surfe_diem_v1_usa_southwest_dpd_48h_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] [0:22.399999618530273] [0:22] [0:23] [0:21.600000381469727] [0:29.299999237060547] [0:28.100000381469727] [0:28.600000381469727] [0:27.600000381469727] [0:10.899999618530273] [0:9.4300003051757812] [0:10.229999542236328] [0:10.609999656677246] [0:23.530000686645508] [0:23.530000686645508] [0:25] [0:23.530000686645508] [0:17.819999694824219] [0:17.590000152587891] [0:19.340000152587891] [0:18.350000381469727] [0:360] [0:360] [0:465] [0:464] [0:1038.9000244140625] [0:1038.0999755859375] [0:1038.0999755859375] [0:1038.300048828125] [0:27.799999237060547] [0:27.799999237060547] [0:27.799999237060547] [0:26.200000762939453] [0:25] [0:24.299999237060547] [0:25] [0:24.799999237060547] [-6.8000001907348633:23.600000381469727] [-8.1999998092651367:22.700000762939453] [-7.5:23.299999237060547] [-5.3000001907348633:22.600000381469727] none none none none none none none none [0:1113.97998046875] [0:1171.949951171875] [0:1113.97998046875] [0:772.3499755859375] [0:359.98678588867188] [0:359.98056030273438] [0:359.9815673828125] [0:359.97222900390625] [0:0.97054922580718994] [0:0.96927505731582642] [0:0.96717566251754761] [0:0.96568506956100464] [0:346.17999267578125] [0:288.17001342773438] [0:346.17999267578125] [0:314.1300048828125] [0:359.95089721679688] [0:359.90142822265625] [0:359.95321655273438] [0:359.94366455078125] [0:0.96690589189529419] [0:0.9684564471244812] [0:0.9684564471244812] [0:0.96919798851013184] [0:115.48000335693359] [0:105.48000335693359] [0:117.86000061035156] [0:150.30999755859375] [0:359.99072265625] [0:359.972900390625] [0:359.98101806640625] [0:359.97256469726562] [0:67.684310913085938] [0:46.998142242431641] [0:740.2547607421875] [0:0.95446097850799561] [-1:0.99999922513961792] [-1:0.99999958276748657] [-1:0.99999827146530151] [-1:0.99999994039535522] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.9999355673789978] [-1:0.9999963641166687] [-1:0.9999355673789978] [-1:0.999991774559021] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.99999678134918213] [-1:0.99999767541885376] [-1:0.99998939037322998] [-1:0.99999898672103882] [-0.99999994039535522:1] [-0.99999988079071045:1] [-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] [0:1032.199951171875] [0:1033.4000244140625] [0:1032.0999755859375] [0:1033.4000244140625] -1:0:5:6:7:9:11:8:10:4:3:2:1:12
tree_sizes=2967 3106 3115 3091 3115 3099 3100 3090 3124 3107 3111 3120 3126 3129 3123 3112 3110 3111 3131 3113 3125 3122 3110 3129 3090 3137 3118 3132 3141 3118 3137 3078 3108 3123 3132 3138 3131 3143 3156 3107 3166 3149 3149 3159 3108 3115 3141 3105 3125 3131 3122 3156 3150 3151 3131 3174 3147 3161 3149 3159 3178 3143 3138 3150 3146 3116 3128 3157 3148 3166 3176 3159 3134 3150 3151 3181 3152 3162 3178 3130 3185 3147 3137 3168 3145 3199 3177 3177 3179 3150 3183 3169 3150 3128 3178 3219 3189 3117 3181 3172 3141 3112 3165 3155 3176 3152 3184 3138 3076 3159 3153 3149

Tree=0
num_leaves=31
num_cat=3
split_feature=16 20 20 136 16 136 19 20 24 136 16 38 17 16 19 28 95 19 19 52 117 31 12 25 20 117 52 28 28 52
split_gain=1.50388e+06 219478 171422 102707 68704.3 55805.2 55065.6 51237.2 39383.8 35253.5 33010.4 30517 20454.4 20045.2 18958.8 18216.8 17515.2 16662.8 15436.5 12944.8 12103.8 11610.7 10811.5 10065.4 9948.45 9930.92 9310.4 9114.22 8855.33 8758.1
threshold=10.405000209808351 6.0350000858306894 7.2550001144409189 0 13.344999790191652 1 10.405000209808351 5.7750000953674325 283.50000000000006 2 17.029999732971195 15.550000190734865 11.775000095367433 15.405000209808351 11.775000095367433 1018.4500122070314 -0.30955864489078516 8.7100000381469744 9.5450000762939471 3.0949999094009404 -0.43049471080303187 1020.8500061035157 0.87500000000000011 280.50000000000006 5.0850000381469735 -0.62249094247817982 5.8450000286102304 1018.8500061035157 1020.1499938964845 1.8049999475479128
decision_type=2 2 2 1 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
left_child=1 3 5 11 14 13 9 21 -5 20 16 18 -9 -2 -4 19 -6 29 -1 23 -3 22 -7 -11 -13 -14 -8 -16 -22 -10
right_child=2 6 4 8 10 7 26 12 17 15 -12 24 25 -15 27 -17 -18 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=11.299955663797615 11.472441740412625 11.432073921023218 11.452878057324101 11.402561510909386 11.462369250906784 11.343560829542321 11.424094531880513 11.429588325393304 11.321651255836043 11.427518765722034 11.550895415790038 11.235649773862988 11.436996452162521 11.535750466171336 11.473710617311959 11.450718049651901 11.508825225025012 11.368755167605961 11.359057063542391 11.419493172038555 11.340958488628278 11.452562529024457 11.401234113923524 11.374886947245317 11.291454507914182 11.470434787864916 11.467025126307281 11.500303977621599 11.396915751571802 11.359925540171803
leaf_weight=48141 55243 4613 73910 37283 22870 9695 61950 76534 62684 10383 45065 22756 29093 16161 79973 14791 179821 44495 14339 30656 54869 9084 50210 72605 12305 93778 15863 53957 8116 19626
leaf_count=48141 55243 4613 73910 37283 22870 9695 61950 76534 62684 10383 45065 22756 29093 16161 79973 14791 179821 44495 14339 30656 54869 9084 50210 72605 12305 93778 15863 53957 8116 19626
internal_value=11.4307 11.366 11.4744 11.3332 11.4944 11.4475 11.3973 11.437 11.3574 11.3831 11.5122 11.2926 11.4499 11.4868 11.4732 11.3985 11.5036 11.3441 11.3135 11.3917 11.3539 11.3999 11.3919 11.3815 11.2552 11.4625 11.4328 11.4844 11.3482 11.3308
internal_weight=1.33087e+06 535475 795394 261629 455596 339798 273846 268394 164088 196033 247756 97541 199405 71404 207840 128435 202691 126805 62480 113644 67598 68989 59905 82988 35061 122871 77813 133930 62985 82310
internal_count=1330869 535475 795394 261629 455596 339798 273846 268394 164088 196033 247756 97541 199405 71404 207840 128435 202691 126805 62480 113644 67598 68989 59905 82988 35061 122871 77813 133930 62985 82310
cat_boundaries=0 1 2 3
cat_threshold=2184 32 2200
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=5
split_feature=16 21 21 136 17 16 19 116 38 136 17 21 21 136 16 19 19 28 136 95 52 95 28 52 136 21 25 19 108 52
split_gain=1.35726e+06 190812 145603 98108 54184.3 43048.4 42338 37142.1 30575 28789.5 27047 26566.4 23606.5 21636.2 19223.3 17452.1 16382.3 15802.9 12958.2 12643.5 11642.9 10990.2 10539.1 9829.86 9356.86 8945.16 8769.59 8371.25 8272.32 8261.49
threshold=10.405000209808351 6.1849999427795419 7.805000066757203 0 12.309999942779543 17.029999732971195 10.405000209808351 0.23343648016452792 15.550000190734865 1 13.344999790191652 5.7850000858306894 6.2049999237060556 2 17.029999732971195 8.7100000381469744 8.7100000381469744 1019.0499877929689 3 -0.30955864489078516 3.0949999094009404 -0.36048164963722223 1018.8500061035157 2.435000061988831 4 4.9449999332427987 280.50000000000006 11.775000095367433 -0.33445344865322107 6.305000066757203
decision_type=2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2
left_child=1 3 4 8 12 10 9 28 16 -3 27 13 18 -6 19 23 -1 20 -2 -13 26 -12 -14 -9 -21 -10 -11 -4 -5 -8
right_child=2 6 5 7 11 -7 29 15 25 17 21 14 22 -15 -16 -17 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12444781442103121 -0.05214262311900484 -0.076001493334196382 0.026049423496754476 0.034576989753716383 0.049454782514935083 0.11700779434611491 -0.0047371565497708263 -0.098997996196391089 -0.18677791927668591 -0.0018208661873824171 0.030690841094340799 0.014741282383428861 0.0064962731255449185 -0.014601986003178009 0.095357719886132286 -0.055513760374771598 -0.072728832783337 0.023605474355569624 -0.0053227358210895135 0.063784912492162532 -0.0080502377397594829 0.077283442980085937 0.03622663031166809 -0.056568745391103126 0.037113657296932563 -0.13694933077566274 -0.051169957216512935 0.052038596244855462 -0.033185104697514518 0.038259424147801188
leaf_weight=47231 21627 46051 45413 5157 20783 36705 57866 77287 19894 10266 13799 32952 95960 36008 19163 52536 22656 12498 46647 60823 28441 152861 43241 16579 71889 16458 73143 97523 35567 13845
leaf_count=47231 21627 46051 45413 5157 20783 36705 57866 77287 19894 10266 13799 32952 95960 36008 19163 52536 22656 12498 46647 60823 28441 152861 43241 16579 71889 16458 73143 97523 35567 13845
internal_value=1.80571e-05 -0.0615215 0.0414477 -0.0886363 0.0226622 0.0658093 -0.0286666 -0.0668368 -0.127015 -0.0422306 0.0597394 0.038756 0.00392002 0.0088461 0.0479462 -0.078589 -0.107682 -0.0297154 -0.0201622 0.042462 -0.0356761 0.0734257 0.0157316 -0.091504 0.0493449 -0.164219 -0.0450961 0.0437814 -0.0246042 0.00356405
internal_weight=1.33087e+06 535475 795394 293365 449093 346301 242110 187126 106239 170399 309596 241618 207475 56791 184827 146402 69887 124348 68274 165664 111850 166660 139201 93866 132712 36352 83409 142936 40724 71711
internal_count=1330869 535475 795394 293365 449093 346301 242110 187126 106239 170399 309596 241618 207475 56791 184827 146402 69887 124348 68274 165664 111850 166660 139201 93866 132712 36352 83409 142936 40724 71711
cat_boundaries=0 1 2 3 4 5
cat_threshold=2184 2192 32 2200 1569
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=4
split_feature=16 20 20 136 17 19 136 20 136 16 38 24 52 18 16 95 25 52 19 28 20 16 119 31 31 18 28 136 28 28
split_gain=1.22493e+06 182563 142554 77101 65182.5 53919.4 49299.2 35656.6 26173.1 26133.6 25564.9 25146 17617.8 16536.9 16152 15741.4 15450.4 14589.1 13885.5 13324.2 10737.3 10555.4 9908.89 9685.44 9664.85 9405.82 8543.9 8611.77 8070.87 7812.65
threshold=10.405000209808351 5.8750000000000009 7.0150001049041757 0 13.344999790191652 9.5450000762939471 1 5.5750000476837167 2 17.029999732971195 15.650000095367433 285.50000000000006 5.7550001144409189 11.775000095367433 15.405000209808351 -0.46113681793212885 280.50000000000006 6.5950000286102304 8.7100000381469744 1018.6499938964845 6.6349999904632577 16.335000038146976 -0.55191597342491139 1019.4500122070314 1021.2500000000001 8.7100000381469744 1020.1499938964845 3 1019.0499877929689 1018.8500061035157
decision_type=2 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 1 2 2
left_child=1 3 6 10 13 8 14 24 22 15 18 -5 26 -4 -2 -6 -10 21 -1 20 -18 23 -3 -9 -8 -13 27 -7 -17 -15
right_child=2 5 4 11 9 12 7 17 16 -11 -12 25 -14 29 -16 28 19 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12299211879065329 0.036482439572990959 0.0055515295335737038 0.021033606916597961 -0.02910329153649327 0.02545205125182853 -0.01139671774094576 -0.043310484979035092 -0.0082181213007092198 0.0056020081160596596 0.10935094904977059 -0.16145309618091955 -0.089523299025332542 0.031327623378786605 0.038299774856319392 0.095703307035002044 0.062269224652565784 -0.066256184918939226 0.036924230198709981 -0.074177732526432894 0.0087894275847077066 -0.032277847731097244 0.059237470613543536 -0.088138816896045885 0.023780998039789947 0.025627678718338345 -0.054185053554954427 0.014806239049720822 -0.041894202974596062 0.08299593934117333 0.062076699490519152
leaf_weight=46283 51440 3003 97437 33146 21468 58607 46121 94248 16447 41609 32759 68060 21843 87548 14834 117506 56172 42647 21260 9881 39671 7944 46853 31568 5714 26032 17182 38276 78241 57069
leaf_count=46283 51440 3003 97437 33146 21468 58607 46121 94248 16447 41609 32759 68060 21843 87548 14834 117506 56172 42647 21260 9881 39671 7944 46853 31568 5714 26032 17182 38276 78241 57069
internal_value=1.71553e-05 -0.0584455 0.0393754 -0.0924086 0.0556069 -0.0333494 0.0117708 0.000746459 -0.0519462 0.07305 -0.125194 -0.0665485 -0.00981041 0.0369553 0.0497302 0.0660963 -0.0394763 0.0114591 -0.107627 -0.0464926 -0.052192 0.00334001 -0.082479 -0.000189348 -0.0357111 -0.0797464 -0.0176882 -0.023451 0.0705538 0.0476827
internal_weight=1.33087e+06 535475 795394 227540 500878 307935 294516 228242 172027 258824 100302 127238 135908 242054 66274 217215 122171 176407 67543 105724 95843 133760 49856 125816 51835 94092 114065 96883 195747 144617
internal_count=1330869 535475 795394 227540 500878 307935 294516 228242 172027 258824 100302 127238 135908 242054 66274 217215 122171 176407 67543 105724 95843 133760 49856 125816 51835 94092 114065 96883 195747 144617
cat_boundaries=0 1 2 3 4
cat_threshold=2188 32 2192 5985
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=6
split_feature=16 20 20 136 17 16 52 24 20 20 19 19 136 136 136 17 20 19 25 28 28 17 67 24 136 2 25 31 55 136
split_gain=1.1055e+06 165243 130298 81512.7 46982.7 36434.5 35402.9 32244 29345.7 28344.2 25773.5 22602.7 20035.5 19331.2 17636.8 15580.4 15363.1 12799 11696.6 10864.9 10070 9885.9 9637.74 9047.91 8590.14 8583.25 7592.32 7478.23 7439.5 7297.07
threshold=10.405000209808351 6.1949999332427987 7.7950000762939462 0 11.775000095367433 17.029999732971195 5.1849999427795419 283.50000000000006 5.9149999618530282 5.0850000381469735 10.405000209808351 12.309999942779543 1 2 3 8.7100000381469744 6.0750000476837167 9.5450000762939471 234.50000000000003 1019.3500061035157 1019.2500000000001 17.029999732971195 2.3149999380111699 215.50000000000003 4 214.50000000000003 280.50000000000006 1022.0499877929689 7.3250000476837167 5
decision_type=2 2 2 1 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1
left_child=1 3 4 9 16 11 10 25 12 23 13 -4 -6 -3 21 22 24 -11 -16 26 29 -10 -9 -1 -2 -5 -15 -14 -18 -13
right_child=2 6 5 7 8 -7 -8 15 14 17 -12 20 27 19 18 -17 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014989321900527134 -0.057732393492206692 -0.071620547897503939 0.034639839853459073 0.007117039417301913 0.040123216750502046 0.10611519639861069 0.021301957863746421 -0.091467748922382158 0.057617238390678394 -0.10718923422580472 -0.0032053937801433106 0.067323260139283914 -0.019579636688045299 0.00066524864775125521 0.0048805476149536165 -0.044982846673374245 0.0010276826560855869 -0.054626657707030381 0.038985672287941114 0.020194179888471241 0.077476968590637976 0.12594889945663132 -0.058832886860479598 -0.15230239267197471 -0.011940012411778835 -0.039805301880105309 -0.042006513349129811 0.046277064965879383 0.034043717316226837 0.043716209823195892
leaf_weight=1237 15122 43249 97478 15901 26549 38561 35541 75073 50785 50680 54263 63553 46218 11852 31374 39715 85789 15012 126518 9116 81796 5909 32381 39761 31742 25179 86515 4754 21298 67948
leaf_count=1237 15122 43249 97478 15901 26549 38561 35541 75073 50785 50680 54263 63553 46218 11852 31374 39715 85789 15012 126518 9116 81796 5909 32381 39761 31742 25179 86515 4754 21298 67948
internal_value=1.62776e-05 -0.0555233 0.0374066 -0.0806067 0.0194976 0.0602743 -0.0247667 -0.0608067 0.031278 -0.115526 -0.0327539 0.0545863 0.00491095 -0.0433913 0.0408034 -0.0717428 -0.0028548 -0.0951776 0.0322068 -0.0320227 0.063702 0.0647278 -0.0816333 -0.148159 -0.0267311 -0.0216429 -0.0368651 -0.0134348 0.00759408 0.0551337
internal_weight=1.33087e+06 535475 795394 294939 446058 349336 240536 188249 292107 106690 204995 310775 77521 150732 214586 147169 153951 65692 157892 107483 213297 56694 107454 40998 46864 41080 98367 50972 107087 131501
internal_count=1330869 535475 795394 294939 446058 349336 240536 188249 292107 106690 204995 310775 77521 150732 214586 147169 153951 65692 157892 107483 213297 56694 107454 40998 46864 41080 98367 50972 107087 131501
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2184 32 2192 1056 2200 5665
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=4
split_feature=16 20 20 136 16 19 136 20 16 52 38 24 136 16 19 18 52 95 18 26 26 120 28 19 20 29 26 28 136 116
split_gain=997714 150311 117897 63041.1 52489.2 44914.4 40839.4 33318.2 24110.8 22646.7 21812.2 20442.4 16255.2 14920.3 14800.8 14697.4 14610.9 14180.4 12392.9 12223.3 10674 9088.27 8827.53 8186.76 7871.09 7661.4 7452.39 7372.88 7366.64 7286.9
threshold=10.405000209808351 5.8750000000000009 7.1549999713897714 0 13.344999790191652 9.5450000762939471 1 5.4949998855590829 18.219999313354496 3.0449999570846562 15.550000190734865 285.50000000000006 2 15.405000209808351 11.775000095367433 11.775000095367433 5.7550001144409189 -0.30955864489078516 8.7100000381469744 278.50000000000006 250.50000000000003 0.078456107527017607 1019.2500000000001 9.5450000762939471 9.8649997711181658 1020.1499938964845 236.50000000000003 1018.7500000000001 3 -0.62249094247817982
decision_type=2 2 2 1 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 3 6 10 14 9 13 21 17 12 18 -5 -3 -2 -4 -9 25 -6 26 -14 -17 -8 -21 -13 -19 28 -1 -16 -7 -30
right_child=2 5 4 11 8 16 7 15 -10 -11 -12 23 19 -15 27 20 -18 24 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0068808164134560555 0.033582704040668446 -0.080273194816514959 0.01609581147724105 -0.026418974315185108 0.029688402535711329 -0.0099562088006799557 -0.045146600943778134 -0.0051119309935585312 0.12474757590242801 -0.0093365507094518747 -0.14616782153185393 -0.08059169429909574 0.0028366110269693917 0.089124136290266692 0.033607397346312462 0.0001782773807741801 0.028971459058318095 0.061241446998176387 -0.060448320520531409 -0.055391002105766918 0.032006351988925492 0.017551372434570344 0.007743202620555216 -0.046523141341218467 0.082944656738678901 0.015235990845761381 -0.1131755985983261 0.056934483136584106 0.038709165811908752 -0.044336089133487765
leaf_weight=1708 53741 45420 79041 33146 28666 58673 38981 81834 16742 32468 33473 70586 12210 15602 82753 38062 21843 152796 17413 75957 85547 6786 5972 23506 57496 17058 47708 57347 2854 35480
leaf_count=1708 53741 45420 79041 33146 28666 58673 38981 81834 16742 32468 33473 70586 12210 15602 82753 38062 21843 152796 17413 75957 85547 6786 5972 23506 57496 17058 47708 57347 2854 35480
internal_value=1.54675e-05 -0.0527472 0.0355364 -0.0835646 0.0513527 -0.0299755 0.0121073 0.00272967 0.0667423 -0.0469485 -0.113211 -0.0601809 -0.0556988 0.0460727 0.0333957 0.0113243 -0.00849184 0.0626783 -0.0967203 -0.043829 0.0222058 -0.0358502 -0.050789 -0.0720807 0.0671753 -0.0156659 -0.109502 0.0431559 -0.0210998 -0.0381433
internal_weight=1.33087e+06 535475 795394 227540 474841 307935 320553 251210 255700 172027 100302 127238 139559 69343 219141 205443 135908 238958 66829 94139 123609 45767 81929 94092 210292 114065 49416 140100 97007 38334
internal_count=1330869 535475 795394 227540 474841 307935 320553 251210 255700 172027 100302 127238 139559 69343 219141 205443 135908 238958 66829 94139 123609 45767 81929 94092 210292 114065 49416 140100 97007 38334
cat_boundaries=0 1 2 3 4
cat_threshold=2188 32 2192 5985
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=6
split_feature=17 20 20 136 20 53 18 17 20 136 24 20 136 18 24 136 26 120 20 28 18 28 117 19 95 136 17 120 136 2
split_gain=906343 142539 109628 60487.2 37925.6 37149.7 29239.9 27913.5 24868.3 24724.5 24623.3 19294.4 17177.2 16617.1 15627.5 12884 12725.7 11394 10837.1 9943.75 9227.37 8921.41 8052.12 8021.86 7419.64 7087.02 6609.51 6541.38 6226.19 6220.47
threshold=10.405000209808351 5.9749999046325692 7.8750000000000009 0 5.9349999427795419 4.4149999618530282 12.309999942779543 17.029999732971195 7.055000066757203 1 287.50000000000006 4.9149999618530282 2 13.344999790191652 285.50000000000006 3 242.50000000000003 0.078456107527017607 5.1150000095367441 1019.6499938964845 8.7100000381469744 1019.0499877929689 -0.59480014443397511 9.5450000762939471 -0.26207098364830012 4 15.405000209808351 0.19936034083366397 5 244.50000000000003
decision_type=2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 1 2
left_child=1 3 4 11 9 8 21 13 12 26 29 27 22 28 -14 -8 -17 18 -11 -16 -12 25 -3 -13 -15 -6 -2 -1 -4 -5
right_child=2 5 7 10 6 -7 15 -9 -10 17 20 23 14 24 19 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.1486100213948168 0.018720171212657798 0.01947120872062413 0.018836594950883495 -0.0019893671827466018 -0.014162948024424901 0.013617690756827061 0.067966380690742845 0.095975511703917438 -0.0098781813420472653 -0.058322331798674333 -0.080056553363797911 -0.10283853953906141 0.0037031017896799277 0.026903745631496712 -0.048117347925093229 0.0095068104746533749 0.042894319235527084 0.023023907322199531 -0.01568506712164355 0.0087101215221007788 -0.046176737325720314 0.029429516315246814 -0.073579281191287274 -0.058022869812649237 0.064746752912404573 0.012395702982879751 0.072435089905591069 -0.068188329525946098 0.043772481872483705 -0.041305964641125389
leaf_weight=29112 27991 2441 33543 15611 37638 47993 34570 38246 71776 20613 81641 48904 21831 14212 87985 38883 107293 13130 53799 8436 26660 47237 48901 12547 146146 75467 7200 2769 99278 28294
leaf_count=29112 27991 2441 33543 15611 37638 47993 34570 38246 71776 20613 81641 48904 21831 14212 87985 38883 107293 13130 53799 8436 26660 47237 48901 12547 146146 75467 7200 2769 99278 28294
internal_value=-1.07352e-05 -0.0503354 0.0338388 -0.0783549 0.0181461 -0.0265594 0.0267225 0.0558003 -0.0345481 -0.00568882 -0.058908 -0.110051 -0.0449889 0.0505594 -0.0344936 0.0405109 0.0340109 -0.0199166 -0.0274961 -0.0431454 -0.0717165 0.0111795 -0.0691418 -0.0936881 0.0613929 0.00355761 0.0297017 -0.141625 0.0374798 -0.0273264
internal_weight=1.33015e+06 534901 795246 245538 463821 289363 341088 331425 241370 122733 152206 93332 169594 293179 118252 180746 146176 87542 74412 96421 108301 160342 51342 61451 160358 113105 35191 31881 132821 43905
internal_count=1330147 534901 795246 245538 463821 289363 341088 331425 241370 122733 152206 93332 169594 293179 118252 180746 146176 87542 74412 96421 108301 160342 51342 61451 160358 113105 35191 31881 132821 43905
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2184 32 2192 32 2204 2192
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=5
split_feature=16 20 20 136 17 24 16 52 20 16 20 18 55 18 136 136 136 16 52 19 2 30 121 136 95 28 25 36 29 118
split_gain=820011 126524 97519.7 63137.4 39029.3 30892.5 26395.6 24454.9 20610.4 19670.7 17817.2 17644.5 17112.9 15653.7 13703.6 13140.1 13032.5 12960.1 10188 9558.38 8986.07 8889.58 8765.69 8255.76 7948.79 7818.68 7313.43 7169.56 6986.15 6536.7
threshold=10.405000209808351 6.3350000381469735 7.9349999427795419 0 12.699999809265138 286.50000000000006 14.039999961853029 5.2650001049041757 5.0250000953674325 17.029999732971195 6.1549999713897714 10.405000209808351 6.1150000095367441 8.7100000381469744 1 2 3 18.219999313354496 1.8750000000000002 10.405000209808351 218.50000000000003 1018.3500061035157 0.026175950653851036 4 -0.28551393747329706 1019.3500061035157 237.50000000000003 16.44999980926514 1019.8500061035157 -0.50751903653144825
decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=1 3 4 8 12 20 21 11 -1 10 16 14 15 18 29 27 -6 -8 28 -10 -5 -4 -17 -11 -12 -16 -18 -2 -7 -3
right_child=2 7 6 5 9 13 17 -9 19 23 24 -13 -14 -15 25 22 26 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.13168038560913448 -0.019160566870505019 0.021245515140148337 0.031913715404537593 0.008823488669307945 0.034502258603945034 -0.084440724104633741 0.065107748216596137 0.022161053328765626 -0.092023836660774877 0.10907349396534327 0.012274685520385794 0.0039422645563485592 0.028387849069228022 -0.040889128278979316 -0.028142898571246786 -0.0032741930156793596 -0.028359980281647768 0.1164164567984837 -0.046295682253216508 -0.036147177069000329 -0.035316604509841372 0.05388645676442784 0.030765680655827035 0.049922251453167733 0.041706246876979422 0.020138312677043132 0.0097939574149333939 -0.071767465348311119 -0.0319282903771749 -0.063744785897690767
leaf_weight=35594 39314 2410 107541 19358 27731 87315 120459 32334 51948 9761 28087 40578 48203 56311 90649 97951 23734 13708 28038 8976 28515 80479 23438 15072 125216 9240 26677 7754 6829 36927
leaf_count=35594 39314 2410 107541 19358 27731 87315 120459 32334 51948 9761 28087 40578 48203 56311 90649 97951 23734 13708 28038 8976 28515 80479 23438 15072 125216 9240 26677 7754 6829 36927
internal_value=-1.01496e-05 -0.047869 0.032193 -0.0675776 0.0177402 -0.0531318 0.0534082 -0.0178715 -0.101441 0.030947 0.0264095 -0.0250705 0.00211849 -0.0627001 -0.0335264 -0.00539834 0.00697838 0.07035 -0.0727523 -0.0837915 -0.017468 0.0413188 0.00329801 0.0732366 0.036314 -0.0236744 -0.00816768 -0.0278211 -0.0806316 -0.0585229
internal_weight=1.33015e+06 535022 795125 322884 472938 226366 322187 212138 96518 256278 231445 179804 216660 178493 139226 168457 78142 134167 122182 60924 47873 188020 121389 24833 153303 99889 50411 47068 94144 39337
internal_count=1330147 535022 795125 322884 472938 226366 322187 212138 96518 256278 231445 179804 216660 178493 139226 168457 78142 134167 122182 60924 47873 188020 121389 24833 153303 99889 50411 47068 94144 39337
cat_boundaries=0 1 2 3 4 5
cat_threshold=2176 2192 2192 32 3104
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=7
split_feature=17 20 16 20 136 52 20 16 16 116 136 136 39 94 28 116 116 136 28 120 28 136 136 76 19 124 16 16 59 136
split_gain=745094 118599 91214.1 43446.8 43032 41036 30867.3 29538.2 25439.6 17017.6 17601 16447.5 14507.3 12682.8 11852.9 11555.1 11523.6 10519.2 10483.1 8841.98 8654.15 8324.91 7698.48 7465.97 7399.85 7276.97 7071.53 5950 5827.81 5737.1
threshold=10.405000209808351 5.7149999141693124 12.309999942779543 6.6150000095367441 0 4.2550001144409189 6.4749999046325692 9.5450000762939471 17.029999732971195 -0.36648726463317866 1 2 15.750000000000002 -0.38754343986511225 1019.6499938964845 -0.46173103153705591 0.28400452435016638 3 1019.7500000000001 0.0087262028828263907 1019.3500061035157 4 5 0.99500000476837169 8.7100000381469744 -0.0087262028828264185 17.029999732971195 17.029999732971195 231.95853424072268 6
decision_type=2 2 2 2 1 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 1 1 2 2 2 2 2 2 1
left_child=1 4 6 11 12 7 19 9 13 -3 -11 26 24 -5 25 -13 -6 20 21 22 -15 -8 -2 -10 -1 -12 -4 -9 -7 -27
right_child=2 5 3 8 16 28 18 27 23 10 14 15 -14 17 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.099951542538335061 -0.0082086087616159275 0.016880122676397116 0.038178654327470168 0.016448424620585586 -0.030662048037569545 -0.0097356696758701955 0.023792918769633187 -0.015445619485852905 0.10587797158282118 -0.074282335835422875 -0.016111847047155323 -0.01500958174338504 -0.13105101403985997 0.028908665319424365 0.012734147394924164 0.022370578866513759 -0.066747174632709044 0.059705417828567697 0.037730131262914406 0.017317236957871653 0.054617783657561092 0.00059279040705300691 -0.040505311990217188 0.067156193874279485 -0.060576584984441365 -0.03949949473016752 0.11097283461535962 0.062270565477984187 0.023600510352260524 -0.063920765775456675
leaf_weight=40296 42315 9828 36588 29728 32361 21017 82462 95529 24218 55013 18581 36906 30355 73004 9697 47007 69943 152881 58633 17336 59340 72810 32732 25615 16952 54910 3671 2528 34849 43042
leaf_count=40296 42315 9828 36588 29728 32361 21017 82462 95529 24218 55013 18581 36906 30355 73004 9697 47007 69943 152881 58633 17336 59340 72810 32732 25615 16952 54910 3671 2528 34849 43042
internal_value=-9.56963e-06 -0.0456384 0.0306815 0.0440838 -0.0773713 -0.0281706 0.00928605 -0.0357508 0.0527795 -0.0471995 -0.0506743 0.0185379 -0.103097 0.0475273 -0.0403764 0.0059296 -0.0553272 0.0507665 0.0197174 -0.0148668 0.040433 0.0129155 -0.0223014 0.0859743 -0.088292 -0.0447994 0.0448052 -0.013442 0.0110593 -0.0502412
internal_weight=1.33015e+06 534901 795246 488958 189907 344994 306288 289128 364786 191071 181243 124172 87603 314953 126230 83913 102304 285225 213905 92383 132344 155272 75047 49833 57248 116533 40259 98057 55866 97952
internal_count=1330147 534901 795246 488958 189907 344994 306288 289128 364786 191071 181243 124172 87603 314953 126230 83913 102304 285225 213905 92383 132344 155272 75047 49833 57248 116533 40259 98057 55866 97952
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2188 2192 32 2270 5921 5923 1825
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=4
split_feature=17 16 20 136 16 136 52 24 136 24 20 16 52 20 19 95 17 120 52 8 0 120 136 24 28 95 20 16 0 28
split_gain=672451 108849 82732.9 51020.8 45683.2 27923.8 24645.6 22090 19473.9 18880.7 18799.7 18602.5 14516.5 14216.8 13324.7 11832.9 10589.8 10316.2 9812.36 9063.75 8707.84 8194.76 7956.35 7867.66 6977.61 6678.63 6648.1 6413.65 5916.74 5341.23
threshold=10.405000209808351 8.7100000381469744 6.8150000572204599 0 13.344999790191652 1 5.1849999427795419 254.50000000000003 2 231.50000000000003 5.3550000190734872 18.219999313354496 2.0749999284744267 4.9949998855590829 11.775000095367433 -0.26207098364830012 15.405000209808351 0.0087262028828263907 5.4149999618530282 6.9500000476837167 202.50000000000003 1.0000000180025095e-35 3 237.50000000000003 1018.7500000000001 -0.36048164963722223 7.4949998855590829 17.029999732971195 194.50000000000003 1019.7500000000001
decision_type=2 2 2 1 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2
left_child=1 3 5 9 14 16 8 -5 20 -1 21 15 19 -11 -4 -6 -2 26 25 -9 -3 -7 -17 -24 -16 -12 -10 28 -27 -21
right_child=2 6 4 7 11 10 -8 12 17 13 18 -13 -14 -15 24 22 -18 -19 -20 29 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=0.017747213782657034 0.024498534062660449 -0.024473255881161164 0.011097725290535342 0.012352882926842872 0.023434066196844291 -0.044361831752416619 0.020429023052390402 -0.046291970698113721 -0.02621448997616227 -0.13125072209184016 -0.031150942814450761 0.10539057782272035 -0.029496200402986422 -0.086940504887877579 0.025907686411800142 0.070157842323621308 0.074357600117039568 0.013288601759903932 0.025181487192202479 -0.075662900676799844 -0.061258224521274864 0.018660231046589967 0.0093938955349293501 0.052593514007482203 0.04695568925380373 0.01939706727840947 0.0068723512971451883 0.058967163231320022 -0.0082549689762272532 -0.03147123151693642
leaf_weight=3406 48054 25709 98774 12910 32758 32366 33775 53408 103864 27869 17686 17077 42428 51654 98227 66194 13682 26057 42512 85617 42992 6136 11378 143040 65720 26703 17781 4734 70205 7431
leaf_count=3406 48054 25709 98774 12910 32758 32366 33775 53408 103864 27869 17686 17077 42428 51654 98227 66194 13682 26057 42512 85617 42992 6136 11378 143040 65720 26703 17781 4734 70205 7431
internal_value=-9.14451e-06 -0.0433567 0.0291474 -0.0644993 0.0404543 0.00614492 -0.0192946 -0.0509219 -0.0254945 -0.0975199 -0.0029157 0.0548795 -0.0552494 -0.102469 0.0256048 0.0514751 0.0355426 -0.0152613 0.00455481 -0.06271 -0.0474858 -0.0343181 0.0556388 0.0494072 0.034345 -0.00279369 -0.0213781 0.00214056 -0.00063545 -0.0721337
internal_weight=1.33015e+06 534901 795246 284723 533168 262078 250178 201794 216403 82929 200342 270447 188884 79523 262721 253370 61736 147702 161840 146456 68701 38502 220612 154418 163947 119328 121645 101642 96908 93048
internal_count=1330147 534901 795246 284723 533168 262078 250178 201794 216403 82929 200342 270447 188884 79523 262721 253370 61736 147702 161840 146456 68701 38502 220612 154418 163947 119328 121645 101642 96908 93048
cat_boundaries=0 1 2 3 4
cat_threshold=2176 32 6288 1057
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=6
split_feature=16 20 20 136 16 20 18 24 18 136 20 16 136 29 31 23 13 24 52 136 26 136 31 118 29 122 17 2 136 29
split_gain=610965 96243.1 74977.8 47257.6 31841.1 28770.3 19919.4 19684.8 18744.5 18540.2 18435.5 16273.7 12925.3 11587.8 11270.4 10744.8 10569.9 10133 9589.66 8545.74 8024.13 7980.61 7900.04 7850.78 7687.29 6732.31 6396.4 6345.9 6176.93 6134.93
threshold=10.405000209808351 6.3350000381469735 8.2550001144409197 0 17.029999732971195 6.1749999523162851 11.775000095367433 282.50000000000006 10.405000209808351 1 5.0850000381469735 17.029999732971195 2 1019.3500061035157 1020.4500122070314 10.234999656677248 0.90500000119209301 232.50000000000003 2.7649999856948857 3 232.50000000000003 4 1019.3500061035157 -0.50751903653144825 1018.4500122070314 0.30069434642791754 8.7100000381469744 216.50000000000003 5 1019.2500000000001
decision_type=2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2
left_child=1 3 4 10 5 9 28 27 12 -2 25 15 23 18 16 29 -11 -12 26 -8 -21 -6 -19 -3 -14 -1 -9 -5 -7 -4
right_child=2 8 11 7 21 6 19 13 -10 14 17 -13 24 -15 -16 -17 -18 22 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.11711985611623728 0.023663838857481797 0.025121395777474562 0.032927082520063142 0.0088401699216810025 0.099780861071280869 -0.0094242758900381154 0.040313910262799381 -0.069593868918619059 0.010291748932776058 -0.065112046238200716 0.025941481468277097 0.082340993600571039 -0.018754963443794313 -0.013301076795489567 0.020839685829087757 0.067802800023908469 -0.016397547491077559 -0.079659586212217345 -0.030163325581035568 -0.012103107778786291 0.025986403791615487 0.047481449932453845 -0.03115342691601258 -0.049218181402261883 0.022196759937076538 -0.041267952848642452 -0.043280529768041455 -0.030167438895660183 0.01369316011924533 0.051615016976793528
leaf_weight=37755 39843 3826 119545 17588 10270 45468 108117 89358 53956 13151 2687 33131 91759 17166 16871 41813 72642 60982 27692 15942 104221 25447 9734 49502 13095 3171 31145 25606 79246 69418
leaf_count=37755 39843 3826 119545 17588 10270 45468 108117 89358 53956 13151 2687 33131 91759 17166 16871 41813 72642 60982 27692 15942 104221 25447 9734 49502 13095 3171 31145 25606 79246 69418
internal_value=-8.66095e-06 -0.0413191 0.0277883 -0.0585083 0.0169662 0.0136797 0.0213348 -0.0443379 -0.0151564 -0.00528239 -0.0843462 0.0495718 -0.0238368 -0.052191 -0.0165169 0.0448674 -0.0238649 -0.0693615 -0.0566957 0.0301139 0.0209313 0.0625608 -0.0729828 -0.0438765 -0.0136393 -0.111243 -0.062793 -0.0142841 0.00526539 0.0397923
internal_weight=1.33015e+06 535022 795125 322884 531218 495501 352994 208555 212138 142507 114329 263907 158182 165361 102664 230776 85793 73403 148195 228280 120163 35717 70716 53328 104854 40926 120503 43194 124714 188963
internal_count=1330147 535022 795125 322884 531218 495501 352994 208555 212138 142507 114329 263907 158182 165361 102664 230776 85793 73403 148195 228280 120163 35717 70716 53328 104854 40926 120503 43194 124714 188963
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2184 32 2200 5665 1056 2204
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=7
split_feature=17 20 16 19 20 136 20 16 52 95 136 38 116 136 25 52 25 136 28 30 136 28 136 28 72 29 19 136 20 119
split_gain=556311 91168.5 70729.9 34978.9 32858.5 30947.1 23655 20237.5 18611.1 13792.1 12282.9 11816.6 11752.5 10726.5 10249.3 9926.95 9338.27 9041.7 7598.73 7561.64 7559.49 7702.41 7326.15 7194.42 6842.04 6731.47 6412.04 6289.34 5770.34 5745.02
threshold=10.405000209808351 5.6549999713897714 12.309999942779543 9.5450000762939471 6.4749999046325692 0 6.7950000762939462 17.029999732971195 3.1450001001358037 -0.28551393747329706 1 16.050000190734867 -0.38266885280609125 2 281.50000000000006 5.7550001144409189 242.50000000000003 3 1019.9500122070314 1018.6499938964845 4 1018.9500122070314 5 1019.5499877929689 0.49866877496242529 1020.1499938964845 8.0099999904632586 6 6.5750000476837167 0.18222858756780627
decision_type=2 2 2 2 2 1 2 2 2 2 1 2 2 1 2 2 2 1 2 2 1 2 1 2 2 2 2 1 2 2
left_child=1 5 6 8 10 11 18 9 12 -6 -4 26 -3 -14 -7 25 -12 -11 22 28 -8 -22 -2 -19 -9 27 -1 -5 29 -15
right_child=2 3 4 15 7 14 20 24 -10 17 16 -13 13 19 -16 -17 -18 23 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.091097162741520354 -0.036914012521122981 0.0048505438982730936 0.037937320291973498 -0.0066672379259355534 0.012572448625426273 -0.021072670897246501 0.0014573984969646998 0.092122447752773784 -0.0055784158021747049 0.052793855075178579 -0.016815572401836693 -0.11777905381384807 -0.066421843608021822 -0.0068754199521279761 -0.058772355671440658 0.024278870086367463 0.018787245752197188 0.024841993535084789 0.016475084371882054 0.001053751285852346 0.016922961766314516 0.042496515508426633 -0.0068227723936884659 0.04831085742521115 0.055469200724022741 0.016534573244423638 -0.056193905235240163 -0.0317652413913442 -0.026919626330605587 -0.056941712830627537
leaf_weight=34267 28989 11252 37398 63911 38113 24289 47361 26776 37033 154900 33398 27462 53270 6344 69944 22842 41062 75385 22309 10600 98619 41975 66921 57611 24275 18112 21361 40967 34876 59184
leaf_count=34267 28989 11252 37398 63911 38113 24289 47361 26776 37033 154900 33398 27462 53270 6344 69944 22842 41062 75385 22309 10600 98619 41975 66921 57611 24275 18112 21361 40967 34876 59184
internal_value=2.45465e-05 -0.0393589 0.0265602 -0.0248501 0.0383614 -0.0686828 0.00771513 0.0454214 -0.0377886 0.0408376 0.0145631 -0.0909318 -0.0445844 -0.0479704 -0.0490499 -0.00599161 0.00281772 0.0445795 -0.00980876 -0.0391062 0.0187372 0.0245563 -0.0159225 0.0350056 0.0746936 -0.0116135 -0.0776944 -0.0164746 -0.0433499 -0.0520946
internal_weight=1.33081e+06 535714 795092 358391 488918 177323 306174 377060 212559 326009 111858 83090 175526 164274 94233 145832 74460 287896 118219 111004 187955 140594 95910 132996 51051 122990 55628 104878 100404 65528
internal_count=1330806 535714 795092 358391 488918 177323 306174 377060 212559 326009 111858 83090 175526 164274 94233 145832 74460 287896 118219 111004 187955 140594 95910 132996 51051 122990 55628 104878 100404 65528
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2188 32 2192 5921 2192 2200 5985
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=16 18 20 20 16 19 52 118 20 0 17 52 26 65 20 17 28 55 20 121 19 28 95 28 29 36 28 24 122 16
split_gain=502306 79696.5 62958.6 35638.2 27837.8 27253.1 19914.8 18388.7 17045.4 14356 12461.7 11920.2 10350.3 10039.7 8535.71 7739.26 7551.47 7263.15 7080.31 6939.97 6657.16 6222.17 5679.84 5626.95 5513.12 5391.53 5343.95 5322.2 5181.13 5010
threshold=10.405000209808351 8.7100000381469744 8.3550000190734881 5.3750000000000009 17.029999732971195 10.960000038146974 5.1849999427795419 -0.5663846731185912 6.1349999904632577 214.50000000000003 17.029999732971195 2.2749999761581425 214.50000000000003 0.74500000476837169 7.0750000476837167 13.344999790191652 1019.2500000000001 5.1949999332427987 4.7950000762939462 0.04361772537231446 9.5450000762939471 1017.9500122070314 -0.48832450807094568 996.95001220703136 1020.0499877929689 16.050000190734867 1020.1499938964845 245.50000000000003 0.11319890245795251 20.524999618530277
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 3 4 12 5 17 9 -5 19 26 16 20 -1 18 24 21 23 28 -14 -7 -9 -10 -17 -4 -11 29 27 -3 -2 -6
right_child=2 6 10 7 25 8 -8 11 15 14 -12 -13 13 -15 -16 22 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.018314174153833265 -0.016456554114000904 0.025747855953167878 0.059695597369184408 0.026326193861560966 0.041197591457930366 -0.0050293600179040091 0.018861267317089519 -0.057961152933617491 0.010304409587554825 -0.042354486387615797 0.074911788248603714 -0.021042769828710447 -0.11515574078364553 -0.056251873532726593 -0.0095516744566881036 0.011253605314632553 0.053636729191747168 0.018823738843653112 -0.081437218316765037 0.030547609188119686 -0.025838942181824167 0.030361845819056679 0.040705914441117805 0.030120086439667237 -0.0088903149658382911 0.091144613418271236 0.028073565350968728 -0.01596438409288679 0.0089612867783849023 0.1273290389429704
leaf_weight=2502 92417 8766 18765 8942 25910 75936 32679 121516 89996 102513 32778 34910 25822 22776 33063 19617 82723 24800 39209 16727 18598 67793 98885 112493 13987 9112 10243 59919 25603 1806
leaf_count=2502 92417 8766 18765 8942 25910 75936 32679 121516 89996 102513 32778 34910 25822 22776 33063 19617 82723 24800 39209 16727 18598 67793 98885 112493 13987 9112 10243 59919 25603 1806
internal_value=2.3298e-05 -0.0374155 0.0252275 -0.056239 0.0157929 0.0127715 -0.0176474 -0.0436111 0.0199502 -0.0228689 0.0462027 -0.0471842 -0.081963 -0.0848203 -0.0319734 0.026174 0.041805 -0.00577371 -0.0948259 0.00139279 -0.0536974 0.018922 0.0358303 0.0343483 -0.0383368 0.0577793 -0.0056166 -0.0106408 -0.0109425 0.04681
internal_weight=1.33081e+06 535445 795361 274275 548602 511774 261170 183966 368954 228491 246759 175024 90309 87807 149563 276291 213981 142820 65031 92663 140114 157789 118502 131258 116500 36828 78928 68685 118020 27716
internal_count=1330806 535445 795361 274275 548602 511774 261170 183966 368954 228491 246759 175024 90309 87807 149563 276291 213981 142820 65031 92663 140114 157789 118502 131258 116500 36828 78928 68685 118020 27716
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=4
split_feature=16 20 20 136 19 16 136 20 121 19 18 136 16 24 116 95 18 28 0 119 28 28 28 16 24 29 67 20 136 72
split_gain=453346 98388.7 48621.4 40844.2 23440.6 22399.3 18898 18750.3 16369.5 16203.7 11377.2 11002.3 10505 9911.86 9639.35 9198.5 7896.32 7683.44 7653.76 6611.47 6269.93 6145.83 5880.91 5791.34 5777.48 5465.11 5218.98 5191.23 5137.67 5046.64
threshold=10.960000038146974 6.3150000572204599 6.8150000572204599 0 10.405000209808351 17.029999732971195 1 5.1449999809265146 1.0000000180025095e-35 13.344999790191652 9.5450000762939471 2 15.405000209808351 242.50000000000003 -0.59480014443397511 -0.28551393747329706 9.5450000762939471 1020.6499938964845 190.50000000000003 -0.49240480363368982 1018.4500122070314 1019.8500061035157 1017.4500122070314 20.524999618530277 215.50000000000003 1020.8500061035157 2.5149999856948857 4.8750000000000009 3 0.49866877496242529
decision_type=2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 3 6 7 11 9 12 17 10 21 26 19 -2 -8 -9 -11 -16 24 -15 -3 -13 28 -17 29 -1 -21 -5 -20 -4 -7
right_child=2 4 5 8 -6 23 13 14 -10 15 -12 20 -14 18 16 22 -18 -19 27 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00065765638791975801 0.014025975659202756 0.017471574694286524 0.025348747067268508 -0.053090821737144848 0.0084700827802392555 0.078832746641259485 -0.029999674177405896 0.021992256245380634 0.013004447797019017 0.012564435353683534 -0.016609898949714482 -0.015549163173899372 0.049598877172976827 0.026357849992024091 -0.066558279633469747 0.036162375505678461 -0.03271231071066838 -0.011959272168867694 -0.064421852682454719 -0.047060631814529595 0.021571345477236353 0.035602909505838498 0.053055452313724341 0.12336640613999567 -0.10010592248733155 7.2811533029551641e-05 -0.030962665571166656 -0.0032030001097991933 0.0062319198173905613 0.045572354319830477
leaf_weight=1506 88231 5127 76612 84055 111546 23572 31951 3833 17186 24299 44642 91384 27137 24297 75536 97534 22326 2799 3713 53672 12993 60633 109200 4311 48277 6946 39014 51410 64969 22095
leaf_count=1506 88231 5127 76612 84055 111546 23572 31951 3833 17186 24299 44642 91384 27137 24297 75536 97534 22326 2799 3713 53672 12993 60633 109200 4311 48277 6946 39014 51410 64969 22095
internal_value=2.2133e-05 -0.0311851 0.0273119 -0.0493239 -0.00934299 0.0362749 0.00820998 -0.0683198 -0.0334683 0.0326187 -0.0382326 -0.0210227 0.0223915 -0.00648196 -0.0557902 0.0416651 -0.0588367 -0.0925655 0.0029785 -0.0370429 -0.0109273 0.022283 0.0450856 0.0679699 -0.0970975 -0.0416598 -0.046076 -0.00732661 0.0165786 0.0627404
internal_weight=1.33081e+06 620842 709964 339174 281668 483225 226739 154277 184897 433247 167711 170122 115368 111371 101695 231033 97862 52582 79420 65745 104377 202214 206734 49978 49783 60618 123069 55123 141581 45667
internal_count=1330806 620842 709964 339174 281668 483225 226739 154277 184897 433247 167711 170122 115368 111371 101695 231033 97862 52582 79420 65745 104377 202214 206734 49978 49783 60618 123069 55123 141581 45667
cat_boundaries=0 1 2 3 4
cat_threshold=2204 1569 2204 5921
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=5
split_feature=17 20 16 136 95 20 16 21 37 20 52 122 136 25 136 24 25 55 31 19 122 31 16 52 136 17 136 23 110 117
split_gain=417795 69441.2 53344.5 29152.7 25023.1 20339.2 19819.8 17459.1 13496.8 13472.2 13065.4 11620.5 10768.4 11806.5 8664.9 9061.47 8387.32 7461.39 7421.91 6383.75 6127.64 6098.59 6028.99 5878.8 5709.59 5189.99 5180.04 4252.35 4162.78 4135.2
threshold=10.405000209808351 5.9749999046325692 12.309999942779543 0 -0.36048164963722223 7.055000066757203 18.219999313354496 6.5650000572204599 15.750000000000002 9.0250000953674334 2.3549998998641972 1.0000000180025095e-35 1 241.50000000000003 2 290.50000000000006 232.50000000000003 12.184999942779543 1021.9500122070314 9.5450000762939471 0.026175950653851036 1014.4500122070314 8.0099999904632586 7.4449999332427987 3 15.405000209808351 4 6.555000066757203 0.79034999012947094 -0.5663846731185912
decision_type=2 2 2 1 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2
left_child=1 3 7 8 21 10 9 20 16 12 14 19 25 -14 29 -16 -1 26 22 28 24 -4 -18 -7 -2 -6 -9 -15 -5 -3
right_child=2 5 4 11 6 23 -8 17 -10 -11 -12 -13 13 27 15 -17 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.012864985936961332 -0.0051833758588838309 0.017387632019548304 0.023094268154703518 -0.037150839400613325 0.034387385224576961 -0.0037793106065917752 0.089086429688421009 -0.0055046891621696658 -0.098797752713562059 0.049890854513130495 -0.0048973968649659878 0.011825223258273409 -0.01413242104431822 0.0090984748773784239 0.0043107816924235582 -0.033632544597040695 -0.078099891816610298 0.031904977941332978 -0.0075911789977387359 -0.022892651570903921 0.015612105408756127 -0.006194256387097437 -0.047361040624733362 0.031453379134542984 -0.032468417610555682 0.05733651625937948 0.014851814201440605 0.031164389007140181 -0.059207763918878081 -0.053984036940729244
leaf_weight=3667 43975 2117 30847 39889 102025 82125 18155 42264 33111 117362 50232 11016 21255 28205 20113 72289 51371 48470 5351 32243 17553 41937 23136 13834 34004 32479 119908 96653 46128 49092
leaf_count=3667 43975 2117 30847 39889 102025 82125 18155 42264 33111 117362 50232 11016 21255 28205 20113 72289 51371 48470 5351 32243 17553 41937 23136 13834 34004 32479 119908 96653 46128 49092
internal_value=2.10383e-05 -0.034109 0.023017 -0.0536511 0.0332658 -0.0175264 0.0379965 0.00665111 -0.0717774 0.0356659 -0.0268462 -0.0372887 0.0297166 0.0203142 -0.0345234 -0.0253707 -0.0610746 0.0146919 -0.0644699 -0.0418668 -0.0110783 0.00621868 -0.0685548 0.00130004 -0.0170863 0.039926 0.00954724 0.0261798 -0.0489792 -0.0510235
internal_weight=1.33081e+06 535714 795092 245912 488918 289802 416134 306174 116636 397979 193843 129276 280617 146113 143611 92402 83525 210642 79858 118260 95532 72784 74507 95959 77979 134504 162172 124858 86017 51209
internal_count=1330806 535714 795092 245912 488918 289802 416134 306174 116636 397979 193843 129276 280617 146113 143611 92402 83525 210642 79858 118260 95532 72784 74507 95959 77979 134504 162172 124858 86017 51209
cat_boundaries=0 1 2 3 4 5
cat_threshold=2204 1571 6288 5923 2192
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=6
split_feature=18 20 20 17 20 136 136 136 26 17 118 28 17 0 136 26 117 95 95 52 38 52 136 20 25 28 12 28 136 17
split_gain=378262 64180.5 50354.7 27945.1 27612.1 19879.6 17390.8 15484.1 11612.3 11516.6 10127.1 10442.4 9462.07 8796.38 8683.75 8322.37 8271.06 8265.13 7290.08 6616.58 6591.34 6335.56 6324.62 6290.14 6240.07 5796.82 5113.15 4987.1 4909.58 4711.13
threshold=10.405000209808351 5.5350000858306894 6.7349998950958261 13.344999790191652 6.8949999809265146 0 1 2 233.50000000000003 18.219999313354496 -0.5663846731185912 1019.2500000000001 15.405000209808351 198.50000000000003 3 282.50000000000006 0.52247866988182079 -0.48832450807094568 -0.40922743082046503 6.805000066757203 15.650000095367433 1.7250000238418581 4 5.0850000381469735 238.50000000000003 1017.5499877929689 0.99500000476837169 1022.9500122070314 5 13.344999790191652
decision_type=2 2 2 2 2 1 1 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2
left_child=1 5 6 14 7 20 12 16 -8 17 -9 21 26 -10 27 -7 -3 -5 -16 28 -1 -12 -19 -15 -24 -20 -2 -4 -6 -25
right_child=2 4 3 9 19 15 8 10 13 -11 11 -13 -14 23 18 -17 -18 22 25 -21 -22 -23 24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.066815824899782522 0.02763924512716362 0.0023550966946911771 0.0016149881279572571 0.013076607213975789 0.008954784216039768 -0.017930289577645683 -0.031766175960598129 0.018065207236934711 0.021090662679630556 0.081307035162333924 -0.054720204867177186 -0.011841099263515809 0.052381501354534468 -0.046523816640206994 -0.0026424553897685253 -0.053940179879159771 -0.026545071115486374 0.054776658251958758 0.020962368430647284 0.023646703372835386 -0.10053908599280757 -0.026391121605526664 0.0026550227233983589 -0.010967838923687656 0.039551661326548734 0.040647227174813887 0.0019470564248169507 0.030430551346003851 -0.014741564096370362 0.018308469965858918
leaf_weight=29789 32796 38354 78836 27334 31788 20762 36312 6945 36194 17218 101912 21907 18229 9608 19936 70625 69835 69394 86109 20744 28212 24476 12427 53540 147148 66115 47288 18548 69939 18486
leaf_count=29789 32796 38354 78836 27334 31788 20762 36312 6945 36194 17218 101912 21907 18229 9608 19936 70625 69835 69394 86109 20744 28212 24476 12427 53540 147148 66115 47288 18548 69939 18486
internal_value=1.99757e-05 -0.0324768 0.0218864 0.0304633 -0.0217048 -0.0603032 0.00343622 -0.0308242 -0.00704448 0.0417227 -0.0409439 -0.0437102 0.0198671 0.000573606 0.0190377 -0.0457542 -0.0162982 0.0390635 0.0257871 -0.00208936 -0.0832047 -0.0492341 0.0421658 -0.00852302 0.036676 0.029512 0.0124685 0.00710254 -0.00733742 -0.00345386
internal_weight=1.33081e+06 535288 795518 543065 385900 149388 252453 263429 154140 273521 155240 148295 98313 117828 269544 91387 108189 256303 172160 122471 58001 126388 228969 81634 159575 152224 80084 97384 101727 72026
internal_count=1330806 535288 795518 543065 385900 149388 252453 263429 154140 273521 155240 148295 98313 117828 269544 91387 108189 256303 172160 122471 58001 126388 228969 81634 159575 152224 80084 97384 101727 72026
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2176 1568 1825 2204 1057 1121
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=7
split_feature=18 20 20 136 20 17 17 38 52 122 136 28 120 28 136 120 136 136 25 28 17 17 26 28 108 136 118 8 17 136
split_gain=340550 57342.8 46305.5 30522.3 18509.8 15740.1 14499.7 13465.4 13248 12459.4 9338.51 8827.37 8720.59 8430.21 8320.21 8162.88 8769.15 8104.19 7669.69 7650.71 6433.28 6291.28 5590.59 5283.78 5074.33 5696.98 5020.55 4989.76 4352.73 4265.5
threshold=10.405000209808351 6.2950000762939462 7.5750000476837167 0 5.4949998855590829 14.550000190734865 13.344999790191652 16.050000190734867 5.7550001144409189 1.0000000180025095e-35 1 1020.4500122070314 0.078456107527017607 1019.3500061035157 2 1.0000000180025095e-35 3 4 246.50000000000003 1018.6499938964845 18.219999313354496 9.5450000762939471 268.50000000000006 1021.0499877929689 -0.55332177877426136 5 -0.59480014443397511 7.3500001430511483 17.029999732971195 6
decision_type=2 2 2 1 2 2 2 2 2 2 1 2 2 2 1 2 1 1 2 2 2 2 2 2 2 1 2 2 2 1
left_child=1 3 4 7 15 17 11 12 10 21 26 24 23 22 28 16 -2 -4 -16 -19 -7 29 -12 -1 -6 -26 -3 -14 -8 -5
right_child=2 8 5 9 6 20 14 -9 -10 -11 13 -13 27 -15 18 -17 -18 19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.063582404351573085 0.0082085945077343177 0.026192496605595667 0.0060912076721019361 -0.027928407404095364 0.037626524699911831 0.042444601906779317 0.038559299676481862 -0.089897572599450512 0.016603215911386981 0.013129413496683099 0.018730217679520308 0.026001547561879803 -0.038847279067322493 0.023838787171103718 0.0012840227516369529 0.023145202054984104 -0.03422044634783581 0.022006525213427813 0.030627948411040013 0.042621806622081357 0.077164854203270239 -0.013421123539048464 -0.018045734514534905 -0.018820029576940726 -0.012352851368070733 0.0069181994061256599 -0.038862745734252975 0.018386135290528585 0.085200611227973053 -0.047039461049487079
leaf_weight=82263 17169 3155 45204 47804 8595 132607 36804 33292 34626 14909 11382 41732 13184 16068 38836 12129 41884 121953 52197 71328 14834 28092 112238 7167 70321 84332 49427 5355 5789 75548
leaf_count=82263 17169 3155 45204 47804 8595 132607 36804 33292 34626 14909 11382 41732 13184 16068 38836 12129 41884 121953 52197 71328 14834 28092 112238 7167 70321 84332 49427 5355 5789 75548
internal_value=-6.81587e-05 -0.0309355 0.0206665 -0.0450005 0.0089613 0.0330955 0.0138335 -0.062093 -0.0118667 -0.0304807 -0.0169939 0.00547957 -0.0535252 -0.0102306 0.0266484 -0.0142155 -0.0218891 0.0251559 0.0181074 0.0296128 0.0459378 -0.0347759 -0.0146597 -0.0599951 0.000233426 -0.00184473 -0.0349527 -0.0223154 0.044888 -0.0396392
internal_weight=1.33022e+06 534510 795714 307614 409788 385926 338606 141261 226896 166353 192270 204980 107969 139688 133626 71182 59053 238485 91033 193281 147441 151444 123620 89430 163248 154653 52582 18539 42593 123352
internal_count=1330224 534510 795714 307614 409788 385926 338606 141261 226896 166353 192270 204980 107969 139688 133626 71182 59053 238485 91033 193281 147441 151444 123620 89430 163248 154653 52582 18539 42593 123352
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2204 2192 2080 32 144 2270 1568
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=7
split_feature=17 16 16 136 23 95 124 16 136 24 28 52 95 0 20 20 28 136 136 136 112 136 14 28 0 28 20 52 116 136
split_gain=310011 53336.8 40855.2 26108.3 19634.9 19586.7 13201.3 13128.9 12848.4 10648 8590.68 8343.55 8229.34 8096.13 7799.28 7796.74 7631.53 7445.73 7334.25 6969.97 6960.82 6732.36 6236.86 5975 5341.36 5256.41 4302.21 4208.5 4166.66 4160.05
threshold=10.405000209808351 8.7100000381469744 13.344999790191652 0 6.8949999809265146 -0.21518477797508237 -0.043617725372314446 18.219999313354496 1 231.50000000000003 1020.0499877929689 3.2350000143051152 -0.48832450807094568 192.50000000000003 4.8350000381469735 5.6549999713897714 1019.7500000000001 2 3 4 -0.68832838535308827 5 0.9650000035762788 1020.2500000000001 277.50000000000006 1017.4500122070314 5.4349999427795419 6.8949999809265146 0.30069434642791754 6
decision_type=2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 1 2 1 2 2 2 2 2 2 2 1
left_child=1 3 4 9 10 26 -5 15 13 -1 21 19 -6 -3 -11 -7 24 28 -17 -8 -20 -2 -23 -21 -10 -19 -4 -26 -14 -28
right_child=2 8 5 6 12 7 11 -9 16 14 -12 -13 17 -15 -16 18 -18 25 20 23 -22 22 -24 -25 27 -27 29 -29 -30 -31
leaf_value=0.018487642028818675 0.0020915114225688409 -0.0079154636109307966 -0.023240046119391702 7.7301074256793122e-05 -0.014411145875638196 0.007393551949569508 -0.026775531346527822 0.078670872583543994 0.0031337305647623375 -0.096689768488464639 0.019215465821003027 -0.011735859284644221 0.019089018104652258 -0.039185527039598961 -0.061869018783340404 0.043707183674986785 0.02532077696618236 0.018059652961428023 0.031673986431161899 -0.053599005981774264 -0.0062586736055280055 -0.053935695108402619 -0.014641468924827448 -0.0083495329317536306 -0.02050452987130243 0.036802474600917456 0.035093385618233684 0.015749256043262348 -0.0022046791029229728 0.0050761206882564891
leaf_weight=3413 52826 32454 9663 24138 19241 24540 44043 17737 59685 22414 28326 23721 45443 57151 56917 159019 19233 84421 96501 101735 13827 12278 56883 7859 72993 67172 15438 8991 46462 45700
leaf_count=3413 52826 32454 9663 24138 19241 24540 44043 17737 59685 22414 28326 23721 45443 57151 56917 159019 19233 84421 96501 101735 13827 12278 56883 7859 72993 67172 15438 8991 46462 45700
internal_value=-6.47885e-05 -0.0295046 0.0197257 -0.044329 0.00882258 0.031502 -0.0346123 0.0368956 -0.012684 -0.0679786 -0.00559013 -0.0393354 0.0170681 -0.0278567 -0.0717072 0.0343744 -0.00423246 0.0195556 0.0368326 -0.0435966 0.0269176 -0.0113501 -0.0216142 -0.0503496 -0.00824492 0.026363 0.00776237 -0.0165287 0.00832322 0.0126624
internal_weight=1.33022e+06 534747 795477 284240 413052 382425 201496 311624 250507 82744 150313 177358 262739 89605 79331 293887 160902 243498 269347 153637 110328 121987 69161 109594 141669 151593 70801 81984 91905 61138
internal_count=1330224 534747 795477 284240 413052 382425 201496 311624 250507 82744 150313 177358 262739 89605 79331 293887 160902 243498 269347 153637 110328 121987 69161 109594 141669 151593 70801 81984 91905 61138
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2176 6296 2204 3873 1568 1569 2080
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=6
split_feature=18 17 17 136 95 17 25 23 52 29 136 25 136 15 52 121 55 31 31 0 29 8 22 136 122 77 76 113 136 136
split_gain=280991 47556.8 37053.9 25333 19498.6 16092.7 12585.8 12585.7 12579.1 10470.5 10121.6 9660.47 8800.2 10202.1 7401.67 6921.94 6690.81 6293 5842.08 5834.31 5162.98 5110.19 5041.34 4759.49 5339.3 4562.1 4263.52 4032.97 3647.24 3564.46
threshold=10.405000209808351 8.7100000381469744 12.309999942779543 0 -0.51503607630729664 17.029999732971195 254.50000000000003 6.4749999046325692 5.1849999427795419 1020.7500000000001 1 231.50000000000003 2 1.3650000095367434 1.8049999475479128 1.0000000180025095e-35 13.965000152587892 1014.8500061035157 1021.0499877929689 204.50000000000003 1020.8500061035157 7.5499999523162851 4.9149999618530282 3 0.0087262028828263907 1.9750000238418581 19.185000419616703 -0.78257837891578663 4 5
decision_type=2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 1
left_child=1 3 7 11 17 9 -5 23 10 12 19 -1 -6 -14 21 26 20 -4 22 -3 28 -8 -13 -2 -25 29 -12 -15 -9 -7
right_child=2 8 4 6 5 25 14 16 -10 -11 15 18 13 27 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.019057177451941076 -0.029983942241931821 -0.014028430776035284 0.017643844270747017 0.016110069705699528 0.03056844830118869 0.090272446031610387 -0.030187394817284354 0.0093931620010779884 0.014609340754541456 0.042503510014063516 -0.011467357309946996 -0.091070100440930363 -0.011783813442847665 0.025097610746513972 -0.018895909982329061 0.013460786747503228 0.028968781260343336 -0.013980534265790174 -0.010993312240080405 -0.044127500003302282 0.024140000251729576 -0.049717503574061232 -0.063328985523043488 -0.0099787877362166079 0.029985658579637604 0.039025417567836881 -0.041814917532592789 -0.0080052913645531614 -0.0069537648865839775 0.055732790101244128
leaf_weight=3231 23683 25729 30714 12417 158436 12121 56680 87222 36810 88906 108731 24262 31553 79453 47719 26595 44251 32247 4093 43019 36172 81879 50393 53204 9915 21419 12952 10406 56036 19976
leaf_count=3231 23683 25729 30714 12417 158436 12121 56680 87222 36810 88906 108731 24262 31553 79453 47719 26595 44251 32247 4093 43019 36172 81879 50393 53204 9915 21419 12952 10406 56036 19976
internal_value=-6.15268e-05 -0.0281 0.0187729 -0.0422832 0.0274038 0.031274 -0.0326288 0.00528444 -0.0124172 0.0275556 -0.0170012 -0.065671 0.0228067 0.0126745 -0.0358794 -0.00964646 0.0115555 0.00144665 -0.0691557 -0.0328581 0.00726102 -0.0417284 -0.0723445 -0.0108755 -0.00370042 0.0568962 -0.0146976 0.0212642 0.00299916 0.0688217
internal_weight=1.33022e+06 534510 795714 280674 485231 422270 198695 310483 253836 368754 217026 81979 279848 121412 186278 148278 223681 62961 78748 68748 179430 138559 74655 86802 63119 53516 121683 89859 143258 32097
internal_count=1330224 534510 795714 280674 485231 422270 198695 310483 253836 368754 217026 81979 279848 121412 186278 148278 223681 62961 78748 68748 179430 138559 74655 86802 63119 53516 121683 89859 143258 32097
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2176 6288 1825 2192 5985 1057
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=6
split_feature=19 17 20 136 18 122 136 136 124 17 20 17 0 20 52 17 28 136 95 28 115 136 28 20 25 15 95 79 28 136
split_gain=255059 49390.4 41332.1 21937.4 18803.6 13910.7 12834.5 12131.3 9575.93 8624.44 8364.4 7623.05 7001.04 6923.96 6804.65 6699.68 6176.69 6039.36 5726.07 5342.79 4655.56 4457.39 4598.29 4446.08 4432.21 4315.8 4285.37 4281.69 3918.94 4119.74
threshold=10.405000209808351 8.7100000381469744 6.7950000762939462 0 13.344999790191652 1.0000000180025095e-35 1 2 -0.026175950653851029 15.405000209808351 5.2950000762939462 15.405000209808351 206.50000000000003 4.7950000762939462 1.8049999475479128 17.029999732971195 1019.6499938964845 3 -0.46113681793212885 1022.9500122070314 -0.74892720580101002 4 1022.2500000000001 7.555000066757203 236.50000000000003 1.0549999475479128 -0.81468012928962696 2.4250000715255742 1019.2500000000001 5
decision_type=2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1
left_child=1 3 5 13 17 7 12 9 -5 26 -9 16 -3 -1 21 18 23 -4 -6 -19 -12 -10 -23 -8 -15 -14 -2 -17 -7 -30
right_child=2 6 4 8 15 28 11 10 14 -11 20 -13 25 24 -16 27 -18 19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.089746574805013857 -0.021032295194919264 -0.0096756351047706645 0.024335123086278707 -0.0013369376121561451 0.007974061408574467 0.017342151722288032 -0.015565960370494195 -0.042144361463673757 -0.027072461910697395 0.040537520662868365 -0.0010119427652385707 0.027471751120893336 -0.063741937111367178 0.013240476945238619 -0.019230573521796607 0.069063046450864987 0.018695559177205084 0.0042217947283245301 0.034825615612568646 0.030108043133415609 -0.026669341182992704 -0.050681856559960249 0.016883404223488826 0.0066907179626685374 -0.058467876034803315 -0.030367945486232745 0.0073012203948318284 0.035738666449138382 0.0020635402964573639 0.065781451834569446
leaf_weight=20093 16221 37613 126741 21344 22012 40423 110533 22657 32691 17556 64039 17496 12218 2241 40549 22191 19968 107081 202560 24492 24423 86171 2594 28154 56065 46760 75276 17041 3464 9557
leaf_count=20093 16221 37613 126741 21344 22012 40423 110533 22657 32691 17556 64039 17496 12218 2241 40549 22191 19968 107081 202560 24492 24423 86171 2594 28154 56065 46760 75276 17041 3464 9557
internal_value=-5.83945e-05 -0.0267726 0.0178854 -0.0422877 0.0261347 0.00214398 -0.0118829 -0.00341049 -0.0328161 0.00843658 -0.0150367 -0.00385002 -0.0265291 -0.0644264 -0.0369655 0.0355241 -0.00730433 0.0165457 0.0321937 0.00903977 -0.00809556 -0.0428864 -0.0487019 -0.0110478 -0.0557118 -0.0372818 0.00227813 0.0545881 0.0250266 0.0488826
internal_weight=1.33022e+06 534490 795734 261748 522118 273616 272742 220172 183349 109053 111119 176151 96591 78399 162005 263804 158655 258314 224572 131573 88462 121456 88765 138687 58306 58978 91497 39232 53444 13021
internal_count=1330224 534490 795734 261748 522118 273616 272742 220172 183349 109053 111119 176151 96591 78399 162005 263804 158655 258314 224572 131573 88462 121456 88765 138687 58306 58978 91497 39232 53444 13021
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2176 6296 1569 5921 1568 400
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=5
split_feature=16 20 20 136 16 24 29 0 136 52 31 28 31 13 16 136 136 31 52 4 1 43 112 136 20 116 16 16 120 94
split_gain=236758 51537.2 26287 22955.8 16636.5 14802.9 11598.2 10084.6 9635.33 9590.4 8458.27 7692.54 7304.1 7238.64 7029.21 6951.7 6918.94 6622.97 6176.27 6073.95 6062.92 5996.89 5783.06 5749.59 5388.15 4756.4 4561.61 4331.11 4364.17 4125.12
threshold=10.960000038146974 6.5350000858306894 6.3550000190734872 0 15.405000209808351 296.50000000000006 1019.3500061035157 188.50000000000003 1 6.5950000286102304 1019.0499877929689 1020.4500122070314 1021.4500122070314 0.83499997854232799 18.219999313354496 2 3 1020.9500122070314 2.804999947547913 5.0499999523162851 260.50000000000006 12.550000190734865 -0.8338540494441985 4 4.8350000381469735 -0.43049471080303187 15.405000209808351 17.029999732971195 0.061046212911605842 -0.28904561698436732
decision_type=2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 1 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=1 3 8 7 6 20 15 19 26 11 18 16 13 -10 21 22 -3 24 -7 -1 -5 -6 -4 -8 -9 -18 -2 28 -15 -17
right_child=2 9 4 5 14 10 23 17 12 -11 -12 -13 -14 27 -16 29 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.042230368037544673 0.012582234735529869 -0.0035829363008710938 0.011268183112581707 0.0085573466205608652 0.031043064130943543 -0.042219630180494884 0.021281116116209624 -0.084956233030702016 -0.051205143208773778 0.02041255990592418 -0.0072423892070587461 0.017178553294676699 0.027405148879946939 -0.014440132833695574 0.068670457709684163 0.0028340416780919388 0.023375117755314718 -0.010783567005803556 -0.017531354849166386 0.0092872243400128861 -0.019475709284482442 0.065734078347563937 -0.014642005642603532 0.04142286194235844 -0.05661262543356254 -0.02718803106381823 0.049973545215274778 0.028075692967586299 0.018747756472194 0.024453083018250787
leaf_weight=18520 35980 101018 91210 32765 89495 137213 67774 24282 9944 34002 26443 25794 14366 70164 19381 26256 4990 5977 31069 8279 46891 14472 28192 74442 54182 68470 10548 8338 11534 138233
leaf_count=18520 35980 101018 91210 32765 89495 137213 67774 24282 9944 34002 26443 25794 14366 70164 19381 26256 4990 5977 31069 8279 46891 14472 28192 74442 54182 68470 10548 8338 11534 138233
internal_value=-5.54503e-05 -0.0226358 0.0196501 -0.0338729 0.0248547 -0.0261019 0.0201737 -0.0530334 0.00187415 -0.00413929 -0.0335307 -0.00830768 -0.00593172 -0.0107224 0.0410254 0.0143351 -0.0120754 -0.0615192 -0.0376616 -0.0263151 -0.00794484 0.035872 0.0051501 0.0318286 -0.065384 -0.0237501 0.0210544 -0.00625134 -0.00975472 0.0210009
internal_weight=1.33022e+06 619895 710329 385621 549455 274381 426107 111240 160874 234274 194725 200272 114346 99980 123348 283891 174478 84441 168282 26799 79656 103967 119402 142216 78464 73460 46528 90036 81698 164489
internal_count=1330224 619895 710329 385621 549455 274381 426107 111240 160874 234274 194725 200272 114346 99980 123348 283891 174478 84441 168282 26799 79656 103967 119402 142216 78464 73460 46528 90036 81698 164489
cat_boundaries=0 1 2 3 4 5
cat_threshold=2176 32 2270 5985 220
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=5
split_feature=16 19 20 20 19 16 136 24 136 20 136 27 120 52 36 31 117 17 29 136 28 28 30 136 20 24 67 38 29 121
split_gain=215329 46402.9 27801.2 17289.1 13105.7 12982.2 11212.2 10704.9 9882.15 9477.21 8964 9958.18 8086.33 7691.16 6330.03 4910.78 4723.36 4695.58 4299.15 4280.49 4263.88 4247.33 4170.67 4097.12 3951.09 3932.88 3917.4 3627.5 3495.15 3481.97
threshold=9.5450000762939471 11.775000095367433 5.555000066757203 8.6050000190734881 9.5450000762939471 16.335000038146976 0 222.50000000000003 1 5.7750000953674325 2 234.50000000000003 -0.38266885280609125 2.1950000524520878 16.150000572204593 1021.9500122070314 -0.33379416167736048 15.405000209808351 1019.4500122070314 3 1019.2500000000001 1018.3500061035157 1014.3500061035157 4 7.4549999237060556 249.50000000000003 1.6050000190734866 10.449999809265138 1019.1499938964845 0.14780378341674807
decision_type=2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2
left_child=2 5 7 9 13 6 14 -1 15 29 17 22 24 16 -2 26 -4 -11 -14 -5 23 -13 -12 -18 -8 -6 -9 -23 -21 -3
right_child=1 3 4 19 25 -7 12 8 -10 10 11 21 18 -15 -16 -17 20 -19 -20 28 -22 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.018521596702727069 -0.013695817963256689 -0.0067217584293093428 0.0018060844013899095 0.046998138664228167 0.028765396124472875 0.039629848166675773 -0.011492529926019415 -0.069034757536925895 -0.035816483902074189 0.027945173386386857 0.012818558741451472 0.013513806765736554 0.0077270024657176391 -0.008578249614074062 -0.053365851379900388 -0.00011840932422164116 -0.018668746276393321 0.056920219188445531 0.033512156392851419 0.022285605984522758 -0.0080906624593743148 -9.5516688336718663e-05 -0.019604400379990953 -0.042026351866189346 0.0069010257874275692 -0.0072805370265850147 -0.032482641786525768 0.031320237692275966 0.039064325890401617 0.026427683836709733
leaf_weight=6054 69640 51246 9351 54701 8372 18514 92953 62674 69672 58602 16255 118696 75492 42978 11753 3065 23034 18364 20570 65778 13401 10346 25443 102855 42566 78723 8301 82142 58767 9370
leaf_count=6054 69640 51246 9351 54701 8372 18514 92953 62674 69672 58602 16255 118696 75492 42978 11753 3065 23034 18364 20570 65778 13401 10346 25443 102855 42566 78723 8301 82142 58767 9370
internal_value=-5.33157e-05 0.0138207 -0.0292338 0.0224752 -0.0198977 -0.0010532 -0.00345981 -0.0466082 -0.0493518 0.0165737 0.019913 0.0153636 0.00215102 -0.0272074 -0.0194217 -0.0620754 -0.0325938 0.0348541 0.0132484 0.0353308 -0.0349032 0.0197731 -0.00696506 -0.0377574 -0.00571518 -0.00381562 -0.0647597 0.027806 0.0302003 -0.00159753
internal_weight=1.32968e+06 901198 428480 569710 278714 331488 312974 149766 143712 390464 329848 252882 231581 191619 81393 74040 148641 76966 96062 179246 139290 211184 41698 125889 135519 87095 70975 92488 124545 60616
internal_count=1329678 901198 428480 569710 278714 331488 312974 149766 143712 390464 329848 252882 231581 191619 81393 74040 148641 76966 96062 179246 139290 211184 41698 125889 135519 87095 70975 92488 124545 60616
cat_boundaries=0 1 2 3 4 5
cat_threshold=2192 2204 1056 5153 1568
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=6
split_feature=18 16 16 136 95 23 16 136 124 28 67 136 116 20 24 122 0 95 136 16 20 116 53 120 31 28 76 136 136 28
split_gain=196321 37542.8 30007 15923.8 13931.9 13840.8 10191.9 9587.2 9228.52 7612.83 6409 6095.95 8091.2 5981.89 5951.5 5627.38 5493.55 5382.43 5160.42 4492.78 4406.01 4276.17 4096.44 4080.36 4061.86 3749.02 3531.45 3414.7 3405.52 3444.32
threshold=10.405000209808351 8.7100000381469744 13.344999790191652 0 -0.30955864489078516 7.055000066757203 18.219999313354496 1 -0.16504132002592084 1020.0499877929689 2.5149999856948857 2 -0.46173103153705591 5.3550000190734872 231.50000000000003 0.061046212911605842 202.50000000000003 -0.60991221666336048 3 17.029999732971195 4.7950000762939462 0.21643137186765674 5.3949999809265146 -0.44618082046508784 1015.3500061035157 1017.8500061035157 19.404999732971195 4 5 1022.5499877929689
decision_type=2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 1 2
left_child=1 3 5 14 24 9 11 16 -5 13 28 12 -6 -2 -1 19 -3 -7 21 22 -16 -19 26 -20 -4 -12 -9 -15 -10 -30
right_child=2 7 4 8 6 17 -8 15 10 -11 25 -13 -14 27 20 -17 -18 18 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.014248973982570374 -0.03067541792786016 -0.0073753671360718941 0.016477709657851777 0.0027682586676834632 -0.013909117393556387 -0.015215505438595251 0.067725297049802333 -0.0089519167492945542 -0.025414139072302552 0.01734470530025534 -0.023568852318394298 0.034078110873277376 0.024570915228054317 0.0049618156752295438 -0.077655069675880123 0.018837081090377104 -0.032386986876042433 0.01861466478467784 0.013109535441350692 0.040333573153368607 -0.050627865868334246 -0.0053157314421028038 0.010926904330467323 0.029095122303495626 -0.0090208040193884721 0.012582906002661907 -0.035892891342585137 -0.012399190732288262 -0.045359973586948515 0.01939501269934513
leaf_weight=2980 26595 35571 33534 20879 15838 14703 17303 100957 35492 33055 40039 176166 99385 52871 20479 25498 57348 33346 80197 4910 57191 42410 22986 79483 29234 8736 13830 60985 85573 2104
leaf_count=2980 26595 35571 33534 20879 15838 14703 17303 100957 35492 33055 40039 176166 99385 52871 20479 25498 57348 33346 80197 4910 57191 42410 22986 79483 29234 8736 13830 60985 85573 2104
internal_value=-5.06686e-05 -0.0234816 0.0157026 -0.0364288 0.0260758 0.00660718 0.0304423 -0.00992081 -0.0286205 -0.00424416 -0.0324337 0.0282284 0.01928 -0.00932507 -0.0550867 -0.00279828 -0.0228097 0.0141341 0.015967 -0.0066648 -0.057754 0.00521717 -0.00833974 0.0210653 0.00460186 -0.0170938 -0.0121979 -0.00433796 -0.0385083 -0.043801
internal_weight=1.32968e+06 534573 795105 273473 371460 423645 308692 261100 192823 173506 171944 291389 115223 140451 80650 168181 92919 250139 235436 142683 77670 75756 137773 159680 62768 48775 114787 113856 123169 87677
internal_count=1329678 534573 795105 273473 371460 423645 308692 261100 192823 173506 171944 291389 115223 140451 80650 168181 92919 250139 235436 142683 77670 75756 137773 159680 62768 48775 114787 113856 123169 87677
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2176 6296 4318 2200 5665 1568
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=7
split_feature=19 16 16 136 16 27 136 27 16 136 136 120 124 28 52 136 1 37 76 38 120 28 28 116 136 28 136 52 9 30
split_gain=177416 36120 30704.2 14180.2 12711.9 11859.8 14587.3 11711.4 10417.3 8840.63 8126.78 7983.67 7659.83 6982.5 5550.59 5391.33 5380.28 5153.08 4979.95 4705.78 4662.01 4564.68 4227.92 4188.59 3986.11 3604.54 3498.31 3495.98 3339.68 3299.17
threshold=10.405000209808351 8.7100000381469744 12.309999942779543 0 17.029999732971195 245.50000000000003 1 231.50000000000003 15.405000209808351 2 3 -0.35019405186176294 -0.095842104405164705 1017.5499877929689 3.7350000143051152 4 202.50000000000003 16.44999980926514 2.3549998998641972 15.250000000000002 0.0087262028828263907 1016.5499877929689 1021.9500122070314 0.21643137186765674 5 1006.9500122070314 6 5.3350000381469735 7.7500000000000009 1015.2500000000001
decision_type=2 2 2 1 2 2 1 2 2 1 1 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 1 2 2 2
left_child=1 3 7 19 5 6 -4 15 10 17 16 -11 -5 25 22 -2 28 23 -6 -1 27 -13 24 -9 -14 -7 -15 -12 -3 -8
right_child=2 8 4 12 18 13 29 9 -10 11 20 21 14 26 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.043764503051916606 0.0068272553746972151 -0.018195774835239875 0.028587732785611698 0.0016126780535554823 0.058209844537765967 0.033188658213052107 0.00264864849369218 0.0098441922508175888 0.020236712341036051 0.0043816881664740688 -0.013723025429520764 0.013320756241270316 -0.022625994194791048 0.023249984715127334 -0.0033008062239178525 -0.030923282339029246 -0.034430329401160573 -0.041755018978581013 0.028356804179093028 -0.068964467533512763 0.013536783908001854 0.036067558166727673 0.013941579947783176 -0.014079557960532188 -0.041462300060342468 0.013184688188292496 0.038706321464844144 0.006892765424120745 0.017856495522826536 -0.02025351924736387
leaf_weight=47027 13334 26470 42235 19353 32734 28293 29938 36288 26135 122752 109294 46610 38972 59910 15549 32531 56198 9287 24370 30567 25332 41865 4327 36900 101432 110355 94685 25330 8482 33123
leaf_count=47027 13334 26470 42235 19353 32734 28293 29938 36288 26135 122752 109294 46610 38972 59910 15549 32531 56198 9287 24370 30567 25332 41865 4327 36900 101432 110355 94685 25330 8482 33123
internal_value=-4.81347e-05 -0.022326 0.014925 -0.0358204 0.0234066 0.0202454 0.00585138 0.00354407 -0.00980573 0.00721351 -0.0129325 0.0126337 -0.0280991 0.0254139 -0.0316884 -0.0199536 -0.0248475 -0.00666895 0.0454696 -0.0536847 -0.00614091 0.0240842 -0.0347382 -0.00221771 -0.0362385 0.0172668 0.0327206 -0.00984409 -0.00944677 -0.0093793
internal_weight=1.32968e+06 534468 795210 257227 455643 398539 105296 339567 277241 293702 251106 211227 179633 293243 160280 45865 91150 82475 57104 77594 159956 88475 144731 73188 140404 138648 154595 134624 34952 63061
internal_count=1329678 534468 795210 257227 455643 398539 105296 339567 277241 293702 251106 211227 179633 293243 160280 45865 91150 82475 57104 77594 159956 88475 144731 73188 140404 138648 154595 134624 34952 63061
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=2176 32 2192 6296 32 1568 214
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=6
split_feature=17 19 20 20 52 17 17 25 55 136 136 113 120 136 136 121 40 121 136 27 36 64 29 95 29 136 8 30 110 120
split_gain=161824 34656.4 23600.7 15071.2 10557.7 9906.45 9343.84 8363.25 8252 7656.76 7391.03 9273.73 7229.21 7123.21 5899.62 5237.07 4457.11 4428.15 5194.78 4295.95 4208.82 4008.77 3886.48 3738.41 3471.91 3366.54 3274.47 3246.79 3219.17 2961.23
threshold=9.5450000762939471 11.775000095367433 5.5950000286102304 6.2349998950958261 3.5749999284744267 17.029999732971195 17.029999732971195 215.50000000000003 6.5750000476837167 0 1 -0.79332312941551197 0.095842104405164733 2 3 -0.36648726463317866 11.34999990463257 1.0000000180025095e-35 4 245.50000000000003 16.250000000000004 3.6650000810623173 1022.4500122070314 -0.73134052753448475 1019.0499877929689 5 8.5500001907348651 1019.9500122070314 0.72904586791992199 -0.16504132002592084
decision_type=2 2 2 2 2 2 2 2 2 1 1 2 2 1 1 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2
left_child=2 6 7 17 12 10 8 -1 13 16 27 22 14 20 24 26 -9 18 -3 -20 -2 -7 29 -6 -4 -14 -15 -5 -11 -12
right_child=1 3 4 5 23 21 -8 9 -10 28 11 -13 25 15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.020706651682161292 -0.014665039782498911 0.016000193004267641 -0.018902791268478748 0.026474920824393428 -0.014673776351412676 0.057275032564692435 0.035436614261727915 -0.045178017376887258 0.01603551750301193 -0.01855499623866352 0.011157408191677883 -0.00088412901376527645 -0.016635642800247298 -0.0019752078762963953 -0.033765073081466361 0.0087300425393061522 -0.070325852953336335 0.02382944412036761 -0.025466934969239369 0.001446408478914762 -0.047992198360333187 0.026473185760672827 0.033964055233141457 0.015190597470029786 0.016935188134639175 0.011934513571967955 -0.01972168616107901 0.045626217129553004 -0.040127936316799326 0.024222721106659545
leaf_weight=5296 60475 26263 82505 114381 15850 27826 16701 48557 48318 28686 88120 62074 20205 74436 96738 76468 27654 19533 26964 32942 11233 17027 45789 30924 7361 21036 39940 27440 43540 85396
leaf_count=5296 60475 26263 82505 114381 15850 27826 16701 48557 48318 28686 88120 62074 20205 74436 96738 76468 27654 19533 26964 32942 11233 17027 45789 30924 7361 21036 39940 27440 43540 85396
internal_value=-4.57271e-05 0.0119791 -0.0253479 0.0193872 -0.0165668 0.0232382 -0.000996656 -0.041034 -0.00295398 -0.0432368 0.0208701 0.0161769 -0.0210087 -0.00644865 -0.0251957 -0.00139972 -0.0542961 0.00233478 -0.00253768 -0.0106656 -0.0198829 0.0455821 0.0210068 0.00507065 -0.0159655 -0.00206386 -0.00817226 0.0301782 -0.0315554 0.0175875
internal_weight=1.32968e+06 901326 428352 573755 274619 468053 327571 153733 310870 148437 423200 281379 227845 262552 186604 190844 76211 105702 86169 59906 71708 44853 219305 46774 89866 41241 114376 141821 72226 173516
internal_count=1329678 901326 428352 573755 274619 468053 327571 153733 310870 148437 423200 281379 227845 262552 186604 190844 76211 105702 86169 59906 71708 44853 219305 46774 89866 41241 114376 141821 72226 173516
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2204 5153 2192 5925 32 2192
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=8
split_feature=16 19 20 16 20 19 119 0 28 136 136 95 136 31 16 14 136 123 136 28 67 136 112 28 52 52 136 121 136 12
split_gain=147204 34993.9 19014.2 17987.9 16892.8 9278.57 8700.3 8666 7255.99 7589.63 6470.02 5986.12 5875.97 5913.26 5772.18 5046.9 4626.09 4602.63 4318.25 4184.57 4006.46 3896.2 4780.38 3284.53 3257.64 3070.03 3016.4 2984.51 2968.47 2916.99
threshold=10.960000038146974 9.5450000762939471 5.3949999809265146 17.029999732971195 6.2550001144409189 13.344999790191652 -0.55191597342491139 216.50000000000003 1019.6499938964845 0 1 -0.23827143758535382 2 1020.9500122070314 20.524999618530277 0.91500002145767223 3 -0.43049471080303187 4 1019.3500061035157 1.6449999809265139 5 -0.79332312941551197 1020.2500000000001 1.8049999475479128 8.0749998092651385 6 0.04361772537231446 7 1.044999957084656
decision_type=2 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 1 2 1 2 2 1 2 2 2 2 1 2 1 2
left_child=1 2 16 4 12 19 -4 23 9 -8 -9 -7 29 15 18 -14 -1 25 -5 26 -18 -13 -23 -3 -11 -12 -6 -17 -21 -2
right_child=3 7 6 14 5 11 8 10 -10 24 17 21 13 -15 -16 27 20 -19 -20 28 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.028032541340281259 0.021001531208816121 0.0036391838460161593 0.022622774450116536 0.05170809187128679 -0.0056777068968435988 0.0036868744755256637 -0.014740990423330031 -0.026926558590330503 0.0045336357093797046 -0.037042275438461128 -0.01336291384409736 0.035509579286648191 -0.043917462546861741 0.020720064522641645 0.090715912355616934 -0.013517765443837421 -0.058253729890593145 0.012928417878646573 0.025068745423392824 0.032315373624636962 -0.024018858181781691 0.025967137703299104 0.0028631613736083907 0.028485231029731758 -0.016645814979096295 0.016261728407195836 0.0096203614128759704 0.017068940417613927 0.012156562056338145 -0.0097567646861480006
leaf_weight=23784 30190 82534 10904 25332 44001 32921 93277 46395 21801 108628 83826 78670 12530 13751 5152 59324 61895 27705 38274 28830 9915 123381 27352 15857 23880 9764 120322 9214 49918 10351
leaf_count=23784 30190 82534 10904 25332 44001 32921 93277 46395 21801 108628 83826 78670 12530 13751 5152 59324 61895 27705 38274 28830 9915 123381 27352 15857 23880 9764 120322 9214 49918 10351
internal_value=-4.34492e-05 -0.0178378 -0.0281338 0.0155101 0.0129022 0.0171037 -0.0210877 -0.00413663 -0.0230128 -0.0256725 -0.0110485 0.0236251 -0.00278498 -0.00959642 0.0398134 -0.01474 -0.0471867 -0.00497258 0.0356903 0.0100657 -0.0535194 0.0264864 0.0217732 0.00764345 -0.033364 -0.0102723 0.00552422 -0.0094058 0.0195424 0.013145
internal_weight=1.32968e+06 620165 354084 709513 640755 505395 258490 266081 247586 225785 167690 262324 135360 94819 68758 81068 95594 121295 63606 243071 71810 229403 150733 98391 132508 93590 164323 68538 78748 40541
internal_count=1329678 620165 354084 709513 640755 505395 258490 266081 247586 225785 167690 262324 135360 94819 68758 81068 95594 121295 63606 243071 71810 229403 150733 98391 132508 93590 164323 68538 78748 40541
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=1825 2200 32 4643 3105 5153 2196 7683
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=18 20 20 20 20 16 28 28 67 117 26 20 55 42 53 23 18 121 76 116 0 81 17 39 19 28 28 16 108 37
split_gain=135072 26971.1 21449.9 11848.1 11625.8 10211.1 8190.69 7578.26 7189.17 6533.4 5719.31 5841.79 5587.23 5577.08 5431.41 4500.6 4478.96 4372.62 4056.8 3883.11 3788.27 3417.65 3261.88 3229.84 3203.16 3056.92 3043.99 2827.95 2668.37 2479.3
threshold=10.405000209808351 5.6349999904632577 8.6050000190734881 5.3949999809265146 7.1349999904632577 14.550000190734865 1019.3500061035157 1020.4500122070314 1.5649999976158144 -0.47714059054851526 109.50000000000001 4.6349999904632577 17.804999351501468 12.550000190734865 2.9250000715255742 10.545000076293947 17.029999732971195 0.11319890245795251 15.824999809265138 -0.46173103153705591 177.50000000000003 258.78329467773443 18.219999313354496 12.34999990463257 8.7100000381469744 1022.2500000000001 1000.3500061035157 14.550000190734865 -0.62624862790107716 10.750000000000002
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 8 3 17 6 7 9 12 10 -3 -1 -12 16 19 18 22 21 -2 27 23 -9 -5 25 -7 -13 26 -4 -11 -10 -22
right_child=2 4 15 5 -6 13 -8 20 28 14 11 24 -14 -15 -16 -17 -18 -19 -20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.071550549703052427 -0.018312783907431265 0.0070403032225798126 0.040339243335403008 0.003780190503782783 0.0037917857235493339 -0.023171840578772473 0.0061486165222437343 0.034680884179716993 0.042464856832393719 -0.023990357398509465 -0.064418938935217149 -0.042361736030388106 0.019668484016787821 0.042258994270009807 -0.0059764339209368092 0.042809607403751032 0.049269643966080801 0.019010233079676118 -0.042076761133554005 0.025014064484782744 -0.011273360578410843 -0.0080199820592763114 0.052545164484340524 0.012134950170375155 -0.022025825714682621 0.035919808285777469 0.015697411798300732 0.016098791176190369 -0.020114110281831393 0.016935504848653707
leaf_weight=1108 51755 20269 14089 163256 90266 7931 33825 28347 1783 142670 24670 78870 42789 28115 40098 36887 4571 9250 33311 64681 9325 98312 9151 35343 25665 31025 113441 4539 38180 47297
leaf_count=1108 51755 20269 14089 163256 90266 7931 33825 28347 1783 142670 24670 78870 42789 28115 40098 36887 4571 9250 33311 64681 9325 98312 9151 35343 25665 31025 113441 4539 38180 47297
internal_value=-2.20681e-05 -0.0194422 0.0130437 0.00821305 -0.0117759 0.010615 -0.0168912 0.00653587 -0.0358744 -0.0201264 -0.0415638 -0.0425338 0.00289868 0.0224234 -0.0226223 0.0269972 0.000202488 -0.0126536 -0.0263198 0.0172576 0.0197598 -0.00065498 0.0235193 0.00566413 -0.0373689 0.021844 0.0184197 -0.0227543 -0.0173221 0.0122898
internal_weight=1.33082e+06 535254 795565 590972 364978 529967 274712 393897 170276 240887 130313 129205 308928 136070 220618 204593 266139 61005 180520 107955 84969 261568 167706 43274 104535 158555 127530 147209 39963 56622
internal_count=1330819 535254 795565 590972 364978 529967 274712 393897 170276 240887 130313 129205 308928 136070 220618 204593 266139 61005 180520 107955 84969 261568 167706 43274 104535 158555 127530 147209 39963 56622
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=6
split_feature=19 16 16 27 136 95 28 136 16 136 124 136 136 31 15 120 16 12 136 27 119 53 1 122 132 31 122 42 120 31
split_gain=123141 24828.7 21257.5 11949.4 10617.7 10301.2 9157.93 8081.27 6452.1 6222.59 6140.57 6014.18 5883.49 5815.54 5978.38 5114.03 4993.22 4888.47 4676.55 6544.44 4313.5 4106.68 4082.56 3961.82 3593.12 3422.74 2982.49 2959.23 2800.4 2790.02
threshold=10.405000209808351 8.7100000381469744 13.344999790191652 233.50000000000003 0 -0.3356711864471435 1017.3500061035157 1 18.219999313354496 2 -0.095842104405164705 3 4 1020.5499877929689 1.0049999952316286 0.0087262028828263907 15.405000209808351 3.1049998998641972 5 241.50000000000003 -0.43049471080303187 1.7849999666213991 204.50000000000003 0.0087262028828263907 1022.5499877929689 1015.2500000000001 -0.49240480363368982 10.650000095367433 0.47714059054851538 1024.4500122070315
decision_type=2 2 2 2 1 2 2 1 2 1 2 1 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 9 22 25 11 13 18 -2 -6 17 29 14 -3 -14 23 -5 26 -20 -16 28 -1 -9 -13 -4 27 -7 -12 -8
right_child=2 7 5 6 10 8 12 16 -10 -11 21 24 15 -15 20 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02630575774286097 0.007387301614378174 -0.052230878749111302 0.013806114078762338 -0.017608516394181626 0.0034578002423638478 0.014665365452358539 0.0016242463690235413 -0.0076560632674424816 0.055561227452764678 -0.027235894770883892 -0.032205847057029745 0.0060891461773228371 0.018902151965931976 0.0099314356294984626 0.017370773325442821 0.046703618243947045 0.023785928418329307 0.020417925680415717 -0.026619198629595199 0.018438354472444188 -0.02149920435247063 -0.012312819926095536 -0.052201723363453204 0.01518196494874155 0.084909855220900332 -0.010700840686524686 0.03385506961091974 0.032266138966518192 0.012348409527488186 0.023726377622875643
leaf_weight=20817 19326 14861 29836 53594 19436 60678 62017 124668 16616 39489 117442 139675 75046 15505 7893 21218 17908 10034 9044 73990 74559 39564 56605 22402 1461 27269 98301 39380 3636 18549
leaf_count=20817 19326 14861 29836 53594 19436 60678 62017 124668 16616 39489 117442 139675 75046 15505 7893 21218 17908 10034 9044 73990 74559 39564 56605 22402 1461 27269 98301 39380 3636 18549
internal_value=-2.09647e-05 -0.0185623 0.0124552 0.0051159 -0.029747 0.0215574 0.00834929 -0.00819475 0.0252852 -0.0158624 -0.0230852 0.00115117 0.0166845 -0.0185066 -0.0230396 0.0250274 -0.00114191 -0.01161 0.0234974 0.0135291 -0.0177782 -0.026298 -0.045233 -0.00417733 0.00690459 0.00210346 0.0276681 0.0215925 -0.0308679 0.00671207
internal_weight=1.33082e+06 535296 795523 440409 257500 355114 381594 277796 298009 58815 180078 204764 176830 112818 97313 96264 164978 63628 281393 83034 82452 160642 77422 147070 141136 57105 198359 100058 121078 80566
internal_count=1330819 535296 795523 440409 257500 355114 381594 277796 298009 58815 180078 204764 176830 112818 97313 96264 164978 63628 281393 83034 82452 160642 77422 147070 141136 57105 198359 100058 121078 80566
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2176 6300 32 2200 220 3937
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=6
split_feature=17 20 17 95 136 122 28 136 14 1 31 136 136 9 53 77 113 31 20 20 28 136 120 109 16 121 20 132 136 117
split_gain=112068 27994.7 16076.5 14159.6 13720.6 11395.8 9772.55 8484.74 9406.84 7917.07 7292.79 6096.35 5544.24 5465.83 4997.87 4971.35 4492.77 4207.9 4136.47 4093.05 4042.85 4609.18 3955.27 3750.18 3578.41 3289.47 3200.17 3159.73 3010.19 2955.6
threshold=10.960000038146974 6.8150000572204599 17.029999732971195 -0.48832450807094568 0 1.0000000180025095e-35 1019.3500061035157 1 0.91500002145767223 200.50000000000003 1019.4500122070314 2 3 7.9500000476837167 7.0750000476837167 2.0949999094009404 -0.84335932135581959 1014.1499938964845 4.7449998855590829 5.4149999618530282 1020.5499877929689 4 -0.16504132002592084 1.0000000180025095e-35 15.405000209808351 0.1650413200259209 5.4149999618530282 1022.0499877929689 5 -0.47714059054851526
decision_type=2 2 2 2 1 2 2 1 2 2 2 1 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2
left_child=1 4 3 17 9 10 7 19 -9 13 12 22 -6 -1 20 28 -10 -2 -11 -5 21 -3 -8 -14 27 -13 -25 -21 -4 -23
right_child=2 14 15 6 5 -7 11 8 16 18 -12 25 23 -15 -16 -17 -18 -19 -20 24 -22 29 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.027614894508217903 0.0056278937781058637 0.011641765895123866 0.067001032524121193 -0.0077131231552411694 -0.011387549897258049 0.012992095723201411 0.025195746367823724 -0.037044889561858856 0.009429992309005578 -0.061775985510531296 0.0047350963456218188 0.0079645027159397936 0.037735285637344712 0.012860831962188183 0.020369200351002224 0.021825932501955764 -0.010213765908178764 -0.0180728810046864 -0.037266658281052543 0.014493117362056558 0.017767141173842555 0.025024687343907656 0.047755584328575768 -0.041091645227705677 0.03492744756406764 0.027084059999972921 -0.024521828128539154 0.069329591536112331 0.037692941166212121 -0.012684303016270085
leaf_weight=31490 30768 29505 14150 16536 76919 30070 55313 14761 120460 21864 27725 62736 2154 11346 27819 31459 38382 47856 80961 159274 20998 5482 29948 38954 27427 35073 115651 2671 23353 99714
leaf_count=31490 30768 29505 14150 16536 76919 30070 55313 14761 120460 21864 27725 62736 2154 11346 27819 31459 38382 47856 80961 159274 20998 5482 29948 38954 27427 35073 115651 2671 23353 99714
internal_value=-1.99239e-05 -0.0155405 0.0135443 0.0110772 -0.0224209 -0.0161569 0.0138549 0.00927789 0.00113524 -0.034952 -0.0195106 0.0233431 -0.0223873 -0.0168941 0.000848498 0.0364835 0.00468335 -0.00879804 -0.0424782 0.0161422 -0.0026393 -0.00582038 0.033116 -0.0277821 0.0182261 0.014819 -0.0286967 0.0153975 0.0487789 -0.0107182
internal_weight=1.33082e+06 620652 710167 641205 437134 291473 562581 379511 173603 145661 261403 183070 233678 42836 183518 68962 158842 78624 102825 205908 155699 134701 85261 156759 189372 97809 154605 161945 37503 105196
internal_count=1330819 620652 710167 641205 437134 291473 562581 379511 173603 145661 261403 183070 233678 42836 183518 68962 158842 78624 102825 205908 155699 134701 85261 156759 189372 97809 154605 161945 37503 105196
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2192 1825 7939 1568 1057 1057
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=5
split_feature=19 20 20 16 121 16 136 27 119 136 136 30 16 28 136 28 95 67 28 136 95 116 28 20 36 13 16 30 29 8
split_gain=102413 21824.9 17935.4 9753.99 9414.07 8855.85 7440.37 7860.8 7261.12 7806.44 6935.41 5801.08 5540.98 5398.91 4972.2 5754.37 4970.9 4566.04 3983.33 3913.33 3636.23 3508.2 3257.89 3193.23 3171.38 2997.04 2923.54 2879.08 2667.72 2596.44
threshold=10.405000209808351 5.6349999904632577 6.9349999427795419 11.775000095367433 0.11319890245795251 14.039999961853029 0 243.50000000000003 -0.55191597342491139 1 2 1020.1499938964845 15.405000209808351 1021.0499877929689 3 1017.5499877929689 -0.78352171182632435 1.7250000238418581 1019.8500061035157 4 -0.87866890430450428 0.21643137186765674 1017.7500000000001 4.8350000381469735 18.250000000000004 1.6250000000000002 18.219999313354496 1013.7500000000001 1007.3500061035157 9.4499998092651385
decision_type=2 2 2 2 2 2 1 2 2 1 1 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=1 10 4 8 6 14 12 -8 -3 22 27 -11 20 17 21 28 -17 23 -6 -7 -2 -4 29 -12 -9 -21 -5 -1 -16 -10
right_child=2 3 5 26 18 19 7 24 9 11 13 -13 -14 -15 15 16 -18 -19 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.011559838077873721 -0.021204723959965175 0.021329719233381401 0.014345246842412493 0.0046828385748982669 0.013520634390947812 0.033313179262902566 -0.033300141299680133 -0.0022771368567164863 -0.0045215935135677994 -0.026488210220948341 -0.056601092410673418 0.0032314697899744095 0.031696275285631979 0.0072787418244055135 0.022976499073343443 -0.041985945760358245 0.025043063270258348 -0.020711665765177384 0.046677712451190317 -0.0012350946273851518 0.0058082126551062228 -0.010504972380046064 0.013103031577950572 -0.037716728212271344 -0.05252200404256762 0.02319012637351512 0.054342190663461291 -0.021579368443850718 0.0055989592751933505 -0.021114364514620294
leaf_weight=10334 14575 13857 23478 64730 42129 93698 29928 93248 74886 142138 32815 18564 18453 6648 26959 2833 116930 27259 11539 15982 85769 35949 18199 70432 3250 58638 3106 17918 122165 34410
leaf_count=10334 14575 13857 23478 64730 42129 93698 29928 93248 74886 142138 32815 18564 18453 6648 26959 2833 116930 27259 11539 15982 85769 35949 18199 70432 3250 58638 3106 17918 122165 34410
internal_value=-1.88883e-05 -0.0169279 0.0113589 -0.0101766 0.00168148 0.0171832 -0.00246977 -0.0109118 -0.0140244 -0.0157242 -0.0320256 -0.0230536 0.00651474 -0.0366716 0.0124025 0.0152949 0.0234575 -0.0389132 0.0206496 0.0265081 0.00188457 -0.000687207 -0.00648357 -0.0437187 -0.00396936 0.0179564 0.00695659 -0.00945438 0.00874051 -0.00974555
internal_weight=1.33082e+06 535296 795523 369890 298891 496632 245223 126426 302054 288197 165406 160702 118797 137154 328314 268887 119763 130506 53668 168318 100344 59427 127495 103247 96498 74620 67836 28252 149124 109296
internal_count=1330819 535296 795523 369890 298891 496632 245223 126426 302054 288197 165406 160702 118797 137154 328314 268887 119763 130506 53668 168318 100344 59427 127495 103247 96498 74620 67836 28252 149124 109296
cat_boundaries=0 1 2 3 4 5
cat_threshold=1569 5921 544 144 7273
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=7
split_feature=18 20 95 17 52 28 28 136 122 118 136 67 136 17 136 31 26 77 14 120 136 136 25 120 134 18 136 114 132 4
split_gain=93309.9 22504.9 13740.5 11868.9 10836.9 8245.57 7230.78 7069.29 6551.18 6507.54 5776.51 5649.54 4738.74 4676.1 4441.48 4274.79 4184.18 4113.89 3921.95 3813.77 3783.74 3783.5 5030.72 3764.2 3214.27 3135.13 3131.19 3064.88 2845.52 2700.91
threshold=10.960000038146974 5.6349999904632577 -0.40922743082046503 14.550000190734865 5.1849999427795419 1020.4500122070314 1016.9500122070314 0 0.095842104405164733 -0.53727915883064259 1 1.4049999713897707 2 18.219999313354496 3 1013.7500000000001 302.50000000000006 18.255000114440922 0.87500000000000011 1.0000000180025095e-35 4 5 247.50000000000003 0.078456107527017607 1018.8500061035157 17.029999732971195 6 -0.79332312941551197 1022.0499877929689 4.4500000476837167
decision_type=2 2 2 2 2 2 2 1 2 2 1 2 1 2 1 2 2 2 2 2 1 1 2 2 2 2 1 2 2 2
left_child=1 8 15 6 5 7 12 16 11 -9 23 14 25 21 -1 29 -3 -11 -14 -12 -7 -5 -23 27 -18 28 -17 -8 -4 -2
right_child=2 4 3 13 -6 20 10 9 -10 17 19 -13 18 -15 -16 26 24 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02530709634566071 0.020652827202577134 0.0070410511684796135 0.0067767419359335687 0.030798497478734279 0.010781084298434633 -0.008634447961659554 0.0066713611893893399 0.019404828976681502 -0.00045861268683199878 -0.019281657949361583 0.020016510017348894 -0.016718849162521473 -0.046014650329532641 0.049479074879589524 -0.045346511341030904 -0.032807268079803768 -0.0121391415004245 -0.041661807809121119 -0.0036153423938417167 0.043393827254525806 0.022486328881116846 -0.006675464021841178 0.021431181632976002 0.021011982212018571 0.10976055900541458 0.061779693952059282 -0.0066850821135226906 -0.019931321738879074 0.0631367626877858 -0.0094459568121522189
leaf_weight=44095 20040 46145 126212 80056 64780 16368 53763 9956 17956 164467 80600 42793 5973 17574 74619 15158 91219 23463 62783 22266 24199 19297 90982 37912 544 2745 47150 13557 2280 11867
leaf_count=44095 20040 46145 126212 80056 64780 16368 53763 9956 17956 164467 80600 42793 5973 17574 74619 15158 91219 23463 62783 22266 24199 19297 90982 37912 544 2745 47150 13557 2280 11867
internal_value=-1.79313e-05 -0.0141811 0.0123583 0.0150781 -0.0081082 -0.0113595 0.0101243 -0.0139318 -0.0291092 -0.0199878 0.0166489 -0.0322945 0.0033352 0.0248017 -0.037909 -0.00542484 -0.00524008 -0.0220758 -0.00729761 0.0250742 0.00993311 0.0225232 0.0165115 0.00840985 -0.0114165 0.00890568 -0.0130463 0.00131407 0.00777681 0.00945835
internal_weight=1.33082e+06 620604 710215 616000 441141 376361 408091 335794 179463 197886 208098 161507 199993 207909 118714 94215 137908 187930 68756 102866 40567 190335 110279 105232 91763 131237 62308 67320 128492 31907
internal_count=1330819 620604 710215 616000 441141 376361 408091 335794 179463 197886 208098 161507 199993 207909 118714 94215 137908 187930 68756 102866 40567 190335 110279 105232 91763 131237 62308 67320 128492 31907
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=1825 252 1893 5675 176 3105 402
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=17 16 52 120 16 30 20 20 55 39 17 15 0 67 16 43 19 112 112 4 17 31 76 66 30 117 16 88 20 31
split_gain=84955 19118.6 13363.6 10035 9544.37 8471.44 7985.98 7636.85 6798.02 5957.83 5356.46 6085.42 4903.04 4874.62 4505.5 3869.83 3586.5 3353.22 3288.06 3247.02 3151.59 2823.62 2752.6 2658.92 2533.72 2528.74 2515.96 2455.32 2447.31 2401.92
threshold=9.5450000762939471 11.775000095367433 2.1550000905990605 0.078456107527017607 18.219999313354496 1021.9500122070314 5.3949999809265146 4.9149999618530282 7.1050000190734872 11.84999990463257 15.405000209808351 2.0249999761581425 218.50000000000003 7.5350000858306894 12.699999809265138 12.449999809265138 9.5450000762939471 -0.90255093574523915 -0.78257837891578663 5.1499998569488534 17.029999732971195 1020.1499938964845 3.0349999666213994 0.6850000023841859 1009.1499938964845 0.31729258596897131 20.524999618530277 -0.36244435608386988 5.3350000381469735 1019.1499938964845
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=2 8 3 7 5 6 -3 23 12 18 11 22 -2 25 16 24 29 -13 -8 -5 21 28 -11 -1 -12 -4 -6 -27 -14 -9
right_child=1 4 13 19 26 -7 9 14 -10 10 15 17 20 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.05202062643183724 0.0041780280581686698 -0.013148182550849206 0.013791718572972296 -0.010009873639642487 0.037534412424946595 0.02687302910392679 0.0044345840145679485 -0.029765928547638848 0.014597527394435162 0.0089532941438542121 0.042200289822292708 0.028570917565151538 -0.03236896008128276 0.013036610080271264 0.0058398594881802907 0.045284896165382615 -0.012563638720115303 0.011631569501623917 -0.02146663497678469 0.018550529906614922 0.040943305024102344 0.0038947519008426822 -0.005475605616485117 -0.021142258168057454 0.015716762040941225 -0.0074635662753048506 0.078452641557000324 -0.032212055602945565 -0.011518691636846327 -0.0099467110341341421
leaf_weight=34772 96675 34076 8908 39345 16654 90345 55668 163769 55570 122447 10672 57198 16065 36021 12765 18944 48192 59717 15711 13321 2967 26197 45275 8720 58742 31663 4851 14663 113535 16861
leaf_count=34772 96675 34076 8908 39345 16654 90345 55668 163769 55570 122447 10672 57198 16065 36021 12765 18944 48192 59717 15711 13321 2967 26197 45275 8720 58742 31663 4851 14663 113535 16861
internal_value=6.39403e-05 0.0087812 -0.0182506 -0.0228377 0.014067 0.0128308 0.0101792 -0.0265421 -0.00125134 0.011968 0.0145007 0.0111623 -0.00469921 -0.00127331 -0.0230698 0.0252549 -0.0246826 0.0199188 -0.00126645 -0.00278599 -0.0101048 -0.0110769 0.00505835 -0.0458296 0.0197885 -0.0106056 0.0467646 -0.0152969 -0.0141033 -0.0279159
internal_weight=1.33031e+06 901309 429000 337745 590300 568795 478450 285079 311009 444374 372995 284637 255439 91255 241587 88358 228822 116915 71379 52666 158764 155797 167722 43492 69414 55234 21505 46326 129600 180630
internal_count=1330309 901309 429000 337745 590300 568795 478450 285079 311009 444374 372995 284637 255439 91255 241587 88358 228822 116915 71379 52666 158764 155797 167722 43492 69414 55234 21505 46326 129600 180630
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=9
split_feature=19 20 16 136 27 31 94 20 28 136 136 16 136 120 136 136 9 28 136 27 52 110 31 136 0 136 31 31 132 16
split_gain=77587.5 16364.6 13818.2 10086.5 9179.44 8253.43 6941.06 6607.74 6243.68 5213.1 5203.96 4898.7 4617.98 6218.44 4591.35 3817.92 3759.7 3758.05 3609.76 6794.2 3381.66 3265.57 3105.7 2984.95 2776.16 2721.95 2636.39 2585.74 2558.4 2499.01
threshold=10.405000209808351 6.555000066757203 13.344999790191652 0 231.50000000000003 1018.7500000000001 -0.24071624875068662 5.2950000762939462 1017.3500061035157 1 2 18.219999313354496 3 -0.19936034083366391 4 5 9.9499998092651385 1018.3500061035157 6 238.50000000000003 3.9550000429153447 -0.26217927038669581 1015.4500122070314 7 250.50000000000003 8 1024.7500000000002 1013.1499938964845 1015.3500061035157 15.405000209808351
decision_type=2 2 2 1 2 2 2 2 2 1 1 2 1 2 1 1 2 2 1 2 2 2 2 1 2 1 2 2 2 2
left_child=1 3 4 27 10 7 22 -5 14 -7 -2 18 26 23 16 -3 -6 21 29 -20 -9 -17 -4 -14 -18 -23 -10 -1 -16 -8
right_child=2 15 6 5 8 9 11 20 12 -11 -12 -13 13 -15 28 17 24 -19 19 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.013184473493375393 0.0069542586636879237 -0.015149402273960081 0.012149351110692817 -0.040840605583539594 -0.017195057067222574 -0.017749095438458991 0.020381009381554321 -0.025228584146586575 -0.0091937294272586307 0.019725387598706803 -0.025119025517978628 0.046723434094122114 0.02331761272751226 0.032566329883167634 0.0043609310742217964 0.039882239516446746 0.03006007099531248 0.018595162534067285 -0.013921873147629006 0.017769692503632795 -0.0016146309641159298 0.016343485700531762 -0.010922559194470776 0.0039701799178254891 -0.011890045653446597 -0.007174521429071757 0.02119927258556184 -0.0094158592581306128 0.034616909717129468 0.035919216139134354
leaf_weight=19077 18816 46935 31926 73368 47965 24622 77165 160473 28745 14881 38561 16700 29593 47844 134754 4366 8620 25718 19156 144359 16743 14076 26855 61089 7270 97239 9491 37601 7369 38932
leaf_count=19077 18816 46935 31926 73368 47965 24622 77165 160473 28745 14881 38561 16700 29593 47844 134754 4366 8620 25718 19156 144359 16743 14076 26855 61089 7270 97239 9491 37601 7369 38932
internal_value=6.07432e-05 -0.0146595 0.009966 -0.0211034 0.00404573 -0.0248724 0.0173038 -0.0282218 0.00684156 -0.00363175 -0.0146042 0.0204174 0.0137353 0.0179805 0.000925639 -0.00279468 -0.0102103 0.00130724 0.0188462 0.0140561 -0.0229976 -0.00253607 0.0016086 0.010287 0.010867 -0.0041998 -0.0016491 -0.00180859 0.00592927 0.0255894
internal_weight=1.33031e+06 535099 795210 346765 440117 290087 355093 250584 382740 39503 57377 296312 176762 138526 205978 188334 63855 141399 279612 163515 177216 115681 58781 90682 15890 111315 38236 56678 142123 116097
internal_count=1330309 535099 795210 346765 440117 290087 355093 250584 382740 39503 57377 296312 176762 138526 205978 188334 63855 141399 279612 163515 177216 115681 58781 90682 15890 111315 38236 56678 142123 116097
cat_boundaries=0 1 2 3 4 5 6 7 8 9
cat_threshold=544 216 32 144 2200 2192 3105 7169 1056
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=8
split_feature=17 18 52 120 29 95 136 136 15 136 67 18 120 117 13 116 28 136 114 4 8 76 52 136 136 136 133 52 108 136
split_gain=70144.2 15791.7 11381.7 8792.01 8330.41 8010.11 7418.31 6401.65 5518.94 4389.37 4235.69 4126.62 3987.64 3946.5 4492.35 3483.61 3348.23 3100.59 5243.56 3090.5 2967.8 2916.1 2856.26 3173.08 2557.27 2427.83 2300.18 2278.13 2269.56 2159.51
threshold=9.5450000762939471 13.344999790191652 2.1550000905990605 0.078456107527017607 1019.9500122070314 -0.21518477797508237 0 1 1.0850000381469729 2 7.5350000858306894 17.029999732971195 -0.39873388409614557 0.31729258596897131 1.985000014305115 0.59480014443397533 1020.5499877929689 3 -0.80382624268531788 4.6499998569488534 6.0499999523162851 2.3549998998641972 3.7949999570846562 4 5 6 1022.5499877929689 7.1050000190734872 0.55968225002288829 7
decision_type=2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 1 1 2 2 2 1
left_child=2 4 3 6 7 22 -1 12 -9 -6 28 16 19 14 -10 25 17 -7 -19 -2 24 29 23 -3 -5 -8 -14 -21 -4 -13
right_child=1 5 10 20 9 11 15 8 13 -11 -12 21 26 -15 -16 -17 -18 18 -20 27 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.037031945138876581 0.0070388372563717806 0.0035834633616030572 0.0038046169915226338 -0.021147989655664681 0.02701461207454758 0.01989473172354542 -0.020972802024162143 -0.031338053678740818 -0.0080797032093394405 0.0068268384564638216 0.012423099453223471 0.049290065333156732 0.010088329854215143 -0.014517746327205976 0.019201027480197651 -0.025175700613609353 0.026170967763050525 0.014437520390863039 -0.0098652695573887474 -0.012535520196600739 0.016681312871182893 0.016388149866003662 0.0068330463279515502 -0.03541750690840114 0.0051201645212146261 -0.004730370382600161 0.070747006293116282 0.006629934830909988 -0.017269937604470584 0.022038453528436912
leaf_weight=81516 58106 10816 20062 21008 41034 92308 41853 24409 35324 78345 36021 22827 102692 58957 26345 110588 65732 76796 31217 64482 15090 19787 49317 10064 16568 51122 1587 20414 35172 10750
leaf_count=81516 58106 10816 20062 21008 41034 92308 41853 24409 35324 78345 36021 22827 102692 58957 26345 110588 65732 76796 31217 64482 15090 19787 49317 10064 16568 51122 1587 20414 35172 10750
internal_value=5.7708e-05 0.00797874 -0.016584 -0.0208173 0.00220363 0.0155634 -0.0242847 -0.00131556 -0.009655 0.0137688 -0.000916087 0.0189243 0.00357592 -0.00526818 0.00357463 -0.0191773 0.016379 0.013166 0.00741305 -0.00184594 -0.00204848 0.0316139 0.000270438 -0.01523 -0.00957011 -0.0120447 0.0110115 -0.00792702 -0.00961527 0.0405864
internal_weight=1.33031e+06 901309 429000 337745 511695 389614 285079 392316 145035 119379 91255 319417 247281 120626 61669 203563 266053 200321 108013 143002 52666 53364 70197 20880 37576 92975 104279 84896 55234 33577
internal_count=1330309 901309 429000 337745 511695 389614 285079 392316 145035 119379 91255 319417 247281 120626 61669 203563 266053 200321 108013 143002 52666 53364 70197 20880 37576 92975 104279 84896 55234 33577
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=2176 5985 7683 3105 1060 6288 4180 3441
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=7
split_feature=19 16 95 17 136 122 67 27 136 31 31 25 17 136 31 23 14 96 76 8 22 136 136 27 136 31 34 12 136 119
split_gain=64406.7 14030.3 11734.4 11185.2 6989.35 6169.62 6120.88 5886.37 5404.72 5027.5 4676.99 4411.34 4283.21 3863.25 3453.26 3436.68 3418.52 3299.24 3279.66 3264.04 3179.79 2912.72 2822.15 5288.26 2790.27 2468.97 2407.81 2373.77 2334.51 2313.83
threshold=10.405000209808351 8.0099999904632586 -0.56339940428733815 13.344999790191652 0 -0.60873827338218678 1.6449999809265139 280.50000000000006 1 1018.7500000000001 1014.9500122070314 286.50000000000006 18.219999313354496 2 1017.5499877929689 10.614999771118166 0.78499999642372142 -0.87982463836669911 3.3349999189376835 8.8499999046325701 5.6050000190734872 3 4 238.50000000000003 5 1024.350036621094 11.949999809265138 1.8149999976158144 6 -0.55191597342491139
decision_type=2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 1 1 2 1 2 2 2 1 2
left_child=1 6 10 5 14 20 13 -6 11 19 18 27 15 -1 16 22 -3 -10 -2 -9 -4 -16 -5 -24 -12 -13 -23 -7 -22 -18
right_child=2 4 3 12 7 8 -8 9 17 -11 24 25 -14 -15 21 -17 29 -19 -20 -21 28 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.020094372071980834 0.01973609277547354 -0.053630629709409829 -0.019643841303384955 0.021074405003564486 0.014929540109683358 -7.0051325168863797e-05 -0.0090516615049072505 -0.0048222428214825287 0.027169023280197758 0.013020368182179033 -0.0082179814070535099 -0.014573245946337181 0.042467375618764652 -0.03719783867646221 0.026976294316765348 0.032475264032810647 0.011490445779510791 0.011327516402084094 -0.0071972599398895222 -0.01954862752344378 0.011866129332509636 -0.0012824143176256848 -0.012968234183071307 0.014322570136300337 -0.033095281046210422 0.016701058507975191 -0.036030416701331031 0.023177433931433958 -0.0037524917427919297 -0.022565356862730805
leaf_weight=57170 18708 8438 23095 111707 39196 20811 46981 120507 46668 29104 26210 40576 17419 78462 6163 31772 5402 111140 28555 54710 33271 16880 20581 129087 19796 7473 7075 23246 85095 65011
leaf_count=57170 18708 8438 23095 111707 39196 20811 46981 120507 46668 29104 26210 40576 17419 78462 6163 31772 5402 111140 28555 54710 33271 16880 20581 129087 19796 7473 7075 23246 85095 65011
internal_value=5.48281e-05 -0.0133568 0.00907958 0.0112936 -0.00752936 0.00567118 -0.0246053 -0.00281897 0.0103943 -0.00622391 -0.00758296 0.000768681 0.0183789 -0.0299928 -0.0180539 0.0169476 -0.0235566 0.0160113 0.0034637 -0.00942043 -0.00267292 -0.00365355 0.0150601 0.0105691 -0.0189315 -0.00970919 -0.0115403 0.0121961 0.000638366 -0.0199526
internal_weight=1.33031e+06 535099 795210 701941 352486 391375 182613 243517 249914 204321 93269 92106 310566 135632 108969 293147 78851 157808 47263 175217 141461 30118 261375 149668 46006 48049 23955 44057 118366 70413
internal_count=1330309 535099 795210 701941 352486 391375 182613 243517 249914 204321 93269 92106 310566 135632 108969 293147 78851 157808 47263 175217 141461 30118 261375 149668 46006 48049 23955 44057 118366 70413
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=6288 2200 5689 6144 3105 3617 5152
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=6
split_feature=16 23 16 53 95 123 30 23 21 28 76 136 136 112 30 136 31 110 36 17 15 136 132 7 136 136 120 16 13 120
split_gain=58838.3 19046.3 8704.82 8621.3 7630.38 6600.74 6438.05 5904.36 5604.62 5390.49 5149.61 5074.84 4973.84 5568.59 3756.96 3631.8 3491.23 3249.2 3153.4 3080.7 2994.14 2975.21 2960.88 2936.96 2909.73 2859.45 2911.93 2498.21 2430.58 2403.12
threshold=11.775000095367433 5.8949999809265146 18.219999313354496 6.2550001144409189 -0.46113681793212885 0.026175950653851036 1020.1499938964845 10.234999656677248 4.9449999332427987 1021.9500122070314 18.32499980926514 0 1 -0.74892720580101002 1014.5499877929689 2 1008.6499938964845 -0.20836536586284635 16.750000000000004 15.405000209808351 0.89499998092651378 3 1019.2500000000001 5.4500000476837167 4 5 -0.53727915883064259 20.524999618530277 0.6850000023841859 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 2 2 1 2 2 1 1 2 2 2 2
left_child=1 5 4 6 14 8 10 9 -1 12 11 22 19 18 -2 -8 -13 -12 25 -6 -18 -16 29 -7 -10 -14 -27 -4 -15 -3
right_child=2 3 27 -5 7 23 15 -9 24 -11 17 16 13 28 21 -17 20 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.03882183958849722 0.0079949077344642107 -0.004086449642694558 0.032629792451288483 0.013290943165396417 0.011836014007177613 -0.012677428592915159 -0.0069436902757835962 0.028412322097165085 -0.0083952936996883245 0.022645783929860899 0.021087576041856963 0.015021670975784699 -0.0030571113305097007 -0.070371233077022935 -0.039137816096567413 0.019433270290051225 -0.04184401162268854 -0.030660387746121117 -0.017638828718975565 0.029866195918750799 -0.013882653038977755 -0.0072376273858765217 0.090089684905022838 0.019029249806404618 -0.023374330427991658 0.0044277624148955563 0.018329137436495221 0.07234012723344567 -0.008881413995693907 0.012484900521583773
leaf_weight=48797 36209 130822 17716 63859 110179 16609 21201 51171 43238 76788 3316 9641 38071 1662 9086 33925 10437 35594 11603 30181 115793 37292 891 13036 130043 66898 86225 5101 48654 26271
leaf_count=48797 36209 130822 17716 63859 110179 16609 21201 51171 43238 76788 3316 9641 38071 1662 9086 33925 10437 35594 11603 30181 115793 37292 891 13036 130043 66898 86225 5101 48654 26271
internal_value=5.20707e-05 -0.00987399 0.0111917 -0.00373264 0.0100465 -0.0208954 -0.00653526 0.012283 -0.0238536 0.0105279 -0.00915707 -0.00689372 0.00816309 0.00397626 -0.00407435 0.00929118 -0.0139785 -0.0262503 0.00767051 0.0157118 -0.0161946 -0.0134973 -0.00079963 0.00126517 -0.0196385 0.00920646 0.012255 0.0415075 -0.0109125 -0.00131519
internal_weight=1.33031e+06 703473 626836 451750 604019 251723 387891 521432 222078 470261 332765 293855 393473 253113 82587 55126 135871 38910 202797 140360 126230 46378 157984 29645 173281 191194 153123 22817 50316 157093
internal_count=1330309 703473 626836 451750 604019 251723 387891 521432 222078 470261 332765 293855 393473 253113 82587 55126 135871 38910 202797 140360 126230 46378 157984 29645 173281 191194 153123 22817 50316 157093
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=1889 1057 176 4496 1568 144
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=6
split_feature=16 20 122 20 136 16 136 14 20 52 76 23 6 136 94 120 136 7 115 52 29 25 28 30 18 24 136 24 136 28
split_gain=54367.2 16935.1 9029.1 7844.62 7553.18 6144.12 4989.78 4638.16 4481.44 4402.15 5062.25 4188.51 3789.86 3276.74 4202.92 3922.87 3242.18 3861.06 3147.19 3063.33 3059.06 2511.03 2457.57 2434.76 2417.34 2332.33 2212.49 2984.47 2010.27 1999.14
threshold=11.775000095367433 6.5350000858306894 0.061046212911605842 5.6549999713897714 0 18.219999313354496 1 1.6349999904632571 4.6949999332427987 9.0650000572204608 19.634999275207523 10.414999961853029 6.1499998569488534 2 -0.96431535482406605 -0.49240480363368982 3 6.5499999523162851 -0.74892720580101002 2.554999947547913 1023.1499938964845 314.50000000000006 1019.5499877929689 1015.3500061035157 15.405000209808351 289.50000000000006 4 229.50000000000003 5 1021.0499877929689
decision_type=2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2
left_child=1 2 4 26 8 6 7 -5 -1 10 16 13 28 24 23 -16 -3 20 -6 29 -18 -19 -17 -15 -8 -9 -2 -28 -4 -10
right_child=3 9 12 5 18 -7 11 25 19 -11 -12 -13 -14 14 15 22 17 21 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.045635912655895894 0.0042612140106980901 0.0095950356903777081 -0.01567201474634947 -0.015057938684627009 -0.0046975967599207089 0.039010500170599455 0.015942521002743508 0.015714166603506947 -0.026492283989149452 0.015886508531615405 -0.026865460240360919 0.031170692722050242 0.022031673163487572 -0.00073159968426107303 0.0043764662526865903 0.012195858623845479 -0.010184464945329352 0.016941910429896269 -0.018343727313677036 0.0018857629530268588 0.01685639447786828 -0.01071487022287277 0.026061211824497638 -0.051784619178302106 0.033548111460527462 -0.00017119772778640947 -0.027530690203955505 0.0013677219278604913 0.0084897156238214738 -0.0048745926849461402
leaf_weight=25017 31873 58395 22079 28182 86791 21337 78284 48260 137436 36489 19943 33606 17598 5426 120430 102734 127316 30198 82333 11581 11395 11270 46389 4100 25964 44333 18870 16968 14100 11597
leaf_count=25017 31873 58395 22079 28182 86791 21337 78284 48260 137436 36489 19943 33606 17598 5426 120430 102734 127316 30198 82333 11581 11395 11270 46389 4100 25964 44333 18870 16968 14100 11597
internal_value=4.07138e-05 -0.00949977 -0.0160919 0.01075 -0.018986 0.0126967 0.0116526 0.00270243 -0.0259499 -0.000370869 -0.00266556 0.0142448 0.00299987 0.0127613 0.00993466 0.0110885 -0.000642624 -0.0039609 -0.0113401 -0.0228852 -0.00796308 0.00942547 0.0165091 -0.0227049 0.0203254 0.00810834 -0.00532316 -0.0138445 -0.00625748 -0.0248101
internal_weight=1.33029e+06 703538 408532 626756 354755 559045 537708 120775 185631 295006 258517 416933 53777 383327 279079 269553 238574 180179 169124 160614 138711 41468 149123 9526 104248 92593 67711 35838 36179 149033
internal_count=1330294 703538 408532 626756 354755 559045 537708 120775 185631 295006 258517 416933 53777 383327 279079 269553 238574 180179 169124 160614 138711 41468 149123 9526 104248 92593 67711 35838 36179 149033
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2268 150 1056 5153 2080 2200
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=6
split_feature=17 20 31 17 113 136 108 136 15 15 31 136 25 53 76 79 36 12 19 136 136 7 121 26 14 95 39 136 30 28
split_gain=49090.6 15525 8405.34 8254.65 8089.41 7850.05 7254.31 6918.7 5387.23 5069.36 4903.35 4667.97 4505.86 4017.75 4286.56 3681.86 3019.57 2808.01 2797.13 2786.78 2786.5 3773.57 2659.51 2649.73 2625.58 2601.61 2476.74 2381.79 2329.55 2263.06
threshold=11.775000095367433 6.5750000476837167 1019.3500061035157 17.029999732971195 -0.81408452987670887 0 -0.55332177877426136 1 0.92500001192092907 1.825000047683716 1021.4500122070314 2 193.50000000000003 6.9549999237060556 16.144999504089359 2.5449999570846562 10.650000095367433 1.0850000381469729 8.7100000381469744 3 4 6.7500000000000009 0.18222858756780627 315.50000000000006 0.78499999642372142 -0.90906280279159535 12.449999809265138 5 1015.5499877929689 1014.8500061035157
decision_type=2 2 2 2 2 1 2 1 2 2 2 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 1 2 2
left_child=1 2 6 4 9 -6 -1 17 -9 10 19 26 28 14 20 27 -11 -8 -10 -2 21 -3 -13 -23 -14 -22 -4 -5 -7 -21
right_child=3 13 11 15 5 12 7 8 18 16 -12 22 24 -15 -16 -17 -18 -19 -20 29 25 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.025529059955168805 -0.025224419656239228 -0.012973421007070392 -0.00059173609743810472 0.047466139765913844 0.017763619270538326 -0.0095646690227813389 0.01196603455000749 -0.041670179486047933 -0.024664094737081761 -7.1137183728035857e-05 0.024864907134949626 -0.015319905237043577 -0.040013258539987363 0.012966356642071006 -0.023596261363086984 0.013331258308159337 0.019912055164405303 -0.011094150225166613 -0.013442637179362962 -0.0062807771004548159 -0.01493259065557489 0.022511586036814468 0.021514557857761497 -0.018209023926830766 0.00070350914210714393 0.0067853720016604977 0.034469975301568777 0.022532913287022324 -0.035819706475014763 0.008773988450395391
leaf_weight=9329 9127 69047 8087 22071 49159 19124 16489 33901 144343 21062 27127 27227 4096 48774 22412 29977 184508 66207 90259 38364 15726 14837 5976 5467 118636 111973 13354 17041 15135 71459
leaf_count=9329 9127 69047 8087 22071 49159 19124 16489 33901 144343 21062 27127 27227 4096 48774 22412 29977 184508 66207 90259 38364 15726 14837 5976 5467 118636 111973 13354 17041 15135 71459
internal_value=3.86807e-05 -0.00902878 -0.0152181 0.010213 0.00819373 0.000329569 -0.0179878 -0.0191438 -0.0230382 0.012804 0.00568234 0.00305583 -0.00513041 -0.000113761 -0.00277794 0.0265156 0.0178646 -0.00649533 -0.0203468 0.00130769 -0.000628296 -0.00740055 -0.00868768 0.0115473 -0.000655353 0.00411051 0.0212357 0.0366207 -0.0211637 0.00351465
internal_weight=1.33029e+06 703408 415172 626886 557797 206150 360528 351199 268503 351647 146077 54644 156991 288236 239462 69089 205570 82696 234602 118950 217050 89351 33203 20304 122732 127699 21441 39112 34259 109823
internal_count=1330294 703408 415172 626886 557797 206150 360528 351199 268503 351647 146077 54644 156991 288236 239462 69089 205570 82696 234602 118950 217050 89351 33203 20304 122732 127699 21441 39112 34259 109823
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=32 1568 7941 144 2204 1377
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=5
split_feature=18 20 20 28 18 136 94 26 136 120 67 26 31 136 110 28 136 135 77 114 120 15 16 132 116 12 20 20 136 26
split_gain=45293.6 11996.7 8207.16 7309.31 6222.71 5481.51 5120.33 4938.4 4744.23 5103.28 4032.82 3835.42 3663.2 3622.22 3612.02 3509.49 3347.27 3222.9 3096.74 2919.99 2875.63 2831.31 2676.04 2655.22 2496.75 2493.78 2328.83 2230.73 2028.78 2501.95
threshold=10.960000038146974 5.3949999809265146 5.6349999904632577 1020.1499938964845 17.029999732971195 0 -0.73586490750312794 244.50000000000003 1 -0.44618082046508784 1.5649999976158144 109.50000000000001 1015.2500000000001 2 -0.16303626447916028 1017.1499938964845 3 1018.8500061035157 2.3950001001358037 -0.76037701964378346 0.078456107527017607 2.0449999570846562 13.344999790191652 1023.3500061035157 0.1650413200259209 1.0850000381469729 4.4249999523162851 6.9749999046325692 4 198.50000000000003
decision_type=2 2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 10 20 5 6 7 12 -3 21 13 11 -1 -4 -10 -7 23 -5 25 -6 -15 28 -8 -9 -11 -23 -16 -13 -27 -2 -30
right_child=2 3 4 16 18 14 8 22 9 15 -12 26 -14 19 17 -17 -18 -19 -20 -21 -22 24 -24 -25 -26 27 -28 -29 29 -31
leaf_value=0.067286731596915728 0.0023341485409839788 0.012921638897295033 0.0049594438093898997 -0.0049560910086768085 0.035178955073869214 0.029238371806635362 -0.014829471420809169 -0.017376580604492556 0.016342333438439789 0.010453720833675946 -0.0061516616817389527 -0.047187839169633483 -0.02415973271988419 0.0061650563382366352 0.015104985970555658 0.024364326439404307 0.019436758436721501 0.076146162578306892 0.012969146460096913 -0.011146034723095923 0.015148187966866533 0.019497935581644636 0.00633637762497994 0.066131521470221916 -0.0024667721562396752 -0.010071462708013557 -0.025786012881585857 0.0016896480822133145 -0.03822505698499324 -0.010317604349800176
leaf_weight=1046 20034 15935 25310 22730 35545 8519 25025 197583 72477 107054 26755 14918 18840 125965 14949 105144 36875 1246 28104 30200 12647 20131 12660 2185 36209 120683 85915 60543 10458 34609
leaf_count=1046 20034 15935 25310 22730 35545 8519 25025 197583 72477 107054 26755 14918 18840 125965 14949 105144 36875 1246 28104 30200 12647 20131 12660 2185 36209 120683 85915 60543 10458 34609
internal_value=3.67701e-05 -0.00983292 0.0086611 -0.00627663 0.0105464 -0.00854069 0.00888661 -0.0139141 0.0102634 0.0123014 -0.0234274 -0.0279643 -0.0074665 0.00710533 -0.00263847 0.0178436 0.0101371 -0.00401414 0.0253723 0.00281717 -0.00666866 -0.00083458 -0.0159487 0.0115674 0.0053815 -0.00452328 -0.0289524 -0.00614237 -0.010907 -0.0167899
internal_weight=1.33029e+06 620357 709937 491723 632189 432118 568540 226178 524390 443025 128634 101879 44150 228642 205940 214383 59605 197421 63649 156165 77748 81365 210243 109239 56340 196175 100833 181226 65101 45067
internal_count=1330294 620357 709937 491723 632189 432118 568540 226178 524390 443025 128634 101879 44150 228642 205940 214383 59605 197421 63649 156165 77748 81365 210243 109239 56340 196175 100833 181226 65101 45067
cat_boundaries=0 1 2 3 4 5
cat_threshold=2270 144 5152 176 32
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=3
split_feature=16 23 16 55 31 120 136 15 13 123 136 112 21 18 76 4 136 135 91 17 77 36 31 28 103 16 69 80 30 32
split_gain=41022.5 13432.1 6580.13 6436.37 5658.95 5508.94 5123.11 9421.78 5254.94 4810.62 4776.23 4347.44 4296 3653.67 3049.26 2623.71 2725.49 2575.96 2556.78 2535.32 2495 2430.18 2425.25 2337.37 2122.85 2083.26 2000.01 1974.4 2077.29 1963.71
threshold=11.775000095367433 5.7950000762939462 18.219999313354496 7.1050000190734872 1020.7500000000001 0.13052122294902804 0 1.6250000000000002 0.78499999642372142 0.078456107527017607 1 -0.85260769724845875 5.0150001049041757 15.405000209808351 19.875000000000004 5.7500000000000009 2 1018.9500122070314 -0.54356387257575978 17.029999732971195 2.804999947547913 10.650000095367433 1019.6499938964845 1006.6499938964845 -0.37843549251556391 20.524999618530277 228.75636291503909 255.80578613281253 1009.4500122070314 9.3499999046325701
decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 4 5 6 10 13 8 -8 12 27 23 -1 -2 17 16 -7 19 -5 22 -10 -6 -12 -9 -22 -4 -15 28 -3 -29
right_child=2 3 25 18 21 15 7 11 20 -11 14 -13 -14 26 -16 -17 -18 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.032631185513893303 0.0097207650898541165 0.02017247966313555 0.027501536180349465 0.014124864840749284 -0.00033934998538741654 -0.0073851292808403933 -0.040200521384163378 0.029311856381019533 0.00071874226571919672 0.0025620707396221188 -0.0061795092126958719 -0.00058410844148106564 -0.016313878926057051 0.038022346473853275 -0.020718292725323863 0.023707669880972965 0.013777331311865868 0.076858928374713295 -0.016363947191992984 0.053000566929513465 -0.037122733648523747 0.020268766347921206 0.0097663075847502431 0.011629267334370584 -0.0088852947621345085 0.063550601152132277 0.0094654452471827008 0.011141327281797994 -0.016144295904686023 -0.032621420629898416
leaf_weight=55551 91734 4328 17616 60931 16394 37057 11259 22117 80729 24762 188912 73706 147287 21371 28333 16494 25797 998 7751 1957 8112 112289 27290 120562 37081 5188 8598 2806 43642 29642
leaf_count=55551 91734 4328 17616 60931 16394 37057 11259 22117 80729 24762 188912 73706 147287 21371 28333 16494 25797 998 7751 1957 8112 112289 27290 120562 37081 5188 8598 2806 43642 29642
internal_value=3.49441e-05 -0.00825234 0.00933748 -0.00347474 0.00834198 -0.00586257 0.00582357 0.00277755 -0.00747341 -0.0182429 -0.00872321 0.00927646 -0.0207827 0.0146713 -0.00528261 0.00595908 0.00130154 -0.00328729 0.0106841 -0.00365393 -0.00454719 0.0176433 -0.00416676 0.0143703 -0.0139538 0.0357028 0.0298295 -0.0193088 -0.0128677 -0.028837
internal_weight=1.33029e+06 703538 626756 475938 603952 407256 475269 353566 137181 227600 327908 216385 202838 121703 247490 79348 62854 219157 68682 218159 125922 128683 216202 142679 45193 22804 29969 80418 47970 32448
internal_count=1330294 703538 626756 475938 603952 407256 475269 353566 137181 227600 327908 216385 202838 121703 247490 79348 62854 219157 68682 218159 125922 128683 216202 142679 45193 22804 29969 80418 47970 32448
cat_boundaries=0 1 2 3
cat_threshold=1056 2192 2204
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=8
split_feature=19 20 16 115 31 28 136 119 136 27 120 136 136 136 20 136 136 8 31 31 12 31 12 10 121 31 15 16 4 136
split_gain=37557.5 8968.86 8153.47 8421.92 5256.66 5168.62 5099.74 4732.47 4253.34 5231.45 4174.98 3834.12 3620.08 3531.85 3334.01 3333.02 3306.8 3297.68 2813.67 2810.36 2794.36 2737.1 2603.75 2602.38 2540.46 2281.27 2260.01 2255.47 2191.47 2190.59
threshold=10.405000209808351 5.2950000762939462 14.039999961853029 -0.74892720580101002 1018.7500000000001 1015.9500122070314 0 -0.63605400919914235 1 234.50000000000003 0.095842104405164733 2 3 4 7.2149999141693124 5 6 6.9500000476837167 1003.8500061035157 1021.0499877929689 1.0850000381469729 1015.8500061035157 2.2549999952316289 9.9499998092651385 0.19936034083366397 1010.4500122070314 0.78499999642372142 15.405000209808351 6.2500000000000009 7
decision_type=2 2 2 2 2 2 1 2 1 2 2 1 1 1 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1
left_child=1 19 3 5 6 11 20 -8 -4 21 13 23 -12 -7 22 17 -6 -5 -11 24 -3 -10 26 -2 29 -13 -9 -28 -14 -1
right_child=2 4 8 15 16 10 7 14 9 18 12 25 28 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.014731873803487306 -0.019877421587911025 0.024148533268353894 0.024609319333653151 0.0052494729517207767 -0.0080291542702575804 -0.00096478392754701075 0.016119388566867742 -0.045144782337585503 0.005830694653855259 0.035297721069558932 0.005052309190368514 0.014416146440686776 0.025244158679506148 0.013482368100837369 -0.0026330808084433195 -0.018205275572499405 0.014877151548392835 -0.013954150441853524 0.012338453660658782 0.010187860311864453 -0.0023138317145785874 -0.021008187514663546 -0.025824956149395586 0.011339744914154423 0.0028389644422989325 0.00012567273939550499 -0.013588554176585395 0.017972004734508936 0.054123465439791511 -0.032649123966318271
leaf_weight=23165 31033 11511 73829 61680 25901 69723 13574 5447 21641 15141 20843 40786 38942 107575 50922 44807 40199 35064 112458 5807 74822 16932 58865 8506 7241 88578 146173 5889 7902 65338
leaf_count=23165 31033 11511 73829 61680 25901 69723 13574 5447 21641 15141 20843 40786 38942 107575 50922 44807 40199 35064 112458 5807 74822 16932 58865 8506 7241 88578 146173 5889 7902 65338
internal_value=3.31993e-05 -0.0102122 0.00692223 0.00359468 -0.00707775 0.00719525 -0.00941431 -0.0126809 0.0146233 0.0101844 0.0118347 0.000465999 0.0223987 0.00780169 -0.0141439 -0.00693324 0.00590245 -0.00171053 0.0150628 -0.0235867 0.00121432 -0.0059505 -0.0168529 -0.0131584 -0.0256351 0.00463083 -0.0134998 -0.0123663 0.0301093 -0.0279648
internal_weight=1.33029e+06 534854 795440 555439 433303 413888 367203 280870 240001 166172 244985 168903 67687 177298 267296 141551 66100 96744 127599 101551 86333 38573 216374 39539 95744 129364 157509 152062 46844 88503
internal_count=1330294 534854 795440 555439 433303 413888 367203 280870 240001 166172 244985 168903 67687 177298 267296 141551 66100 96744 127599 101551 86333 38573 216374 39539 95744 129364 157509 152062 46844 88503
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=1568 3104 2176 144 248 1825 176 4643
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=19 52 122 121 20 20 36 95 17 20 20 36 28 132 16 42 5 12 115 19 95 116 7 36 92 100 31 67 121 67
split_gain=33142.6 8463.36 7772.87 7228.35 6383.67 4771.92 4054.21 3756.27 3608.63 3391.96 3023.47 2954.04 3140.36 3038.69 2587.25 2539.22 2463.04 2404.68 4417.51 2393.59 2328.62 2179.16 2051.69 1966.81 1897.19 1853.18 1846.44 1736.71 1622.36 1535.58
threshold=10.405000209808351 2.804999947547913 -0.44618082046508784 0.095842104405164733 7.555000066757203 7.1949999332427987 11.050000190734865 -0.53877076506614674 17.029999732971195 4.9149999618530282 5.055000066757203 10.550000190734865 1019.5499877929689 1021.2500000000001 15.405000209808351 11.050000190734865 5.1499998569488534 1.0950000286102297 -0.59480014443397511 15.405000209808351 -0.85467487573623646 0.72534674406051647 7.4500000476837167 16.250000000000004 0.99999997019767772 0.58673569560050975 1016.2500000000001 0.80500000715255748 0.2503704726696015 3.9650000333786015
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 6 9 -2 23 10 27 -8 25 13 19 21 -6 -5 -12 -19 22 -3 -11 -13 -4 -7 -9 -10 -1 -14 -22
right_child=2 20 7 16 15 24 8 11 26 14 17 12 28 -15 -16 -17 -18 18 -20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.035349780273969456 -0.025962747787132784 -0.0093312790157341532 -0.0096916495301429262 -0.0031103662656201073 0.0060667575917337652 -0.018914121062454377 -0.020760599126676951 0.011603961976259397 0.045085261662624887 -0.013587504673477522 0.0085613346460215126 0.0049522054794876244 0.016314799402454557 0.04811810151868337 0.014371339949296572 0.021828070132301969 0.019395660832726039 1.8118651501026255e-05 -0.022402140561085943 0.021022351950824646 -0.0047859128739354629 -0.023756619621791888 0.018687591395358805 0.014463325020246909 0.0074147656197097083 -0.012522995516491473 0.0036428145981498745 -0.010793392062118108 0.028768101477342406 0.011142485373493022
leaf_weight=35764 18864 29133 29808 53045 124280 8977 22067 14674 5934 193873 47128 142710 64098 5384 7034 32168 15771 107772 27596 40693 20175 72339 33586 11749 28769 17392 4913 9015 44178 60521
leaf_count=35764 18864 29133 29808 53045 124280 8977 22067 14674 5934 193873 47128 142710 64098 5384 7034 32168 15771 107772 27596 40693 20175 72339 33586 11749 28769 17392 4913 9015 44178 60521
internal_value=4.29681e-05 -0.00958592 0.00651576 -0.0127861 0.00148676 -0.0156554 -0.00373593 0.0113762 -0.00178947 -0.0176503 -0.00327969 0.0130076 0.0144128 0.0110126 -0.0155599 0.00930751 0.00204748 -0.00116593 -0.00455246 0.0100919 0.0027857 -0.0163508 0.00756892 -0.00286255 0.00115306 -0.00148205 0.0263145 -0.030406 0.0213959 0.00716019
internal_weight=1.32941e+06 534416 794994 424587 390722 355771 234274 404272 215410 318025 204563 362715 330649 222373 273246 156448 68816 182496 135368 216989 109829 266212 176296 41557 37746 32066 10847 44779 108276 80696
internal_count=1329410 534416 794994 424587 390722 355771 234274 404272 215410 318025 204563 362715 330649 222373 273246 156448 68816 182496 135368 216989 109829 266212 176296 41557 37746 32066 10847 44779 108276 80696
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=5
split_feature=18 52 122 136 18 114 136 8 15 31 42 20 6 6 95 36 11 136 13 136 93 42 31 38 16 8 108 30 136 76
split_gain=29868.3 8943.03 7732.77 6757.38 6624.43 7024.32 6893.81 4970.45 4708.11 4718.43 3388.33 3375.21 3356.87 3175.89 3062.56 2842.51 2661.37 2607.27 2484.42 2354.22 2302.89 2260.06 2249.93 2242.32 2237.84 2123.26 2187.4 2120.55 2087.42 2045.48
threshold=10.960000038146974 3.0449999570846562 0.11319890245795251 0 17.029999732971195 -0.79332312941551197 1 8.4499998092651385 1.7649999856948855 1021.3500061035157 12.449999809265138 5.3550000190734872 4.5499999523162851 5.1499998569488534 -0.84214857220649708 10.650000095367433 10.050000190734865 2 1.075000047683716 3 -0.96426162123680104 11.34999990463257 1021.1499938964845 16.650000572204593 17.029999732971195 1.0000000180025095e-35 0.24576775729656222 1015.5499877929689 4 20.314999580383304
decision_type=2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 1 2
left_child=1 2 3 16 5 8 12 24 9 17 -6 -8 -7 19 -3 -10 22 -2 -11 -4 27 29 -1 -19 25 26 -5 -13 -22 -9
right_child=4 14 13 7 10 6 11 21 15 18 -12 20 -14 -15 -16 -17 -18 23 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.028771804217691876 -0.024545975950280473 -0.0098462641889717033 -0.011468002541044508 0.11556070450604644 0.01718558093454936 0.017443228184124315 -0.031959003662133612 -0.0095726667284833956 -0.0019921297011310695 0.042895212805464107 0.048560257301644177 -0.009776525969030482 -0.0054300652955750952 0.019617467226607205 0.0086909835970661858 0.015182000696873262 -0.0092431502677237116 0.0041852667476690265 0.011393043876331988 0.0081485224794935213 0.00062390093892515013 -0.029994558696394176 -0.00089834862499099655 -0.012099751607867753 0.044291934207232889 -0.0021802875051536975 -0.024796570426441657 -0.055792895795037767 -0.013994734540848415 -0.02659384482502887
leaf_weight=96962 11061 29410 34439 283 58889 51313 13867 79543 26888 8774 10078 6149 23335 21313 91918 231781 27617 100302 21832 27499 78820 25476 7824 26782 2426 138039 14511 4223 35372 22684
leaf_count=96962 11061 29410 34439 283 58889 51313 13867 79543 26888 8774 10078 6149 23335 21313 91918 231781 27617 100302 21832 27499 78820 25476 7824 26782 2426 138039 14511 4223 35372 22684
internal_value=4.08197e-05 -0.00797661 -0.0109389 -0.0137266 0.00704659 0.00546119 -0.00195482 -0.009363 0.00915824 0.00266121 0.0217703 -0.00855877 0.0102916 0.00296938 0.00419754 0.0133968 -0.0230496 -0.00127412 0.020424 -0.00275927 -0.00595444 -0.0166702 -0.0266906 0.000753262 -0.00335331 -0.00410961 -0.0221116 -0.0285123 -0.00390552 -0.0133496
internal_weight=1.32941e+06 619944 498616 415365 709466 640499 213079 282962 427420 168751 68967 138431 74648 83251 121328 258669 132403 138145 30606 61938 124564 127703 104786 127084 155259 152833 14794 10372 114192 102227
internal_count=1329410 619944 498616 415365 709466 640499 213079 282962 427420 168751 68967 138431 74648 83251 121328 258669 132403 138145 30606 61938 124564 127703 104786 127084 155259 152833 14794 10372 114192 102227
cat_boundaries=0 1 2 3 4 5
cat_threshold=2192 1056 144 2196 2883
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=19 31 20 95 123 16 111 39 76 20 31 135 28 17 52 20 76 132 27 23 68 39 63 88 52 52 6 17 20 36
split_gain=27546.5 8104.98 7457.11 7259.46 4899.83 4083.83 3945.2 3487.85 3222.5 3186.14 3185.07 2734.34 2702.97 2649.83 2476.2 3145.23 2472.9 2470.34 2451.57 2323.27 2294.7 2178.41 2146.79 2094.23 2093.96 2080.68 2038.39 1888.04 1865.77 1728.18
threshold=10.960000038146974 1020.1499938964845 5.2950000762939462 -0.56339940428733815 -0.43049471080303187 15.405000209808351 -0.61985650658607472 12.150000095367433 20.095000267028812 4.9949998855590829 1015.3500061035157 1019.4500122070314 1019.2500000000001 17.029999732971195 1.7250000238418581 7.6150000095367441 3.3950001001358037 1023.3500061035157 108.50000000000001 10.614999771118166 300.72712707519537 12.650000095367433 0.65409162640571605 -0.34095838665962214 2.7649999856948857 4.7550001144409189 9.8499999046325701 17.029999732971195 4.4249999523162851 10.750000000000002
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 18 10 7 6 -4 22 11 -9 16 13 17 14 15 -8 21 20 -1 27 26 -2 -5 -12 -23 -10 -6 -11 -20 -14
right_child=3 -3 5 4 12 -7 8 9 25 19 23 -13 29 -15 -16 -17 -18 -19 28 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.071403602028412991 -0.040865193895597257 0.0085888924145856426 0.01998267760189347 -0.01284233622857075 0.0090209337190212107 0.01331575249458819 -0.012110553809756614 -0.018490480479461165 -0.025883001323596062 0.0055975005171136245 -0.0095136368353553828 0.068984148127909178 0.0044262515672176738 0.04594592517231285 -0.00075367351051423034 0.0057396706952389841 -0.0088468677003374092 0.054723134345170649 -0.039102502534199342 0.029506140463381597 -0.0053957375625542378 -0.0024850435109570043 0.0073014260359052638 -0.034757482648958095 0.032649605489984496 -0.0057515907961941861 0.027047610407288911 0.023661169187269415 -0.019895034967375741 0.021561084285204184
leaf_weight=695 1617 68267 12170 42445 160072 23524 232436 11910 41307 206215 23333 1177 17297 2317 94197 27609 25209 2970 14931 11940 24991 6719 19214 12681 11497 18621 17385 15557 82516 98591
leaf_count=695 1617 68267 12170 42445 160072 23524 232436 11910 41307 206215 23333 1177 17297 2317 94197 27609 25209 2970 14931 11940 24991 6719 19214 12681 11497 18621 17385 15557 82516 98591
internal_value=3.87632e-05 -0.00766282 -0.00967452 0.00676494 0.00858092 -0.00696938 -0.00807955 0.00406684 -0.00889723 0.00673583 -0.00731797 -0.00709966 0.012898 -0.00735081 -0.00769941 -0.0102154 0.00154469 0.00945343 -0.0221707 0.00802136 0.0087893 0.014753 -0.0065652 -0.0184023 0.0196901 -0.0196277 0.010787 0.00686464 -0.022838 0.0190036
internal_weight=1.32941e+06 619767 551500 709643 628587 453358 429834 307281 417664 245622 81056 357736 321306 356559 354242 260045 45042 205418 98142 233712 202448 19833 61659 36014 18216 59928 177457 221772 97447 115888
internal_count=1329410 619767 551500 709643 628587 453358 429834 307281 417664 245622 81056 357736 321306 356559 354242 260045 45042 205418 98142 233712 202448 19833 61659 36014 18216 59928 177457 221772 97447 115888
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=3
split_feature=19 136 95 8 123 120 123 136 31 136 115 28 31 11 135 17 31 42 17 132 11 108 4 76 20 19 36 39 52 56
split_gain=24860.7 8307.12 6551.67 6385.47 5055.28 5032.53 4422.1 5313.95 4301.03 4258.18 3585.16 3567.1 2874.53 2712.3 2626.02 2575.79 2485.34 2479.15 2398.86 2339 2281.15 2277.4 2263.17 2231.79 2066.19 2047.04 2040.35 1966.01 1899.99 1898.87
threshold=10.960000038146974 0 -0.56339940428733815 9.5500001907348651 1.0000000180025095e-35 0.11319890245795251 -0.43049471080303187 1 1020.0499877929689 2 -0.64942333102226246 1018.6499938964845 1015.3500061035157 10.250000000000002 1018.2500000000001 15.405000209808351 1022.4500122070314 11.150000095367433 15.405000209808351 1023.3500061035157 8.1500000953674334 -0.48949025571346277 6.7500000000000009 3.3950001001358037 8.2349996566772479 15.405000209808351 16.849999427795414 12.650000095367433 2.5149999856948857 193.95744323730472
decision_type=2 1 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 12 8 17 13 7 18 14 20 26 19 23 16 15 21 -1 -5 24 25 -8 -3 -7 27 -4 -11 -9 -2 -29 -14
right_child=2 3 6 4 -6 22 9 10 -10 11 -12 -13 29 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.025896324343145895 -0.038821933989853882 0.030649871745270868 0.0041039034443347538 -0.011822207288927751 0.023463910689407612 -0.0064560073527479252 -0.0047768744101110627 0.0022128949056816859 0.018838555547942611 0.0070202556967757738 -0.021290572205678954 0.023266002446290363 -0.036316373596333822 -0.0071744696665476705 0.070818282202022881 0.017710260183214088 0.0067815177860539814 -0.030651111811072104 0.024722250411174852 0.059327322373655282 0.013594694053441389 -0.0035923727577292885 0.023933039833312564 -0.0084045242351591266 0.020532768881254659 0.021037014785808161 -0.022319644456636284 -0.0044247838737508467 0.029979037084435296 -0.010483505386185255
leaf_weight=107673 1617 4956 80405 106925 9205 39962 47770 144879 29567 120661 20904 91066 9757 29749 1257 16160 6151 20899 26975 2446 26144 240027 7236 25209 25116 33219 9002 5969 12247 26257
leaf_count=107673 1617 4956 80405 106925 9205 39962 47770 144879 29567 120661 20904 91066 9757 29749 1257 16160 6151 20899 26975 2446 26144 240027 7236 25209 25116 33219 9002 5969 12247 26257
internal_value=3.68251e-05 -0.00727967 0.00642669 -0.00341914 -0.0123235 -0.01596 0.00815188 0.0038635 0.000759847 0.0122531 -0.00186148 0.0153991 -0.00695207 -0.0206171 -0.00127725 -0.00162427 -0.0241304 -0.0149007 0.011415 0.0108172 0.00172107 -0.00289965 -0.00179701 0.00146745 0.00801429 0.0100461 0.000777747 0.0140154 0.0187056 -0.0174822
internal_weight=1.32941e+06 619767 709643 428996 137029 190771 628587 307281 291967 321306 174785 247392 81056 143573 262400 261143 113824 127824 132496 156326 73914 244983 47198 45042 105521 153880 153881 19833 18216 36014
internal_count=1329410 619767 709643 428996 137029 190771 628587 307281 291967 321306 174785 247392 81056 143573 262400 261143 113824 127824 132496 156326 73914 244983 47198 45042 105521 153880 153881 19833 18216 36014
cat_boundaries=0 1 2 3
cat_threshold=2192 5153 144
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=7
split_feature=18 16 52 31 15 116 136 122 136 15 12 136 26 136 88 69 116 16 68 18 127 136 30 41 35 136 98 136 31 108
split_gain=22730.1 7540.53 6087.12 6024.35 6516.91 5309.36 4342.66 4257.28 3981.68 3790.95 3736.11 3322.12 3284.61 3152.54 2999.15 2731.05 2670.33 2594.59 2505.64 2260.1 2100.4 1972.09 1959.1 2156.56 1940.37 1919.66 1853.41 1816.25 1784.53 1724.31
threshold=9.5450000762939471 14.550000190734865 1.685000002384186 1020.7500000000001 1.7549999952316286 0.36648726463317877 0 0.061046212911605842 1 0.87500000000000011 1.0950000286102297 2 238.50000000000003 3 -0.50318139791488636 215.901237487793 0.66259482502937328 18.219999313354496 280.02125549316412 17.029999732971195 0.87878364324569713 4 1015.8500061035157 12.150000095367433 9.1500000953674334 5 0.098192967474460616 6 1018.9500122070314 0.11031071841716768
decision_type=2 2 2 2 2 2 1 2 1 2 2 1 2 1 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 2
left_child=2 3 7 4 6 26 19 11 15 -8 18 -1 22 -7 24 17 -13 -3 21 -2 -15 -5 -10 -24 -4 -11 27 -6 -18 -16
right_child=1 8 14 10 5 13 9 -9 12 25 -12 16 -14 20 29 -17 28 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.021020926687950386 0.00062578174683973822 0.022772093685346891 0.045071424269631816 -0.03709712040472337 0.0065529973734201712 -0.01190576006482532 -0.031904037277825217 0.00035835132728338401 0.0045745749137466405 -0.024222131414589964 0.0083731257912438468 -0.0032416872485071073 0.010577759512837376 0.00047334329484499291 0.02527810991461445 0.0092810491900555646 -0.020488108660914512 0.062589228191693894 0.078468922264872717 0.057169038318324997 0.017706960705796939 0.032107132415602216 -0.025641346046104727 0.027956155913038384 0.0047875187375982405 -0.0063884295299708738 -0.11036578428465874 0.0201473992969145 0.0075858309767721501 -0.013820831996980983
leaf_weight=134978 91721 61492 3122 1135 44305 46327 20675 50217 18193 17475 111033 70639 113716 107797 3063 43526 54173 4383 2743 1802 21149 10459 15058 2144 70299 110403 300 55240 6321 35522
leaf_count=134978 91721 61492 3122 1135 44305 46327 20675 50217 18193 17475 111033 70639 113716 107797 3063 43526 54173 4383 2743 1802 21149 10459 15058 2144 70299 110403 300 55240 6321 35522
internal_value=3.49838e-05 0.00454265 -0.00944769 0.00164149 -0.000742134 0.00452265 -0.00672553 -0.0129945 0.0117539 -0.0120387 0.0114747 -0.0155143 0.00643716 -0.000719835 0.000569202 0.0189981 -0.00984377 0.0254213 0.0354951 0.00171507 0.00329965 0.025328 -0.0068638 -0.0189611 0.00650047 -0.00882786 0.0137256 0.0140996 -0.0175547 -0.010717
internal_weight=1.32941e+06 901076 428334 642564 517194 275118 242076 316328 258512 148553 125370 266111 149111 175273 112006 109401 131133 65875 14337 93523 128946 11594 35395 17202 73421 127878 99845 99545 60494 38585
internal_count=1329410 901076 428334 642564 517194 275118 242076 316328 258512 148553 125370 266111 149111 175273 112006 109401 131133 65875 14337 93523 128946 11594 35395 17202 73421 127878 99845 99545 60494 38585
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=1057 3105 6352 2264 144 144 2272
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=7
split_feature=20 121 136 52 136 28 12 117 15 103 40 28 136 59 136 36 31 135 104 136 136 36 39 16 5 94 136 4 84 28
split_gain=21714.2 9763.45 8611.36 6784.55 5678.37 5658.42 4771.6 3999.62 5202.62 3776.65 4169.81 3360.61 3308.31 2905.69 2641.53 2535.6 3803.19 2451.08 2157.77 2145.6 2134.94 2267.72 2107.71 2088.61 1979.83 1972.96 1952.99 1933.7 1922.3 1895.41
threshold=6.8150000572204599 0.095842104405164733 0 4.3750000000000009 1 1022.8500061035157 1.0950000286102297 0.43049471080303198 1.825000047683716 -0.51192671060562123 11.550000190734865 1018.4500122070314 2 208.14809417724612 3 11.050000190734865 1019.2500000000001 1022.3500061035157 -0.97762650251388539 4 5 18.750000000000004 10.34999990463257 15.405000209808351 6.4500000476837167 -0.97494181990623463 6 4.0499999523162851 0.82823166251182567 1014.9500122070314
decision_type=2 2 1 2 1 2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2
left_child=1 2 6 9 28 7 23 8 20 -4 15 24 -13 -8 -9 -11 17 18 -17 -18 21 25 -10 -1 26 -6 -3 -12 -2 -16
right_child=4 11 3 -5 5 -7 13 14 22 10 27 12 -14 -15 29 16 19 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0089899944139228624 0.016435374596561945 0.0077878102324899987 -0.04339903133436783 0.0040047192809546982 -0.028060894265367717 0.01653050798906654 -0.011329023239740455 -0.017454198852391769 -0.0086427595803053054 -0.020174779556368164 -0.01303223467100895 -0.0030434188129114469 0.036013887537333054 0.005352922675979456 -0.0078674060744663727 -0.029296451410715754 -0.020640740039269221 0.15429016436662038 -0.010209426213634009 0.013512926755727002 -0.014951135572237158 -0.056673385142637089 0.014000396929017079 0.036421628551989674 0.015135480605709982 0.0049696490515782404 -0.011768254600118143 -0.031485513475703303 0.0050195630658726375 0.003952853324636193
leaf_weight=43304 146149 23816 11562 52284 4853 69896 69029 32861 11257 66198 20745 7881 17393 41977 64578 16295 5617 222 162156 25175 27701 1645 118082 8263 22359 66070 27496 44973 49321 71426
leaf_count=43304 146149 23816 11562 52284 4853 69896 69029 32861 11257 66198 20745 7881 17393 41977 64578 16295 5617 222 162156 25175 27701 1645 118082 8263 22359 66070 27496 44973 49321 71426
internal_value=-5.08043e-06 -0.00637849 -0.00890425 -0.0128042 0.00639623 0.00340853 0.000817571 0.0011069 0.00540282 -0.0152946 -0.0143428 0.00811565 0.023848 -0.00502073 -0.00473433 -0.0116447 -0.00894887 -0.0117458 -0.0119523 0.00728039 -0.00314527 0.00136319 0.0120297 0.0133856 0.00271842 0.00270949 -0.00269226 -0.0256604 0.0135542 -0.00165957
internal_weight=1.33058e+06 666745 567800 405227 663839 468369 162573 398473 229608 352943 341381 98945 25274 111006 168865 275663 209465 178673 178451 30792 100269 72568 129339 51567 73671 70923 51312 65718 195470 136004
internal_count=1330584 666745 567800 405227 663839 468369 162573 398473 229608 352943 341381 98945 25274 111006 168865 275663 209465 178673 178451 30792 100269 72568 129339 51567 73671 70923 51312 65718 195470 136004
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=1568 5153 144 144 144 2882 1638
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=5
split_feature=20 121 136 12 136 28 31 20 52 28 136 114 112 17 9 52 88 136 13 136 32 20 88 36 20 37 116 80 128 122
split_gain=19624.1 10681 8769.98 5594.21 4212.93 4088.72 3778.18 3652.39 3431.1 3315.12 3239.59 3109.13 2906.36 2870.24 2477.01 2265.75 2145.9 2057.71 2027.5 1833.61 2118.37 1822.88 1791.27 1531.05 1501.34 1472.76 1661.35 1708.1 1566.18 1466.93
threshold=7.1549999713897714 0.095842104405164733 0 1.0950000286102297 1 1023.0499877929689 1023.3500061035157 4.5050001144409189 4.2550001144409189 1018.4500122070314 2 -0.73724925518035878 -0.90255093574523915 15.405000209808351 9.7500000000000018 1.8049999475479128 -0.43506972491741175 3 1.7649999856948855 4 11.650000095367433 5.7149999141693124 1.0000000180025095e-35 10.949999809265138 4.9949998855590829 18.94999980926514 0.58068084716796886 253.02919769287112 274.50000000000006 -0.94260558485984791
decision_type=2 2 1 2 1 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 13 -2 12 7 -4 11 14 -11 29 18 24 17 25 -10 -3 -6 -17 -21 -13 -14 -8 -1 26 27 28 -9 -5
right_child=4 9 6 8 5 -7 23 15 16 10 -12 21 22 -15 -16 19 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.009802093324216235 0.0139157757689688 0.0077967682947968553 -0.035521147461747303 -0.020747666678639153 -0.001102506762020892 0.016465593592754173 -0.0068953849921808245 -0.0085085274086778157 0.0092672593223996815 0.0092847820199327344 0.041538223814763534 -0.024503013913299933 -0.0016098578990607637 0.035588186856430545 0.019404314999482527 0.0017672832576591806 -0.012522472458466544 -0.0093023283505881717 0.010782468170732267 0.00028848248452322515 -0.027178717333184069 -0.0095894298953546342 -0.035003122726838143 0.02285745519776148 0.010870610920528299 -0.036458091802430689 -0.02018342732322809 -0.021220226904591549 0.23699727684259414 -0.00024799404060315812
leaf_weight=10911 163632 34716 19266 9746 53071 59181 7864 110127 52499 19614 12921 34361 163546 10276 19176 40355 14398 35655 110807 12757 15608 50755 4117 9605 45023 8016 85318 33747 65 83451
leaf_count=10911 163632 34716 19266 9746 53071 59181 7864 110127 52499 19614 12921 34361 163546 10276 19176 40355 14398 35655 110807 12757 15608 50755 4117 9605 45023 8016 85318 33747 65 83451
internal_value=-4.83037e-06 -0.0051363 -0.00767008 -0.00159637 0.00718047 0.0043593 -0.0131885 -0.0144055 -0.00507866 0.00844036 0.0221096 -0.00870134 0.00219843 0.0113001 0.00347393 -0.013076 0.00457753 -0.000867075 0.00693358 -0.00508133 -0.0148203 -0.01561 -0.00242984 0.00946365 0.006838 -0.0153915 -0.0146549 -0.011378 -0.00836371 -0.00239173
internal_weight=1.33058e+06 776230 654148 311420 554354 390722 342728 325259 245210 122082 32535 178313 331541 66210 89547 305993 66897 70371 163878 68720 28365 85116 167663 17469 55934 237273 229257 143939 110192 93197
internal_count=1330584 776230 654148 311420 554354 390722 342728 325259 245210 122082 32535 178313 331541 66210 89547 305993 66897 70371 163878 68720 28365 85116 167663 17469 55934 237273 229257 143939 110192 93197
cat_boundaries=0 1 2 3 4 5
cat_threshold=1825 5153 188 1639 6212
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=8
split_feature=20 122 136 52 136 28 17 68 15 103 42 25 12 91 136 10 28 136 36 31 135 36 15 136 136 80 136 36 12 136
split_gain=17755.4 8257.01 7164.5 5660.5 4652.25 4630.24 4063.13 3526.06 3740.62 3416.14 3379.75 3321.16 2907.84 2775.92 2771.73 2527.56 2333.01 2269.04 2246.26 3340.7 2163.82 2121.67 2007.38 1978.85 1956.14 1823.31 1797.55 1731.1 1655.81 1579.48
threshold=6.8150000572204599 0.095842104405164733 0 4.3750000000000009 1 1022.9500122070314 17.029999732971195 306.01768493652349 1.9750000238418581 -0.5628964602947234 11.550000190734865 283.50000000000006 0.98500001430511486 -0.44253845512866968 2 8.4499998092651385 1018.9500122070314 3 11.050000190734865 1019.2500000000001 1022.3500061035157 18.250000000000004 0.87500000000000011 4 5 306.19218444824224 6 11.34999990463257 2.5849999189376835 7
decision_type=2 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 1 1 2 1 2 2 1
left_child=1 2 6 9 27 7 12 8 17 -4 18 -10 -1 -14 15 -3 -16 -6 28 20 22 -19 -20 -13 -21 -24 -12 -2 -11 -9
right_child=4 14 3 -5 5 -7 -8 29 11 10 26 23 13 -15 16 -17 -18 21 19 24 -22 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.011296331608200892 -0.022809274517415771 -0.0083589930509289055 -0.042287691497875625 0.0037620338357710822 -0.012048432047253171 0.015155072413318333 0.039110772800223043 -0.029009438183476427 0.016583546926479353 -0.014199420118423751 -0.053150120844140926 0.0099035353709857003 0.0052855347121500739 -0.010521399526340697 0.0094977619160241441 0.020392885422610627 0.034157766090020671 0.002182182726831385 -0.02789446255989457 -0.019578386617234194 0.14528543215479936 -0.03996528434431993 -0.0063068153536095508 -0.0026929995757683598 0.013035418982926939 -0.018738589534262353 -0.020926632764833173 0.012894850154061915 -0.032666257057875438 -0.0069124639671865997
leaf_weight=37397 3456 33737 10305 51902 47485 67880 6624 10192 65804 50276 4656 54848 44040 75204 42790 9883 12362 107740 15857 5613 222 3071 124212 72224 25232 38678 61753 192014 16002 39125
leaf_count=37397 3456 33737 10305 51902 47485 67880 6624 10192 65804 50276 4656 54848 44040 75204 42790 9883 12362 107740 15857 5613 222 3071 124212 72224 25232 38678 61753 192014 16002 39125
internal_value=-4.56444e-06 -0.0057678 -0.00808815 -0.0116548 0.0057839 0.00307959 0.000753589 0.00103295 0.00279111 -0.0139231 -0.0130697 0.00746607 -0.000868403 -0.00468348 0.00757505 -0.00184425 0.0150224 -0.0029051 -0.0106337 -0.00809894 -0.0107182 0.00101402 -0.0109119 0.0027446 0.00709842 -0.00925872 -0.023197 0.012263 -0.018658 -0.0114864
internal_weight=1.33058e+06 666745 567973 404708 663839 468369 163265 400489 351172 352806 342501 192876 156641 119244 98772 43620 55152 158296 276092 209814 178969 110811 178747 127072 30845 162890 66409 195470 66278 49317
internal_count=1330584 666745 567973 404708 663839 468369 163265 400489 351172 352806 342501 192876 156641 119244 98772 43620 55152 158296 276092 209814 178969 110811 178747 127072 30845 162890 66409 195470 66278 49317
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=1568 5153 2448 150 770 144 132 144
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=5
split_feature=18 0 136 122 18 114 136 9 38 136 37 6 26 30 136 79 15 8 31 29 134 136 56 29 31 100 31 14 112 40
split_gain=16147.5 6447.04 5897.66 4770.45 4517.49 5352.38 4485.01 2936.87 2755.03 2609.05 2581.03 2383.55 2366.24 2786.9 2314.21 2178.76 2120.32 2062.87 1980.04 1900.79 2119.37 2056.35 1569.28 1516.91 2023.25 1608.59 1495.05 1494.04 1456.88 1678.84
threshold=11.775000095367433 214.50000000000003 0 -0.53727915883064259 17.029999732971195 -0.81408452987670887 1 3.7500000000000004 15.84999990463257 2 17.250000000000004 3.8500000238418584 198.50000000000003 1015.6499938964845 3 1.5950000286102297 1.1349999904632571 8.3499999046325701 1021.7500000000001 1016.4500122070314 1022.2500000000001 4 254.47741699218753 1017.3500061035157 1009.5499877929689 0.077791839838027968 1009.9500122070314 0.78499999642372142 -0.79332312941551197 11.449999809265138
decision_type=2 2 1 2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
left_child=1 7 16 17 5 10 11 9 15 26 14 -7 13 -8 -2 -6 18 -4 -3 20 -9 -21 -10 24 25 -16 -1 -14 -19 -30
right_child=4 2 3 -5 8 6 12 19 22 -11 -12 -13 27 -15 23 -17 -18 28 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.02908060474655105 0.0037364746665124295 -0.027266135097322647 -0.0033000039739506412 0.0054232368978571997 0.022835508369665598 0.015410290340867425 -0.006006584416992056 0.0015257888374109025 0.045595581772309088 -0.011541876724901758 -0.0082981778356333996 -0.0028763615714696212 -0.034446881932860829 -0.03440593443157821 0.060076114327626322 0.002832370183760766 -0.012632852984706837 -0.006456234088768659 0.02671791840820624 0.031541467882561451 0.081230594108689741 0.007920576389712216 0.0045303534252391217 0.016497270604746525 0.0039336997343940479 0.016382621062434769 0.0011209666357451795 -0.0023173447601203801 -0.013914162639683012 -0.03413050152419813
leaf_weight=5581 121874 45793 106715 86269 27021 43118 19308 88043 11538 59089 22497 30371 3763 15633 2338 27434 110255 51741 1764 13145 842 30835 2914 108629 75290 21270 33361 94025 57632 12496
leaf_count=5581 121874 45793 106715 86269 27021 43118 19308 88043 11538 59089 22497 30371 3763 15633 2338 27434 110255 51741 1764 13145 842 30835 2914 108629 75290 21270 33361 94025 57632 12496
internal_value=-4.38183e-06 -0.00520424 -0.00854951 -0.00459486 0.0058302 0.00433897 -0.0020573 0.00164382 0.0179086 -0.00492108 0.00808728 0.00785185 -0.00754379 -0.0187128 0.00920636 0.0127581 -0.0164382 -0.00837595 -0.0252637 0.00648756 0.00228083 0.0149895 0.0373155 0.0124179 0.00793833 0.0207098 0.00512671 -0.00355373 -0.0128207 -0.0175165
internal_weight=1.33058e+06 703561 472665 314853 627023 558116 206218 230896 68907 98031 351898 73489 132729 34941 329401 54455 157812 228584 47557 132865 88885 43980 14452 207527 98898 23608 38942 97788 121869 70128
internal_count=1330584 703561 472665 314853 627023 558116 206218 230896 68907 98031 351898 73489 132729 34941 329401 54455 157812 228584 47557 132865 88885 43980 14452 207527 98898 23608 38942 97788 121869 70128
cat_boundaries=0 1 2 3 4 5
cat_threshold=2200 1056 5411 240 3595
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=5
split_feature=20 122 136 52 17 136 28 103 40 10 136 76 12 59 123 29 135 136 70 4 132 36 31 104 136 20 11 125 108 112
split_gain=15056 8539.47 6817.8 4949.28 3477.85 3319.91 3243.23 3206.68 3218.53 3038.84 3256.12 2970.81 2633.73 2715.52 2553.71 2215.83 2199.82 2104.48 2565.21 1834.24 1798.29 1796 2861.39 2420.54 1801.92 1793.1 1764.83 1668.75 1634.29 1633.98
threshold=7.1549999713897714 0.095842104405164733 0 5.6649999618530282 17.029999732971195 1 1023.0499877929689 -0.5628964602947234 11.34999990463257 8.4499998092651385 2 20.795000076293949 1.0950000286102297 221.37969207763675 -0.64942333102226246 1014.4500122070314 1023.8500061035157 3 288.52490234375006 4.0499999523162851 1021.3500061035157 11.050000190734865 1019.2500000000001 -0.97144952416419972 4 4.9949998855590829 10.84999990463257 -0.88697704672813404 -0.48949025571346277 -0.96359375119209278
decision_type=2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2
left_child=1 2 4 7 12 -2 14 -4 11 10 -3 16 25 -14 -7 -11 21 18 -16 -10 29 -9 23 -23 26 -1 -24 -21 -13 -19
right_child=5 9 3 -5 -6 6 -8 8 19 15 -12 28 13 -15 17 -17 -18 20 -20 27 -22 22 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0095723746212031807 0.012268526652763873 0.013616164404913332 -0.037101783182400268 0.0043738349678167053 0.033922692599665252 -0.005552550819845176 0.014567339734260826 -0.01493033347090205 -0.0094749994348801644 0.0089994081268147778 -0.0052274401339779597 0.04838911604392572 -0.0093128596979548135 0.0062174759623187265 0.0021989769903658168 0.036477388029780747 0.16116825411739499 0.01446673853911901 -0.021365924260025176 0.025662825025224007 0.04317790178931101 -0.02406328292932694 -0.026945423225014482 -0.0057212207549156022 0.01288994051986018 0.013682244120946183 0.049320484003110322 -0.027502972286170525 -0.023290191372669036 0.00363242742097527
leaf_weight=10270 163632 41376 12193 53099 7829 86028 59181 60229 25706 16013 51387 812 83337 42502 49684 13541 194 47545 15046 1522 3413 20117 5496 169868 29649 42984 880 48764 38462 129825
leaf_count=10270 163632 41376 12193 53099 7829 86028 59181 60229 25706 16013 51387 812 83337 42502 49684 13541 194 47545 15046 1522 3413 20117 5496 169868 29649 42984 880 48764 38462 129825
internal_value=-4.15083e-06 -0.00449886 -0.00676702 -0.00999695 0.00130282 0.00628954 0.00378516 -0.0118408 -0.0110741 0.00762684 0.00317846 -0.00891227 -0.000123072 -0.0040675 0.00186063 0.0215892 -0.00714405 0.00445821 -0.003278 -0.0203398 0.00722797 -0.00725813 -0.00521358 -0.00766341 0.00770611 0.00919761 -0.0163937 -0.0258938 -0.0218082 0.00653662
internal_weight=1.33058e+06 776230 653913 466991 186922 554354 390722 413892 401699 122317 92763 325707 179093 125839 331541 29554 286433 245513 64730 75992 180783 286239 226010 189985 36025 53254 6376 50286 39274 177370
internal_count=1330584 776230 653913 466991 186922 554354 390722 413892 401699 122317 92763 325707 179093 125839 331541 29554 286433 245513 64730 75992 180783 286239 226010 189985 36025 53254 6376 50286 39274 177370
cat_boundaries=0 1 2 3 4 5
cat_threshold=1568 5153 1635 144 144
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=5
split_feature=17 0 136 123 17 113 136 8 136 0 5 15 8 14 18 16 31 15 91 132 135 28 31 136 36 28 136 12 16 80
split_gain=13974.3 6341.45 4793.58 4924.96 4534.6 3406.58 4423.62 3117.3 3007.07 2464.53 2442.57 2385.29 2263.19 2261.87 2200.57 2116.94 2047.12 1969.21 1864.87 1813.02 1733.06 1679.16 1640.53 2180.3 1608.4 1606.33 1612.77 1532.68 1509.17 1474.51
threshold=11.775000095367433 214.50000000000003 0 -0.55191597342491139 18.219999313354496 -0.84335932135581959 1 5.2500000000000009 2 15.500000000000002 4.5499999523162851 1.6749999523162844 8.4499998092651385 0.6850000023841859 15.405000209808351 16.335000038146976 1021.4500122070314 1.1449999809265139 1.0000000180025095e-35 1019.1499938964845 1022.5499877929689 1015.1499938964845 1020.9500122070314 3 10.650000095367433 1017.9500122070314 4 1.0549999475479128 17.029999732971195 312.00653076171881
decision_type=2 2 1 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2
left_child=1 7 17 12 5 11 10 8 19 20 14 16 28 -8 -7 -6 -2 22 -15 29 -9 -11 -3 -24 -13 -5 -27 -18 -4 -1
right_child=4 2 3 25 15 6 13 9 -10 21 -12 24 -14 18 -16 -17 27 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0082676073256960012 -0.00069232903842920783 -0.025882350095060899 -0.0041753228186029836 0.00060188415728751235 0.065593164522005629 0.009500140053294262 -0.047970304829165589 -0.0042743214427609106 -0.0092746199420467076 0.0077993002962587731 -0.0028048627877742122 -0.0017499149550434441 -0.013697455590915196 -0.0027072570789245728 0.031625897596324795 0.021323414396535092 0.035609861433858046 -0.011488796628370242 -0.032212829948321427 0.080710834152814048 0.082208766100921093 0.024566086591587918 0.053250940335628286 -0.033595301880032492 0.012345319422710575 0.043129225330082219 0.0096466859342768038 0.0074670929893765198 0.044728085175458711 -0.011510675813417802
leaf_weight=49833 102863 45769 99588 72368 3136 42744 2936 29217 77194 34853 27370 22492 112909 159755 15246 19443 6838 109566 5541 791 591 26126 1546 1341 202049 4214 24371 16540 1603 11621
leaf_count=49833 102863 45769 99588 72368 3136 42744 2936 29217 77194 34853 27370 22492 112909 159755 15246 19443 6838 109566 5541 791 591 26126 1546 1341 202049 4214 24371 16540 1603 11621
internal_value=4.39264e-05 -0.00479357 -0.00810452 -0.00453798 0.00547206 0.00465016 0.000235194 0.00201273 -0.0026819 0.00922318 0.00950537 0.00784188 -0.00883082 -0.00446874 0.0153172 0.027472 0.00234307 -0.015205 -0.00369633 0.00549476 -0.00255963 0.0149829 -0.0235765 0.0129793 0.0109334 0.0045658 0.0146011 0.0156988 -0.00340063 0.00452752
internal_weight=1.33045e+06 703501 473275 315053 626953 604374 253592 230226 139439 90787 85360 350782 214100 168232 57990 22579 126241 158222 165296 62245 29808 60979 48656 2887 224541 100953 28585 23378 101191 61454
internal_count=1330454 703501 473275 315053 626953 604374 253592 230226 139439 90787 85360 350782 214100 168232 57990 22579 126241 158222 165296 62245 29808 60979 48656 2887 224541 100953 28585 23378 101191 61454
cat_boundaries=0 1 2 3 4 5
cat_threshold=2200 1056 5923 2056 5124
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=5
split_feature=19 28 94 136 43 122 136 136 15 123 16 32 11 28 120 31 28 76 136 32 136 108 17 117 40 43 25 115 31 22
split_gain=12661.3 4790.49 4643.64 4397.31 4021.13 3811.14 4300.26 3484.28 2860.49 2767.27 2480.45 2365.15 2267.38 2242.62 2289.46 2224.95 2026.98 1957.81 2058.12 1957.67 1951.75 1941.93 1941.19 1851.6 1832.34 1715.05 1822.62 1683.34 1653.55 1726.31
threshold=10.960000038146974 1020.7500000000001 -0.93830850720405568 0 12.84999990463257 -0.53727915883064259 1 2 1.1250000000000002 0.11319890245795251 15.405000209808351 9.8499999046325701 5.5499999523162851 1018.4500122070314 0.0087262028828263907 1014.9500122070314 1017.5499877929689 17.935000419616703 3 12.34999990463257 4 -0.16625878959894178 15.405000209808351 0.2503704726696015 9.4499998092651385 3.0499999523162846 313.50000000000006 -0.76037701964378346 1013.1499938964845 5.6050000190734872
decision_type=2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2
left_child=1 3 15 11 9 7 8 10 -7 17 16 -1 -11 22 -15 -2 -4 18 25 -18 -3 -19 -8 -10 -20 -5 -27 -9 -13 -30
right_child=2 20 5 4 -6 6 13 27 23 12 -12 28 -14 14 -16 -17 19 21 24 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.036448112734998116 -0.0018820064172252919 -0.0028131693979817711 -0.0012285162302078203 -0.018352098486402055 -0.022761861445255233 -0.032171836990650148 0.0056852748720190886 -0.0016097596857631174 0.0096919312548323089 -0.0052582822298013303 0.01865383647837222 0.0077113512936252543 0.01439045731036002 0.011376446062149579 0.025741848489074043 -0.027800861978528414 -0.010345068274115108 0.024461860405818405 -0.0019290059410238447 0.017053705972267113 0.015740055529540109 -0.019236536332729742 0.018810450418319642 -0.0061014041146562649 -0.015912180413710182 0.0065415568479752582 -0.018665441470024274 -0.014688582117723567 -0.015532281105020213 0.00074425888298385089
leaf_weight=4682 18328 23550 91734 59858 47304 6941 154112 90089 35303 37761 31005 46140 24023 72265 45011 15103 8017 2660 147130 34904 35601 57502 34472 39127 27865 17710 12051 33845 23559 52802
leaf_count=4682 18328 23550 91734 59858 47304 6941 154112 90089 35303 37761 31005 46140 24023 72265 45011 15103 8017 2660 147130 34904 35601 57502 34472 39127 27865 17710 12051 33845 23559 52802
internal_value=4.17538e-05 -0.00517803 0.00459968 -0.00660487 -0.00900139 0.00549821 0.00874286 0.00115961 -0.00147307 -0.00731773 0.00590313 0.00157104 0.00238159 0.0114604 0.0168899 -0.0135913 0.00296765 -0.00916288 -0.00731183 0.011936 0.00835558 -0.0173045 0.00808448 0.00138956 -0.00415535 -0.0134734 -0.00366541 -0.00518102 0.000238162 -0.0042774
internal_weight=1.33045e+06 620198 710256 561047 433864 676825 387231 289594 81371 386560 165660 127183 61784 305860 117276 33431 134655 324776 264614 42921 59151 60162 188584 74430 174995 89619 29761 123934 122501 76361
internal_count=1330454 620198 710256 561047 433864 676825 387231 289594 81371 386560 165660 127183 61784 305860 117276 33431 134655 324776 264614 42921 59151 60162 188584 74430 174995 89619 29761 123934 122501 76361
cat_boundaries=0 1 2 3 4 5
cat_threshold=1568 144 7201 2184 176
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=31
num_cat=0
split_feature=17 52 0 17 28 20 39 84 17 8 16 0 22 55 16 15 112 122 76 134 88 113 76 52 16 80 95 64 35 31
split_gain=11549.7 5524.86 4983.84 3993.75 3059.43 3314.01 2808.92 2687.23 2557.98 2509.27 2437.69 2354.72 2296.19 2207.58 1937.74 1827.62 1775.51 1710.97 1676.43 1669.78 1500.21 1480.66 1470.97 1553.38 1603.96 1475.56 1462.59 1499.37 1826.46 1452.59
threshold=11.775000095367433 5.6649999618530282 214.50000000000003 18.219999313354496 1021.9500122070314 5.0850000381469735 11.84999990463257 0.75004252791404735 15.405000209808351 5.4500000476837167 15.405000209808351 15.500000000000002 4.6349999904632577 31.675000190734867 16.335000038146976 2.0449999570846562 -0.74892720580101002 -0.94260558485984791 22.355000495910648 1022.5499877929689 -0.15365748107433316 -0.9366365075111388 14.885000228881838 1.4750000238418581 15.405000209808351 213.97827911376956 -0.94255271553993214 34.82500076293946 11.550000190734865 1013.9500122070314
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 9 4 5 -2 13 8 15 22 12 19 -4 21 -5 -8 17 -14 -19 -11 -9 -7 23 24 -1 -24 -3 28 -28 -10
right_child=3 26 10 14 -6 6 7 20 29 11 -12 -13 16 -15 -16 -17 -18 18 -20 -21 -22 -23 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.006663946456657726 -0.015220681233131009 -0.01453028426344612 -0.024531185791883015 0.062092819033746686 0.012616087357607131 -3.8098719590847392e-05 0.0020779575144098199 0.0014823096433402281 0.028331422059853818 -0.0065649355669030367 0.017344965581053532 0.01433964368978285 -0.015337183930288377 0.013209399724610544 0.019738188927602332 0.01231859092856016 -0.012844856842942174 -0.0028579348822324467 -0.021259611952258801 0.10209818720962843 -0.017444496203375695 -0.015399461615277233 0.089196961733038121 0.0073804635580341687 0.037929408711142004 -0.025026264110937047 0.029651446543466183 -0.0012188962981701285 0.0088002560081929318 0.011912872501377514
leaf_weight=82507 24565 6501 23998 3136 91673 27012 125623 146093 20278 23233 8621 48620 40405 13601 19443 66702 151581 188622 13246 359 11278 37415 291 31857 2067 9962 14751 20416 36464 40134
leaf_count=82507 24565 6501 23998 3136 91673 27012 125623 146093 20278 23233 8621 48620 40405 13601 19443 66702 151581 188622 13246 359 11278 37415 291 31857 2067 9962 14751 20416 36464 40134
internal_value=3.9671e-05 -0.00435817 -0.00592436 0.00497447 0.00420313 0.00269886 0.00360065 0.00525507 0.00844882 0.000611704 -0.00897261 0.00805024 -0.00951559 -0.00509482 0.0256208 0.00562961 -0.00860067 -0.00594525 -0.0040654 -0.00491141 0.000125919 -0.00895898 -0.00362838 -0.00202955 -0.00557408 -0.0217844 0.00817763 0.0102385 0.0148058 0.017424
internal_weight=1.33045e+06 703501 625369 626953 604374 512701 488136 410108 252737 198896 426473 72212 417852 78028 22579 192325 393854 242273 201868 23592 157371 64427 126684 116431 84574 10253 78132 71631 51215 60412
internal_count=1330454 703501 625369 626953 604374 512701 488136 410108 252737 198896 426473 72212 417852 78028 22579 192325 393854 242273 201868 23592 157371 64427 126684 116431 84574 10253 78132 71631 51215 60412
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=31
num_cat=5
split_feature=19 31 136 115 136 108 8 27 18 136 40 37 136 136 80 16 17 33 3 28 31 39 134 15 52 12 123 31 7 39
split_gain=10450.3 4298.48 4129.22 4127.99 5109.63 3521.68 2637.43 2568.23 2523.41 2482.59 2463.76 2360.08 2842.24 2170.08 2077.2 1913.45 1904.76 1897.25 1794.79 1755.62 2456.66 1994.96 1686.42 1634.42 1621.61 1598.65 1593.23 1589.36 1578.96 1675.69
threshold=10.960000038146974 1020.1499938964845 0 -0.81408452987670887 1 -0.16625878959894178 9.0500001907348651 188.50000000000003 15.405000209808351 2 14.250000000000002 17.250000000000004 3 4 247.79621124267581 16.335000038146976 17.029999732971195 8.6500000953674334 204.50000000000003 1017.3500061035157 1008.0499877929689 14.449999809265138 1019.1499938964845 1.185000002384186 0.50499999523162853 1.0149999856948855 1.0000000180025095e-35 1014.4500122070314 0.45000000298023229 13.949999809265138
decision_type=2 2 1 2 1 2 2 2 2 1 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 11 8 -4 15 27 25 -3 14 12 -2 -9 18 16 22 -16 -1 20 21 -14 28 -15 -19 -5 -8 -6 29 -7
right_child=3 9 5 4 7 6 26 13 -10 -11 -12 -13 19 23 17 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0048655059324868768 0.003139620784536059 0.036642613737188807 0.021006904709517573 0.012241683594032052 -0.0047649446184148542 -0.028114424186012833 -0.011319848658850896 0.00087784811826408903 0.023639034555296996 0.0040490931368869368 -0.027378111673811413 -0.0066951527754773857 0.028453313966448165 -0.03009546488624797 0.025048776612366541 0.024852218213924027 0.041145685590589433 -0.027881041169260275 -0.010256473002310779 0.015671223868715209 0.0035182548975403144 -0.0041611862502142355 0.068588691148678854 -0.0072311227743735128 -0.012175317014102519 -0.0033512727711037709 0.014208785538260519 -0.029775239006209216 -0.0010231699466307742 -0.0018925264426650403
leaf_weight=31031 173604 6443 14526 31478 10393 11744 117526 101177 22054 61827 23626 29054 20016 10029 2696 6969 2558 25281 53367 124446 95720 6123 837 35422 46970 34402 6447 16338 195689 12661
leaf_count=31031 173604 6443 14526 31478 10393 11744 117526 101177 22054 61827 23626 29054 20016 10029 2696 6969 2558 25281 53367 124446 95720 6123 837 35422 46970 34402 6447 16338 195689 12661
internal_value=3.76874e-05 -0.00470448 -0.00616846 0.00417856 -0.00081802 -0.00312259 -0.0041116 -0.00579764 0.00899878 0.00713108 -0.0123096 0.00708654 0.00804011 -0.00319954 -0.0100761 -0.000948137 -0.00175266 -0.0161341 -0.00469651 0.0114935 0.00722811 0.0208134 -0.00224935 -0.0122736 -0.0176708 0.00409917 -0.00999228 -0.0200512 -0.00251874 -0.0145108
internal_weight=1.33045e+06 620198 551928 710256 261293 368957 354431 173359 87934 68270 182971 448963 419909 146628 159345 230458 223489 74947 84398 246305 121859 26139 220931 45451 72251 65880 123973 26731 220094 24405
internal_count=1330454 620198 551928 710256 261293 368957 354431 173359 87934 68270 182971 448963 419909 146628 159345 230458 223489 74947 84398 246305 121859 26139 220931 45451 72251 65880 123973 26731 220094 24405
cat_boundaries=0 1 2 3 4 5
cat_threshold=6288 1056 7168 242 2883
is_linear=0
shrinkage=0.05


Tree=54
num_leaves=31
num_cat=5
split_feature=17 120 20 52 28 136 17 88 94 136 136 13 52 12 37 136 4 115 120 41 12 37 31 81 7 122 136 35 64 90
split_gain=9730.65 6280.07 4993.54 4439.29 3577.11 3583.3 3167.08 3101.03 2736.71 2361.75 2102.58 2146.67 1943.37 1934.64 1829.53 1701.42 1691.83 1685.79 1567.58 2141.07 1495.83 2101.27 1482.5 1424.52 1401.94 1368.48 1360.37 1468.68 1447.02 1348.42
threshold=13.344999790191652 0.11319890245795251 7.555000066757203 1.7250000238418581 1015.7500000000001 0 20.524999618530277 -0.53044810891151417 0.074870064854621901 1 2 1.0549999475479128 3.8449999094009404 1.0950000286102297 18.849999427795414 3 5.7500000000000009 -0.74892720580101002 -0.49240480363368982 11.650000095367433 1.0950000286102297 12.750000000000002 1007.6499938964845 267.80461120605474 9.3499999046325701 -0.94260558485984791 4 9.3499999046325701 38.975000381469734 -0.10774352401494978
decision_type=2 2 2 2 2 1 2 2 2 1 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2
left_child=1 2 3 9 24 16 8 26 12 13 18 -12 15 -1 -11 -2 -6 25 19 -10 21 -14 -4 -9 -3 -15 27 -5 -28 -22
right_child=6 4 22 7 5 -7 -8 23 10 14 11 -13 20 17 -16 -17 -18 -19 -20 -21 29 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.0059384305095277132 -0.036694682849200813 -0.0043430759446009765 0.016105301444084185 0.024288822788613169 -0.0031588875512779226 0.021399040606481061 0.045507019602649683 0.015845098220916419 0.0017356395885224801 -0.012159029413772449 -0.025496489854496873 0.00408645850755058 -0.033649318810558868 -0.023321015793871382 -0.032921542280053444 -0.0061414760637094916 0.022399265854174975 -0.013618231487114541 0.01547109263616147 0.016168702790469707 0.0026381290289862729 0.026943841758254029 0.0013487343296611492 -0.013714238917040114 0.01560962532846007 -0.00067978201190272737 0.0089855236163550647 -0.0063734381607911412 -0.016181642244966092 -0.021923507510118189
leaf_weight=30669 5537 72267 19552 4315 34295 50485 5111 4477 71768 219889 6602 86191 1646 7376 11148 25600 7982 68101 102178 40026 52751 10943 131436 45491 10025 70109 80955 41134 6145 6250
leaf_count=30669 5537 72267 19552 4315 34295 50485 5111 4477 71768 219889 6602 86191 1646 7376 11148 25600 7982 68101 102178 40026 52751 10943 131436 45491 10025 70109 80955 41134 6145 6250
internal_value=3.58199e-05 -0.00284121 -0.0048539 -0.00693092 0.00567612 0.0124081 0.00639114 -0.00045096 0.00590292 -0.00983474 0.0082683 0.00198149 -0.00116062 -0.00547451 -0.0131603 -0.0115884 0.00166616 -0.00787912 0.0109941 0.00690316 0.0033748 0.0190213 0.00325962 -0.0110658 -0.00191239 -0.00283506 0.0035506 -0.00346155 0.00720912 3.63049e-05
internal_weight=1.33045e+06 915851 740797 589809 175054 92762 414603 182517 409492 407292 306765 92793 102727 176255 231037 31137 42277 145586 213972 111794 71590 12589 150988 49968 82292 77485 132549 45449 87100 59001
internal_count=1330454 915851 740797 589809 175054 92762 414603 182517 409492 407292 306765 92793 102727 176255 231037 31137 42277 145586 213972 111794 71590 12589 150988 49968 82292 77485 132549 45449 87100 59001
cat_boundaries=0 1 2 3 4 5
cat_threshold=176 1831 3937 402 147
is_linear=0
shrinkage=0.05


Tree=55
num_leaves=31
num_cat=3
split_feature=23 95 136 28 136 120 136 16 67 39 12 111 17 116 13 135 123 36 31 30 31 42 123 28 31 39 16 22 85 53
split_gain=9326.54 5151.87 4696.28 4375.23 4163.08 3742.27 4742.52 3597.46 3433.16 3234.4 3076.28 2833.23 2665.21 2586.92 3171.39 2182.79 2108.7 2097.75 1940.01 1848.03 1843.02 1879.93 1841.01 1787.94 1766.68 1753.93 1528.29 1510.19 1421.77 1945.77
threshold=6.1150000095367441 -0.92681995034217823 0 1016.5499877929689 1 -0.36648726463317866 2 15.405000209808351 1.9750000238418581 13.150000095367433 1.0049999952316286 -0.76951602101325978 17.029999732971195 0.2503704726696015 1.6950000524520876 1016.4500122070314 -0.5663846731185912 12.750000000000002 1015.7500000000001 1015.1499938964845 1011.2500000000001 10.949999809265138 0.13052122294902804 1016.1499938964845 1024.350036621094 14.34999990463257 12.699999809265138 5.6449999809265146 0.83023265004158031 1.7849999666213991
decision_type=2 2 1 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
left_child=4 19 9 7 10 6 17 11 22 13 18 -4 15 14 -3 28 -8 -5 -1 26 -9 -22 -6 -10 -15 -17 -2 -12 -13 -30
right_child=1 2 3 5 8 -7 16 20 23 -11 27 12 -14 24 -16 25 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.021674311658485029 -0.013061219322841329 -0.010241268005521033 0.03219317277431135 -0.026892023784053171 -0.014282937581711733 0.016661048728785859 -0.0060704702547683545 0.030329012357019843 -0.006442355898401652 -0.018705813116541695 -0.010604065391987697 0.00023402119076542966 0.046729877031256091 -0.0077619557725006061 0.01444557961393474 0.033048344433239306 0.0066893906435384178 0.022210952119239079 -0.00055443140579129106 -0.023277572021246778 -0.00064426446978749783 0.024894661658181098 -0.0003394533759212449 0.0089436343258132746 0.011493179159331362 -0.015010864135690966 0.0091775841683973333 0.0027950776749644337 -0.024015475000485304 -0.0038293086006860322
leaf_weight=24528 20073 18084 6730 2295 192165 129848 61601 13939 48268 28002 42278 210206 2944 90469 46361 7870 68256 41630 16364 21903 20169 11211 26999 31014 13719 2502 12559 41840 14784 62008
leaf_count=24528 20073 18084 6730 2295 192165 129848 61601 13939 48268 28002 42278 210206 2944 90469 46361 7870 68256 41630 16364 21903 20169 11211 26999 31014 13719 2502 12559 41840 14784 62008
internal_value=-4.17011e-06 0.00285582 0.00380877 0.00584036 -0.00613109 0.0102393 0.00544112 0.00204994 -0.00933949 -0.00296897 0.00152921 0.000108995 -0.000610008 -0.000355998 0.00751817 -0.00107868 0.000636374 0.0196409 0.0127789 -0.012043 0.0152002 0.00847992 -0.0125652 -0.000423574 -0.00522653 0.0214552 -0.00450222 -0.00393938 -0.00189304 -0.00771555
internal_weight=1.33062e+06 907163 852628 655993 423456 303630 173782 352363 298446 196635 125010 307044 300314 168633 64445 297370 129857 43925 40892 54535 45319 31380 219164 79282 104188 10372 32632 84118 286998 76792
internal_count=1330619 907163 852628 655993 423456 303630 173782 352363 298446 196635 125010 307044 300314 168633 64445 297370 129857 43925 40892 54535 45319 31380 219164 79282 104188 10372 32632 84118 286998 76792
cat_boundaries=0 1 2 3
cat_threshold=148 1568 7168
is_linear=0
shrinkage=0.05


Tree=56
num_leaves=31
num_cat=5
split_feature=17 31 20 136 16 95 136 118 14 17 88 136 127 31 120 36 111 3 14 28 31 135 67 30 136 136 42 32 80 36
split_gain=8456.71 6787.66 5598.67 4014.48 3923.07 3466.72 3869.01 3367.84 4788.8 2782.51 2701.98 2508.97 2315.94 2186.71 2099.78 2083.97 2027.38 2017.09 2010.45 1977.11 1737.47 1714.9 1632.17 1897.06 2432 2037.23 1589.93 1583.79 1464.81 1732.93
threshold=14.550000190734865 1020.1499938964845 5.3949999809265146 0 17.029999732971195 -0.85467487573623646 1 0.35019405186176306 1.6950000524520876 20.524999618530277 -0.80819138884544361 2 0.87032255530357372 1002.9500122070314 0.39873388409614569 18.349999427795414 -0.42819681763648981 169.50000000000003 1.0950000286102297 1022.0499877929689 1014.8500061035157 1024.1499633789065 1.5649999976158144 1015.6499938964845 3 4 11.550000190734865 14.84999990463257 227.33321380615237 10.449999809265138
decision_type=2 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2
left_child=1 2 14 18 5 20 7 8 15 11 -5 -2 16 27 22 -7 -8 -12 -3 -15 -4 -18 23 24 -1 -25 -27 -13 29 -10
right_child=9 3 4 10 -6 6 12 -9 28 -11 17 13 -14 19 -16 -17 21 -19 -20 -21 -22 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=0.00015358516272818577 0.01341660358147409 0.048167927845316892 -0.0067457415366347154 0.012463308846709166 0.029367352882549283 -0.0061336031343300684 0.019679251455990539 -0.010481383789854085 -0.0098881536177059873 0.043884435362004606 0.0085072159254688199 0.022001939017095812 0.012539822744263416 -0.0012105269086615021 0.0079280392636351515 -0.035530854010422552 -0.00052578416901129233 -0.0070203137350352378 0.016601141147647738 0.013207109910491769 -0.022511110454873733 0.059956599192084507 -0.0039421882424108771 -0.015673365822191417 -0.019520538029505964 -0.030444807916345931 -0.065568931690956248 -0.03458500025049193 -0.0016556620054072897 0.017781731384010881
leaf_weight=24191 98144 6201 45608 51172 9768 68651 13355 158619 6519 5206 31453 20005 47739 128998 11185 6609 274758 62427 27033 29152 28333 1177 28193 19365 44815 12489 4342 1318 20922 42872
leaf_count=24191 98144 6201 45608 51172 9768 68651 13355 158619 6519 5206 31453 20005 47739 128998 11185 6609 274758 62427 27033 29152 28333 1177 28193 19365 44815 12489 4342 1318 20922 42872
internal_value=-3.9616e-06 -0.00207488 -0.00389715 0.00681243 -0.00210538 -0.00253525 -0.00135312 -0.00544116 5.03964e-05 0.00766833 0.00321995 0.00698919 0.0023367 0.00347344 -0.0128811 -0.00871514 0.000653054 -0.00181806 0.0224843 0.0014471 -0.0127868 -0.000267797 -0.014626 -0.0174891 -0.0126263 -0.0267598 -0.0394825 0.0185042 0.00943265 0.0141296
internal_weight=1.33062e+06 1.0478e+06 869510 178286 724930 715162 641221 304192 145573 282823 145052 277617 337029 179473 144580 75260 289290 93880 33234 158150 73941 275935 133395 105202 69006 36196 16831 21323 70313 49391
internal_count=1330619 1047796 869510 178286 724930 715162 641221 304192 145573 282823 145052 277617 337029 179473 144580 75260 289290 93880 33234 158150 73941 275935 133395 105202 69006 36196 16831 21323 70313 49391
cat_boundaries=0 1 2 3 4 5
cat_threshold=7169 2268 3112 1646 6451
is_linear=0
shrinkage=0.05


Tree=57
num_leaves=31
num_cat=0
split_feature=23 95 24 16 15 123 16 31 67 28 12 36 20 30 30 127 28 31 43 55 38 37 28 31 16 37 13 31 36 55
split_gain=7829.81 4358.23 3647.13 3610.67 3455.96 3368.72 2739 2744.71 2415.93 2347.32 3254.08 2286.6 1842.65 1818.05 1612.36 1895.19 1601.49 1572.86 1638.97 2535.67 1903.08 1562.66 1518.61 1489.55 1472.28 1414 1397.31 1216.89 1220.23 1186.25
threshold=6.1749999523162851 -0.90906280279159535 301.50000000000006 15.405000209808351 1.9750000238418581 0.078456107527017607 17.029999732971195 1022.8500061035157 2.5649999380111699 1015.4500122070314 2.3449999094009404 10.550000190734865 5.7950000762939462 1015.1499938964845 1015.0499877929689 0.0087262028828263612 1019.2500000000001 1008.9500122070314 4.2500000000000009 1.1150000095367434 14.449999809265138 16.44999980926514 1014.8500061035157 1.0000000180025095e-35 12.699999809265138 11.84999990463257 1.1349999904632571 1021.4500122070314 11.250000000000002 3.4750000238418584
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=3 13 4 5 6 8 7 17 12 10 -4 29 14 24 15 -1 -7 -3 19 -19 -20 -5 -22 -17 -2 -12 -9 -16 -29 -6
right_child=1 2 9 21 11 16 -8 26 -10 -11 25 -13 -14 -15 27 23 -18 18 20 -21 22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.018181026959838958 -0.011360688723128079 0.01271206220197011 0.001484857089675112 0.0032438249371692612 -0.013921542868037593 0.00056813889313817555 0.019214923681608813 0.037916901491102384 -0.00095688842725381591 0.0034571369201191362 -0.024913905488754468 0.012041432660579859 -0.0051322901845300677 -0.021131660487444283 -0.020923164246531283 -0.032515486839188243 0.022035870463757171 -0.014099037033840909 -0.0071694253546286286 0.00021359696506322536 -0.00095624081375143225 0.026520937033097443 0.014620221789149502 -0.0016940408634400232 0.0096633487881225156 -0.0088560461335882162 0.010078029834458845 -0.028388781752458143 0.014145494643237624 0.0070500476539125702
leaf_weight=37778 21478 20265 74815 24864 13404 43733 22237 6064 81561 148928 19976 223065 94948 23718 73610 4218 10841 51496 30238 77542 27075 10155 37074 55491 13600 43700 17560 2520 5096 13569
leaf_count=37778 21478 20265 74815 24864 13404 43733 22237 6064 81561 148928 19976 223065 94948 23718 73610 4218 10841 51496 30238 77542 27075 10155 37074 55491 13600 43700 17560 2520 5096 13569
internal_value=-3.77165e-06 0.00271417 0.00364931 -0.00541627 0.00607266 -0.00673314 0.0023542 0.000951607 -0.00851003 -0.000900203 -0.00558592 0.0103787 -0.0107611 -0.0104392 -0.0137517 -0.00941661 0.00483265 -0.000625879 -0.00183565 -0.00549824 0.00317153 0.00999385 0.00804595 -0.00387135 -0.00320951 -0.0138936 0.0172239 -0.0189546 7.16532e-05 -0.0033716
internal_weight=1.33062e+06 885804 827008 444815 539589 409796 289551 267314 355222 287419 138491 250038 273661 58796 178713 97487 54574 243690 223425 129038 94387 35019 64149 59709 35078 63676 23624 81226 7616 26973
internal_count=1330619 885804 827008 444815 539589 409796 289551 267314 355222 287419 138491 250038 273661 58796 178713 97487 54574 243690 223425 129038 94387 35019 64149 59709 35078 63676 23624 81226 7616 26973
is_linear=0
shrinkage=0.05


Tree=58
num_leaves=31
num_cat=5
split_feature=17 31 15 118 136 16 136 136 81 12 88 12 28 15 113 13 31 136 17 12 136 3 67 108 100 35 12 70 127 4
split_gain=7179.51 5685.46 4661.14 5942.66 3603.54 3526.38 3043.16 2850.77 2549.4 2451.44 2381.46 2354.84 2481.37 2150.32 2049.58 1988.35 1940.12 1896.14 2080.05 1813.38 1781.07 1746.21 1681.4 1547.08 1815.89 1446.11 1329.41 1295.3 1222.44 1235.01
threshold=14.550000190734865 1020.1499938964845 1.575000047683716 0.41467745602130895 0 17.029999732971195 1 2 206.61499786376956 1.1950000524520876 -0.80819138884544361 1.7749999761581423 1016.5499877929689 0.9350000023841859 -0.63605400919914235 3.2250000238418584 1013.2500000000001 3 18.219999313354496 1.0950000286102297 4 169.50000000000003 1.485000014305115 -0.43038022518157953 -0.62364718317985524 7.5499999523162851 1.1649999618530276 281.34783935546881 0.87032255530357372 8.6500000953674334
decision_type=2 2 2 2 1 2 1 1 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2
left_child=1 2 5 15 19 7 14 9 17 16 25 -8 -13 -9 28 23 -1 -2 -19 -3 22 -12 -10 -4 -25 -6 27 -27 29 -5
right_child=8 4 3 6 10 -7 11 13 20 -11 21 12 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.012912772287738137 0.00098613520026814405 0.045054431038337055 0.019794048581847058 0.00609067295587702 0.045130147528739825 0.031300299777433017 0.0017424599646571615 -0.021862520583721592 -0.051245703580398053 -0.010004024008274491 0.0076956448032909595 -0.01522484519956302 -0.00042477669145611543 -0.0096209544815986682 -0.0098343202689149291 0.01911919796307171 -0.0031250468189394256 0.012844564934199769 0.038652976066241823 0.015387512222238834 0.0042545490528647081 -0.0067516625063706584 -0.006516344819928948 -0.059178273966763097 0.0034419945090412769 0.0099403170928152682 0.0064989429764481937 0.059858104249635669 0.017109752982261469 -0.0064964202778703519
leaf_weight=27575 32004 6373 15075 63784 3008 5637 43514 49056 2497 84508 31453 111701 37940 133491 32510 28135 59647 103660 8443 26861 122971 62427 13248 1168 131425 2787 42942 2435 16283 28061
leaf_count=27575 32004 6373 15075 63784 3008 5637 43514 49056 2497 84508 31453 111701 37940 133491 32510 28135 59647 103660 8443 26861 122971 62427 13248 1168 131425 2787 42942 2435 16283 28061
internal_value=-3.58308e-06 -0.00191172 -0.00357949 -0.000502931 0.00622207 -0.00793553 -0.00442145 -0.00855982 0.00706564 -0.00393473 0.00281847 -0.00849494 -0.0114724 -0.0129099 0.00117368 0.00693707 0.00194527 0.0117231 0.014787 0.0210701 0.00222714 -0.00191132 -0.0136013 0.00461603 0.00289038 0.0114963 0.00939573 0.0332168 0.00448348 0.00224499
internal_weight=1.33062e+06 1.0478e+06 869510 509596 178286 359914 333793 354277 282823 171730 145052 193155 149641 182547 140638 175803 87222 144107 112103 33234 138716 93880 15745 147668 132593 51172 48164 5222 108128 91845
internal_count=1330619 1047796 869510 509596 178286 359914 333793 354277 282823 171730 145052 193155 149641 182547 140638 175803 87222 144107 112103 33234 138716 93880 15745 147668 132593 51172 48164 5222 108128 91845
cat_boundaries=0 1 2 3 4 5
cat_threshold=7169 5920 1633 4742 144
is_linear=0
shrinkage=0.05


Tree=59
num_leaves=31
num_cat=5
split_feature=122 20 136 28 6 136 8 17 92 135 15 31 15 117 126 115 40 136 4 10 16 136 79 31 7 136 108 36 11 35
split_gain=6661.25 6339.71 4091.29 3571 3342.27 3427.93 3139.96 3213.12 2764.81 2522.1 2363.12 2224.72 2254.43 2220.86 2199.24 1862.53 1941.23 1843.49 1948.13 1783.08 1761.71 1640.3 1751.95 1597.71 1545.87 1522.61 1380.94 1272.52 1266.29 1284.1
threshold=0.11319890245795251 7.8550000190734872 0 1015.7500000000001 6.0499999523162851 1 10.750000000000002 17.029999732971195 -0.92856624722480763 1016.4500122070314 0.95499998331069957 1023.5499877929689 0.9350000023841859 0.33379416167736059 0.84335932135581981 -0.76037701964378346 12.449999809265138 2 4.1499998569488534 10.550000190734865 17.029999732971195 3 1.0850000381469729 1017.8500061035157 9.1500000953674334 4 -0.55332177877426136 17.050000190734867 1.0500000119209292 10.050000190734865
decision_type=2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2
left_child=1 2 6 24 5 10 7 8 -1 14 -5 12 17 19 20 -8 -17 -4 23 -14 26 22 -3 -19 25 27 -10 -2 -15 -30
right_child=3 21 11 4 -6 -7 15 -9 9 -11 -12 -13 13 28 -16 16 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.01134493565109381 -0.00069282931405027792 0.014134961258256333 -0.048005532093009555 -0.044604310112423738 0.028030040555172317 0.013997990728943133 -0.0018185670812895524 0.024803577832332863 0.031519356743841237 0.036624093850548697 1.7186110296431081e-05 0.0081233328865705137 -0.0049210464107192183 -0.031531851738738459 0.010215730159338516 -0.011567525332090942 -0.043560363451362605 -0.011601418741832186 -0.026085816103187155 0.011368764037313133 0.032289327158513903 0.00015204168929643048 0.0033510221868771821 0.022990018095769321 0.015289680184823039 -0.008493106463549149 -0.0017184621639248342 0.016567956377446773 -0.0017720965477979239 -0.012704756904612455
leaf_weight=42782 41743 70996 4906 3226 26589 90005 58885 14200 3171 5248 36976 19970 97561 7287 59088 50853 5229 17718 22344 20293 3990 99696 80215 4113 15118 46782 215447 14348 34864 116976
leaf_count=42782 41743 70996 4906 3226 26589 90005 58885 14200 3171 5248 36976 19970 97561 7287 59088 50853 5229 17718 22344 20293 3990 99696 80215 4113 15118 46782 215447 14348 34864 116976
internal_value=-3.40195e-06 -0.00180817 -0.00397132 0.00693118 0.0118757 0.00857689 -0.000875741 0.00151552 0.000512595 0.0022805 -0.00356257 -0.00807628 -0.00906869 -0.00731856 0.00164068 -0.00802932 -0.0145505 -0.0189453 -0.0157035 -0.00211614 -0.000635445 0.00513133 0.0084137 -0.00508433 0.000360504 -0.00183346 -0.00123636 0.00372179 -0.0111716 -0.0101945
internal_weight=1.33062e+06 1.05583e+06 804925 274787 156796 130207 458893 343926 329726 286944 40202 346032 326062 276981 281696 114967 56082 49081 44175 117854 222608 250907 151211 21831 117991 102873 218618 56091 159127 151840
internal_count=1330619 1055832 804925 274787 156796 130207 458893 343926 329726 286944 40202 346032 326062 276981 281696 114967 56082 49081 44175 117854 222608 250907 151211 21831 117991 102873 218618 56091 159127 151840
cat_boundaries=0 1 2 3 4 5
cat_threshold=5925 144 136 7521 1653
is_linear=0
shrinkage=0.05


Tree=60
num_leaves=31
num_cat=5
split_feature=120 20 136 52 102 28 136 12 40 76 24 132 88 4 31 136 31 8 103 36 123 4 115 35 136 64 28 8 136 127
split_gain=6733.7 6120.96 4017.86 3665.11 3593.96 3467.45 4104.33 3453.7 2662.34 2699.11 2335.26 2268.85 2251.59 2064.93 2034.8 2179.52 1920.08 1869.79 1624.25 2050.47 1828.79 1568.26 1538.69 1380.55 1999.17 1503.22 1362.53 1341.79 1688.74 1232.74
threshold=0.0087262028828263907 7.8550000190734872 0 3.6250000000000004 -0.52189040184020985 1015.7500000000001 1 1.0950000286102297 11.34999990463257 19.875000000000004 278.50000000000006 1020.8500061035157 -0.26288002729415888 4.0499999523162851 1008.9500122070314 2 1016.7500000000001 8.8499999046325701 -1.0000000180025095e-35 11.84999990463257 -0.66259482502937306 1.0000000180025095e-35 -0.74892720580101002 11.449999809265138 3 33.014999389648445 1023.5499877929689 11.550000190734865 4 0.90255093574523937
decision_type=2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 1 2
left_child=1 2 7 4 -4 27 17 16 9 11 -9 18 23 -10 -3 -16 -1 -7 -6 21 -21 -20 -22 25 -25 -5 -17 28 -2 -26
right_child=5 14 3 12 8 6 -8 10 13 -11 -12 -13 -14 -15 15 26 -18 -19 19 20 22 -23 -24 24 29 -27 -28 -29 -30 -31
leaf_value=0.018953289303033055 -0.0081576396831867966 0.016185333616187684 -0.033016691441031372 0.01570851767340781 -0.015644312174010303 0.00022355855514992427 0.018584567506758579 -0.011660409853442834 -0.0047403062716274494 -0.017619745814108686 0.0043343764442484028 0.070157635131680177 -0.01588301697612084 -0.020662141801024086 0.011501951683895645 -0.0020277982508336446 -0.00075352403551036341 0.022189678304417843 -0.043491187099352138 -0.0061294757796429662 0.0079233026426396066 -0.0077969737137498401 -0.0034301169710848831 -0.019156212411781556 0.00045822840102944032 -0.0088648149693429899 0.011464551828318459 0.012452296247517515 0.0041040753220041365 0.019872226997716874
leaf_weight=39908 53217 34960 13915 31968 28228 72124 89765 40859 31563 40355 51689 1030 17693 57392 56428 126859 17906 11191 3176 80476 77003 98965 48727 12095 74953 7728 21949 19709 59428 9178
leaf_count=39908 53217 34960 13915 31968 28228 72124 89765 40859 31563 40355 51689 1030 17693 57392 56428 126859 17906 11191 3176 80476 77003 98965 48727 12095 74953 7728 21949 19709 59428 9178
internal_value=-7.46149e-06 -0.00194922 -0.00408678 -0.00582837 -0.00797648 0.00650888 0.0111675 0.00326192 -0.00723023 -0.00539857 -0.00272716 -0.00393773 0.000895038 -0.0150128 0.00503496 0.0031356 0.0128497 0.0031737 -0.00416448 -0.00311355 -0.000243916 -0.00890686 0.00352325 0.00307904 -0.000157474 0.0109246 -3.76904e-05 0.000416713 -0.0016891 0.00257583
internal_weight=1.33044e+06 1.025e+06 784807 634445 480830 305434 173080 150362 466915 377960 92548 337605 153615 88955 240196 205236 57814 83315 336575 308347 206206 102141 125730 135922 96226 39696 148808 132354 112645 84131
internal_count=1330437 1025003 784807 634445 480830 305434 173080 150362 466915 377960 92548 337605 153615 88955 240196 205236 57814 83315 336575 308347 206206 102141 125730 135922 96226 39696 148808 132354 112645 84131
cat_boundaries=0 1 2 3 4 5
cat_threshold=1056 180 7200 146 2456
is_linear=0
shrinkage=0.05


Tree=61
num_leaves=31
num_cat=6
split_feature=121 21 136 28 95 123 136 136 37 31 9 15 121 29 136 136 75 35 133 28 111 83 15 113 127 81 18 23 136 6
split_gain=6136.97 5087.29 4100.01 3208.75 3109.27 3288.05 3036.12 2740.13 2155.82 1888.45 1868.5 1793.05 1633.33 1631.22 3325.67 1885.8 1644.55 1575.99 1554.08 1670.45 2027.62 1521.72 1519.02 1491.87 1455.79 1325.94 1320.92 1310.9 1237.49 1232.75
threshold=0.11319890245795251 5.3650000095367441 0 1015.7500000000001 -0.93502664566040028 -0.53727915883064259 1 2 18.550000190734867 1021.7500000000001 7.7500000000000009 3.5749999284744267 -0.49240480363368982 1015.0499877929689 3 4 0.53040078282356273 11.750000000000002 1023.3500061035157 1016.2500000000001 -0.61985650658607472 244.55717468261722 1.3149999976158144 -0.94260558485984791 1.0000000180025095e-35 264.08192443847662 17.029999732971195 4.8750000000000009 5 9.1500000953674334
decision_type=2 2 1 2 2 2 1 1 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 9 11 29 25 7 -5 -6 12 13 -8 17 -9 14 -1 -15 27 23 19 20 -7 22 -19 -3 -21 -4 -22 -17 -11 -2
right_child=3 2 4 6 5 18 10 8 -10 28 -12 -13 -14 15 -16 16 -18 21 -20 24 26 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0065514015559548725 -0.0016300297026337026 0.0066030826635373532 0.01101268742275262 0.018820685851373083 0.0062889541679370846 0.028759093447101199 0.0015858369961091762 -0.004816105990083662 -0.033621654544367503 0.046799218891118502 0.021835346094361132 0.0068417959251002095 0.0053236319817491461 -0.0089727010976083967 -0.014306853237692894 -0.051607388379713626 -0.0059420733111141986 -0.027646987770232747 0.043859905243299281 0.0034816011565142672 0.00037917971947164626 -0.020540414764035585 -0.0027479421411879291 -0.0076046743547696881 0.014506194777069166 -0.013059364064323526 0.020877846485989723 -0.02533867705339491 0.0017243406294299439 0.013173145227533349
leaf_weight=30081 101540 24976 6519 72702 99006 7122 70387 200494 5808 2092 13592 22073 49526 33236 52373 6535 7695 7365 2741 48245 146949 38788 36396 71001 78940 46705 8303 17381 5541 16325
leaf_count=30081 101540 24976 6519 72702 99006 7122 70387 200494 5808 2092 13592 22073 49526 33236 52373 6535 7695 7365 2741 48245 146949 38788 36396 71001 78940 46705 8303 17381 5541 16325
internal_value=-7.08583e-06 -0.00173869 -0.000299474 0.00665257 0.0015057 0.00246114 0.0113409 -0.000773628 -0.00350697 -0.0101079 0.00486264 -0.00660169 -0.00280754 -0.0113644 -0.00669825 -0.0172976 -0.0260393 -0.00826421 0.00638796 0.00603324 0.00267217 -0.0133297 -0.00693847 -0.0039074 0.0103242 -0.010111 0.00147546 -0.0325166 0.0141417 0.000420298
internal_weight=1.33044e+06 1.05589e+06 900957 274546 700358 647134 156681 354834 255828 154934 83979 200599 250020 147301 82454 64847 31611 178526 292300 289559 162374 82549 43761 95977 127185 53224 155252 23916 7633 117865
internal_count=1330437 1055891 900957 274546 700358 647134 156681 354834 255828 154934 83979 200599 250020 147301 82454 64847 31611 178526 292300 289559 162374 82549 43761 95977 127185 53224 155252 23916 7633 117865
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=154 3659 1056 748 6183 3336
is_linear=0
shrinkage=0.05


Tree=62
num_leaves=31
num_cat=5
split_feature=120 20 16 108 28 20 136 36 95 18 136 123 28 9 8 64 136 30 16 136 75 59 34 4 39 40 136 69 132 103
split_gain=5660 5228.01 3528.75 3603.24 2902.77 2886.43 2759.74 2290.74 2417.43 2183.04 1989.18 2223.77 2217.93 1869.8 1648.91 1629.15 1713.52 1601.03 1564.77 1553.27 1513.16 1492.29 1321.92 1426.36 1303.34 1254.58 1380.04 1203.35 1159.4 1152.09
threshold=0.11319890245795251 7.8550000190734872 15.405000209808351 -0.70373174548149098 1015.5499877929689 5.2950000762939462 0 11.050000190734865 -0.88957852125167836 17.029999732971195 1 -0.59480014443397511 1016.5499877929689 10.449999809265138 8.4499998092651385 4.9249999523162851 2 1017.0499877929689 18.219999313354496 3 0.62286299467086803 255.5617599487305 9.9499998092651385 1.0000000180025095e-35 13.150000095367433 11.050000190734865 4 221.52467346191409 1022.2500000000001 -0.46285256743431086
decision_type=2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2 2 2
left_child=1 2 3 -1 -2 21 14 19 -9 10 13 -12 -13 28 -6 16 -3 18 27 -7 -17 -5 23 -21 -15 -14 -27 -4 -10 -19
right_child=4 15 17 5 6 7 -8 8 9 -11 11 12 25 24 -16 20 -18 29 -20 22 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.025028069608057469 0.00031681745299871406 0.013598966072153933 0.017784198037442914 -0.013951109075326512 0.0019446372914225015 0.014169617706548319 0.017797640670115435 -0.012007429945843419 -0.017620518628999157 0.038107042724710202 -0.0039722751482289429 -0.00067491002797764811 0.01283926196871667 0.020910628883154057 0.022512504608624279 -0.017422599330285157 0.0020885891728205613 -0.052208729085068122 0.042581840732642734 -0.056739110809943975 0.0021915145663902085 0.0014843210582049871 -0.018062478190461719 -0.0032036551178376326 -0.028667211197008741 -0.02777649253973143 0.0076070681614902064 -0.00034310191526960707 0.13555464300537301 -0.00053449275306739134
leaf_weight=10117 114769 72845 21857 111463 74626 5729 74206 56767 33086 3529 207376 127239 64843 6109 11208 10813 58158 1136 4139 1293 108501 18218 48371 32958 1693 4209 7938 15754 124 21363
leaf_count=10117 114769 72845 21857 111463 74626 5729 74206 56767 33086 3529 207376 127239 64843 6109 11208 10813 58158 1136 4139 1293 108501 18218 48371 32958 1693 4209 7938 15754 124 21363
internal_value=-6.71015e-06 -0.00167066 -0.00363242 -0.00460697 0.00638506 -0.00501715 0.0107368 -0.00355796 -0.00227708 -0.00106614 -0.00137157 -0.000325113 0.00337823 -0.0118711 0.0046298 0.00464065 0.0084902 0.00760825 0.0134024 -0.010994 0.000413958 -0.0117827 -0.012739 -0.00522466 0.0101525 0.0100767 -0.00467013 0.0101913 -0.0170486 -0.00314358
internal_weight=1.33044e+06 1.05563e+06 805311 741062 274809 730945 160040 601264 512913 456146 452617 411605 204229 41012 85834 250317 131003 64249 41750 88351 119314 129681 82622 34251 7802 76990 12147 37611 33210 22499
internal_count=1330437 1055628 805311 741062 274809 730945 160040 601264 512913 456146 452617 411605 204229 41012 85834 250317 131003 64249 41750 88351 119314 129681 82622 34251 7802 76990 12147 37611 33210 22499
cat_boundaries=0 1 2 3 4 5
cat_threshold=4532 144 1379 4610 585
is_linear=0
shrinkage=0.05


Tree=63
num_leaves=31
num_cat=5
split_feature=17 28 108 23 103 42 16 136 117 127 17 136 36 13 28 136 121 136 35 1 69 31 31 40 24 11 0 26 136 28
split_gain=5282.81 4412.03 3908.07 3448.74 2710.75 2200.71 2172.88 2031.03 2535.55 2531.95 1986.36 1803.82 1691.19 1621.54 1530.34 2957.88 2262.42 1961.01 1521.36 1510.73 1468.61 1465.45 1422.04 1414.77 1354.25 1769.94 1309.97 1308.78 1306.6 1298.2
threshold=14.550000190734865 1021.3500061035157 -0.55332177877426136 5.4149999618530282 -0.25410597026348108 12.34999990463257 17.029999732971195 0 0.0087262028828263612 0.87878364324569713 20.524999618530277 1 11.150000095367433 1.3849999904632571 1015.9500122070314 2 -0.59480014443397511 3 12.650000095367433 138.50000000000003 232.68006896972659 1013.7500000000001 1009.6499938964845 8.3499999046325701 316.50000000000006 10.250000000000002 2.5000000000000004 109.50000000000001 4 1022.9500122070314
decision_type=2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 2 11 24 21 10 7 8 13 12 22 -1 26 -6 17 -16 -17 -14 -10 -3 -7 -5 -2 -11 25 -4 -9 -27 -23 -24
right_child=5 19 3 4 6 20 -8 9 18 23 -12 -13 14 -15 15 16 -18 -19 -20 -21 -22 28 29 -25 -26 27 -28 -29 -30 -31
leaf_value=0.029170432918894963 0.014082018940868517 0.015305615049087638 -0.011619446720580608 -0.0026255261834626405 -0.018290570413482313 0.01820480772564451 0.022781237853693983 -0.042809916852478778 -0.0073237595890441494 0.012029193149216489 0.036390213635513861 0.0047987699825159536 -0.011084288958793561 0.02084084708200977 0.01384825540389163 -0.0094275652754358657 0.0046598571906890712 -0.00099678133749949295 -0.022084888632708549 0.0034796569861942532 -0.012359581457981625 -0.012546894212651523 0.00031243290858391543 -0.002436176194773309 -0.020654179390662414 0.083690051232578846 -0.0088617007185210275 0.00060617278415592269 -0.037092151518794969 0.012067434692520052
leaf_weight=12474 27210 38667 95070 13669 3480 45699 9201 3056 71010 56641 4643 19410 60761 11065 45073 48933 68254 232541 23145 89545 4300 12240 173698 24093 26085 481 40510 32547 9776 27160
leaf_count=12474 27210 38667 95070 13669 3480 45699 9201 3056 71010 56641 4643 19410 60761 11065 45073 48933 68254 232541 23145 89545 4300 12240 173698 24093 26085 481 40510 32547 9776 27160
internal_value=-6.36431e-06 -0.001643 -0.00285457 -0.00347236 -0.00204341 0.00605903 -0.001356 -0.00167854 -0.00795016 -0.000502721 0.00401422 0.0143444 -0.00183152 0.0114784 -0.000931487 0.00296472 -0.00122243 -0.00308694 -0.0109523 0.00704621 0.0155762 -0.0154847 0.00335511 0.00771237 -0.0102699 -0.00815529 -0.011243 0.00181616 -0.0234685 0.00190194
internal_weight=1.33044e+06 1.04773e+06 919515 887631 733448 282710 697763 688562 108700 579862 232711 31884 499128 14545 455562 162260 117187 293302 94155 128212 49999 35685 228068 80734 154183 128098 43566 33028 22016 200858
internal_count=1330437 1047727 919515 887631 733448 282710 697763 688562 108700 579862 232711 31884 499128 14545 455562 162260 117187 293302 94155 128212 49999 35685 228068 80734 154183 128098 43566 33028 22016 200858
cat_boundaries=0 1 2 3 4 5
cat_threshold=144 3845 7168 6146 2660
is_linear=0
shrinkage=0.05


Tree=64
num_leaves=31
num_cat=5
split_feature=122 20 17 108 20 29 6 95 136 126 136 16 30 15 36 120 30 136 15 67 136 29 8 136 3 12 24 43 12 30
split_gain=4907.27 4284.62 2925.76 2899.93 2646.2 2617.9 2706.12 2610.52 2666.97 3572.42 2129.2 1873.17 1830.46 1762.36 1739.77 1655.07 1647.53 1563.23 1403.18 1375.23 1746.89 1532.2 1272.69 1250.82 1312.77 1247.86 1238.95 1233.33 1202.41 1190.77
threshold=0.13052122294902804 7.9349999427795419 17.029999732971195 -0.77634856104850758 4.8750000000000009 1015.7500000000001 6.0499999523162851 -0.93502664566040028 0 0.90255093574523937 1 17.029999732971195 1017.0499877929689 1.0649999976158144 11.250000000000002 -0.59480014443397511 1007.5499877929689 2 0.90500000119209301 0.80500000715255748 3 1015.1499938964845 1.0000000180025095e-35 4 1.0000000180025095e-35 1.294999957084656 245.50000000000003 11.050000190734865 1.0349999666213991 1027.350036621094
decision_type=2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 2 1 2 2 1 2 2 2 2 2 2
left_child=1 2 3 -1 19 26 10 28 13 11 18 14 25 -9 23 -16 -3 -18 -7 20 -5 -22 -17 -10 -25 -4 -2 -23 -6 -15
right_child=5 16 12 4 7 6 -8 8 9 -11 -12 -13 -14 29 15 22 17 -19 -20 -21 21 27 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.026059823973211528 0.0087129588877660324 0.015276302876801949 0.039669983889620931 -0.013629373266189852 0.0015402485859267949 -0.033291388448465964 0.024958444885493702 -0.029000108759035515 0.0079613378121550834 0.011735365303956049 0.012608042697987458 0.023390729317186946 -0.0040598330203077491 -0.0079045300490741769 -0.0041477033531192318 -0.0081799332323930617 0.011047770317571495 0.00050851968166642722 0.001534685995371949 -0.00049185961681388489 -0.0055024587465379651 -0.03890295273923048 0.0037920680623633935 -0.044505379944087688 -0.012106641691294552 0.011572884555318311 -0.0028721742156897199 -0.090122225465441616 -0.016832910344987195 0.024998521925958271
leaf_weight=8060 31881 30237 6926 36977 10959 3075 26099 9980 7096 51214 76182 7079 9465 116891 250852 25844 44866 162925 48684 14005 2509 4684 157383 3403 38493 9202 83575 1569 47506 2816
leaf_count=8060 31881 30237 6926 36977 10959 3075 26099 9980 7096 51214 76182 7079 9465 116891 250852 25844 44866 162925 48684 14005 2509 4684 157383 3403 38493 9202 83575 1569 47506 2816
internal_value=-6.05132e-06 -0.00153652 -0.00324542 -0.00377956 -0.00408428 0.00601902 0.0102854 -0.00325577 -0.00237292 -0.000830029 0.00729223 -0.00214296 0.0133951 -0.0088128 -0.00251713 -0.00150907 0.00437152 0.0027847 -0.000534226 -0.014201 -0.0183987 -0.0384666 0.00210343 -0.0114488 -0.0147347 0.0236389 0.000326842 -0.0517549 -0.0133889 -0.00713052
internal_weight=1.33044e+06 1.06094e+06 822913 797320 789260 269496 154040 729516 671051 541364 127941 490150 25593 129687 483071 434079 238028 207791 51759 59744 45739 8762 183227 48992 41896 16128 115456 6253 58465 119707
internal_count=1330437 1060941 822913 797320 789260 269496 154040 729516 671051 541364 127941 490150 25593 129687 483071 434079 238028 207791 51759 59744 45739 8762 183227 48992 41896 16128 115456 6253 58465 119707
cat_boundaries=0 1 2 3 4 5
cat_threshold=152 404 5152 6201 4610
is_linear=0
shrinkage=0.05


Tree=65
num_leaves=31
num_cat=8
split_feature=23 16 95 25 28 12 121 136 67 136 12 24 107 43 136 136 32 136 39 7 82 132 28 30 136 28 136 34 136 20
split_gain=4469.92 3195.41 2924.8 2825.2 2294.95 3175.48 2264.1 2195.74 1871.95 2309.87 2311.73 1984.2 1577.68 2446.15 2135.6 1674.21 1568.16 1512.8 2271.28 1474.29 1434.06 1389.91 1378.96 1377.06 1561.49 1424.91 1732.52 1679.19 1374.59 1272.68
threshold=5.7750000953674325 20.524999618530277 -0.71241620182991017 301.50000000000006 1015.1499938964845 1.9550000429153445 -0.60873827338218678 0 1.1649999618530276 1 0.97500002384185802 82.500000000000014 -0.12164821848273276 11.650000095367433 2 3 12.949999809265138 4 12.949999809265138 6.6499998569488534 221.22397613525393 1021.7500000000001 1015.3500061035157 1007.5499877929689 5 1015.9500122070314 6 13.250000000000002 7 5.8150000572204599
decision_type=2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 1 2 1 2 2 2 2 2 2 1 2 1 2 1 2
left_child=8 2 7 6 5 -5 23 22 9 10 -1 -12 -11 14 16 -15 29 18 19 -8 -10 -19 -2 -4 25 26 -25 -27 -6 -14
right_child=1 -3 3 4 28 -7 17 -9 20 12 11 -13 13 15 -16 -17 -18 21 -20 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=0.011902398233622232 -0.0072645710012117382 0.043044299771412976 0.019052651764315344 0.0041778931066051416 0.013161318184628918 -0.011219091575697967 -0.00016502570227523253 -0.0014025127706873601 0.020304346810727365 -0.020559077007857252 0.10400594768621732 -0.0092756397717465629 -0.023563037460255315 -0.040590349089619213 0.0059797783826554306 -0.013331290198532603 0.013903638945961855 0.0084207806239290448 -0.017871870280930038 0.014533812785102733 -0.0013119724613654498 0.04716331218818514 -0.026512348204825145 0.0057792027295999653 -0.0054905791116231194 -0.005112289099732794 -0.011345883663253731 0.014621653577131617 0.00068357832148320302 -0.0010087536753751354
leaf_weight=25413 20811 4628 9434 51065 25959 97283 53117 86580 8462 34350 391 33976 18971 6488 36484 42737 5136 270343 13192 25130 82249 2335 16831 32660 88073 14829 26945 39478 147109 9331
leaf_count=25413 20811 4628 9434 51065 25959 97283 53117 86580 8462 34350 391 33976 18971 6488 36484 42737 5136 270343 13192 25130 82249 2335 16831 32660 88073 14829 26945 39478 147109 9331
internal_value=1.33445e-05 0.00159141 0.00140354 0.00239937 -0.00135565 -0.00591907 0.00449641 -0.00578686 -0.00531181 -0.00787067 0.000468186 -0.00798681 -0.0111176 -0.00839652 -0.0023854 -0.0169351 -0.0115109 0.00688605 0.0013199 0.00455569 0.000704512 0.00875222 -0.0158667 0.000380845 -0.000491249 0.00337425 -0.00196329 0.00923313 0.00255595 -0.016127
internal_weight=1.32979e+06 1.0258e+06 1.02117e+06 896952 321416 148348 575536 124222 303988 213277 59780 34367 153497 119147 69922 49225 33438 364117 91439 78247 90711 272678 37642 211419 201985 113912 59605 54307 173068 28302
internal_count=1329790 1025802 1021174 896952 321416 148348 575536 124222 303988 213277 59780 34367 153497 119147 69922 49225 33438 364117 91439 78247 90711 272678 37642 211419 201985 113912 59605 54307 173068 28302
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=2450 42 4289 900 144 7456 1312 7200
is_linear=0
shrinkage=0.05


Tree=66
num_leaves=31
num_cat=7
split_feature=123 20 136 36 94 121 136 28 37 11 136 67 5 132 3 55 136 37 12 119 37 136 30 136 136 36 18 111 127 88
split_gain=4565.77 3483.27 3748.83 2851.51 2643.84 2473.99 2275.12 2809.91 1751.35 1743.21 1675.45 1639.93 1573.89 1514.67 1836.73 1471.32 1458.64 1538.55 1438.72 1671.45 1567.67 1321.25 1197.5 3093.97 1390.62 1182.3 1173.03 1160.58 1136.85 1117.85
threshold=0.0087262028828263907 5.055000066757203 0 11.250000000000002 -0.93026450276374806 -0.52247866988182057 1 1014.9500122070314 12.84999990463257 8.4499998092651385 2 0.92500001192092907 7.6499998569488534 1020.9500122070314 305.50000000000006 27.875000000000004 3 18.44999980926514 1.0349999666213991 0.078456107527017607 14.34999990463257 4 1016.4500122070314 5 6 14.34999990463257 15.405000209808351 -0.97576525807380665 -0.39873388409614557 -0.16973619908094403
decision_type=2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 2 2 1 2 1 1 2 2 2 2 2
left_child=1 11 9 10 29 16 8 26 -2 -3 -4 22 28 14 -7 -12 18 -18 -6 20 -20 -16 24 -24 -1 -15 27 -8 -9 -5
right_child=6 2 3 4 5 13 7 12 -10 -11 15 -13 -14 25 21 -17 17 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.022322964449579395 0.0038576949061305925 -0.014323584337136817 -0.02743859615327179 -0.0034398011024131137 0.015502903458660486 0.0016597156469735077 0.033275249558433077 0.0048192437171764441 -0.0097557652392718242 -0.0016012984651023459 -0.0076148730503208355 0.00081287903507316212 0.030827596438264285 0.040351521735652165 0.022669181538816752 0.021008883349168818 -0.0016872321832146365 -0.023980266503853785 -0.035279720137850495 0.0068398569741435315 -0.003142919193649436 0.0076688022195082438 -0.0067745813803397718 -0.046395896624199018 -0.012994396619255808 -0.034748509123389525 0.017858540517600996 -0.0021664842741512796 0.015640598820960295 -0.017514907849603925
leaf_weight=2977 76778 67760 10103 39079 23366 164100 2393 38613 34126 44679 67172 21355 11886 4754 16759 4811 261025 7976 4408 54249 27279 118344 10496 9298 42076 589 9441 66482 65341 22075
leaf_count=2977 76778 67760 10103 39079 23366 164100 2393 38613 34126 44679 67172 21355 11886 4754 16759 4811 261025 7976 4408 54249 27279 118344 10496 9298 42076 589 9441 66482 65341 22075
internal_value=1.26597e-05 -0.00158588 -0.000702406 0.000463483 0.00143924 0.00233121 0.00538233 0.00864555 -0.00033124 -0.00926741 -0.00838047 -0.0112047 0.0135918 0.0056855 0.00521429 -0.00570101 -0.000369093 -0.00234814 0.00450131 0.0015105 -0.00761349 0.00953179 -0.0151623 -0.0254131 -0.0106586 0.0320727 0.00133048 -0.000935093 0.0116211 -0.00852055
internal_weight=1.32979e+06 1.02473e+06 938528 826089 744003 682849 305060 194156 110904 112439 82086 86202 115840 304546 299203 71983 378303 269001 109302 85936 31687 135103 64847 19794 45053 5343 78316 68875 103954 61154
internal_count=1329790 1024730 938528 826089 744003 682849 305060 194156 110904 112439 82086 86202 115840 304546 299203 71983 378303 269001 109302 85936 31687 135103 64847 19794 45053 5343 78316 68875 103954 61154
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=144 4496 257 1056 5124 6435 88
is_linear=0
shrinkage=0.05


Tree=67
num_leaves=31
num_cat=6
split_feature=16 17 108 28 16 15 117 18 40 136 84 12 136 52 12 4 136 136 40 3 40 101 29 136 31 28 136 13 55 121
split_gain=3943.24 3858.98 3488.02 3544.45 2975.49 2623.86 3449.65 2264.39 2036.58 1823.94 1771.11 1999.29 1606.59 1566.4 1537.41 1505.75 1464.12 1440.39 1416.49 1442.08 1375.71 1521.24 1371.01 1621.11 1310.23 1326.54 1569.52 1257.69 1187.26 1161.98
threshold=14.550000190734865 17.029999732971195 -0.62624862790107716 1020.7500000000001 20.524999618530277 1.6150000095367434 0.70088258385658275 17.029999732971195 13.34999990463257 0 0.86480712890625011 3.7250000238418584 1 1.5149999856948855 1.6349999904632571 4.3500001430511483 2 3 12.650000095367433 135.50000000000003 11.449999809265138 -0.51239961385726918 1016.5499877929689 4 1009.7500000000001 1022.7500000000001 5 1.1050000190734866 1.5349999666213991 -0.97233289480209339
decision_type=2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 1 1 2 2 2 2 2 1 2 2 1 2 2 2
left_child=1 2 16 5 8 7 10 15 24 27 11 12 -7 -12 -8 17 28 -4 19 -11 21 -17 -22 -24 -2 26 -26 -5 -1 -23
right_child=4 -3 3 9 -6 6 14 -9 -10 18 13 -13 -14 -15 -16 20 -18 -19 -20 -21 22 29 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.075359491718487173 0.013143834449653736 0.032108197986053987 -0.010984175409678033 0.038002958764508724 0.042946861934934653 -0.0023839726898669416 0.0085407080369141377 0.03948967911604237 0.015578041125884737 0.012137875374409322 -0.020436063147849719 0.018709281275237247 0.0054634931394240858 -0.0016785487897868795 -0.0096731214260524154 -0.027897143926849756 0.0062884649118123987 -0.0016471282184959361 -0.029991713997789909 -0.00059559707996515202 -0.013133093646022498 -0.020437013013422239 -0.01162353992478557 -0.05131492217684356 0.0067872210136797617 0.0114168973587637 -0.0031452558342240432 0.011085417322488135 0.023423011091646233 -0.0040496489992898239
leaf_weight=1229 27590 8521 56002 5112 5140 112600 12845 2654 36400 30668 14412 19589 154981 48873 118189 8509 18642 157356 3371 80860 36404 12218 4659 5791 58103 29458 126020 28718 10514 94362
leaf_count=1229 27590 8521 56002 5112 5140 112600 12845 2654 36400 30668 14412 19589 154981 48873 118189 8509 18642 157356 3371 80860 36404 12218 4659 5791 58103 29458 126020 28718 10514 94362
internal_value=1.20114e-05 -0.00140276 -0.00167771 -0.00218075 0.00525191 -0.00341404 -0.00096634 -0.00653225 0.00455389 0.00494594 0.00162152 0.00329014 0.00216134 -0.00595023 -0.00788766 -0.0068577 0.0150133 -0.0040985 0.00194051 0.00290586 -0.0104929 -0.0075525 -0.0177156 -0.0336793 0.00289001 0.00156544 -1.07038e-05 0.0151484 0.028834 -0.00592825
internal_weight=1.32979e+06 1.04708e+06 1.03856e+06 1.00817e+06 282711 859444 481489 377955 277571 148729 350455 287170 267581 63285 131034 375301 30385 213358 114899 111528 161943 115089 46854 10450 241171 213581 184123 33830 11743 106580
internal_count=1329790 1047079 1038558 1008173 282711 859444 481489 377955 277571 148729 350455 287170 267581 63285 131034 375301 30385 213358 114899 111528 161943 115089 46854 10450 241171 213581 184123 33830 11743 106580
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=7171 752 3845 4510 2339 3112
is_linear=0
shrinkage=0.05


Tree=68
num_leaves=31
num_cat=0
split_feature=123 23 39 31 95 7 16 68 121 20 28 94 55 86 39 16 31 64 35 133 56 31 1 14 12 17 23 8 35 31
split_gain=3928.34 3061.22 2371.75 2390.05 2170.34 1926.89 1822.91 1749.2 1472.35 1465.48 1368.51 1403.1 1277.67 1463.89 1270.73 1263.83 1252.49 1147.13 1142.76 1240.64 1026.03 1136.34 1051.11 996.537 1022.21 988.932 954.435 946.783 1217.24 1076.61
threshold=0.11319890245795251 5.7349998950958261 11.84999990463257 1024.4500122070315 -0.96199873089790333 5.6499998569488534 20.524999618530277 310.56317138671881 -0.59480014443397511 5.055000066757203 1016.6499938964845 -0.63304144144058216 31.675000190734867 0.85285198688507091 16.849999427795414 17.029999732971195 1015.1499938964845 28.445000648498539 11.84999990463257 1022.5499877929689 211.39321136474612 1015.5499877929689 282.50000000000006 0.70499998331069957 1.1050000190734866 17.029999732971195 10.775000095367433 0.84999999403953563 9.8499999046325701 1009.0499877929689
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 9 3 12 -4 10 7 8 26 20 23 -12 17 -14 -11 25 -7 27 -10 -20 21 22 -1 -2 -25 -16 -6 -3 -29 -30
right_child=5 2 4 -5 6 16 -8 -9 18 14 11 -13 13 -15 15 -17 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.016565545307829922 -0.022575887720141449 -0.029851970531517232 -0.010449124388615848 0.012672777445730688 -0.00040263349437448016 0.005783815452996971 0.043704626380440703 -0.006380391412701596 0.010741199395908459 -0.0058766914076687675 -0.013727257259474535 0.008442211876722323 -0.0014794861030255565 0.037222447071381108 0.0014622218099620084 0.0476898537608553 0.019318026083676366 -0.021883719690023395 0.003203445160029884 0.043533785760180257 -0.0019298155725483949 -0.02428861147955623 0.0025061465482657166 0.00858737752820001 -0.0032568472311103299 0.069334392351431587 0.019457996689375229 0.0012946739771894054 0.01126022372542706 -0.010736992445682294
leaf_weight=19510 5219 4304 35269 17333 233663 33869 2649 54691 74561 146593 7690 99254 9937 3240 35196 1617 34514 13899 214214 1924 18104 22384 11473 24759 68938 545 6210 39469 5963 82799
leaf_count=19510 5219 4304 35269 17333 233663 33869 2649 54691 74561 146593 7690 99254 9937 3240 35196 1617 34514 13899 214214 1924 18104 22384 11473 24759 68938 545 6210 39469 5963 82799
internal_value=1.13873e-05 -0.00137381 0.000147536 -0.00496121 0.0015981 0.00534295 0.00232081 0.0021335 0.00301111 -0.00613953 0.00292739 0.00684808 -0.00687618 0.00803666 -0.00377881 0.00445329 0.0126147 -0.00821812 0.00540372 0.00356245 -0.0122155 -0.0157048 -0.0095033 -0.00131151 -0.000127065 0.00249718 0.000111532 -0.00678501 -0.00601078 -0.00925923
internal_weight=1.32979e+06 1.05555e+06 800125 176944 623181 274243 587912 585263 530572 255422 205860 106944 159611 13177 183951 37358 68383 146434 290699 216138 71471 53367 30983 98916 93697 35741 239873 132535 128231 88762
internal_count=1329790 1055547 800125 176944 623181 274243 587912 585263 530572 255422 205860 106944 159611 13177 183951 37358 68383 146434 290699 216138 71471 53367 30983 98916 93697 35741 239873 132535 128231 88762
is_linear=0
shrinkage=0.05


Tree=69
num_leaves=31
num_cat=6
split_feature=123 136 3 4 15 136 28 16 112 11 117 11 17 5 20 136 36 136 127 35 36 15 28 35 136 31 136 9 36 84
split_gain=3559.81 2975.56 3172.65 2866.77 2052.83 1995.73 2391.11 1967.96 1921.4 1817.04 1572.32 1564.79 1481.07 1348.29 1220.03 1160.44 1151.71 1099.48 1084.55 1081.71 1301.25 1071.87 1343.54 1053.65 1035.28 1024.58 1028.11 1411.95 1115.86 1044.85
threshold=0.0087262028828263907 0 324.50000000000006 4.4500000476837167 1.6549999713897707 1 1014.7500000000001 15.405000209808351 -0.74892720580101002 8.4499998092651385 0.62249094247818004 5.9500000476837167 17.029999732971195 7.6499998569488534 4.4249999523162851 2 12.84999990463257 3 0.14780378341674807 12.550000190734865 11.250000000000002 0.92500001192092907 1014.7500000000001 12.550000190734865 4 1020.1499938964845 5 1.0000000180025095e-35 18.44999980926514 0.85804229974746715
decision_type=2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 1 2 2 2
left_child=1 9 3 7 14 11 -7 12 24 21 15 23 25 18 -5 -6 -9 -10 -8 20 -17 22 -1 -2 -4 26 29 -28 -29 -3
right_child=5 2 8 4 10 6 13 16 17 -11 -12 -13 -14 -15 -16 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.016165893251521329 -0.00098667512485410948 0.0051463626973492129 0.017339858216572062 -0.024539238688039866 0.0074935152117565525 0.00082890589126801773 0.0061777956548114419 -0.0052814746478367612 0.0059058337515672694 -0.0011934120467211975 -0.0076119744132608497 0.0065027987071045153 0.035489991274208564 0.027929950289441598 -0.0083526302411508369 -0.0080889448659704818 0.01490187719068576 -0.0058006760342396765 0.016410384064708548 -0.009212623074097882 0.007858249508656474 -0.012085540258960064 -0.046051482375776408 -0.014380132310801298 0.0063232106200957795 0.0081335737734853485 -0.015427692740812494 -0.00098588545541547241 -0.020047848198504928 -0.0096987258001582644
leaf_weight=1064 42949 72332 26501 12771 47424 75184 62514 8769 33250 46442 81160 45642 2868 12251 131599 19986 36437 50519 44207 33941 35537 65349 4703 22313 109328 29791 23302 129319 8162 14176
leaf_count=1064 42949 72332 26501 12771 47424 75184 62514 8769 33250 46442 81160 45642 2868 12251 131599 19986 36437 50519 44207 33941 35537 65349 4703 22313 109328 29791 23302 129319 8162 14176
internal_value=1.08179e-05 -0.00140068 -0.000430713 -0.00210177 -0.00515985 0.00475219 0.00780849 0.00130675 0.00480145 -0.00888492 -0.00209786 -0.000599021 -0.000256368 0.0122199 -0.0097845 0.00117143 0.0109867 -0.00115406 0.0104164 -0.00218044 0.00211791 -0.0139091 -0.0345725 -0.00556588 0.00847436 -0.000626369 -0.00168167 -0.00404632 -0.00211756 0.0027134
internal_weight=1.32979e+06 1.02473e+06 907172 687574 362418 305060 194156 325156 219598 117558 218048 110904 279950 118972 144370 136888 45206 83769 106721 89464 55523 71116 5767 65262 135829 277082 247291 160783 137481 86508
internal_count=1329790 1024730 907172 687574 362418 305060 194156 325156 219598 117558 218048 110904 279950 118972 144370 136888 45206 83769 106721 89464 55523 71116 5767 65262 135829 277082 247291 160783 137481 86508
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=144 4496 7424 5476 5126 1312
is_linear=0
shrinkage=0.05


Tree=70
num_leaves=31
num_cat=3
split_feature=16 17 108 95 52 18 35 16 136 84 42 136 20 40 39 7 3 28 64 16 75 29 14 16 97 136 32 130 12 34
split_gain=3442.69 3516.88 2867.07 2757.24 2702.95 2731.94 2616.17 2409.47 2282.12 2144.28 1922.88 3748.44 1941.22 1838.13 1750.01 1853.79 2970.24 1728.88 2102.37 1979.57 1535.81 1612.54 1515.83 1493.86 2001.64 1479.42 1563.93 1353.15 1322.58 1314.35
threshold=14.550000190734865 17.029999732971195 -0.62624862790107716 -0.84214857220649708 1.544999957084656 17.029999732971195 9.3499999046325701 20.524999618530277 0 0.86814066767692577 11.34999990463257 1 5.4549999237060556 13.449999809265138 10.449999809265138 7.7500000000000009 234.50000000000003 1019.0499877929689 3.7849999666213994 10.405000209808351 0.69292941689491283 1013.5499877929689 0.9350000023841859 9.5450000762939471 -0.7742466628551482 2 15.150000095367433 307.50000000000006 2.2050000429153447 11.650000095367433
decision_type=2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=1 2 -1 20 5 9 23 13 29 10 14 12 -12 -2 28 25 -17 19 -19 -10 21 27 -13 -6 -25 -16 -27 -4 -5 -8
right_child=7 -3 3 4 6 -7 8 -9 17 -11 11 22 -14 -15 15 16 -18 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.013481359930977255 0.0026392068573344672 0.030597010808896805 0.00037720492555340699 -0.001794564745895895 0.049969756511272834 0.04578945918251625 0.0003575275111284415 0.038727671437804263 0.0077451739985558883 -0.014004396317847681 -0.011839300310983432 -0.05816309555906965 0.00076187408634251479 0.014881297668723132 -0.0042760549061240643 0.025988967858701518 0.0025334725682585996 0.037804919857199283 0.0075075205795815877 -0.0035207712184656043 -0.0021663421670303409 -0.021256271207503161 -0.018114093959752067 0.022428999534692795 -0.016890875502779637 0.0062607316218069005 -0.017883301973069973 -0.042380713855485114 -0.018333924045963106 -0.015011679289229436
leaf_weight=30336 242283 8517 18498 26191 3340 2833 26287 5143 63518 44391 44176 2531 99178 35105 162655 16575 72686 6383 55614 100982 36671 38353 35529 14522 4165 72586 7390 2056 22446 29546
leaf_count=30336 242283 8517 18498 26191 3340 2833 26287 5143 63518 44391 44176 2531 99178 35105 162655 16575 72686 6383 55614 100982 36671 38353 35529 14522 4165 72586 7390 2056 22446 29546
internal_value=-8.11366e-05 -0.00140175 -0.00166394 -0.00211925 -0.00127385 -0.00319629 0.00257389 0.00481724 0.00127907 -0.00342517 -0.00258946 -0.00682548 -0.00312109 0.00418851 -0.00056997 0.000728052 0.00688896 0.00351095 0.0106268 0.000829322 -0.0101994 -0.0152002 -0.0207719 0.0191702 0.0136653 -0.00153847 0.00402925 -0.00389984 -0.00942749 -0.00777424
internal_weight=1.33049e+06 1.04796e+06 1.03944e+06 1.0091e+06 913524 609167 304357 282531 282330 606334 561943 181414 143354 277388 380529 331892 89261 226497 61997 164500 95578 58907 38060 22027 18687 242631 79976 20554 48637 55833
internal_count=1330486 1047955 1039438 1009102 913524 609167 304357 282531 282330 606334 561943 181414 143354 277388 380529 331892 89261 226497 61997 164500 95578 58907 38060 22027 18687 242631 79976 20554 48637 55833
cat_boundaries=0 1 2 3
cat_threshold=146 3371 6392
is_linear=0
shrinkage=0.05


Tree=71
num_leaves=31
num_cat=3
split_feature=122 136 28 117 12 4 136 21 19 125 111 133 112 136 31 13 58 15 123 16 38 15 11 127 18 36 28 43 30 36
split_gain=3343.31 3110.05 2814.47 2316.49 2808.68 2107.35 2232.54 1749.63 1631.86 1604.53 1594.15 1576.43 1301.22 1325.9 1286.84 1250.76 1559.84 1247.4 1175.39 1141.15 1128.09 1315.41 1126.41 1088.73 1058.83 1432.65 1029.47 965.061 1811.8 957.953
threshold=-0.58068084716796864 0 1019.2500000000001 0.28400452435016638 1.685000002384186 4.6499998569488534 1 4.4249999523162851 17.029999732971195 0.9170251488685609 -0.84205588698387135 1024.7500000000002 -0.58068084716796864 2 1023.2500000000001 1.1349999904632571 268.68606567382818 0.78499999642372142 -0.55191597342491139 9.5450000762939471 12.150000095367433 1.0950000286102297 0.84999999403953563 0.608738273382187 15.405000209808351 12.949999809265138 1016.2500000000001 12.84999990463257 1017.3500061035157 11.550000190734865
decision_type=2 1 2 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
left_child=5 3 8 4 17 6 -1 -7 9 10 -3 22 13 -9 27 16 -4 -2 -15 -17 21 -18 29 24 -8 -26 -11 -5 -29 -12
right_child=1 2 15 14 -6 7 23 12 -10 26 11 -13 -14 18 -16 19 20 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.019853854752275354 -0.042142861225929709 0.018739067901027608 0.015695225856303532 -0.0068693973758783833 0.010114212230681079 -0.024463201174026589 -0.0023290257798637814 0.0046901790073018484 0.015583006513983508 0.0048962798200681869 -0.035734577739495087 0.052586226402070807 -0.013342578562121782 -0.0072640804788931456 0.0052571053287065253 0.023520905667701476 0.17698119174502266 -0.0056074148284946971 0.00099533181389712083 0.0067946939512389341 0.038496772037141858 0.038327634985505232 0.00058100590120378477 0.0067615979718069321 -0.018600705786926911 0.015507532588235638 0.022343293945991702 -0.0092095419628618058 -0.054438897016093481 -0.0061388623314952004
leaf_weight=12726 2558 11371 16241 122943 59095 11931 134680 40127 21400 22647 2944 1403 40143 169688 20775 11400 354 26948 57729 96658 2840 331 287897 71629 3722 17811 13492 7498 3142 38363
leaf_count=12726 2558 11371 16241 122943 59095 11931 134680 40127 21400 22647 2944 1403 40143 169688 20775 11400 354 26948 57729 96658 2840 331 287897 71629 3722 17811 13492 7498 3142 38363
internal_value=-7.70814e-05 0.00206034 0.00421677 -0.00262025 0.00382376 -0.0030162 0.000518637 -0.00567678 0.0021507 0.00139048 0.000331666 -0.000301444 -0.00494831 -0.00368881 -0.00631926 0.0106746 0.0222389 -0.00877483 -0.00516723 0.00855929 0.0523883 0.109982 -0.00052684 0.00165733 -0.000683044 0.00961189 0.0114099 -0.00811963 -0.0225658 -0.00824818
internal_weight=1.33049e+06 770300 527341 242959 88601 560186 240568 319618 399517 378117 341978 330607 307687 267544 154358 127824 19766 29506 227417 108058 3525 685 329204 227842 156213 21533 36139 133583 10640 41307
internal_count=1330486 770300 527341 242959 88601 560186 240568 319618 399517 378117 341978 330607 307687 267544 154358 127824 19766 29506 227417 108058 3525 685 329204 227842 156213 21533 36139 133583 10640 41307
cat_boundaries=0 1 2 3
cat_threshold=152 128 1040
is_linear=0
shrinkage=0.05


Tree=72
num_leaves=31
num_cat=5
split_feature=120 136 102 43 30 123 12 20 29 4 76 136 35 136 124 136 80 132 4 114 36 124 31 34 52 136 20 36 118 38
split_gain=3088.97 2663.41 2857.9 3067.13 2455.46 2301.24 2262.23 2307.05 2047.8 2331.51 2000.1 1997.21 1916.97 1907.61 1883.14 1877.78 1584.51 1556.01 1421.84 1398.16 1394.29 1367.72 1340.66 1354.44 1307.73 1202.25 1136.46 1103.77 1068.21 1052.45
threshold=0.11319890245795251 0 -0.52189040184020985 11.550000190734865 1016.1499938964845 -0.63605400919914235 0.99500000476837169 5.8949999809265146 1014.6499938964845 6.4500000476837167 2.7250000238418584 1 11.750000000000002 2 0.90255093574523937 3 255.80578613281253 1019.7500000000001 2.9500000476837163 -0.74892720580101002 14.34999990463257 0.58068084716796886 1015.9500122070314 18.250000000000004 1.9550000429153445 4 4.9949998855590829 11.84999990463257 0.26722820103168493 12.750000000000002
decision_type=2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=1 6 4 5 10 25 22 -8 -2 15 24 12 28 18 17 -10 21 19 -5 -13 -19 -14 23 -1 -3 -4 -15 -16 -7 -9
right_child=8 2 3 13 -6 11 7 29 9 -11 -12 14 16 26 27 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.026741087601914477 -0.0011900120664884292 -0.022901929861780516 -0.021816944000960514 0.0039085348523348754 -0.041357790668857371 0.0085388779070785428 -0.0091328767239062508 -0.06498232350524849 0.012345521008006358 0.02104390214827271 -0.017509953987216786 0.0031699231008781182 0.013737156143951303 -0.059593690841243156 -9.098355741741456e-05 0.0008660233397027174 -0.025591104247082587 0.032611497682175618 -0.010596227458944667 -0.003907380845207622 -0.028598546481450545 -0.018194610852684267 0.0033001691170698073 0.0045352857853921047 0.038720349107830038 -0.004026078725424014 -0.019941755848073235 0.015262965852703883 -0.0046615307781998913 0.0052737318903204105
leaf_weight=20956 97128 1195 9882 23043 8205 22284 41936 536 58491 28134 14216 209304 6536 2014 16103 91114 17122 6456 63329 104690 1087 6887 21798 10214 3080 238092 17584 42860 49081 97129
leaf_count=20956 97128 1195 9882 23043 8205 22284 41936 536 58491 28134 14216 209304 6536 2014 16103 91114 17122 6456 63329 104690 1087 6887 21798 10214 3080 238092 17584 42860 49081 97129
internal_value=-7.3233e-05 -0.00130259 -0.00248893 -0.00197491 -0.0185935 -0.00082157 0.00401421 0.000676252 0.00464809 0.0078384 -0.00849227 0.00119062 -0.00502554 -0.00992415 0.00285557 0.00535504 -0.015508 0.00134935 -0.00672575 0.000810251 0.0237907 -0.00264622 0.0128124 0.0194645 0.0214949 -0.0047361 -0.0240044 0.0110697 -0.000539652 0.00488816
internal_weight=1.33049e+06 1.05562e+06 863050 836354 26696 730384 192569 139601 274867 177739 18491 482410 101910 105970 380500 149605 30545 321537 86372 313994 7543 13423 52968 31170 4275 247974 19598 58963 71365 97665
internal_count=1330486 1055619 863050 836354 26696 730384 192569 139601 274867 177739 18491 482410 101910 105970 380500 149605 30545 321537 86372 313994 7543 13423 52968 31170 4275 247974 19598 58963 71365 97665
cat_boundaries=0 1 2 3 4 5
cat_threshold=1056 144 2393 7691 128
is_linear=0
shrinkage=0.05


Tree=73
num_leaves=31
num_cat=5
split_feature=122 136 28 15 117 4 136 20 127 111 18 135 31 28 83 16 9 114 136 13 58 136 127 109 127 31 28 120 136 18
split_gain=2843.3 2638.61 2456.43 2071.45 2702.31 1786.38 1937.41 1575.49 1561.02 1427.83 1474.97 1177.14 1148.92 1417.05 1169.89 1146.44 1139 1078.05 1381.83 1066.27 1721.39 1109.59 1017.56 984.121 980.026 970.536 969.325 968.685 960.687 938.466
threshold=-0.58068084716796864 0 1019.2500000000001 1.0249999761581423 0.2503704726696015 4.6499998569488534 1 4.4249999523162851 0.90255093574523937 -0.84205588698387135 15.405000209808351 1024.1499633789065 1023.4500122070314 1014.7500000000001 317.71205139160162 9.5450000762939471 7.4500000476837167 -0.72534674406051625 2 1.1349999904632571 268.68606567382818 3 0.14780378341674807 0.70735836029052745 0.608738273382187 1007.6499938964845 1023.7500000000001 -0.58068084716796864 4 15.405000209808351
decision_type=2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2
left_child=5 3 8 12 16 6 -1 -7 9 -3 11 22 13 14 -2 28 -5 18 -9 20 -17 -22 -11 -12 29 -20 -6 -27 -4 -8
right_child=1 2 15 4 26 7 24 17 -10 10 23 -13 -14 -15 -16 19 -18 -19 25 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.018503701926868156 -0.003810190358718068 0.017627827147155866 0.065179474075608923 0.00091299178386046855 -0.0064643419283560086 -0.022313185742473571 -0.0022348040845079089 0.0082686165289147934 0.011369058729448487 -0.0034231491684966532 0.0015570313245878058 0.043519981266134308 0.031087130329924179 -0.031664805967276624 0.100288973680677 0.012203327428967556 0.013360394470787712 -0.0090651381014652584 0.011017272120633987 0.0062146350265435378 0.10786342989352343 0.036601689199092784 0.0025288723421229768 0.016639263724406401 0.0063780202676130314 -0.0068272384008813865 0.0056800942408020937 0.0021151613738873512 0.019194314082306228 0.0090069490337512693
leaf_weight=12726 2957 12348 1239 39816 134456 12949 134680 25827 39683 185607 22027 1484 1033 11548 297 13636 34134 91195 10108 96658 714 2412 117118 21250 71629 140969 18718 38570 13165 21533
leaf_count=12726 2957 12348 1239 39816 134456 12949 134680 25827 39683 185607 22027 1484 1033 11548 297 13636 34134 91195 10108 96658 714 2412 117118 21250 71629 140969 18718 38570 13165 21533
internal_value=-6.95761e-05 0.00190154 0.00388781 -0.00240972 -0.00119078 -0.00278002 0.000474507 -0.00522961 0.00195763 0.000919727 0.000326001 -0.00090267 -0.0198947 -0.0234526 0.00569118 0.00992095 0.00665849 -0.00450826 -0.00257965 0.00823348 0.0198751 0.0533405 -0.00112044 0.00896275 0.00153527 -0.00405724 -0.00498028 -0.00490616 0.0232084 -0.000685198
internal_weight=1.33049e+06 770300 527341 242959 227124 560186 240568 319618 399517 359834 347486 304209 15835 14802 3254 127824 73950 306669 215474 113420 16762 3126 302725 43277 227842 189647 153174 179539 14404 156213
internal_count=1330486 770300 527341 242959 227124 560186 240568 319618 399517 359834 347486 304209 15835 14802 3254 127824 73950 306669 215474 113420 16762 3126 302725 43277 227842 189647 153174 179539 14404 156213
cat_boundaries=0 1 2 3 4 5
cat_threshold=152 128 1040 1538 4100
is_linear=0
shrinkage=0.05


Tree=74
num_leaves=31
num_cat=3
split_feature=17 123 116 7 42 136 4 31 12 136 15 39 15 136 12 103 114 17 36 96 12 39 28 31 128 14 19 36 83 18
split_gain=2678.54 2582.68 2111.53 2174.66 2074.86 1460.59 1732.42 1411.43 1446.46 1695 1391 1390.62 1259.86 1238.83 1478.28 1402.67 1234.95 1227.88 1213.2 1175.38 1123.73 1090.03 1089.83 1070.27 1238.97 1064.85 990.214 958.534 951.686 939.2
threshold=15.405000209808351 -0.59480014443397511 0.66259482502937328 6.0499999523162851 12.550000190734865 0 4.2500000000000009 1021.2500000000001 1.0950000286102297 1 1.6549999713897707 10.34999990463257 1.7849999666213991 2 1.2050000429153445 0.0064403458964079627 -0.78257837891578663 20.524999618530277 14.949999809265138 -0.81291836500167836 1.9750000238418581 12.550000190734865 1016.5499877929689 1002.9500122070314 221.50000000000003 0.95499998331069957 8.7100000381469744 18.250000000000004 285.60919189453131 17.029999732971195
decision_type=2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 7 17 -1 29 12 9 26 -8 -5 13 14 18 -15 21 23 25 -6 -4 -12 -22 24 -2 28 -9 -17 -3 -7
right_child=4 2 20 11 19 6 10 8 -10 -11 16 -13 -14 15 -16 27 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.018251159983745928 0.027178545392400361 -0.035023207674948542 0.00090939744816270437 -0.0051700055485378359 -0.01687814800512346 0.0002615000659792936 -0.0097885906958546098 -0.045398388043509451 0.0039217763583495394 0.04541260401924091 -0.0056427962101881337 0.0089611717588097134 0.0033374669985810298 -0.017920684265445613 -0.0077115170577096038 -0.0028488205366498389 -0.0077328311210859389 0.028802269034786152 0.012567979665806028 0.022329565178835241 -0.011593239333137696 0.0053468317375237875 -0.0005867798026699206 0.001123562848129451 -0.0066272299382364912 0.0066789084961207503 0.014121971285234465 -0.025492065729219623 0.024618576039585498 0.037109712665924728
leaf_weight=16652 8579 3884 71311 19719 2082 180569 117699 841 53440 4942 37070 148660 104773 22142 25139 93041 69405 4640 31553 23342 58894 57661 36386 116163 3962 6330 4132 4921 808 1746
leaf_count=16652 8579 3884 71311 19719 2082 180569 117699 841 53440 4942 37070 148660 104773 22142 25139 93041 69405 4640 31553 23342 58894 57661 36386 116163 3962 6330 4132 4921 808 1746
internal_value=-6.60152e-05 -0.000891832 0.0010664 0.00262445 0.00602856 -0.00370582 -0.00318353 0.000409738 0.00717599 0.0247156 -0.00564046 0.00730626 -0.00105536 -0.00350588 0.00190238 -0.00655463 -0.00266591 0.00353272 0.00757949 0.0191188 -0.00383738 0.00104639 -0.00739004 0.00262171 0.0164985 -0.00670122 0.00404815 -0.00398628 -0.0247524 0.000614389
internal_weight=1.33049e+06 1.17172e+06 690916 524325 158768 480802 464150 355946 63355 9915 281835 168379 292591 187818 67714 120104 164136 133344 42575 25424 166591 94731 95280 128704 12541 11022 4973 97962 4692 182315
internal_count=1330486 1171718 690916 524325 158768 480802 464150 355946 63355 9915 281835 168379 292591 187818 67714 120104 164136 133344 42575 25424 166591 94731 95280 128704 12541 11022 4973 97962 4692 182315
cat_boundaries=0 1 2 3
cat_threshold=128 180 1120
is_linear=0
shrinkage=0.05


Tree=75
num_leaves=31
num_cat=0
split_feature=93 16 122 28 24 36 8 80 6 18 61 4 21 127 41 34 33 39 18 117 12 124 88 109 112 127 101 42 28 119
split_gain=2786.11 2375.94 2179.65 2179.53 1803.81 1711.46 1626.11 1521.94 1374.59 1300.82 1269.07 1165.05 1203.57 1102.02 1432.27 1068.93 1014.96 1014.7 1198.49 1046.09 970.613 928.054 882.369 876.744 837.469 825.435 817.36 798.497 922.434 794.276
threshold=-0.93037277460098255 20.524999618530277 -0.60873827338218678 1016.7500000000001 315.50000000000006 10.34999990463257 7.9500000476837167 313.21623229980474 6.2500000000000009 14.550000190734865 0.48049104213714605 4.6499998569488534 4.6349999904632577 0.14780378341674807 11.650000095367433 9.8499999046325701 15.250000000000002 12.750000000000002 15.405000209808351 -0.38266885280609125 2.4850000143051152 0.82409480214118969 -0.16973619908094403 0.72507530450820934 -0.95368063449859608 0.2503704726696015 0.38380441069602972 10.449999809265138 1011.4500122070314 -0.16504132002592084
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=3 2 11 6 5 7 22 26 9 13 16 17 27 -7 29 -9 -5 19 25 -2 -6 -16 -1 -11 -10 -19 -4 -13 -29 -15
right_child=1 -3 4 10 20 8 -8 15 24 23 -12 12 -14 14 21 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0049693130778777966 -0.027408961143262123 0.0348737210281315 0.0010149144645882604 -0.020908128378089627 -2.8038769953504821e-05 -0.0021261564333209582 -0.017888717306770219 0.038739568230783346 0.013521484986317642 0.0020230504501225575 -0.04096928578859297 -0.0062081653112778887 -0.0033731367988835722 -0.0051612505918901645 0.0004575220397581283 -0.0070438601235544409 0.015709345437678959 -0.0026951342777032086 0.013330665904763565 -0.0032041384826225396 -0.009284382067480574 -0.018873539705021383 -0.0083953134795954482 0.011246128586238101 0.0056484300032719021 0.0050064815863022864 -0.013735547604896767 0.0034282606066161239 -0.034846830102829129 0.0080029753984027039
leaf_weight=32583 4980 5040 13919 10039 78074 159733 17003 3051 45493 46027 6742 9507 257128 12964 17756 2190 2332 75675 22279 43064 44442 9547 19889 58537 131157 64395 28874 1997 7434 98656
leaf_count=32583 4980 5040 13919 10039 78074 159733 17003 3051 45493 46027 6742 9507 257128 12964 17756 2190 2332 75675 22279 43064 44442 9547 19889 58537 131157 64395 28874 1997 7434 98656
internal_value=2.47869e-06 0.000613564 0.000473961 -0.00856435 0.0021639 0.00324674 -0.00445083 -0.00582307 0.00399804 0.00238674 -0.0235168 -0.00213297 -0.0042691 0.000706337 0.00396312 0.0196085 -0.0140055 0.000669948 0.00255888 -0.00571309 -0.00338573 -0.00630194 -9.64183e-05 0.00718631 0.00767599 0.000845564 -0.00893776 -0.0164339 -0.0267421 0.00647403
internal_weight=1.33051e+06 1.24192e+06 1.23688e+06 88588 750420 627904 69475 48034 579870 403220 19113 486459 276066 298656 138923 5241 12371 210393 162349 48044 122516 27303 52472 104564 176650 140070 42793 18938 9431 111620
internal_count=1330507 1241919 1236879 88588 750420 627904 69475 48034 579870 403220 19113 486459 276066 298656 138923 5241 12371 210393 162349 48044 122516 27303 52472 104564 176650 140070 42793 18938 9431 111620
is_linear=0
shrinkage=0.05


Tree=76
num_leaves=31
num_cat=3
split_feature=92 16 28 136 120 31 4 37 127 15 28 117 55 136 132 84 21 12 68 23 28 81 43 8 28 6 136 35 12 7
split_gain=2606.19 2164.66 2044.18 2446.06 2637.92 1920.84 1888.22 1747.57 2279.88 1702.67 2045.29 1710.22 1437.81 1227.1 1196.9 1157.97 1150.16 1069.57 1048.93 1042.62 993.747 981.382 943.048 911.175 893.986 886.124 1299.71 885.294 1057.38 970.185
threshold=-0.92856624722480763 20.524999618530277 1023.3500061035157 0 -0.53727915883064259 1015.6499938964845 4.0499999523162851 11.84999990463257 0.74892720580101024 0.95499998331069957 1014.7500000000001 0.19936034083366397 30.164999961853031 1 1021.3500061035157 0.88787683844566356 4.6349999904632577 1.794999957084656 290.18196105957037 9.0250000953674334 1019.1499938964845 299.82662963867193 11.650000095367433 4.7500000000000009 1019.6499938964845 0.15000000223517421 2 11.949999809265138 1.185000002384186 6.6499998569488534
decision_type=2 2 2 1 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=5 2 3 9 6 15 -5 12 14 10 21 17 25 -10 20 23 -8 -11 -16 -7 -9 -2 -15 -1 -12 -6 -27 28 -13 -30
right_child=1 -3 -4 4 7 19 16 8 13 11 24 27 -14 22 18 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0062765214028365204 -0.0023611777311402741 0.033308760993124915 0.0076138828225681895 0.0028110171785563545 -0.027104789366554805 -0.016894943927587301 -0.015010649983773904 0.00084877243574212112 0.026745862702081916 -0.0072663242147204508 -0.024798230431570319 0.016331870196231345 0.021059284566528905 0.011693702189195538 0.05804948241398681 -0.018652155276702744 -0.0029557092692106888 0.0083176891226501102 0.009408310240911948 -0.06807912648998736 0.0089730568349627466 0.071537890082544867 -0.0012782507451081001 -0.007210747152000466 -0.059244413960610032 0.0027136319457355057 -0.012125941932702019 -0.013968100756256045 -0.011005029959201001 0.001209605246934249
leaf_weight=26813 1737 5037 92493 164840 4528 28443 21061 232479 11335 16190 5824 5595 5411 76985 1764 9999 326948 34412 2982 1031 44911 606 17128 23496 2784 31867 27466 37833 41977 26532
leaf_count=26813 1737 5037 92493 164840 4528 28443 21061 232479 11335 16190 5824 5595 5411 76985 1764 9999 326948 34412 2982 1031 44911 606 17128 23496 2784 31867 27466 37833 41977 26532
internal_value=2.35475e-06 0.000597634 0.000464295 -0.00011416 0.00086413 -0.00822399 -0.00159722 0.00362717 0.00493453 -0.00558194 -0.0246654 -0.00429655 -0.00368762 0.0112072 0.00259012 -0.00311127 -0.00368526 0.00333162 0.0274873 -0.0186854 0.00216414 0.0167523 0.00933189 -2.2488e-05 -0.0359388 -0.00578444 -0.00415738 -0.00774492 -0.00456774 -0.00627458
internal_weight=1.33051e+06 1.24072e+06 1.23569e+06 1.1432e+06 969705 89782 512849 456856 387584 173490 10951 162539 69272 105448 282136 60308 348009 50602 4746 29474 277390 2343 94113 50309 8608 63861 59333 111937 74104 68509
internal_count=1330507 1240725 1235688 1143195 969705 89782 512849 456856 387584 173490 10951 162539 69272 105448 282136 60308 348009 50602 4746 29474 277390 2343 94113 50309 8608 63861 59333 111937 74104 68509
cat_boundaries=0 1 2 3
cat_threshold=144 5124 2630
is_linear=0
shrinkage=0.05


Tree=77
num_leaves=31
num_cat=4
split_feature=93 121 136 28 28 123 15 136 36 8 16 135 39 55 127 61 113 31 28 136 34 93 123 17 18 136 8 36 117 111
split_gain=2392.45 2017.3 2587.65 2134.2 1906.95 1791.85 1593.73 1543.06 1468.18 1433.19 1307.94 1240.03 1223.92 1296.24 1153.66 1121.34 1059.03 1196.47 1118.06 1433.63 1791.52 1058.67 1052.64 1052.52 1007.18 964.271 1207.09 957.598 952.323 944.503
threshold=-0.93037277460098255 -0.59480014443397511 0 1016.2500000000001 1016.7500000000001 0.21643137186765674 1.0249999761581423 1 18.750000000000004 7.9500000476837167 15.405000209808351 1015.9500122070314 14.34999990463257 16.064999580383304 0.90255093574523937 0.48291715979576116 -0.9099266231060027 1007.0499877929689 1015.9500122070314 2 13.250000000000002 0.88743484020233165 0.44618082046508795 17.029999732971195 17.029999732971195 3 1.0000000180025095e-35 14.650000095367433 0.2503704726696015 -0.84205588698387135
decision_type=2 2 1 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
left_child=4 7 5 10 9 6 -3 24 16 -1 11 23 -13 -14 22 -6 17 -9 -19 20 -20 -12 25 29 -2 26 27 -5 -8 -4
right_child=1 2 3 14 15 -7 28 8 -10 -11 21 12 13 -15 -16 -17 -18 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-6.5771070870295895e-07 0.0013636922297108954 -0.024682433248154698 0.016469245985723049 -0.05195978859291478 -0.013082171406824321 0.0043459763210966767 0.0029110923884393901 0.022336611300982495 -0.019994921193273361 -0.01670423382519837 0.0021450887333230137 0.023031304056574511 0.0060986966699648716 -0.063010548214561327 0.015539395105479845 -0.038513746005853215 -0.0055423370975432725 -0.0053037225816761832 -0.0051525344882667841 -0.0019922208350364175 0.020981720248628762 0.020710408381036854 0.012992448644187922 0.033985379387674118 0.018575208910380708 0.0085108306634221389 0.0019217585578999001 -0.005047977600666595 -0.0060207490564022142 -0.0019188462548307217
leaf_weight=52472 139327 9621 7223 1883 12469 75909 40239 5794 13238 17003 16249 10487 2876 888 39900 6644 188181 71861 9938 47397 19278 14559 43902 2133 9052 68648 74684 2576 115511 210565
leaf_count=52472 139327 9621 7223 1883 12469 75909 40239 5794 13238 17003 16249 10487 2876 888 39900 6644 188181 71861 9938 47397 19278 14559 43902 2133 9052 68648 74684 2576 115511 210565
internal_value=2.24353e-06 0.000568514 0.0022341 0.00429804 -0.00793633 -0.00201374 -0.00493311 -0.00186958 -0.0036563 -0.00408862 0.00123368 -4.04742e-05 0.0142527 -0.0102055 0.00780435 -0.0219226 -0.0030248 4.61665e-05 -0.000823688 0.00337847 0.0120879 0.0109185 0.00619434 -0.000966682 0.00241353 0.00417493 0.000412881 -0.0248585 -0.00371315 -0.001309
internal_weight=1.33051e+06 1.24192e+06 737853 496573 88588 241280 165371 504066 355687 69475 264980 234172 14251 3764 231593 19113 342449 154268 148474 76613 29216 30808 191693 219921 148379 147791 79143 4459 155750 217788
internal_count=1330507 1241919 737853 496573 88588 241280 165371 504066 355687 69475 264980 234172 14251 3764 231593 19113 342449 154268 148474 76613 29216 30808 191693 219921 148379 147791 79143 4459 155750 217788
cat_boundaries=0 1 2 3 4
cat_threshold=152 1080 6144 609
is_linear=0
shrinkage=0.05


Tree=78
num_leaves=31
num_cat=3
split_feature=92 123 136 127 120 30 136 4 28 10 126 35 32 76 132 36 8 136 33 112 80 75 33 60 76 120 109 36 30 56
split_gain=2218.14 1968.31 1982.37 1913.37 1789.43 1710.6 1663.91 1432.42 1430.07 1492.11 2234.29 1705.79 1680.14 1780.47 1194.98 1366.76 1121.56 1092.36 1357.55 1407.12 1064.15 1476.11 992.902 970.338 961.514 930.979 917.314 1074.01 905.385 1183.17
threshold=-0.92856624722480763 -0.59480014443397511 0 1.0000000180025095e-35 -0.39873388409614557 1016.7500000000001 1 4.1499998569488534 1024.549987792969 4.6499998569488534 0.608738273382187 10.250000000000002 11.34999990463257 3.2150000333786015 1019.7500000000001 14.34999990463257 11.34999990463257 2 9.7500000000000018 -0.76037701964378346 262.95275878906256 0.7121047079563142 5.6499998569488534 0.46322415769100195 7.7950000762939462 -0.26722820103168482 -0.83946433663368214 10.050000190734865 1015.7500000000001 244.51921081542972
decision_type=2 2 1 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=5 6 8 14 16 20 -2 -8 9 -3 12 22 -11 -14 26 -16 -5 18 -9 -20 -1 -22 -12 -7 -23 28 -4 -28 -19 -30
right_child=1 2 3 4 -6 23 7 17 -10 10 11 -13 13 -15 15 -17 -18 25 19 -21 21 24 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.011695535446798723 -0.016992398795742346 -0.0087720044108789089 0.012340770692958863 0.0061353757554675134 0.012745151258006222 -0.012072351712345608 0.0021193762946314465 -0.028610097659324027 0.010220268119073462 -0.0013076134162354613 -0.013647934593969669 -0.0094318783847571145 0.024026596042675184 -5.7624506953972131e-05 0.028900980909288988 -0.033156601238683463 -0.0036793141937629969 -0.0030706514695840762 0.010316543307237155 -0.0038990104798659712 -0.012223174428623633 0.016477153314237124 0.012363177282285715 -0.035330442547205153 -0.0047311049347717035 0.0058557954149630054 -0.033780043469191445 -0.00030358366773902267 -0.01381305549477768 -0.0021915167807787768
leaf_weight=9364 17527 70427 14432 132318 88549 11839 186729 3485 23410 30208 4667 62672 20556 12245 6480 1028 37317 111883 35611 34055 39239 9032 17154 7219 13089 17589 2423 214238 61800 33922
leaf_count=9364 17527 70427 14432 132318 88549 11839 186729 3485 23410 30208 4667 62672 20556 12245 6480 1028 37317 111883 35611 34055 39239 9032 17154 7219 13089 17589 2423 214238 61800 33922
internal_value=2.1338e-06 0.000551312 0.00219465 0.00400064 0.00698374 -0.00758712 -0.0018621 -0.00131503 -0.00152301 -0.00278454 7.4257e-05 -0.00523986 0.00720032 0.0150357 0.000772868 0.020404 0.0039763 -0.00346461 0.00184382 0.00336752 -0.00400447 -0.00640041 0.00680001 -0.0208823 0.00392822 -0.00518882 0.00013507 -0.000677963 -0.00612481 -0.00969461
internal_weight=1.33051e+06 1.24072e+06 738124 496785 258184 89782 502601 485074 241339 217929 147502 84493 63009 32801 238601 7508 169635 298345 73151 69666 70724 61360 21821 19058 22121 225194 231093 216661 207605 95722
internal_count=1330507 1240725 738124 496785 258184 89782 502601 485074 241339 217929 147502 84493 63009 32801 238601 7508 169635 298345 73151 69666 70724 61360 21821 19058 22121 225194 231093 216661 207605 95722
cat_boundaries=0 1 2 3
cat_threshold=152 128 5136
is_linear=0
shrinkage=0.05


Tree=79
num_leaves=31
num_cat=4
split_feature=93 18 43 28 15 117 12 28 17 71 64 136 43 4 35 28 136 98 80 75 32 19 31 136 13 31 129 136 70 39
split_gain=2065.86 1840.76 1987.83 1730.55 1690.29 2975.23 2572.13 2623.89 1612.84 1252.35 1893.59 1457.73 1897.14 1425.07 1390.65 1243.07 1136.71 1111.38 1106.04 1099.13 1025.3 947.544 959.34 941.55 904.566 894.783 1162.42 1075.1 875.187 872.612
threshold=-0.97014454007148732 15.405000209808351 12.650000095367433 1021.9500122070314 1.6950000524520876 0.30069434642791754 1.9149999618530276 1016.1499938964845 17.029999732971195 284.52684020996099 6.8150000572204599 0 11.750000000000002 3.0499999523162846 7.9500000476837167 1009.4500122070314 1 1.0000000180025095e-35 266.80804443359381 0.7121047079563142 14.750000000000002 6.4600000381469735 1009.0499877929689 2 0.66500002145767223 1001.7500000000001 217.50000000000003 3 221.13189697265628 9.9499998092651385
decision_type=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 2 2 1 2 2
left_child=18 3 25 4 8 17 -7 -8 9 11 14 12 20 -13 -11 -14 -9 29 -1 -20 24 22 -22 -16 -2 26 -3 -27 -4 -6
right_child=1 2 28 -5 5 6 7 16 -10 10 -12 13 15 -15 23 -17 -18 -19 19 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0060380805004584355 -0.052263491663874853 0.02592502055736929 0.021906893175853769 0.0052981832899138227 -0.010206834679128272 0.0059518769461260161 -0.0073428877045034662 0.014811683342654217 0.018061687316450581 0.06589966895174576 -0.0098240047499956202 0.00079435946956323651 0.057388937701568644 -0.0060624729134378923 0.013903650518668841 -0.03150080570172855 0.00036227089480522708 -0.067102434731942148 -0.018015135230800016 -0.0020485922601768103 0.38054799467325212 -0.036484758194191419 0.025576670711461469 0.00070596022482027725 -0.003941967834337686 0.013684855229091139 -0.0075487348030893941 -0.00017227545311781749 -0.012215119167416473 0.0082130652434297992
leaf_weight=9758 990 8673 21519 123683 6746 91969 180815 15916 8795 985 23604 124699 406 193143 22479 12580 93653 503 30899 16553 20 4289 394 33879 44593 16270 3700 99830 2059 137105
leaf_count=9758 990 8673 21519 123683 6746 91969 180815 15916 8795 985 23604 124699 406 193143 22479 12580 93653 503 30899 16553 20 4289 394 33879 44593 16270 3700 99830 2059 137105
internal_value=2.02072e-06 0.000419642 0.00558214 -0.000280439 -0.000972106 0.000973882 -0.00133514 -0.00364305 -0.00314892 -0.00355265 0.00209555 -0.0047523 -0.0116826 -0.00337222 0.00700198 -0.0287217 0.00246258 0.00708982 -0.00929279 -0.0124454 -0.00728473 -0.029512 0.042725 0.00597259 -0.00499144 0.00313301 0.0159151 0.0017708 0.0189271 0.00734925
internal_weight=1.33051e+06 1.2733e+06 152051 1.12125e+06 997563 526707 382353 290384 470856 462061 80947 381114 63272 317842 57343 12986 109569 144354 57210 47452 50286 4703 414 56358 45583 128473 12373 116100 23578 143851
internal_count=1330507 1273297 152051 1121246 997563 526707 382353 290384 470856 462061 80947 381114 63272 317842 57343 12986 109569 144354 57210 47452 50286 4703 414 56358 45583 128473 12373 116100 23578 143851
cat_boundaries=0 1 2 3 4
cat_threshold=4244 7200 5732 2080
is_linear=0
shrinkage=0.05


Tree=80
num_leaves=31
num_cat=3
split_feature=16 123 136 15 20 32 36 82 112 76 33 22 31 28 5 136 2 12 12 15 4 113 127 31 83 31 75 40 136 127
split_gain=1932.63 1888.5 1839.5 2128.86 1611.63 1559.62 2063.87 2145.75 1521.69 1468.46 1378.45 1370.27 1350.41 1332.67 1570.94 1255.34 1242.38 1433.45 1207.43 1703.64 1290.61 1375.39 1184.79 1140.94 1100.96 1062.78 1056.66 993.669 939.575 1490.57
threshold=20.524999618530277 0.1650413200259209 0 0.84499999880790722 5.7349998950958261 11.550000190734865 11.949999809265138 311.21481323242193 -0.84335932135581959 14.00500011444092 8.5500001907348651 5.9649999141693124 1022.9500122070314 1014.3500061035157 6.6499998569488534 1 321.50000000000006 0.98500001430511486 1.1349999904632571 1.6549999713897707 10.84999990463257 -0.60873827338218678 -0.30069434642791742 1009.8500061035157 290.08432006835943 1018.5499877929689 0.6861427128314973 6.4500000476837167 2 0.04361772537231446
decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 2 4 12 16 6 7 -5 -8 28 11 -10 15 23 22 -4 17 -1 -6 -20 21 -21 27 -3 -11 -17 -19 -15 29 -7
right_child=-2 13 3 5 18 9 8 -9 10 24 -12 -13 -14 14 -16 25 -18 26 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0049316944677552819 0.030463391509185696 0.0075880606542353297 -0.040676357041189853 -0.0048504188117436883 0.011139186900893286 -0.0049542390053421703 0.012048849828841562 0.0099471177544452408 -0.020088032362285305 0.0013446641803805818 0.011689944722292546 0.00099851338555711003 0.038200750427305107 -0.0054018865751650855 0.016696030059417069 -0.015601053934514365 0.0081882967193082409 -0.01367010415206104 -0.0050070184974641378 0.0090799597049690331 -0.007065543002940728 -0.0052810397634267727 0.0081577542513217444 -0.0050683448057853775 -0.01348912319733353 0.0098252182883043545 0.011155721338057671 0.0077890834491574834 -0.0050966976628523553 0.0047095653294746123
leaf_weight=18556 5180 25123 4321 148004 47711 73503 56468 29358 10808 15997 18244 26829 1217 42699 29678 29926 16897 45492 57377 110336 18925 19640 78918 61144 57362 4764 4732 21448 162801 87287
leaf_count=18556 5180 25123 4321 148004 47711 73503 56468 29358 10808 15997 18244 26829 1217 42699 29678 29926 16897 45492 57377 110336 18925 19640 78918 61144 57362 4764 4732 21448 162801 87287
internal_value=-1.788e-05 -0.000136994 -0.00106702 -0.00248645 0.0019706 -0.00183154 0.000957746 -0.00240104 0.00626017 -0.00386728 0.000410676 -0.00505679 -0.0136658 0.00369267 0.00622719 -0.0152839 -0.0039593 -0.00694357 0.00397098 0.00231301 0.00513369 0.00690994 0.00405549 -0.0013825 -0.0102544 -0.0121058 -0.0113311 -0.000991393 -0.00241931 0.000291868
internal_weight=1.33074e+06 1.32556e+06 1.06656e+06 726889 339666 686661 289711 177362 112349 396950 55881 37637 40228 259010 172743 39011 85677 68780 253989 206278 148901 129976 143065 86267 73359 34690 50224 64147 323591 160790
internal_count=1330745 1325565 1066555 726889 339666 686661 289711 177362 112349 396950 55881 37637 40228 259010 172743 39011 85677 68780 253989 206278 148901 129976 143065 86267 73359 34690 50224 64147 323591 160790
cat_boundaries=0 1 2 3
cat_threshold=5408 140 2113
is_linear=0
shrinkage=0.05


Tree=81
num_leaves=31
num_cat=6
split_feature=123 136 39 28 136 16 14 136 111 76 39 103 132 136 18 136 120 31 21 16 18 122 7 4 41 136 36 93 36 24
split_gain=1821.27 1686.05 2127.02 1768.71 1663.91 1634.23 1616.26 1237.46 1234.43 1231.12 1181.48 1162.62 1543.33 1203.84 1153.04 1113.68 1089.25 1079.72 1276.87 1002.36 1248.78 987.702 970.245 969.18 1143.33 1008.68 986.318 920.083 913.898 896.824
threshold=-0.59480014443397511 0 13.050000190734865 1018.4500122070314 1 10.405000209808351 0.70499998331069957 2 -0.84205588698387135 18.32499980926514 10.250000000000002 0.24538766592741015 1022.2500000000001 3 17.029999732971195 4 -0.44618082046508784 1011.4500122070314 5.7449998855590829 15.405000209808351 17.029999732971195 -0.36648726463317866 10.550000190734865 0.75000000000000011 11.34999990463257 5 11.650000095367433 -0.21271324157714841 14.949999809265138 82.500000000000014
decision_type=2 1 2 2 1 2 2 1 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=4 2 21 6 14 15 -3 -6 -8 11 -7 12 13 -10 17 -5 -9 -1 -19 20 23 -2 -23 26 29 -26 -13 -11 -15 -25
right_child=1 3 -4 5 7 10 8 16 9 27 -12 19 -14 28 -16 -17 -18 18 -20 -21 -22 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.012609799245449036 -0.0081351950766628215 -0.017540870399016598 -0.015696832479922419 0.037283231861669756 -0.016759859911968624 -0.025348353754138825 0.016766088728632816 -0.0048154382773540703 0.003862333844036277 -0.017452008971318236 0.0053790204956463382 -0.032319417792018294 0.054451557033529357 -0.0032791390846699515 0.01967510813592745 0.012855191068505684 0.0015137825296398298 -0.0079111140504842213 0.0030657596583219416 0.011508967518249761 0.038537880967123787 -0.00024320523666090477 0.012261643364456867 0.10240096282761764 0.00062419725053829795 -0.015480564872409558 -0.0031855540114753911 -0.0019010167592493133 -0.01752481487965479 0.0052698099944213442
leaf_weight=17937 33016 11371 26813 5623 17946 3200 12941 288637 27558 13910 139709 3251 1131 26411 8962 27495 88920 39463 80608 34313 2368 105124 18197 238 46632 12274 27304 30080 19623 159690
leaf_count=17937 33016 11371 26813 5623 17946 3200 12941 288637 27558 13910 139709 3251 1131 26411 8962 27495 88920 39463 80608 34313 2368 105124 18197 238 46632 12274 27304 30080 19623 159690
internal_value=-1.70032e-05 0.00151747 -0.0026857 0.00278963 -0.00224677 0.00701018 0.00105831 -0.00393476 0.0015646 0.0010786 0.00469098 0.00204145 -0.00351208 -0.0044029 0.00229581 0.0170179 -0.00332473 0.0011674 -0.000541942 0.00349206 0.0023994 -0.000454359 0.00160199 0.00205626 0.00322097 -0.00273401 -0.00628535 -0.00681837 -0.00934964 0.00541436
internal_weight=1.33074e+06 788272 183150 605122 542473 176027 429095 395503 417724 404783 142909 360793 74723 73592 146970 33118 377557 138008 120071 286070 251757 156337 123321 249389 218834 58906 30555 43990 46034 159928
internal_count=1330745 788272 183150 605122 542473 176027 429095 395503 417724 404783 142909 360793 74723 73592 146970 33118 377557 138008 120071 286070 251757 156337 123321 249389 218834 58906 30555 43990 46034 159928
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=144 1072 128 1124 7172 3177
is_linear=0
shrinkage=0.05


Tree=82
num_leaves=31
num_cat=3
split_feature=94 123 136 124 136 15 116 12 28 18 31 111 136 37 21 12 135 120 21 30 38 135 35 54 39 127 0 130 16 39
split_gain=1757.94 1645.81 1793.47 2108.98 1436.5 1346.81 1560.85 1339.6 1282.4 1076.12 1058.91 1032.73 1012.6 1031.94 988.588 1028.66 982.897 921.675 918.337 907.274 1095.04 1243.19 904.833 1053.53 1128.13 846.63 850.557 821.066 807.118 871.62
threshold=-0.969712734222412 -0.60873827338218678 0 0.87032255530357372 1 0.83499997854232799 0.26722820103168493 1.8149999976158144 1019.2500000000001 17.029999732971195 1014.8500061035157 -0.84205588698387135 2 20.349999427795414 5.7449998855590829 0.85500001907348644 1016.4500122070314 -0.46173103153705591 7.6649999618530282 1011.3500061035157 13.250000000000002 1004.3500061035157 14.150000095367433 11.22499990463257 12.84999990463257 0.1650413200259209 56.500000000000007 296.50000000000006 9.5450000762939471 9.9499998092651385
decision_type=2 2 1 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 4 5 8 9 -3 7 -7 11 14 27 19 -6 17 15 -2 25 -14 -9 20 21 -4 -18 24 -24 -13 -27 -1 -10 -30
right_child=1 2 3 -5 12 6 -8 18 28 -11 -12 16 13 -15 -16 -17 22 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.00037988415828077042 0.010484328328964116 -0.026013086854256785 0.022560757072478274 0.010852660524114096 -0.015364049278525941 -0.0040398747142156247 -0.0040837124525186829 0.016622778410100483 0.020511461453619786 0.020215149340377211 -0.016347797381741563 -0.0026614586039244879 -0.0041453336088416266 -0.034316455058627952 0.0047217279367639912 -0.0087680697833116585 0.018497249546962642 0.0017357025823615054 0.003323145633291346 0.0024694959963058056 0.053059887363986716 -0.067366543544197327 0.33253818353017173 -0.045711439417466998 0.0072405510962994749 0.025651556498056151 0.0018536754265056033 -0.029968431054919142 -0.040270041421756567 0.0062065404055808675
leaf_weight=30336 8771 5575 2535 81554 17011 29881 156672 23310 10232 8172 24822 181929 261224 2591 80411 33202 12560 89428 29288 6695 2654 453 27 1311 2070 3861 136284 2541 1021 84324
leaf_count=30336 8771 5575 2535 81554 17011 29881 156672 23310 10232 8172 24822 181929 261224 2591 80411 33202 12560 89428 29288 6695 2654 453 27 1311 2070 3861 136284 2541 1021 84324
internal_value=-1.61447e-05 0.000370744 0.00181851 0.0034597 -0.00186168 -0.00171914 -0.00115289 0.00441433 0.00210779 0.00264784 -0.0085523 0.000707415 -0.00345177 -0.00287769 0.00147502 -0.00474494 0.000188837 -0.00264547 0.00921718 0.0149168 0.0296872 0.0089272 0.0122974 -0.010552 0.0114289 -0.000411488 0.00250931 -0.00266673 0.00724147 0.00565053
internal_weight=1.33074e+06 1.27305e+06 772236 527510 500810 244726 239151 82479 445956 130556 57699 350379 370254 353243 122384 41973 338042 350652 52598 12337 5642 2988 15968 3408 2097 322074 140145 32877 95577 85345
internal_count=1330745 1273046 772236 527510 500810 244726 239151 82479 445956 130556 57699 350379 370254 353243 122384 41973 338042 350652 52598 12337 5642 2988 15968 3408 2097 322074 140145 32877 95577 85345
cat_boundaries=0 1 2 3
cat_threshold=152 1056 128
is_linear=0
shrinkage=0.05


Tree=83
num_leaves=31
num_cat=4
split_feature=15 17 18 31 136 14 41 56 35 12 108 28 110 76 15 64 102 75 12 27 136 28 135 59 39 104 30 136 136 39
split_gain=1708.62 1687.02 2188.43 1737.77 3203.04 2160.57 1696.03 1663.76 1488.16 1545.23 1374.69 1363.67 1346.96 1312.77 1319.47 2051.6 1898.38 1871.57 1431.01 1573.19 1200.75 1169.89 1243.03 1146.11 1139.38 1126.86 1118.89 1933.77 1840.15 2232.8
threshold=3.7849999666213994 15.405000209808351 17.029999732971195 1019.2500000000001 0 0.70499998331069957 12.550000190734865 246.86831665039065 8.9499998092651385 1.1549999713897707 0.56438133120536815 1024.7500000000002 -0.76797929406166066 18.974999427795414 1.7250000238418581 5.0050001144409189 -0.73847708106040943 0.63728860020637523 1.8949999809265139 294.50000000000006 1 1016.1499938964845 1015.1499938964845 268.65850830078131 13.34999990463257 -0.52933931350707997 1016.5499877929689 2 3 15.550000190734865
decision_type=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 1 1 2
left_child=1 2 3 5 -5 -1 -3 11 -9 10 -10 -6 20 14 15 26 -16 -17 -18 -20 -7 22 -21 -12 -22 -26 28 -28 -14 -30
right_child=-2 6 -4 4 7 12 -8 8 9 -11 23 -13 13 -15 16 17 18 -19 19 21 24 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.016142813655480658 0.0080573179951425721 0.0022070150476031498 0.022540296972999991 0.013579114423510941 -0.0067879397719787368 -0.0024295208864416264 0.016563141489873076 0.023782516252759043 0.010590483783844789 0.00025995942259557901 0.017037197405931681 0.007026672755961679 0.0049507946116386214 -0.0080471648355017154 -0.055481291599793897 -0.026411508661537027 0.0059404953882629466 -0.0063779286408406095 0.0046307882941712857 -0.0081248283576459378 0.0088092577201212396 0.0032151960904452958 0.019315334758456221 0.095912167858127603 0.0072143783916115535 0.059923929946348722 0.012497742332287337 -0.0098622237992055089 0.0017369900500893922 -0.0099088944860425514
leaf_weight=27416 62470 121636 9728 51056 95996 9338 24761 9488 4061 61132 803 21948 100414 85806 1488 16539 104448 39504 76229 100426 6656 38299 4304 1080 1560 2897 11104 74501 89354 76303
leaf_count=27416 62470 121636 9728 51056 95996 9338 24761 9488 4061 61132 803 21948 100414 85806 1488 16539 104448 39504 76229 100426 6656 38299 4304 1080 1560 2897 11104 74501 89354 76303
internal_value=-1.53432e-05 -0.000412969 -0.00107171 -0.00127825 0.00243461 -0.00233036 0.00463515 -0.000491365 0.00524808 0.00262636 0.026964 -0.0042172 -0.0018791 -0.0021957 -0.00151064 -0.00340531 0.000864853 -0.0122901 0.00112386 -0.00117064 0.0107954 -0.00426258 -0.00699714 0.0622762 0.0218905 0.041475 -0.00198944 -0.00696156 -0.000389718 -0.00362698
internal_weight=1.33074e+06 1.26828e+06 1.12188e+06 1.11215e+06 245564 866586 146397 194508 76564 67076 5944 117944 839170 818719 732913 407719 325194 56043 323706 219258 20451 143029 104730 1883 11113 4457 351676 85605 266071 165657
internal_count=1330745 1268275 1121878 1112150 245564 866586 146397 194508 76564 67076 5944 117944 839170 818719 732913 407719 325194 56043 323706 219258 20451 143029 104730 1883 11113 4457 351676 85605 266071 165657
cat_boundaries=0 1 2 3 4
cat_threshold=7169 226 2048 122
is_linear=0
shrinkage=0.05


Tree=84
num_leaves=31
num_cat=3
split_feature=16 95 122 136 127 136 15 116 15 4 80 21 21 28 16 43 31 20 103 64 112 136 31 19 135 39 55 19 17 32
split_gain=1677.17 1573.67 1424.99 1595.58 1577.49 1237.86 1207.91 1227.5 1390.23 1165.62 1108.12 1091.91 959.287 939.203 988.781 857.423 989.183 1036.01 853.934 1405.58 845.835 961.98 841.894 833.964 843.236 976.041 1108.8 897.908 851.488 1139.62
threshold=20.524999618530277 -0.96199873089790333 -0.62249094247817982 0 0.90255093574523937 1 0.72500002384185802 0.21643137186765674 1.794999957084656 5.2500000000000009 266.80804443359381 4.4249999523162851 7.8450000286102304 1019.2500000000001 9.5450000762939471 12.84999990463257 1017.3500061035157 8.6350002288818377 0.31822861731052404 4.8450000286102304 -0.76037701964378346 2 1007.6499938964845 17.029999732971195 1016.4500122070314 14.34999990463257 16.064999580383304 16.335000038146976 11.775000095367433 14.84999990463257
decision_type=2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
left_child=1 10 5 6 13 -3 -4 8 -8 -7 -1 -11 -10 23 -15 -9 -17 -18 19 -12 21 -13 -23 24 27 28 -27 -5 29 -26
right_child=-2 2 3 4 -6 9 7 15 12 11 18 20 -14 14 -16 16 17 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.0070391918704448449 0.028380748713966619 -0.015394517482207035 -0.037194125976088094 -0.00015794004920827352 0.010150709751065261 0.0011143467707115282 -0.0045879506716582355 -0.0028223698628674961 0.01655134813515162 -0.020121757238924624 -0.011078459493008612 0.010288776400842707 0.0020748382873004619 0.019483554298385636 0.0044495066429521132 -0.006457864322783423 -0.048883730381866303 0.019889237156943178 -0.0036951519169772817 -0.038874726943577853 -0.0074083826625461011 0.015064827301812951 -0.0033461403658066853 0.011104027238487434 0.036246543379648798 0.0056592283862652165 -0.057793601815439057 -0.09457539112514092 0.01025873512558559 0.24013249127992561
leaf_weight=10606 5180 16361 2382 328325 69234 230533 29416 155968 22983 9935 24062 16874 22792 12394 93018 7644 3264 658 24330 5608 77195 6543 121758 18814 3279 2727 921 252 7619 70
leaf_count=10606 5180 16361 2382 328325 69234 230533 29416 155968 22983 9935 24062 16874 22792 12394 93018 7644 3264 658 24330 5608 77195 6543 121758 18814 3279 2727 921 252 7619 70
internal_value=-1.4569e-05 -0.000125531 0.000264422 0.00158039 0.00310696 -0.00188244 -0.00176201 -0.00141437 0.00389315 -0.00140444 -0.00773651 -0.00390407 0.0093433 0.0020637 0.00621716 -0.00379644 -0.0169318 -0.0373456 -0.0106386 -0.0163323 -0.0031795 -0.000930839 -0.00240704 0.000854266 0.000292369 0.0120435 -0.0103605 -0.000230353 0.0194952 0.0405081
internal_weight=1.33074e+06 1.32556e+06 1.26096e+06 781760 536653 479199 245107 242725 75191 462838 64606 232305 45775 467419 105412 167534 11566 3922 54000 29670 222370 145175 128301 362007 343193 14616 3648 328577 10968 3349
internal_count=1330745 1325565 1260959 781760 536653 479199 245107 242725 75191 462838 64606 232305 45775 467419 105412 167534 11566 3922 54000 29670 222370 145175 128301 362007 343193 14616 3648 328577 10968 3349
cat_boundaries=0 1 2 3
cat_threshold=152 128 1040
is_linear=0
shrinkage=0.05


Tree=85
num_leaves=31
num_cat=2
split_feature=16 53 23 17 95 123 136 124 10 124 35 55 40 136 80 134 28 81 111 16 15 39 32 75 121 39 31 83 12 40
split_gain=1681.15 1746.26 1543.7 1448.51 1339.06 1339.03 1225.17 1583.49 1017.26 1298.73 2092.92 1246.75 1060.77 1008.76 1001.75 992.344 1015.09 965.828 961.621 871.609 857.041 818.694 1500.82 818.456 784.297 814.985 1139.77 985.168 958.668 786.321
threshold=18.219999313354496 18.134999275207523 10.864999771118166 20.524999618530277 -0.96199873089790333 -0.59480014443397511 0 0.90255093574523937 3.2500000000000004 0.66259482502937328 11.550000190734865 1.6250000000000002 7.4500000476837167 1 267.92062377929693 1024.1499633789065 1019.2500000000001 314.06680297851568 -0.84205588698387135 10.405000209808351 1.1050000190734866 10.449999809265138 10.050000190734865 0.63990828394889843 -0.97988739609718312 12.750000000000002 1014.2500000000001 310.71101379394537 2.304999947547913 11.750000000000002
decision_type=2 2 2 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
left_child=2 -2 3 4 14 13 8 15 -7 12 17 20 -10 -6 -1 16 18 21 -8 -18 -12 22 -11 -16 -15 26 28 29 -26 -28
right_child=1 -3 -4 -5 5 6 7 -9 9 10 11 -13 -14 24 23 -17 19 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.006179552459113313 0.021708485554725137 -0.0099692891186049411 0.011264110217243491 0.076505473048659428 -0.0068102707577892821 -0.008741949161658576 0.01426490723298017 0.010706856991027854 0.00060676084829396873 0.0023549574178339345 -0.030397653165611094 -0.029709014140108236 0.012471418754578833 -0.0071249594788021266 -0.016326078596549037 0.039485199413275884 0.016484718964618325 0.01511001783659055 -0.00026721981847153937 0.0038736096803553889 -0.0056365033118640573 0.0053844641293943479 -0.026154954125354915 -0.0038727409750263231 0.012206685356012525 0.0011509813894897611 -0.0089393642722743853 0.011384469381395508 -0.0062710602545571681 -0.040185905926295923
leaf_weight=10994 16831 5867 28697 611 93146 42207 11799 54676 60273 12254 3865 7919 27404 46830 27761 1728 16777 12163 323468 74730 36467 23942 7406 25143 15785 266885 54956 5896 12641 2090
leaf_count=10994 16831 5867 28697 611 93146 42207 11799 54676 60273 12254 3865 7919 27404 46830 27761 1728 16777 12163 323468 74730 36467 23942 7406 25143 15785 266885 54956 5896 12641 2090
internal_value=2.93408e-05 0.0135204 -0.00020468 -0.000461842 -0.000498605 -0.000127668 0.00125575 0.00269368 -0.00171468 -0.000167502 -0.003946 -0.0115707 0.00431513 -0.00211876 -0.00755364 0.00167127 0.00151817 0.00265134 0.000244207 0.00618575 -0.00800935 -0.00082407 -0.00838484 -0.0104075 -0.00103978 -0.000244374 -0.00432019 -0.00807311 0.00398966 -0.0100841
internal_weight=1.33121e+06 22698 1.30851e+06 1.27982e+06 1.2792e+06 1.21531e+06 717078 483178 233900 191693 104016 48251 87677 498229 63898 428502 426774 55765 335267 91507 40332 43602 19660 52904 405083 358253 91368 62942 28426 57046
internal_count=1331211 22698 1308513 1279816 1279205 1215307 717078 483178 233900 191693 104016 48251 87677 498229 63898 428502 426774 55765 335267 91507 40332 43602 19660 52904 405083 358253 91368 62942 28426 57046
cat_boundaries=0 1 2
cat_threshold=152 904
is_linear=0
shrinkage=0.05


Tree=86
num_leaves=31
num_cat=2
split_feature=16 123 136 59 12 119 36 8 28 103 28 64 100 105 52 114 31 35 9 65 120 31 43 8 18 136 22 16 37 111
split_gain=1585.62 1391.86 1350.83 1545.14 1585.51 1486.04 1435.98 1323.67 1217.73 1210.71 1817.78 1235.44 1797.71 1339.96 1698.36 1526.65 1448.98 1443.38 1156.64 1112.12 1079.07 1070.71 1301.61 1057.67 1002.04 952.892 965.943 949.278 949.277 1036.48
threshold=20.524999618530277 0.18222858756780627 0 280.91548156738287 0.98500001430511486 -0.11319890245795249 18.750000000000004 0.55000001192092907 1014.3500061035157 -0.6750735044479369 1016.4500122070314 18.144999504089359 0.36675037443637853 -0.92585805058479298 1.7649999856948855 -0.89490029215812672 1007.3500061035157 9.8499999046325701 8.4499998092651385 4.5750000476837167 -0.81408452987670887 1013.2500000000001 19.050000190734867 13.84999990463257 14.550000190734865 1 7.8250000476837167 10.405000209808351 8.8499999046325701 0.67679831385612499
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 1 2 2 2 2
left_child=1 2 3 4 21 7 9 19 -3 10 20 13 -13 -11 15 16 -15 27 25 -6 -4 22 -1 28 -23 26 -10 -16 29 -7
right_child=-2 8 6 -5 5 23 -8 -9 18 11 -12 12 -14 14 17 -17 -18 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.022625670521619779 0.027788413966404791 -0.0016544260248724297 0.027324024121816198 0.0077247989049345385 0.051338867325773876 -0.017652468318636729 -0.018210189979512497 -0.0095351342832285402 0.014621519931031305 -0.0073863406657909041 -0.043881285941850173 0.0025687250971544919 -0.011768862337723028 0.016855952830038122 0.042608081067750173 -0.0041010921791892457 0.00076632013224803329 0.0035979276752145205 0.015020883092875928 -0.0059975775336531707 -0.012998662549963905 -0.0025995190019469788 -0.037547733702592956 -0.01000754617681885 0.013854987123524591 5.2228236501646204e-05 0.0025040933835716829 0.011994355683403159 0.0017131360971595353 0.15809138428642233
leaf_weight=14292 5124 84668 2078 78810 1683 144 13754 66480 31342 65327 4204 33488 62980 15675 3824 219946 130403 111562 27759 1700 8232 25867 959 21050 14405 76172 34605 7496 166981 201
leaf_count=14292 5124 84668 2078 78810 1683 144 13754 66480 31342 65327 4204 33488 62980 15675 3824 219946 130403 111562 27759 1700 8232 25867 959 21050 14405 76172 34605 7496 166981 201
internal_value=2.78712e-05 -7.93955e-05 -0.000868911 0.00146578 -0.000106305 -0.00175439 -0.00221879 -0.0079826 0.00324416 -0.00188818 -0.0161708 -0.00156961 -0.0067917 -0.000660668 0.000238008 -0.0014695 0.00249283 0.00532409 0.00568564 0.0225266 -0.00487155 0.00755898 0.0188419 0.000555467 0.00328614 0.00386226 0.00826177 0.022336 0.00188432 0.0847374
internal_weight=1.33121e+06 1.32609e+06 1.07154e+06 392572 313762 258239 678969 69863 254546 665215 14514 650701 96468 554233 488906 366024 146078 122882 169878 3383 10310 55523 15251 188376 40272 142119 65947 11320 167326 345
internal_count=1331211 1326087 1071541 392572 313762 258239 678969 69863 254546 665215 14514 650701 96468 554233 488906 366024 146078 122882 169878 3383 10310 55523 15251 188376 40272 142119 65947 11320 167326 345
cat_boundaries=0 1 2
cat_threshold=5412 3659
is_linear=0
shrinkage=0.05


Tree=87
num_leaves=31
num_cat=3
split_feature=16 15 31 12 136 126 15 119 18 12 39 135 111 16 17 16 30 15 31 12 117 71 136 136 28 39 71 32 43 38
split_gain=1431.02 1374.18 1238.15 1653.47 1450.06 1679.29 1526.66 1484.57 1381.18 1474.15 1376.34 1346.22 1322.69 1174.42 1172.65 1289.84 1080.09 1072.81 1551.64 1317.51 1867.25 1623.22 1438.74 1405.48 2186.88 1358.26 1672.85 1108.18 1160.28 1554.63
threshold=20.524999618530277 3.8549998998641972 1023.3500061035157 1.0950000286102297 0 0.9238443672657014 1.935000002384186 0.18222858756780627 17.029999732971195 1.2749999761581423 14.250000000000002 1022.7500000000001 -0.89827197790145863 10.405000209808351 17.029999732971195 17.029999732971195 1016.9500122070314 0.78499999642372142 1020.7500000000001 1.0649999976158144 -0.50751903653144825 281.02903747558599 1 2 1015.8500061035157 12.84999990463257 282.82171630859381 20.94999980926514 11.650000095367433 13.84999990463257
decision_type=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 2 2 2 2 2
left_child=1 2 4 -4 6 8 11 -8 12 16 -5 13 -6 -1 15 17 -10 18 -14 22 21 -21 -19 24 -22 26 -26 28 -25 -30
right_child=-2 -3 3 10 5 -7 7 -9 9 -11 -12 -13 14 -15 -16 -17 -18 19 -20 20 23 -23 -24 27 25 -27 -28 -29 29 -31
leaf_value=-0.0031775996773124437 0.026398993295256818 0.0075426970176768306 0.025157346534586053 0.0050575110070498362 0.018972654640691006 0.0085472143055727486 0.0084354833228642428 -0.0025286918951636954 0.034222728580432647 0.0024460705343282876 -0.017850689701275547 0.072602004919551974 -0.010570934215829449 -0.011385432143508935 0.01386450870827257 0.018326977357032426 0.00070422907410565641 -0.003552564099607726 0.026230113083359843 -0.015597107593798988 -0.0020676533014373807 0.0071890054046801453 0.0084855344054848691 -0.0023714868505814437 -0.010255193921610667 0.012791338479587007 0.022267385717080746 0.09308483342627602 -0.04267785267197393 -0.0083165556033376383
leaf_weight=92220 5124 56666 9380 70980 8384 57990 38277 159625 7960 25278 7224 532 49020 82633 13015 8284 3443 39046 3042 40290 117067 9697 68103 254726 15752 56552 5279 298 3889 21435
leaf_count=92220 5124 56666 9380 70980 8384 57990 38277 159625 7960 25278 7224 532 49020 82633 13015 8284 3443 39046 3042 40290 117067 9697 68103 254726 15752 56552 5279 298 3889 21435
internal_value=2.64776e-05 -7.54258e-05 -0.000415493 0.00532066 -0.00084059 0.00034944 -0.00341815 -0.000408068 -0.000283934 0.0091783 0.00294139 -0.00681487 -0.000770129 -0.0070565 -0.00100475 -0.00128421 0.0241022 -0.00152166 -0.00842064 -0.000953465 -0.00198471 -0.0111768 0.00409921 -0.00101737 0.00224664 0.00875689 -0.00209169 -0.00328359 -0.00338625 -0.0135934
internal_weight=1.33121e+06 1.32609e+06 1.26942e+06 87584 1.18184e+06 808550 373287 197902 750560 36681 78204 175385 713879 174853 705495 692480 11403 684196 52062 632134 524985 49987 107149 474998 194650 77583 21031 280348 280050 25324
internal_count=1331211 1326087 1269421 87584 1181837 808550 373287 197902 750560 36681 78204 175385 713879 174853 705495 692480 11403 684196 52062 632134 524985 49987 107149 474998 194650 77583 21031 280348 280050 25324
cat_boundaries=0 1 2 3
cat_threshold=410 6148 7172
is_linear=0
shrinkage=0.05


Tree=88
num_leaves=31
num_cat=3
split_feature=94 23 16 53 17 16 122 24 36 83 12 15 118 134 31 136 32 12 28 17 12 15 35 136 28 18 6 136 34 124
split_gain=1356.58 1226.7 1201.52 1404.31 1279.36 1337.18 1162.58 1183.63 1247.29 1604.55 1187.41 1170.77 1502.36 1347 1359.81 1634.12 1288.44 1070.59 1102.15 1094.25 966.328 964.572 897.664 1295.41 960.87 895.65 996.23 1295.6 892.743 867.1
threshold=-0.969712734222412 10.864999771118166 18.219999313354496 19.775000572204593 18.219999313354496 16.335000038146976 -0.94260558485984791 315.50000000000006 10.550000190734865 311.27420043945318 1.7150000333786013 1.9750000238418581 0.30069434642791754 1023.4500122070314 1023.3500061035157 0 8.6500000953674334 2.0649999380111699 1015.5499877929689 10.405000209808351 1.0950000286102297 3.8549998998641972 11.949999809265138 1 1017.0499877929689 15.405000209808351 8.2500000000000018 2 7.4500000476837167 -0.73724925518035878
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 1 2 2
left_child=-1 2 4 -4 6 -6 -2 8 9 -8 29 13 -13 14 15 16 -10 -14 -19 -20 -16 -21 -18 24 -24 26 -17 -28 -11 -9
right_child=1 -3 3 -5 5 -7 7 10 11 28 -12 12 17 -15 20 25 22 18 19 21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0074736334296118812 -0.0047091796318250931 0.010323304946932274 0.019304678872936326 -0.011528631815557093 0.047093457820762061 0.0030293460364147493 -0.0077289753183630771 0.020900057130658987 -0.024903915848319875 0.062690909367388623 -0.0059089742221885098 0.0086772178243181581 0.0079448577191705699 0.067148975495692292 0.027665096114885709 -0.00068430814760294062 0.0033867043164563411 -0.0049442916395430079 0.015096944173182384 -0.0014148395475285481 0.0054963308602238511 0.014792248572864118 -0.0075510564064012204 -0.003128617597880893 -0.028308067933633413 0.0078193324102708833 0.030069122899949004 0.0034991081133805852 0.0094111968743321051 0.00073182964698982362
leaf_weight=57698 128033 30191 15792 4820 2913 4210 67527 6096 8050 866 129182 110864 50185 748 6618 283618 29047 74026 16050 68055 19110 10612 12105 63488 10336 43773 5915 20373 8534 42376
leaf_count=57698 128033 30191 15792 4820 2913 4210 67527 6096 8050 866 129182 110864 50185 748 6618 283618 29047 74026 16050 68055 19110 10612 12105 63488 10336 43773 5915 20373 8534 42376
internal_value=2.51556e-05 0.000364897 0.000123082 0.0120945 -7.87278e-05 0.0210497 -0.000202534 0.000328013 0.00105687 -0.00503476 -0.00340501 0.00161945 0.00393488 0.000101879 2.06253e-06 -0.00060223 -0.00556554 0.00153339 -0.000373418 0.00319894 0.0111988 0.00077146 -0.00421205 -0.0067807 -0.0171038 0.00112436 0.000178763 0.00949033 0.0143197 0.00326825
internal_weight=1.33121e+06 1.27351e+06 1.24332e+06 20612 1.22271e+06 7123 1.21559e+06 1.08755e+06 909900 76927 177654 832973 329792 503181 502433 476705 123026 218928 168743 94717 25728 78667 114976 85929 22441 353679 309906 26288 9400 48472
internal_count=1331211 1273513 1243322 20612 1222710 7123 1215587 1087554 909900 76927 177654 832973 329792 503181 502433 476705 123026 218928 168743 94717 25728 78667 114976 85929 22441 353679 309906 26288 9400 48472
cat_boundaries=0 1 2 3
cat_threshold=4506 144 2080
is_linear=0
shrinkage=0.05


Tree=89
num_leaves=31
num_cat=5
split_feature=122 28 136 126 109 107 5 92 29 38 35 8 62 120 4 136 20 136 28 136 136 29 35 67 15 31 125 52 95 115
split_gain=1230.78 1492.14 1330.32 1541.74 1359.91 1221.58 1179.69 1167.43 1422.44 1091.06 1026.09 918.946 889.446 853.732 891.613 849.749 841.18 977.238 996.005 800.828 798.083 788.468 767.744 1019.78 1054.12 919.079 907.809 774.696 766.794 746.654
threshold=0.18222858756780627 1015.7500000000001 0 0.9238443672657014 -0.77345365285873402 -0.68916940689086903 5.8500001430511483 -0.93660178780555714 1016.7500000000001 10.750000000000002 9.5500001907348651 8.4499998092651385 0.48250624537467962 -0.59480014443397511 4.7500000000000009 1 4.5750000476837167 2 1006.9500122070314 3 4 1009.8500061035157 11.750000000000002 2.0149999856948857 1.325000047683716 1012.6499938964845 -0.87878364324569691 6.4049999713897714 0.48587447404861456 -0.81408452987670887
decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 1 1 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 10 19 8 11 20 28 -6 -10 14 -11 -5 -16 -18 -19 -3 -9 -7 23 -23 25 -25 -24 -28 -1 -15
right_child=1 6 3 15 7 21 -8 9 12 13 -12 -13 -14 29 16 -17 17 18 -20 -21 -22 22 26 24 -26 -27 27 -29 -30 -31
leaf_value=0.0073209850841975833 -0.0012571103973209414 0.0096619763317262759 0.019082741437157935 0.015430511938617657 -0.00020832273596016156 0.010717215986321565 0.015703604118400223 -0.010077819468263168 -0.012674848998478976 0.0014760314748233226 -0.017691004449537227 -0.016064026386445506 -0.040829766198714333 0.0041440278637536344 -0.014194315737045431 0.0036253630994891014 -0.0066152033174492466 0.033056115468339496 -0.0004399684045823798 0.001126186884569868 0.013847391499724275 -0.0042451903374252503 0.0098829666852871464 0.29995943971159983 0.0081373896236299603 0.056237047542250285 -0.010871567297289782 -0.043215863855335629 -0.031627008365535191 -0.00060587876003857235
leaf_weight=8080 110056 43487 8601 19560 40640 10279 27882 40211 7869 156332 28452 11789 4359 180381 16709 69057 89575 2257 132820 74642 3809 40842 5060 41 13546 684 27874 1983 1498 152836
leaf_count=8080 110056 43487 8601 19560 40640 10279 27882 40211 7869 156332 28452 11789 4359 180381 16709 69057 89575 2257 132820 74642 3809 40842 5060 41 13546 684 27874 1983 1498 152836
internal_value=2.39093e-05 0.00313916 -0.000718049 -4.21518e-05 -0.000697789 -0.00529471 0.00645285 -0.000900427 -0.00735513 -0.000361874 -0.0129258 -0.00377358 -0.0227114 9.85484e-05 -0.00146564 0.00623321 -0.00337099 -0.00256598 0.000119708 0.00426939 -0.00800674 -0.00240207 -0.00389994 -0.000224784 0.0112812 0.07002 -0.00970081 -0.0130198 0.00122952 0.0019654
internal_weight=1.33121e+06 256067 1.07514e+06 936805 848188 138339 146011 839587 64657 774930 38030 52429 12228 730910 397693 88617 241361 224652 135077 118129 44020 100309 90030 55113 14271 725 34917 29857 9578 333217
internal_count=1331211 256067 1075144 936805 848188 138339 146011 839587 64657 774930 38030 52429 12228 730910 397693 88617 241361 224652 135077 118129 44020 100309 90030 55113 14271 725 34917 29857 9578 333217
cat_boundaries=0 1 2 3 4 5
cat_threshold=144 5190 803 7689 333
is_linear=0
shrinkage=0.05


Tree=90
num_leaves=31
num_cat=3
split_feature=94 72 52 23 67 30 30 136 31 128 136 21 35 15 16 52 20 35 16 63 17 31 54 31 9 36 112 31 136 12
split_gain=1410.2 1319.64 1665.65 1349.99 1562.74 1369.58 1331.53 1825.82 1314.01 1517.27 1239.26 1986.65 1069.55 1024.28 1116.96 2125.51 1690.42 1329.87 1098.46 1332.46 1335.59 1172.56 1084.1 1052.5 1025.85 1064.44 976.731 1136.59 1027.73 1145.82
threshold=-0.93026450276374806 0.85185497999191295 2.2749999761581425 5.5950000286102304 1.0049999952316286 1.0000000180025095e-35 1015.4500122070314 0 1013.1499938964845 302.50000000000006 1 5.0750000476837167 12.449999809265138 3.5149999856948857 10.405000209808351 2.0749999284744267 7.8550000190734872 8.6500000953674334 15.405000209808351 0.67546802759170543 17.029999732971195 1013.7500000000001 20.185000419616703 1016.2500000000001 0.75000000000000011 14.050000190734865 -0.87878364324569691 1024.7500000000002 2 1.1250000000000002
decision_type=2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=8 3 -3 4 5 -2 7 -7 9 -1 -8 -12 -6 14 15 16 24 -17 19 20 26 22 -20 -21 25 -5 27 -16 29 -28
right_child=1 2 -4 13 12 6 10 -9 -10 -11 11 -13 -14 -15 18 17 -18 -19 21 23 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.0069376827598293528 -0.027340106044100639 -0.018556653705838165 -0.0021684390584015274 -0.028566821036313722 0.01450965638425189 -0.0065903259351581082 -0.0028224365226277252 0.0078627609203479505 -0.010471253666413766 -0.026738035356875217 -0.03335161109704031 -0.0076067861288155493 -0.00017939584698411883 0.0078302473144599097 -0.0014535253620738264 0.048598179655628154 0.022163736570638137 0.010263598728812226 0.017592396385942882 -0.0034918286553055097 0.026988558998220849 0.0015421373247413727 -0.015114922863954253 0.010380849594483888 0.0012659877271035359 0.0087655899833241312 0.0045766384818102185 0.013184785422739593 -0.01178510695557995 -0.0064938591319989251
leaf_weight=25316 6628 17915 115238 5810 18273 48371 35672 39839 59365 3854 11248 22449 38507 64543 184909 2345 9457 64224 22252 20840 3823 83274 2859 39752 211149 2844 34227 14285 47877 73709
leaf_count=25316 6628 17915 115238 5810 18273 48371 35672 39839 59365 3854 11248 22449 38507 64543 184909 2345 9457 64224 22252 20840 3823 83274 2859 39752 211149 2844 34227 14285 47877 73709
internal_value=-0.000104557 0.00032994 -0.00437338 0.000894563 -0.00260251 -0.00507498 -0.00413848 -6.26165e-05 -0.00620139 0.00248838 -0.00932137 -0.0161956 0.00454785 0.00176467 0.00128935 0.0037488 0.00146502 0.011614 -8.91433e-05 -0.00124868 -0.00240675 0.00439796 0.0138685 0.00560948 0.000574461 -0.0162981 -0.0027233 -0.000403753 -0.00568864 -0.00298308
internal_weight=1.33085e+06 1.24232e+06 133153 1.10917e+06 220987 164207 157579 88210 88535 29170 69369 33697 56780 888179 823636 295829 229260 66569 527807 419422 358830 108385 25111 60592 219803 8654 355007 199194 155813 107936
internal_count=1330854 1242319 133153 1109166 220987 164207 157579 88210 88535 29170 69369 33697 56780 888179 823636 295829 229260 66569 527807 419422 358830 108385 25111 60592 219803 8654 355007 199194 155813 107936
cat_boundaries=0 1 2 3
cat_threshold=6544 6195 3937
is_linear=0
shrinkage=0.05


Tree=91
num_leaves=31
num_cat=4
split_feature=92 68 20 31 39 35 80 15 16 17 27 31 13 136 12 28 134 12 16 108 16 136 35 12 71 64 43 136 136 20
split_gain=1308.65 1231.99 1268.75 1193.08 1063.31 1398.76 1358.67 1301.06 1763.54 2263.53 1714.05 1507.85 1429.48 1469.75 1353.66 1506.91 1168.47 1136.19 1329.62 1108.96 1075.57 1048.46 1327.12 1043.73 951.268 1463.69 1094.93 1319.16 1110.42 1279.9
threshold=-0.96328520774841297 310.56317138671881 4.3350000381469735 1013.8500061035157 10.449999809265138 9.7500000000000018 310.63107299804693 2.0249999761581425 17.029999732971195 17.029999732971195 294.50000000000006 1021.4500122070314 1.0649999976158144 0 2.0649999380111699 1015.5499877929689 1022.9500122070314 2.3850001096725468 10.405000209808351 -0.55332177877426136 11.269999980926515 1 13.250000000000002 1.3450000286102297 283.35606384277349 9.0050001144409197 1.0000000180025095e-35 2 3 5.8949999809265146
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 1 1 2
left_child=3 2 -2 -1 5 6 -4 8 9 11 20 16 13 -13 -12 -16 24 18 -7 -19 -9 22 -14 -10 26 -26 27 -6 -28 -30
right_child=1 -3 4 -5 7 17 -8 10 23 -11 14 12 21 -15 15 -17 -18 19 -20 -21 -22 -23 -24 -25 25 -27 28 -29 29 -31
leaf_value=0.00081832257366472165 -0.01345915004267754 -0.0051032984347447741 -0.0013418366711016021 -0.013016083712818472 -0.0027095917982484534 0.0048747534799164875 0.026388047972856883 0.01448693777452153 0.019774435813794747 0.020792290406752414 0.0082725518342724805 0.004090010891460172 0.13605216816624632 0.036576319350941605 -0.0063642352401559969 0.0030790524142408995 0.058256253185459399 0.01798099527607817 -0.019324139940335949 -0.02477153249437862 0.0051650965095480939 0.00070172247224560026 0.020391694339816153 0.002972992629417897 0.005929046258736575 -0.0075516349363914052 -0.008968673456126482 -0.010833237318580071 -0.0034772007968712202 0.0045832720879280366
leaf_weight=27246 15597 99001 41749 36411 153409 15457 4940 40001 16863 12108 45619 6879 301 7062 80876 88444 808 1677 8971 15879 136664 42950 1409 20457 76901 27278 32984 74123 89950 108840
leaf_count=27246 15597 99001 41749 36411 153409 15457 4940 40001 16863 12108 45619 6879 301 7062 80876 88444 808 1677 8971 15879 136664 42950 1409 20457 76901 27278 32984 74123 89950 108840
internal_value=-9.93338e-05 0.000252079 0.000705931 -0.00709478 0.000897613 -0.00436282 0.00159217 0.00133604 1.60919e-06 -0.0006192 0.00362706 -0.0010354 0.00659841 0.0205756 0.000628064 -0.00143155 -0.00182816 -0.0109852 -0.00401211 -0.0206877 0.00727577 0.00223532 0.0405137 0.0105647 -0.00191432 0.00239929 -0.00289273 -0.00535662 -0.000473924 0.000935961
internal_weight=1.33085e+06 1.2672e+06 1.1682e+06 63657 1.1526e+06 88673 46689 1.06393e+06 672322 635002 391604 622894 58601 13941 214939 169320 564293 41984 24428 17556 176665 44660 1710 37320 563485 104179 459306 227532 231774 198790
internal_count=1330854 1267197 1168196 63657 1152599 88673 46689 1063926 672322 635002 391604 622894 58601 13941 214939 169320 564293 41984 24428 17556 176665 44660 1710 37320 563485 104179 459306 227532 231774 198790
cat_boundaries=0 1 2 3 4
cat_threshold=1204 1024 3189 4180
is_linear=0
shrinkage=0.05


Tree=92
num_leaves=31
num_cat=3
split_feature=84 52 25 15 136 12 14 31 16 97 136 24 19 136 71 28 15 31 68 80 38 52 37 71 2 31 23 34 12 125
split_gain=1253.27 1290.69 1193.37 1865.08 1753.74 1694.9 1677.34 1743.54 1346.36 1260.63 1161.41 1334.05 1138.85 1117.27 1084.62 1649.78 1242.22 1115.38 992.204 990.984 985.61 947.208 931.78 931.657 923.413 918.309 1003.18 937.348 887.666 939.867
threshold=0.88787683844566356 1.0349999666213991 313.50000000000006 1.6950000524520876 0 1.1449999809265139 0.72500002384185802 1019.9500122070314 10.405000209808351 1.0000000180025095e-35 1 82.500000000000014 14.550000190734865 2 282.82171630859381 1014.8500061035157 0.90500000119209301 1020.2500000000001 298.28056335449224 282.89210510253912 13.250000000000002 2.3950001001358037 21.849999427795414 285.84109497070318 99.000000000000014 1002.9500122070314 10.414999961853029 14.34999990463257 1.5549999475479128 -0.30069434642791742
decision_type=2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 7 -1 13 18 11 -7 23 -5 15 -6 -17 -16 25 22 24 -15 -13 -8 -14 27 -27 -10 29 -4
right_child=1 -3 28 8 14 10 12 -9 9 -11 -12 19 20 21 17 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0098260060086144702 -0.015393128483361216 -0.0021653287270514319 0.016934271279033932 0.012528655166582289 0.00084047565434626059 0.076809483257762906 0.0023393967864811117 0.02164608154401447 0.012971350893868078 -0.078847862808072156 -0.00096152619649156942 -0.016187918114523882 0.033250890403545105 0.00015106175104627776 -0.0028315400648454441 -0.029489301409985281 -0.010090410717059793 0.018872219128122491 -0.0039409897713086383 0.029472469807060711 0.015587866729851069 0.013151248185802437 0.033858865231922934 0.019340337284946624 -0.023828131874396322 0.00092719635556035062 0.010468160689134049 -0.026651582678982707 -0.0050427729905677893 -0.00072287200766581107
leaf_weight=32659 24906 71045 9414 60094 33065 422 108961 5086 29915 486 153203 28867 923 56419 28922 9506 62581 7443 63915 1334 38550 18641 961 8702 3050 248117 30992 1571 153317 37787
leaf_count=32659 24906 71045 9414 60094 33065 422 108961 5086 29915 486 153203 28867 923 56419 28922 9506 62581 7443 63915 1334 38550 18641 961 8702 3050 248117 30992 1571 153317 37787
internal_value=-9.43601e-05 -0.00559887 0.000333336 0.00101768 -0.00107674 0.000681861 0.00389688 -0.00558526 0.00316993 0.00162786 -0.00276181 -0.0114904 0.00613118 0.00744852 -0.00583232 -0.00840691 -0.0126485 0.00161067 0.0017323 -0.0126899 0.0131441 0.00337918 -0.0145755 0.00359673 -0.0105676 0.00289976 0.00198662 0.0109944 -0.00319691 0.00279876
internal_weight=1.33085e+06 95951 1.2349e+06 1.03438e+06 524235 382718 197931 37745 510150 374996 184787 31584 160186 135154 141517 105152 72087 36365 374510 31162 42523 75060 29828 117663 3973 310595 279109 31486 200518 47201
internal_count=1330854 95951 1234903 1034385 524235 382718 197931 37745 510150 374996 184787 31584 160186 135154 141517 105152 72087 36365 374510 31162 42523 75060 29828 117663 3973 310595 279109 31486 200518 47201
cat_boundaries=0 1 2 3
cat_threshold=3681 32 3854
is_linear=0
shrinkage=0.05


Tree=93
num_leaves=31
num_cat=5
split_feature=121 136 24 4 120 14 6 136 127 37 18 136 31 34 31 127 34 105 136 30 105 136 24 63 38 67 116 76 32 127
split_gain=1227.64 1191.69 972.572 890.321 874.693 836.574 818.683 873.181 963.17 940.864 821.528 808.095 1031.32 870.274 908.797 767.655 755.77 725.862 724.266 1014.88 683.445 753.553 713.046 676.49 664.353 680.88 658.883 1312.27 914.252 654.078
threshold=-0.53727915883064259 0 312.50000000000006 4.0499999523162851 -0.53727915883064259 0.60500001907348644 6.0499999523162851 1 0.28400452435016638 12.650000095367433 17.029999732971195 2 1007.6499938964845 12.550000190734865 1002.9500122070314 0.77159520983695995 11.750000000000002 -0.94090756773948658 3 1010.1499938964845 -0.82124921679496754 4 181.50000000000003 0.63854363560676586 10.34999990463257 3.7649999856948857 -0.33379416167736048 9.5349998474121112 13.150000095367433 0.18222858756780627
decision_type=2 1 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2
left_child=1 -1 6 17 5 16 7 9 10 -2 -9 13 -13 -7 -15 -16 -5 29 -10 -20 21 -8 26 -14 25 -24 -22 28 -28 -3
right_child=2 3 -4 4 -6 11 20 8 18 -11 -12 12 23 14 15 -17 -18 -19 19 -21 22 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.01331952135143012 -0.00074725177679065588 -0.010101262866048018 -0.0023536408668045541 0.065256827301237483 0.0038525096144711212 -0.0021727341074113285 0.017729325648435872 -0.00092423010813833255 0.011613313884762397 -0.013691531325165429 0.0119638768425109 0.019806295530750598 -0.0030167769501821266 0.10392098644535924 -0.017171836678070821 -0.0054598696447446899 -0.031045333177872204 0.0029827687530299771 0.019070298635085456 0.0013860072335128504 -0.014574478159236712 -0.0046769790815843473 -0.011334324799631944 0.0063589476882592762 0.0086367982941154085 0.010463259067171139 -0.0079515070561932306 -0.02795393111009277 0.088071776410110228 0.0026354004424372084
leaf_weight=21435 61074 22925 145053 215 45078 51494 4341 182562 35464 18228 13263 5477 207748 171 29002 27031 3887 155687 9023 80442 6850 27272 8894 21203 121096 5999 380 857 713 17990
leaf_count=21435 61074 22925 145053 215 45078 51494 4341 182562 35464 18228 13263 5477 207748 171 29002 27031 3887 155687 9023 80442 6850 27272 8894 21203 121096 5999 380 857 713 17990
internal_value=-8.96377e-05 -0.0017421 0.00130593 -0.00131974 -0.00269895 -0.00355194 0.00222678 0.000975553 0.00213703 -0.0037221 -5.13336e-05 -0.00328282 -0.00163549 -0.00686779 -0.0111706 -0.0115218 -0.0259978 0.0014253 0.00556744 0.0031692 0.00506439 -0.00159609 0.00651863 -0.0021485 0.00741121 -0.00255411 -0.00727478 0.0183677 0.0546877 -0.00450105
internal_weight=1.33085e+06 609343 721511 587908 391306 346228 576458 400056 320754 79302 195825 342126 234428 107698 56204 56033 4102 196602 124929 89465 176402 31613 144789 228951 135989 14893 8800 1950 1093 40915
internal_count=1330854 609343 721511 587908 391306 346228 576458 400056 320754 79302 195825 342126 234428 107698 56204 56033 4102 196602 124929 89465 176402 31613 144789 228951 135989 14893 8800 1950 1093 40915
cat_boundaries=0 1 2 3 4 5
cat_threshold=128 144 771 5190 5154
is_linear=0
shrinkage=0.05


Tree=94
num_leaves=31
num_cat=1
split_feature=94 64 67 102 16 17 12 135 63 35 16 136 41 31 71 76 28 18 31 70 135 31 14 105 19 32 16 122 112 32
split_gain=1202.37 1146.54 2052.72 2042.22 1870.58 1698.9 1367.93 1253.97 1147.12 1101.79 993.571 983.487 1277.48 1271.68 1103.22 1096.35 969.982 947.945 1279.13 984.832 924.716 896.903 1122.73 1015.69 867.247 865.584 848.152 823.368 841.595 1673.4
threshold=-0.969712734222412 16.494999885559086 10.324999809265138 0.4239750355482102 18.219999313354496 18.219999313354496 3.4850000143051152 1023.7500000000001 0.51853555440902721 8.8499999046325701 16.335000038146976 0 12.949999809265138 1023.7500000000001 285.32034301757818 22.625000000000004 1020.2500000000001 15.405000209808351 1016.0499877929689 236.20251464843753 1012.7500000000001 1018.4500122070314 1.0349999666213991 -0.88612377643585194 17.029999732971195 13.34999990463257 8.7100000381469744 -0.97233289480209339 -0.71322327852249134 13.550000190734865
decision_type=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 2 2
left_child=-1 2 4 9 5 6 7 11 20 -3 -7 12 -2 16 17 21 -14 24 19 -19 -5 -16 -23 -24 27 -20 -4 -13 -29 -30
right_child=1 3 26 8 -6 10 -8 -9 -10 -11 -12 14 13 -15 15 -17 -18 18 25 -21 -22 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.007149876281479315 -0.0030770819557690947 0.020721605103293312 0.018545291846418271 -0.017418556139675172 0.016791816883471332 0.050705429486153024 0.0084848444565427932 0.060360301192011412 -0.0045351710692646714 0.00071217507775010616 0.0091682244332756645 -0.0069508406323461822 -0.018078270350791275 0.1819691376809619 0.0038814974834593557 -0.0087265400493090999 -0.071103498630496892 0.01516238352006335 -0.0097227713507078966 -0.005637686113274169 0.029337429674092436 0.043645627815726326 -0.0083049145386653433 0.017571210128418772 0.018891785359998959 0.0057058000132200713 0.0056999077247046684 0.00034976768874421283 -0.010070812371907364 0.0011365085046920163
leaf_weight=57619 168164 7550 15036 30866 16618 2480 42405 840 76384 77492 3432 63916 8648 76 64369 12837 958 29819 18221 7033 1095 3045 5064 15101 5205 18142 88409 356692 64754 68584
leaf_count=57619 168164 7550 15036 30866 16618 2480 42405 840 76384 77492 3432 63916 8648 76 64369 12837 958 29819 18221 7033 1095 3045 5064 15101 5205 18142 88409 356692 64754 68584
internal_value=-8.51516e-05 0.000234556 0.000869511 -0.00331095 0.000159944 -0.000128025 -0.000293636 -0.000702045 -0.00786313 0.00248861 0.0265925 -0.000758371 -0.00409366 -0.0217546 5.11585e-05 0.00491967 -0.0233664 -0.000721931 0.00462792 0.0111928 -0.0158167 0.00691988 0.0153463 0.011073 -0.00142244 -0.00202525 0.00756702 -0.00161332 -0.000917127 -0.00430619
internal_weight=1.33085e+06 1.27324e+06 1.07985e+06 193387 976403 959785 953873 911468 108345 85042 5912 910628 177846 9682 732782 100416 9606 632366 73215 36852 31961 87579 23210 20165 559151 36363 103445 553946 490030 133338
internal_count=1330854 1273235 1079848 193387 976403 959785 953873 911468 108345 85042 5912 910628 177846 9682 732782 100416 9606 632366 73215 36852 31961 87579 23210 20165 559151 36363 103445 553946 490030 133338
cat_boundaries=0 1
cat_threshold=4242
is_linear=0
shrinkage=0.05


Tree=95
num_leaves=31
num_cat=3
split_feature=93 16 72 52 63 15 16 52 21 34 16 29 31 17 112 36 31 17 41 76 136 12 110 12 136 32 24 136 24 36
split_gain=1202.58 1032.32 973.038 1282.74 1252.74 1021.76 1046.21 2164.33 1653.45 1526.62 1479.87 1394.17 1317.42 1276.75 1257.27 1615.51 1225.85 1111.3 1236.24 1479.16 1321.17 1103.61 1093.1 1072.94 2108.51 1556.13 1062.98 1020.91 1021.73 993.377
threshold=-0.97986415028572071 22.289999961853031 0.85937789082527172 1.6050000190734866 0.76565074920654308 3.6350001096725468 10.405000209808351 1.7649999856948855 7.8250000476837167 11.650000095367433 15.405000209808351 1.0000000180025095e-35 1014.2500000000001 17.029999732971195 -0.86159634590148915 16.94999980926514 1008.0499877929689 15.405000209808351 11.34999990463257 9.7349996566772479 0 1.2849999666213991 -0.26217927038669581 1.0950000286102297 1 14.250000000000002 198.50000000000003 2 82.500000000000014 11.750000000000002
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 1 2 2 1 2 2
left_child=-1 2 4 -4 5 6 7 8 11 -9 13 -2 21 14 15 -8 -13 18 19 27 -20 -12 -21 24 25 -16 -25 -18 -29 -7
right_child=1 -3 3 -5 -6 29 10 9 -10 -11 12 16 -14 -15 23 -17 17 -19 20 22 -22 -23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.0079479987564025668 -0.012807294895667017 0.070113674195652662 -0.019646133712700117 -0.0023821017555119518 0.0077529380076726802 -0.003041111455817873 0.00047675082140752719 0.018827301310820825 0.019108724119854942 0.004657780656089492 0.022617565809492129 0.018882238505221062 0.00012605636069969026 0.022462906382045258 -0.0087702450051342588 -0.012566719219279921 0.0097122356365121794 0.024146026721249422 -0.0028197760330517735 0.028119708897344671 -0.018362293559959379 0.0044846170932456002 -0.0082946832890151284 -0.020239614583463027 -0.022095680320925404 0.0099523548584092361 -0.0068761288487586524 0.066135294446737172 0.00078854948345086695 0.012566327535317078
leaf_weight=46765 22371 528 11951 107922 58585 15091 240738 24858 10828 80789 13771 8456 87835 4963 16746 26336 47016 4545 79894 2161 16489 21479 44487 17040 9470 32907 117436 601 127229 31425
leaf_count=46765 22371 528 11951 107922 58585 15091 240738 24858 10828 80789 13771 8456 87835 4963 16746 26336 47016 4545 79894 2161 16489 21479 44487 17040 9470 32907 117436 601 127229 31425
internal_value=-7.21277e-05 0.000214734 0.000185977 -0.00410328 0.000627873 0.000250102 -6.86387e-05 0.00169122 -0.000137057 0.00799177 -0.00147278 -0.00072699 0.00340304 -0.00276164 -0.0030334 -0.000809458 8.97715e-05 -0.000403089 -0.000754092 0.0013028 -0.00548095 0.0115686 -0.00660776 -0.00610137 -0.000487652 0.00363723 -0.00856947 0.0034133 0.0010957 0.00750287
internal_weight=1.33071e+06 1.28395e+06 1.28342e+06 119873 1.16355e+06 1.10496e+06 1.05844e+06 469724 364077 105647 588721 353249 123085 465636 460673 267074 330878 322422 317877 221494 96383 35250 46648 193599 59123 49653 134476 174846 127830 46516
internal_count=1330712 1283947 1283419 119873 1163546 1104961 1058445 469724 364077 105647 588721 353249 123085 465636 460673 267074 330878 322422 317877 221494 96383 35250 46648 193599 59123 49653 134476 174846 127830 46516
cat_boundaries=0 1 2 3
cat_threshold=3193 1891 1799
is_linear=0
shrinkage=0.05


Tree=96
num_leaves=31
num_cat=3
split_feature=92 16 64 75 102 52 16 17 18 72 16 35 136 13 36 28 7 112 40 64 136 136 43 38 31 4 127 29 80 36
split_gain=1157.31 940.183 905.112 1716.57 1591.65 1492.5 1389.2 2045.64 1455.45 1296.95 1241.81 1253.71 1219.56 1198.49 1112.53 924.528 923.991 1647.42 1567.96 1416.96 1102.8 1033.35 1562.56 1380.45 1368.1 1318.09 1184.07 1045.34 942.148 918.24
threshold=-0.97905814647674549 22.289999961853031 18.144999504089359 0.6996760666370393 0.47531101107597357 1.2450000047683718 15.405000209808351 17.029999732971195 17.029999732971195 0.7852039933204652 10.405000209808351 9.2500000000000018 0 3.4650000333786015 11.750000000000002 1024.9500122070315 6.7500000000000009 -0.76037701964378346 11.250000000000002 4.9249999523162851 1 2 11.550000190734865 17.44999980926514 1021.9500122070314 3.4500000476837163 0.50751903653144848 1016.6499938964845 309.26551818847662 10.84999990463257
decision_type=2 2 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
left_child=-1 2 3 6 -4 9 7 8 13 -5 11 -7 -8 15 -15 16 19 -18 -19 21 -20 24 23 26 25 -2 -23 -24 -26 -14
right_child=1 -3 4 5 -6 10 12 -9 -10 -11 -12 -13 29 14 -16 -17 17 18 20 -21 -22 22 27 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.0077126987046093835 0.0021329821847311404 0.066796623821840359 0.0015577368836021245 0.0029606633525780923 -0.0079296596066655775 0.045568524420624583 -0.0033301908140830234 0.024843473404012689 0.025033125941370922 -0.014477189285181109 0.0037697027191565496 0.011050843654547754 -0.021280651337428107 -0.0044130919999829021 0.014216449757962692 0.0080078676561244656 0.0043515218812891438 -0.00095495584097439945 -0.041699277722117734 -0.013043804644215083 -0.011249126850087719 -0.0069250841483546634 -0.0082974123730962541 -0.057656666480576151 0.011981271385518702 -0.0049727656611962536 0.0022283525867120273 -0.02647283959567695 0.073599391537725614 0.0093935231804418151
leaf_weight=47738 126976 530 89416 29428 87435 2760 31105 7576 5225 16722 117318 56105 2522 12434 22544 22890 122060 72868 3567 35391 17816 81135 20245 1162 12410 134279 62582 12985 653 74835
leaf_count=47738 126976 530 89416 29428 87435 2760 31105 7576 5225 16722 117318 56105 2522 12434 22544 22890 122060 72868 3567 35391 17816 81135 20245 1162 12410 134279 62582 12985 653 74835
internal_value=-6.85339e-05 0.000215897 0.000188381 0.000719642 -0.00313282 0.0046465 -0.000268821 -0.00101073 -0.00126603 -0.00335777 0.00674316 0.0126693 0.00503103 -0.00144637 0.00759401 -0.00188131 -0.00220279 0.000517199 -0.00444845 -0.00340891 -0.0163534 -0.00265522 -0.00562062 -0.00337805 -0.00072961 -0.00151921 -0.00293919 -0.0153997 0.0150615 0.0083924
internal_weight=1.33071e+06 1.28297e+06 1.28244e+06 1.10559e+06 176851 222333 883260 774798 767222 46150 176183 58865 108462 761997 34978 727019 704129 216311 94251 487818 21383 452427 178109 144879 274318 261255 143717 33230 13063 77357
internal_count=1330712 1282974 1282444 1105593 176851 222333 883260 774798 767222 46150 176183 58865 108462 761997 34978 727019 704129 216311 94251 487818 21383 452427 178109 144879 274318 261255 143717 33230 13063 77357
cat_boundaries=0 1 2 3
cat_threshold=4996 4740 3875
is_linear=0
shrinkage=0.05


Tree=97
num_leaves=31
num_cat=4
split_feature=93 28 120 136 127 33 103 40 136 30 64 123 40 111 80 101 136 32 7 39 69 23 70 136 40 12 55 39 32 28
split_gain=1065.99 991.71 960.846 1111.44 1753.11 890.664 837.234 823.127 812.897 1046.25 1380.76 1348.98 1118.7 1098.2 783.129 773.632 742.28 736.085 908.296 906.756 926.438 846.954 875.101 760.368 1103.3 730.141 736.168 1427.06 1237.78 1530.34
threshold=-0.97014454007148732 1016.7500000000001 -0.60873827338218678 0 0.94260558485984813 15.150000095367433 -0.41983117163181299 14.84999990463257 1 1015.7500000000001 5.0050001144409189 -0.78257837891578663 11.150000095367433 -0.42819681763648981 295.38491821289068 -0.84857228398323048 2 15.550000190734865 8.5500001907348651 10.250000000000002 236.41662597656253 5.2850000858306894 300.92097473144537 3 10.84999990463257 1.2849999666213991 3.1149998903274541 13.050000190734865 13.750000000000002 1011.5499877929689
decision_type=2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2
left_child=1 14 8 17 7 6 -3 15 -2 10 12 -11 25 -12 -1 -5 -14 18 21 20 -20 -4 -23 24 -19 26 28 -28 -10 -30
right_child=2 5 3 4 -6 -7 -8 -9 9 11 13 -13 16 -15 -16 -17 -18 23 19 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.0051401103554581037 0.00045096163544732756 -0.057626705308421046 -0.014852469518985112 -0.017194240935942347 0.01381042802424658 0.0074774393940020764 -0.019348154225588748 -0.011354801089403206 0.020419438365945473 -0.015928465298415708 0.016917451284229876 -0.0038029554039028658 -0.030957351243522307 -0.010963375832763779 -0.0084523270279674347 0.0026023843882850665 -0.002624285946330815 0.02831656727636472 -0.016266717170271089 0.007977532486265905 0.0062859583778329736 -0.0013116084313045456 -0.011713632387741698 -0.021371517950355027 0.00367693592355582 0.0033352550885778504 -0.021678495361006366 0.055118155168787035 0.089708242223810269 -0.025734723799508415
leaf_weight=17028 262617 1740 14947 4994 33960 2460 7979 11216 8364 30256 3951 94828 3247 33298 28058 418113 7989 5557 9545 39320 8708 175492 22852 2337 24904 50184 796 2520 316 3136
leaf_count=17028 262617 1740 14947 4994 33960 2460 7979 11216 8364 30256 3951 94828 3247 33298 28058 418113 7989 5557 9545 39320 8708 175492 22852 2337 24904 50184 796 2520 316 3136
internal_value=-6.51284e-05 -0.00673857 0.000234966 0.00134197 0.00286972 -0.0193985 -0.0262012 0.00201432 -0.00146901 -0.00357959 -0.000110609 -0.00673594 0.00373119 -0.00800606 -0.00331876 0.00236872 -0.0108419 -0.00101406 -0.00187071 0.00370224 -0.00550746 -0.003375 -0.00251007 0.00606033 0.00816926 0.00623813 0.0158653 0.0366833 0.010023 -0.0151669
internal_weight=1.33071e+06 57265 1.27345e+06 771945 468283 12179 9719 434323 501502 238885 113801 125084 76552 37249 45086 423107 11236 303662 270864 57573 18253 213291 198344 32798 30461 65316 15132 3316 11816 3452
internal_count=1330712 57265 1273447 771945 468283 12179 9719 434323 501502 238885 113801 125084 76552 37249 45086 423107 11236 303662 270864 57573 18253 213291 198344 32798 30461 65316 15132 3316 11816 3452
cat_boundaries=0 1 2 3 4
cat_threshold=184 7224 4 40
is_linear=0
shrinkage=0.05


Tree=98
num_leaves=31
num_cat=2
split_feature=84 52 26 15 136 18 31 97 16 16 31 79 17 33 17 23 87 136 14 103 31 29 79 40 11 75 64 95 40 13
split_gain=1014.23 1225.63 887.113 1235.29 1388.16 1316.82 1277.62 1223.31 1163.44 995.513 1078.86 1031.1 974.736 931.561 914.321 1006.48 1003.32 894.294 881.243 877.778 1077.19 960.135 957.852 876.674 1139.28 861.698 1087.15 846.754 788.336 788.244
threshold=0.88854718208312999 1.0349999666213991 315.50000000000006 1.6549999713897707 0 17.029999732971195 1017.2500000000001 1.0000000180025095e-35 10.405000209808351 17.029999732971195 1021.9500122070314 7.6349999904632577 17.029999732971195 4.6499998569488534 10.405000209808351 10.414999961853029 0.70349758863449108 1 1.0950000286102297 -0.099813632667064653 1009.5499877929689 1015.0499877929689 2.3649998903274541 9.7500000000000018 2.3500000238418584 0.70186465978622448 23.414999961853031 -0.89955928921699513 15.949999809265138 1.0950000286102297
decision_type=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 2 2 2 2
left_child=2 -2 3 4 5 9 -7 8 17 10 11 12 29 -6 -10 -16 -17 -5 -12 21 -21 22 -15 24 -19 27 -27 -3 -13 -1
right_child=1 25 -4 7 13 6 -8 -9 14 -11 18 28 -14 19 15 16 -18 23 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00021060963416482138 -0.014674050038755319 -0.023885613243289305 -0.0030364993941745175 0.012182568684800742 -0.02281778969144364 0.021481815190040242 -0.0033847294338027406 -0.053986754471775783 0.0094275376338995125 0.015483587600106062 0.020787214180897934 0.0084522556284000062 0.02283881359460585 0.034569955569543724 -0.00046258274845324514 0.01373624550274534 -0.0028525125318742714 -0.011558902226452448 0.0011526558354873436 0.020240503387224176 -0.0039683118479542975 -0.026912397853676179 -0.011626430848250225 -0.0068041540954302208 0.0074755761358203873 0.0073674785163703078 -0.011204686967439183 -0.0034444924476607131 0.088812400330939609 -0.00477994828641818
leaf_weight=156376 24574 6847 170115 45224 7394 14055 8167 957 30812 9869 10239 19669 3899 1445 325280 26063 14017 8667 12933 4835 92575 8433 5021 16480 84554 31784 10477 19480 310 160161
leaf_count=156376 24574 6847 170115 45224 7394 14055 8167 957 30812 9869 10239 19669 3899 1445 325280 26063 14017 8667 12933 4835 92575 8433 5021 16480 84554 31784 10477 19480 310 160161
internal_value=-6.18925e-05 -0.00509293 0.000316841 0.000851256 -0.00090914 0.000518185 0.0123429 0.00249471 0.00259279 -0.000185414 -0.000610725 -0.00132133 -0.00200845 -0.00562674 0.00115616 0.000458603 0.00793473 0.00626653 0.00982857 -0.00449544 -0.00276669 -0.015798 -0.00130262 0.0038262 0.00570589 -0.00166016 0.00276322 -0.00876072 0.00969915 -0.00231451
internal_weight=1.33071e+06 93162 1.23755e+06 1.06744e+06 515381 395678 22222 552054 551097 373456 363587 340415 320436 119703 396172 365360 40080 154925 23172 112309 97410 14899 6466 109701 93221 68588 42261 26327 19979 316537
internal_count=1330712 93162 1237550 1067435 515381 395678 22222 552054 551097 373456 363587 340415 320436 119703 396172 365360 40080 154925 23172 112309 97410 14899 6466 109701 93221 68588 42261 26327 19979 316537
cat_boundaries=0 1 2
cat_threshold=3685 3338
is_linear=0
shrinkage=0.05


Tree=99
num_leaves=31
num_cat=4
split_feature=92 72 52 63 28 36 14 18 39 127 41 136 9 118 18 31 136 40 126 39 31 35 13 135 27 136 33 136 7 36
split_gain=1001.65 850.705 1245.91 1135.1 843.744 1164.92 1575.59 1203.71 1179.47 1178.29 1569.03 1295.52 1132.49 974.798 959.883 1044.49 1814.37 909.099 1018.91 836.628 822.564 821.753 811.969 802.988 790.746 772.549 1505.5 1420.69 1042.25 1036.95
threshold=-0.97905814647674549 0.83566167950630199 1.7250000238418581 0.76565074920654308 1024.9500122070315 11.84999990463257 3.2350000143051152 11.775000095367433 11.84999990463257 0.8038262426853181 11.949999809265138 0 0.75000000000000011 0.55191597342491161 15.405000209808351 1020.4500122070314 1 9.9499998092651385 0.9536806344985963 12.150000095367433 1014.6499938964845 3.2500000000000004 1.185000002384186 1018.7500000000001 260.50000000000006 2 12.550000190734865 3 8.9499998092651385 13.449999809265138
decision_type=2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 1 2 2
left_child=20 3 -3 4 5 12 8 17 -7 14 24 -12 -2 -9 15 23 -17 18 -8 -14 -1 -4 -18 25 -11 26 27 -10 -27 -28
right_child=1 2 21 -5 -6 6 7 13 9 10 11 -13 19 -15 -16 16 22 -19 -20 -21 -22 -23 -24 -25 -26 28 29 -29 -30 -31
leaf_value=-0.0011311451177953389 -0.026352736800994717 -0.015181962673921854 0.021316650148907938 0.0085937119164658602 0.0076220053152209147 -0.01120937947009646 0.026904423087836572 0.010190270951052426 0.014200602843297151 -0.0017210274396944503 0.00094032042284946575 -0.020076944663502409 -0.0019102424221101528 -0.008869878546800462 0.0052014323214208767 -0.0049279085631520137 0.031292395786682331 0.00060535415615022297 0.092228963922960538 -0.017351965249944073 -0.014303246537874847 -0.0021764909666045669 0.010186388514976889 0.025968255274154351 0.0088431463056288014 -0.0015990970384302966 -0.019267664500014811 -0.0094293294790375962 0.0079371979887069739 -0.0058560182244845544
leaf_weight=25851 5128 18961 3820 43817 38796 21134 8331 25235 16198 21193 29209 9780 203878 9137 69674 19682 6108 3217 643 9166 21887 145376 17944 2598 107892 316476 18188 10462 31504 69427
leaf_count=25851 5128 18961 3820 43817 38796 21134 8331 25235 16198 21193 29209 9780 203878 9137 69674 19682 6108 3217 643 9166 21887 145376 17944 2598 107892 316476 18188 10462 31504 69427
internal_value=-5.87933e-05 0.000205818 -0.00310927 0.00070586 0.00038315 0.000111074 0.000980664 0.00991128 0.000438836 0.000768679 0.00445371 -0.00433656 -0.0031335 0.00512357 -0.000302391 -0.00105639 0.00633096 0.02341 0.031585 -0.00257461 -0.00717031 -0.00157497 0.0155398 -0.0017514 0.00710873 -0.00190719 -0.00547392 0.00492946 -0.000735718 -0.00864014
internal_weight=1.33071e+06 1.28297e+06 168157 1.11482e+06 1.071e+06 1.0322e+06 814032 46563 767469 746335 168074 38989 218172 34372 578261 508587 43734 12191 8974 213044 47738 149196 24052 464853 129085 462255 114275 26660 347980 87615
internal_count=1330712 1282974 168157 1114817 1071000 1032204 814032 46563 767469 746335 168074 38989 218172 34372 578261 508587 43734 12191 8974 213044 47738 149196 24052 464853 129085 462255 114275 26660 347980 87615
cat_boundaries=0 1 2 3 4
cat_threshold=3432 740 4994 770
is_linear=0
shrinkage=0.05


Tree=100
num_leaves=31
num_cat=4
split_feature=84 15 31 12 15 136 116 136 12 31 43 136 35 31 71 19 103 77 16 38 23 36 11 16 96 31 20 136 34 65
split_gain=983.254 946.689 1151.22 1020.39 1824.63 1777.65 1449.67 1426.07 1258.64 1161.48 1253.32 1147.78 1264.37 1116.34 975.957 1049.89 943.525 1053.69 919.778 913.582 920.165 901.464 868.41 847.668 844.688 841.446 808.188 806.865 760.058 1096.83
threshold=0.88854718208312999 0.66500002145767223 1018.5499877929689 1.0950000286102297 1.5649999976158144 0 0.64942333102226268 1 1.685000002384186 1013.4500122070314 18.849999427795414 2 11.550000190734865 1022.2500000000001 285.58012390136724 14.550000190734865 0.044009016826748855 20.615000724792484 10.405000209808351 16.250000000000004 6.9149999618530282 19.94999980926514 1.0000000180025095e-35 15.405000209808351 1.0000000180025095e-35 1014.9500122070314 5.6549999713897714 3 10.050000190734865 1.8350000381469729
decision_type=2 2 2 2 2 1 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2
left_child=1 2 27 5 7 13 11 -5 -8 10 19 12 -6 21 15 -11 -2 25 -13 20 -7 -3 -14 -16 -20 -18 -23 -1 29 -15
right_child=16 3 -4 4 6 9 8 -9 -10 14 -12 18 22 28 23 -17 17 -19 24 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.011892179300464403 -0.014999775142389047 -0.0026204882536563692 0.01016714715843464 -0.007637534792251717 0.0034348429899209742 -0.0046791990292600642 0.0074600608434315209 -0.00047486826615931402 -0.0041572370860755619 -0.0015718577697007897 -0.024248228152876493 0.0099702127343855463 -0.077368263601304707 -0.036911393299598506 0.024554444260501292 0.010639500175126652 -0.0040992454697954357 -0.009446073649589732 0.0033322721465961179 0.0231506019210483 0.025755126540811298 -0.013558716999368031 -0.0034770203503583855 -0.024217398072357742 -0.061535851676553989 0.0099014686374560984 -0.073455287180260301 -0.049188505185986019 0.031109273584292114 0.069954373369751605
leaf_weight=18517 18819 71214 5975 120612 130961 7335 27162 163955 164604 51629 1911 64595 399 1042 8589 26707 22382 31294 219410 22574 3755 1770 115768 994 503 20617 826 1567 3960 312
leaf_count=18517 18819 71214 5975 120612 130961 7335 27162 163955 164604 51629 1911 64595 399 1042 8589 26707 22382 31294 219410 22574 3755 1770 115768 994 503 20617 826 1567 3960 312
internal_value=-4.44044e-05 0.000328671 -0.00910042 0.000531641 -0.000119194 0.00376937 0.00121505 -0.00351101 -0.00251175 0.00751776 0.0151413 0.00255935 6.64926e-05 -0.00208168 0.00443387 0.00259135 -0.00499932 -0.00246613 0.00472451 0.0173773 0.00562566 -0.0036755 -0.00373082 0.0194956 0.0031839 0.00261376 -0.0326167 -0.0148325 0.0200521 -0.0122865
internal_weight=1.32976e+06 1.23665e+06 26059 1.21059e+06 1.00797e+06 202618 723402 284567 191766 123494 35575 531636 247128 79124 87919 78336 93112 74293 284508 33664 11090 73810 116167 9583 219913 42999 2596 20084 5314 1354
internal_count=1329758 1236646 26059 1210587 1007969 202618 723402 284567 191766 123494 35575 531636 247128 79124 87919 78336 93112 74293 284508 33664 11090 73810 116167 9583 219913 42999 2596 20084 5314 1354
cat_boundaries=0 1 2 3 4
cat_threshold=6300 419 752 7458
is_linear=0
shrinkage=0.05


Tree=101
num_leaves=31
num_cat=2
split_feature=95 121 136 39 31 136 72 132 112 103 80 94 12 131 37 106 80 9 23 31 126 25 75 63 95 110 84 83 33 12
split_gain=959.263 915.689 864.334 1027.47 2111.14 1386.27 997.639 978.096 1024.3 896.001 860.097 787.249 769.386 800.325 803.171 734.278 723.969 706.403 831.482 699.025 687.486 695.679 665.271 888.436 664.719 651.637 649.267 647.544 644.43 638.828
threshold=-0.96199873089790333 -0.60873827338218678 0 14.34999990463257 1014.0499877929689 1 0.83438023924827587 1019.8500061035157 -0.043617725372314446 -0.28315064311027521 264.60157775878912 -0.26478110253810877 2.3850001096725468 2.5000000000000004 8.9499998092651385 -0.90911701321601857 310.42584228515631 0.94999998807907116 7.8350000381469735 1023.3500061035157 0.061046212911605842 323.50000000000006 0.56768706440925609 0.52095344662666332 0.24419244378805163 -0.76797929406166066 0.88278028368949901 188.8550720214844 13.150000095367433 1.0149999856948855
decision_type=2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 -2 3 7 5 -5 17 8 12 27 -1 16 13 14 15 -3 -7 18 -4 -11 21 -16 -15 -24 -9 -25 -26 -6 -21 -19
right_child=1 2 6 4 9 11 -8 24 -10 19 -12 -13 -14 22 20 -17 -18 29 -20 28 -22 -23 23 25 26 -27 -28 -29 -30 -31
leaf_value=0.0077963748774630831 -0.0014114291491531153 -0.048718104199929668 -0.012049425260504017 0.0089530926584639806 0.065439382679580493 0.0079364168039305089 -0.0068269891142312888 0.049170566335541677 -0.014709688509197514 0.0078456132025906643 -0.0083955184388992393 -0.016345684796905086 0.0017536925327694911 -0.012637563294041291 0.0037697646583529595 0.16544064745991205 -0.018986511391779048 0.0064855308668019113 0.0084323283393017753 -0.063628318195187217 0.01089976685922975 -0.0281874441919738 0.06616618362039503 0.089231096036016755 0.018939955015128691 0.011936165124755533 -0.067468104185536504 -0.025934046515438031 -0.0056240422622146329 0.00052026380226425197
leaf_weight=9638 496804 55 20351 9759 207 7654 48192 2023 6285 63980 55026 29389 68897 883 38878 147 3706 51789 6550 571 56376 1781 1512 302 3454 2808 232 3063 2967 336479
leaf_count=9638 496804 55 20351 9759 207 7654 48192 2023 6285 63980 55026 29389 68897 883 38878 147 3706 51789 6550 571 56376 1781 1512 302 3454 2808 232 3063 2967 336479
internal_value=-4.22102e-05 0.000261404 0.00134312 0.00341039 -0.000160642 -0.00796981 -1.73843e-05 0.00576936 0.00511571 0.00541128 -0.00598216 -0.0120219 0.00584167 0.00858299 0.00753298 0.10713 -0.000846715 0.000773061 -0.00706242 0.00664925 0.00732565 0.00236993 0.0271297 0.0347269 0.0261408 0.019442 0.0135014 -0.0201499 -0.0149854 0.00131594
internal_weight=1.32976e+06 1.26509e+06 768290 304929 121296 50508 463361 183633 177924 70788 64664 40749 171639 102742 97237 202 11360 415169 26901 67518 97035 40659 5505 4622 5709 3110 3686 3270 3538 388268
internal_count=1329758 1265094 768290 304929 121296 50508 463361 183633 177924 70788 64664 40749 171639 102742 97237 202 11360 415169 26901 67518 97035 40659 5505 4622 5709 3110 3686 3270 3538 388268
cat_boundaries=0 1 2
cat_threshold=7942 1026
is_linear=0
shrinkage=0.05


Tree=102
num_leaves=31
num_cat=5
split_feature=93 30 104 97 16 52 16 64 136 23 13 65 35 55 39 136 136 20 30 28 136 20 15 25 136 37 19 13 35 30
split_gain=909.493 886.766 877.11 1541.04 1375.92 1277.97 1720.22 1237.67 1160.54 1105.72 1095.14 1181.59 1067.41 1038.71 976.268 951.899 937.942 915.716 902.335 1348.5 1182.7 1232.4 839.113 1115.69 1042.16 1191.58 826.14 1058.32 821.125 816.99
threshold=-0.97014454007148732 1014.9500122070314 -0.89222753047943104 -0.80866122245788563 18.219999313354496 0.34499999880790716 10.405000209808351 17.175000190734867 0 5.4149999618530282 1.1050000190734866 0.86500000953674328 10.650000095367433 3.7250000238418584 10.449999809265138 1 2 6.2750000953674325 1016.2500000000001 1022.0499877929689 3 5.2650001049041757 3.1450001001358037 304.50000000000006 4 15.250000000000002 10.405000209808351 2.3950001001358037 7.5499999523162851 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 1 2 2 2 1 2 2 2 1 2 2 2 2 2
left_child=1 -1 5 8 7 17 -7 9 -4 18 11 -10 -12 15 26 -8 -15 -2 29 20 -20 -22 24 -24 25 -16 27 -11 -18 -5
right_child=2 -3 3 4 -6 6 13 -9 10 14 12 -13 -14 16 22 -17 28 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0008824979319446935 -0.010757595979574777 -0.013489475128241585 0.015639341770370845 -0.020899099809263938 0.016405467114035305 0.0067897004041832121 -0.025052799825081351 -0.0073833880888611791 -0.013514785519702165 0.0084391343299896008 0.010099673857584623 0.021054058998679948 0.0005443303090771097 0.0054015772366515034 -0.002376343038157105 -0.0067568481921116853 0.016264508928708187 -0.043748983030179163 -0.0027812165969050232 0.015047618174284356 -0.032403652095516627 -0.0085229455658466617 0.012080153469937878 -0.0024432778962034008 0.001822601537441631 -0.022715814999872998 -0.013653814127506828 -0.011527652724476723 -0.0055691616277928893 0.00023085990184669561
leaf_weight=33009 16963 24156 20897 4883 12296 48929 8867 59521 2972 15253 35568 14691 163932 35128 65783 35852 4559 2401 15286 4681 11277 10371 39192 19957 433379 8086 20010 11748 77663 72448
leaf_count=33009 16963 24156 20897 4883 12296 48929 8867 59521 2972 15253 35568 14691 163932 35128 65783 35852 4559 2401 15286 4681 11277 10371 39192 19957 433379 8086 20010 11748 77663 72448
internal_value=-4.00963e-05 -0.00620978 0.000237047 0.000854175 -0.000191901 -0.00255504 -0.00142685 -0.00044962 0.00438784 0.000113912 0.00330427 0.0152375 0.00224791 -0.00390744 0.000969436 -0.0103917 -0.00143645 -0.0148483 -0.00429805 -0.0102346 -0.0134388 -0.0209533 0.00154411 0.00717992 0.000886928 -0.00460216 -0.0059543 -0.000248315 -0.00435801 -0.00110337
internal_weight=1.32976e+06 57165 1.27259e+06 1.04223e+06 804171 230362 210998 791875 238060 732354 217163 17663 199500 162069 613408 44719 117350 19364 118946 41615 36934 21648 566397 59149 507248 73869 47011 27001 82222 77331
internal_count=1329758 57165 1272593 1042231 804171 230362 210998 791875 238060 732354 217163 17663 199500 162069 613408 44719 117350 19364 118946 41615 36934 21648 566397 59149 507248 73869 47011 27001 82222 77331
cat_boundaries=0 1 2 3 4 5
cat_threshold=6148 401 7204 6423 4116
is_linear=0
shrinkage=0.05


Tree=103
num_leaves=31
num_cat=4
split_feature=15 31 12 136 102 136 36 54 35 116 12 28 79 52 15 34 16 20 136 43 17 85 67 11 31 136 108 39 80 25
split_gain=864.515 1253.26 1105.78 1679.7 1800.48 1675.51 1198.11 1470.09 1218.7 1044.58 1046.99 1382.66 1097.15 1255.18 1020.93 1009.63 1413 994.965 975.293 1031.44 911.469 899.399 891.341 883.562 854.278 853.557 850.288 837.886 1556.6 1160.84
threshold=0.70499998331069957 1018.7500000000001 1.0950000286102297 0 -0.73847708106040943 1 14.34999990463257 0.14500000327825549 13.650000095367433 0.52247866988182079 2.3850001096725468 1015.5499877929689 8.9049997329711932 2.8950001001358037 1.7849999666213991 12.050000190734865 9.5450000762939471 4.9949998855590829 2 15.150000095367433 10.405000209808351 0.88798654079437267 0.92500001192092907 10.150000095367433 1022.2500000000001 3 0.70710992813110363 14.150000095367433 291.19096374511724 266.50000000000006
decision_type=2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2
left_child=1 25 5 6 -5 17 7 8 -4 14 12 26 18 -14 -6 16 -15 22 19 -11 21 -16 -2 -8 -7 -1 -12 28 -19 -30
right_child=2 -3 3 4 9 24 23 -9 -10 10 11 -13 13 15 20 -17 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0099709159945395448 -0.013889412313856707 0.010089450398490209 -0.055762468255892816 -0.017021362852649852 -0.00078776407849628005 -0.0033617730966231927 -0.0080143103764826803 -0.0035099506426660046 0.0012991351730930972 0.0072683855420117086 -0.017002975685136316 -9.3280389659155814e-05 -0.00053638604680730469 0.04299254194456148 0.010661637469656397 0.0059388967264809266 0.0092796648603925176 -0.0069471346311206945 -0.0040106107103768185 -0.015626438838778494 0.0021523870071065328 -0.0084702653488917638 0.014413993345277884 0.016216524868819655 0.017413642314792435 -0.044707523249299268 -0.0059730310822123153 0.011480199683832805 -0.0019521918131858455 0.03827051087140268
leaf_weight=28098 9382 8016 4105 15321 244709 74725 37720 4329 1212 39658 24605 82954 53580 5124 59816 30818 7900 17805 140481 5616 263508 6846 3954 4179 5299 1880 60277 80567 3213 4061
leaf_count=28098 9382 8016 4105 15321 244709 74725 37720 4329 1212 39658 24605 82954 53580 5124 59816 30818 7900 17805 140481 5616 263508 6846 3954 4179 5299 1880 60277 80567 3213 4061
internal_value=-3.80959e-05 -0.00747178 0.000180547 -0.00044374 -7.53369e-06 0.00360856 -0.00925334 -0.0251425 -0.0427554 0.000246556 -0.00155474 -0.00468393 0.000299902 0.00459741 0.00165974 0.0108715 0.0225432 0.00737073 -0.00195399 0.00442743 0.00347373 0.00869684 -0.00549772 -0.00559753 -0.00198583 -0.0121676 -0.00917031 0.00899585 0.00101481 0.0205037
internal_weight=1.32976e+06 37994 1.29176e+06 1.09276e+06 1.04121e+06 199006 51545 9646 5317 1.02589e+06 451013 167836 283177 97422 574879 43842 13024 118982 185755 45274 330170 66662 13336 41899 80024 29978 84882 105646 25079 7274
internal_count=1329758 37994 1291764 1092758 1041213 199006 51545 9646 5317 1025892 451013 167836 283177 97422 574879 43842 13024 118982 185755 45274 330170 66662 13336 41899 80024 29978 84882 105646 25079 7274
cat_boundaries=0 1 2 3 4
cat_threshold=32 1891 7184 7522
is_linear=0
shrinkage=0.05


Tree=104
num_leaves=31
num_cat=2
split_feature=89 16 20 52 35 39 30 30 35 104 55 136 36 20 136 68 111 12 42 76 80 19 40 111 88 24 16 96 18 17
split_gain=864.197 879.834 1779.65 1663.19 1255.74 1108.61 1095.67 1092.52 1011.17 967.43 1164.96 1029.7 979.774 966.89 965.804 956.036 938.317 1251.02 931.669 1188.19 883.024 877.775 943.748 871.548 848.885 842.386 840.948 1160.67 988.35 836.094
threshold=1.0000000180025095e-35 10.405000209808351 7.7550001144409189 1.8049999475479128 8.8499999046325701 10.34999990463257 1.0000000180025095e-35 1008.5499877929689 9.7500000000000018 -0.86818552017211903 3.9450000524520878 0 15.750000000000002 4.7950000762939462 1 320.76358032226568 0.79480314254760753 2.1950000524520878 14.750000000000002 11.59500026702881 310.63107299804693 14.550000190734865 16.150000572204593 -0.23623552173376081 -0.80819138884544361 110.50000000000001 14.550000190734865 -0.81058937311172474 18.219999313354496 13.344999790191652
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 2 2 2 2 2
left_child=1 2 3 6 16 8 -1 -8 20 10 11 -7 -13 -11 -12 21 -5 -18 19 25 -3 26 -23 -21 -6 -9 27 -15 -29 -28
right_child=-2 5 -4 4 24 9 7 18 -10 13 14 12 -14 15 -16 -17 17 -19 -20 23 -22 22 -24 -25 -26 -27 29 28 -30 -31
leaf_value=-0.01101524054895339 -0.0070779711023983552 -0.0066925257462680868 0.014635040187338983 0.023553515598769767 0.01017692029411685 -0.0036190938593948954 0.014959064517381666 0.045195640887965793 -0.01923218000048886 -0.013798637219409125 0.0056999729809562574 -0.012079970663769967 -0.036440686735621779 0.0049163068394378747 -0.0038148322325816993 -0.01470861315076602 0.17048345898830711 0.026765418462694951 -0.0084233861013249516 0.026408889996237434 0.018842694546501445 0.003266962544628986 0.020474815151113223 -0.0084856261486462269 0.0014443641050103739 0.0016587001651767299 0.012344950697981177 -0.003223039942706707 0.077588104553972831 0.00097272589202845405
leaf_weight=23328 42188 23875 25709 3393 50361 29952 12071 1116 14844 11380 37961 18201 5338 56691 89607 9605 273 340 32280 1868 3945 169874 8360 42549 62203 250731 23246 225051 379 53039
leaf_count=23328 42188 23875 25709 3393 50361 29952 12071 1116 14844 11380 37961 18201 5338 56691 89607 9605 273 340 32280 1868 3945 169874 8360 42549 62203 250731 23246 225051 379 53039
internal_value=-3.62132e-05 0.000194514 0.00181833 0.00113259 0.0063303 -0.000857528 -0.000532217 0.000185743 -0.00869426 -0.000404903 -0.0035804 -0.00977404 -0.0175968 0.000626169 -0.00098332 0.000926684 0.0338391 0.0907704 -0.000357042 0.000521841 -0.00307152 0.00120653 0.00407409 -0.0070181 0.0053513 0.00185162 -0.000219497 -0.00147891 -0.00308718 0.00443814
internal_weight=1.32976e+06 1.28757e+06 506222 480513 116570 781348 363943 340615 42664 738684 181059 53491 23539 557625 127568 546245 4006 613 328544 296264 27820 536640 178234 44417 112564 251847 358406 282121 225430 76285
internal_count=1329758 1287570 506222 480513 116570 781348 363943 340615 42664 738684 181059 53491 23539 557625 127568 546245 4006 613 328544 296264 27820 536640 178234 44417 112564 251847 358406 282121 225430 76285
cat_boundaries=0 1 2
cat_threshold=5222 7204
is_linear=0
shrinkage=0.05


Tree=105
num_leaves=31
num_cat=4
split_feature=122 136 8 113 127 36 31 22 98 22 28 81 16 136 29 83 14 112 10 136 16 16 136 95 128 35 41 36 76 15
split_gain=919.133 1091.28 722.311 889.501 803.912 787.846 998.129 999.4 953.131 783.89 651.106 650.396 641.248 625.791 883.563 818.986 671.737 670.347 623.153 1301.94 761.88 754.618 1063.93 990.241 1086.43 771.541 955.435 978.082 1446.9 1047.65
threshold=-0.59480014443397511 0 6.9500000476837167 -0.3172925859689712 0.63605400919914257 12.84999990463257 1013.4500122070314 4.0350000858306894 -0.7517835497856139 4.5050001144409189 1024.7500000000002 295.01875305175787 22.289999961853031 1 1015.3500061035157 296.08929443359381 0.70499998331069957 -0.77159520983695973 2.3500000238418584 2 7.4149999618530282 10.405000209808351 3 -0.5869995355606078 312.50000000000006 4.8500001430511483 10.550000190734865 11.550000190734865 1.0000000180025095e-35 3.3149999380111699
decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2
left_child=1 -1 4 9 5 6 -3 -8 -7 -4 11 -9 18 16 -15 -16 -11 -18 19 -2 -21 22 -20 24 -24 -25 27 -27 29 -29
right_child=12 2 3 -5 -6 8 7 10 -10 13 -12 -13 -14 14 15 -17 17 -19 21 20 -22 -23 23 25 -26 26 -28 28 -30 -31
leaf_value=-0.013666386755657357 -0.0086186384826483341 0.007796499333187823 -0.016383869546179968 -0.016786166162129801 0.0046839378001769195 -0.0052708118440856558 0.13026330655071239 -0.019941567669220391 0.0029817673496365335 -0.031017003146031924 0.01515174047620213 0.0020988211115486556 0.06726587161752097 0.00014179001150794009 -0.012604584294895811 -0.00092925596040521286 0.004618181409563187 -0.003699798126334575 0.0093252955393395703 -0.014197283481260887 0.0031345617732307322 0.00038339302004549672 -0.0033018686958750745 -0.0070001920580404289 -0.035461840334449213 0.0020159577835990438 -0.0017497504620546775 0.019818841650103031 0.0054652216965831776 0.068276695152703432
leaf_weight=18032 48144 7427 9691 11344 84017 52146 121 18955 106330 1615 1803 4065 366 59191 40873 23747 64224 38888 65852 6912 76714 409415 26580 15574 2914 44161 39852 18735 31294 1186
leaf_count=18032 48144 7427 9691 11344 84017 52146 121 18955 106330 1615 1803 4065 366 59191 40873 23747 64224 38888 65852 6912 76714 409415 26580 15574 2914 44161 39852 18735 31294 1186
internal_value=8.13384e-06 -0.00157566 -0.00115966 -0.00310703 0.000608498 -0.00118564 -0.00829371 -0.0130845 0.000266284 -0.00245566 -0.0137833 -0.0160496 0.00109885 -0.00186504 -0.00427118 -0.00831405 0.000979863 0.00148111 0.0010681 -0.00206943 0.00170182 0.00169875 0.00388656 0.00189947 -0.00647927 0.00353832 0.00475202 0.00746873 0.0121705 0.0227038
internal_weight=1.33017e+06 542469 524437 249573 274864 190847 32371 24944 158476 238229 24823 23020 787699 228538 123811 64620 104727 103112 787333 131770 83626 655563 246148 180296 29494 150802 135228 95376 51215 19921
internal_count=1330168 542469 524437 249573 274864 190847 32371 24944 158476 238229 24823 23020 787699 228538 123811 64620 104727 103112 787333 131770 83626 655563 246148 180296 29494 150802 135228 95376 51215 19921
cat_boundaries=0 1 2 3 4
cat_threshold=128 7188 653 5700
is_linear=0
shrinkage=0.05


Tree=106
num_leaves=31
num_cat=2
split_feature=16 93 28 136 12 104 100 35 39 64 20 52 16 136 39 55 30 29 18 127 87 81 15 116 21 74 38 119 33 16
split_gain=842.585 825.016 1291.97 1101.47 894.457 846.704 1192.28 1062.89 1054.12 1047.85 1060.37 1030.78 1352.88 986.072 923.164 909.055 905.624 990.083 914.477 847.846 921.982 815.702 812.773 870.851 803.935 796.35 795.986 786.789 782.888 979.506
threshold=20.524999618530277 -0.93037277460098255 1016.7500000000001 0 1.685000002384186 -0.89033621549606312 0.5837913751602174 12.449999809265138 12.250000000000002 15.625000000000002 4.3350000381469735 0.42499999701976782 10.405000209808351 1 10.449999809265138 3.7749999761581425 1017.6499938964845 1007.5499877929689 6.9049999713897714 -0.50751903653144825 0.79659971594810497 320.15635681152349 3.1650000810623173 0.55191597342491161 6.3650000095367441 0.68434891104698192 13.449999809265138 0.46173103153705602 15.150000095367433 9.5450000762939471
decision_type=2 2 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
left_child=1 2 3 -1 -5 11 7 8 -7 10 -8 24 -13 16 27 -14 17 18 -9 -17 26 -11 -16 -24 -3 -19 -21 -12 29 -4
right_child=-2 5 28 4 -6 6 9 13 -10 21 14 12 15 -15 22 19 -18 25 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.011991747180846829 0.020212528124523663 -0.0092680296008916582 -0.0068946246685652555 0.006419533711001655 -0.0082820288132944286 0.0044208066754200413 -0.015323498337209005 0.29541342540624299 0.015405005787660268 -0.010095398650484396 -0.013574295695578135 0.0063133167507216648 -0.0099850475083231496 -0.0011089793816938432 0.00066659818230719247 -0.0090924416583327301 0.023771236400626644 -0.0053728760292833244 0.056170718847945535 -0.00049607478965806875 -0.0044559374050280303 0.0024105941261115655 0.011384211274658438 -0.001444882437546888 -0.038276033461241483 0.01493456704817644 0.012548082567669103 -0.0010252695839487954 0.0041711556133253282 -0.032410682136664606
leaf_weight=18556 5140 18527 6666 36377 14458 70629 10481 47 31621 43186 19617 43984 41212 107979 592835 26849 7875 12473 266 24054 40509 18678 37581 20413 2742 7876 22763 34382 3761 8631
leaf_count=18556 5140 18527 6666 36377 14458 70629 10481 47 31621 43186 19617 43984 41212 107979 592835 26849 7875 12473 266 24054 40509 18678 37581 20413 2742 7876 22763 34382 3761 8631
internal_value=7.72227e-06 -7.06555e-05 -0.00473567 -0.00156875 0.00223782 0.00026302 0.000872744 0.00396302 0.00781769 -7.66622e-05 0.000463261 -0.00254446 -0.00142823 0.00107589 0.000698015 -0.00361956 0.00934014 0.00384448 0.0920953 -0.00132191 0.00106719 -0.00631959 0.00121924 0.00686857 -0.0130077 0.00248704 0.00584615 -0.00558414 -0.0162666 -0.0212915
internal_weight=1.33017e+06 1.32503e+06 88449 69391 50835 1.23658e+06 1.01594e+06 238766 102250 777173 715309 220640 199371 136516 704828 155387 28537 20662 313 114175 87326 61864 650829 57994 21269 20349 46817 53999 19058 15297
internal_count=1330168 1325028 88449 69391 50835 1236579 1015939 238766 102250 777173 715309 220640 199371 136516 704828 155387 28537 20662 313 114175 87326 61864 650829 57994 21269 20349 46817 53999 19058 15297
cat_boundaries=0 1 2
cat_threshold=7552 7168
is_linear=0
shrinkage=0.05


Tree=107
num_leaves=31
num_cat=0
split_feature=122 39 30 117 7 107 79 31 119 18 12 117 12 32 14 34 12 18 29 76 33 55 79 36 10 82 12 132 128 32
split_gain=808.883 704.802 1303.78 1038.93 1079.94 932.616 682.806 636.245 956.507 830.569 822.528 782.779 699.139 688.585 661.299 824.867 770.755 838.153 654.23 609.749 954.275 1199.96 865.825 913.052 1249.59 984.622 892.04 888.66 1612.57 913.758
threshold=-0.59480014443397511 12.750000000000002 1014.2500000000001 -0.41467745602130884 7.6499998569488534 -0.73500362038612355 3.435000061988831 1018.1499938964845 -0.36648726463317866 17.029999732971195 1.2649999856948855 -0.64942333102226246 1.8450000286102297 16.050000190734867 0.70499998331069957 18.650000572204593 0.97500002384185802 13.344999790191652 1009.8500061035157 15.824999809265138 12.84999990463257 4.7750000953674325 7.5650000572204599 10.34999990463257 14.250000000000002 313.93060302734381 2.2749999761581425 1022.3500061035157 298.50000000000006 14.84999990463257
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 5 4 6 -1 -4 9 10 14 -9 13 -11 -12 15 -3 17 18 -16 22 21 -21 23 25 27 -2 -24 28 -25 -30
right_child=19 7 3 -5 -6 -7 -8 8 -10 12 11 -13 -14 -15 16 -17 -18 -19 -20 20 -22 -23 26 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0071632794050163822 -0.0084445271448754331 -0.006965544134413533 -0.043279716621475742 -0.0059455721274479199 0.015176250101299797 0.0081165641971116392 -0.010005893605337164 -0.00016160497552319614 0.0058947725249737142 0.018646422452277957 -0.074696326608549746 -0.013373452570129771 -0.0053730693589933024 0.045898888835736423 0.029052772011729067 -0.038218139132810629 -0.0025165932557114196 0.013650261316624708 -0.0023862918808898906 -0.0060122845353166648 -0.0082532222366416205 0.0065594710106211098 0.00780408738613011 0.0011006456158700274 0.015418748452113782 0.035692787372084152 -0.00091715951319207712 0.036832030319528482 -0.011624045414785051 -0.04953636350404636
leaf_weight=15273 35647 14169 4698 97452 1441 28850 2295 8152 68418 9122 1076 2833 4536 133 1761 2481 236001 16353 27425 33717 42675 43429 96087 466574 15123 1310 42196 1707 7194 2040
leaf_count=15273 35647 14169 4698 97452 1441 28850 2295 8152 68418 9122 1076 2833 4536 133 1761 2481 236001 16353 27425 33717 42675 43429 96087 466574 15123 1310 42196 1707 7194 2040
internal_value=7.33123e-06 -0.00147844 -0.00439355 -0.00740259 -0.0242379 0.00282751 -0.0323597 -0.000364205 0.00359544 -0.00138776 -0.00930565 -0.0277476 0.0106692 -0.0614299 -0.00194001 -0.0116225 -0.0013674 0.00458817 -0.000489348 0.00103055 -0.00225379 0.00106493 0.00161977 0.000699857 0.00126849 -0.00688001 0.00514287 0.000820346 0.000691151 -0.0199997
internal_weight=1.33017e+06 542469 150009 105886 8434 44123 6993 392460 80612 311848 12194 4042 13658 1209 298190 16650 281540 45539 29186 787699 119821 77146 667878 529595 492638 36957 138283 477515 475808 9234
internal_count=1330168 542469 150009 105886 8434 44123 6993 392460 80612 311848 12194 4042 13658 1209 298190 16650 281540 45539 29186 787699 119821 77146 667878 529595 492638 36957 138283 477515 475808 9234
is_linear=0
shrinkage=0.05


Tree=108
num_leaves=31
num_cat=5
split_feature=105 101 96 136 16 35 17 136 16 12 59 29 136 35 35 79 19 37 84 39 64 23 30 43 39 29 136 34 136 38
split_gain=807.83 1486.97 1199.19 1077.48 1067.06 1016.43 993.372 982.271 973.916 876.523 972.948 1308.33 1634.77 956.54 872.886 827.754 825.792 1189.24 812.542 790.109 778.333 847.758 920.005 1523.61 1142.26 1039.46 933.574 1047.88 874.995 882.372
threshold=-0.89143055677413929 -0.73404261469840992 -0.8148738145828246 0 18.219999313354496 8.5500001907348651 18.219999313354496 1 13.344999790191652 1.0950000286102297 264.40765380859381 1013.6499938964845 2 11.550000190734865 9.2500000000000018 3.495000004768372 11.269999980926515 12.650000095367433 0.81910023093223583 9.9499998092651385 16.07499980926514 5.3350000381469735 1015.3500061035157 11.650000095367433 17.150000572204593 1023.6499938964845 3 12.84999990463257 4 20.250000000000004
decision_type=2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2
left_child=3 -2 5 18 6 -3 20 -7 -8 10 11 12 13 -9 -5 -14 -12 -18 -1 -20 21 22 26 24 -24 28 27 -4 29 -25
right_child=1 2 4 14 -6 7 8 9 -10 -11 16 -13 15 -15 -16 -17 17 -19 19 -21 -22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0074895930897216955 -0.013426543831132591 0.018994490572510844 0.0020008655459578992 0.0077917329625015316 0.014559587111669709 0.013475592882058638 0.061457555222572818 0.39783561175519772 0.0089008370340721323 0.0012513264630859659 0.0040076725638734613 -0.00090728245415600374 0.061136587034249804 0.12560023480472116 -0.0056082366921773449 0.00090192435974652046 0.096734758980658322 0.026662669864347167 -0.052531717089593512 -0.0019505059951966917 -0.0057440840044469957 0.00071504437433526609 -0.0051894814688046497 -0.049359673152423983 0.041043766244389226 0.11214919040032045 -0.0018121503292929542 0.050550835782151506 -0.01731433582739433 0.22306700249512992
leaf_weight=39102 18566 10651 2744 13114 12252 21207 1214 44 3218 199212 1494 11222 1034 121 165876 1272 914 1794 791 32237 63637 627043 30109 3219 1398 142 53011 1868 11632 30
leaf_count=39102 18566 10651 2744 13114 12252 21207 1214 44 3218 199212 1494 11222 1034 121 165876 1272 914 1794 791 32237 63637 627043 30109 3219 1398 142 53011 1868 11632 30
internal_value=6.96468e-06 0.00060139 0.000846979 -0.00254724 -8.4305e-05 0.00388256 -0.000308782 0.00320716 0.023297 0.00220341 0.0128035 0.00634509 0.0392816 0.186871 -0.00462621 0.0277904 0.0338496 0.0503133 0.00261196 -0.00316189 -0.000440409 2.11775e-05 -0.00415618 -0.00938569 -0.00313806 -0.0224885 6.65934e-05 0.0216182 -0.0237733 -0.0467005
internal_weight=1.33017e+06 1.07905e+06 1.06048e+06 251120 811517 248965 799265 238314 4432 217107 17895 13693 2471 165 178990 2306 4202 2708 72130 33028 794833 731196 104153 46530 31507 15023 57623 4612 14881 3249
internal_count=1330168 1079048 1060482 251120 811517 248965 799265 238314 4432 217107 17895 13693 2471 165 178990 2306 4202 2708 72130 33028 794833 731196 104153 46530 31507 15023 57623 4612 14881 3249
cat_boundaries=0 1 2 3 4 5
cat_threshold=5156 6148 16 74 1732
is_linear=0
shrinkage=0.05


Tree=109
num_leaves=31
num_cat=4
split_feature=122 76 79 33 136 12 33 136 64 75 39 83 71 18 71 136 119 81 64 29 31 31 13 38 115 6 20 30 43 136
split_gain=758.345 768.143 1193 1149.45 1377.4 1135.17 999.423 940.099 920.73 1780.44 1264.75 1176.67 1152.99 1098.86 975.849 953.197 951.742 850.303 1007.13 916.527 836.987 801.997 793.772 744.984 743.083 1802.86 1267.63 1432.43 1241.84 1608.82
threshold=-0.97233289480209339 14.72499990463257 8.9049997329711932 12.84999990463257 0 2.2749999761581425 7.7500000000000009 1 4.9249999523162851 0.69751280546188366 10.449999809265138 272.69380187988287 263.50279235839849 17.029999732971195 292.15293884277349 2 -0.33379416167736048 306.14553833007818 1.3149999976158144 1018.1499938964845 1021.0499877929689 1023.7500000000001 2.6250000000000004 17.250000000000004 -0.88697704672813404 7.6499998569488534 6.0350000858306894 1.0000000180025095e-35 11.550000190734865 3
decision_type=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 2 2 1
left_child=-1 2 8 4 -3 6 -4 -8 10 11 16 -10 -13 14 15 23 -2 19 -19 22 -16 -14 -18 -12 25 -17 27 -26 -29 -30
right_child=1 3 5 -5 -6 -7 7 -9 9 -11 13 12 21 -15 20 24 17 18 -20 -21 -22 -23 -24 -25 26 -27 -28 28 29 -31
leaf_value=-0.0042327844879430166 -0.028502470318431769 -0.0054769932312263491 0.036342391179376418 -0.0072938163768507666 0.0052349683356180798 -0.001922416514339204 -0.0019590832395380642 0.0094004602590301699 -0.00028632745436530147 1.1587751063620518e-05 -0.006817133538020749 -0.042668993779658437 -0.01660033847433702 0.0094785918633674016 0.0062935450689611087 0.0010974036425905169 0.0065567688484203706 -0.023044514884779169 0.05905787369390493 -0.01415547148132618 0.029932861710532624 0.022146357982455303 -0.01208280249512759 -0.037707158179060625 -0.023788512403476542 0.012475644679445695 0.0015230003706982053 0.0011808417970880886 -0.029336027587516023 -0.0050144925648514041
leaf_weight=97736 4565 53625 2962 76835 68120 42700 23369 82574 13032 99087 18018 4202 20617 40071 26087 229134 17034 571 1080 19135 4372 1428 8593 2189 9303 41051 218385 62146 8517 33630
leaf_count=97736 4565 53625 2962 76835 68120 42700 23369 82574 13032 99087 18018 4202 20617 40071 26087 229134 17034 571 1080 19135 4372 1428 8593 2189 9303 41051 218385 62146 8517 33630
internal_value=6.61432e-06 0.000342813 0.00088989 -0.00250539 0.000516653 0.0049872 0.00769636 0.00689546 0.000185808 -0.00355942 0.000882441 -0.0125678 -0.0186657 0.00144165 0.000948343 0.000520689 -0.00671847 -0.00457588 0.0306627 -0.00587562 0.00968667 -0.0140905 0.000306726 -0.0101584 0.000879203 0.00282618 -0.000705328 -0.00498922 -0.00331231 -0.0099375
internal_weight=1.33017e+06 1.23243e+06 1.03385e+06 198580 121745 151605 108905 105943 882247 138366 743881 39279 26247 692903 652832 622373 50978 46413 1651 44762 30459 22045 25627 20207 602166 270185 331981 113596 104293 42147
internal_count=1330168 1232432 1033852 198580 121745 151605 108905 105943 882247 138366 743881 39279 26247 692903 652832 622373 50978 46413 1651 44762 30459 22045 25627 20207 602166 270185 331981 113596 104293 42147
cat_boundaries=0 1 2 3 4
cat_threshold=193 2192 4096 964
is_linear=0
shrinkage=0.05


Tree=110
num_leaves=31
num_cat=3
split_feature=92 31 16 52 17 34 20 29 12 30 132 35 40 84 136 136 39 39 35 136 36 32 37 20 16 55 12 39 24 6
split_gain=840.592 959.804 922.282 1858.42 1414.96 1208.65 1174.32 1053.92 1003.75 975.462 958.403 939.923 905.542 1271.01 1243.23 1166.18 1137.05 900.845 977.284 879.841 879.279 1029.08 873.531 857.62 845.103 1098.15 997.954 1571.37 955.614 831.484
threshold=-0.96328520774841297 1015.0499877929689 10.405000209808351 1.6449999809265139 15.405000209808351 11.650000095367433 7.7149999141693124 1.0000000180025095e-35 2.6250000000000004 1008.5499877929689 1020.8500061035157 9.8499999046325701 11.34999990463257 0.85689872503280651 0 1 16.94999980926514 10.34999990463257 9.6500000953674334 2 14.84999990463257 14.449999809265138 22.750000000000004 4.6949999332427987 14.550000190734865 27.875000000000004 1.185000002384186 13.050000190734865 327.50000000000006 3.4500000476837163
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 6 8 7 10 11 22 20 -5 13 15 16 29 -14 18 -4 -7 21 -2 -9 -19 25 28 27 -26 -25 -11
right_child=2 -3 17 5 -6 19 -8 9 -10 12 -12 -13 14 -15 -16 -17 -18 23 -20 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.00061606324590081601 -0.019071466221813337 -0.013165127749809692 -0.0020573955470117385 0.037890569731250864 0.025194099494376801 -0.0020421536882783147 0.014219408543367626 0.012948594144682482 0.0030097284542113427 -0.0013822150468226248 0.075271569642253108 0.015029630893780611 -0.020052598023932128 -0.005777209530835976 -0.0021351095015061097 -7.2891964720700573e-05 0.049546176162166673 -0.014674376017571659 -0.017727115665966822 0.0079315988085838039 0.00744944861007007 0.078943288072888917 0.22448639900100475 -0.0021370762678504444 -0.010794550201304556 0.0050644371804619125 0.00029337952134204416 0.010951860918835184 -0.02504445061641877 0.011636687299784917
leaf_weight=37974 17336 25448 26614 6174 5545 35380 13497 12110 11305 16310 315 16545 15452 51527 78566 105787 610 10410 15892 58950 4392 272 49 401102 9844 56134 189292 53203 4605 49444
leaf_count=37974 17336 25448 26614 6174 5545 35380 13497 12110 11305 16310 315 16545 15452 51527 78566 105787 610 10410 15892 58950 4392 272 49 401102 9844 56134 189292 53203 4605 49444
internal_value=-3.39848e-05 -0.00565136 0.000247278 0.00191914 0.000125897 0.00710536 -0.000254239 -0.000808945 0.0151842 -9.75102e-05 -0.0113252 0.0212422 -0.000629443 0.0011092 -0.00472797 0.00317772 -0.0173986 -0.000841509 -0.00791594 0.00419141 -0.0125651 -0.0175574 0.0138011 -0.000426508 -0.000218829 -0.00149018 0.00210806 0.00755643 -0.00239709 0.00840613
internal_weight=1.33008e+06 63422 1.26666e+06 499566 371212 128354 365667 352170 34024 329855 22315 22719 317696 223068 94628 171541 16062 767096 42506 94330 22000 17608 12159 724590 714180 461841 252339 63047 405707 65754
internal_count=1330084 63422 1266662 499566 371212 128354 365667 352170 34024 329855 22315 22719 317696 223068 94628 171541 16062 767096 42506 94330 22000 17608 12159 724590 714180 461841 252339 63047 405707 65754
cat_boundaries=0 1 2 3
cat_threshold=4996 3847 406
is_linear=0
shrinkage=0.05


Tree=111
num_leaves=31
num_cat=3
split_feature=16 16 53 135 20 19 17 55 76 16 31 29 59 31 76 42 136 36 18 103 136 36 122 38 37 24 136 36 16 111
split_gain=771.814 788.514 1496.62 979.318 948.271 879.463 1149.35 1020.95 925.183 868.724 799.294 776.085 1098.02 979.642 882.768 1371.51 1759.15 1392.35 975.033 906.771 796.341 916.982 902.462 995.607 847.286 888.11 858.255 3487.31 779.801 763.719
threshold=20.524999618530277 10.405000209808351 6.7449998855590829 1020.6499938964845 7.8550000190734872 13.344999790191652 10.405000209808351 27.875000000000004 15.984999656677248 17.029999732971195 1004.6499938964845 1.0000000180025095e-35 242.37442016601565 1009.7500000000001 15.335000038146974 11.34999990463257 0 17.849999427795414 15.405000209808351 0.056194039061665542 1 18.050000190734867 -0.62249094247817982 19.750000000000004 16.550000190734867 82.500000000000014 2 14.449999809265138 8.0099999904632586 -0.26306086778640742
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 2
left_child=1 2 3 4 11 6 9 8 10 -3 -8 12 28 -13 15 19 17 -17 -18 -15 21 24 -22 -24 25 -21 27 -27 -1 -16
right_child=-2 5 -4 -5 -6 -7 7 -9 -10 -11 -12 13 -14 14 29 16 18 -19 -20 20 22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.022008701368312632 0.01927147511073446 0.0017628868798200206 0.01220238417294656 0.058441415889764696 0.012267272809246868 0.00066492708200393896 0.0051710962920726638 0.0056789645966399405 -0.013628534334092246 0.025003713049880767 -0.0045629039112143957 0.0097019881283435909 0.015980463554707596 -0.0038650349305281886 0.016965679572716576 -0.021318546385830809 -0.0018755736628976794 0.16056714824769858 0.033402972019511389 0.079587881974776148 0.0024966949669460166 0.044382034946506575 0.010814763672981356 -0.064535039741664177 -0.035117644970614287 -0.050833020910556762 0.0016788458681115974 0.021040070475752192 -0.0043454979109850324 -0.0058340414395392434
leaf_weight=10346 5158 65227 30121 734 16960 370474 22839 26058 26134 4285 275297 28676 4280 38864 3867 14266 81158 106 2007 350 71098 1144 74155 441 1748 3599 58544 3178 15778 73192
leaf_count=10346 5158 65227 30121 734 16960 370474 22839 26058 26134 4285 275297 28676 4280 38864 3867 14266 81158 106 2007 350 71098 1144 74155 441 1748 3599 58544 3178 15778 73192
internal_value=-3.22842e-05 -0.000107435 0.00137563 0.000729208 0.000645118 -0.00111066 -0.00267747 -0.00384279 -0.00460795 0.00319555 -0.00381722 0.000240203 -0.0074947 0.000755487 0.000155674 0.00122052 -0.00381689 -0.0199632 -0.00102408 0.00316162 0.00443618 -7.82223e-06 0.00652706 0.0103693 -0.000761053 0.000153435 -0.000272187 -0.0171037 -0.0113407 -0.0046899
internal_weight=1.33008e+06 1.32493e+06 534612 504491 503757 790314 419840 350328 324270 69512 298136 486797 30404 456393 427717 350658 97537 14372 83165 253121 214257 68563 145694 74596 67419 65671 65321 6777 26124 77059
internal_count=1330084 1324926 534612 504491 503757 790314 419840 350328 324270 69512 298136 486797 30404 456393 427717 350658 97537 14372 83165 253121 214257 68563 145694 74596 67419 65671 65321 6777 26124 77059
cat_boundaries=0 1 2 3
cat_threshold=900 170 32
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
station_id=490
dpd_lag_1=189
pres_lag_1=174
apd_lag_1=162
pres_lag_12=156
dpd_lag_3=109
wvht_lag_1=85
ground_energy_lag_1=85
wvht_lag_12=70
wtmp_lag_1=70
dpd_lag_6=69
dpd_lag_12=61
ground_dir_cos_lag_12=55
wtmp_lag_12=52
wdir_sin_lag_1=51
pres_lag_6=48
atmp_lag_12=44
mwd_lag_1=40
pres_lag_3=40
wdir_sin_lag_6=38
wind_energy_lag_1=36
wspd_lag_1=32
gst_lag_1=31
wdir_sin_lag_12=31
apd_lag_12=30
wdir_cos_lag_12=30
mwd_cos_lag_1=28
wdir_sin_lag_3=28
mwd_lag_3=27
dewp_lag_1=26
ground_energy_lag_12=26
mid_energy_lag_12=26
wtmp_lag_6=25
mwd_cos_lag_3=25
wvht_lag_3=24
wtmp_lag_3=24
wvht_lag_6=23
atmp_lag_1=23
mwd_sin_lag_1=23
wdir_lag_1=22
mid_energy_lag_1=22
bar_lag_1=22
bar_lag_12=22
dewp_lag_12=21
wind_dir_lag_1=21
wind_dir_cos_lag_1=21
apd_lag_3=20
mwd_lag_6=19
wspd_lag_12=17
mwd_lag_12=17
atmp_lag_6=17
wind_dir_cos_lag_12=17
mid_dir_cos_lag_12=16
dewp_lag_6=15
ground_dir_cos_lag_6=15
mwd_cos_lag_12=15
wspd_lag_6=14
gst_lag_12=14
gst_lag_3=13
atmp_lag_3=13
ground_dir_sin_lag_1=13
wdir_cos_lag_1=13
mid_quality_lag_12=12
wind_quality_lag_1=12
mwd_sin_lag_12=12
ground_energy_lag_3=11
wind_energy_lag_12=11
mwd_sin_lag_3=11
mwd_cos_lag_6=11
mid_dir_lag_12=10
ground_dir_cos_lag_3=10
mwd_sin_lag_6=10
apd_lag_6=9
dewp_lag_3=9
wind_dir_lag_3=9
wind_dir_lag_12=9
ground_dir_cos_lag_1=9
wdir_lag_12=8
gst_lag_6=8
ground_dir_lag_12=8
mid_dir_lag_1=8
wind_dir_cos_lag_6=8
wspd_lag_3=7
ground_quality_lag_12=7
mid_quality_lag_1=7
wdir_cos_lag_6=7
bar_lag_6=7
wdir_lag_3=6
wdir_lag_6=6
wind_energy_lag_3=6
mid_dir_cos_lag_6=6
wind_dir_sin_lag_1=6
ground_dir_lag_1=5
mid_dir_lag_3=5
mid_dir_lag_6=5
mid_dir_sin_lag_1=5
mid_dir_cos_lag_1=5
wind_dir_sin_lag_3=5
wind_dir_cos_lag_3=5
wd_lag_1=5
mid_energy_lag_3=4
mid_dir_sin_lag_3=4
mid_dir_cos_lag_3=4
wdir_cos_lag_3=4
bar_lag_3=4
ground_energy_lag_6=3
wind_dir_lag_6=3
ground_dir_sin_lag_12=3
mid_dir_sin_lag_6=3
wind_dir_sin_lag_12=3
ground_dir_lag_6=2
ground_quality_lag_3=2
wind_quality_lag_3=2
wind_quality_lag_12=2
wd_lag_6=2
ground_quality_lag_1=1
ground_quality_lag_6=1
mid_energy_lag_6=1
mid_quality_lag_6=1
wind_quality_lag_6=1
ground_dir_sin_lag_3=1
ground_dir_sin_lag_6=1
wind_dir_sin_lag_6=1
wd_lag_3=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"]]