026182057399024988 0.0089877939210961984 0.024613970602028492 -0.00036259492603343043 -0.0099197165127112436 0.0068382263323477884 -0.0093827155573042182 0.0030836723619078717 0.048750857903372247 -0.012588694526629422 -0.019878230930955931
leaf_weight=196131 4965 8418 40844 10591 32292 60743 10362 233 85581 1705 34925 3882 7873 964 151281 26484 25541 4121 31572 137389 53094 7372 41004 53974 49792 57285 175600 662 3991 12534
leaf_count=196131 4965 8418 40844 10591 32292 60743 10362 233 85581 1705 34925 3882 7873 964 151281 26484 25541 4121 31572 137389 53094 7372 41004 53974 49792 57285 175600 662 3991 12534
internal_value=-1.06989e-05 -0.000579373 -0.000171887 -0.00115809 0.00307544 0.00653076 -0.000268482 0.00593088 -0.000772328 -0.00819618 -0.00090603 -0.00136621 0.0132603 -0.00164706 -0.00172953 -0.000383264 -0.00295308 -0.00124969 0.00976371 -0.00306562 0.00216639 0.00873795 -0.00728126 -0.00579479 0.00913063 -0.00730808 0.00361314 -0.00237187 0.00747931 -0.0102749
internal_weight=1.3312e+06 1.15064e+06 1.08494e+06 832200 252737 133159 726631 67759 119578 33997 658872 623947 11755 612192 611228 415097 206731 167713 92315 142172 208366 57397 105569 94978 57164 65703 180565 138051 57085 39018
internal_count=1331205 1150640 1084937 832200 252737 133159 726631 67759 119578 33997 658872 623947 11755 612192 611228 415097 206731 167713 92315 142172 208366 57397 105569 94978 57164 65703 180565 138051 57085 39018
cat_boundaries=0 1
cat_threshold=1604
is_linear=0
shrinkage=0.05


Tree=95
num_leaves=31
num_cat=3
split_feature=16 19 6 4 105 13 136 136 13 125 116 16 17 52 64 18 28 126 123 28 64 81 35 25 0 136 4 79 13 35
split_gain=1105.91 1093.5 1033.74 1447.88 1162.68 1139.18 1114.53 1059.53 1373.12 1232.86 836.852 795.667 1030.54 822.97 1240.47 894.719 737.226 717.049 714.467 690.63 684.008 669.595 717.534 665.39 685.05 660.381 1285.43 741.5 687.061 649
threshold=22.289999961853031 18.219999313354496 2.7500000000000004 8.3499999046325701 0.68770769238471996 1.0549999475479128 0 1 1.8149999976158144 0.608738273382187 -0.43049471080303187 10.960000038146974 18.219999313354496 1.7849999666213991 4.9149999618530282 15.405000209808351 1019.0499877929689 0.41467745602130895 0.11319890245795251 1017.8500061035157 1.325000047683716 311.36117553710943 14.550000190734865 278.50000000000006 190.50000000000003 2 3.9500000476837163 4.7550001144409189 0.70499998331069957 12.150000095367433
decision_type=2 2 2 2 2 2 1 1 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 16 6 5 -5 11 8 -7 23 -11 12 13 15 17 20 25 -15 -8 -20 -4 -13 -23 -9 -25 26 27 -1 -27 -16
right_child=-2 -3 3 4 -6 7 18 9 -10 10 -12 21 -14 14 29 -17 -18 -19 19 -21 -22 22 -24 24 -26 28 -28 -29 -30 -31
leaf_value=0.0064695243954468783 0.071598774775109342 0.010845897338572771 0.0052943806428398148 -0.036077690708442627 0.064337734011674905 -0.024046939373294728 -0.0015303954724660358 0.010251285933275399 -0.0046253663982601719 -0.028670136513510375 -0.0026521519857018445 0.00094509022539245719 0.099563562970944874 0.039777019994163915 0.018156935238610526 0.037496896423174685 0.0014734538900409583 0.01643970258175699 -0.00049133985257697422 0.0088391920475301752 -0.0056311457270616693 0.015655227529628543 -0.0019619398005793019 -0.0064338805061042413 0.0080337026080068898 -0.0189432927884449 -0.014843041305772707 -0.0071219194512377728 -0.0046281078080195152 0.0022153156963634841
leaf_weight=45002 539 22693 63918 2527 649 10726 252294 32392 60063 3171 121877 193291 299 4641 8578 1906 87678 11319 42112 37486 18464 16703 8838 17946 15039 8763 11529 12915 192723 24966
leaf_count=45002 539 22693 63918 2527 649 10726 252294 32392 60063 3171 121877 193291 299 4641 8578 1906 87678 11319 42112 37486 18464 16703 8838 17946 15039 8763 11529 12915 192723 24966
internal_value=-6.83601e-06 -3.5844e-05 -0.000224662 0.000639377 -0.00250345 -0.00266793 0.00185274 -0.00234472 -0.00756707 -0.000402937 -0.00331192 0.00380877 0.00684174 0.00663452 0.0117515 0.00362925 -0.00251169 0.0232259 -0.000227341 0.00390279 0.00284568 0.00195048 0.00955913 0.00516108 0.00016239 -0.00380135 0.000403659 0.00343875 -0.00525044 0.00629197
internal_weight=1.33105e+06 1.33051e+06 1.30782e+06 949205 264390 263741 684815 261214 70789 190425 125048 352923 134091 133792 49504 84288 358610 15960 331892 79598 82382 218832 25541 65377 32985 270932 69446 57917 201486 33544
internal_count=1331047 1330508 1307815 949205 264390 263741 684815 261214 70789 190425 125048 352923 134091 133792 49504 84288 358610 15960 331892 79598 82382 218832 25541 65377 32985 270932 69446 57917 201486 33544
cat_boundaries=0 1 2 3
cat_threshold=1829 1314 1058
is_linear=0
shrinkage=0.05


Tree=96
num_leaves=31
num_cat=2
split_feature=84 136 4 80 35 12 52 64 93 20 16 136 119 15 20 31 19 16 104 68 6 2 10 28 22 120 4 12 9 36
split_gain=1060.94 1057.77 1154.77 1062.83 1611.04 1581.65 1284.42 947.566 938.545 908.271 968.499 900.288 871.237 867.529 866.63 824.819 778.102 954.953 907.027 749.438 690.917 1089.39 857.526 656.924 704.623 1392.9 983.483 904.462 831.861 672.359
threshold=0.87536448240280162 0 9.6500000953674334 303.19738769531256 13.050000190734865 1.5049999952316286 4.5750000476837167 4.1849999427795419 -0.30389262735843653 6.3550000190734872 10.960000038146974 1 -0.8703225553035735 0.97500002384185802 4.2049999237060556 1018.9500122070314 17.029999732971195 10.405000209808351 1.0000000180025095e-35 301.72041320800787 4.4500000476837167 300.50000000000006 11.650000095367433 1020.2500000000001 6.1549999713897714 -0.84335932135581959 2.3500000238418584 1.3149999976158144 1.0000000180025095e-35 18.94999980926514
decision_type=2 1 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 2 2
left_child=1 13 3 14 5 -5 12 -8 -2 10 -4 -12 -6 -1 -3 -14 18 -18 19 20 23 22 -22 24 25 26 -16 -26 -27 -28
right_child=8 2 9 4 6 -7 7 -9 -10 -11 11 -13 15 -15 16 -17 17 -19 -20 -21 21 -23 -24 -25 27 28 29 -29 -30 -31
leaf_value=-0.015190283912148109 -0.0086933682569801784 -0.01499404224414852 -0.0046965843661903647 0.028380573824259743 -0.029690383277678242 0.0078633204214173576 0.01965900534558232 0.0026560288460451423 -0.00067794173761407436 0.0014167096378403055 -0.0081932571411820147 -0.035828781312365499 -0.0062998634852151044 -0.0019530350770209988 0.0017282124203762299 0.020295444995029905 0.041017755008954965 0.0060768245906856659 0.021058580502274632 -0.0070479546173501583 0.0050145465823519071 0.00012700438187439238 0.019466048828348546 0.0043487090588119346 0.0036262843625731408 -0.023494280196769746 -0.013761929466501866 -0.0026465796485862741 0.0015077991765092655 -0.033032302675899294
leaf_weight=13271 61715 8328 45565 12435 3501 38399 11060 31622 89461 45879 6544 5382 25722 183812 7380 3288 2053 41166 5495 30135 117356 163424 11249 60769 100572 3587 15545 134067 45879 6386
leaf_count=13271 61715 8328 45565 12435 3501 38399 11060 31622 89461 45879 6544 5382 25722 183812 7380 3288 2053 41166 5495 30135 117356 163424 11249 60769 100572 3587 15545 134067 45879 6386
internal_value=-6.49421e-06 0.000498797 0.00116921 0.00175683 0.00600676 0.0128822 0.00135861 0.00706194 -0.0039501 -0.00382983 -0.00801669 -0.0207016 -0.00612899 -0.00284425 0.0010459 -0.00328555 0.00122519 0.0077366 0.000824224 0.000664551 0.00101341 0.00283608 0.00627861 -0.000409067 -0.00133156 -0.00542312 -0.0140602 4.21229e-05 -0.000305213 -0.0193732
internal_weight=1.33105e+06 1.17987e+06 982788 879418 126027 50834 75193 42682 151176 103370 57491 11926 32511 197083 753391 29010 745063 43219 701844 696349 666214 292029 128605 374185 313416 78777 29311 234639 49466 21931
internal_count=1331047 1179871 982788 879418 126027 50834 75193 42682 151176 103370 57491 11926 32511 197083 753391 29010 745063 43219 701844 696349 666214 292029 128605 374185 313416 78777 29311 234639 49466 21931
cat_boundaries=0 1 2
cat_threshold=144 6724
is_linear=0
shrinkage=0.05


Tree=97
num_leaves=31
num_cat=1
split_feature=93 66 52 55 19 18 95 136 52 64 67 109 12 52 12 18 18 125 35 92 12 52 18 52 64 4 13 80 135 55
split_gain=974.231 931.026 1297.05 2333.75 1773.98 1725.54 1344.03 1150.76 1143.26 1357.01 1340.13 1117.93 1049.22 1005.14 894.902 1210.1 870.185 844.29 833.103 804.71 764.342 1114.74 697.919 679.968 1215.66 657.72 650.168 632.596 610.5 577.781
threshold=-0.95089966058731068 36.905000686645515 1.9750000238418581 2.1350001096725468 14.550000190734865 11.775000095367433 0.90753889083862316 0 4.7850000858306894 4.3949999809265146 7.1949999332427987 0.37982225418090826 3.1350001096725468 44.495000839233406 1.294999957084656 11.775000095367433 12.699999809265138 0.18222858756780627 13.250000000000002 -0.28185251355171198 1.7450000047683718 5.5950000286102304 9.5450000762939471 11.234999656677248 18.454999923706058 10.550000190734865 0.50499999523162853 240.49090576171878 1019.2500000000001 10.885000228881838
decision_type=2 2 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
left_child=20 2 4 5 12 28 -6 26 14 11 -11 -10 19 -3 27 18 23 -14 -16 22 21 -1 -2 24 -12 -13 -8 -5 -4 -25
right_child=1 13 3 8 6 -7 7 -9 9 10 16 25 17 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0062724696512094918 -0.0035912376503492781 -0.010657104176256205 0.019641427506895438 -0.022383945030154343 -0.016414543014789805 -0.0012685893214546555 -0.067061664955604589 0.00092420468213834893 0.00081292507101420909 -0.0061073586837124445 0.010848968177026059 0.019096782938353592 0.014416801759464831 0.0021235298222323402 0.0030042408925591872 -0.019863315040909661 0.00075472708560812797 0.00052445630837203621 -0.0097565054938083436 -0.0015068032084227571 -0.014204422788977711 0.011181450111705659 -0.013936886782662711 0.024682264465845358 -0.0071476924781096116 -0.012525546955890679 0.010537768841078163 0.0056733526615656569 0.10977790147662361 0.0091461230081763649
leaf_weight=43321 47827 38481 31031 2153 7232 13390 271 64504 16406 43806 24504 26996 17135 25630 27499 13277 99398 30233 23913 535980 19075 11597 24731 8884 15207 1751 68259 30032 189 18335
leaf_count=43321 47827 38481 31031 2153 7232 13390 271 64504 16406 43806 24504 26996 17135 25630 27499 13277 99398 30233 23913 535980 19075 11597 24731 8884 15207 1751 68259 30032 189 18335
internal_value=-6.18603e-06 0.000322002 0.000637452 0.00297291 -0.000526421 0.013747 0.00457729 0.00571845 0.0016081 0.00336304 0.00167321 0.0112272 -0.00161785 -0.00554772 -0.00301659 -0.00640633 0.00372239 0.0055499 -0.0029311 -0.00217578 -0.00558171 -0.00258674 -0.0071175 0.00812968 0.0039573 0.0171706 0.0102294 0.00379647 0.0201871 0.014217
internal_weight=1.33105e+06 1.25705e+06 1.19294e+06 396771 796172 44610 140266 133034 352161 255287 210134 45153 655906 64111 96874 64689 166328 47368 51412 608538 73993 54918 72558 66930 39711 28747 68530 32185 31220 27219
internal_count=1331047 1257054 1192943 396771 796172 44610 140266 133034 352161 255287 210134 45153 655906 64111 96874 64689 166328 47368 51412 608538 73993 54918 72558 66930 39711 28747 68530 32185 31220 27219
cat_boundaries=0 1
cat_threshold=3121
is_linear=0
shrinkage=0.05


Tree=98
num_leaves=31
num_cat=3
split_feature=16 84 136 8 81 35 52 13 64 56 15 26 69 23 15 34 10 2 22 7 136 31 16 53 25 13 136 119 14 36
split_gain=988.733 920.36 944.002 1023.54 973.601 1507.31 1170.48 1147.69 926.936 824.984 784.772 937.386 764.024 719.659 792.476 1670.25 846.019 935.999 799.051 826.732 723.12 903.898 758.088 1037.58 708.742 695.272 871.568 845.888 662.568 653.279
threshold=22.289999961853031 0.87536448240280162 0 11.150000095367433 301.07392883300787 13.050000190734865 4.2149999141693124 1.6449999809265139 4.1150000095367441 253.32116699218753 1.4450000524520876 279.50000000000006 230.61695861816409 4.3450000286102304 0.99500000476837169 13.250000000000002 7.5499999523162851 306.50000000000006 5.8350000381469735 4.4500000476837167 1 1017.9500122070314 6.0650000572204599 1.235000014305115 127.50000000000001 2.9750000238418584 2 -0.061046212911605828 0.74500000476837169 20.150000572204593
decision_type=2 2 1 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 2 10 4 13 7 12 -6 -8 -3 -1 -12 -7 -4 15 -15 18 24 19 -16 22 29 23 -17 -18 26 -5 -28 -23 -22
right_child=-2 9 3 25 5 6 8 -9 -10 -11 11 -13 -14 14 16 20 17 -19 -20 -21 21 28 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0083108491041321546 0.067700119422832536 -0.0077533364433094209 -0.010980251515660197 0.011686492995466386 0.021761335187249143 -0.025672842562266471 0.017705547740704868 0.006784182913818629 0.0021008050881449049 -0.00033454255499873643 0.0051691491763054161 -0.0035075820707482809 -0.0030161166232276428 -0.0055216259850773492 -0.014373341366069704 0.020593412133598249 0.074585828411503408 8.0300846417769438e-05 -5.5161916950513616e-05 -0.00095252406641794986 0.00031938678677690562 0.038394649112236945 0.0096094335553339582 0.088386857794907736 0.0074992514069328903 0.002173811105319614 -0.019172755587549866 -0.0048334568631827994 0.0066123603149582421 -0.029222476149624532
leaf_weight=47619 539 68701 12414 6820 18995 4227 12918 39163 36141 82440 44212 105180 31080 30703 20979 3344 396 88111 360159 25329 27136 2581 59533 679 67553 43979 12010 71599 4497 2010
leaf_count=47619 539 68701 12414 6820 18995 4227 12918 39163 36141 82440 44212 105180 31080 30703 20979 3344 396 88111 360159 25329 27136 2581 59533 679 67553 43979 12010 71599 4497 2010
internal_value=-5.87639e-06 -3.33047e-05 0.000437463 0.00107096 0.00171353 0.0054828 0.00121359 0.0116759 0.00620978 -0.00370675 -0.00272125 -0.000939736 -0.00572861 0.00095199 0.00116573 0.00467639 0.000351408 0.00348077 -0.000850086 -0.00703258 0.00781439 0.00217371 0.0110272 0.0320356 0.00789023 -0.00298282 -0.00549068 -0.0068924 0.0182018 -0.00171791
internal_weight=1.33105e+06 1.33051e+06 1.17937e+06 982356 847948 142524 84366 58158 49059 151141 197011 149392 35307 705424 693010 130483 562527 156060 406467 46308 99780 36224 63556 4023 67949 134408 90429 83609 7078 29146
internal_count=1331047 1330508 1179367 982356 847948 142524 84366 58158 49059 151141 197011 149392 35307 705424 693010 130483 562527 156060 406467 46308 99780 36224 63556 4023 67949 134408 90429 83609 7078 29146
cat_boundaries=0 1 2 3
cat_threshold=144 5217 2048
is_linear=0
shrinkage=0.05


Tree=99
num_leaves=31
num_cat=3
split_feature=28 136 14 4 6 20 136 20 106 116 27 52 64 35 55 100 79 136 127 19 25 84 114 18 28 135 18 4 122 52
split_gain=948.147 1000.78 991.768 906.079 1143.14 1003.59 839.07 827.704 745.354 757.306 732.029 729.873 1523.41 889.653 810.931 803.641 688.021 784.193 908.947 837.43 665.509 613.3 611.6 565.118 607.821 556.189 552.173 550.104 546.289 950.898
threshold=1027.049987792969 0 2.185000061988831 9.6500000953674334 3.3500000238418584 4.7850000858306894 1 5.7149999141693124 -0.87769225239753712 0.44618082046508795 265.50000000000006 1.8949999809265139 4.9149999618530282 11.650000095367433 1.8949999809265139 -0.7897830307483672 3.8449999094009404 2 -0.67556449770927418 15.405000209808351 267.50000000000006 0.83474373817443859 -0.52247866988182057 15.405000209808351 1014.9500122070314 1019.0499877929689 8.7100000381469744 4.0499999523162851 -0.77159520983695973 5.5950000286102304
decision_type=2 1 2 2 2 2 1 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 8 -2 4 5 -3 -5 10 -1 -10 -8 16 13 -13 -15 -14 17 19 26 -6 -18 23 -23 24 25 -7 -19 -25 -16 -30
right_child=2 3 -4 6 11 21 7 -9 9 -11 -12 12 15 14 28 -17 20 18 -20 -21 -22 22 -24 27 -26 -27 -28 -29 29 -31
leaf_value=-0.0089416508846614333 0.023105988613849451 -0.01850019489867628 0.001304499960265877 0.013160075516210366 0.0028668210748439287 -0.0039007453819279178 -0.025531258155703108 -0.001576309212696584 0.0015539908501430895 -0.0045896169068573344 -0.0072936670063146001 0.025530047853029703 -0.038324620948884593 0.023319131620055798 0.01440120275061038 0.0022198946082095739 -0.01692907409139224 0.030737080722754353 -0.0028151018665845402 0.013514970147033695 -0.0017085996758478177 -0.0031267033089712481 -0.017217411955690255 0.0079860208252607399 0.001603228927744617 0.024901731339645836 0.0056174547955309797 -0.006065250876537513 -0.004100787382972669 0.012735717846408741
leaf_weight=44070 8968 8127 12470 7215 155975 106152 6610 84406 92860 109087 32829 9146 1233 8178 14667 139379 8716 2492 108723 20944 40803 65723 8723 37606 133230 1703 17916 8549 20215 14332
leaf_count=44070 8968 8127 12470 7215 155975 106152 6610 84406 92860 109087 32829 9146 1233 8178 14667 139379 8716 2492 108723 20944 40803 65723 8723 37606 133230 1703 17916 8549 20215 14332
internal_value=-5.57818e-06 -0.000176317 0.0104246 0.00048845 0.00103556 -0.00112389 -0.00340435 -0.00437007 -0.00305016 -0.00176464 -0.0103503 0.00245472 0.00481394 0.0110471 0.00873915 0.00186437 0.00108028 0.00196498 -0.00099757 0.00412714 -0.0043876 -0.000733452 -0.00477774 0.000314735 -0.000655645 -0.00344596 0.00868479 0.00538339 0.00631636 0.00288392
internal_weight=1.33105e+06 1.30961e+06 21438 1.06359e+06 932532 369813 131060 123845 246017 201947 39439 562719 207150 66538 57392 140612 355569 306050 129131 176919 49519 361686 74446 287240 241085 107855 20408 46155 49214 34547
internal_count=1331047 1309609 21438 1063592 932532 369813 131060 123845 246017 201947 39439 562719 207150 66538 57392 140612 355569 306050 129131 176919 49519 361686 74446 287240 241085 107855 20408 46155 49214 34547
cat_boundaries=0 1 2 3
cat_threshold=146 2048 3361
is_linear=0
shrinkage=0.05


Tree=100
num_leaves=31
num_cat=3
split_feature=17 16 16 12 66 52 17 55 93 52 12 16 19 35 64 52 136 12 52 58 79 136 52 55 12 52 20 5 136 64
split_gain=1002.62 1728.13 1034.85 981.548 1201.2 1277.94 2294.45 2290.02 1661.7 1549.41 1912.67 1519.87 1509.21 1281.11 1251.79 1715.41 1039.33 969.849 1407.25 877.713 872.648 1020.26 753.716 1867.18 727.894 770.631 692.184 772.603 727.716 676.262
threshold=20.524999618530277 17.029999732971195 20.524999618530277 4.0850000381469735 30.275000572204593 2.8649998903274541 11.775000095367433 2.6149998903274541 -0.45852530002593989 11.864999771118166 1.8650000095367434 11.269999980926515 14.550000190734865 12.650000095367433 3.5449999570846562 7.4749999046325692 0 1.044999957084656 1.3149999976158144 208.59425354003909 2.4250000715255742 1 1.075000047683716 1.4149999618530276 1.235000014305115 5.2149999141693124 6.1949999332427987 6.4500000476837167 2 11.494999885559084
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2
left_child=2 -2 3 4 5 8 7 29 11 10 13 17 22 -9 -8 -16 -14 18 -1 -12 21 -13 26 -24 -15 -26 -10 28 -28 -7
right_child=1 -3 -4 -5 -6 6 14 9 12 -11 19 20 16 24 15 -17 -18 -19 -20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0021787451315388043 0.10164480175377424 0.011481140147141466 0.035569516492909244 0.0075436910514288264 -0.006545549936117616 0.028471843342909742 0.0056432105458375237 0.022553118105683875 -0.0037473281585206214 0.02084960960822951 -0.017307174286180362 0.0017978682038436459 0.008939221219220533 0.024359184746749748 -0.013144211968977471 -0.00024098138745475085 -3.2841347174111514e-05 -0.0060765102080732646 0.028678024520201423 -0.00089401972926655764 -0.02498194052031109 -0.035513104941162547 0.017837214801668787 -0.001676673039880897 -0.0057293084125851126 0.011664514289760253 0.0036923690747737779 0.004240498992417234 -0.0031024981387724458 0.0099759820492754045
leaf_weight=12486 602 4534 2032 40301 74438 15106 60920 13770 246820 13134 10571 8394 68840 3895 31963 132682 60776 73390 5248 35497 15176 2334 17544 40690 15954 10598 50428 74504 180134 7345
leaf_count=12486 602 4534 2032 40301 74438 15106 60920 13770 246820 13134 10571 8394 68840 3895 31963 132682 60776 73390 5248 35497 15176 2334 17544 40690 15954 10598 50428 74504 180134 7345
internal_value=5.85168e-07 0.0220494 -8.48829e-05 -0.000139647 -0.000381061 -1.2624e-06 0.00253774 0.00794605 -0.00104273 0.00480376 0.00246953 -0.0065789 -0.000166898 0.00989779 -0.000480207 -0.00274592 0.00473297 -0.00354085 0.00695266 -0.00466027 -0.017266 -0.00635099 -0.00120784 0.00420222 0.00417428 0.00121328 -0.0017787 -0.000185949 -0.00161631 0.0224208
internal_weight=1.33011e+06 5136 1.32497e+06 1.32294e+06 1.28264e+06 1.2082e+06 351435 125870 856764 103419 90285 117028 739736 44217 225565 164645 129616 91124 17734 46068 25904 10728 610120 58234 30447 26552 551886 305066 230562 22451
internal_count=1330106 5136 1324970 1322938 1282637 1208199 351435 125870 856764 103419 90285 117028 739736 44217 225565 164645 129616 91124 17734 46068 25904 10728 610120 58234 30447 26552 551886 305066 230562 22451
cat_boundaries=0 1 2 3
cat_threshold=3121 2656 1283
is_linear=0
shrinkage=0.05


Tree=101
num_leaves=31
num_cat=3
split_feature=18 16 93 104 20 12 108 53 136 79 34 12 32 136 7 35 117 115 16 20 136 80 18 29 31 0 36 125 84 24
split_gain=926.878 1683.25 934.497 900.522 842.018 1069.86 1354.88 1292.85 1193.69 1010.83 1052 1003.65 1003.78 986.944 1038.36 879.599 790.895 790.602 814.951 801.971 728.15 723.467 715.674 693.778 1228.67 690.943 654.367 637.341 631.179 603.144
threshold=18.219999313354496 15.405000209808351 -0.95089966058731068 0.67297983169555675 4.6949999332427987 1.2749999761581423 0.24820543825626376 1.3149999976158144 0 4.2550001144409189 13.150000095367433 3.4650000333786015 11.650000095367433 1 4.3500001430511483 10.750000000000002 -0.41467745602130884 -0.73724925518035878 11.269999980926515 5.5350000858306894 2 281.82328796386724 19.524999618530277 1006.3500061035157 1015.2500000000001 260.50000000000006 20.150000572204593 0.04361772537231446 0.80265590548515331 268.50000000000006
decision_type=2 2 2 2 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
left_child=2 22 28 4 16 6 9 13 17 10 -6 12 -10 26 -15 -9 -4 18 -7 -19 -12 -18 -2 -20 -25 -14 -8 -13 -1 -27
right_child=1 -3 3 -5 5 8 7 15 11 -11 20 27 25 14 -16 -17 21 19 23 -21 -22 -23 -24 24 -26 29 -28 -29 -30 -31
leaf_value=0.001004987068037425 0.038154268936769133 0.0053904440535460169 -0.021456082621006387 0.031932601894197069 -0.013773075069758892 0.0060595206018489922 -0.00086818145350480596 0.032196608405640939 -0.000875612604907127 -0.013356635512746927 -0.022227208489568891 0.0096645732564466964 -0.0023305759905188242 0.0030532326368829027 0.014102286277652712 0.010057166151047891 -0.0067725088375392185 -0.010786845605305406 0.0084892050789275222 -0.00023041985789604136 0.0072905424871837895 0.013055549311419454 0.11391219097969903 -0.0069678559097783145 0.002302038424114619 -0.017086201869558826 -0.029652397817936646 -0.0015145334711465317 -0.0088954238561410291 -0.0068773477970179575
leaf_weight=23905 1980 20363 7597 2225 9575 114827 66392 5113 215649 18515 2242 26408 76910 82154 28689 36604 29108 21016 25473 125010 29021 5464 370 50006 125349 17362 2035 24651 49297 86796
leaf_count=23905 1980 20363 7597 2225 9575 114827 66392 5113 215649 18515 2242 26408 76910 82154 28689 36604 29108 21016 25473 125010 29021 5464 370 50006 125349 17362 2035 24651 49297 86796
internal_value=5.46814e-07 0.0100145 -0.000173422 0.000152134 9.47365e-05 0.000340825 0.00304133 0.00484276 -0.000491606 -0.00366585 0.000727726 -0.00233093 -0.00318022 0.0029979 0.00591248 0.0127707 -0.00684865 0.00129235 0.00269967 -0.0017497 0.00516892 -0.00363874 0.0500821 0.000778622 -0.000341458 -0.00592496 -0.00172396 0.00426736 -0.00566232 -0.00857905
internal_weight=1.33011e+06 22713 1.30739e+06 1.23419e+06 1.23197e+06 1.1898e+06 280340 220987 909457 59353 40838 447776 396717 179270 110843 41717 42169 461681 315655 146026 31263 34572 2350 200828 175355 181068 68427 51059 73202 104158
internal_count=1330106 22713 1307393 1234191 1231966 1189797 280340 220987 909457 59353 40838 447776 396717 179270 110843 41717 42169 461681 315655 146026 31263 34572 2350 200828 175355 181068 68427 51059 73202 104158
cat_boundaries=0 1 2 3
cat_threshold=7937 6544 5776
is_linear=0
shrinkage=0.05


Tree=102
num_leaves=31
num_cat=2
split_feature=16 19 31 6 2 103 8 24 6 8 136 136 17 33 20 16 76 83 35 37 113 23 64 13 28 131 15 22 105 66
split_gain=880.46 868.174 883.43 894.021 1097.86 1436.63 1166.51 1483.94 930.205 988.43 938.004 886.995 861.189 759.755 737.031 659.535 652.203 881.717 690.917 921.32 635.57 626.541 763.187 656.682 611.632 598.344 561.515 525.823 523.907 503.826
threshold=22.289999961853031 18.219999313354496 1022.3500061035157 2.9500000476837163 307.50000000000006 -0.62213802337646473 9.7500000000000018 244.50000000000003 6.4500000476837167 7.8500001430511483 0 1 9.5450000762939471 14.750000000000002 4.8650000095367441 13.344999790191652 15.675000190734865 305.04954528808599 12.84999990463257 15.449999809265138 0.31729258596897131 4.7950000762939462 11.805000305175783 0.63499999046325695 1013.2500000000001 250.50000000000003 3.304999947547913 5.5950000286102304 0.68770769238471996 1.6250000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 11 8 -6 16 -8 9 21 13 -1 20 -11 27 -3 17 -7 19 -19 -4 23 -23 24 -5 28 -14 -13 -10 -27
right_child=-2 15 12 4 5 6 7 -9 25 10 -12 14 26 -15 -16 -17 -18 18 -20 -21 -22 22 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0088582648514894374 0.063480877215699422 0.04011321858905087 0.013802365441291287 0.012222096530497818 -0.019168246299552424 0.00055460963176808225 -0.028746278378871892 -0.0033579880412415867 0.0056908274747348095 -0.054179806707600746 -0.0042809020622870042 -0.022921816200030781 0.0036959506159120201 -0.0080977388619270403 -0.0012987198294199841 0.0072848882964580714 -0.0057171074062861288 0.015690224305831207 0.0035353920560006352 0.15249601654828557 0.12610789634815353 0.0036506555932333488 -0.0048742884179832566 -0.0035120792619454306 -0.045568274886899719 -0.022021023324452427 -0.0064624288796818032 0.011023650833826009 0.037931065998389302 0.00035769762932639582
leaf_weight=50515 546 1650 15683 602 11310 153229 5971 159545 146648 1774 44566 6406 93769 1804 294298 21030 29120 16356 25029 124 127 172825 30956 11463 1912 3259 15912 1388 1271 11018
leaf_count=50515 546 1650 15683 602 11310 153229 5971 159545 146648 1774 44566 6406 93769 1804 294298 21030 29120 16356 25029 124 127 172825 30956 11463 1912 3259 15912 1388 1271 11018
internal_value=5.13857e-07 -2.55551e-05 -0.00019387 -0.00061756 0.000279606 -0.00160141 -0.00109116 -0.00427387 0.00204017 0.000219854 -0.00626348 -0.0027263 0.0037948 -0.0308593 -0.00170057 0.00967319 0.00126208 0.00230571 0.00876981 0.0167196 0.0147045 0.00165325 0.00235565 -0.00858752 -0.0317298 0.00502437 0.00222222 -0.0168766 0.00596785 -0.00475068
internal_weight=1.33011e+06 1.32956e+06 1.30688e+06 1.18139e+06 828782 400684 389374 165516 428098 265902 48144 352607 125491 3578 302092 22680 223858 194738 41509 16480 15810 217758 203781 13977 2514 162196 109681 7794 147919 14277
internal_count=1330106 1329560 1306880 1181389 828782 400684 389374 165516 428098 265902 48144 352607 125491 3578 302092 22680 223858 194738 41509 16480 15810 217758 203781 13977 2514 162196 109681 7794 147919 14277
cat_boundaries=0 1 2
cat_threshold=32 132
is_linear=0
shrinkage=0.05


Tree=103
num_leaves=31
num_cat=1
split_feature=17 16 16 12 15 28 132 52 55 52 19 64 17 76 17 94 17 12 35 136 81 64 52 82 81 16 16 32 6 71
split_gain=858.115 1533.12 900.172 843.598 1353.26 1214.54 1091.71 864.579 1521.31 2535.64 1420.6 1390.02 1574.53 1205.01 1684.36 1099.25 994.345 980.143 931.772 910.618 844.005 819.978 884.1 790.541 743.927 718.053 688.669 849.09 688.063 677.999
threshold=20.524999618530277 17.029999732971195 20.524999618530277 3.804999947547913 3.4050000905990605 1022.3500061035157 1020.9500122070314 6.6050000190734872 2.5749999284744267 1.935000002384186 14.550000190734865 4.1849999427795419 12.699999809265138 3.7350000143051152 11.269999980926515 0.066796664148569121 11.269999980926515 1.1449999809265139 12.150000095367433 0 278.94200134277349 18.454999923706058 13.234999656677248 283.35853576660162 292.22712707519537 11.775000095367433 8.7100000381469744 15.050000190734865 3.3500000238418584 261.61376953125006
decision_type=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 2 2 2 2 2
left_child=2 -2 3 4 5 6 7 8 9 10 28 24 21 -10 18 -12 17 -11 -15 -17 -20 -13 -23 -19 -9 -21 27 -7 -1 -22
right_child=1 -3 -4 -5 -6 26 -8 11 13 16 15 12 -14 14 -16 19 -18 23 20 25 29 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0045354174713696993 0.09536870510264786 0.010444473151206541 0.033174940202551392 0.0056630675022842272 -0.0076326883372807618 0.015252392598877108 0.023340568551422112 0.0021647735689820343 0.0014734885266067385 0.035671325376889121 -0.020754576595509146 0.013150479329291788 -0.0034635050255323926 0.0045194633268500197 -0.016333287365596538 -0.0075545067438334548 0.0002640562014269928 0.027487065222854073 0.0076646234099988289 0.018256097926984099 -0.025996316404734977 -0.0069366040873785478 0.0093285298571870023 0.0078055447887981676 0.017586721453947584 0.0051922066374501807 0.0037743950967402532 0.10408825274600585 -0.00088432220512970304 -0.0076786769708972226
leaf_weight=199081 602 4534 2032 60000 61601 9288 4767 12628 44240 4674 4243 27573 98032 23167 41581 12230 19035 6201 8057 12210 5706 16096 17371 28790 20537 75924 98810 277 366771 44048
leaf_count=199081 602 4534 2032 60000 61601 9288 4767 12628 44240 4674 4243 27573 98032 23167 41581 12230 19035 6201 8057 12210 5706 16096 17371 28790 20537 75924 98810 277 366771 44048
internal_value=4.83224e-07 0.0203986 -7.85863e-05 -0.000129663 -0.000404865 -3.42441e-05 -0.000534862 -0.000639451 -0.00129227 -0.000306853 -0.00117929 0.00240315 0.000461792 -0.00560001 -0.00815333 0.00417363 0.00965797 0.0141661 -0.00395304 0.0052275 -0.00734828 0.00676593 0.00150579 0.0112934 0.0117146 0.00700127 0.00501448 0.0178251 -0.00216887 -0.00977942
internal_weight=1.33011e+06 5136 1.32497e+06 1.32294e+06 1.26294e+06 1.20134e+06 1.09296e+06 1.0882e+06 895958 729159 670459 192237 159072 166799 122559 104607 58700 39665 80978 100364 57811 61040 33467 34991 33165 88134 108375 9565 565852 49754
internal_count=1330106 5136 1324970 1322938 1262938 1201337 1092962 1088195 895958 729159 670459 192237 159072 166799 122559 104607 58700 39665 80978 100364 57811 61040 33467 34991 33165 88134 108375 9565 565852 49754
cat_boundaries=0 1
cat_threshold=4230
is_linear=0
shrinkage=0.05


Tree=104
num_leaves=31
num_cat=1
split_feature=92 18 16 66 52 17 55 76 92 17 19 52 108 76 35 52 55 42 40 12 52 21 52 84 0 6 40 22 4 136
split_gain=819.042 784.527 1283.48 766.505 1321.81 2666.87 1790.99 1443.21 1244.78 1201.42 1134.06 1107.44 1085.71 1248.13 1054.33 1008.82 916.703 896.051 796.565 978.205 1468.76 900.599 717.827 702.755 666.256 925.942 802.072 943.129 939.95 822.359
threshold=-0.93582278490066517 19.524999618530277 16.335000038146976 23.675000190734867 2.3750000000000004 11.775000095367433 1.8149999976158144 17.755000114440922 -0.25909498333930964 10.405000209808351 14.550000190734865 27.064999580383304 0.44205187261104589 15.855000019073488 12.550000190734865 12.085000038146974 37.034999847412116 12.449999809265138 5.9500000476837167 1.325000047683716 6.6050000190734872 5.9949998855590829 4.3350000381469735 0.82407841086387645 249.50000000000003 5.8500001430511483 10.650000095367433 5.3750000000000009 4.1499998569488534 0
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 1
left_child=23 3 -3 4 8 6 -6 14 9 -2 24 -5 -7 18 -8 -9 -13 -12 19 21 -21 -14 -16 -1 25 -10 29 28 -28 -26
right_child=1 2 -4 11 5 12 7 15 10 -11 17 16 13 -15 22 -17 -18 -19 -20 20 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.00060771743545995523 -0.0026729925884862137 0.10771303845419816 0.012742018093539307 -0.0076857316257372011 0.026737723204721533 -0.0039897262470282606 0.019559213830310621 -0.0060063225065383752 -0.00037836392278959544 -0.016552452670570011 0.001761954432523591 0.010692278112208386 0.035059509665120905 -0.0096788338263299016 9.6425435073479711e-05 0.019025141167059782 -0.0026190074985762784 0.010643617582605659 -0.01780931788974497 -0.013733090369125914 0.007349893749324485 0.0099982659664103034 0.012912259991853196 -0.0086130048428112518 -0.0043457978006349223 0.0070583581146950528 0.00170539485549381 -0.0026611188263328824 -0.017395391407892629 0.0019211144737288019
leaf_weight=35554 60672 385 4683 69593 13462 92435 24610 24774 169255 20984 96640 18919 5151 15093 21461 4806 40884 40215 3386 9773 53392 11790 22258 49341 79654 55608 8731 99391 24555 152651
leaf_count=35554 60672 385 4683 69593 13462 92435 24610 24774 169255 20984 96640 18919 5151 15093 21461 4806 40884 40215 3386 9773 53392 11790 22258 49341 79654 55608 8731 99391 24555 152651
internal_value=4.56226e-07 0.000324422 0.0199567 0.000244193 0.000668465 0.00348856 0.00963806 0.00728694 -0.000386479 -0.00623974 0.000271226 -0.0033978 -9.68077e-05 0.00355326 0.011281 -0.00193934 0.00159209 0.00437184 0.00594525 0.00694933 0.0040879 0.0176183 0.00662116 -0.00475137 -0.000680193 0.00146072 -0.00199919 -0.0051007 -0.0123852 -0.000227823
internal_weight=1.33011e+06 1.24521e+06 5068 1.24014e+06 1.11075e+06 302391 111371 97909 808356 81656 726700 129396 191020 98585 68329 29580 59803 136855 83492 80106 63165 16941 43719 84895 589845 224863 364982 132677 33286 232305
internal_count=1330106 1245211 5068 1240143 1110747 302391 111371 97909 808356 81656 726700 129396 191020 98585 68329 29580 59803 136855 83492 80106 63165 16941 43719 84895 589845 224863 364982 132677 33286 232305
cat_boundaries=0 1
cat_threshold=240
is_linear=0
shrinkage=0.05


Tree=105
num_leaves=31
num_cat=2
split_feature=104 12 136 112 136 16 52 108 52 64 15 34 52 16 64 76 59 23 20 21 17 124 119 79 35 120 28 36 31 27
split_gain=854.228 826.422 1608.43 1304.67 1257.44 951.959 1853.14 1082.22 1220.02 1028.91 987.023 975.767 921.505 1283.42 1155.24 1080.19 824.907 753.44 747.909 738.947 726.828 704.12 699.65 689.324 634.652 705.307 627.594 738.415 801.864 700.063
threshold=0.67297983169555675 1.2450000047683718 0 -0.70088258385658253 1 11.269999980926515 1.935000002384186 0.36568029224872595 1.9750000238418581 2.8449999094009404 0.85500001907348644 14.250000000000002 8.5050001144409197 11.269999980926515 4.9149999618530282 8.4149999618530291 261.94012451171881 5.2650001049041757 4.5050001144409189 6.3350000381469735 17.029999732971195 -0.026175950653851029 -0.30069434642791742 4.6150000095367441 11.550000190734865 -0.64942333102226246 1013.6499938964845 14.84999990463257 1018.4500122070314 224.50000000000003
decision_type=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 2 2 2 2
left_child=1 2 17 4 24 6 9 8 10 20 -7 -10 13 -5 -14 -15 18 26 21 -19 -4 -9 -17 -13 -3 -26 -1 -28 29 -29
right_child=-2 3 5 12 -6 7 -8 16 11 -11 -12 23 14 15 -16 22 -18 19 -20 -21 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.00082720625841598396 0.029710444827672728 -0.00031843556419520677 0.0076732619078633997 -0.002861927421443821 0.0017288604231303934 -0.0051989160225463897 0.028620769239821205 -0.093409098478086705 -0.01128414559822085 -0.014002238864300718 -0.034876305236584221 0.011439304903295143 0.019629287848637527 -0.0089503751574191159 -0.0012685194479629639 -0.054439011761176007 0.023071322126640779 0.005532975303888423 0.0047410289370137786 -0.0043707706260262425 0.062680599936069684 -0.013090765599009364 -0.020101482712043754 -0.017735970501581627 -0.010464547153767422 -0.0022812585508926375 -0.0035129309549623597 -0.081215563595965795 0.022199309895943528 -0.022041564354120663
leaf_weight=18060 2419 133995 48837 154910 504140 6321 10856 319 10413 5747 5032 16335 8342 47683 31911 2024 6071 36771 95895 38612 608 1887 5555 2311 42776 68489 10919 522 991 11764
leaf_count=18060 2419 133995 48837 154910 504140 6321 10856 319 10413 5747 5032 16335 8342 47683 31911 2024 6071 36771 95895 38612 608 1887 5555 2311 42776 68489 10919 522 991 11764
internal_value=2.49786e-05 -2.90907e-05 0.00214763 -0.000743769 0.000300325 0.00476308 0.00973663 0.00249141 -0.00445384 0.00602221 -0.0183529 0.000976338 -0.00386823 -0.0051956 0.00306233 -0.0117373 0.00518572 -0.00253551 0.00407887 0.000460168 0.00834966 -0.0247052 -0.0292714 0.0078233 -0.00263604 -0.00542734 -0.00788028 -0.0131447 -0.0210659 -0.0245557
internal_weight=1.33052e+06 1.3281e+06 328271 999825 749400 210632 66048 144584 40412 55192 11353 29059 250425 210172 40253 55262 104172 117639 98101 75383 49445 2206 7579 18646 245260 111265 42256 24196 13277 12286
internal_count=1330515 1328096 328271 999825 749400 210632 66048 144584 40412 55192 11353 29059 250425 210172 40253 55262 104172 117639 98101 75383 49445 2206 7579 18646 245260 111265 42256 24196 13277 12286
cat_boundaries=0 1 2
cat_threshold=6288 226
is_linear=0
shrinkage=0.05


Tree=106
num_leaves=31
num_cat=3
split_feature=92 104 12 15 28 136 8 81 35 12 52 64 10 136 13 17 12 52 16 17 16 119 125 9 75 22 32 136 20 15
split_gain=816.678 721.477 698.223 1152.26 977.086 826.849 791.728 973.978 1180.35 1163.74 697.079 822.467 682.304 616.916 862.37 600.294 600.156 846.898 562.272 569.358 574.57 554.386 543.532 697.714 541.728 536.644 721.952 533.645 577.89 576.106
threshold=-0.94295227527618397 0.67297983169555675 4.2349998950958261 3.6350001096725468 1025.4500122070315 0 11.250000000000002 303.33534240722662 12.550000190734865 1.4750000238418581 3.435000061988831 4.2550001144409189 11.949999809265138 1 1.6549999713897707 6.9049999713897714 1.794999957084656 6.8150000572204599 20.524999618530277 20.524999618530277 13.344999790191652 -0.59480014443397511 0.94260558485984813 3.2500000000000004 0.62500861287117015 7.1150000095367441 13.150000095367433 2 5.0350000858306894 1.0049999952316286
decision_type=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 2 2 1 2 2
left_child=16 2 3 4 5 22 7 12 9 -9 21 -12 18 14 -8 -14 17 -1 19 27 -21 -10 23 -2 -13 26 -6 28 -7 -29
right_child=1 -3 -4 -5 25 6 13 8 10 -11 11 24 15 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0049831269324749749 -0.0073110813086047222 0.028364304502583117 0.007463286584391729 -0.0070431414166094233 0.012247504553510272 -0.030992486710944352 -0.032338443011380592 0.029492146076494859 -0.024200015101009539 0.008144629693667511 0.015158279237504103 -0.0097364871305479859 0.027347687278815192 -0.00052466732360087053 -0.0057311543484374564 0.0053634801948742586 -0.01273009797504486 0.011302862496773008 0.022377531854521571 0.10530971850893354 0.017075538239529158 -0.0015929068330617754 -0.0075998597419329947 0.0011625249143009868 0.004513176561013652 0.0040475388705916047 0.048254755982385142 0.0025561274407569418 0.0058459465045526959 -0.0011190118952904282
leaf_weight=52098 34129 2292 32989 54079 11135 1088 3300 7835 2957 34476 15780 8205 3903 92820 39459 15190 18634 9427 2864 237 833 32707 47726 84292 35647 23997 1591 137608 49480 473737
leaf_count=52098 34129 2292 32989 54079 11135 1088 3300 7835 2957 34476 15780 8205 3903 92820 39459 15190 18634 9427 2864 237 833 32707 47726 84292 35647 23997 1591 137608 49480 473737
internal_value=2.37303e-05 0.00033738 0.00028591 9.1046e-05 0.000423355 0.000161203 0.000725862 0.0013094 0.00514798 0.0120977 0.00206234 0.00536945 0.000538215 -0.00281435 -0.0077828 0.0098575 -0.00486872 -0.00248775 0.000270986 0.000175489 0.036619 -0.00346732 -0.0030949 -0.00127957 0.00184697 0.00844915 0.0167491 0.000116577 0.00505235 -0.000291768
internal_weight=1.33052e+06 1.25036e+06 1.24806e+06 1.21508e+06 1.161e+06 1.12427e+06 958126 822547 137607 42311 95296 59632 684940 135579 42759 19093 80159 61525 665847 662983 1070 35664 166147 118421 43852 36723 12726 661913 50568 611345
internal_count=1330515 1250356 1248064 1215075 1160996 1124273 958126 822547 137607 42311 95296 59632 684940 135579 42759 19093 80159 61525 665847 662983 1070 35664 166147 118421 43852 36723 12726 661913 50568 611345
cat_boundaries=0 1 2 3
cat_threshold=144 1314 1024
is_linear=0
shrinkage=0.05


Tree=107
num_leaves=31
num_cat=0
split_feature=95 104 65 52 18 28 92 52 18 19 76 23 55 64 52 32 42 64 2 52 54 20 9 125 28 76 18 84 21 12
split_gain=758.362 731.244 690.798 1358.95 1821.26 1447.04 1318.96 1182.17 1079.59 1032.13 1003.84 882.317 821.658 796.155 1156.4 763.89 731.499 723.515 635.341 624.966 736.354 715.722 679.664 793.342 621.16 612.114 610.717 598.203 700.681 589.472
threshold=-0.96985483169555653 0.67297983169555675 22.195000648498539 2.5749999284744267 12.699999809265138 1016.1499938964845 -0.068611424416303621 29.974999427795414 10.405000209808351 14.550000190734865 15.855000019073488 6.8450000286102304 37.034999847412116 2.2250000238418584 7.4749999046325692 9.8499999046325701 12.84999990463257 4.5450000762939462 244.50000000000003 1.1349999904632571 0.99500000476837169 6.2149999141693124 7.9500000476837167 0.608738273382187 1032.2500000000002 3.435000061988831 13.344999790191652 0.8263261914253236 6.555000066757203 1.3849999904632571
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=25 2 3 6 5 10 8 11 27 19 17 -4 26 18 29 -7 -11 -5 -6 21 -21 -8 -23 -24 -17 -1 -9 28 -2 -15
right_child=1 -3 7 4 13 15 9 12 -10 16 -12 -13 -14 14 -16 24 -18 -19 -20 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0028993924261950417 0.0098835970047089841 0.028118127316360306 0.0020933439764020938 0.0172334774083585 -0.0017051657773541357 0.030034230613137831 -0.0029534123685860977 0.017807654003645566 -0.012900697155927661 0.0021408370202026412 -0.0050546316724746224 -0.010092023483849789 -0.0018663503176338005 -0.0040327232418856523 0.00088467408397229397 0.011514284250702911 0.010459368304610979 0.0036109057642336991 0.01326166683121182 0.025330834671227789 0.0032157798483952956 -0.00077302256839345551 0.010877199335966523 0.00090745154438888725 0.15550936246414981 -0.0087208841582988358 4.2732470495005735e-06 -0.005080830154349153 -0.007468099278924444 -0.018047324657232487
leaf_weight=15512 17223 2354 19730 13397 11627 6375 237775 11733 33433 101655 24567 60129 41338 17107 104967 53065 35712 35775 18174 4500 23014 222620 30867 56440 75 42065 8172 58963 8786 13365
leaf_count=15512 17223 2354 19730 13397 11627 6375 237775 11733 33433 101655 24567 60129 41338 17107 104967 53065 35712 35775 18174 4500 23014 222620 30867 56440 75 42065 8172 58963 8786 13365
internal_value=2.25436e-05 0.000276418 0.000224836 0.000636906 0.00353066 0.00787981 -0.00040254 -0.00307367 -0.0052893 0.000409459 0.00319885 -0.0070815 0.00215242 2.33773e-05 -0.00160462 0.0136795 0.00430345 0.0073224 0.00742229 -0.000520462 0.00683277 -0.000889854 0.000693301 0.00443221 0.0117175 -0.00559023 0.0104985 -0.00229453 0.00402209 -0.0101795
internal_weight=1.33052e+06 1.27294e+06 1.27058e+06 1.12948e+06 298494 133254 830988 141102 118405 712583 73739 79859 61243 165240 135439 59515 137367 49172 29801 575216 27514 547702 309927 87307 53140 57577 19905 84972 26009 30472
internal_count=1330515 1272938 1270584 1129482 298494 133254 830988 141102 118405 712583 73739 79859 61243 165240 135439 59515 137367 49172 29801 575216 27514 547702 309927 87307 53140 57577 19905 84972 26009 30472
is_linear=0
shrinkage=0.05


Tree=108
num_leaves=31
num_cat=2
split_feature=12 136 115 136 16 53 19 21 119 65 109 79 34 122 5 1 16 53 15 39 30 10 12 53 76 21 70 19 27 38
split_gain=730.829 1410.61 1204.78 1232.7 905.533 1494.17 831.458 872.345 813.49 812.698 810.011 901.785 1134.19 795.002 732.852 1193.91 754.882 690.18 762.474 686.558 605.629 623.289 616.637 583.245 722.299 655.518 633.972 576.897 751.114 555.5
threshold=1.2450000047683718 0 -0.73724925518035878 1 11.269999980926515 1.9049999713897707 9.5450000762939471 5.3350000381469735 0.64942333102226268 2.9650000333786015 0.32519850134849554 4.9549999237060556 13.949999809265138 -0.78257837891578663 6.1499998569488534 306.50000000000006 11.269999980926515 1.5549999475479128 0.78499999642372142 16.150000572204593 1015.3500061035157 5.7500000000000009 1.0349999666213991 4.6949999332427987 2.9550000429153447 5.6749999523162851 230.32257080078128 15.405000209808351 220.50000000000003 12.050000190734865
decision_type=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 2 2 2 2 2
left_child=1 19 3 -2 5 9 8 13 -4 20 11 12 -6 -8 -5 16 -16 18 -14 -1 21 22 -3 24 -12 -25 -26 28 -9 -18
right_child=2 4 6 14 10 -7 7 27 -10 -11 23 -13 17 -15 15 -17 29 -19 -20 -21 -22 -23 -24 25 26 -27 -28 -29 -30 -31
leaf_value=0.0005936719557659675 -0.0096921743338301558 0.017504955253474817 0.0098222948404338168 -0.00052194547910453177 -0.016752765560654231 0.025966280032750502 0.0043477512673849713 -0.014291738695882681 -0.0019181411264546791 -0.011983927737061938 0.0047900089613181207 -0.023699306888596113 0.00498408440179611 -0.027256134981025932 0.011773832755341015 0.0002513686185487448 -0.0031455480103413196 0.0087813283756242224 -0.033802223678905265 -0.0073156810394820072 0.0022961195112267468 0.026341259438381361 -0.00070572141377988349 0.052955516196379906 -0.031507314015884642 0.011539250341636529 -0.0022412140401793209 0.00095537384462148476 -0.0043565439263250115 0.0065630310701108351
leaf_weight=74657 28443 9567 16564 376259 8462 11243 2631 24440 135060 5660 86508 5023 2931 8166 45854 176907 21625 19449 2232 43379 23834 6804 9042 1064 2448 9360 7581 33248 85839 46235
leaf_count=74657 28443 9567 16564 376259 8462 11243 2631 24440 135060 5660 86508 5023 2931 8166 45854 176907 21625 19449 2232 43379 23834 6804 9042 1064 2448 9360 7581 33248 85839 46235
internal_value=2.14164e-05 0.00206496 -0.000650555 0.000499922 0.00451146 0.00935979 -0.00326523 -0.00584888 -0.00063557 0.00595937 0.00230082 -0.00395973 -0.000961845 -0.0195549 0.000934755 0.00282074 0.00681795 0.00446733 -0.0117835 -0.00231287 0.00802161 0.0133914 0.0086565 0.00453068 0.00331742 0.0157667 -0.00938484 -0.00481782 -0.00655838 0.00346919
internal_weight=1.33052e+06 329244 1.00127e+06 695323 211208 66150 305948 154324 151624 54907 145058 38097 33074 10797 666880 290621 113714 24612 5163 118036 49247 25413 18609 106961 96537 10424 10029 143527 110279 67860
internal_count=1330515 329244 1001271 695323 211208 66150 305948 154324 151624 54907 145058 38097 33074 10797 666880 290621 113714 24612 5163 118036 49247 25413 18609 106961 96537 10424 10029 143527 110279 67860
cat_boundaries=0 1 2
cat_threshold=6288 32
is_linear=0
shrinkage=0.05


Tree=109
num_leaves=31
num_cat=2
split_feature=92 66 52 18 55 52 12 55 52 19 64 64 52 136 29 21 80 12 125 84 60 52 23 18 55 32 136 65 29 31
split_gain=704.184 671.545 871.991 1421.94 1298.35 1103.35 1204.84 937.159 1565.7 1201.94 857.633 809.172 790.875 734.572 684.797 720.497 675.112 669.821 659.344 657.06 647.796 646.015 621.219 619.703 581.434 557.272 608.065 532.776 519.242 518.227
threshold=-0.94295227527618397 44.260000228881843 3.3850001096725468 12.699999809265138 3.7050000429153447 9.3949999809265154 2.0049999952316289 2.1750000715255742 1.5950000286102297 14.550000190734865 10.295000076293947 3.6049998998641972 11.234999656677248 0 1031.549987792969 7.5350000858306894 292.26702880859381 3.1149998903274541 0.18222858756780627 0.82407841086387645 0.57691690325737011 66.134998321533217 7.3450000286102304 14.550000190734865 1.0850000381469729 11.050000190734865 1 16.974999427795414 1014.7500000000001 1030.049987792969
decision_type=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 2 2
left_child=19 2 7 4 10 6 14 8 9 17 -4 16 -13 -11 15 -6 -5 23 -19 -1 28 22 -3 -2 -10 27 29 -9 -7 -27
right_child=1 21 3 11 5 20 -8 25 24 13 -12 12 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00080202255593266763 -0.0021429158462532168 0.0016862034001170704 0.022410868244155828 -0.00074083323520498633 0.011193632493968205 0.0060972323768539579 -0.0081597015892266016 0.010083608434624887 0.020360836998765324 0.0064476581012518465 0.0063192593090556489 -0.0083042101769474543 0.00024573994960912178 -0.0014475621809769005 0.11953000625256788 -0.0037265261879755973 0.012199450775015212 0.012317514124817373 4.357654268382792e-05 -0.0083712271899658922 0.0060301593045610415 0.00326532351063521 -0.014238930681963892 0.0045273693344018151 0.0064079726745935525 -0.0026402511196930763 -0.011720004779813428 -0.011986928459993442 0.027154496209959716 0.2018809443760303
leaf_weight=33630 526389 8490 18399 18623 20930 4590 27694 9851 10011 93684 15056 34814 121235 42974 132 13191 21970 17155 30210 46529 29772 13722 21972 37287 29375 35555 35376 3785 8083 31
leaf_count=33630 526389 8490 18399 18623 20930 4590 27694 9851 10011 93684 15056 34814 121235 42974 132 13191 21970 17155 30210 46529 29772 13722 21972 37287 29375 35555 35376 3785 8083 31
internal_value=2.03419e-05 0.00031159 0.000533368 0.00270362 0.00659728 0.00385025 -0.000404712 -0.000299418 0.000238068 -0.000273756 0.015169 -2.58597e-05 -0.00166172 0.00396526 0.0058653 0.00542558 0.00626279 -0.0012218 0.00448904 -0.00452267 0.0100602 -0.00574269 -0.00980047 -0.00170168 0.00995446 -0.00530009 -0.007079 0.0039574 0.0195278 -0.0024614
internal_weight=1.33052e+06 1.25036e+06 1.20617e+06 334489 137847 104392 61947 871683 787085 747699 33455 196642 156049 136658 34253 34121 40593 611041 47365 80159 42445 44184 30462 563676 39386 84598 70962 13636 12673 35586
internal_count=1330515 1250356 1206172 334489 137847 104392 61947 871683 787085 747699 33455 196642 156049 136658 34253 34121 40593 611041 47365 80159 42445 44184 30462 563676 39386 84598 70962 13636 12673 35586
cat_boundaries=0 1 2
cat_threshold=3441 3684
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
apd_lag_1=345
station_id=307
dpd_lag_1=282
ground_energy_lag_1=259
dpd_lag_3=187
wvht_lag_1=148
dpd_lag_6=144
pres_lag_1=143
dpd_lag_12=121
wind_energy_lag_1=77
apd_lag_12=68
mid_energy_lag_1=56
gst_lag_1=55
wspd_lag_1=52
pres_lag_12=51
wdir_sin_lag_1=45
wind_quality_lag_1=44
wspd_lag_6=39
wvht_lag_12=39
apd_lag_3=33
wvht_lag_3=32
mwd_cos_lag_1=27
mwd_lag_1=24
atmp_lag_12=24
mwd_lag_6=22
ground_dir_cos_lag_1=22
gst_lag_6=21
mwd_lag_12=20
pres_lag_6=20
ground_energy_lag_3=20
ground_energy_lag_12=20
mwd_cos_lag_12=20
apd_lag_6=18
mid_energy_lag_6=18
pres_lag_3=17
wind_dir_sin_lag_1=16
mwd_cos_lag_3=16
bar_lag_1=16
wdir_sin_lag_12=14
wtmp_lag_1=13
ground_dir_lag_1=13
mid_dir_cos_lag_12=13
mwd_cos_lag_6=13
wvht_lag_6=12
mwd_lag_3=12
wind_dir_lag_1=12
wdir_cos_lag_6=12
wdir_lag_1=11
wdir_lag_12=11
wind_dir_lag_3=11
wind_dir_cos_lag_12=11
wdir_cos_lag_3=11
atmp_lag_1=10
wtmp_lag_12=10
mid_energy_lag_3=10
wind_energy_lag_12=10
mwd_sin_lag_12=10
gst_lag_3=9
wtmp_lag_3=9
dewp_lag_1=9
wdir_lag_6=8
atmp_lag_6=8
wtmp_lag_6=8
wind_dir_sin_lag_3=8
ground_dir_cos_lag_3=7
wind_dir_cos_lag_3=7
wind_dir_cos_lag_6=7
wdir_sin_lag_6=7
wspd_lag_12=6
mid_dir_lag_1=6
wind_dir_lag_12=6
ground_dir_cos_lag_12=6
wdir_cos_lag_1=6
bar_lag_12=6
wspd_lag_3=5
ground_dir_lag_12=5
wind_dir_cos_lag_1=5
mwd_sin_lag_1=5
mwd_sin_lag_6=5
wind_dir_lag_6=4
wind_dir_sin_lag_6=4
wdir_sin_lag_3=4
dewp_lag_6=3
ground_dir_lag_3=3
mid_quality_lag_1=3
mid_dir_cos_lag_6=3
bar_lag_6=3
wdir_lag_3=2
gst_lag_12=2
dewp_lag_3=2
ground_energy_lag_6=2
ground_dir_lag_6=2
ground_quality_lag_1=2
mid_energy_lag_12=2
wind_quality_lag_3=2
wind_quality_lag_6=2
ground_dir_sin_lag_1=2
ground_dir_cos_lag_6=2
mid_dir_sin_lag_1=2
mid_dir_cos_lag_1=2
mwd_sin_lag_3=2
wdir_cos_lag_12=2
atmp_lag_3=1
mid_dir_lag_3=1
mid_dir_lag_6=1
mid_dir_lag_12=1
mid_quality_lag_3=1
mid_quality_lag_12=1
wind_energy_lag_6=1
wd_lag_12=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"]]