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] [0:21.799999237060547] [0:21.399999618530273] [0:23] [0:21.299999237060547] [0:29.299999237060547] [0:28.600000381469727] [0:28.5] [0:30.799999237060547] [0:9.9499998092651367] [0:9.9499998092651367] [0:10.479999542236328] [0:10.289999961853027] [0:25] [0:23.530000686645508] [0:25] [0:23.530000686645508] [0:17.350000381469727] [0:18.389999389648438] [0:17.819999694824219] [0:18.370000839233398] [0:472] [0:472] [0:497] [0:464] [0:1039.9000244140625] [0:1039.4000244140625] [0:1038.300048828125] [0:1037.800048828125] [0:27.799999237060547] [0:27.799999237060547] [0:27.799999237060547] [0:26.899999618530273] [0:24.5] [0:24.399999618530273] [0:24.299999237060547] [0:24.799999237060547] [-7.9000000953674316:22.600000381469727] [-9.6000003814697266:22.899999618530273] [-8.5:22.700000762939453] [-9.6000003814697266:22.899999618530273] none none none none none none none none [0:1203.780029296875] [0:1203.780029296875] [0:889.91998291015625] [0:762.8900146484375] [0:359.87191772460938] [0:359.97222900390625] [0:359.9815673828125] [0:359.98678588867188] [0:0.97054922580718994] [0:0.9666094183921814] [0:0.96610718965530396] [0:0.96765995025634766] [0:346.17999267578125] [0:288.17001342773438] [0:272.57998657226562] [0:315.80999755859375] [0:359.99029541015625] [0:359.94366455078125] [0:359.70233154296875] [0:359.99029541015625] [0:0.96835368871688843] [0:0.96703207492828369] [0:0.97000002861022949] [0:0.9682852029800415] [0:128.72000122070312] [0:140.55000305175781] [0:118.70999908447266] [0:128.72000122070312] [0:359.99072265625] [0:359.97698974609375] [0:359.98101806640625] [0:359.9677734375] [0:0.95944398641586304] [0:107.560546875] [0:740.2547607421875] [0:185.10891723632812] [-1:0.99999755620956421] [-1:1] [-1:0.99999922513961792] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.99999934434890747] [-1:0.99999958276748657] [-1:0.99999934434890747] [-1:0.99854797124862671] [-1:1] [-1:1] [-1:1] [-1:1] [-1:0.99999916553497314] [-1:0.99999898672103882] [-1:0.99998939037322998] [-1:0.99997466802597046] [-0.99999994039535522:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [-1:1] [0:360] [0:360] [0:360] [0:360] [0:1032] [0:1032] [0:1031.300048828125] [0:1032.9000244140625] -1:0:6:5:7:9:11:8:10:4:3:2:1:12 tree_sizes=2947 3088 3089 3088 3109 3107 3097 3102 3093 3127 3105 3116 3124 3147 3134 3148 3126 3120 3138 3138 3145 3123 3138 3132 3124 3132 3139 3153 3157 3157 3123 3134 3125 3127 3128 3140 3124 3151 3141 3140 3138 3123 3139 3118 3126 3132 3160 3126 3139 3120 3117 3137 3148 3132 3129 3150 3145 3131 3160 3127 3145 3155 3138 3149 3128 3143 3182 3166 3149 3148 3133 3149 3161 3132 3140 3160 3172 3155 3135 3139 3150 3161 3153 3175 3157 3121 3182 3152 3134 3156 3143 3178 3164 3179 3199 3146 3143 3159 3150 3187 3159 3174 3145 3136 3162 3138 3141 3163 3160 3200 3162 3142 3146 3137 3180 3162 3149 3158 3188 3169 3149 3157 3104 3183 3129 3148 3131 3125 3169 3167 3140 3081 3142 3185 3166 3165 3106 3110 3141 3115 3177 3151 3161 3155 3171 3141 3127 3140 3158 3167 3123 3141 3132 3133 Tree=0 num_leaves=31 num_cat=0 split_feature=16 16 17 17 16 20 20 20 17 17 20 16 17 20 17 20 20 20 20 20 16 17 52 19 18 52 17 17 8 18 split_gain=4.88753e+06 840978 594821 283050 132201 129319 105653 75592.2 53282.9 51320.6 41499.8 36440.2 36310.2 32993.2 30215.4 28943.8 23806.5 23553.6 17699.3 16609.8 15992.8 15295.2 14973 14268.2 11997.7 11538.3 11244 11192.7 11085.7 11076.8 threshold=10.960000038146974 15.405000209808351 8.7100000381469744 13.344999790191652 18.219999313354496 5.7349998950958261 7.0950000286102304 6.7550001144409189 17.029999732971195 10.405000209808351 6.055000066757203 12.309999942779543 11.775000095367433 6.0950000286102304 14.550000190734865 6.5950000286102304 5.4349999427795419 4.9549999237060556 5.555000066757203 5.555000066757203 20.524999618530277 14.550000190734865 5.8250000476837167 8.7100000381469744 12.699999809265138 3.685000061988831 10.960000038146974 15.405000209808351 9.1500000953674334 10.405000209808351 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 8 17 9 19 13 18 28 -9 22 -3 -12 25 -11 -1 -4 -2 -6 -18 29 -19 -21 -7 -15 -16 -5 -8 right_child=1 4 6 10 20 15 12 11 -10 16 14 -13 -14 26 27 -17 21 23 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=11.214735342183831 11.38982493485608 11.524759066578943 11.28738636626785 11.499112185039028 11.710473496753931 11.292030743533509 11.37376411355663 11.456637028656091 11.649584328522909 11.3336465381299 11.519398982192266 11.499018430276456 11.47222348397616 11.54326909985676 11.548009896226667 11.351845769077295 11.38609530517534 11.247053115224272 11.339854400028885 11.419049100795034 11.810711822167992 11.450952059399045 11.438349511702658 11.290124570392189 11.461236731657117 11.343992628280162 11.604288937461122 11.583919328527262 11.43759064844196 11.410420782739052 leaf_weight=46903 27737 19881 18943 32439 17573 90862 48000 111479 42191 19138 96494 93056 19992 8529 79969 33169 53103 80999 106103 43318 5144 10968 19285 25213 27584 12107 65738 29781 9457 36114 leaf_count=46903 27737 19881 18943 32439 17573 90862 48000 111479 42191 19138 96494 93056 19992 8529 79969 33169 53103 80999 106103 43318 5144 10968 19285 25213 27584 12107 65738 29781 9457 36114 internal_value=11.4306 11.5202 11.3282 11.491 11.6215 11.2758 11.3739 11.4586 11.6029 11.3522 11.5306 11.4759 11.4105 11.582 11.5398 11.3112 11.3826 11.2442 11.3319 11.4226 11.7332 11.3972 11.3986 11.2573 11.4355 11.2981 11.5973 11.5578 11.4852 11.3895 internal_weight=1.33127e+06 710370 620899 551314 159056 289253 331646 303174 136339 208255 248140 204535 123391 94148 206244 136138 83209 153115 125046 98639 22717 64071 103399 106212 70902 102969 74267 109750 41896 84114 internal_count=1331269 710370 620899 551314 159056 289253 331646 303174 136339 208255 248140 204535 123391 94148 206244 136138 83209 153115 125046 98639 22717 64071 103399 106212 70902 102969 74267 109750 41896 84114 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=16 16 17 17 16 21 21 21 17 17 17 16 21 17 17 52 19 21 21 16 21 16 52 18 17 21 17 18 4 21 split_gain=4.41102e+06 758464 537552 255158 119311 103631 94121.5 59310.8 48087.8 43223.8 35296.1 34247.6 32645.9 29319.1 27912.3 23189 22407.1 20674.5 15350.6 14964.9 14857 14433.5 13945.2 13783.2 13680.6 12311.7 10437.5 10372.9 9735.38 8946.58 threshold=11.269999980926515 15.405000209808351 8.7100000381469744 13.344999790191652 18.219999313354496 5.7249999046325692 7.1050000190734872 6.6250000000000009 17.029999732971195 10.405000209808351 11.775000095367433 12.309999942779543 6.0250000953674325 10.405000209808351 14.550000190734865 4.3550000190734872 8.0099999904632586 5.4449999332427987 6.5850000381469735 9.5450000762939471 5.0150001049041757 20.524999618530277 5.9149999618530282 12.699999809265138 15.405000209808351 6.6649999618530282 15.405000209808351 10.405000209808351 6.9500000476837167 5.6849999427795419 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 8 16 9 23 13 19 22 -9 28 -3 -14 18 20 -11 -7 29 -1 -6 27 -2 -19 -15 -16 -8 -5 -4 right_child=1 4 6 12 21 15 10 11 -10 17 -12 -13 14 25 26 -17 -18 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.21401634079778625 -0.023662371809070638 0.070210109373914795 -0.14110838824108229 0.068137668222762723 0.2657983251169968 -0.13155222160760202 -0.05565776060043566 0.022621671179847591 0.20795361782829849 -0.093778927995831207 0.039208201287942515 0.062788328472822313 0.083312255628760712 0.12408639751356024 0.11062532793418417 -0.055260484262074132 -0.14844784794735261 -0.04036516997261299 -0.087840765062099438 -0.070042877161306236 -0.17435481144524603 0.36102473478544139 0.0075655957118169305 0.016763052034899098 0.039005804774225564 0.1666844351705376 0.14510954957236943 -0.020485725569919708 0.01186637047948743 -0.098040533960173426 leaf_weight=36860 54007 11857 14781 29314 17573 94176 47758 117535 42191 17851 21161 96755 97447 23908 80828 14491 52512 57597 25530 45360 65695 5144 18605 34590 5994 58383 30120 37362 10418 65466 leaf_count=36860 54007 11857 14781 29314 17573 94176 47758 117535 42191 17851 21161 96755 97447 23908 80828 14491 52512 57597 25530 45360 65695 5144 18605 34590 5994 58383 30120 37362 10418 65466 internal_value=-3.74597e-05 0.0850904 -0.097344 0.0573265 0.181272 -0.147169 -0.0539244 0.0265308 0.163596 -0.0746024 -0.0196423 0.0407575 0.0949186 0.143717 0.102838 -0.114998 -0.175009 -0.0462312 -0.12223 -0.0929979 -0.18861 0.287361 -0.0316484 -0.0078795 -0.0328838 0.154308 0.119987 -0.0402196 0.053383 -0.105973 internal_weight=1.33127e+06 710070 621199 551014 159056 289264 331935 302887 136339 207049 124886 214290 248127 94148 208395 134197 155067 81442 119706 125607 102555 22717 103725 88597 63591 82291 110948 85120 39732 80247 internal_count=1331269 710070 621199 551014 159056 289264 331935 302887 136339 207049 124886 214290 248127 94148 208395 134197 155067 81442 119706 125607 102555 22717 103725 88597 63591 82291 110948 85120 39732 80247 is_linear=0 shrinkage=0.05 Tree=2 num_leaves=31 num_cat=0 split_feature=16 16 17 17 16 20 20 20 17 17 20 16 17 20 20 17 20 20 20 17 16 19 18 18 52 20 17 18 17 8 split_gain=3.98097e+06 684976 484476 230538 107679 107342 87997.6 63455.2 43399.2 40611.9 34694.9 33003.2 32520 28062.3 25158.4 24681.2 19268.9 19161.1 14678.8 13072.8 13026.2 12456.5 11826.3 11476.5 11441.1 10980.3 10945.6 10127 9619.19 9396.97 threshold=10.960000038146974 15.405000209808351 8.7100000381469744 13.344999790191652 18.219999313354496 5.7149999141693124 7.0350000858306894 6.4749999046325692 17.029999732971195 10.405000209808351 6.055000066757203 12.309999942779543 10.960000038146974 6.0950000286102304 6.6349999904632577 14.550000190734865 4.8750000000000009 5.3150000572204599 5.3150000572204599 15.405000209808351 20.524999618530277 8.7100000381469744 9.5450000762939471 12.699999809265138 5.1949999332427987 8.4549999237060565 15.405000209808351 9.5450000762939471 10.405000209808351 9.3499999046325701 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 8 16 9 23 13 18 29 25 24 28 22 -12 -1 -11 -4 -19 -6 -18 -7 -2 -8 -9 -14 -20 -3 -5 right_child=1 4 6 10 20 14 12 11 -10 17 15 -13 26 -15 -16 -17 21 19 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.19891898104747824 -0.028828084276535038 0.023674852606850143 -0.14196282170098004 0.060901838777576912 0.25250841937677249 -0.1253784056003 -0.043268914620014344 0.01275781254467926 0.19755594305953164 -0.093792664058206451 0.080146334606280165 0.059830657165329017 0.011828719016264387 0.15065490568807938 -0.06799034878650996 0.11481138188147191 -0.16772188390108544 -0.039954233611711548 -0.097543495558874399 0.035736288457593975 0.34297349253940235 -0.12815608155433425 -0.073751564178506465 0.010262998163239936 0.00053519091996552819 0.047403070113583551 0.10357906739584487 -0.066399624303906321 0.10389880373736798 0.0027884279045747506 leaf_weight=39897 47753 4988 12443 33088 17573 96232 76640 92655 42191 15917 96494 101460 32409 74267 30421 109750 84110 58329 62797 6323 5144 26055 12538 30941 18506 30365 3613 44669 14893 8808 leaf_count=39897 47753 4988 12443 33088 17573 96232 76640 92655 42191 15917 96494 101460 32409 74267 30421 109750 84110 58329 62797 6323 5144 26055 12538 30941 18506 30365 3613 44669 14893 8808 internal_value=-3.55853e-05 0.0807994 -0.0925189 0.0544276 0.172209 -0.139812 -0.0512714 0.0251763 0.155416 -0.0721042 0.0901663 0.0387201 -0.0194303 0.136531 -0.108185 0.0985929 -0.169147 -0.0446503 -0.0905511 -0.0325517 0.272993 -0.158364 -0.119427 -0.0134582 -0.034749 0.0213093 0.0210313 -0.0845983 0.0837712 0.0486844 internal_weight=1.33127e+06 710370 620899 551314 159056 289253 331646 303174 136339 200478 248140 224480 131168 94148 139191 206244 150062 80569 119909 64652 22717 110165 108770 78694 95146 123020 36022 107466 19881 41896 internal_count=1331269 710370 620899 551314 159056 289253 331646 303174 136339 200478 248140 224480 131168 94148 139191 206244 150062 80569 119909 64652 22717 110165 108770 78694 95146 123020 36022 107466 19881 41896 is_linear=0 shrinkage=0.05 Tree=3 num_leaves=31 num_cat=0 split_feature=16 16 17 16 17 20 20 20 20 16 17 17 20 17 20 20 20 17 20 20 17 20 16 20 20 19 17 17 17 16 split_gain=3.59285e+06 619533 437834 192874 113396 97569.5 79697 51445.4 38373.1 37167 34377.9 33587.9 31140 30283 23542.6 17582.1 16202.4 15532.5 14936.2 14801.5 13518.4 12360.9 11756.2 11739.7 11373.2 11226.4 10895.5 10556 9798.94 8669.98 threshold=11.269999980926515 14.550000190734865 8.7100000381469744 17.029999732971195 12.309999942779543 5.8750000000000009 6.9349999427795419 6.0350000858306894 6.1150000095367441 18.219999313354496 10.405000209808351 10.960000038146974 7.2149999141693124 15.405000209808351 5.1349999904632577 6.6949999332427987 5.4349999427795419 11.775000095367433 8.1750001907348651 6.5950000286102304 14.039999961853029 5.3150000572204599 20.524999618530277 7.9349999427795419 5.1949999332427987 9.5450000762939471 14.550000190734865 15.405000209808351 10.960000038146974 9.5450000762939471 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 8 14 10 17 -2 19 21 23 24 28 -1 -7 -12 -3 -10 -5 -14 -4 -11 -8 -6 -16 -18 -13 -9 -23 right_child=1 3 6 9 12 15 11 13 18 22 16 27 20 -15 25 -17 26 -19 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.1799549626955429 -0.037694315142113452 -0.00051468973734151427 -0.13486468581767039 0.13342340395007399 -0.0086854181550179085 -0.10774833934562955 -0.044002471910221358 0.064070726828916499 0.0099554732305138297 0.23988298845417991 -0.084096863566141752 0.010295368586251973 0.067499474690427594 0.14816985421875192 -0.14936336987692486 -0.061361742338892883 -0.041062345915833069 0.075956831897477581 0.043828225655241304 0.19799772573937241 0.10372291935079317 -0.092695402963731452 0.32582482329742118 -0.0032679229004081525 0.044991045972587629 -0.10668551554875827 0.016231628635290533 0.096790790881890409 0.11124292134540703 -0.06150568144393917 leaf_weight=65830 34878 8337 12443 11991 11285 88084 83339 12529 105033 17573 19141 34820 117289 69717 90169 26596 46913 32626 47156 34140 33004 64887 5144 22453 78625 18585 10081 3925 90743 33933 leaf_count=65830 34878 8337 12443 11991 11285 88084 83339 12529 105033 17573 19141 34820 117289 69717 90169 26596 46913 32626 47156 34140 33004 64887 5144 22453 78625 18585 10081 3925 90743 33933 internal_value=-3.38069e-05 0.0767945 -0.0878534 0.134201 0.0387983 -0.13282 -0.0486675 0.110778 0.00961 0.206993 -0.070184 -0.0207705 0.0615297 0.122708 -0.156355 -0.0969906 -0.0442953 0.060393 0.020451 0.181213 0.0754541 -0.0878991 0.259344 -0.0353571 0.0382539 -0.14207 -0.0309283 0.0190576 0.10552 -0.0819854 internal_weight=1.33127e+06 710070 621199 282800 427270 289264 331935 213952 187067 68848 187398 144537 240203 172989 174584 114680 76135 40963 152189 46131 150293 111263 22717 105792 89910 108754 56994 38745 103272 98820 internal_count=1331269 710070 621199 282800 427270 289264 331935 213952 187067 68848 187398 144537 240203 172989 174584 114680 76135 40963 152189 46131 150293 111263 22717 105792 89910 108754 56994 38745 103272 98820 is_linear=0 shrinkage=0.05 Tree=4 num_leaves=31 num_cat=0 split_feature=16 16 17 17 20 16 18 20 18 20 20 20 16 20 18 20 52 17 20 18 18 17 17 16 16 20 17 20 17 52 split_gain=3.24254e+06 561960 395145 189484 88252.2 87076.1 74931.6 53577.3 37112.7 33308.2 29242 28908.7 23522.4 23447.7 23237.2 19247.1 18297.4 17180.4 14952.9 11858.5 11810.6 10954.8 10826.9 10715.5 10609.9 10573.3 9918.61 8743.21 8485.79 7898.65 threshold=11.269999980926515 15.405000209808351 8.7100000381469744 13.344999790191652 5.8150000572204599 18.219999313354496 10.405000209808351 6.9149999618530282 16.335000038146976 6.7750000953674325 5.4549999237060556 6.0750000476837167 12.309999942779543 6.3550000190734872 14.550000190734865 5.0450000762939462 4.3550000190734872 13.344999790191652 5.4549999237060556 9.5450000762939471 8.7100000381469744 10.960000038146974 14.550000190734865 12.699999809265138 20.524999618530277 5.4549999237060556 10.405000209808351 8.0150003433227557 15.405000209808351 5.1150000095367441 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 15 8 9 18 13 22 -5 -8 -9 26 27 -1 19 -13 -2 -6 -17 29 25 -20 -7 -4 -3 -12 -16 -11 right_child=1 5 6 10 16 24 11 12 -10 21 14 17 -14 -15 28 20 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.17394810395459792 -0.040194320408077217 0.019953821802145465 -0.12348642933924808 0.023643982165504746 -0.10745754457169523 0.22788884109524743 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0.140644 -0.0659719 0.0814516 -0.0176416 0.0384886 0.122078 0.0865483 -0.150088 -0.0942782 -0.00461286 -0.00517197 -0.101199 -0.137891 -0.0435415 -0.0848765 0.00446221 0.246376 -0.0888698 0.080423 0.0706083 0.102531 -0.049542 internal_weight=1.33127e+06 710070 621199 551014 289264 159056 331935 302887 136339 196375 248127 135560 192096 90502 228023 165341 123923 102822 110791 109691 109410 89812 106563 86889 22717 100268 24600 114165 113858 80327 internal_count=1331269 710070 621199 551014 289264 159056 331935 302887 136339 196375 248127 135560 192096 90502 228023 165341 123923 102822 110791 109691 109410 89812 106563 86889 22717 100268 24600 114165 113858 80327 is_linear=0 shrinkage=0.05 Tree=5 num_leaves=31 num_cat=0 split_feature=17 17 20 18 18 17 18 20 20 20 18 20 20 20 18 24 18 18 17 8 20 20 53 24 17 20 12 19 20 19 split_gain=2.71571e+06 480937 364197 162519 97416.8 84757.9 72610.8 65124.6 36305.9 34654.6 31490.9 30436.1 27986.8 20934.2 18091 16524.9 15414.3 14530.7 14322.2 12640.4 12249.4 10965.9 10730.4 10337.6 9756.72 9644.61 8474.39 8207.6 7905.2 7805.48 threshold=10.960000038146974 15.405000209808351 6.3150000572204599 13.344999790191652 8.7100000381469744 18.219999313354496 10.405000209808351 6.3550000190734872 5.3150000572204599 5.7750000953674325 17.029999732971195 7.2550001144409189 8.7849998474121112 6.0150001049041757 15.405000209808351 248.50000000000003 10.405000209808351 12.309999942779543 12.699999809265138 9.3499999046325701 5.1949999332427987 9.2449998855590838 4.3550000190734872 238.50000000000003 20.524999618530277 5.2650001049041757 1.435000002384186 8.7100000381469744 8.055000305175783 10.405000209808351 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 8 10 11 20 23 19 13 22 18 -3 21 -10 -6 28 -9 -5 -2 -11 29 -1 -7 -18 -22 -17 -8 -4 right_child=1 5 6 9 16 24 17 12 15 14 -12 -13 -14 -15 -16 27 25 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.090598254045828511 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37480 27820 28197 15813 17585 internal_value=-7.68221e-05 0.0667298 -0.076456 0.0446294 -0.111667 0.143382 -0.0348024 0.0198687 -0.130821 0.0744146 0.128495 -0.0530299 0.0330868 0.112043 0.0814962 -0.115109 -0.0738723 0.000217578 0.0243898 0.0254948 -0.0210761 0.0753206 -0.0664129 -0.156695 0.232996 -0.0541566 -0.0100248 -0.119922 -0.0108296 -0.0720386 internal_weight=1.33054e+06 709748 620796 550909 336416 158839 284380 300828 223264 250081 136212 187032 227413 92767 218457 138908 113152 97348 182537 31624 73415 184474 129861 84356 22627 52841 56788 128869 73357 112609 internal_count=1330544 709748 620796 550909 336416 158839 284380 300828 223264 250081 136212 187032 227413 92767 218457 138908 113152 97348 182537 31624 73415 184474 129861 84356 22627 52841 56788 128869 73357 112609 is_linear=0 shrinkage=0.05 Tree=6 num_leaves=31 num_cat=0 split_feature=16 17 16 20 17 16 20 17 20 17 20 20 20 18 52 18 16 20 16 16 17 52 20 19 20 16 18 20 17 4 split_gain=2.68378e+06 455587 381660 126135 97090.6 73172.1 54370.9 36102.3 33057.1 29251.8 25823.8 23492 21110.3 18660.8 17734.7 14596.5 14058.1 11884.7 11478.3 11052.8 10734.4 10534.2 9626.41 9128.02 9077.35 8939.15 8548.73 7760.28 7395.56 6837.2 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.9949998855590829 13.344999790191652 18.219999313354496 6.1349999904632577 11.775000095367433 6.0950000286102304 17.029999732971195 5.1349999904632577 7.4949998855590829 6.9149999618530282 10.405000209808351 5.1150000095367441 8.7100000381469744 13.344999790191652 5.3350000381469735 10.405000209808351 14.039999961853029 17.029999732971195 3.0349999666213994 5.0750000476837167 8.0099999904632586 5.5950000286102304 20.524999618530277 14.550000190734865 8.1750001907348651 15.405000209808351 6.6499998569488534 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 10 8 9 22 14 29 13 23 17 21 -4 18 -12 27 -6 -8 -13 -9 -5 -3 -1 -15 -7 -19 -10 -24 -2 right_child=2 6 5 12 11 25 7 20 16 -11 15 19 -14 24 -16 -17 -18 26 -20 -21 -22 -23 28 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.16644009058141629 0.0049215844432698354 -0.093315381742892736 0.057164165861890298 -0.089248298264963929 0.017333917734258429 0.20831907646251924 -0.043953131729383088 0.017201857752301337 0.020421605350531183 0.16292227501329881 -0.12486495593398515 0.076013564919307941 -0.044133657446283912 0.069651156582196894 0.0098193613072757122 -0.086215745317428594 0.061067044617972188 0.048977810973716063 -0.015075335324257722 0.10479856978922651 0.11032697288098132 -0.051966481459744786 -0.054717942801444645 -0.1288040217188029 0.12708263623782776 0.28327820242806179 0.079962759983926948 0.045197125357097002 0.013369006282239859 -0.036463228083023679 leaf_weight=46292 25558 16147 12995 104594 16258 17501 71728 60587 84607 42126 112831 79825 49864 7591 34858 31180 48468 46484 66140 57278 3261 23139 54049 24710 73474 5147 42718 50454 4306 16374 leaf_count=46292 25558 16147 12995 104594 16258 17501 71728 60587 84607 42126 112831 79825 49864 7591 34858 31180 48468 46484 66140 57278 3261 23139 54049 24710 73474 5147 42718 50454 4306 16374 internal_value=-7.29806e-05 -0.067096 0.0751644 -0.102907 0.0524364 0.142135 -0.0218986 -0.010168 0.0288153 0.128296 -0.128664 0.0743922 -0.071724 0.112788 -0.0220434 -0.116497 0.0379667 0.0566504 -0.0300995 0.0880392 0.0219582 -0.0824946 -0.059148 -0.153342 0.121705 0.225354 0.0638162 0.0296769 -0.0496938 -0.0112387 internal_weight=1.33054e+06 703686 626858 392610 468024 158834 311076 236574 225461 136186 215013 242563 177597 94060 172726 144011 183529 105460 137868 137103 63848 127733 74502 71002 81065 22648 89202 135061 58355 41932 internal_count=1330544 703686 626858 392610 468024 158834 311076 236574 225461 136186 215013 242563 177597 94060 172726 144011 183529 105460 137868 137103 63848 127733 74502 71002 81065 22648 89202 135061 58355 41932 is_linear=0 shrinkage=0.05 Tree=7 num_leaves=31 num_cat=0 split_feature=16 16 17 16 17 20 20 20 18 20 16 17 20 20 52 19 17 20 20 18 20 17 20 20 20 16 52 19 18 18 split_gain=2.42375e+06 428233 290150 134186 75763.1 65101 57279.6 34371.3 29898.2 25382.8 24411.1 21927.6 21450.7 17253.7 13908.4 13525.3 12424 11855.6 10978.1 10041.7 9779.46 9190.59 9047.99 8659.83 8450.95 8067.58 7878.32 7837.37 7797.94 7500.02 threshold=10.960000038146974 14.550000190734865 8.7100000381469744 17.029999732971195 12.699999809265138 5.6749999523162851 7.3750000000000009 5.6549999713897714 10.405000209808351 6.5150001049041757 18.219999313354496 15.405000209808351 7.5350000858306894 6.5150001049041757 3.0349999666213994 8.0099999904632586 12.309999942779543 5.6349999904632577 6.6549999713897714 10.960000038146974 4.7449998855590829 14.039999961853029 5.3350000381469735 8.7849998474121112 5.0750000476837167 20.524999618530277 7.055000066757203 9.5450000762939471 12.699999809265138 13.344999790191652 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 9 15 8 28 14 -2 18 19 24 27 22 20 26 -10 -5 -9 -1 -14 -4 -11 -6 -12 -8 -7 -3 -26 right_child=1 3 6 10 12 13 16 11 17 23 25 -13 21 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 leaf_value=-0.17413621918889907 -0.022158886327468336 -0.0050796063122870681 -0.10795139397690122 0.11074053839104425 -0.012978746531839232 -0.10230087283424714 -0.019907874195839725 0.046674503299313955 -0.063684282180376181 0.013497663165654421 0.19790311987074863 0.11975532271437439 0.05643056064508481 -0.056926034613396549 -0.033593373833179827 -0.11103951531743911 0.046542419217344901 -0.019155886286437378 0.16560735473303154 0.090683825492202261 -0.1352150145294608 0.087967418071006914 -0.067787119483096597 0.048057005960700977 0.023119541668713463 0.26911429812860638 0.021682738351197911 -0.067654810495664797 0.055050613032495366 0.050696151637923098 leaf_weight=20548 51786 7543 16004 12524 8965 86056 65189 14947 19285 113941 17501 74884 102330 39230 27486 47969 9988 66473 33513 97582 75220 29838 113228 21556 46576 5147 13796 20144 18906 52389 leaf_count=20548 51786 7543 16004 12524 8965 86056 65189 14947 19285 113941 17501 74884 102330 39230 27486 47969 9988 66473 33513 97582 75220 29838 113228 21556 46576 5147 13796 20144 18906 52389 internal_value=-6.93318e-05 0.0630269 -0.0722456 0.110787 0.0314521 -0.108848 -0.0403129 0.0912597 -0.0529038 0.00761593 0.171588 0.0987899 0.050045 -0.085262 -0.0658916 -0.132711 -0.00599928 -0.0291693 0.150681 0.0848382 -0.143566 0.0635503 -0.072761 0.0189957 0.0335067 0.214087 -0.0126434 -0.0957292 0.0379021 0.0377177 internal_weight=1.33054e+06 709928 620616 282547 427381 289167 331449 213862 242476 187283 68685 187413 240098 145430 156718 143737 88973 85758 46037 112529 95768 132168 129232 135497 107930 22648 78985 106200 26449 98965 internal_count=1330544 709928 620616 282547 427381 289167 331449 213862 242476 187283 68685 187413 240098 145430 156718 143737 88973 85758 46037 112529 95768 132168 129232 135497 107930 22648 78985 106200 26449 98965 is_linear=0 shrinkage=0.05 Tree=8 num_leaves=31 num_cat=0 split_feature=16 17 16 20 17 16 20 18 20 20 52 20 19 16 52 18 17 20 20 17 16 8 20 17 20 17 16 17 18 52 split_gain=2.19153e+06 373556 312358 103276 79371 59232.2 44939.4 31227.7 28130.2 24805.8 20545.5 19693.6 19537.7 15564.2 14779 14036.8 12575.3 12353.6 11273.3 11079.3 9613.17 9012.91 8458.38 8362.21 8061.07 7375.47 7280.99 7258 6573.59 6090.5 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.9149999618530282 13.344999790191652 18.219999313354496 6.1549999713897714 11.775000095367433 7.2550001144409189 6.6749999523162851 4.9649999141693124 6.4549999237060556 8.0099999904632586 16.335000038146976 5.1949999332427987 9.5450000762939471 14.550000190734865 4.7950000762939462 5.2449998855590829 11.775000095367433 13.344999790191652 9.4499998092651385 4.8750000000000009 10.405000209808351 6.6549999713897714 17.029999732971195 20.524999618530277 15.405000209808351 15.405000209808351 1.8350000381469729 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 8 9 22 14 18 19 15 21 17 -11 23 24 -13 -1 -2 -4 -10 -6 -3 -8 -5 -18 -7 -24 -9 -14 right_child=2 6 5 10 11 26 7 28 20 13 -12 16 29 -15 -16 -17 25 -19 -20 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.16310322380446518 -0.035781381141927714 -0.094554574788679957 0.031441963468126506 -0.08872510501937432 0.051610441256111618 0.18800796333528641 -0.041583585115812643 0.015801006718855041 0.033597146758920775 0.11506617254591603 -0.020008999220570867 0.061247906407778566 -0.10519425679482991 0.15727679719330256 0.0095035069588254167 -0.044888837585690518 0.084642802967950057 -0.12287108756747867 0.013015328063361295 0.096452130744818287 0.065130686860416967 0.002294647832405169 -0.051184218981008528 -0.016635359146806562 -0.06289177471951822 0.15596464233019269 0.25565857831204147 0.011632210512993409 0.071617693005301228 -0.068723373105388424 leaf_weight=23703 13692 10599 8226 89058 45911 17501 58982 58366 91616 62012 20887 86531 65378 33710 33883 36179 94745 97838 87323 32238 32830 11607 60457 78013 45690 3769 5147 4977 5799 13877 leaf_count=23703 13692 10599 8226 89058 45911 17501 58982 58366 91616 62012 20887 86531 65378 33710 33883 36179 94745 97838 87323 32238 32830 11607 60457 78013 45690 3769 5147 4977 5799 13877 internal_value=-6.58653e-05 -0.0606312 0.0679224 -0.0930586 0.0473612 0.128509 -0.0197046 -0.00889581 0.026004 0.116057 -0.0668208 0.0672125 -0.118123 0.129931 -0.0200637 -0.0725411 0.0751555 -0.130717 0.00640122 0.0832361 0.041916 0.0416586 -0.0531182 -0.0273766 -0.0799656 0.0873715 0.203382 -0.0464063 0.0208455 -0.0988085 internal_weight=1.33054e+06 703686 626858 392610 468024 158834 311076 235043 225461 136186 191814 242563 200796 95722 170878 170927 185045 121541 101015 40464 124446 57518 76033 136995 134748 98514 22648 65434 64165 79255 internal_count=1330544 703686 626858 392610 468024 158834 311076 235043 225461 136186 191814 242563 200796 95722 170878 170927 185045 121541 101015 40464 124446 57518 76033 136995 134748 98514 22648 65434 64165 79255 is_linear=0 shrinkage=0.05 Tree=9 num_leaves=31 num_cat=1 split_feature=16 16 16 16 17 20 18 20 18 20 20 17 17 20 18 20 52 20 52 20 18 17 17 16 20 18 20 52 16 136 split_gain=1.97822e+06 351712 241288 109222 62067.8 59768.3 47487.7 29071 24818.3 22950.1 21387.1 21304.7 20614.3 17901.2 17043.9 15271.4 12002.4 11202.9 11039.7 9703.85 8282.22 7965.91 7565.91 7527.78 7432.45 7302.6 7234.2 6464.28 6128.63 6100.34 threshold=10.960000038146974 14.550000190734865 8.7100000381469744 17.029999732971195 12.699999809265138 5.8949999809265146 10.960000038146974 5.8350000381469735 11.775000095367433 7.4349999427795419 6.0350000858306894 18.219999313354496 12.699999809265138 7.555000066757203 15.405000209808351 5.0750000476837167 3.4250000715255742 5.9349999427795419 2.9050000905990605 7.9949998855590829 12.699999809265138 14.039999961853029 15.405000209808351 9.5450000762939471 7.7950000762939462 11.775000095367433 5.2650001049041757 1.8350000381469729 13.344999790191652 0 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 left_child=2 4 5 7 10 8 9 20 15 18 -2 17 16 26 24 29 25 -5 23 -12 -3 -8 28 -4 -9 -7 -6 -17 -15 -1 right_child=1 3 6 11 13 12 21 14 -10 -11 19 -13 -14 22 -16 27 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.11476346282677084 -0.030468440220179728 -0.00040459872739169233 -0.069946796958285692 0.080764153083117685 -0.0049090132611266483 -0.084726372115642337 -0.0014038280898596438 0.062960220107007206 -0.059439243558114196 -0.015248596629523449 0.0049507200408253479 0.1994009998232732 0.0029602290764417388 0.044489985091956508 0.10831528346152058 -0.11359287840176796 -0.037323492990568752 0.14759221283897447 -0.026654549298684188 0.030917653650558253 0.055191573363099836 0.060927921988651025 0.1104662524834206 -0.047272598988294688 0.089811730243648649 -0.024745974152632556 0.034918051128446849 -0.08288105984543527 0.066721070421896608 -0.15005035532114452 leaf_weight=18082 32002 9300 71633 7376 12935 88837 61840 48387 19719 53960 98647 19439 9413 66309 77087 97071 18574 41870 33788 56634 23950 5589 6439 74859 55138 5382 96193 20806 58222 41063 leaf_count=18082 32002 9300 71633 7376 12935 88837 61840 48387 19719 53960 98647 19439 9413 66309 77087 97071 18574 41870 33788 56634 23950 5589 6439 74859 55138 5382 96193 20806 58222 41063 internal_value=-6.25716e-05 0.0569403 -0.0652687 0.100223 0.0283253 -0.0955889 -0.0332118 0.0826059 -0.112648 -0.0438554 0.00675082 0.155078 -0.068126 0.045154 0.0905156 -0.118575 -0.0740584 0.137583 -0.0524178 0.0144214 0.0396414 0.00376268 0.0576163 -0.05836 0.0772615 -0.0813002 0.0301973 -0.108172 0.0548837 -0.139307 internal_weight=1.33054e+06 709928 620616 282547 427381 318947 301669 213862 196741 234240 187283 68685 122206 240098 180612 177022 112793 49246 180280 155281 33250 67429 130970 146492 103525 94219 109128 117877 124531 59145 internal_count=1330544 709928 620616 282547 427381 318947 301669 213862 196741 234240 187283 68685 122206 240098 180612 177022 112793 49246 180280 155281 33250 67429 130970 146492 103525 94219 109128 117877 124531 59145 cat_boundaries=0 1 cat_threshold=4723 is_linear=0 shrinkage=0.05 Tree=10 num_leaves=31 num_cat=0 split_feature=16 17 17 20 16 17 20 20 17 16 20 20 18 52 20 52 18 20 20 4 17 19 17 18 19 16 16 20 20 17 split_gain=1.78989e+06 305950 261594 87496.1 67463.1 47425.2 37140.9 36947.7 24248 23219.8 20397.4 19002.4 15413.5 15386 12876.3 10629.5 10297.6 10030.3 9803.32 8866.86 8568.18 8245.59 8083.62 7621.87 7543.54 6659.47 6462.88 6072.03 5851.16 5797.84 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 6.055000066757203 13.344999790191652 18.219999313354496 6.5150001049041757 5.6749999523162851 11.775000095367433 16.335000038146976 5.2650001049041757 6.9949998855590829 17.029999732971195 5.4949998855590829 8.055000305175783 5.8250000476837167 8.7100000381469744 7.0350000858306894 5.1949999332427987 7.6499998569488534 16.335000038146976 9.5450000762939471 12.699999809265138 11.775000095367433 10.960000038146974 9.5450000762939471 20.524999618530277 9.2449998855590838 5.4949998855590829 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 10 11 12 18 19 15 14 21 -2 28 17 23 24 -12 -5 -3 -6 -10 -1 25 -9 -8 -20 -11 -13 -4 -7 right_child=2 6 5 13 7 29 8 9 20 26 16 27 -14 -15 -16 -17 -18 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.13059534140024331 0.0015347047843278826 -0.072944540875941738 0.051719677421936616 -0.068711597072607308 0.026995015178770572 0.17469473722478548 -0.031582184739908953 0.026462440803210974 0.018804334067263822 0.11716356598907954 -0.099734908124801624 0.028455816652387292 0.13298217159283252 -0.011507229081276967 0.075870120238258579 0.011753933167592268 -0.066924883048354408 -0.037667362178239711 -0.06648085247977023 -0.030538468339667387 0.11169282062381561 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225467 207515 124350 167392 223026 149961 136495 150482 106933 36410 54629 88972 86660 117773 121368 67200 14223 134691 82468 21307 internal_count=1331213 704382 626831 392859 481174 145657 311523 273659 204590 237249 225467 207515 124350 167392 223026 149961 136495 150482 106933 36410 54629 88972 86660 117773 121368 67200 14223 134691 82468 21307 is_linear=0 shrinkage=0.05 Tree=11 num_leaves=31 num_cat=0 split_feature=16 16 17 17 16 20 17 20 18 16 17 20 20 52 16 18 19 52 20 8 17 52 20 52 52 20 18 18 16 17 split_gain=1.61537e+06 277162 236089 62204.2 60885.4 50164.2 42801.3 33425.9 24183.9 21050 17544.6 17278.3 17230.2 15704.7 14000.5 12260.4 10710.9 10618.9 10122.1 9519.33 7354.68 6871.47 6803 6756.33 6685.14 6540.68 5868.67 5793.21 5366.21 5232.55 threshold=11.775000095367433 8.7100000381469744 15.405000209808351 10.405000209808351 13.344999790191652 6.1549999713897714 18.219999313354496 5.9149999618530282 12.699999809265138 16.335000038146976 12.309999942779543 6.4549999237060556 5.2950000762939462 4.2950000762939462 17.029999732971195 11.775000095367433 10.405000209808351 5.7449998855590829 8.1949996948242205 8.2500000000000018 17.029999732971195 0.57499998807907116 9.1250000000000018 3.5749999284744267 2.2050000429153447 7.7349998950958261 11.269999980926515 10.960000038146974 20.524999618530277 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 5 4 13 11 8 14 19 12 18 17 -2 21 16 26 23 -3 25 27 -6 -12 -1 -13 -7 -14 -5 -4 -9 -11 -8 right_child=2 3 6 10 7 15 29 9 -10 28 20 22 24 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.12784971996137162 -0.0055169175064539201 -0.055503844631564062 0.049854493110414455 -0.023753758848208101 0.034734946274148422 -0.067265119069705837 0.16595999984934007 0.025472253192837344 -0.045173944139828004 0.1143857446409621 0.022832785854806324 0.024264221523259615 -0.096637058548942376 -0.0086833158342243134 0.13083145246818534 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-0.0165755 0.0928012 0.0510143 0.125797 0.179564 internal_weight=1.33121e+06 704382 626831 385091 481174 319291 145657 273659 235799 225743 182275 207515 216140 202816 124350 83492 173487 147567 212363 47916 34708 87510 160132 72895 128630 117547 91439 114176 13380 21307 internal_count=1331213 704382 626831 385091 481174 319291 145657 273659 235799 225743 182275 207515 216140 202816 124350 83492 173487 147567 212363 47916 34708 87510 160132 72895 128630 117547 91439 114176 13380 21307 is_linear=0 shrinkage=0.05 Tree=12 num_leaves=31 num_cat=0 split_feature=16 16 20 16 18 18 18 18 20 20 16 20 20 52 20 18 16 18 19 18 4 52 18 20 20 76 19 20 25 12 split_gain=1.46101e+06 333243 130128 80463.2 76745.3 33683.8 27256.2 23675.9 21348.7 15904.5 15496.7 13355.1 12566.6 11809.8 10986.7 9737.31 9210.25 8135.16 8125.34 7755.02 7664.75 7044.33 6444.13 6400.23 6148.74 5466.33 5381.35 5348.16 5284.65 5245.13 threshold=10.405000209808351 14.550000190734865 6.1949999332427987 17.029999732971195 12.309999942779543 8.7100000381469744 10.405000209808351 10.405000209808351 7.7349998950958261 5.1050000190734872 18.219999313354496 7.5350000858306894 5.4149999618530282 5.0350000858306894 5.8150000572204599 15.405000209808351 15.405000209808351 14.550000190734865 9.5450000762939471 10.405000209808351 6.5499999523162851 2.1650000810623173 14.550000190734865 4.8350000381469735 7.2349998950958261 10.194999694824221 11.775000095367433 5.4549999237060556 294.50000000000006 1.3849999904632571 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 8 9 13 -3 14 -1 19 20 -9 18 -2 23 -14 -8 -4 -5 -6 28 -13 -7 -12 -23 -16 -22 -11 -25 right_child=1 3 6 10 11 15 17 12 -10 21 24 22 16 -15 26 -17 -18 -19 -20 -21 27 25 -24 29 -26 -27 -28 -29 -30 -31 leaf_value=-0.11962933710163415 -0.035795665985615163 0.023592440913328652 -0.059340270746668346 0.062229184339769664 0.035792432909928333 -0.09998878226090839 -0.015492016788528719 0.031041843516933895 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0.0383964 0.0771469 -0.0461458 -0.010744 -0.0608261 0.0807217 -0.00693211 -0.0508766 0.116877 0.0256893 -0.0886488 0.0487335 -0.0652679 0.167332 -0.0636298 -0.00425984 0.00905503 -0.093456 -0.0598254 internal_weight=1.33121e+06 795396 535817 282746 512650 295110 240707 213758 258470 204198 68988 254180 190615 182148 169089 90912 176899 58559 160049 46324 114019 146426 140161 84673 22664 23600 134322 43084 122826 73199 internal_count=1331213 795396 535817 282746 512650 295110 240707 213758 258470 204198 68988 254180 190615 182148 169089 90912 176899 58559 160049 46324 114019 146426 140161 84673 22664 23600 134322 43084 122826 73199 is_linear=0 shrinkage=0.05 Tree=13 num_leaves=31 num_cat=1 split_feature=16 17 17 20 16 17 20 20 16 20 20 20 17 19 20 18 17 18 136 20 4 18 16 52 4 16 17 20 12 20 split_gain=1.32073e+06 230094 195795 64820.1 49889.2 35447.9 28935.7 28386 17540.2 15558 14532.9 13987.6 13381.4 12481 12152.7 11999.4 8468.64 7772.92 7691.36 7286.21 6668.17 6388.71 6356.07 6013.04 5640.55 5353.5 5159.77 5158.06 4868.4 4857.03 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 6.055000066757203 13.344999790191652 18.219999313354496 5.4149999618530282 7.4949998855590829 18.219999313354496 5.3150000572204599 6.7750000953674325 5.6549999713897714 11.775000095367433 10.405000209808351 7.7750000953674325 17.029999732971195 12.309999942779543 9.5450000762939471 0 7.0950000286102304 7.1499998569488534 10.960000038146974 14.550000190734865 4.1749999523162851 7.2500000000000009 7.4149999618530282 17.029999732971195 9.1549997329711932 1.1950000524520876 8.4149999618530291 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 9 10 15 24 11 14 18 -2 20 23 19 21 -4 29 -11 25 -5 -3 -8 -16 -13 -6 -1 -14 -12 -20 -9 right_child=2 7 5 13 6 -7 8 16 -10 17 27 12 26 -15 22 -17 -18 -19 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.12297807934682069 -0.0014395329082564842 -0.032782731278219811 0.08223942124643506 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internal_value=-6.55722e-05 -0.0470468 0.0527282 -0.0724944 0.0373534 0.103518 0.0513732 -0.0149552 0.0565401 -0.0899941 0.0188648 -0.0254275 -0.0189891 -0.0489232 0.0545173 0.0933082 0.00679746 -0.0786457 -0.105195 -0.0553175 -0.0512557 0.0431502 0.06552 -0.0273195 0.000213116 -0.115058 0.00486828 0.0274878 -0.084761 0.000548053 internal_weight=1.33121e+06 704382 626831 392859 481174 145657 273659 311523 248556 225467 207515 210286 168326 167392 242922 124350 101237 129092 96375 137280 41960 119482 123440 124762 25103 64935 43564 145657 31440 85306 internal_count=1331213 704382 626831 392859 481174 145657 273659 311523 248556 225467 207515 210286 168326 167392 242922 124350 101237 129092 96375 137280 41960 119482 123440 124762 25103 64935 43564 145657 31440 85306 cat_boundaries=0 1 cat_threshold=3484 is_linear=0 shrinkage=0.05 Tree=14 num_leaves=31 num_cat=1 split_feature=17 17 20 18 18 17 20 18 20 20 20 52 20 18 17 8 18 20 8 116 18 136 20 17 20 8 17 12 52 52 split_gain=1.14047e+06 206832 155517 74260.8 43726.1 37653.3 28726.5 27784.7 17837.6 15110.6 15074.6 13928.1 13348.2 10855 9094.93 8609.88 8515.41 8134.64 8023.48 7841.99 7515.17 7146.66 7130.61 6057.16 6011.04 5963.26 5483.39 5356.46 5273.98 5253.67 threshold=10.960000038146974 15.405000209808351 6.3949999809265146 13.344999790191652 8.7100000381469744 18.219999313354496 6.3350000381469735 10.405000209808351 5.4149999618530282 6.4149999618530282 5.4149999618530282 7.2750000953674325 9.055000305175783 15.405000209808351 16.335000038146976 9.2500000000000018 15.405000209808351 7.5750000476837167 8.8499999046325701 0.44618082046508795 15.405000209808351 0 5.2950000762939462 12.309999942779543 9.8750000000000018 9.4499998092651385 20.524999618530277 1.5049999952316286 6.7449998855590829 1.5149999856948855 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 left_child=2 3 4 6 8 9 18 11 21 15 25 17 23 24 -11 -3 22 -4 -2 29 28 -1 -6 -8 -12 -5 -7 -24 -9 -10 right_child=1 5 7 10 16 26 12 20 19 14 13 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.082319014206006569 -0.0027698579830520917 0.070498396785029685 -0.042197174622707209 0.02283043911146708 -0.072480066433322526 0.13963928605885265 0.0082600839610094089 -0.008624523761119985 -0.063075167527948381 0.082032769536845351 0.044498839530233474 0.012306323798545776 0.050569570402696253 0.077765388474080932 0.11316224968382196 0.014662320675266056 0.0085720607007609799 -0.011709702339356783 -0.037334975938364316 -0.080203946931618128 0.055542052835168478 -0.11044124061082723 -0.028480438162611445 0.026020198718185401 0.071270345195315318 -0.040601930155876431 0.19815483687416419 -0.053507137861061198 0.02203383011569468 -0.01893058109468089 leaf_weight=35999 45432 24051 131059 14490 27507 17582 113370 70710 32430 66343 170928 15682 32070 35723 36303 9684 6499 26264 26630 92058 5944 62482 36011 83271 23899 4978 5184 52623 17499 8508 leaf_count=35999 45432 24051 131059 14490 27507 17582 113370 70710 32430 66343 170928 15682 32070 35723 36303 9684 6499 26264 26630 92058 5944 62482 36011 83271 23899 4978 5184 52623 17499 8508 internal_value=-6.22938e-05 0.043231 -0.049534 0.0287241 -0.0712624 0.0934378 0.0119853 -0.0207331 -0.0840512 0.0835012 0.0488609 -0.0326284 0.020659 0.0524285 0.0930424 0.05447 -0.0471242 -0.0371075 -0.0155432 -0.0721075 0.00112447 -0.100181 -0.0502409 0.0157809 0.0477828 0.00661068 0.152964 -0.0433391 -0.00254249 -0.0539008 internal_weight=1.33121e+06 709938 621275 550791 354117 159147 300773 267158 231477 136381 250018 173005 228711 230550 102646 33735 122640 157323 72062 132996 94153 98481 116141 196641 194827 19468 22766 88634 88209 40938 internal_count=1331213 709938 621275 550791 354117 159147 300773 267158 231477 136381 250018 173005 228711 230550 102646 33735 122640 157323 72062 132996 94153 98481 116141 196641 194827 19468 22766 88634 88209 40938 cat_boundaries=0 1 cat_threshold=4723 is_linear=0 shrinkage=0.05 Tree=15 num_leaves=31 num_cat=1 split_feature=17 17 20 18 19 17 19 20 20 20 20 20 52 4 18 18 8 4 52 20 20 20 19 76 8 20 12 20 136 17 split_gain=1.02965e+06 183293 139884 66015.5 41225.8 35100.1 26508.7 26190.2 21331.9 14092 13957.6 13229.9 11012.3 9368.44 9044.54 8851.88 7728.91 7616.93 7440.31 6500.15 6399.19 6000.08 5996.74 5753.73 5638.84 5628.93 5577.01 5498.66 5179.27 4500.99 threshold=10.960000038146974 15.405000209808351 6.3949999809265146 13.344999790191652 9.5450000762939471 18.219999313354496 10.405000209808351 5.8949999809265146 5.4549999237060556 8.555000305175783 6.1549999713897714 5.4949998855590829 5.3350000381469735 6.6499998569488534 15.405000209808351 16.335000038146976 9.4499998092651385 7.6499998569488534 2.7350000143051152 4.6449999809265146 7.4149999618530282 8.1350002288818377 12.309999942779543 12.664999961853029 9.8499999046325701 5.1649999618530282 1.3550000190734866 8.3949999809265154 0 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 1 2 left_child=2 3 4 7 8 10 12 17 19 22 16 24 20 28 27 -12 -3 -2 26 -1 -4 -8 -9 -20 -5 -15 -10 -13 -6 -7 right_child=1 5 6 11 13 29 21 9 18 -11 15 14 -14 25 -16 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.11962672095014384 -0.0091748398896925511 0.063594554690207167 -0.043302207520305752 0.022556662815522759 -0.045690348012006055 0.1338914800941981 -0.0056439426903589426 0.003861413945578969 -0.053028390912708112 0.039489590680005703 0.07649582509281655 0.038926691670122748 0.00037619252946409379 -0.08367147015216303 0.073276386649631847 0.10641373320361391 0.0046120465794132403 -0.052980881803278125 0.011166524515266864 -0.089280770695548253 -0.017698476023374418 0.025687703746684873 0.021492581042383031 -0.052483317087814077 -0.039424495862040332 -0.046200377424010383 -0.077056494134242981 0.056180616768497095 -0.011965754716239594 0.18699793008584645 leaf_weight=22444 31046 19621 108460 17292 18503 17524 86427 110827 32746 58524 71620 116240 22184 13149 35399 37758 7747 14585 4585 82558 31489 18562 85382 15737 4658 42150 91986 76610 29630 5166 leaf_count=22444 31046 19621 108460 17292 18503 17524 86427 110827 32746 58524 71620 116240 22184 13149 35399 37758 7747 14585 4585 82558 31489 18562 85382 15737 4658 42150 91986 76610 29630 5166 internal_value=5.90281e-05 0.0411806 -0.0469854 0.0275095 -0.0676208 0.0883895 -0.0196782 0.0117076 -0.0786026 0.0179565 0.0788332 0.0464796 -0.0323532 -0.0410712 0.0500451 0.0868237 0.0468985 -0.0231765 -0.0661775 -0.0957672 -0.0375413 -0.000104524 0.0115338 -0.0381228 0.00940367 -0.0551103 -0.0707484 0.0457808 -0.0249419 0.145983 internal_weight=1.33061e+06 709999 620610 550563 353488 159436 267122 300364 250056 254733 136746 250199 162133 103432 228249 109378 27368 45631 145054 105002 139949 104989 196209 20322 21950 55299 124732 192850 48133 22690 internal_count=1330609 709999 620610 550563 353488 159436 267122 300364 250056 254733 136746 250199 162133 103432 228249 109378 27368 45631 145054 105002 139949 104989 196209 20322 21950 55299 124732 192850 48133 22690 cat_boundaries=0 1 cat_threshold=2200 is_linear=0 shrinkage=0.05 Tree=16 num_leaves=31 num_cat=2 split_feature=16 16 20 16 18 19 19 20 20 20 20 17 17 4 16 52 4 20 136 19 17 52 8 76 18 20 136 52 17 17 split_gain=1.00596e+06 231604 86850.3 58579.6 51263.5 23536.7 19552.9 15868 13993.5 10965.1 10795.3 9766.79 9599.61 9328.79 8544 8365.39 8130.41 7641.43 6553.46 6371.58 5538.71 5469.13 5243.71 4910.43 4758.91 4604.87 4488.75 4455.09 4248.79 4115.75 threshold=10.405000209808351 14.550000190734865 6.1749999523162851 17.029999732971195 12.309999942779543 8.7100000381469744 10.405000209808351 7.1349999904632577 6.0950000286102304 6.6349999904632577 5.2950000762939462 14.039999961853029 11.775000095367433 7.3500001430511483 18.219999313354496 3.5249999761581425 7.1499998569488534 7.0350000858306894 0 13.344999790191652 9.5450000762939471 9.4549999237060565 9.8499999046325701 10.394999980926515 15.405000209808351 5.0750000476837167 1 2.7749999761581425 17.029999732971195 14.039999961853029 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 left_child=2 4 5 7 8 10 15 13 -2 -5 26 17 21 19 -11 20 18 22 -7 -3 -4 -10 -6 -17 -9 -18 -1 -12 -13 -8 right_child=1 3 6 9 11 16 29 24 12 14 27 28 -14 -15 -16 23 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.1067914490876984 -0.024167421999318518 0.030836165542899908 -0.052068568078290127 0.076672648761338197 0.021468547335406717 -0.059787629168250311 -0.012407209627719663 0.06150791093719591 -0.0076500498823241269 0.10841563569632717 -0.076111671907652612 0.048587537356622808 0.018370612487407359 0.012622352178822585 0.15071473156331439 0.012332494894126614 -0.092339232366300705 0.033880203869080354 -0.024043834424016721 0.063372235921885581 -0.030575724818722495 0.022526490848079984 -0.010120112202272902 -0.030033367123335569 0.080802596829144938 -0.058165272561324713 -0.080756551816058342 -0.044839631017679821 0.11016947326546844 0.03400071235742759 leaf_weight=45963 48734 23630 96814 16585 53096 21898 66726 71434 105876 33855 98556 42205 86280 20153 18441 9797 13019 138042 31053 41428 43418 17496 17457 22657 57828 40593 26552 12877 3000 5146 leaf_count=45963 48734 23630 96814 16585 53096 21898 66726 71434 105876 33855 98556 42205 86280 20153 18441 9797 13019 138042 31053 41428 43418 17496 17457 22657 57828 40593 26552 12877 3000 5146 internal_value=5.60551e-05 0.0357102 -0.0529544 0.0719813 0.0156441 -0.0714369 -0.030999 0.0590976 -3.32522e-05 0.112097 -0.0822691 0.0316047 0.00557678 0.0423469 0.123331 -0.0401199 -0.0527385 0.0270386 -0.0388416 0.0515547 -0.0454141 -0.00337056 0.0136525 -0.0172442 0.0701398 -0.066464 -0.0972844 -0.0724979 0.0526744 -0.00908443 internal_weight=1.33061e+06 795540 535069 283354 512186 290511 244558 214473 258386 68881 183948 253800 209652 85211 52296 172686 106563 208595 52951 65058 140232 123372 70553 32454 129262 53612 72515 111433 45205 71872 internal_count=1330609 795540 535069 283354 512186 290511 244558 214473 258386 68881 183948 253800 209652 85211 52296 172686 106563 208595 52951 65058 140232 123372 70553 32454 129262 53612 72515 111433 45205 71872 cat_boundaries=0 1 2 cat_threshold=2200 2444 is_linear=0 shrinkage=0.05 Tree=17 num_leaves=31 num_cat=0 split_feature=17 17 18 18 22 17 52 52 22 76 19 52 18 76 18 19 76 17 22 4 22 18 4 116 52 52 52 120 52 19 split_gain=845688 151948 110713 54407.6 33829.2 29114.5 18207 14355.1 13523.4 12243.9 11410.1 10196.8 8890.07 7651.25 7498.05 7402.58 6746.05 6637.33 6478.12 7450.04 6344.45 6340.28 6252.75 6119.51 5244.23 4831.83 4391.57 4340.98 4162.36 4161.22 threshold=10.960000038146974 15.405000209808351 9.5450000762939471 13.344999790191652 5.9349999427795419 18.219999313354496 4.4149999618530282 1.4450000524520876 6.5750000476837167 6.5150001049041757 17.029999732971195 5.1949999332427987 15.405000209808351 7.5250000953674325 15.405000209808351 8.0099999904632586 10.194999694824221 12.309999942779543 6.9549999237060556 7.5499999523162851 6.2149999141693124 9.5450000762939471 6.1499998569488534 0.44618082046508795 5.5750000476837167 4.9649999141693124 11.965000152587892 -0.84335932135581959 12.684999942779543 11.775000095367433 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 7 10 9 15 22 14 21 23 18 -9 20 27 -8 28 19 -5 -4 -3 -2 -6 -24 -15 -18 -1 -10 -22 right_child=1 5 6 12 11 -7 16 13 17 -11 -12 -13 -14 25 -16 -17 26 -19 -20 -21 29 -23 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.10418601027076768 0.0050436439769916781 0.021859347854108244 -0.034908629765557822 0.033780734002101125 -0.032488446216513533 0.13275702348246746 0.035888763588223307 0.01597252361093331 0.0047413344362161169 -0.046073959201593288 0.09181339710896598 -0.0081742209951034175 0.064295105548886122 -0.061873907896855589 0.033402050948074032 -0.064685593735993627 -0.017879293959620089 0.026864213413476019 0.044140392174749438 -0.00715948825349981 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237736 203759 300364 189880 136746 179115 250199 39088 146537 164671 47856 215713 211990 68617 139189 90526 84651 160658 35153 34660 29792 109515 118577 98073 internal_count=1330609 709999 620610 550563 382874 159436 237736 203759 300364 189880 136746 179115 250199 39088 146537 164671 47856 215713 211990 68617 139189 90526 84651 160658 35153 34660 29792 109515 118577 98073 is_linear=0 shrinkage=0.05 Tree=18 num_leaves=31 num_cat=1 split_feature=17 18 20 17 19 18 20 18 20 20 17 52 4 20 8 20 4 20 19 52 76 20 28 19 20 21 20 17 136 18 split_gain=763233 137448 106412 42158 31098.1 25010.5 22981.3 20013.7 18062.9 16531.5 16305.8 12278.7 8787.34 7964.02 7793.12 7559.88 7261.42 6879.24 6512.57 6236.77 6936.04 6117.84 5413.67 5330.69 5199.96 4869.28 4743.06 4573.41 4405.64 4337.83 threshold=10.960000038146974 15.405000209808351 6.3949999809265146 13.344999790191652 9.5450000762939471 18.219999313354496 5.7349998950958261 10.960000038146974 7.5750000476837167 5.3949999809265146 16.335000038146976 7.8650000095367441 6.9500000476837167 7.6150000095367441 8.1500000953674334 5.3350000381469735 8.7500000000000018 8.1949996948242205 16.335000038146976 1.9149999618530276 11.00500011444092 9.5050001144409197 1017.3500061035157 12.699999809265138 4.4349999427795419 7.2449998855590829 5.3550000190734872 20.524999618530277 0 15.405000209808351 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 1 2 left_child=2 3 4 8 9 16 12 11 15 24 17 13 -5 22 28 -2 18 -8 -3 -11 -21 -10 -4 -17 -1 -18 -16 -12 -6 -9 right_child=1 5 7 6 14 -7 10 29 21 19 27 -13 -14 -15 26 23 25 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.11360192015703069 -0.031788565119615912 0.065412560064329023 -0.037640729677271265 0.020261905876333225 -0.0035410324614388888 0.12834897962334954 0.032791129083025394 0.0052067798566265318 0.020132465083853149 -0.06297749423055983 0.082333391252921731 0.015250275492861141 -0.028989635206570327 -0.0067104189218736929 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0.003157 -0.0842547 0.0368252 -0.0482099 0.0923032 -0.0206966 0.010023 internal_weight=1.33061e+06 709999 620610 563091 353488 146908 273964 267122 289127 250056 233838 211405 40126 192906 103432 154048 125407 217410 110816 153909 31930 135079 155411 136594 96147 14591 55245 16428 48187 55717 internal_count=1330609 709999 620610 563091 353488 146908 273964 267122 289127 250056 233838 211405 40126 192906 103432 154048 125407 217410 110816 153909 31930 135079 155411 136594 96147 14591 55245 16428 48187 55717 cat_boundaries=0 1 cat_threshold=5926 is_linear=0 shrinkage=0.05 Tree=19 num_leaves=31 num_cat=1 split_feature=16 16 20 16 18 16 18 136 20 20 16 52 52 17 20 18 20 20 20 8 17 17 16 76 17 20 18 52 18 17 split_gain=763653 179614 65870.8 46236.9 37542.6 19165.5 13009.3 12418.2 12297.5 10746.9 9807.02 9498.36 7933.27 7307.6 7259.9 6405.18 6180.11 6174.97 5785.94 5626.15 4997.61 4919.14 4873.62 4539.63 4342.69 3777.93 3639.51 3637.99 3312.07 3279.82 threshold=10.405000209808351 14.550000190734865 6.2550001144409189 17.029999732971195 12.309999942779543 8.0099999904632586 10.960000038146974 0 5.4149999618530282 7.9549999237060556 20.524999618530277 3.1250000000000004 3.9450000524520878 14.039999961853029 6.3949999809265146 11.775000095367433 5.7349998950958261 4.6449999809265146 5.1649999618530282 7.1499998569488534 9.5450000762939471 12.699999809265138 15.405000209808351 10.394999980926515 11.775000095367433 9.305000305175783 11.775000095367433 8.6949996948242205 15.405000209808351 17.029999732971195 decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 8 9 7 12 19 -3 16 14 17 20 18 -5 -10 -2 -9 -6 -1 -4 -7 -17 -14 -18 -20 -19 -25 -8 -15 right_child=1 3 6 10 13 21 28 11 15 -11 -12 -13 23 29 -16 22 24 26 25 -21 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 leaf_value=-0.025196376353018492 -0.026589200107861838 0.012354196479540081 -0.042542773917639415 0.060488021083049862 -0.016373390131876466 -0.046091110626418436 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0.0516081 2.54413e-05 0.0986943 -0.075844 -0.0308555 0.0271003 0.0933357 0.0552599 -0.00630142 -0.0796188 0.0231507 -0.0437635 -0.035597 -0.0435458 0.0587683 -0.00922559 -0.00221944 0.0249052 -0.0754607 -0.020951 0.00236087 0.0453254 internal_weight=1.33061e+06 795540 535069 283354 512186 306908 228161 204984 214473 258386 68881 168089 193382 253800 63739 196219 186565 152722 208595 36895 158612 101924 170502 34770 155315 199729 130415 24465 34779 45205 internal_count=1330609 795540 535069 283354 512186 306908 228161 204984 214473 258386 68881 168089 193382 253800 63739 196219 186565 152722 208595 36895 158612 101924 170502 34770 155315 199729 130415 24465 34779 45205 cat_boundaries=0 1 cat_threshold=544 is_linear=0 shrinkage=0.05 Tree=20 num_leaves=31 num_cat=1 split_feature=16 16 16 19 17 52 16 20 76 20 20 52 52 20 136 19 16 17 19 76 16 12 20 8 20 52 16 16 118 12 split_gain=692824 123903 106747 26120.6 25510.6 22156.4 21283.8 13927.3 11278.4 10153.2 9751.81 8959.97 8344.37 7242.45 6988.16 6339.17 6031.51 5934.13 5596.11 5547.15 5194.19 4433.84 4396.91 4357.7 4312.52 4237.25 4057.93 3827.53 3563.23 3473.03 threshold=11.775000095367433 8.7100000381469744 15.405000209808351 10.960000038146974 13.344999790191652 1.985000014305115 18.219999313354496 5.555000066757203 11.444999694824221 5.8550000190734872 5.5950000286102304 3.9450000524520878 7.5050001144409189 5.0750000476837167 0 11.775000095367433 16.335000038146976 17.029999732971195 14.550000190734865 6.4449999332427987 13.344999790191652 1.1950000524520876 7.6949999332427987 9.1500000953674334 7.7950000762939462 1.685000002384186 22.289999961853031 7.4149999618530282 -0.43049471080303187 1.6150000095367434 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 11 9 7 10 14 -7 23 -4 19 -10 -6 21 28 -12 18 -15 22 -11 -1 25 -2 -5 -3 -8 -16 -9 -13 right_child=2 3 6 24 13 8 26 15 12 20 16 29 -14 17 27 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.025910685104897187 -0.00030944338447096126 -0.03056889148436704 0.026105051332349718 -0.0035827651230860599 -0.0048787322015735983 0.00343226030209361 0.11524281101765542 -0.021393908462699535 -0.054360224745354249 0.0134636255666089 0.062549293953059582 0.031597051690881353 -0.0010059390659950603 0.029861531096052402 -0.086208448001188251 -0.020581384767005662 0.085832033782254569 0.093614104400241427 0.045547400624527334 -0.043014247729644732 0.032015148000611761 -0.071164538783393919 -0.003942108673061444 -0.041078689138676905 0.015434343432212559 0.0039396167477173038 0.25498729995206787 -0.062229817576960236 -0.058330467817250924 -0.0097536402535671682 leaf_weight=10190 22960 115471 13671 97258 9702 17554 22088 6937 36676 141585 80217 5885 9158 109046 80712 14005 42582 4907 118814 53668 51439 11545 22589 9173 42988 9638 532 20965 111114 37025 leaf_count=10190 22960 115471 13671 97258 9702 17554 22088 6937 36676 141585 80217 5885 9158 109046 80712 14005 42582 4907 118814 53668 51439 11545 22589 9173 42988 9638 532 20965 111114 37025 internal_value=7.90642e-07 -0.0340621 0.0382303 -0.0149524 0.0261943 -0.0571073 0.0736089 -0.0636726 -0.0306474 0.0140753 0.0661632 -0.0248267 -0.0436996 0.037448 -0.0757489 -0.0523867 0.0706229 0.0392122 0.0380407 -0.0292472 0.0184074 -0.0499252 -0.0242447 -0.0119478 0.00224633 -0.0279105 0.118529 -0.0812563 -0.05616 -0.0040825 internal_weight=1.33009e+06 703378 626716 384522 467626 318856 159090 255468 63388 225157 136470 244276 45834 242469 123412 132056 122799 232767 227860 201366 193024 21735 147698 32133 140246 125109 22620 101677 118051 42910 internal_count=1330094 703378 626716 384522 467626 318856 159090 255468 63388 225157 136470 244276 45834 242469 123412 132056 122799 232767 227860 201366 193024 21735 147698 32133 140246 125109 22620 101677 118051 42910 cat_boundaries=0 1 cat_threshold=544 is_linear=0 shrinkage=0.05 Tree=21 num_leaves=31 num_cat=2 split_feature=16 16 20 16 18 19 19 19 20 16 52 18 4 20 18 16 20 28 18 12 136 20 52 64 136 20 4 18 20 4 split_gain=625409 149087 53884 36292.4 31158 13586.8 13534.9 11280 9210.06 8585.89 6889.22 6676.23 6618.07 6507.42 6347.88 5986.77 5880.32 5417.3 5373.1 5313.95 4771.36 4383.82 4048 4590.76 3750.22 3546.98 3448.11 3409.37 3311.21 3319.44 threshold=10.405000209808351 14.550000190734865 6.0750000476837167 17.029999732971195 12.699999809265138 10.405000209808351 8.7100000381469744 9.5450000762939471 6.0750000476837167 20.524999618530277 1.6449999809265139 14.550000190734865 7.1499998569488534 6.1549999713897714 12.309999942779543 7.4149999618530282 8.6949996948242205 1017.3500061035157 15.405000209808351 1.5149999856948855 0 7.4149999618530282 8.4149999618530291 11.855000019073488 1 6.8150000572204599 7.5499999523162851 16.335000038146976 7.4549999237060556 7.6499998569488534 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 2 2 2 left_child=2 4 6 7 8 14 10 -3 -2 13 15 21 20 -5 17 24 22 25 28 -12 -8 26 23 -10 -1 -4 -6 -13 29 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leaf_count=53514 47673 24464 84104 10643 57741 76048 19956 38222 116912 5141 5847 60572 49211 53015 7412 55981 27107 36832 81354 20636 27596 107181 36612 30641 36910 60739 24050 4015 60296 9669 internal_value=7.51047e-07 0.0281154 -0.0418101 0.057258 0.0120343 -0.0258043 -0.0575478 0.0471022 -0.000165145 0.0888485 -0.0659283 0.024493 -0.0425743 0.0838289 -0.0329823 -0.0701733 0.00431418 -0.0348328 0.0512262 -0.0424608 -0.0292719 0.0197498 0.00111391 -0.00257862 -0.0781288 -0.0391867 0.011032 0.0383708 0.0439261 0.034111 internal_weight=1.33009e+06 795308 534786 282804 512504 265135 269651 214005 258945 68799 172888 253559 96763 63658 189087 146405 211272 181675 189541 26483 47552 188972 184165 147553 90424 144843 81791 64587 108187 47891 internal_count=1330094 795308 534786 282804 512504 265135 269651 214005 258945 68799 172888 253559 96763 63658 189087 146405 211272 181675 189541 26483 47552 188972 184165 147553 90424 144843 81791 64587 108187 47891 cat_boundaries=0 1 2 cat_threshold=2200 2444 is_linear=0 shrinkage=0.05 Tree=22 num_leaves=31 num_cat=2 split_feature=16 16 16 18 18 52 16 21 21 12 18 19 52 16 52 136 16 4 18 19 24 16 76 18 16 12 23 30 28 136 split_gain=565986 102125 87475.4 22695.4 22372.7 18925.7 17736.1 11188.6 9584.19 8466.73 8237.27 8138.84 8134.64 6650.42 5888.56 5223.33 5210.49 5160.33 4926.99 4602.97 4565.03 4302.35 3754.54 3536.21 3520.53 3449.74 3298.9 3078.21 3069.19 3106.85 threshold=11.775000095367433 8.7100000381469744 15.405000209808351 14.550000190734865 10.960000038146974 2.6049998998641972 18.219999313354496 5.4449999332427987 7.1649999618530282 1.4450000524520876 12.699999809265138 10.405000209808351 4.9649999141693124 13.344999790191652 6.5450000762939462 0 9.5450000762939471 7.7500000000000009 14.550000190734865 9.5450000762939471 230.50000000000003 17.029999732971195 8.4349999427795428 16.335000038146976 22.289999961853031 1.2050000429153445 5.3949999809265146 1019.0499877929689 1021.7500000000001 1 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 2 2 2 2 2 2 1 left_child=1 5 3 8 12 7 11 15 17 -7 22 -4 16 -10 -11 25 -3 19 27 -2 -19 -13 28 -5 -8 -1 -17 -6 29 -9 right_child=2 4 6 23 18 9 24 10 13 14 -12 21 -14 -15 -16 26 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.023591700636401189 -0.0089201951914898298 -0.034693345983189385 0.032239811672472189 0.038897635284801224 -0.0050882541804678251 0.030524529316444161 0.1045252142940141 -0.055023262568029967 0.016131557117738192 -0.04313776846225624 -0.0042590939545305703 0.058303759866705752 0.00076890829170516307 0.035080351026820521 -0.0019366631824833437 -0.080168587574916808 -0.019125772300521947 -0.071816469384107337 0.032588742000193363 0.017399159305566143 -0.0051633717302679138 0.078878193343272285 -0.064146917285428956 0.078598239994318322 0.23468777582511532 -0.065240351172093272 -0.059720809444949813 0.012819629667851721 -0.0072605010815695002 -0.037043778764514194 leaf_weight=9402 21002 89113 22415 133486 77278 6431 22088 63124 117647 29658 9963 75845 34515 76359 12256 64308 135446 2801 13366 79478 30998 38210 40750 5855 532 10552 28452 34804 4805 39155 leaf_count=9402 21002 89113 22415 133486 77278 6431 22088 63124 117647 29658 9963 75845 34515 76359 12256 64308 135446 2801 13366 79478 30998 38210 40750 5855 532 10552 28452 34804 4805 39155 internal_value=6.32304e-07 -0.0307867 0.034554 0.0236585 -0.0134376 -0.0517088 0.0665802 -0.0568585 0.0164821 -0.022894 -0.0482643 0.0597834 -0.0218301 0.0235896 -0.0310902 -0.0688901 -0.0253035 0.00621316 0.00389441 0.011898 -0.0106871 0.0651965 -0.05123 0.0405658 0.107587 -0.0455933 -0.0738887 0.000472549 -0.0463145 -0.0481493 internal_weight=1.33009e+06 703378 626716 467626 384522 318856 159090 270511 328285 48345 157797 136470 259074 194006 41914 112714 224559 134279 125448 100480 33799 114055 147834 139341 22620 19954 92760 112082 107084 102279 internal_count=1330094 703378 626716 467626 384522 318856 159090 270511 328285 48345 157797 136470 259074 194006 41914 112714 224559 134279 125448 100480 33799 114055 147834 139341 22620 19954 92760 112082 107084 102279 cat_boundaries=0 1 2 cat_threshold=544 2520 is_linear=0 shrinkage=0.05 Tree=23 num_leaves=31 num_cat=0 split_feature=17 18 18 20 20 18 52 8 76 17 20 17 20 20 20 18 20 4 12 12 52 52 19 116 19 52 20 4 17 120 split_gain=476483 88527.1 73079.4 28450.3 21100.8 15850.2 15266.5 12337.4 12041.4 9295.15 8945.53 8833.58 8805.49 8108.66 7251.13 6503.4 6324.92 5760.42 5536.42 5254.85 5780.9 5204.01 4819.11 4633.27 4421.19 4376.11 3686.09 3645.81 3524.07 3342.83 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.8550000190734872 7.8150000572204599 18.219999313354496 4.9649999141693124 9.4499998092651385 7.3750000000000009 16.335000038146976 5.555000066757203 14.550000190734865 6.9749999046325692 5.555000066757203 4.7449998855590829 11.775000095367433 9.9749999046325701 9.2500000000000018 1.8550000190734866 1.2250000238418581 0.98500001430511486 10.914999961853029 10.405000209808351 0.41467745602130895 16.335000038146976 3.1250000000000004 7.1150000095367441 7.2500000000000009 14.550000190734865 -0.74892720580101002 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 14 7 17 8 11 13 16 -9 22 23 27 29 -15 28 24 -8 20 -16 -20 -2 -5 -4 -21 -19 -3 -6 -1 right_child=2 6 5 12 9 -7 18 10 -10 -11 -12 -13 -14 15 19 -17 -18 26 21 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.093733961779102204 -0.0085078389287995253 -0.01928831023763267 0.052036170894535008 -0.023276076181793864 0.024089207815902708 0.10262035948585856 0.038842396178330491 -0.041823476998357006 -0.036270281149733775 0.086334295691932517 0.0036991609570103615 0.034452771633018457 -0.012774216982110401 -0.010742302534467067 -0.045765065881547162 0.01077486199409769 0.05218670917192321 -0.0091604803870672311 -0.012105747671143797 -0.062328837845155943 0.010316108125228826 0.020493895704685291 0.016437008035938623 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184446 171043 202115 124000 64807 153456 37955 49033 134875 155396 112470 115501 11530 29540 169331 30990 internal_count=1330094 703188 626906 388405 481606 145300 314783 271274 249976 210332 70628 200646 203959 200583 184446 171043 202115 124000 64807 153456 37955 49033 134875 155396 112470 115501 11530 29540 169331 30990 is_linear=0 shrinkage=0.05 Tree=24 num_leaves=31 num_cat=0 split_feature=16 16 20 16 19 16 52 19 20 19 16 19 20 12 20 19 29 20 20 52 16 76 52 52 76 19 118 8 20 120 split_gain=467450 112968 41104.9 27658.3 23527.5 14644 9704.32 8824.96 8040.15 7459.69 7252.34 6840.05 5456.15 5407.65 5341.83 4808.94 4533.23 4398.71 4161.55 3962.83 3582.37 3439.03 3534.42 3424.58 5552.53 3416.16 3410.45 3317.46 3177.75 3047.46 threshold=10.405000209808351 14.550000190734865 6.5150001049041757 17.029999732971195 12.309999942779543 8.0099999904632586 1.9149999618530276 9.5450000762939471 5.9149999618530282 10.960000038146974 20.524999618530277 11.269999980926515 8.8150000572204608 1.4450000524520876 7.2349998950958261 14.550000190734865 1018.3500061035157 4.5850000381469735 4.8750000000000009 5.6649999618530282 12.699999809265138 7.1549999713897714 14.425000190734865 1.9149999618530276 10.50500011444092 15.405000209808351 -0.39873388409614557 10.750000000000002 5.0750000476837167 0.18222858756780627 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 8 6 11 -3 -2 16 14 17 20 -8 27 28 26 -1 -9 -15 -10 25 -23 -7 -25 -20 -4 -5 -6 -19 right_child=1 3 9 10 15 23 13 18 12 -11 -12 -13 -14 19 -16 -17 -18 29 21 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.085717548121105228 -0.021467424242054427 0.012546990298770808 0.0026155259141857979 0.061296516440414242 -0.018903228687600332 -0.037341495662217103 0.011562735730999448 -0.0074873526666641684 -0.003502599948123874 0.0030864315015252794 0.13437691663736628 -0.035050598753924272 0.026398834066251337 -0.04910221015190027 0.083340288306405913 0.030413230641579039 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0.0160132 -0.0597292 internal_weight=1.33009e+06 795308 534786 282804 512504 357062 218151 214005 248617 177724 68799 180045 209278 38106 63658 263887 139547 154205 189541 31886 186723 185762 38248 138911 29819 147514 115375 22478 177872 135703 internal_count=1330094 795308 534786 282804 512504 357062 218151 214005 248617 177724 68799 180045 209278 38106 63658 263887 139547 154205 189541 31886 186723 185762 38248 138911 29819 147514 115375 22478 177872 135703 is_linear=0 shrinkage=0.05 Tree=25 num_leaves=31 num_cat=0 split_feature=16 16 16 18 19 20 16 20 20 20 20 19 17 18 18 16 8 120 17 17 28 4 20 25 16 18 12 53 17 16 split_gain=423528 78540.2 66967.6 17327.5 17127 14385.7 14093.9 7960.03 7055.88 6931.55 6121.05 5312.15 5110.16 4631.71 4149.53 4142.25 3915.79 3780.86 3684.16 3633.68 3289.67 3249.91 3102.79 3078.97 2992.93 2990.4 2984.54 3380.6 2983.33 2954.68 threshold=11.775000095367433 8.7100000381469744 15.405000209808351 13.344999790191652 10.960000038146974 5.6150000095367441 18.219999313354496 5.7349998950958261 6.8750000000000009 5.4349999427795419 7.5150001049041757 11.269999980926515 14.039999961853029 13.344999790191652 16.335000038146976 13.344999790191652 7.2500000000000009 -0.9099266231060027 14.550000190734865 16.335000038146976 1020.5499877929689 6.0499999523162851 5.1649999618530282 264.50000000000006 9.5450000762939471 12.309999942779543 1.2050000429153445 0.76499998569488536 17.029999732971195 22.289999961853031 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 7 10 11 9 21 13 -4 18 17 22 20 -11 -9 -13 -1 24 25 23 -2 -5 -7 -3 -6 27 -19 -14 -8 right_child=2 4 6 12 19 8 29 15 -10 14 -12 16 28 -15 -16 -17 -18 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.077543306632670603 0.0011067193006836693 -0.031596862824380192 0.012356705701982747 -0.010707583107467144 -0.0021760081744323116 -0.023611321928477261 0.091639075006809609 0.0090471507439693621 -0.006184351154845804 0.048454663066314407 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-0.0345923 -0.0603775 -0.0236018 0.00246206 -0.0408477 -0.0144186 0.0230248 -0.0428548 -0.0245858 0.0016186 -0.0560045 -0.0420109 0.0375032 0.0943968 internal_weight=1.33123e+06 704286 626943 468145 385273 319013 158798 221194 169355 136107 244733 149658 246951 150492 125827 192554 23740 125918 191609 140540 141408 28640 137470 132248 187826 139010 100353 27617 109481 22691 internal_count=1331229 704286 626943 468145 385273 319013 158798 221194 169355 136107 244733 149658 246951 150492 125827 192554 23740 125918 191609 140540 141408 28640 137470 132248 187826 139010 100353 27617 109481 22691 is_linear=0 shrinkage=0.05 Tree=26 num_leaves=31 num_cat=1 split_feature=16 16 16 16 17 19 53 19 28 19 16 17 17 12 21 21 4 21 19 136 21 28 53 17 4 21 118 4 120 21 split_gain=382677 91487.3 34306.2 23594.4 20300.9 11329 9606.35 7647.92 6681.15 6565.83 5931.26 5569.3 5545.05 4674.63 4254.21 3940.53 3892.34 3772 3721.51 3685.1 3602.44 3533.37 3490.81 2950.97 2923.54 2586.03 2578.1 2575.72 2497.82 2431.7 threshold=10.405000209808351 14.550000190734865 8.0099999904632586 16.335000038146976 12.309999942779543 10.405000209808351 1.9650000333786013 9.5450000762939471 1018.2500000000001 11.269999980926515 20.524999618530277 14.550000190734865 18.219999313354496 1.4450000524520876 5.3849999904632577 6.9449999332427987 8.1500000953674334 7.4049999713897714 14.039999961853029 0 5.9449999332427987 1017.9500122070314 5.6050000190734872 15.405000209808351 5.6499998569488534 5.9049999713897714 0.58068084716796886 4.6499998569488534 -0.9099266231060027 7.7249999046325692 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 8 11 9 -3 20 14 15 19 18 -8 28 -5 23 -18 25 -4 -2 -21 -15 -9 -11 27 -22 -6 -1 -7 right_child=1 3 5 10 12 29 13 16 -10 24 -12 -13 -14 22 -16 -17 17 -19 -20 21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.07958022561614303 -0.022308724756471984 0.010231654153322311 -0.037860868010660048 0.048003398817536277 0.017245213681981991 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-0.0217057 -0.047267 0.0365682 -0.000243581 -0.0520672 0.0701611 -0.0275027 0.019651 -0.0255847 -0.0559147 0.0660387 0.0399716 0.0225131 0.0190798 -0.0286851 -0.00616576 -0.0240861 -0.033172 0.0429222 -0.0294848 0.0150931 -0.0028908 -0.000178111 -0.0642016 -0.0056587 internal_weight=1.33123e+06 796021 535208 282546 513475 304461 230747 213310 265222 188922 69236 223662 248253 41825 161420 64146 188899 27310 246811 218749 170352 145760 34680 161589 27502 173610 141621 23905 79039 80799 internal_count=1331229 796021 535208 282546 513475 304461 230747 213310 265222 188922 69236 223662 248253 41825 161420 64146 188899 27310 246811 218749 170352 145760 34680 161589 27502 173610 141621 23905 79039 80799 cat_boundaries=0 1 cat_threshold=2194 is_linear=0 shrinkage=0.05 Tree=27 num_leaves=31 num_cat=1 split_feature=16 16 16 18 18 52 16 52 20 20 12 20 20 76 52 18 52 136 20 12 18 117 18 28 16 12 18 14 20 20 split_gain=346207 64250.6 54832.3 14653.9 14432.4 13934.5 11753.8 8847.5 8804.44 7524.44 6414.66 6015.38 5641.24 5089.18 5990.74 4910.69 4507.34 4409.3 3953.87 3857.7 3459.4 3267.78 3241.51 3176.76 3135.43 2903.83 2893.71 2883.96 2720.35 2705.37 threshold=11.775000095367433 8.7100000381469744 15.405000209808351 11.775000095367433 14.550000190734865 2.6049998998641972 18.219999313354496 6.7449998855590829 7.7750000953674325 5.4549999237060556 1.5349999666213991 5.4349999427795419 4.9549999237060556 7.7650001049041757 2.245000004768372 12.699999809265138 7.8650000095367441 0 7.8550000190734872 1.0950000286102297 17.029999732971195 0.43049471080303198 17.029999732971195 1016.1499938964845 13.344999790191652 1.2250000238418581 16.335000038146976 2.3549998998641972 4.7950000762939462 4.3350000381469735 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 7 8 9 11 13 12 17 -7 -4 -2 14 18 21 -12 25 28 -14 -13 -11 -5 -21 -10 -1 -6 -9 -3 -19 right_child=2 3 6 22 26 10 -8 27 24 15 16 20 19 -15 -16 -17 -18 29 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.014990222334194081 -0.028941209504263987 -0.054835781282714983 0.010054049178629983 0.0073036788918483773 0.030358896390198106 0.022780129383051517 0.085699005287881297 0.031983123780232388 0.015784938270211862 -0.029111478874466801 -0.03356745125422033 0.04383403408011681 0.019805763926953619 -0.029087502979091052 0.0092605414508324727 -0.0035328559252608902 0.0067728244770467339 -0.083219159193459694 0.0024818449879986074 -0.0056359173628952458 0.06129011260519851 -0.045258064251911978 0.063875333091487768 0.010301062932256666 0.030790814954412011 -0.052742380256261739 0.066213952701677514 -0.00066293325046856005 -0.018628126552246656 -0.056448559937203407 leaf_weight=10237 11199 5372 10280 73891 133424 8733 22691 10364 84767 45314 30927 82582 47570 75181 24618 9693 8922 10651 22646 57054 43245 101576 2622 69188 59068 10138 5875 19481 151098 82822 leaf_count=10237 11199 5372 10280 73891 133424 8733 22691 10364 84767 45314 30927 82582 47570 75181 24618 9693 8922 10651 22646 57054 43245 101576 2622 69188 59068 10138 5875 19481 151098 82822 internal_value=-3.09803e-05 -0.0240885 0.0269944 -0.0103464 0.0183824 -0.0406849 0.0523832 -0.0152006 0.0126685 -0.0451141 -0.0160301 0.046829 0.00545484 -0.0179693 -0.0138665 -0.0380024 -0.0245355 -0.0548952 -0.0170451 0.00767104 0.0498334 -0.040277 0.00924232 0.00309848 0.0219473 -0.033758 0.0318711 0.0106738 -0.0198712 -0.0594926 internal_weight=1.33123e+06 704286 626943 385273 468145 319013 158798 308760 328846 270431 48582 136107 185011 278915 203734 156583 39849 113848 179116 173812 125827 146890 76513 126242 143835 20375 139299 29845 156470 93473 internal_count=1331229 704286 626943 385273 468145 319013 158798 308760 328846 270431 48582 136107 185011 278915 203734 156583 39849 113848 179116 173812 125827 146890 76513 126242 143835 20375 139299 29845 156470 93473 cat_boundaries=0 1 cat_threshold=544 is_linear=0 shrinkage=0.05 Tree=28 num_leaves=31 num_cat=1 split_feature=16 16 20 16 19 52 76 16 20 20 8 18 120 16 17 136 28 20 20 18 20 52 4 117 19 17 30 8 80 8 split_gain=312680 74879.9 29587.6 19405.7 17669.4 11178.9 8980.55 8460.46 7274.62 6437.18 5570.18 5412.57 5182.28 5107.38 4483.2 4430.04 4263.46 4187.98 3844.73 3695.29 3497.54 3039.71 3013.76 2954.97 2791.72 2708.8 2571.12 2491.36 2387.37 2368.19 threshold=10.405000209808351 14.550000190734865 6.555000066757203 16.335000038146976 12.699999809265138 1.9149999618530276 9.4250001907348651 8.0099999904632586 7.1150000095367441 6.2149999141693124 8.3499999046325701 11.775000095367433 1.0000000180025095e-35 20.524999618530277 14.039999961853029 0 1018.7500000000001 8.8150000572204608 7.1949999332427987 11.775000095367433 4.7950000762939462 5.6649999618530282 9.2500000000000018 0.44618082046508795 11.775000095367433 12.309999942779543 1016.1499938964845 11.449999809265138 292.82707214355474 8.7500000000000018 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 2 2 2 2 2 2 2 left_child=2 4 5 8 9 7 -7 12 10 29 24 16 19 18 22 -14 23 26 27 20 -1 28 -6 -4 -3 -9 -11 -5 -8 -2 right_child=1 3 11 13 14 6 21 25 -10 17 -12 -13 15 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.070176643698324853 -0.008034626561857567 0.013283417029615788 -0.0078751649125748512 0.048895342323530169 0.016677346134175371 0.015933394471236813 -0.0065389344570120746 -0.032738058332879641 0.040495766721917473 -0.0056195299920353296 0.0013273704654212842 0.011963895568033853 -0.04366206514966 0.11172259542736096 0.032469385510525847 -0.0003594025637241484 0.0025817600622137799 0.02340240655760923 0.068575937106722828 -0.026187689435465889 -0.050462787270949605 -0.0071506207843515012 -0.0020417057966950454 -0.024652637744329818 0.036834262879549239 0.0074832186322914291 0.0066217530341139696 -0.0035370632724554384 -0.039760889089608308 -0.029383244283540839 leaf_weight=27978 34084 17975 37765 19581 198108 14121 6326 109155 129233 85418 24150 20136 15955 5090 41938 9385 26446 22651 42003 12708 114884 12713 24120 86032 41952 4353 86166 2562 37251 20990 leaf_count=27978 34084 17975 37765 19581 198108 14121 6326 109155 129233 85418 24150 20136 15955 5090 41938 9385 26446 22651 42003 12708 114884 12713 24120 86032 41952 4353 86166 2562 37251 20990 internal_value=-2.94312e-05 0.0198403 -0.029582 0.0405134 0.0084647 -0.0376159 -0.0197186 -0.0418961 0.0330481 -0.00108282 0.0216004 -0.0123791 -0.0486098 0.0635135 0.0174753 -0.0276417 -0.0156416 0.00319535 0.0596881 -0.0520252 -0.0543235 -0.0286624 0.0146456 -0.0195346 0.0297702 -0.0311956 0.000527794 0.0428288 -0.0349381 -0.0161711 internal_weight=1.33123e+06 796021 535208 282546 513475 364829 70411 294418 213310 249309 84077 170379 180910 69236 264166 25340 150243 194235 64146 155570 142862 56290 222228 123797 59927 113508 171584 22143 43577 55074 internal_count=1331229 796021 535208 282546 513475 364829 70411 294418 213310 249309 84077 170379 180910 69236 264166 25340 150243 194235 64146 155570 142862 56290 222228 123797 59927 113508 171584 22143 43577 55074 cat_boundaries=0 1 cat_threshold=2456 is_linear=0 shrinkage=0.05 Tree=29 num_leaves=31 num_cat=2 split_feature=17 18 17 20 20 17 52 20 19 77 52 20 12 116 4 120 12 19 18 20 20 20 136 52 28 20 28 136 8 52 split_gain=270634 51139.5 44144.6 16952.8 13120.5 11427 10301.7 9795.5 8069.71 6707.69 6543.56 5718.79 5163.6 4977.52 4864.25 4861.37 4360.88 3779.68 3779.13 3664.67 3594.78 3500.29 3478.94 3353.25 3223.05 3116.55 2795.26 2777.43 2283.34 2225.81 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.6949999332427987 8.8150000572204608 18.219999313354496 5.0350000858306894 4.8750000000000009 13.344999790191652 6.2149999141693124 7.8650000095367441 5.0450000762939462 1.3450000286102297 0.49240480363368994 7.5499999523162851 1.0000000180025095e-35 1.7150000333786013 17.029999732971195 12.699999809265138 4.6449999809265146 6.7149999141693124 7.1949999332427987 0 9.6250000000000018 1019.0499877929689 10.244999885559084 1018.4500122070314 1 7.1499998569488534 2.3649998903274541 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 left_child=1 3 4 15 7 14 9 28 24 11 13 -3 -10 29 17 19 -8 -4 26 -1 -14 -16 -15 -18 -9 -6 -13 -17 -2 -5 right_child=2 6 5 10 25 -7 16 8 12 -11 -12 18 20 22 21 27 23 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.06800707957687957 -0.006122797497750701 -0.037567776774952939 0.039124319083161441 -0.020518159456547093 0.026629961205510411 0.079475409304687772 0.040559306216167768 0.00095004731177195578 0.031592004342797665 -0.025739765795014025 0.011930519924959825 -0.011907055736796832 -0.0025976493875280067 -0.044154693080789564 0.003743512350588063 -0.035933591523353257 -0.0086196724462470602 0.058679229638304235 0.011177354484454062 -0.045747624710541369 0.019101843953026748 0.040976320735552331 -0.02717614607830357 0.016699844872636812 0.015580051905237757 0.046514506142852671 0.0033492188387896204 0.0061561925748574615 -0.047855524730580544 0.0015866541556197489 leaf_weight=21953 5652 13676 73798 63331 82631 22700 10788 119081 67743 58421 11481 103728 25169 43213 13323 11053 23128 37150 33291 117229 78969 11996 100698 30089 55049 25876 42254 6072 7802 13885 leaf_count=21953 5652 13676 73798 63331 82631 22700 10788 119081 67743 58421 11481 103728 25169 43213 13323 11053 23128 37150 33291 117229 78969 11996 100698 30089 55049 25876 42254 6072 7802 13885 internal_value=-2.79762e-05 -0.0212982 0.0238665 -0.0334309 0.0161337 0.0466307 -0.0063363 0.0115339 0.0131615 -0.0108963 -0.0248735 -0.00640194 0.020847 -0.0267844 0.0411593 -0.0461656 0.0115722 0.0456721 -0.00402443 -0.0492586 0.0138573 0.0213842 -0.0322794 0.00569603 0.00557514 0.0313719 -0.00749118 -0.0210272 -0.0303237 -0.0165433 internal_weight=1.33123e+06 704290 626939 388915 467972 158967 315375 359465 346011 251370 232608 192949 171881 221127 136267 156307 64005 110948 179273 139182 104138 25319 143911 53217 174130 108507 145982 17125 13454 77216 internal_count=1331229 704290 626939 388915 467972 158967 315375 359465 346011 251370 232608 192949 171881 221127 136267 156307 64005 110948 179273 139182 104138 25319 143911 53217 174130 108507 145982 17125 13454 77216 cat_boundaries=0 1 2 cat_threshold=146 2456 is_linear=0 shrinkage=0.05 Tree=30 num_leaves=31 num_cat=0 split_feature=16 16 16 18 18 52 16 52 18 76 20 20 20 12 20 84 52 20 17 52 17 16 18 76 52 19 24 18 12 14 split_gain=256388 47562.9 41862.7 11150 10860.1 10589.8 8990.55 6983.46 6214.54 5933.29 5819.14 5509.68 5417.22 5005.04 4342.72 4335.72 3650.83 3490.27 3232.99 3215.4 3157.66 3147.75 3101.9 3053.6 2888.6 2860.16 2825.6 2690.89 2586.39 2545.29 threshold=11.775000095367433 8.7100000381469744 15.405000209808351 13.344999790191652 11.775000095367433 2.5249999761581425 18.219999313354496 6.7449998855590829 15.405000209808351 13.045000076293947 5.6749999523162851 4.8350000381469735 5.3150000572204599 1.2549999952316286 4.8750000000000009 0.84676876664161693 8.555000305175783 6.7349998950958261 14.550000190734865 1.0249999761581423 14.039999961853029 13.344999790191652 17.029999732971195 11.444999694824221 2.3249999284744267 11.775000095367433 229.50000000000003 17.029999732971195 1.3849999904632571 2.3750000000000004 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 5 3 10 7 8 12 15 11 -7 -2 -1 -4 19 -5 20 -11 -15 -16 -13 24 -12 -6 27 25 -3 -25 -14 -26 -9 right_child=2 4 6 14 22 9 -8 29 -10 16 21 13 23 17 18 -17 -18 -19 -20 -21 -22 -23 -24 26 28 -27 -28 -29 -30 -31 leaf_value=-0.056941008461801439 -0.014294161809066034 -0.017966814042698342 0.0011107308737382114 -0.019610791543049524 0.0061914092455503241 0.012176384523287934 0.074594376549988822 0.029702414627524817 0.019130852783693218 -0.033467350316666401 0.006483397572202009 -0.029209357199971281 0.040555372212890094 -0.043020643144193786 0.018974903666824743 -0.027179786729999312 0.0063476354182428908 -0.015054327115144941 0.030630998578982896 0.0027643313047999319 0.030710109702131838 0.020362658930256135 0.061996506467824064 -0.02749824860170641 0.026424985736329995 0.00064766406253739014 0.031550459331288271 0.056951244280964333 -0.0069424477518029021 -0.00080800306188225806 leaf_weight=39986 26579 155533 8146 5809 73861 15263 22764 10574 4544 27690 136124 45244 73553 157503 134290 61377 7269 12007 106801 9517 4218 58368 2577 2365 7471 23793 14132 37929 26082 19335 leaf_count=39986 26579 155533 8146 5809 73861 15263 22764 10574 4544 27690 136124 45244 73553 157503 134290 61377 7269 12007 106801 9517 4218 58368 2577 2365 7471 23793 14132 37929 26082 19335 internal_value=7.92592e-05 -0.0206329 0.0233351 0.0158061 -0.00879846 -0.0349082 0.0455099 -0.0129803 -0.0388458 -0.013833 0.0076498 -0.0398427 0.0406462 -0.0367942 0.0231091 -0.0154462 -0.0251886 -0.0410397 0.0241384 -0.0236526 -0.0121289 0.0106486 0.0080728 0.0431626 -0.0129777 -0.015497 0.0230853 0.0461337 0.000487234 0.00997862 internal_weight=1.3307e+06 703844 626860 467971 384821 319023 158889 308383 268801 50222 221071 264257 136125 224271 246900 278474 34959 169510 241091 54761 217097 194492 76438 127979 212879 179326 16497 111482 33553 29909 internal_count=1330704 703844 626860 467971 384821 319023 158889 308383 268801 50222 221071 264257 136125 224271 246900 278474 34959 169510 241091 54761 217097 194492 76438 127979 212879 179326 16497 111482 33553 29909 is_linear=0 shrinkage=0.05 Tree=31 num_leaves=31 num_cat=2 split_feature=16 16 16 20 20 16 20 136 8 20 20 19 21 120 17 52 28 136 64 20 76 52 76 20 17 19 16 17 20 20 split_gain=231971 58895.3 27673.3 13258.4 8243.94 8113.98 7590.55 6469.37 6967.47 5290.92 4889.04 4887.53 4815.42 3984.13 3752.04 3531.37 3337.51 3271.81 3046.6 2901.4 2812.08 2800.33 2755.87 2693.47 2646.74 2555.07 2505.1 2221.39 2176.43 2113.67 threshold=12.699999809265138 9.5450000762939471 15.405000209808351 5.9549999237060556 5.0450000762939462 18.219999313354496 8.1350002288818377 0 9.3499999046325701 9.5450000762939471 5.3150000572204599 11.775000095367433 7.2049999237060556 1.0000000180025095e-35 14.550000190734865 3.1250000000000004 1019.7500000000001 1 8.7150001525878924 4.4349999427795419 4.5050001144409189 2.8649998903274541 11.444999694824221 7.4949998855590829 9.5450000762939471 17.029999732971195 22.289999961853031 17.029999732971195 4.8750000000000009 6.4149999618530282 decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 7 -2 10 11 8 13 14 -4 15 16 21 24 20 17 -5 -17 -9 28 -1 25 -24 -6 -12 29 -16 -3 -7 right_child=2 6 5 12 9 26 -8 19 -10 -11 22 -13 -14 -15 27 18 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.025798454316049314 -0.017608978217170536 -0.044980650994302089 0.0010551941693670915 -0.035174554707614457 -0.0048604376409966798 0.03254577851524839 0.011953739670180819 -0.068229144216239476 -0.041671127797901358 0.034299305217935894 0.038379449895033869 0.002625583728368781 -0.0025514371413257603 0.017473760438316364 0.024088639000754527 0.030025909882004889 -0.0025066184617418496 -0.020070961402812018 -0.0044285666575251247 -0.043251571356114113 -0.026854709120212622 0.015390462649612495 -0.0030261004671593983 0.038286103590179754 0.0152153918391812 0.054345104041854102 0.17881805045654375 0.067885524412748657 -0.0091607114503131446 0.074958768161508718 leaf_weight=43873 15333 4421 8146 58601 17991 3483 74175 13110 55948 53675 73444 107427 32522 7397 92255 7625 16918 92741 40465 102742 35391 4555 6531 9966 187697 38038 525 2989 103964 18756 leaf_count=43873 15333 4421 8146 58601 17991 3483 74175 13110 55948 53675 73444 107427 32522 7397 92255 7625 16918 92741 40465 102742 35391 4555 6531 9966 187697 38038 525 2989 103964 18756 internal_value=7.52963e-05 -0.0168779 0.0257818 -0.0295298 0.0182858 0.0432344 -0.00236482 -0.0377909 -0.0291987 0.0198379 0.0386139 -0.00591345 -0.0201642 -0.016704 0.0172585 -0.0106945 -0.0235684 -0.0259229 0.00103443 -0.0460741 -0.0146176 -0.0219243 0.0410045 0.021931 0.0134594 0.043827 0.0708647 0.0254631 -0.0106218 0.0683162 internal_weight=1.3307e+06 801875 528829 428407 369940 158889 373468 227625 111773 354607 136125 299293 200782 55825 300932 191866 168260 151342 48090 115852 143776 48428 127979 16497 205688 111482 22764 95244 108385 22239 internal_count=1330704 801875 528829 428407 369940 158889 373468 227625 111773 354607 136125 299293 200782 55825 300932 191866 168260 151342 48090 115852 143776 48428 127979 16497 205688 111482 22764 95244 108385 22239 cat_boundaries=0 1 2 cat_threshold=5733 2202 is_linear=0 shrinkage=0.05 Tree=32 num_leaves=31 num_cat=3 split_feature=16 16 16 52 18 18 76 28 18 21 16 52 4 18 26 76 52 18 136 12 19 8 21 17 76 136 8 136 12 52 split_gain=209355 53153.3 25335.4 12286.3 11003.7 7948.21 7741.99 7016.59 5094.52 5075.46 4156.06 4035.14 3982.87 3911.88 3812.01 3725.52 3521.04 3398.62 3343.11 4660.64 3214.95 3167.63 3081.17 3069.13 2734.81 2554.49 3072.59 2473.29 2415.18 2771.48 threshold=12.699999809265138 9.5450000762939471 17.029999732971195 2.4050000905990605 14.550000190734865 8.0099999904632586 12.545000076293947 1017.7500000000001 15.405000209808351 5.6250000000000009 20.524999618530277 8.555000305175783 8.1500000953674334 13.344999790191652 232.50000000000003 6.0950000286102304 7.9949998855590829 9.5450000762939471 0 1.0549999475479128 15.405000209808351 6.9500000476837167 7.4449999332427987 17.029999732971195 5.3949999809265146 1 8.8499999046325701 2 1.2450000047683718 5.1949999332427987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 1 2 2 left_child=1 3 4 5 9 14 28 13 15 21 17 -8 20 16 -1 25 24 -4 -16 -20 -6 -2 -14 27 -3 -7 -27 -9 -5 -30 right_child=2 7 10 6 12 8 11 23 -10 -11 -12 -13 22 -15 18 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31 leaf_value=-0.0037461715871534673 0.008629767206652322 -0.0080487690606548465 0.012898258047458392 0.041895502098763866 0.025655364508143159 -0.030003588398468745 -0.0292159139987214 -0.0056877674421751991 0.022318682433329254 0.01602265459868427 0.09587580544012364 0.0043305656808673267 -0.0050095925549735951 0.014035031706255682 -0.048984939345878671 -0.038660243046287707 0.0064127120986450202 0.052901316706126925 -0.00072964769214208186 -0.038694510439333425 0.039377165187390796 -0.023386406821760311 0.027337123439197343 0.092240220603014303 -0.021344920756047953 -0.0084692966953744207 -0.030280311866665299 0.01000725442209662 -0.0066821857842654132 0.032049048033854909 leaf_weight=6960 17584 132797 5844 5021 93556 56107 41197 33305 5551 226803 5164 11457 13966 19468 77938 45356 30444 58056 9079 73757 78507 13780 15569 1043 54564 48146 24295 101847 17233 6310 leaf_count=6960 17584 132797 5844 5021 93556 56107 41197 33305 5551 226803 5164 11457 13966 19468 77938 45356 30444 58056 9079 73757 78507 13780 15569 1043 54564 48146 24295 101847 17233 6310 internal_value=7.15107e-05 -0.016034 0.0244927 -0.0280533 0.020251 -0.0321487 -0.0105464 -0.00224658 -0.0248347 0.0134156 0.0527296 -0.0219165 0.0290045 -0.00743892 -0.0399738 -0.0263399 -0.00935832 0.0492428 -0.0415421 -0.0345293 0.0319162 -0.00543677 0.0120416 0.00679928 -0.0119209 -0.0219928 -0.015782 0.00613991 0.0104129 0.00369857 internal_weight=1.3307e+06 801875 528829 428407 459765 347189 81218 373468 179455 258167 69064 52654 201598 237273 167734 173904 217805 63900 160774 82836 172063 31364 29535 136195 187361 128548 72441 135152 28564 23543 internal_count=1330704 801875 528829 428407 459765 347189 81218 373468 179455 258167 69064 52654 201598 237273 167734 173904 217805 63900 160774 82836 172063 31364 29535 136195 187361 128548 72441 135152 28564 23543 cat_boundaries=0 1 2 3 cat_threshold=2440 2200 144 is_linear=0 shrinkage=0.05 Tree=33 num_leaves=31 num_cat=2 split_feature=16 16 16 19 16 18 19 136 12 18 19 17 4 14 136 21 28 18 29 17 4 19 28 17 16 53 16 19 17 12 split_gain=188943 47971.2 22979.6 10807.9 6722.31 6616.24 5963.6 5368.42 4743.39 4721.44 4079.33 3890.96 3807.64 3116.74 3075.86 2962.86 2956.01 2906.54 2728.34 2594.96 2513.85 2404.98 2319.16 2213.67 2182.46 2121.38 2112.24 1920.96 1874.08 1857.32 threshold=12.699999809265138 9.5450000762939471 15.405000209808351 8.7100000381469744 18.219999313354496 11.775000095367433 9.5450000762939471 0 1.325000047683716 15.405000209808351 9.5450000762939471 14.039999961853029 7.3500001430511483 1.3750000000000002 1 5.5250000953674325 1016.7500000000001 18.219999313354496 1017.3500061035157 17.029999732971195 8.1500000953674334 15.405000209808351 1018.9500122070314 9.5450000762939471 22.289999961853031 1.6950000524520876 13.344999790191652 18.219999313354496 17.029999732971195 1.1050000190734866 decision_type=2 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 left_child=1 3 6 7 10 16 -2 -1 25 12 -4 23 14 -14 -5 -10 -3 22 21 -13 27 29 -7 -8 -6 -9 -25 -12 -18 -16 right_child=2 5 4 9 24 17 11 8 15 -11 20 19 13 -15 18 -17 28 -19 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31 leaf_value=-0.045050178860461337 -0.0028575070715801667 -0.011669833580817605 0.011950690097594571 -0.023790070582177428 0.061942537451910251 0.0013233876584408122 -0.0073228678364657702 -0.017069392089509694 -0.043806354787692299 0.023548548485117622 0.038726550353630602 0.024524777465430993 -0.055559756552385799 -0.024344459688389154 0.0059123903404487152 -0.02791757054212889 -0.00075013496048819208 0.10690032941865979 0.012449430788756322 0.066033307935546709 0.020365762662856217 0.035124185588876443 0.015037325852945408 0.010117324097515137 0.16508336015542349 0.019130197541133379 0.020283500735639982 0.060356129419461758 0.097192859422802438 -0.018726285586873555 leaf_weight=72211 36135 144049 16867 45597 22239 88419 10952 29370 42951 6717 90768 112217 9348 55315 9279 92592 92460 719 14226 3896 16916 2571 47330 92315 525 4694 114425 11574 491 43536 leaf_count=72211 36135 144049 16867 45597 22239 88419 10952 29370 42951 6717 90768 112217 9348 55315 9279 92592 92460 719 14226 3896 16916 2571 47330 92315 525 4694 114425 11574 491 43536 internal_value=6.79071e-05 -0.0152324 0.023268 -0.0266508 0.0391719 -0.00213425 0.0164373 -0.0336268 -0.0287589 -0.0176098 0.0349662 0.018526 -0.0191468 -0.0288571 -0.0136968 -0.0329524 -0.00718423 0.00663592 -0.00708105 0.0259175 0.0382213 -0.0120988 0.00610486 0.0145835 0.0643212 -0.0120811 0.015744 0.0411727 -0.000232765 -0.0143975 internal_weight=1.3307e+06 801875 528829 428407 158889 373468 369940 241818 169607 186589 136125 333805 179872 64663 115209 135543 237000 136468 69612 116113 119258 55386 135749 217692 22764 34064 206740 102342 92951 52815 internal_count=1330704 801875 528829 428407 158889 373468 369940 241818 169607 186589 136125 333805 179872 64663 115209 135543 237000 136468 69612 116113 119258 55386 135749 217692 22764 34064 206740 102342 92951 52815 cat_boundaries=0 1 2 cat_threshold=2176 2202 is_linear=0 shrinkage=0.05 Tree=34 num_leaves=31 num_cat=2 split_feature=16 16 16 52 19 17 52 76 12 21 19 17 64 136 52 16 12 16 18 52 76 25 76 52 23 52 136 64 52 28 split_gain=170521 43294.3 20956.9 10823.4 9296.79 7324.57 6318.42 6855.41 6207.64 5781.05 4137.05 4077.35 4008.51 3997.78 3763.25 3514.17 3110.76 2979.31 2965.45 2812.15 2804.06 2658.54 2654.82 2458.11 2384.51 2360.45 2322.85 2223.6 2193.6 2183.01 threshold=12.699999809265138 9.5450000762939471 17.029999732971195 3.3249999284744267 15.405000209808351 8.0099999904632586 7.055000066757203 5.3949999809265146 1.7749999761581423 5.5250000953674325 12.699999809265138 15.405000209808351 16.785000801086429 0 8.6949996948242205 20.524999618530277 1.1649999618530276 13.344999790191652 9.5450000762939471 2.4850000143051152 6.1649999618530282 236.50000000000003 7.1549999713897714 15.965000152587892 4.8350000381469735 0.69499999284744274 1 5.9149999618530282 2.1250000000000004 1018.7500000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 left_child=1 3 4 5 9 13 7 10 -5 -2 19 20 -8 16 -10 18 25 -11 -4 -3 26 -15 -6 -14 -23 -1 -7 -21 -9 -28 right_child=2 6 15 8 22 11 12 28 14 17 -12 -13 23 21 -16 -17 -18 -19 -20 27 -22 24 -24 -25 -26 -27 29 -29 -30 -31 leaf_value=-0.011436973015969467 -0.0043842995883287715 -0.006656072458498169 0.010630261690867591 0.020857525569504057 0.035368179625175585 -0.02645083783629211 0.033672367105147698 -0.03073268480440975 -0.02537645759089141 0.0094007916548777201 0.010994243920484564 0.021129796305038626 -0.0056719714612778463 -0.0084487227740065434 0.0081129827248793331 0.087460596317129699 -0.029322719058237301 0.019833502488498182 0.047997146612260129 0.045455243581719512 -0.032300702601573597 -0.053907814106003121 0.016501000730909678 0.015357216777348496 -0.037378779369615721 0.044032407766470445 -0.016094131553772515 0.0031968503838465494 -0.012438965800590111 0.010129371163951788 leaf_weight=6732 36957 155067 5844 16472 83188 54934 15698 23742 28595 100326 55941 5458 27226 6786 11871 5164 25182 215263 58056 4521 53832 26853 24031 28383 116404 2682 63537 9995 52895 9069 leaf_count=6732 36957 155067 5844 16472 83188 54934 15698 23742 28595 100326 55941 5458 27226 6786 11871 5164 25182 215263 58056 4521 53832 26853 24031 28383 116404 2682 63537 9995 52895 9069 internal_value=6.44858e-05 -0.0144708 0.0221046 -0.0253183 0.0182469 -0.0284298 -0.00202753 -0.00518686 -0.00501889 0.0143259 -0.0007966 -0.02145 0.01136 -0.0354923 -0.0155521 0.047786 -0.0201498 0.0165169 0.0445797 -0.00468609 -0.0227314 -0.0390259 0.0311395 0.00506139 -0.0404771 0.00436597 -0.0186924 0.0163582 -0.0181063 -0.0128169 internal_weight=1.3307e+06 801875 528829 428407 459765 371469 373468 302161 56938 352546 225524 186830 71307 184639 40466 69064 34596 315589 63900 169583 181372 150043 107219 55609 143257 9414 127540 14516 76637 72606 internal_count=1330704 801875 528829 428407 459765 371469 373468 302161 56938 352546 225524 186830 71307 184639 40466 69064 34596 315589 63900 169583 181372 150043 107219 55609 143257 9414 127540 14516 76637 72606 cat_boundaries=0 1 2 cat_threshold=4640 2200 is_linear=0 shrinkage=0.05 Tree=35 num_leaves=31 num_cat=3 split_feature=16 16 20 16 20 52 76 18 20 20 18 28 4 76 26 20 20 76 120 20 120 136 20 80 18 8 136 52 16 136 split_gain=154826 38843.4 16621.7 10032.1 9144.08 7070.66 7631 5693.77 4934.06 4744.91 4145.65 3750.97 3487.07 3302.65 3218.28 3171.22 3117.42 3235.69 2981.01 2877.05 2808.13 2791.31 2602.83 2455.16 2445.93 2351.9 2350.71 2322.44 2228.5 2210.43 threshold=10.405000209808351 14.550000190734865 6.555000066757203 16.335000038146976 8.4149999618530291 1.4450000524520876 7.6849999427795419 11.775000095367433 5.2249999046325692 4.7449998855590829 14.550000190734865 1017.4500122070314 9.1500000953674334 6.0950000286102304 290.50000000000006 7.2349998950958261 8.6350002288818377 8.1750001907348651 0.18222858756780627 4.5850000381469735 -0.9366365075111388 0 6.8750000000000009 290.73324584960943 16.335000038146976 11.949999809265138 1 5.4149999618530282 18.219999313354496 2 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 1 left_child=2 4 5 8 7 9 -7 27 -3 20 13 14 19 18 -4 25 17 21 -11 -9 -1 -10 -14 -8 29 -5 -13 -2 -17 -21 right_child=1 3 11 15 -6 6 23 12 16 10 -12 26 22 -15 -16 28 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.06606136373667143 -0.0083808774928470619 -0.0067971604850645059 0.0008629279713738468 0.035597531576898982 0.0174413132275247 0.018877154511196693 0.00056024963530314047 -0.039492507398550196 0.0070757742204534462 -0.028503718440509692 0.0098828092256037954 -0.011827978417460616 -0.021935417593317009 -0.039888481427252168 -0.017058416673471688 0.044863794266843102 0.033899973323921508 0.0040482439575304403 -0.0092753056577946254 -0.0036707316871195821 -0.037048934806442668 0.028293622790277334 0.0058782865447992482 -0.024778215268670432 0.062644329472161558 -0.019202206766409796 0.012941427225267588 0.0067701538771604251 0.067915885764255099 0.011912068235353502 leaf_weight=13173 125802 12613 34334 21512 127141 14340 11261 2940 18848 153610 6938 14252 16594 56270 92651 29064 70637 23476 23201 26450 22735 87903 17058 63290 2210 2154 29167 31658 16400 163028 leaf_count=13173 125802 12613 34334 21512 127141 14340 11261 2940 18848 153610 6938 14252 16594 56270 92651 29064 70637 23476 23201 26450 22735 87903 17058 63290 2210 2154 29167 31658 16400 163028 internal_value=2.45513e-05 0.014014 -0.0207676 0.0288983 0.00581248 -0.0267897 -0.0145257 0.00197958 0.0235375 -0.0307405 -0.0282045 -0.00787511 0.00702472 -0.0293382 -0.0122129 0.0454528 0.0254423 0.0208547 -0.0259806 0.00959435 -0.0476923 0.0245507 -0.00783682 -0.0209508 0.0103472 0.0306098 0.00481129 -0.0053347 0.0531793 0.00973724 internal_weight=1.33071e+06 795488 535222 282607 512881 364818 88891 385740 213477 275927 240019 170404 228280 233081 126985 69130 200864 130227 176811 194628 35908 106751 33652 74551 191688 23666 43419 157460 45464 189478 internal_count=1330710 795488 535222 282607 512881 364818 88891 385740 213477 275927 240019 170404 228280 233081 126985 69130 200864 130227 176811 194628 35908 106751 33652 74551 191688 23666 43419 157460 45464 189478 cat_boundaries=0 1 2 3 cat_threshold=156 144 146 is_linear=0 shrinkage=0.05 Tree=36 num_leaves=31 num_cat=3 split_feature=16 20 17 19 20 118 16 8 52 76 16 20 136 31 12 8 20 16 136 8 12 31 17 20 19 136 120 52 52 12 split_gain=140495 35697.8 17339.5 11792.4 8999.17 7613.11 6459.94 5773.21 5146.24 4368.44 3915.28 3694.76 3203.92 3199.99 3144.2 3034.44 2725.04 2653.18 2619.14 2601.18 2493.1 2460.78 2381.91 2362.99 2347.23 2163.25 2110.8 2064.09 1944.3 1865.71 threshold=12.699999809265138 6.6349999904632577 16.335000038146976 9.5450000762939471 5.2449998855590829 0.58068084716796886 15.405000209808351 9.5500001907348651 1.6449999809265139 12.175000190734865 7.4149999618530282 9.5850000381469744 0 1017.7500000000001 1.0850000381469729 6.9500000476837167 7.4149999618530282 20.524999618530277 1 12.34999990463257 1.3049999475479128 1018.4500122070314 20.524999618530277 5.4549999237060556 15.405000209808351 2 0.18222858756780627 4.2950000762939462 4.6150000095367441 3.2849999666213994 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 left_child=1 3 4 8 15 13 11 12 10 -10 26 14 -5 29 25 -2 19 -8 -15 -16 24 -7 -4 -9 -14 -6 -1 -22 -17 -3 right_child=2 5 22 7 6 21 17 23 9 -11 -12 -13 20 18 16 28 -18 -19 -20 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.041616058886041744 0.0073600141204753821 -0.0020102755429201777 0.041852566566072662 -0.01598939472865472 0.028030895771001069 -0.014191527352753511 0.028910670398304129 -0.037551719565660106 0.0060662691490303211 -0.024216806819885014 -0.026076631402811929 0.027814068942297827 0.0088078105175352691 -0.0014433232018710653 0.0072930536807043651 -0.032486181755379727 0.01494946026258458 0.090933271616964462 0.018667833370343095 -0.016372177353476128 -0.01368545214150812 0.0028473021288140245 0.078411370811144313 -0.017189759790453025 0.067697650626424938 0.0059017345474077177 -0.017309642784236027 0.017426076495518694 0.018250023569569358 0.01596087121017483 leaf_weight=91342 13017 121687 58155 38706 48816 102081 92575 20472 17098 39238 127828 50263 30338 22895 80174 13401 135750 1757 55299 13578 26561 26741 4825 46868 1792 14298 9900 6670 2198 16387 leaf_count=91342 13017 121687 58155 38706 48816 102081 92575 20472 17098 39238 127828 50263 30338 22895 80174 13401 135750 1757 55299 13578 26561 26741 4825 46868 1792 14298 9900 6670 2198 16387 internal_value=2.33405e-05 -0.0131697 0.0200298 -0.0223388 0.0167007 -0.00103213 0.0184787 -0.0119726 -0.0285645 -0.0150259 -0.0318941 0.0152908 -0.00459115 0.00469957 0.0131397 -0.0104637 0.0104217 0.0300659 0.0127815 0.00386564 0.00216087 -0.0106546 0.0446534 -0.02338 0.0120923 0.0230231 -0.0392392 -0.00744086 -0.0253371 0.000122589 internal_weight=1.33071e+06 801903 528807 456813 465827 345090 437211 171407 285406 56336 229070 342879 104067 216268 292616 28616 229502 94332 78194 93752 65361 128822 62980 67340 32130 63114 101242 33231 15599 138074 internal_count=1330710 801903 528807 456813 465827 345090 437211 171407 285406 56336 229070 342879 104067 216268 292616 28616 229502 94332 78194 93752 65361 128822 62980 67340 32130 63114 101242 33231 15599 138074 cat_boundaries=0 1 2 3 cat_threshold=2202 144 1891 is_linear=0 shrinkage=0.05 Tree=37 num_leaves=31 num_cat=2 split_feature=17 16 16 20 16 17 20 20 28 26 4 20 136 4 28 18 31 19 12 120 24 20 16 53 20 4 16 117 19 136 split_gain=126969 27834.2 23752 7556.23 7131.44 6284.26 5901.96 5119.11 4270.37 4209.95 4088.52 3918.29 3319.17 3113.18 2914.74 2895.11 2831.72 2757.36 2665.71 2598.85 2734.3 2544.29 2327.28 2121.29 2043.54 2007.83 1981.79 1918.47 1915.98 1814.51 threshold=11.775000095367433 9.5450000762939471 14.550000190734865 5.4949998855590829 16.335000038146976 18.219999313354496 5.1949999332427987 8.2150001525878924 1019.8500061035157 248.50000000000003 10.84999990463257 5.1349999904632577 0 6.1499998569488534 1016.7500000000001 14.550000190734865 1017.8500061035157 11.775000095367433 1.544999957084656 -0.9366365075111388 306.50000000000006 7.0350000858306894 15.405000209808351 2.554999947547913 4.5150001049041757 9.7500000000000018 20.524999618530277 0.52247866988182079 12.699999809265138 1 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 left_child=1 3 5 19 17 6 13 11 9 -5 15 -3 -11 -2 27 16 -8 -4 23 24 28 -12 29 -14 -1 -19 -6 -13 -21 -16 right_child=2 7 4 8 26 -7 10 -9 -10 12 21 14 18 -15 22 -17 -18 25 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.068602052328910354 0.002209740527070687 -0.030392535729398557 0.0095530296002822191 0.0012500020281434703 0.040710477889073123 0.088853779650897469 0.0041513562297008878 0.013291502398534896 0.0010303990841035559 -0.030391541496326092 -0.029867168386277926 -0.0032105945487414449 -0.011328359039727967 -0.03505836249734387 -0.0088555705073499191 0.020610083864869292 0.014491802004610033 0.027693127459828992 -0.022057150041298143 -0.025279941921518324 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250816 375911 373497 309485 267041 241884 351065 269174 221705 22432 253880 331746 270322 190220 137056 127457 103216 19319 100067 37300 24241 160523 60596 153813 55078 94867 internal_count=1330710 703983 626727 394498 250816 375911 373497 309485 267041 241884 351065 269174 221705 22432 253880 331746 270322 190220 137056 127457 103216 19319 100067 37300 24241 160523 60596 153813 55078 94867 cat_boundaries=0 1 2 cat_threshold=2202 154 is_linear=0 shrinkage=0.05 Tree=38 num_leaves=31 num_cat=3 split_feature=16 18 17 16 19 18 28 16 21 52 120 117 136 116 4 4 8 21 18 118 16 12 28 23 136 52 76 17 136 12 split_gain=115561 30096.3 14264.4 7459.21 7145.63 6486.56 6445.4 5876.33 4469.95 3570.2 3099.65 3049.13 2736.18 2716.68 2821.35 2652.11 2622 2464.57 2405.16 2330.44 2299.69 2229.26 2222.16 2023.89 2022.31 2013.5 2802.48 1979.43 1877.42 1642.62 threshold=12.699999809265138 9.5450000762939471 16.335000038146976 8.0099999904632586 9.5450000762939471 17.029999732971195 1019.4500122070314 15.405000209808351 5.805000066757203 3.5749999284744267 1.0000000180025095e-35 0.58068084716796886 0 -0.38266885280609125 7.0499999523162851 9.2500000000000018 9.5500001907348651 7.1050000190734872 14.550000190734865 -0.53727915883064259 18.219999313354496 1.7549999952316286 1020.5499877929689 5.6749999523162851 1 4.6849999427795419 3.8449999094009404 20.524999618530277 2 1.7250000238418581 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 left_child=1 3 4 9 13 6 8 15 16 10 23 25 -12 14 -2 18 -3 -17 -6 -5 -9 -11 28 -1 -8 26 -10 -4 -21 -27 right_child=2 5 27 19 7 -7 24 20 11 21 12 -13 -14 -15 -16 17 -18 -19 -20 22 -22 -23 -24 -25 -26 29 -28 -29 -30 -31 leaf_value=-0.037667774403931473 -0.0077288968590519952 -0.01162809960245385 0.037946006703088411 0.0094589997487353368 0.012274138581126675 0.048819888140425316 -0.002181016025506488 0.026791182792049645 0.00026789868228766742 0.034902215082694234 -0.027958713552355203 -0.01182384166684195 0.0065945650682858424 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-0.00343321 -0.01638 -0.0335282 0.00769755 -0.000283317 -0.00354361 0.0404993 -0.0180211 0.00884325 internal_weight=1.33071e+06 801903 528807 387873 465827 414030 407979 416060 307971 189031 176355 255673 23867 49767 24117 329792 52298 33624 296168 198842 86268 12676 189695 152488 100008 169172 124645 62980 173720 44527 internal_count=1330710 801903 528807 387873 465827 414030 407979 416060 307971 189031 176355 255673 23867 49767 24117 329792 52298 33624 296168 198842 86268 12676 189695 152488 100008 169172 124645 62980 173720 44527 cat_boundaries=0 1 2 3 cat_threshold=2192 152 2194 is_linear=0 shrinkage=0.05 Tree=39 num_leaves=31 num_cat=0 split_feature=17 16 16 53 18 17 76 20 20 20 20 20 4 4 20 19 118 76 53 76 17 120 83 20 28 16 53 19 20 12 split_gain=104440 22773.3 19446.7 6322.63 6111.5 5688.4 5502.07 5220.47 4429.63 4266.04 3459.99 3419.13 3302.54 2791.56 2666.33 2511.25 2509.94 2490.54 2746.82 2433.2 2271.73 2214.04 2203.67 2185.16 2137.55 2082.52 2065.09 2026.7 2025.9 1846.58 threshold=11.775000095367433 9.5450000762939471 14.550000190734865 2.2350000143051152 18.219999313354496 17.029999732971195 12.795000076293947 5.1949999332427987 8.2150001525878924 5.4949998855590829 5.1349999904632577 5.2950000762939462 10.84999990463257 6.1499998569488534 9.5850000381469744 11.775000095367433 0.59480014443397533 5.7349998950958261 10.444999694824221 7.2249999046325692 20.524999618530277 0.18222858756780627 288.38043212890631 6.8750000000000009 1021.7500000000001 16.335000038146976 3.3549998998641972 13.344999790191652 8.0349998474121112 1.2450000047683718 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 5 9 11 7 29 13 10 21 -3 -4 14 -2 17 24 26 27 -19 25 -7 -1 -8 -14 -11 -13 -12 -9 -21 -5 right_child=2 8 4 6 -6 20 22 12 -10 15 16 19 23 -15 -16 -17 -18 18 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.033927501062229165 0.0013276429351236857 -0.028454636966472852 -0.0014459025951501507 0.042435462161053115 0.05213834962118899 0.041890936990235036 0.0055870642922035939 0.0064034830291500259 0.012414121332814569 -0.022540485491789608 -0.0036318879331441525 0.024972258585091719 -0.030297884093231028 -0.034478439546857982 0.022952562199128283 -1.1057144359988842e-05 -0.010918558454169711 -0.012549433702316971 0.0066355209145697903 0.0029719153150823321 0.15379062826278583 -0.0099933976960877389 -0.022878103080402723 0.0037085678338601735 0.0027892103525383018 0.039246395526997796 0.0091326082810041075 0.016399209706948126 0.024168889275163558 0.0050356528673841548 leaf_weight=107075 10635 15294 13114 3886 20034 7952 8210 111460 40311 179650 125594 140976 8793 11151 32726 14852 85908 26517 62946 20625 481 10621 39568 10208 8734 31209 42378 93042 24858 21902 leaf_count=107075 10635 15294 13114 3886 20034 7952 8210 111460 40311 179650 125594 140976 8793 11151 32726 14852 85908 26517 62946 20625 481 10621 39568 10208 8734 31209 42378 93042 24858 21902 internal_value=1.99925e-05 -0.0131966 0.0148658 -0.0211618 0.0256483 0.00767146 -0.00794084 0.00673972 -0.00304336 -0.0241924 -0.00535824 0.0233487 0.00823579 -0.0169994 0.0094144 -0.0198056 -0.00396689 0.00790725 0.000949065 0.0248425 0.0482735 -0.0317677 -0.0179868 -0.0120284 -0.0213661 0.0275595 -0.000411507 0.0109512 0.0145568 0.0106714 internal_weight=1.33071e+06 703983 626727 394498 250816 375911 73566 367478 309485 320932 269174 230782 345692 21786 326691 203236 253880 293965 89463 217668 8433 117696 47778 19001 188384 172185 167972 204502 45483 25788 internal_count=1330710 703983 626727 394498 250816 375911 73566 367478 309485 320932 269174 230782 345692 21786 326691 203236 253880 293965 89463 217668 8433 117696 47778 19001 188384 172185 167972 204502 45483 25788 is_linear=0 shrinkage=0.05 Tree=40 num_leaves=31 num_cat=0 split_feature=16 17 16 20 17 28 52 17 20 19 25 120 16 20 12 52 12 76 52 17 16 23 19 76 56 20 25 12 8 19 split_gain=95869.3 25098.4 10573.4 7822.18 6476.45 5555.37 4839.21 4769.67 4680.87 3566.17 3532.91 3443.79 2972.13 2774.96 2612.26 2591.38 3256.32 2498.38 2159.61 2133.53 2086.74 2024.92 1937.01 1776.17 1686.05 1679 1656.19 1602.44 1578.54 1532.16 threshold=10.405000209808351 14.550000190734865 8.0099999904632586 8.6350002288818377 17.029999732971195 1019.0499877929689 3.7849999666213994 14.550000190734865 5.0450000762939462 10.960000038146974 294.50000000000006 1.0000000180025095e-35 17.029999732971195 4.8750000000000009 1.7749999761581423 2.4050000905990605 1.544999957084656 5.805000066757203 6.0850000381469735 20.524999618530277 18.219999313354496 5.6549999713897714 13.344999790191652 4.3250000476837167 252.00013732910159 4.3350000381469735 298.50000000000006 3.6550000905990605 6.9500000476837167 11.775000095367433 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 5 13 8 11 9 28 15 22 21 -7 -3 -8 23 -17 29 -19 -6 27 25 -10 -4 -18 -1 -13 -5 -2 -15 right_child=1 4 7 20 19 12 14 -9 10 -11 -12 26 -14 17 -16 16 24 18 -20 -21 -22 -23 -24 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21453 14287 11040 24003 3385 44788 4945 1519 69324 57529 58353 21533 102867 9869 15698 8893 124405 internal_value=3.45097e-05 0.0110355 -0.0163484 0.00479118 0.0236657 0.00182234 -0.024422 -0.0102199 -0.00185357 -0.0113898 -0.000379479 -0.0265864 0.0106221 0.0191827 -0.000176045 -0.0138025 -0.00441079 0.0200693 0.0101968 0.0373873 0.0171637 -0.0292054 0.00433261 -0.0166034 -0.0103172 -0.033369 -0.0110543 0.0162932 -0.0280666 0.0233299 internal_weight=1.32983e+06 795593 534234 532383 263210 429357 230535 303699 302848 293468 286724 211642 126509 198393 18893 246280 56576 194031 48173 64817 103026 181104 166622 189704 45536 111780 30538 101507 16124 145858 internal_count=1329827 795593 534234 532383 263210 429357 230535 303699 302848 293468 286724 211642 126509 198393 18893 246280 56576 194031 48173 64817 103026 181104 166622 189704 45536 111780 30538 101507 16124 145858 is_linear=0 shrinkage=0.05 Tree=41 num_leaves=31 num_cat=4 split_feature=18 16 16 16 52 4 18 52 76 84 20 31 20 136 121 20 136 136 28 52 85 20 8 136 20 4 13 52 52 76 split_gain=86876.4 21724.8 15875.9 8064.15 5358.04 5155.17 4712.46 4153.85 4011.87 3665 3648.94 3638.28 3062.73 2706.59 3528.5 2579.16 2996.92 2572.89 2631.41 2355.51 2204.09 2023.98 2031.56 1897.17 1838.39 1766.14 1735.01 2118.25 1712.99 1857.75 threshold=10.960000038146974 13.344999790191652 8.7100000381469744 17.029999732971195 6.9449999332427987 8.6500000953674334 15.405000209808351 1.544999957084656 7.9249999523162851 0.82450243830680858 6.7149999141693124 1017.9500122070314 4.7950000762939462 0 1.0000000180025095e-35 10.574999809265138 1 2 1017.5499877929689 4.9649999141693124 0.80078300833702099 7.2349998950958261 13.150000095367433 3 7.7349998950958261 9.7500000000000018 2.1049998998641972 13.404999732971193 1.4049999713897707 6.4449999332427987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 2 1 2 2 2 2 2 2 left_child=2 5 7 12 9 6 11 13 -9 17 -7 -2 -3 -1 -15 16 20 24 -19 -10 -14 22 -18 -13 -4 -5 -6 -28 -11 -30 right_child=1 3 4 25 26 10 -8 8 19 28 -12 23 15 14 -16 -17 21 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31 leaf_value=-0.03166188167169897 -0.0005091585591745116 -0.020175880591403874 -0.014910018129224498 0.039781075579834457 0.026948988796757639 -0.021700812898536165 0.032863187864726112 0.020388313820677975 -0.021998422247936692 -0.028738440926064208 0.0034776331387183211 -0.0016099528126888867 0.02981670049246761 -0.02353759361107946 0.004494590254465163 0.033350018580048282 0.0088519532502619007 -0.0049728373188085637 0.011270666571226089 0.0028812463941725584 0.0086622989835565822 0.016840200943686354 -0.022510195186614859 0.014567298392528358 0.0058056840311862621 0.0045372310543795582 -0.011424895903891369 0.016446536603636538 0.0043062511875569557 -0.017422119823953603 leaf_weight=102095 162454 5370 73755 54850 11836 32454 15197 8718 40834 24150 25852 22824 56907 102860 12601 24840 59320 96153 33661 12403 15713 136730 5656 88066 12529 3801 12264 15349 12358 48227 leaf_count=102095 162454 5370 73755 54850 11836 32454 15197 8718 40834 24150 25852 22824 56907 102860 12601 24840 59320 96153 33661 12403 15713 136730 5656 88066 12529 3801 12264 15349 12358 48227 internal_value=3.27842e-05 0.0119729 -0.0136458 0.0205198 -0.00639312 0.00302324 0.00576339 -0.0224752 -0.0110532 -0.00866512 -0.0105371 0.00425673 0.0172502 -0.025728 -0.0204765 0.017922 0.016525 -0.0052093 -0.000760809 -0.016202 0.025236 0.0133868 0.00612196 0.0112388 -0.0119006 0.037497 0.0109329 0.00406776 -0.0174784 -0.01299 internal_weight=1.32983e+06 710034 619793 363187 340282 346847 288541 279511 61955 300833 58306 273344 304536 217556 115461 299166 274326 216098 129814 53237 72620 201706 64976 110890 86284 58651 39449 27613 84735 60585 internal_count=1329827 710034 619793 363187 340282 346847 288541 279511 61955 300833 58306 273344 304536 217556 115461 299166 274326 216098 129814 53237 72620 201706 64976 110890 86284 58651 39449 27613 84735 60585 cat_boundaries=0 1 2 3 4 cat_threshold=2448 1056 2200 144 is_linear=0 shrinkage=0.05 Tree=42 num_leaves=31 num_cat=0 split_feature=17 16 18 20 52 16 52 18 17 76 16 76 4 12 76 52 28 16 28 20 20 12 52 52 120 24 20 20 52 123 split_gain=78818.7 17240.6 14893 6226.35 5709.54 5170.35 4437.74 4242.68 4080.01 4076.16 3662.92 3590.84 3101.52 2884.51 2729.32 2577.99 2557.27 2219.78 2030.32 1968.08 1948.79 2538.04 3536.56 1864.87 1746.7 1720.8 1665.77 1629.73 2318.32 1616.42 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 5.3350000381469735 3.5749999284744267 13.344999790191652 4.4849998950958261 18.219999313354496 17.029999732971195 4.3250000476837167 8.0099999904632586 16.214999198913578 7.6499998569488534 1.6150000095367434 5.9449999332427987 10.50500011444092 1022.0499877929689 18.219999313354496 1016.4500122070314 4.7950000762939462 4.5850000381469735 1.2250000238418581 0.73500001430511486 11.534999847412111 -0.9099266231060027 315.50000000000006 10.574999809265138 7.9349999427795419 1.6449999809265139 -0.74892720580101002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 12 10 8 9 14 18 19 16 -6 24 -8 -4 -15 20 26 -5 -3 -1 22 -22 -13 29 -23 -7 28 -21 -2 right_child=2 6 7 5 11 17 13 -9 -10 -11 -12 23 -14 15 -16 -17 -18 -19 -20 27 21 25 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.040848177879125973 -0.0032116171431507963 -0.030449117061735743 0.027755953748675285 -0.0010766734803881268 0.017442269397272163 0.013721088919631617 0.031783232584665172 0.047614735312982881 0.055789049985395273 -0.016905850399315584 -0.014798050125916451 -0.018689008856383828 -0.034343698367356172 -0.0056040379667438205 0.010725030434737671 0.014860772277862512 0.0082460171974216498 0.043481966559841601 0.0084928995989963438 -0.0052679412987837026 -0.02054315971917791 -0.023117767586190816 0.017576416913089251 0.017188119225789618 0.0064122074890270598 -0.034912024617591318 0.031851635954290698 0.0090642812746268963 0.01975473591299479 -0.050778579964292525 leaf_weight=19901 4431 5881 92427 101570 16237 197730 10979 21223 3891 62488 156932 21328 10402 32889 31556 28921 5597 7010 122005 125750 30626 81147 7593 4363 18121 49971 13536 32338 9992 2992 leaf_count=19901 4431 5881 92427 101570 16237 197730 10979 21223 3891 62488 156932 21328 10402 32889 31556 28921 5597 7010 122005 125750 30626 81147 7593 4363 18121 49971 13536 32338 9992 2992 internal_value=3.1138e-05 -0.0114643 0.012921 0.00868967 -0.0184043 0.010304 -0.00262902 0.0269573 0.00502886 -0.00595231 -0.0204831 -0.000963492 -0.0113283 0.00816642 0.0234213 0.00397148 -0.0250622 0.0158012 0.00414545 -0.00201772 -0.0260473 -0.0243079 -0.0129699 -0.0125961 -0.00195602 -0.0276127 0.0148827 -0.00102293 -0.00342602 -0.0223845 internal_weight=1.32983e+06 702933 626894 481688 393695 445742 309238 145206 227466 236449 351767 41928 35946 72789 123983 61810 194835 218276 223575 173961 189238 169337 38219 25691 25544 131118 211266 168080 135742 7423 internal_count=1329827 702933 626894 481688 393695 445742 309238 145206 227466 236449 351767 41928 35946 72789 123983 61810 194835 218276 223575 173961 189238 169337 38219 25691 25544 131118 211266 168080 135742 7423 is_linear=0 shrinkage=0.05 Tree=43 num_leaves=31 num_cat=5 split_feature=18 17 20 20 8 120 17 28 52 76 136 117 20 136 136 26 4 20 12 136 20 52 120 67 79 76 136 17 31 28 split_gain=71539.2 17098.7 12764.3 5545.75 6096.16 5272.23 5214.3 4730.73 4159.55 3947.05 3869.84 3046.08 2953.5 2675.78 2511.17 2431.33 2424.35 2380.24 2346.82 2153.76 2035.61 1820.79 1804.09 1762.22 1645.89 1591.02 1562.35 1561.23 1558.87 1537.48 threshold=10.960000038146974 14.550000190734865 6.3350000381469735 7.3150000572204599 9.7500000000000018 1.0000000180025095e-35 17.029999732971195 1017.0499877929689 1.4049999713897707 7.6849999427795419 0 0.49240480363368994 4.7950000762939462 1 2 229.50000000000003 9.2500000000000018 9.9250001907348651 3.1049998998641972 3 7.5350000858306894 4.9649999141693124 -0.97233289480209339 42.43499946594239 2.3349999189376835 16.214999198913578 4 20.524999618530277 1017.7500000000001 1019.9500122070314 decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 left_child=2 3 5 4 14 8 16 11 12 -10 -7 18 22 -9 29 -6 19 23 -4 24 -18 -11 -1 28 -3 -23 -17 -8 -5 -2 right_child=1 6 7 17 15 10 27 13 9 21 -12 -13 -14 -15 -16 26 20 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.056170247805349953 0.006921351904489741 0.031257074293540403 -0.0045190105549378174 0.0061904791876228873 -0.044175745327807318 -0.014901474298469601 0.031834559349137585 -0.0080951123427930455 0.013704987571772888 -0.020990939636382794 0.014802251602705924 -0.013882441850427168 -0.022332286774808658 0.010990181423078286 -0.0033403437513714533 -0.0012230760474927693 -0.01571710540547817 0.026031856646885961 0.021222961997690352 0.014490216236906127 0.017959272503665538 0.027016728428369319 -0.03097731797140349 -0.0049453590942613885 0.014989898415270318 -0.01182633945116638 -0.017945553418514955 0.062545918309921414 0.015096173824688903 0.024172047804642313 leaf_weight=9986 78370 46847 66834 108741 5974 27796 56215 26390 13208 46849 18095 118398 185046 60347 59894 24812 9715 21912 10206 103169 8339 3912 24642 21219 23275 8084 31973 4467 89647 15465 leaf_count=9986 78370 46847 66834 108741 5974 27796 56215 26390 13208 46849 18095 118398 185046 60347 59894 24812 9715 21912 10206 103169 8339 3912 24642 21219 23275 8084 31973 4467 89647 15465 internal_value=2.95811e-05 0.0108646 -0.012383 0.00510885 -0.000702444 -0.0189428 0.0213244 -0.00453425 -0.0214209 -0.0109961 -0.0031892 -0.00884718 -0.0248403 0.00518376 0.0046585 -0.0138342 0.0172743 0.0103179 -0.0011088 0.0190909 -0.000162252 -0.0165404 -0.0382424 0.00874995 0.025854 0.000840723 -0.0106421 0.0340953 0.0102148 0.00976341 internal_weight=1.32983e+06 710034 619793 458007 216488 337618 252027 282175 291727 72053 45891 195438 219674 86737 153729 62759 191345 241519 77040 173291 18054 58845 34628 219607 70122 11996 56785 60682 198388 93835 internal_count=1329827 710034 619793 458007 216488 337618 252027 282175 291727 72053 45891 195438 219674 86737 153729 62759 191345 241519 77040 173291 18054 58845 34628 219607 70122 11996 56785 60682 198388 93835 cat_boundaries=0 1 2 3 4 5 cat_threshold=2456 144 5925 1057 6661 is_linear=0 shrinkage=0.05 Tree=44 num_leaves=31 num_cat=3 split_feature=16 16 16 52 76 52 28 17 136 12 19 64 21 4 19 12 52 16 136 120 136 16 84 64 21 28 52 15 52 18 split_gain=65442.7 16944 8508.35 5332.88 5218.97 4274.67 3594.29 3557.52 3484.17 4237.62 3439.72 3350.9 3292.43 3370.46 3072.76 2860.83 2686.81 2626.78 2281.7 2130 2072.34 1900.36 1816.6 1767.53 1629.68 1618.27 1610.29 1599.06 1573.47 1492.47 threshold=12.309999942779543 8.7100000381469744 15.405000209808351 7.8650000095367441 6.5850000381469735 4.055000066757203 1022.0499877929689 14.550000190734865 0 1.2250000238418581 9.5450000762939471 14.59500026702881 6.8650000095367441 7.5499999523162851 11.775000095367433 1.9149999618530276 2.1250000000000004 18.219999313354496 1 -0.60873827338218678 2 7.4149999618530282 0.85632240772247326 7.1250000000000009 7.5450000762939462 1017.6499938964845 24.595000267028812 3.0749999284744267 11.534999847412111 17.029999732971195 decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 left_child=1 5 10 4 7 6 8 14 9 19 -2 -5 13 20 16 -7 -3 -14 24 -1 -4 -10 29 -18 -12 -15 27 -13 -17 -20 right_child=2 3 12 11 -6 15 -8 -9 21 -11 18 26 17 25 -16 28 23 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.010650426485458515 -0.0051654894084505491 -0.0086153985944213921 0.0312191185766659 0.034774722297428354 -0.014783272712000925 0.024795762617308474 0.010056082930546545 0.024703481486359063 -0.030135812423611259 -0.018910759224103083 -0.012504927304534022 0.0060164198802110632 0.02496312951438685 -0.021684120056789408 0.0043391525510297416 -0.017907862357654559 0.025282471720708261 0.046413270130788026 0.013847880682124955 0.01953991480703764 0.0082629699089982449 -0.019629064752580153 0.0013303002752431247 -0.003510031322274329 0.0070040404119741592 0.016671038688575106 0.01815114038369044 -0.015208398707340497 0.016594379213646416 0.046766195014776038 leaf_weight=11195 36018 176117 20558 11154 106515 8620 9796 12045 91051 85239 14726 30197 89904 8604 95534 14441 10146 16966 246708 12219 18880 81612 30226 11230 39200 4042 16540 12567 4285 3492 leaf_count=11195 36018 176117 20558 11154 106515 8620 9796 12045 91051 85239 14726 30197 89904 8604 95534 14441 10146 16966 246708 12219 18880 81612 30226 11230 39200 4042 16540 12567 4285 3492 internal_value=2.81001e-05 -0.0089914 0.0136684 -0.0030788 -0.00525471 -0.0179412 -0.0197167 -0.00192784 -0.0207534 -0.0137343 0.00951551 0.00963199 0.0233448 0.0130369 -0.00302253 0.000959517 -0.00658362 0.0283684 0.011097 0.00510492 0.0202394 -0.0251682 0.0129081 0.0101562 0.00167626 -0.00942478 0.00490311 -0.000220889 -0.0100128 0.0143073 internal_weight=1.32983e+06 800503 529324 482045 411587 318458 291112 305072 281316 108653 370370 70458 158954 52084 293027 27346 197493 106870 334352 23414 39438 172663 280426 21376 53926 12646 59304 42764 18726 250200 internal_count=1329827 800503 529324 482045 411587 318458 291112 305072 281316 108653 370370 70458 158954 52084 293027 27346 197493 106870 334352 23414 39438 172663 280426 21376 53926 12646 59304 42764 18726 250200 cat_boundaries=0 1 2 3 cat_threshold=5669 146 5664 is_linear=0 shrinkage=0.05 Tree=45 num_leaves=31 num_cat=4 split_feature=16 20 16 28 136 8 118 20 20 8 20 20 12 20 19 16 16 8 136 52 76 14 136 121 52 84 20 136 28 20 split_gain=58840.7 16451.1 8099.92 5867.9 5161.16 5284.91 4649.77 3630.32 3401.35 3526.82 2900.63 2494.48 2603.8 2661.36 2365.61 2279.26 2268.42 2074.01 2060.69 2051.06 2144.05 2021.92 1963.22 1916.77 1822.09 1848.36 1706.11 1674.84 1671.23 1585.76 threshold=12.699999809265138 6.6549999713897714 15.405000209808351 1020.4500122070314 0 9.7500000000000018 0.47714059054851538 4.7950000762939462 7.1749999523162851 10.949999809265138 4.3350000381469735 10.025000095367433 1.075000047683716 6.7550001144409189 15.405000209808351 8.0099999904632586 18.219999313354496 12.449999809265138 1 10.50500011444092 8.0950002670288104 2.7350000143051152 2 0.026175950653851036 3.3249999284744267 0.83636417984962474 4.6449999809265146 3 1017.0499877929689 5.6150000095367441 decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 2 2 left_child=1 3 7 4 10 14 -3 -2 9 22 -1 12 18 17 23 -12 -10 -14 -9 20 -8 -21 -4 24 25 -6 -24 -5 -11 -7 right_child=2 6 8 27 5 29 19 11 16 28 15 -13 13 -15 -16 -17 -18 -19 -20 21 -22 -23 26 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.045859280052289404 -0.023762142343983075 0.0056357198307798485 0.027646763473766229 -0.0083050687736228226 -0.0041945041452160136 -0.028377798598514831 -0.0044331069886643848 -0.0017296765380183585 0.024574627051555574 -0.037313890258778258 -0.025005988456804802 0.022738240130407338 0.00045504604791168966 0.0088183629886736167 0.038626004195686417 -0.015099711948393263 0.044798233386537219 -0.02677265912965153 0.020614542528524186 0.02574894769635136 -0.017731335666371806 -0.0035964684943535063 -0.059704005623489632 0.013032882381297309 0.011454321432107253 -0.020728032862961265 0.010444198867755971 0.011794671225961229 0.010875232630156701 -0.013490246935188658 leaf_weight=11413 8355 168589 24751 18358 49944 33598 103403 12513 83246 4716 115845 32733 55096 194122 3331 116416 16637 8011 58972 9221 42879 16151 897 13916 11650 25553 25735 23777 2909 38250 leaf_count=11413 8355 168589 24751 18358 49944 33598 103403 12513 83246 4716 115845 32733 55096 194122 3331 116416 16637 8011 58972 9221 42879 16151 897 13916 11650 25553 25735 23777 2909 38250 internal_value=-7.17389e-05 -0.00860582 0.0128788 -0.0147498 -0.0165347 -0.0100148 -0.000262264 0.00882207 0.0223203 0.0128025 -0.0212491 0.00957526 0.00826451 0.00591859 -0.00283237 -0.0200407 0.0279432 -0.00300132 0.016706 -0.00605494 -0.00833116 0.0070686 0.0175114 -0.00419882 -0.00695045 -0.0097905 0.00807848 0.00303815 -0.0189293 -0.0204521 internal_weight=1.33099e+06 802294 528693 462051 419916 176242 340243 369802 158891 59008 243674 361447 328714 257229 104394 232261 99883 63107 71485 171654 146282 25372 51383 101063 87147 75497 26632 42135 7625 71848 internal_count=1330987 802294 528693 462051 419916 176242 340243 369802 158891 59008 243674 361447 328714 257229 104394 232261 99883 63107 71485 171654 146282 25372 51383 101063 87147 75497 26632 42135 7625 71848 cat_boundaries=0 1 2 3 4 cat_threshold=2522 6288 1568 408 is_linear=0 shrinkage=0.05 Tree=46 num_leaves=31 num_cat=2 split_feature=18 16 18 16 52 52 12 18 28 31 76 20 16 28 20 136 20 76 16 121 111 16 136 76 52 52 19 8 20 55 split_gain=53828.2 12641.5 11568.3 5178.38 4395.78 4110.41 4000.3 3885.66 2788.79 2772.48 2663.99 2628.09 2535.84 2532.8 2308.87 2137.39 2073.86 2059.16 1972.7 1817.91 1787.83 1614.49 1598.93 1589.74 1509.21 1417.32 1373.19 1330.24 1287.35 1287.33 threshold=11.775000095367433 9.5450000762939471 15.405000209808351 13.344999790191652 2.1650000810623173 9.2849998474121112 1.4450000524520876 18.219999313354496 1019.0499877929689 1019.3500061035157 9.8150000572204608 5.3350000381469735 7.4149999618530282 1016.9500122070314 5.2449998855590829 0 4.7950000762939462 5.3250000476837167 18.219999313354496 0.28400452435016638 0.18592258542776111 14.550000190734865 1 3.7250000238418584 18.804999351501468 2.6049998998641972 11.775000095367433 9.5500001907348651 7.1749999523162851 20.23499965667725 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 left_child=1 4 3 8 12 9 -6 10 11 14 15 27 19 20 -3 -4 -5 25 -18 -1 -8 -11 -13 26 -12 -16 -14 -2 -24 -7 right_child=2 5 7 16 6 29 13 -9 -10 21 24 22 23 -15 17 -17 18 -19 -20 -21 -22 -23 28 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.025617198089220507 -0.010692625666852978 -0.024732204406516842 0.030576449779038069 -0.022095429411749155 0.023219735420978792 0.019223614558996339 0.01201390369727611 0.041430503690849149 0.0092799269437164166 0.0024137898562421487 -0.016981431397524976 0.0057916237658470118 -0.012655033788180035 0.0093354416133831063 -0.0037321015369747197 0.016575815498463296 0.012291639958208096 -0.01281612117827283 0.043272036233640759 -0.0049220654535303346 -0.018326866263536416 0.028597313688833337 -0.012553687060052863 -0.021151751913159576 0.011640011129611988 0.012516547106465981 0.0089886666953825755 -0.040578778430579977 0.00026960051384202751 -0.00084554706533235757 leaf_weight=114344 11146 16676 45294 4278 10976 26744 5473 22639 83776 52372 6538 69630 118152 13859 125056 68750 204251 63954 5271 11697 43017 6633 30975 60902 15585 15034 7813 5591 53166 11395 leaf_count=114344 11146 16676 45294 4278 10976 26744 5473 22639 83776 52372 6538 69630 118152 13859 125056 68750 204251 63954 5271 11697 43017 6633 30975 60902 15585 15034 7813 5591 53166 11395 internal_value=-6.81331e-05 -0.00955598 0.0105882 0.006632 -0.0156338 -0.00217087 -0.00461473 0.0222493 0.00180975 -0.00427035 0.0190602 -0.00186058 -0.018216 -0.00951474 -0.00684408 0.0221405 0.0123674 -0.00538212 0.013071 -0.0236966 -0.0149023 0.00535719 0.000187368 -0.0145193 0.00318153 -0.00198835 -0.0113126 -0.0206761 -0.00445053 0.0132274 internal_weight=1.33099e+06 704097 626890 468084 386233 317864 73325 158806 254284 279725 136167 170508 312908 62349 220720 114044 213800 204044 209522 126041 48490 59005 153771 186867 22123 140090 125965 16737 84141 38139 internal_count=1330987 704097 626890 468084 386233 317864 73325 158806 254284 279725 136167 170508 312908 62349 220720 114044 213800 204044 209522 126041 48490 59005 153771 186867 22123 140090 125965 16737 84141 38139 cat_boundaries=0 1 2 cat_threshold=1057 7201 is_linear=0 shrinkage=0.05 Tree=47 num_leaves=31 num_cat=4 split_feature=18 16 20 28 18 120 4 16 20 52 12 31 117 20 136 20 12 136 136 12 136 16 4 20 4 10 16 4 12 120 split_gain=48637.3 12917 9076.95 5048.21 4447.63 3702.96 3640.32 3357.67 2903.47 2836.44 2847.02 2813.2 2695.08 2686.27 2636.28 2201.52 2153.54 2074.76 2064.59 1782.13 1891.2 1710.25 1525.63 1668.6 1503.26 1737.31 1497.41 1471.25 1443.98 1394.2 threshold=10.960000038146974 14.550000190734865 5.9549999237060556 1017.4500122070314 17.029999732971195 0.53727915883064281 9.6500000953674334 17.029999732971195 7.1749999523162851 1.4049999713897707 1.4249999523162844 1017.9500122070314 0.41467745602130895 4.6949999332427987 0 4.3350000381469735 3.2849999666213994 1 2 1.0649999976158144 3 22.289999961853031 10.449999809265138 6.8150000572204599 8.0500001907348651 4.3500001430511483 15.405000209808351 9.7500000000000018 3.7150000333786015 -0.94260558485984791 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 2 1 2 2 2 2 2 2 2 2 2 left_child=2 4 5 12 6 9 11 22 -8 15 -11 13 16 -2 -5 29 -4 -13 -14 20 -15 27 -3 -24 25 -17 -16 -9 -21 -1 right_child=1 7 3 14 -6 -7 8 21 -10 10 -12 17 18 19 26 24 -18 -19 -20 28 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.060921826828303653 -0.033882013837931609 0.015915024782879619 -0.0041609478056701607 -0.0078302525643165147 0.040590272905743491 0.0060385061988390137 -0.018257546193395834 0.029937729784272751 0.0075784300073153251 0.011174164268199144 -0.01574746095897922 -0.0015686716850214283 -0.022368724790895606 -0.006455834604508737 0.0079158962376158788 -0.026812593056111961 0.022918322965857035 0.012608663902053487 -0.0094757186374036795 -0.00097294011148900948 0.016986996303263308 0.12569807511568071 -0.037654257211595106 0.0087490964222787446 -0.026622991398953522 -0.013042696159938286 0.037750374452576133 -0.0024270168084417534 0.017956604834295408 -0.025523955254938877 leaf_weight=5659 5271 177616 81398 30347 8146 15580 32420 54338 16363 13385 36875 31972 39912 11498 63511 32320 8070 133883 140086 180196 34143 450 2734 6648 65121 78645 4504 3754 10671 5471 leaf_count=5659 5271 177616 81398 30347 8146 15580 32420 54338 16363 13385 36875 31972 39912 11498 63511 32320 8070 133883 140086 180196 34143 450 2734 6648 65121 78645 4504 3754 10671 5471 internal_value=-6.47066e-05 0.00887272 -0.0102864 -0.00527199 0.00397008 -0.0175751 0.0033165 0.0181485 -0.00959153 -0.0191243 -0.00857782 0.00486124 -0.00881097 0.00142099 0.00442316 -0.0219556 -0.0017184 0.00987635 -0.0123363 0.00220778 0.0110835 0.0285984 0.0148771 -0.00477326 -0.0205924 -0.0170534 0.0098901 0.0278463 8.53737e-05 -0.0435218 internal_weight=1.33099e+06 710103 620884 367828 464563 253056 456417 245540 48783 237476 50260 407634 269466 241779 98362 187216 89468 165855 179998 236508 45641 58542 186998 9382 176086 110965 68015 58092 190867 11130 internal_count=1330987 710103 620884 367828 464563 253056 456417 245540 48783 237476 50260 407634 269466 241779 98362 187216 89468 165855 179998 236508 45641 58542 186998 9382 176086 110965 68015 58092 190867 11130 cat_boundaries=0 1 2 3 4 cat_threshold=144 144 2194 6292 is_linear=0 shrinkage=0.05 Tree=48 num_leaves=31 num_cat=2 split_feature=18 52 18 16 12 52 16 80 18 20 52 12 4 4 136 30 29 55 20 136 120 16 12 14 20 31 5 20 20 52 split_gain=44029.2 11091.7 9630.51 6969.29 4718.57 4552.19 4297.6 4265.42 3310.52 3161.22 2666.87 3478.43 2424.22 2416.9 2064.74 1997.87 1842.47 1834.95 1818.19 1770.35 1935.97 1667.15 1567.05 1550.8 1527.81 1489.79 1458.55 1449.06 1351.87 1324.35 threshold=11.775000095367433 3.5749999284744267 15.405000209808351 8.0099999904632586 1.6349999904632571 9.2849998474121112 13.344999790191652 252.84341430664065 18.219999313354496 7.2550001144409189 1.0249999761581423 1.075000047683716 10.050000190734865 9.7500000000000018 0 1019.1499938964845 1021.6499938964845 2.2649999856948857 4.7950000762939462 1 -0.63605400919914235 20.524999618530277 1.2050000429153445 2.554999947547913 5.1949999332427987 1017.5499877929689 5.8500001430511483 6.9949998855590829 7.5350000858306894 28.394999504089359 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 16 -3 17 12 9 13 -5 -9 -12 15 14 -4 24 19 -6 -8 20 -1 -20 -22 -7 -2 -19 -11 -14 -15 -25 right_child=2 4 8 7 5 23 18 10 -10 26 11 -13 27 28 -16 -17 -18 25 21 -21 22 -23 -24 29 -26 -27 -28 -29 -30 -31 leaf_value=-0.020738085768018274 -0.017667901240522029 0.022941568356596082 0.029854019613548433 -0.007522690489569557 0.014336240460559188 0.023664410988589915 -0.02107716264413163 -0.025921883254545176 0.037920739666287423 0.001313655176139679 0.012970609038157188 -0.01433978478669899 -0.022675623447046489 -0.020012861865779642 0.015347615166563886 0.0098271804487398678 0.0065692770215192283 -0.017242304594601039 0.011449295111654311 -0.023543118352545245 0.019587824104771882 0.061458583732102334 -0.0098395237782494382 -0.0032598094153172053 0.001306596828457078 0.0017768718047948839 0.018943004414973069 0.0028859045604711208 0.015893554063122605 0.021302381308147916 leaf_weight=31262 11457 27330 33530 175318 7316 17255 4278 39190 22639 58385 13617 81091 15465 6425 91784 75405 6559 40028 207842 130295 6339 1680 15800 17841 143314 13862 14683 8643 4428 7926 leaf_count=31262 11457 27330 33530 175318 7316 17255 4278 39190 22639 58385 13617 81091 15465 6425 91784 75405 6559 40028 207842 130295 6339 1680 15800 17841 143314 13862 14683 8643 4428 7926 internal_value=-6.14781e-05 -0.00864238 0.00957624 -0.0116506 0.00444934 -0.000399568 0.00596654 -0.00775892 0.0202159 -0.00388116 -0.0149523 -0.0104131 0.0015735 0.0172723 0.0192327 0.00315346 -0.0194702 -0.00916021 0.0111914 -0.0204 -0.0127242 0.0118503 -0.00141367 0.0120639 -9.79998e-05 -0.01235 0.00485627 -0.0135115 -0.00536312 0.00429559 internal_weight=1.33099e+06 704097 626890 572539 131558 104228 468084 382284 158806 248386 133898 94708 254284 136167 125314 230176 190255 61206 213800 183696 53401 209522 22139 43022 154771 53890 73068 24108 10853 25767 internal_count=1330987 704097 626890 572539 131558 104228 468084 382284 158806 248386 133898 94708 254284 136167 125314 230176 190255 61206 213800 183696 53401 209522 22139 43022 154771 53890 73068 24108 10853 25767 cat_boundaries=0 1 2 cat_threshold=1056 5668 is_linear=0 shrinkage=0.05 Tree=49 num_leaves=31 num_cat=5 split_feature=18 52 17 16 76 76 4 20 52 18 28 19 28 31 76 52 20 136 28 13 19 136 12 12 16 136 19 20 136 136 split_gain=39736.6 10031.9 8803.66 6191.1 4451.15 4430.01 3829.21 4473.65 3276.1 3071.72 2827.59 2732.16 2282.45 2127.13 2123.04 1924.69 1825.11 1806.94 1760.02 1717.12 1701.84 1606.85 1569.18 1536.27 1509.37 1472.26 1470.23 1463.98 1443.62 1324.77 threshold=11.775000095367433 3.3249999284744267 15.405000209808351 8.0099999904632586 14.855000019073488 4.3250000476837167 8.6500000953674334 6.7750000953674325 14.425000190734865 17.029999732971195 1018.3500061035157 14.550000190734865 1015.8500061035157 1018.4500122070314 4.8150000572204599 4.1150000095367441 4.5150001049041757 0 1022.1499938964845 1.6749999523162844 15.405000209808351 1 1.544999957084656 3.3950001001358037 18.219999313354496 2 18.219999313354496 4.8350000381469735 3 4 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 1 2 2 1 1 left_child=1 3 6 18 13 10 9 17 -6 11 16 12 27 22 26 -16 -5 -8 20 -19 -1 23 -3 -18 28 -12 29 -2 -14 -4 right_child=2 4 14 5 8 -7 7 -9 -10 -11 25 -13 24 -15 15 -17 21 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.019977117831483693 -0.030438039693459703 0.018492046893477471 0.029126903329297477 -0.040352264110292163 -0.01308812287439097 -0.016290447045448086 -0.0077941047635154154 0.00704614788806519 0.012682045331072953 0.037113526821453774 -0.0068980583854293996 0.013108982458923292 -0.0030657387530394378 0.025413000630589461 -0.046349611441384858 0.012761682372966682 -0.011722541484507144 -0.066489140653695197 0.0099861528187477431 -0.022861030491466445 0.021070038023675613 -0.0011956904956792443 0.00087049571885838308 0.011853581969675012 0.061516500523603058 0.0095958891718042547 0.039774404116774305 1.6632998512671285e-05 0.0097805893008605909 0.016395185460591207 leaf_weight=180581 4093 18939 35774 4026 45878 103317 19199 38194 16867 8745 18963 131190 26070 20830 1427 39365 108010 2782 5240 11913 2561 86392 37946 7382 1314 47165 13237 109933 135719 47935 leaf_count=180581 4093 18939 35774 4026 45878 103317 19199 38194 16867 8745 18963 131190 26070 20830 1427 39365 108010 2782 5240 11913 2561 86392 37946 7382 1314 47165 13237 109933 135719 47935 internal_value=-5.8396e-05 -0.00821028 0.00909746 -0.0111896 0.00374524 -0.00747675 0.00595325 -0.0046875 -0.00616063 0.00779247 -0.00412817 0.0071645 0.00435044 0.011743 0.0202635 0.0106938 -0.00701821 -0.0179098 -0.0185856 -0.0310994 -0.0194031 -0.00635312 0.00673732 -0.0102134 0.00814447 0.00486646 0.0242902 -0.00107655 0.007711 0.0218417 internal_weight=1.33099e+06 704097 626890 563637 140460 375255 489152 72088 62745 417064 271938 408319 277129 77715 137738 40792 205810 33894 188382 14695 183142 201784 56885 115392 163103 66128 96946 114026 161789 83709 internal_count=1330987 704097 626890 563637 140460 375255 489152 72088 62745 417064 271938 408319 277129 77715 137738 40792 205810 33894 188382 14695 183142 201784 56885 115392 163103 66128 96946 114026 161789 83709 cat_boundaries=0 1 2 3 4 5 cat_threshold=6725 2268 144 144 1057 is_linear=0 shrinkage=0.05 Tree=50 num_leaves=31 num_cat=6 split_feature=18 20 18 28 4 19 8 52 20 136 120 117 12 28 20 136 12 136 16 23 13 136 14 76 136 17 86 12 136 19 split_gain=36708.5 9239.68 7693.38 4888.36 4545.6 3879.13 3556.84 4014.79 3220.75 2743.26 2615.81 2612.01 2560 2498.62 2782.37 2110.28 2055.36 1943.76 1906.48 1787.21 1735.07 1943.79 1728.67 1689.67 1684.32 1487.21 1446.02 1394.19 1856.36 1366.56 threshold=11.775000095367433 5.9549999237060556 17.029999732971195 1016.6499938964845 10.150000095367433 14.550000190734865 9.4499998092651385 1.0249999761581423 6.6349999904632577 0 -0.9099266231060027 0.41467745602130895 1.2549999952316286 1019.1499938964845 4.8350000381469735 1 3.304999947547913 2 15.405000209808351 5.5950000286102304 1.3949999809265139 3 0.80500000715255748 7.305000066757203 4 17.029999732971195 0.79650676250457775 3.7150000333786015 5 14.550000190734865 decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 1 2 2 2 1 2 2 1 2 2 2 1 2 left_child=1 6 4 11 5 13 7 10 -6 -5 19 16 -9 14 -2 29 -3 26 25 22 -8 -22 -1 -4 -13 -11 -7 28 -16 -12 right_child=2 3 23 9 8 17 20 12 -10 18 15 24 -14 -15 27 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.053491000893703233 -0.02763115456395503 -0.0030427323285006727 0.028875282430976413 -0.006780774579430081 -0.025689894087014734 0.0263432114744379 -0.03860564256351761 0.022097381215166797 0.0024700995322005964 0.0057883143550490441 -0.0006665621385520959 -0.018383059580146143 -0.0058085716311256849 0.011196216119226996 -0.011035330410092085 -0.014893543061989846 0.021550050798639732 0.010709280277400575 0.033229876987925101 -0.0085187444490590122 -0.0057863057718099296 -0.023408274496706065 -0.024481183164984748 0.010295634995052146 -0.0077696834676030044 0.080357039658100871 0.0061669859587259205 0.020685618400024086 0.0037201832610515954 0.048327900220833012 leaf_weight=7842 7756 89777 53024 44013 17030 41167 13939 13021 25148 103502 22354 52207 22282 103969 24241 66060 9384 140761 6998 9346 19837 74531 14878 15908 131819 673 11323 10429 176102 1520 leaf_count=7842 7756 89777 53024 44013 17030 41167 13939 13021 25148 103502 22354 52207 22282 103969 24241 66060 9384 140761 6998 9346 19837 74531 14878 15908 131819 673 11323 10429 176102 1520 internal_value=2.86664e-05 -0.00780733 0.00882875 -0.00334853 0.00688175 0.00817238 -0.0151663 -0.0103652 -0.00889992 0.00378394 -0.0146621 -0.00725711 0.00448413 0.00481565 0.00177997 -0.0102904 -0.000715419 0.0137741 0.00796637 -0.0269233 -0.0221393 -0.0197071 -0.0344942 0.0245875 -0.0107821 0.00627005 0.0219867 0.00286225 0.00193444 0.00245177 internal_weight=1.33084e+06 703983 626858 438373 557926 515748 265610 157303 42178 155186 122000 283187 35303 322497 218528 89934 99161 193251 111173 32066 108307 94368 22720 68932 184026 104175 52490 210772 200343 23874 internal_count=1330841 703983 626858 438373 557926 515748 265610 157303 42178 155186 122000 283187 35303 322497 218528 89934 99161 193251 111173 32066 108307 94368 22720 68932 184026 104175 52490 210772 200343 23874 cat_boundaries=0 1 2 3 4 5 6 cat_threshold=144 5414 1056 6656 154 146 is_linear=0 shrinkage=0.05 Tree=51 num_leaves=31 num_cat=2 split_feature=19 16 52 16 16 12 52 24 80 19 28 28 55 76 52 52 12 136 52 17 19 28 16 27 76 26 52 136 12 52 split_gain=33540.2 9145.35 8509.26 4307.49 3445.62 3411.14 3707.87 3187.05 3025.49 2101 2072.89 2015.93 2009.92 1945.56 3446.79 1910.4 1901.36 1752.1 1648.26 1558.44 1436.73 1412.99 1372.4 1288.19 1207.31 1153.76 1141.46 1080.24 1872.49 1070.59 threshold=10.960000038146974 13.344999790191652 3.0749999284744267 8.0099999904632586 17.029999732971195 1.6649999618530276 10.914999961853029 305.50000000000006 252.84341430664065 15.405000209808351 1016.0499877929689 1018.0499877929689 2.6650000810623173 4.7550001144409189 5.4949998855590829 1.1549999713897707 1.0850000381469729 0 74.684997558593764 18.219999313354496 18.219999313354496 1022.1499938964845 22.289999961853031 226.50000000000003 12.045000076293947 223.50000000000003 19.23499965667725 1 1.044999957084656 0.69499999284744274 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2 left_child=2 7 3 21 13 -4 12 9 11 10 -2 23 -7 17 -15 -10 -17 -3 24 -12 -9 25 -6 -5 -16 -1 -26 -27 29 -29 right_child=1 4 5 8 22 6 -8 20 15 -11 19 -13 -14 14 18 16 -18 -19 -20 -21 -22 -23 -24 -25 26 27 -28 28 -30 -31 leaf_value=0.00024197372653438716 -0.0014177415550921421 0.019131130534351323 0.01603342358347358 0.0097767119405879482 0.024190539554496061 0.0081927950387997266 0.012029510477290221 -0.0066211403558903001 -0.023324881834585642 0.022333969263745226 0.007289497787467604 0.0041635652952635655 -0.01405149667715176 -0.032088018798091512 0.0091601334069977836 0.0090188642093958979 -0.013486838942923447 0.0097920134282414271 0.020525076346085021 0.10550882854935839 0.073712791716679923 0.0095104525472456212 0.11503285930929862 -0.0084259084697206488 -0.027206332328707252 -0.02345563896213582 0.00019772115003314209 -0.0034285959943940398 -0.017804740285289573 0.037949155096105754 leaf_weight=7824 115627 87301 36247 10382 53776 12917 30766 90751 41092 15829 144075 50581 47493 5919 35488 11371 53724 118454 18475 405 560 4622 419 152365 4814 81844 18038 5714 71816 2152 leaf_count=7824 115627 87301 36247 10382 53776 12917 30766 90751 41092 15829 144075 50581 47493 5919 35488 11371 53724 118454 18475 405 560 4622 419 152365 4814 81844 18038 5714 71816 2152 internal_value=2.72054e-05 0.00745049 -0.00846037 -0.0114347 0.0133253 0.00305865 -0.00209947 0.00196861 -0.00798771 0.00464804 0.00357175 -0.00455503 -0.00929517 0.0111522 0.00467694 -0.0148839 -0.00955547 0.013756 0.00750987 0.00756482 -0.00612846 -0.0177654 0.0248929 -0.00726472 0.00338824 -0.0185098 -0.00557521 -0.0194181 -0.0152661 0.00789163 internal_weight=1.33084e+06 709931 620910 493487 342684 127423 91176 367247 319515 275936 260107 213328 60410 288489 82734 106187 65095 205755 76815 144480 91311 173972 54195 162747 58340 169350 22852 161526 79682 7866 internal_count=1330841 709931 620910 493487 342684 127423 91176 367247 319515 275936 260107 213328 60410 288489 82734 106187 65095 205755 76815 144480 91311 173972 54195 162747 58340 169350 22852 161526 79682 7866 cat_boundaries=0 1 2 cat_threshold=1057 2442 is_linear=0 shrinkage=0.05 Tree=52 num_leaves=31 num_cat=0 split_feature=19 16 52 20 76 52 76 76 19 20 4 52 120 16 13 28 20 52 15 64 23 28 92 12 52 92 20 12 19 52 split_gain=30270.2 8326.04 7679.63 4973.11 3574.73 4513.12 3143.38 3125.49 2793.72 2504.66 2401.93 2381.71 2352.75 2176.94 1990.76 1974.92 2252.7 1733.53 2109.72 1673.9 1631.45 1617.01 1599.63 1444.54 1581.19 1575.6 1432.98 1428.01 1398.3 1396.4 threshold=10.960000038146974 14.039999961853029 3.0749999284744267 5.4549999237060556 7.0850000381469735 6.5450000762939462 4.3250000476837167 16.214999198913578 15.405000209808351 7.8350000381469735 6.5499999523162851 14.144999980926515 -0.88697704672813404 17.029999732971195 0.9650000035762788 1019.7500000000001 4.5850000381469735 42.774999618530281 3.1950000524520878 4.5750000476837167 5.7149999141693124 1017.6499938964845 -0.19124838709831235 1.0049999952316286 4.6849999427795419 -0.19124838709831235 6.7349998950958261 1.1449999809265139 18.219999313354496 0.83499997854232799 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 10 8 -6 9 19 15 21 12 -9 20 -3 -12 16 -2 18 -7 -4 -1 -5 -21 -18 25 -25 -27 29 -10 -14 right_child=1 13 7 6 5 17 -8 11 28 -11 14 -13 27 -15 -16 -17 23 -19 -20 22 -22 -23 -24 24 -26 26 -28 -29 -30 -31 leaf_value=-0.031948715829976056 -0.029771843666838008 0.012191282372430924 0.020102154192940369 -0.0089470484258767566 -0.017335358472413319 0.0034395389665777838 -0.015054805130214023 -0.013760753123128933 0.019420472725170231 0.0090675748756969266 -0.055510099592713982 0.010669173694615083 -0.0031086812538003161 0.023648228796041601 -0.023277175511311882 0.011362691074778389 0.011304410978855726 0.01478648899537973 -0.016521401528447145 -0.0046405862298369467 0.005625031612627519 0.00098220608265107436 0.012603338971924161 -0.017475581902868451 0.01056681268476653 -0.0065633455823666618 0.0043059733834929226 -0.017770548243034649 0.072462904862000063 0.029689415800227482 leaf_weight=17713 5309 176469 24087 173129 41216 56799 106573 35634 23454 28759 5187 13856 23510 54195 62629 84100 44077 21949 17260 26100 3452 53728 27746 13324 36344 46320 87803 15042 1312 3765 leaf_count=17713 5309 176469 24087 173129 41216 56799 106573 35634 23454 28759 5187 13856 23510 54195 62629 84100 44077 21949 17260 26100 3452 53728 27746 13324 36344 46320 87803 15042 1312 3765 internal_value=2.58472e-05 0.00707799 -0.00803737 -0.010863 0.0033215 -0.00349605 -0.00784089 0.00290572 0.00605662 -0.00483322 -0.0191995 -0.00692097 -0.0122097 0.0148831 -0.0257426 0.00479413 0.00242504 0.00244513 -0.00121251 0.00914598 -0.0258205 -0.00659544 0.00424494 0.00317519 0.00122562 -0.00107687 0.000552204 -0.0054023 0.0222304 0.00141872 internal_weight=1.33084e+06 709931 620910 493487 479267 137224 362189 127423 342043 255616 131298 49490 63482 230664 67816 317277 233177 96008 74059 77933 21165 226857 53846 227868 183791 147447 134123 42317 24766 27275 internal_count=1330841 709931 620910 493487 479267 137224 362189 127423 342043 255616 131298 49490 63482 230664 67816 317277 233177 96008 74059 77933 21165 226857 53846 227868 183791 147447 134123 42317 24766 27275 is_linear=0 shrinkage=0.05 Tree=53 num_leaves=31 num_cat=3 split_feature=19 16 28 27 136 24 16 8 17 52 21 76 52 19 28 52 12 120 136 136 4 52 16 19 64 19 76 52 79 64 split_gain=27339.5 9399.78 5864.01 3597.04 3563.01 3221.54 2914.91 2884.97 2111.5 2078.14 1830.93 1795.9 3100.12 1785.83 1882.92 1630.87 1791.37 1633.79 1568.31 1549.7 1641.28 1501.7 1374.28 1328.39 1302.95 1237.07 1220.99 1137.89 2095.19 1368.35 threshold=10.405000209808351 13.344999790191652 1019.1499938964845 231.50000000000003 0 305.50000000000006 17.029999732971195 9.7500000000000018 18.219999313354496 2.3249999284744267 6.0650000572204599 4.7550001144409189 5.7449998855590829 15.405000209808351 1019.6499938964845 5.1949999332427987 1.2150000333786013 -0.78257837891578663 1 2 4.4500000476837167 74.684997558593764 22.289999961853031 8.0099999904632586 5.2149999141693124 18.219999313354496 5.0850000381469735 4.7550001144409189 2.5749999284744267 10.194999694824221 decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 -1 23 8 11 15 13 26 -9 18 -13 14 27 16 17 19 -3 20 -6 -14 -8 -5 -17 -7 -4 28 -2 -29 right_child=1 6 9 4 7 25 22 10 -10 -11 -12 12 21 -15 -16 24 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31 leaf_value=0.0096867832101151848 0.0010960445335760976 0.017482099117097267 0.0032419756720903008 -0.02189720322717818 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-0.0107891 -0.0117388 0.00101918 0.0119528 -0.00816958 0.0036038 0.00444638 -0.0156544 0.00996722 0.00388119 0.00337374 0.00253025 -0.00461193 -0.00633101 0.00204832 0.0124419 -0.0109073 -0.0281373 0.00666341 0.0222791 -0.0173878 0.00830766 -0.00606517 -0.000749973 0.000117739 -0.0020021 0.00616823 internal_weight=1.33084e+06 795271 535570 462422 441924 439852 355419 270843 322275 73148 87267 298100 86174 321237 305593 183576 162018 45766 211926 15887 7155 79345 57319 171081 21558 117577 52999 221791 164246 57545 internal_count=1330841 795271 535570 462422 441924 439852 355419 270843 322275 73148 87267 298100 86174 321237 305593 183576 162018 45766 211926 15887 7155 79345 57319 171081 21558 117577 52999 221791 164246 57545 cat_boundaries=0 1 2 3 cat_threshold=2202 1057 32 is_linear=0 shrinkage=0.05 Tree=54 num_leaves=31 num_cat=4 split_feature=18 52 18 20 4 117 12 136 4 52 20 17 52 28 10 10 12 28 20 136 55 20 76 13 136 120 55 8 12 136 split_gain=24732 7258.45 5778.56 4515.24 3845.58 3192.25 3146.37 2901.2 2788.91 2631.18 2543.41 2505.49 2373.53 2068.2 1821.71 1805.88 1778.35 1902.83 1660.68 1599.42 1530.86 1512.31 1503.34 1437.24 1409.23 1387.37 1287.83 1241.59 1222.43 1212.56 threshold=11.775000095367433 5.1949999332427987 17.029999732971195 5.6150000095367441 10.34999990463257 0.58068084716796886 1.8049999475479128 0 7.2500000000000009 0.76499998569488536 7.3949999809265146 14.550000190734865 10.50500011444092 1019.1499938964845 5.1499998569488534 2.1499999761581425 3.3950001001358037 1016.3500061035157 5.8550000190734872 1 3.935000061988831 5.5750000476837167 5.4649999141693124 1.0149999856948855 2 -0.81408452987670887 11.215000152587892 4.9500000476837167 3.8349999189376835 3 decision_type=2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 1 left_child=1 3 4 8 7 16 -3 18 9 14 -6 13 20 21 25 -11 17 -5 -2 -7 -8 -9 -4 -10 -19 27 -14 -1 -20 -25 right_child=2 6 22 5 10 19 12 11 23 15 -12 -13 26 -15 -16 -17 -18 24 28 -21 -22 -23 -24 29 -26 -27 -28 -29 -30 -31 leaf_value=-0.018874275892275309 -0.023786606919136831 0.02483919349098531 0.025682766552271592 -0.0062355514112053916 -0.019027676719057494 -0.01755536796653329 0.012387155231502474 -0.0079163136195643854 -0.051960438018184278 -0.026136948608418815 0.0081320765595295063 0.013883463562025114 0.021938764177900135 0.012645075358950861 -0.0070359071790297122 0.014266331819386708 0.020727346238551651 -0.0071414162358038576 -0.00093981761405917831 -0.0074899368816600965 -0.013154652172194178 0.0047593048804952269 0.0094944477382519488 -0.013574651627871095 0.0067843651412955383 -0.01344690186331925 0.0028574253602427994 -0.048848600115172516 0.016894088168225335 -0.026043131795377639 leaf_weight=6645 7250 19193 48584 139638 25187 55188 7537 27464 3762 3346 13105 144707 15277 77001 46546 15945 8502 24884 88107 138740 26467 164320 20348 36128 67231 18171 20995 7196 10785 42592 leaf_count=6645 7250 19193 48584 139638 25187 55188 7537 27464 3762 3346 13105 144707 15277 77001 46546 15945 8502 24884 88107 138740 26467 164320 20348 36128 67231 18171 20995 7196 10785 42592 internal_value=2.33382e-05 -0.00640857 0.00724659 -0.0083458 0.00555919 -0.00558368 0.00689721 0.00668605 -0.0149962 -0.00928726 -0.00973256 0.00857881 0.0019971 0.00572323 -0.0133503 0.00725843 -0.00173186 -0.00255579 -0.000688208 -0.0103556 -0.0074933 0.00294412 0.0209041 -0.0217687 0.00302241 -0.0225315 0.0108941 -0.0344581 0.00100512 -0.0203258 internal_weight=1.33084e+06 703983 626858 614514 557926 434183 89469 519634 180331 97849 38292 413492 70276 268785 78558 19291 240255 231753 106142 193928 34004 191784 68932 82482 92115 32012 36272 13841 98892 78720 internal_count=1330841 703983 626858 614514 557926 434183 89469 519634 180331 97849 38292 413492 70276 268785 78558 19291 240255 231753 106142 193928 34004 191784 68932 82482 92115 32012 36272 13841 98892 78720 cat_boundaries=0 1 2 3 4 cat_threshold=150 146 144 6724 is_linear=0 shrinkage=0.05 Tree=55 num_leaves=31 num_cat=3 split_feature=19 16 28 52 12 76 52 16 19 52 16 17 80 28 52 55 136 21 136 136 52 15 21 64 120 27 12 21 12 4 split_gain=22548.8 6359.27 6075.09 3684.67 2808.61 2792.77 3490.94 2564.87 2372.43 1998.79 1891.5 1867.01 1795.4 1766.56 1739.15 1826.48 1662.15 2014.59 1654.88 1395.27 1312.44 1801.1 1245.15 1202.44 1168.84 1139.95 1099.58 1105.37 1086.16 1060.14 threshold=10.960000038146974 14.039999961853029 1019.1499938964845 2.7749999761581425 1.435000002384186 7.3750000000000009 9.4549999237060565 7.4149999618530282 17.029999732971195 2.2849999666213994 18.219999313354496 18.219999313354496 252.84341430664065 1019.7500000000001 11.324999809265138 2.0649999380111699 0 7.0850000381469735 1 2 42.774999618530281 3.1950000524520878 7.0250000953674325 12.684999942779543 -0.16504132002592084 225.50000000000003 1.3350000381469729 7.2249999046325692 2.9850000143051152 8.3499999046325701 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 -5 8 25 -1 11 19 16 13 22 18 15 -6 26 -18 -2 -4 21 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44471 20010 58705 17005 9784 leaf_count=109452 149003 53566 23868 19559 10279 7954 43140 145069 6418 14720 17697 996 101154 89596 21450 61487 19523 60956 73548 31120 21626 15887 56693 13815 12478 44471 20010 58705 17005 9784 internal_value=3.47754e-05 0.0061223 -0.00692245 -0.00903667 -0.00102788 0.00284125 -0.0033152 -0.0112269 0.00520674 0.00464269 0.012948 0.00463813 -0.00885658 0.00443726 -0.00464229 -0.00837606 0.0116416 0.00597314 0.00227342 -4.93554e-05 0.0032138 -0.000646857 -0.00613098 0.0157362 0.00527061 -0.0133597 0.0150886 0.0113292 -0.00269045 -0.00504072 internal_weight=1.33103e+06 709885 621144 525143 112775 479428 133078 412368 346350 96001 230457 339932 302916 338936 93216 71766 212760 80479 249340 67466 80653 59027 201762 28535 43598 52425 132281 78715 100337 83332 internal_count=1331029 709885 621144 525143 112775 479428 133078 412368 346350 96001 230457 339932 302916 338936 93216 71766 212760 80479 249340 67466 80653 59027 201762 28535 43598 52425 132281 78715 100337 83332 cat_boundaries=0 1 2 3 cat_threshold=7721 7713 144 is_linear=0 shrinkage=0.05 Tree=56 num_leaves=31 num_cat=6 split_feature=19 18 28 20 20 12 20 136 8 118 120 136 76 13 52 8 53 112 86 18 52 12 136 12 16 136 136 136 8 80 split_gain=20350.4 5822.36 5482.72 4205.48 2958.16 3361.05 3688.09 2667.34 2608.79 2262.43 2119.57 2118.89 1996.97 1944.54 1809.35 1690.69 1636.14 1548.51 1539.22 1532.98 1420.18 1594.44 1400.86 1336.44 1334.73 1282.11 1228.14 1176.46 1120.69 1118.37 threshold=10.960000038146974 15.405000209808351 1019.1499938964845 5.6150000095367441 8.9650001525878924 1.2050000429153445 5.7750000953674325 0 7.9500000476837167 0.66259482502937328 -0.97233289480209339 1 11.675000190734865 0.95499998331069957 2.4450000524520878 10.050000190734865 1.3949999809265139 -0.85260769724845875 0.79165568947792064 18.219999313354496 2.5649999380111699 3.1650000810623173 2 1.3949999809265139 13.344999790191652 3 4 5 9.5500001907348651 256.38037109375006 decision_type=2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 1 2 2 left_child=2 4 3 10 5 8 7 -7 11 20 -1 18 19 -10 24 16 -12 25 -2 26 21 29 -11 -22 -4 -8 -3 -17 -9 -5 right_child=1 12 14 9 -6 6 17 28 13 22 15 -13 -14 -15 -16 27 -18 -19 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.030554515341124328 0.019954857828611172 0.021877505389265823 -0.0026601142554102527 -0.0038975307179883803 0.011565581029888802 0.00033852338376569053 -0.00046327463280335953 -0.013654093260268835 -0.048840417739968556 -0.017378765681952364 -0.012018380749453161 0.0020667268045044358 -0.00093135896617062221 0.00035792343869072574 0.01523285494468945 -0.0070683147387515357 0.0071150801692467141 -0.0028417162498140785 0.0024123883351047466 0.031498276995097753 0.017542496459548168 0.014002945300340328 -0.0068081780209362404 -0.00017998126560079934 0.017996966462227159 0.0079639641899969926 0.010635876212998047 -0.025271053718429078 -0.035412460169957014 -0.013114925786715866 leaf_weight=20492 57843 40651 59456 118105 97398 17431 79587 10952 3130 52213 70397 41777 16851 5605 27541 11823 13281 128283 15953 16714 13160 10101 78516 55497 9004 104256 60579 35938 12875 45620 leaf_count=20492 57843 40651 59456 118105 97398 17431 79587 10952 3130 52213 70397 41777 16851 5605 27541 11823 13281 128283 15953 16714 13160 10101 78516 55497 9004 104256 60579 35938 12875 45620 internal_value=3.30351e-05 0.00581619 -0.00657634 -0.00858483 0.00362391 0.00200466 -0.000482816 -0.0145322 0.0090761 -0.00572998 -0.0155977 0.0110674 0.0151693 -0.0172712 0.00441051 -0.0132658 -0.0089816 0.00137429 0.0161604 0.0174697 -0.00287157 -0.00527641 -0.0110319 0.00321702 5.67475e-05 0.00431616 0.0151534 -0.0207718 -0.0254006 -0.00646585 internal_weight=1.33103e+06 709885 621144 525143 575090 477692 353384 41258 124308 373212 151931 115573 134795 8735 96001 131439 83678 312126 73796 117944 242483 173826 130729 68657 68460 183843 101230 47761 23827 163725 internal_count=1331029 709885 621144 525143 575090 477692 353384 41258 124308 373212 151931 115573 134795 8735 96001 131439 83678 312126 73796 117944 242483 173826 130729 68657 68460 183843 101230 47761 23827 163725 cat_boundaries=0 1 2 3 4 5 6 cat_threshold=6724 1827 154 242 1057 6656 is_linear=0 shrinkage=0.05 Tree=57 num_leaves=31 num_cat=0 split_feature=19 16 28 20 17 24 16 27 20 76 52 120 12 19 52 52 19 28 14 23 52 12 6 20 16 4 16 104 115 4 split_gain=18407.8 6466.23 4359.35 3140.27 2408.99 2370.57 2186.75 2021.48 1754.72 1728.28 2847.42 1706.15 2000.55 1510.25 1463.76 1426.99 1419.45 1524.91 1400.66 1761.74 1389.49 1307.8 2009.66 1137.77 1132.24 1097.21 1231.44 1045.42 1035.91 1035.86 threshold=10.405000209808351 13.344999790191652 1019.2500000000001 5.4949998855590829 18.219999313354496 303.50000000000006 18.219999313354496 239.50000000000003 4.3350000381469735 7.1549999713897714 6.9449999332427987 -0.88697704672813404 1.0850000381469729 17.029999732971195 7.8650000095367441 74.684997558593764 15.405000209808351 1015.9500122070314 0.94499999284744274 5.6349999904632577 2.2849999666213994 1.6250000000000002 3.8500000238418584 4.8350000381469735 22.289999961853031 4.1499998569488534 14.550000190734865 0.68155172467231762 0.43049471080303198 6.3500001430511483 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 11 5 8 9 -5 29 13 -11 18 -13 23 21 -12 17 -10 19 25 -4 22 -9 -3 -8 -1 -27 -19 -14 -2 right_child=1 6 20 7 -6 -7 24 14 16 10 15 12 28 -15 -16 -17 -18 27 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.022210693080459816 -0.00020239542469411843 -0.013769192275593298 8.6426255929036985e-05 0.0091658083741312148 0.067126354349183515 -0.0049655782112995143 0.024527994510126435 -0.0088524570875374558 -0.0014390059278975853 -0.036342398082892545 -0.00010094604213114116 0.00041073038812578443 -0.017082459095931379 0.019596374885192825 0.0050371603004131958 0.015756181611481689 0.018718453100387184 0.0056767879683393774 -0.01613902277859491 0.00056360645982992568 0.0157297631313023 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336345 72111 123189 91147 264234 322109 67592 302209 287786 32042 14531 70952 299986 125629 222914 18949 11977 8351 160381 67899 3096 internal_count=1331029 795183 535846 464894 439889 438524 355294 341705 305305 336345 72111 123189 91147 264234 322109 67592 302209 287786 32042 14531 70952 299986 125629 222914 18949 11977 8351 160381 67899 3096 is_linear=0 shrinkage=0.05 Tree=58 num_leaves=31 num_cat=3 split_feature=19 52 76 19 52 20 84 12 52 17 20 27 136 136 12 55 116 10 136 120 8 20 27 16 52 10 12 52 52 95 split_gain=16686.2 5522.2 4172.12 4259.2 4176.02 3341.96 3314.15 2943.31 2526.26 1967.33 1827.1 1812.75 1719 1571.83 1907.86 1528.85 1513.14 2390.28 1507.67 1385.31 1384.59 1363.32 1351.97 1346.27 1290.75 1230.47 1228.22 1206.03 1190.37 1307.28 threshold=11.775000095367433 3.8349999189376835 9.1449999809265154 15.405000209808351 24.595000267028812 4.9149999618530282 0.82594534754753124 1.7749999761581423 11.534999847412111 14.550000190734865 4.8350000381469735 106.50000000000001 0 1 1.3149999976158144 2.8349999189376835 0.59480014443397533 4.6499998569488534 2 -0.97233289480209339 8.5500001907348651 6.6349999904632577 253.50000000000003 11.269999980926515 4.5450000762939462 4.1499998569488534 0.98500001430511486 1.1549999713897707 5.4149999618530282 -0.67770648002624501 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 10 22 11 9 23 15 13 -2 -1 26 14 -7 -9 17 -15 -5 -13 25 24 -4 -3 -14 -21 -12 -8 29 -28 right_child=2 7 4 18 -6 6 27 8 -10 -11 12 19 21 16 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 leaf_value=0.061934171757070382 -0.013653403604067034 0.027434052727886283 -0.024850863256981333 0.022622851085651711 0.0074025372186598565 0.0088379978041247531 -0.018525982247821697 0.010430049222450463 0.0087794515764922712 0.0091700492120751678 0.015976258252792933 -0.03475503847693908 -0.010754820333479766 -0.011501600561992779 -0.0042477646034305766 -0.012042425445990518 -0.012888933768341104 0.0017227902668122169 0.011526860009549405 -0.028853973572374993 -0.025894750083265264 0.0044377880475470546 -0.007134354044708878 0.0082064307830960487 0.019303591285493252 -0.0015567727625038293 -0.016259110439000926 -0.0089927443813742469 0.013639991648631777 0.0054539104662145428 leaf_weight=683 12289 14960 13472 50262 60764 39157 54186 9204 39166 27606 48505 12365 28656 61796 96496 42589 78294 76431 78545 5327 18724 126686 53659 23256 4080 18347 7462 85559 44877 97626 leaf_count=683 12289 14960 13472 50262 60764 39157 54186 9204 39166 27606 48505 12365 28656 61796 96496 42589 78294 76431 78545 5327 18724 126686 53659 23256 4080 18347 7462 85559 44877 97626 internal_value=2.98091e-05 -0.00525241 0.00596306 0.00802814 -0.00209395 -0.00735116 -0.00610584 0.00408935 -0.000802787 -0.00368339 0.00530323 -0.0190197 0.00595415 -0.00469094 -0.000470451 -0.0080489 -0.00733477 -0.00418933 0.0158593 -0.0200293 -0.0157347 0.00208725 -0.0106897 0.0157333 -0.00700854 -0.00769905 0.0090597 -0.0126892 0.00682319 0.00391213 internal_weight=1.33103e+06 704146 626883 498988 127895 574971 519525 129175 90959 379780 370181 55446 357892 352174 135653 51793 216521 138227 128807 54763 42398 159422 67131 38216 32736 23674 198470 139745 149965 105088 internal_count=1331029 704146 626883 498988 127895 574971 519525 129175 90959 379780 370181 55446 357892 352174 135653 51793 216521 138227 128807 54763 42398 159422 67131 38216 32736 23674 198470 139745 149965 105088 cat_boundaries=0 1 2 3 cat_threshold=7713 5923 1057 is_linear=0 shrinkage=0.05 Tree=59 num_leaves=31 num_cat=4 split_feature=19 16 28 20 19 24 16 27 136 136 20 120 136 20 4 52 32 136 28 28 19 23 16 16 84 52 27 20 20 8 split_gain=15127.7 5301.27 3937.45 2722.37 2264.19 2116.32 1966.5 1765.54 2114.01 1660.29 1678.65 1602.86 2088.86 1579.6 1459.05 1371.17 1364.47 1319.86 1327.79 1212.79 1155.12 1099.5 1132.69 1026.76 1014.53 1872.97 1014.5 1001 997.003 991.054 threshold=10.405000209808351 13.344999790191652 1020.8500061035157 5.5150001049041757 18.219999313354496 301.50000000000006 18.219999313354496 239.50000000000003 0 1 7.2550001144409189 -0.88697704672813404 2 4.3350000381469735 11.449999809265138 0.94499999284744274 14.650000095367433 3 1019.6499938964845 1014.8500061035157 14.550000190734865 5.7149999141693124 11.269999980926515 22.289999961853031 0.79960474371910106 4.6150000095367441 106.50000000000001 4.0250000953674325 7.0750000476837167 9.2500000000000018 decision_type=2 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 11 5 13 9 -5 -9 10 -3 16 15 -2 24 26 -1 -15 20 -10 -19 22 -18 -8 27 -26 -13 -11 -16 -14 right_child=1 6 -4 7 -6 -7 23 8 19 14 -12 12 29 17 28 -17 21 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.010813184081944696 -0.032796748682288691 -0.013834964846437725 0.008167707154307367 0.0088241738065625384 0.05960959963049435 -0.004329331389414764 0.022834507295802779 -0.011580910097762383 -0.006305834303451459 -0.11360814403624664 0.0052760057515234843 0.061974830738526471 -0.0084739913362747304 -0.0014675633620814684 -0.038336671636418067 0.021734244775320502 -0.031870906540484294 0.0017829835314845913 0.013561922602798614 0.0013761984121811923 0.014453867644085842 -0.0027427612356498809 -0.074197807112844835 0.10054916936947011 -0.013442034192407219 0.0087858514683329374 -0.0064213353023365328 0.012293905351027295 0.0019528685383654381 -0.020893361810406939 leaf_weight=13302 3048 14934 42340 20421 1627 148810 18514 121976 133749 158 49831 553 27232 93996 2510 5737 15662 129005 42502 83423 20901 2870 1758 435 11328 58002 27656 195627 3955 39167 leaf_count=13302 3048 14934 42340 20421 1627 148810 18514 121976 133749 158 49831 553 27232 93996 2510 5737 15662 129005 42502 83423 20901 2870 1758 435 11328 58002 27656 195627 3955 39167 internal_value=2.83315e-05 0.00440405 -0.00646513 -0.00772054 0.000735039 0.000516474 0.00894664 -0.00545404 -0.00631377 0.00806372 0.00086912 -0.0138052 -0.0106405 0.00300775 0.00977906 -0.000548563 -0.0232588 0.00338879 0.00576101 -0.00335476 0.00354965 -0.0314181 -0.0361425 0.0246186 0.0103517 0.00515398 -0.00508052 0.0121923 -0.0136893 -0.0157975 internal_weight=1.33103e+06 795183 535846 493506 439889 438262 355294 359569 339148 336345 64765 133937 100345 289452 271580 33946 33592 286404 192408 217172 149906 20290 17420 18949 265115 69330 28209 195785 6465 66399 internal_count=1331029 795183 535846 493506 439889 438262 355294 359569 339148 336345 64765 133937 100345 289452 271580 33946 33592 286404 192408 217172 149906 20290 17420 18949 265115 69330 28209 195785 6465 66399 cat_boundaries=0 1 2 3 4 cat_threshold=2202 150 2592 210 is_linear=0 shrinkage=0.05 Tree=60 num_leaves=31 num_cat=3 split_feature=20 136 12 28 16 120 52 76 17 108 20 136 20 20 67 6 20 4 12 8 6 52 136 52 108 126 20 19 36 4 split_gain=13797 7036.49 7763.13 3931.3 3688.18 3296.75 2837.64 3053.23 2271.99 2270.95 2228.31 2480.76 2086.38 1727.05 1743.51 2048.41 1704.02 1616 1603.81 1567.88 2505.75 1961.79 1859.99 1501.88 2000.79 1425.68 1285.27 1229.74 1167.65 1159 threshold=7.3550000190734872 0 1.3450000286102297 1021.3500061035157 15.405000209808351 -0.81408452987670887 6.5450000762939462 17.644999504089359 18.219999313354496 0.094599749892950072 4.4349999427795419 1 4.5150001049041757 9.9749999046325701 35.835000991821296 4.6499998569488534 5.6349999904632577 4.0499999523162851 0.9350000023841859 12.250000000000002 3.3500000238418584 4.6150000095367441 2 2.4850000143051152 0.82424306869506847 0.52247866988182079 6.055000066757203 14.550000190734865 16.650000572204593 6.1499998569488534 decision_type=2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 left_child=1 2 5 10 8 9 16 -8 13 17 29 -12 -11 14 15 -2 -4 -1 -7 20 26 25 -21 24 -20 28 -13 -14 -22 -3 right_child=4 3 6 -5 -6 18 7 -9 -10 12 11 19 27 -15 -16 -17 -18 -19 23 22 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0038001943178943886 0.0016834346454667613 -0.012474532929806032 -0.015996728495758086 0.0053274337249864107 0.015574413791992675 0.024837671883995337 0.018034887883516423 -0.010249186737876601 0.073045364497063836 -0.056819320557515998 -0.014398797477621387 -0.020210495517087947 0.0018320614727745132 0.014658397358375272 -0.0062901757716027204 0.010109715958133075 -0.0044577078841766477 -0.041845417587174027 -0.0079581535682792179 0.014108051029961492 0.0054472059644694801 0.013793366142007008 -0.01703945267309363 0.023258713771992259 0.014179824959453033 -0.0078799317535172449 -0.0069380507677643255 0.022361605074269 -0.0092688293252501316 -0.038199051324610218 leaf_weight=6718 208659 7986 43967 52172 94890 33018 24947 15451 1209 1272 124262 28117 22724 37183 41575 110225 117495 4775 15901 5333 57224 20142 46924 18344 28498 71830 51927 10743 17633 9693 leaf_count=6718 208659 7986 43967 52172 94890 33018 24947 15451 1209 1272 124262 28117 22724 37183 41575 110225 117495 4775 15901 5333 57224 20142 46924 18344 28498 71830 51927 10743 17633 9693 internal_value=8.5823e-05 -0.00382404 0.00166642 -0.00765146 0.00671466 0.0106241 -0.00463455 0.00721709 0.00460685 -0.000340744 -0.00918684 -0.00846063 0.00603323 0.00439877 0.00334044 0.00459605 -0.00759985 -0.0196069 0.0159178 -0.00599317 -0.00432792 -0.000838678 -0.0138613 0.0112238 0.00625136 -0.00284785 -0.0116003 0.0084221 0.00198076 -0.0265787 internal_weight=1.33084e+06 837096 343853 493243 493741 141993 201860 40398 398851 46232 441071 423392 34739 397642 360459 318884 161462 11493 95761 299130 246873 166829 52257 62743 44399 146687 80044 33467 74857 17679 internal_count=1330837 837096 343853 493243 493741 141993 201860 40398 398851 46232 441071 423392 34739 397642 360459 318884 161462 11493 95761 299130 246873 166829 52257 62743 44399 146687 80044 33467 74857 17679 cat_boundaries=0 1 2 3 cat_threshold=5665 146 2048 is_linear=0 shrinkage=0.05 Tree=61 num_leaves=31 num_cat=3 split_feature=19 52 19 12 84 76 52 136 12 136 56 0 12 52 136 23 115 21 119 76 16 79 28 52 76 52 28 12 52 121 split_gain=12549.8 5009.67 3810.5 2810.07 2762.95 2754.04 3257.51 2188.88 2794.68 2072.89 2069.63 1811.68 1672.81 1522.59 1640.86 1488.71 1481.77 1420.61 1393.97 1301.91 1298.99 1241.22 1240.76 1175.18 1350.09 1170.76 1170.61 1146.86 1145.28 1134.22 threshold=11.775000095367433 3.9450000524520878 17.029999732971195 1.8049999475479128 0.82594534754753124 8.9650001525878924 15.965000152587892 0 1.0850000381469729 1 247.92746734619143 234.50000000000003 1.044999957084656 0.61500000953674328 2 4.7449998855590829 -0.74892720580101002 5.3650000095367441 -0.71322327852249134 9.2349996566772479 11.269999980926515 1.9149999618530276 1018.7500000000001 4.6150000095367441 4.1449999809265146 2.6450001001358037 1019.0499877929689 3.0249999761581425 2.245000004768372 -0.63605400919914235 decision_type=2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 20 7 9 18 11 29 12 -5 27 21 -6 -15 -13 26 25 -7 -4 -3 -2 -10 24 -18 -14 -11 -1 -23 -9 right_child=2 3 19 10 13 6 -8 8 22 16 -12 15 17 14 -16 -17 23 -19 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.004277086292631768 0.019891045889535455 0.027253394341822092 0.019708010257465644 -0.014318609197646057 -0.02063703270936568 -0.033307864931355874 0.0040724740161325185 0.0016475419010934236 -0.0054183196001448258 0.00098157737187433425 0.0038317621787329901 -0.027914291654061802 -0.020938567885546308 0.018848003783813905 -0.010513838472908276 -0.010321517469294562 -0.006791258208612462 0.0077081382325908474 -0.0093629251356296891 0.0023335422504553254 0.0084460857578308041 -0.01515830665799503 0.0054496616986108651 0.0094686170319297769 -0.042239833785036159 0.01844370829453823 0.0091181675152368809 0.018709655200001583 0.014871830995792232 0.018343870447932308 leaf_weight=71180 48246 15027 55424 20528 39343 7125 68157 18714 161580 104019 66860 13756 7864 4959 113283 95555 34894 140680 41366 13386 23600 5385 31359 10387 2910 2483 76873 5874 7736 22284 leaf_count=71180 48246 15027 55424 20528 39343 7125 68157 18714 161580 104019 66860 13756 7864 4959 113283 95555 34894 140680 41366 13386 23600 5385 31359 10387 2910 2483 76873 5874 7736 22284 internal_value=8.15253e-05 -0.00450074 0.00522634 0.00453219 -0.00647048 0.00385764 -0.00297526 -0.00435352 -0.00113269 0.00566304 -0.000431876 -0.008396 0.00922111 -0.0121167 -0.00928172 -0.0125354 0.00236368 0.006393 -0.0128813 0.0163281 0.0157627 0.0161827 -0.00365191 -0.00542719 -0.00951995 -0.0114879 0.00443935 -0.00252476 0.00254714 0.0107226 internal_weight=1.33084e+06 703902 626935 126015 577887 558125 116648 420302 233937 441477 87388 186365 212394 157585 118242 109311 229083 151027 48491 68810 38627 61367 192939 48191 37804 10347 180892 77054 13121 40998 internal_count=1330837 703902 626935 126015 577887 558125 116648 420302 233937 441477 87388 186365 212394 157585 118242 109311 229083 151027 48491 68810 38627 61367 192939 48191 37804 10347 180892 77054 13121 40998 cat_boundaries=0 1 2 3 cat_threshold=2200 5665 2048 is_linear=0 shrinkage=0.05 Tree=62 num_leaves=31 num_cat=4 split_feature=20 136 8 28 86 19 52 16 14 117 4 136 18 10 136 9 28 116 64 52 136 20 121 120 64 23 30 28 8 10 split_gain=11592.4 6111.24 5748.93 4039.48 4010.05 2735.6 2401.39 2361.57 2040.06 2273.08 1970.05 1611.92 1548.3 1538.56 1445.26 1386.46 1365.69 1329.93 1259.01 2157.21 1243.59 1238.34 1168.38 1152.63 1134.32 1124.97 967.343 967.045 917.864 1421.94 threshold=7.7550001144409189 0 9.8499999046325701 1019.6499938964845 0.84240111708641063 15.405000209808351 4.9649999141693124 15.405000209808351 0.72500002384185802 0.44618082046508795 5.0499999523162851 1 18.219999313354496 5.5499999523162851 2 7.3500001430511483 1013.4500122070314 0.13052122294902804 6.3949999809265146 8.6949996948242205 3 5.6949999332427987 0.2503704726696015 -0.97233289480209339 5.9149999618530282 5.1449999809265146 1013.2500000000001 1023.9500122070314 8.1500000953674334 10.84999990463257 decision_type=2 1 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 left_child=1 2 4 8 5 16 23 12 10 13 -3 -4 15 21 -11 18 26 -13 -2 -20 -5 -10 -22 -6 -8 -12 -1 -18 -15 -30 right_child=7 3 11 20 6 -7 24 -9 9 14 25 17 -14 28 -16 -17 27 -19 19 -21 22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=0.0036282259025119607 0.0065825890551236615 -0.01352462862772545 -0.0045910231239840128 -0.003362319415518223 -0.038630008285334715 0.02392027948068489 0.021085506118851696 0.01485281386621813 -0.019300116480248264 -0.016739702042142257 -0.065058456812025225 -0.037291761070416971 0.072140158792430104 0.0042291160045354196 -0.0081490776459095093 0.011469260601452202 0.0091964318646095278 -0.012246382370906061 -0.012741495318591126 0.0035977292132586235 0.0043149261539986569 -0.0056652874807636214 0.02316341953739599 -0.0081368201230716808 0.00010455513890856999 -0.022121746295627472 -0.013513467153344819 0.032727826830080686 -0.0110908072226127 0.003101704345094785 leaf_weight=54412 129956 14756 70988 47173 3298 27159 10498 83399 21910 76238 3627 7233 865 57747 137055 67278 113343 19838 27722 74458 46913 69398 9969 51361 16674 2633 9697 4541 36709 33989 leaf_count=54412 129956 14756 70988 47173 3298 27159 10498 83399 21910 76238 3627 7233 865 57747 137055 67278 113343 19838 27722 74458 46913 69398 9969 51361 16674 2633 9697 4541 36709 33989 internal_value=7.74522e-05 -0.00289262 0.00191787 -0.00624575 0.0054463 0.00911776 -0.0039376 0.00740946 -0.00828217 -0.00754386 -0.0234956 -0.00855228 0.00534216 -0.00397499 -0.0112208 0.00514918 0.00690877 -0.0189312 0.00331748 -0.000835193 0.00263993 -0.00893706 0.00761693 -0.00997671 0.00821062 -0.046999 0.00103541 0.0101029 -0.000447583 -0.00426757 internal_weight=1.33084e+06 947159 389042 558117 290983 209152 81831 383678 454062 433046 21016 98059 300279 219753 213293 299414 181993 27071 232136 102180 104055 91308 56882 54659 27172 6260 64109 117884 128445 70698 internal_count=1330837 947159 389042 558117 290983 209152 81831 383678 454062 433046 21016 98059 300279 219753 213293 299414 181993 27071 232136 102180 104055 91308 56882 54659 27172 6260 64109 117884 128445 70698 cat_boundaries=0 1 2 3 4 cat_threshold=5665 4609 146 152 is_linear=0 shrinkage=0.05 Tree=63 num_leaves=31 num_cat=4 split_feature=20 8 136 12 16 52 120 52 13 136 108 17 20 10 92 67 86 76 52 64 19 12 52 136 126 36 6 20 12 136 split_gain=10582.3 5948.12 7210.34 3549.05 3224.57 2974.48 2935.25 2727.62 2427.82 2756.39 2288.03 2136 1814.53 1797.55 1764.21 1714.81 1706.28 1532.66 1457.22 1540.98 1445.15 1400.08 1278.88 1255.22 1226.71 1282.67 1198.92 1134.44 1126.39 1109.72 threshold=7.1749999523162851 10.250000000000002 0 1.3450000286102297 15.405000209808351 5.5750000476837167 -0.66259482502937306 1.985000014305115 1.2749999761581423 1 0.094599749892950072 18.219999313354496 6.0950000286102304 4.2500000000000009 -0.12729004025459287 36.545000076293952 0.8144955337047578 4.8849999904632577 7.5050001144409189 3.554999947547913 14.550000190734865 2.1750000715255742 59.949998855590827 2 0.44618082046508795 16.650000572204593 2.8500000238418584 4.7449998855590829 3.0849999189376835 3 decision_type=2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 left_child=1 2 3 6 11 26 10 13 -3 -10 16 14 -11 27 18 28 -1 -9 19 -2 -12 -7 -17 -8 25 -15 -5 -4 29 -16 right_child=4 8 7 5 -6 21 23 17 9 12 20 -13 -14 24 15 22 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.00019197397992898216 0.0070925647468926233 -0.036876248973415376 -0.037108789500100992 -0.015587984520529516 0.013520196631658103 0.018886959280777372 0.021627661864395263 0.019140972334426628 0.0015721828926227761 -0.017355608033385764 0.0015011279754383513 0.067245580946131436 -0.0066058222280540235 0.0027887519499555681 -0.0014687689306830572 -0.010255888868580317 -0.036033943675943675 -0.0012842926329827914 0.0071097548802827306 -0.013455951137296078 0.019427270935173636 -0.0046186979761435451 0.0089854065195213908 0.0090994897213136569 -0.010672893117235807 -0.011530577324753963 -0.0024277324202990648 -0.01343468721621054 0.01174436696794748 0.0062545274284005695 leaf_weight=7363 12026 8579 5410 21193 100004 23057 46297 12357 42672 91233 38829 1314 68904 53723 60090 30058 6048 35772 21371 37807 15825 8735 12117 35278 66819 22061 94364 78281 67440 205810 leaf_count=7363 12026 8579 5410 21193 100004 23057 46297 12357 42672 91233 38829 1314 68904 53723 60090 30058 6048 35772 21371 37807 15825 8735 12117 35278 66819 22061 94364 78281 67440 205810 internal_value=7.35673e-05 -0.00365702 -0.00100608 0.00439287 0.00540223 -0.00111514 0.00981684 -0.0068489 -0.0108229 -0.00972081 0.00215055 0.00359024 -0.0127294 -0.00914804 0.00340301 0.00477126 -0.0163557 0.00395984 -0.00381287 -0.00849706 0.00669162 0.0124287 -0.00472781 0.0162135 -0.00573416 -0.00137966 -0.00484131 -0.014965 0.0059731 0.00450934 internal_weight=1.33084e+06 782800 571412 296989 548037 147349 149640 274423 211388 202809 68065 448033 160137 226294 446719 375515 13411 48129 71204 49833 54654 31792 42175 81575 142603 75784 115557 83691 333340 265900 internal_count=1330837 782800 571412 296989 548037 147349 149640 274423 211388 202809 68065 448033 160137 226294 446719 375515 13411 48129 71204 49833 54654 31792 42175 81575 142603 75784 115557 83691 333340 265900 cat_boundaries=0 1 2 3 4 cat_threshold=5925 6656 1056 152 is_linear=0 shrinkage=0.05 Tree=64 num_leaves=31 num_cat=4 split_feature=20 8 136 12 52 28 84 20 4 136 12 64 52 120 23 16 86 14 23 16 19 136 17 136 4 25 124 19 6 52 split_gain=9566.61 5110.18 7038.11 4093.15 4238.1 2913.31 2382.89 2311.16 2056.95 1971.62 1963.66 1930.26 2937.06 1794.77 2024.24 1594.21 1580.57 1566.64 1403.31 1283.75 1279.62 1479.73 1241.05 1191.16 1164.84 1130.28 1055.55 1001.35 985.648 969.455 threshold=7.8150000572204599 11.050000190734865 0 1.0850000381469729 5.4949998855590829 1019.6499938964845 0.84291356801986705 6.0950000286102304 4.9500000476837167 1 1.985000014305115 5.9149999618530282 11.09500026702881 -0.9366365075111388 6.1349999904632577 11.775000095367433 0.81532305479049694 0.63499999046325695 4.9549999237060556 11.269999980926515 8.0099999904632586 2 16.335000038146976 3 4.6499998569488534 240.50000000000003 -0.43049471080303187 15.405000209808351 5.7500000000000009 86.975002288818374 decision_type=2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 left_child=1 2 3 8 6 17 27 9 16 15 19 22 -13 14 28 -3 -1 18 24 -6 -19 -22 -2 -7 -4 -8 -15 -5 -10 -14 right_child=11 7 5 4 10 23 25 -9 13 -11 -12 12 29 26 -16 -17 -18 20 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.018916810918791601 0.0086716661153437256 -0.018317100472052018 -0.026543028565245898 -0.00029394758947459763 0.038621889992054938 -0.004128576813391324 -0.032401111050865128 -0.0041297184883051776 -0.061843695746332521 -0.0074625960615486266 0.0023668840997166374 -0.0095816605243447678 0.0043913178413238062 -0.031163513180727381 0.014069953057411017 -0.044544302901495213 0.00073953795070153591 -0.012468548727857518 -0.0099716871212301786 0.014852835105983862 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357568 234762 194632 103604 101047 71353 368918 162019 19890 5300 54561 83714 288939 11037 39170 277902 193943 206899 68629 5108 70007 14590 164755 3386 125181 internal_count=1330837 961919 767287 409719 306115 357568 234762 194632 103604 101047 71353 368918 162019 19890 5300 54561 83714 288939 11037 39170 277902 193943 206899 68629 5108 70007 14590 164755 3386 125181 cat_boundaries=0 1 2 3 4 cat_threshold=5925 1451 2120 144 is_linear=0 shrinkage=0.05 Tree=65 num_leaves=31 num_cat=3 split_feature=20 12 136 8 52 76 20 120 108 23 20 136 64 52 120 22 14 16 14 55 52 16 8 15 9 126 4 10 4 136 split_gain=8579.65 4646.2 7140.57 3409.79 3009.81 3145.85 2547.51 2160.83 2289.8 2086.84 2045.13 2039.73 2030.79 2353.82 1871.71 1703.87 1566.77 1526.21 1458.45 1458.09 1423.64 1408.26 1393.37 1383.34 1359.06 1475.08 1320.87 1293.39 1263.68 1147.6 threshold=7.2349998950958261 1.3450000286102297 0 8.7500000000000018 5.7449998855590829 16.214999198913578 9.5450000762939471 -0.79332312941551197 0.12053249031305314 5.2349998950958261 5.6150000095367441 1 7.0150001049041757 9.1350002288818377 -0.8703225553035735 5.7950000762939462 0.76499998569488536 11.269999980926515 1.0649999976158144 5.2650001049041757 3.8950001001358037 11.269999980926515 1.0000000180025095e-35 3.2150000333786015 6.1499998569488534 0.59480014443397533 2.4500000476837163 4.7500000000000009 3.9500000476837163 2 decision_type=2 2 1 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 1 left_child=1 2 9 7 10 21 12 8 15 14 11 -3 20 -14 16 26 28 -13 -5 -7 29 -6 -9 -15 -12 -26 -4 -28 -1 -2 right_child=6 4 3 18 5 19 -8 22 -10 -11 24 17 13 23 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31 leaf_value=-0.018291380036136184 0.012604404292368499 -0.0040428745541294438 0.0032567735217645683 -0.038451810618291386 0.03018441396008158 0.01139553308330688 0.012013680058856894 -0.0086696272697455532 0.0066086425153674896 -0.0028806304547683028 -0.011119106266173677 -0.015966999039712486 -0.0096077513888480209 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0.00599741 0.0114054 0.0132531 0.00296604 -0.00597817 -0.00379244 -0.039277 -0.0540396 -0.0448442 0.00443394 internal_weight=1.33018e+06 800347 304720 189453 495627 84678 529834 175440 57299 115267 410949 108578 428905 171820 45264 12160 21074 73550 14013 40121 257085 44557 118141 117300 302371 212166 5259 3904 8077 218504 internal_count=1330181 800347 304720 189453 495627 84678 529834 175440 57299 115267 410949 108578 428905 171820 45264 12160 21074 73550 14013 40121 257085 44557 118141 117300 302371 212166 5259 3904 8077 218504 cat_boundaries=0 1 2 3 cat_threshold=6288 6660 1056 is_linear=0 shrinkage=0.05 Tree=66 num_leaves=31 num_cat=1 split_feature=19 18 28 136 28 27 20 84 20 64 20 112 16 52 6 18 12 52 76 12 135 15 95 52 64 60 4 12 20 53 split_gain=7805.57 3189.6 2609.3 2261.47 2412.78 2064.49 1690.24 1644.16 1621.08 1507.51 1467.93 1251.41 1159.09 1156.94 1125.58 1091.14 1089.77 987.547 1061.38 969.672 923.975 923.398 1079.4 911.625 1098.84 906.648 890.094 863.107 1032.72 924.966 threshold=10.405000209808351 15.405000209808351 1019.1499938964845 0 1015.8500061035157 231.50000000000003 4.9149999618530282 0.81604900956153881 4.4349999427795419 2.5749999284744267 5.7149999141693124 -0.64942333102226246 18.219999313354496 5.4149999618530282 3.5499999523162846 18.219999313354496 3.6250000000000004 1.8350000381469729 2.9550000429153447 1.0049999952316286 1014.6499938964845 3.1350001096725468 -0.80239048600196827 2.7749999761581425 5.8250000476837167 0.60035628080368053 6.1499998569488534 1.4950000047683718 6.5150001049041757 1.8849999904632571 decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 7 -1 -7 8 26 15 -2 14 21 -9 -8 -3 -12 18 -4 -10 -15 22 -6 24 -24 -25 -5 29 -29 -16 right_child=1 9 17 4 12 6 11 13 19 -11 16 -13 -14 20 27 -17 -18 -19 -20 -21 -22 -23 23 25 -26 -27 -28 28 -30 -31 leaf_value=0.009406001430854868 -0.027343617358451373 0.011846956920418849 0.0042192947303424464 -0.0038461570854598261 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1970.88 1946.76 2119.7 1779.13 2238.58 1613.2 1412.09 1326.19 1135.38 1114.2 1223.21 1101.76 1088.69 1036.87 944.409 909.858 900.284 887.015 879.889 868.708 847.978 839.877 822.223 809.476 804.422 1774.18 threshold=10.405000209808351 10.750000000000002 15.405000209808351 1022.0499877929689 232.50000000000003 0 1018.7500000000001 1.794999957084656 1.1950000524520876 233.54019927978518 0.50188517570495617 0.85975506901741039 20.195000648498539 251.81763458251956 11.269999980926515 14.550000190734865 3.5649999380111699 5.3949999809265146 256.31163024902349 -0.78257837891578663 10.949999809265138 1 14.550000190734865 240.50000000000003 18.219999313354496 11.775000095367433 12.34999990463257 20.524999618530277 0.57499998807907116 0.92500001192092907 decision_type=2 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 2 2 left_child=3 2 5 4 -1 16 11 13 25 -10 21 22 -11 15 28 17 23 19 -13 26 -3 -4 -7 -2 27 -9 -6 -8 -15 -30 right_child=1 20 10 -5 7 6 24 8 9 12 -12 18 -14 14 -16 -17 -18 -19 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54111 40214 62047 15848 25565 37409 6275 13287 12384 167942 25512 37560 40769 59841 60939 85427 4483 7929 14779 150 3846 56139 internal_value=-6.2079e-05 0.00292229 0.00372101 -0.00449846 -0.00529146 0.00212598 0.00345339 -0.00596309 -0.00106453 -0.00328453 0.0100299 0.00126589 0.00197591 -0.00783841 -0.0121874 -0.00600913 -0.00404456 -0.00680713 -0.0071238 -0.0121567 -0.0087677 0.0140966 0.00243096 -0.00590315 0.00840765 0.0177424 -0.0190355 0.00774679 -0.0108088 -0.00722031 internal_weight=1.33018e+06 795228 744369 534953 506635 594153 488967 484177 134042 119890 150216 339193 65779 350135 103669 246466 105186 233179 41360 65237 50859 88169 297833 92802 149774 14152 27677 145291 97394 59985 internal_count=1330181 795228 744369 534953 506635 594153 488967 484177 134042 119890 150216 339193 65779 350135 103669 246466 105186 233179 41360 65237 50859 88169 297833 92802 149774 14152 27677 145291 97394 59985 cat_boundaries=0 1 2 cat_threshold=146 1056 is_linear=0 shrinkage=0.05 Tree=68 num_leaves=31 num_cat=0 split_feature=20 8 52 84 19 12 13 20 92 6 64 52 52 16 12 38 16 12 4 14 15 52 12 17 13 52 20 20 40 20 split_gain=6803.51 4059.57 4462.85 3650.47 3359.47 2999.69 2147.42 1759.57 1724.53 1682.3 1650.23 2107.9 1395.25 1468.86 3144.38 1197.57 1115.74 1079.6 1590.41 1207.09 1026.66 1002.58 1064.49 978.59 1294.09 1022.9 951.793 943.861 940.096 934.891 threshold=7.5750000476837167 10.949999809265138 3.0749999284744267 0.79866304993629467 13.344999790191652 1.4950000047683718 1.5049999952316286 10.574999809265138 -0.49202321469783777 3.5499999523162846 5.9149999618530282 12.684999942779543 0.61500000953674328 11.775000095367433 0.9650000035762788 11.949999809265138 11.775000095367433 1.2150000333786013 6.4500000476837167 1.075000047683716 3.2549999952316289 6.0050001144409189 1.2150000333786013 11.775000095367433 2.2949999570846562 6.8450000286102304 6.3550000190734872 4.0250000953674325 13.150000095367433 4.6949999332427987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 9 16 -3 10 -7 29 -2 -12 -5 14 -14 -6 -4 18 28 -20 -13 22 -18 24 -10 -25 -8 -17 -11 -1 right_child=7 6 5 12 15 8 26 -9 23 17 11 20 13 -15 -16 27 21 -19 19 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 leaf_value=-0.028673967914966281 0.0069195724576613053 -0.027698468354207608 0.028666336089647387 -0.018464845828813924 -0.0080586350257658146 -0.0083602372297745756 -0.010326303965522582 0.015042197115527602 0.020399996021231964 0.014475108420674874 -0.0075502346822365028 0.007718802320273859 0.033427651958549132 -0.020371671332570937 -0.0067279724633290336 -0.069825168331040119 0.013272083489499041 -0.0025239968722313277 -0.027397307012541217 0.0091930333265968708 -0.0023041710615980828 0.021926850806866457 -0.007218964021018408 -0.01741945425921803 0.00041755144779636775 0.0041119910687189287 -0.0027706019647152358 0.010323942796299137 9.745290150615666e-05 -0.0066000620426028798 leaf_weight=4998 221411 14196 12937 35060 10401 31146 111042 40354 19271 31303 56225 74653 5171 17200 85190 369 18619 131120 5777 3696 38842 16118 9609 6752 13980 30133 66727 80930 17854 119097 leaf_count=4998 221411 14196 12937 35060 10401 31146 111042 40354 19271 31303 56225 74653 5171 17200 85190 369 18619 131120 5777 3696 38842 16118 9609 6752 13980 30133 66727 80930 17854 119097 internal_value=-5.8963e-05 -0.00253671 -0.000785306 -0.00292227 -0.000502572 0.00660226 -0.00898463 0.00510169 0.00143035 -0.00296245 0.0040761 0.000366611 -0.00980271 -0.00697924 -0.00443003 0.00791639 0.0157467 -2.05016e-06 0.00563803 -0.0131212 0.00428859 0.0119777 0.00629679 0.00577815 0.0119986 0.000170543 -0.00749021 0.00996016 0.00925309 -0.0074891 internal_weight=1.33018e+06 898696 706731 548166 405545 158565 191965 431485 101282 313845 391131 169720 142621 107561 90361 91700 57283 189750 58630 9473 113495 44346 28228 70136 33251 36885 177769 81299 49157 124095 internal_count=1330181 898696 706731 548166 405545 158565 191965 431485 101282 313845 391131 169720 142621 107561 90361 91700 57283 189750 58630 9473 113495 44346 28228 70136 33251 36885 177769 81299 49157 124095 is_linear=0 shrinkage=0.05 Tree=69 num_leaves=31 num_cat=2 split_feature=20 12 136 4 52 12 92 136 10 12 4 16 16 23 120 20 22 120 20 64 52 14 31 55 52 104 14 53 14 23 split_gain=6140.17 3747.26 6103.33 2792.54 2622.83 2872.02 2041.83 1906.64 1779.59 1755.8 1893.76 1682.36 1647.19 1614.56 1608.65 1602.67 1572.75 2335.83 1500.34 1411.18 1842.65 1407.05 1272.81 1200.5 1231.66 1172.15 1157.79 1127.27 1153.01 1059.48 threshold=7.5750000476837167 1.3450000286102297 0 6.8500001430511483 6.8450000286102304 2.1750000715255742 -0.51640716195106495 1 5.9500000476837167 1.0049999952316286 3.9500000476837163 11.775000095367433 12.699999809265138 5.2349998950958261 -0.96359375119209278 9.9749999046325701 5.7550001144409189 -0.91702514886856068 6.2349998950958261 5.9149999618530282 7.2750000953674325 1.0649999976158144 1025.350036621094 6.2950000762939462 14.425000190734865 -0.94908857345581044 0.82499998807907116 3.5049999952316289 0.94499999284744274 8.2150001525878924 decision_type=2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 13 8 6 11 12 -8 9 10 -4 -6 -3 14 26 19 17 25 -9 -2 -21 22 -5 -7 -25 -12 -1 28 -11 -22 right_child=15 4 3 21 5 23 7 18 -10 27 16 -13 -14 -15 -16 -17 -18 -19 -20 20 29 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.04388234465349012 0.0062339822127237248 -0.01149695718652939 0.016155034804302217 -0.033441624238498661 0.032100552454619562 0.011326331817300143 -0.00030049235515408325 -0.01164005656611361 0.01737847731805121 -0.028991386298963008 -0.096944358730526606 0.0074231828183295287 -0.038553539405772136 -0.0025999400013190718 -0.0085493079620680267 0.011767708080421156 0.0085199231548529226 0.003825660211022504 -0.003821568220634561 -0.010726359805762848 0.0076867466748027332 -0.0011635948554554669 0.10134947812702094 -0.018637587213557495 -0.001627503609086125 -0.03116996035661165 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44874 2930 13004 67533 54795 124195 internal_count=1330181 898696 329083 207201 569613 94915 474698 390566 188500 142000 74467 40500 84132 121882 45489 431485 19515 6899 246047 361423 156416 18701 6664 54415 44874 2930 13004 67533 54795 124195 cat_boundaries=0 1 2 cat_threshold=6288 7681 is_linear=0 shrinkage=0.05 Tree=70 num_leaves=31 num_cat=4 split_feature=20 28 136 8 18 10 13 136 20 20 12 16 12 136 136 121 67 52 64 20 123 17 122 20 110 16 8 52 20 19 split_gain=6135.24 3686.27 3135.87 3122.57 3464.02 2455.86 2407.56 1838.12 1560.2 1556.98 1428.89 1469.85 1332.26 1323.17 1315.77 1303.34 1299.45 1294.03 1323.19 1098.41 1062.54 1012.95 1001.24 984.277 946.008 928.512 1198.87 1129.9 905.718 905.61 threshold=7.8750000000000009 1020.0499877929689 0 9.7500000000000018 14.550000190734865 4.9500000476837167 1.1649999618530276 1 5.0450000762939462 6.3350000381469735 3.8349999189376835 18.219999313354496 1.3550000190734866 2 3 -0.71322327852249134 43.475000381469734 3.9450000524520878 4.8849999904632577 4.2049999237060556 0.28400452435016638 20.524999618530277 0.14780378341674807 5.4749999046325692 -0.8409043252468108 11.775000095367433 14.34999990463257 6.8450000286102304 4.9149999618530282 18.219999313354496 decision_type=2 2 1 2 2 2 2 1 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 24 4 5 8 -5 -8 -4 25 11 16 19 28 15 -10 21 22 -19 -6 -15 -2 -7 -22 -1 29 27 -27 -3 -9 right_child=10 13 3 6 12 17 7 9 14 -11 -12 -13 -14 20 -16 -17 -18 18 -20 -21 23 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=0.0083098242550129452 0.0043787710663366732 -0.032979407363337251 -0.0212961664763399 -0.039254643383971666 -0.060020057223884482 -0.0012118057082053752 0.0057634168408798947 -0.010258948521332365 -0.0074961419387953414 -0.0018523439042721535 0.013916022434315152 0.021700420751839374 0.00051781667993070748 0.0068737227881046185 -0.0069740331728383861 0.011259470158662657 -0.010142134829499178 0.027168997231052996 0.0049462970622550385 0.013965208320553237 0.04858690569607034 0.10273776665962664 0.011252630207430996 0.015506197673044304 -0.011290510894813472 -0.02745595471419926 -0.062584745074534071 0.0018623831040497649 0.0009788639393143049 0.10525787401615697 leaf_weight=6466 281896 2030 15411 5771 506 169829 26386 85928 15787 57087 44832 11765 30894 65219 138452 22413 16082 8760 28462 58568 2776 262 17800 11835 128458 10619 1704 4759 59984 170 leaf_count=6466 281896 2030 15411 5771 506 169829 26386 85928 15787 57087 44832 11765 30894 65219 138452 22413 16082 8760 28462 58568 2776 262 17800 11835 128458 10619 1704 4759 59984 170 internal_value=-5.78027e-05 -0.00210464 -0.00337167 -0.00202501 3.35457e-05 -0.00188657 -0.00744775 -0.00646433 -0.00603873 -0.00847731 0.00557258 0.00436598 0.00893142 0.00534713 -0.00470768 0.00350738 0.00368217 0.00166012 0.0101763 0.0133315 0.00960284 0.0044701 -2.93288e-05 0.0217913 -0.0103504 -0.0121436 -0.0227922 -0.0183829 -0.000132723 -0.0100309 internal_weight=1.33091e+06 976074 834230 699306 506882 416914 192424 186653 192063 160267 354837 310005 89968 141844 176652 38200 298240 224851 37222 59074 79830 282158 187629 14611 134924 103180 17082 15378 62014 86098 internal_count=1330911 976074 834230 699306 506882 416914 192424 186653 192063 160267 354837 310005 89968 141844 176652 38200 298240 224851 37222 59074 79830 282158 187629 14611 134924 103180 17082 15378 62014 86098 cat_boundaries=0 1 2 3 4 cat_threshold=146 6144 410 32 is_linear=0 shrinkage=0.05 Tree=71 num_leaves=31 num_cat=4 split_feature=20 120 4 6 14 52 136 4 136 12 20 22 120 64 52 20 12 4 13 64 17 16 28 20 136 136 16 60 52 15 split_gain=5609.61 3549.12 2834.42 3450.39 2782.92 2652.34 2327.12 2172.15 2064.17 1920.98 1782.01 1766.28 1737.69 1725.9 2621.75 1649.82 1471.69 1458.41 1619.2 1447.9 1310.45 1191.91 1105.49 1107.59 1078.19 1043.14 1032.43 934.018 1350.1 1199.6 threshold=7.2349998950958261 0.8038262426853181 7.5499999523162851 3.0499999523162846 1.1749999523162844 3.8349999189376835 0 3.9500000476837163 1 1.3450000286102297 5.6749999523162851 5.8750000000000009 -0.79332312941551197 4.9649999141693124 7.9949998855590829 5.6549999713897714 0.99500000476837169 5.9500000476837167 0.90500000119209301 3.554999947547913 16.335000038146976 10.405000209808351 1017.5499877929689 5.5750000476837167 2 3 20.524999618530277 0.58261543512344371 57.604999542236335 3.2949999570846562 decision_type=2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 left_child=1 2 3 6 -4 9 7 16 -6 17 21 12 -9 20 -15 -8 -1 25 -19 -7 26 -10 -3 -24 -11 -5 -2 -16 29 -29 right_child=13 22 4 5 8 19 15 11 10 24 -12 -13 -14 14 27 -17 -18 18 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=0.014703269193763148 0.005221157697807708 0.0047527402845865194 -0.028733709273563914 0.00036084746618255531 0.00067842245643250055 0.023476623296608407 -0.024040742596316236 -0.068673160690830001 -0.012933533908445797 0.0037583848011480884 -0.0057865871206587175 -0.0036856136673845091 -0.0072325517192890001 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0.0120131 0.00648685 -0.0163861 0.0111888 0.0210553 -0.00453471 0.00647412 0.00537841 0.00380326 0.00236031 -0.0006498 internal_weight=1.33091e+06 800791 757269 490335 266934 325078 165257 61563 252163 272309 179093 12919 4690 530120 235648 103694 48644 139374 28750 52769 294472 59265 43522 17182 132935 110624 265186 176364 152398 108152 internal_count=1330911 800791 757269 490335 266934 325078 165257 61563 252163 272309 179093 12919 4690 530120 235648 103694 48644 139374 28750 52769 294472 59265 43522 17182 132935 110624 265186 176364 152398 108152 cat_boundaries=0 1 2 3 4 cat_threshold=43 6660 3328 6288 is_linear=0 shrinkage=0.05 Tree=72 num_leaves=31 num_cat=3 split_feature=20 120 8 52 84 136 12 18 16 17 6 20 136 64 52 16 117 52 136 16 76 120 12 23 93 19 4 7 105 20 split_gain=5064.01 3197.61 2770.6 3840.26 2613.42 3182.12 2093.98 1657.29 1560.94 1613.58 1468.39 1464.85 1458.89 1303.13 2169.95 1256.77 1107.91 1325.23 1097.16 1220.84 1068.16 1065.39 1455.62 1311.13 1051.36 1037.28 1010.44 1510.69 1001.43 941.228 threshold=7.2950000762939462 0.8038262426853181 10.949999809265138 4.9649999141693124 0.82887962460517894 0 1.9049999713897707 15.405000209808351 18.219999313354496 20.524999618530277 3.3500000238418584 5.4149999618530282 1 4.9649999141693124 11.324999809265138 11.269999980926515 -0.47714059054851526 1.0249999761581423 2 11.269999980926515 7.1549999713897714 -0.9099266231060027 1.0249999761581423 6.2149999141693124 -0.88889098167419422 15.405000209808351 5.2500000000000009 5.3500001430511483 0.71113988757133495 5.5950000286102304 decision_type=2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 7 15 21 9 13 29 18 -13 25 -15 -5 -6 -18 19 -4 -19 23 -23 26 -8 -2 -1 -28 -3 -7 right_child=8 28 11 6 16 10 24 -9 -10 -11 -12 12 -14 14 -16 -17 17 20 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.0077966365953974735 0.0040007022658045208 0.0093321668678244523 -0.024286984727450597 0.034530541813861726 -0.024074803459942905 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-0.00312781 -0.00102774 0.00897916 0.00435671 0.00384927 0.00335153 -0.00486107 -0.00870871 -0.00613958 0.00327273 0.000427635 0.0161324 -0.00910011 -0.00773528 -0.0166997 -0.0309678 -0.00400954 0.00252041 0.00462595 -0.00640198 -0.000789206 0.00558428 -0.0149972 -0.0358644 0.0104922 -0.0102188 internal_weight=1.33091e+06 819054 774221 595842 520924 385403 74918 160275 511857 495747 225128 178379 134982 495369 222057 43248 135521 124201 43397 10280 81691 141776 114707 27069 31670 273312 16812 4313 44833 81561 internal_count=1330911 819054 774221 595842 520924 385403 74918 160275 511857 495747 225128 178379 134982 495369 222057 43248 135521 124201 43397 10280 81691 141776 114707 27069 31670 273312 16812 4313 44833 81561 cat_boundaries=0 1 2 3 cat_threshold=1825 2048 1314 is_linear=0 shrinkage=0.05 Tree=73 num_leaves=31 num_cat=5 split_feature=20 28 136 20 12 18 53 79 136 20 8 16 12 66 13 6 136 15 23 120 16 19 53 120 4 136 124 7 120 136 split_gain=4610.92 3178.1 2640.44 2509.72 3158.26 2505.93 1781.16 1842.25 1511.85 1920.98 1382.55 1244.97 1228.12 1307.74 1190.33 1165.87 1127.05 1224.62 1042.4 991.909 988.406 986.845 971.368 930.04 926.283 948.633 909.366 1003.65 905.324 918.534 threshold=7.8750000000000009 1020.0499877929689 0 4.5850000381469735 1.3650000095367434 14.550000190734865 2.435000061988831 3.054999947547913 1 5.7750000953674325 7.1499998569488534 10.960000038146974 3.8349999189376835 24.914999961853031 0.7749999761581422 3.0499999523162846 2 2.3950001001358037 5.2650001049041757 -0.53727915883064259 18.219999313354496 18.219999313354496 6.1250000000000009 -0.9099266231060027 10.150000095367433 3 0.46173103153705602 6.0499999523162851 -0.79332312941551197 4 decision_type=2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 1 left_child=1 2 26 10 5 6 7 23 -6 11 18 21 13 20 -12 -11 -3 19 -4 -18 -2 -10 -13 -5 25 -17 27 -1 29 -9 right_child=12 16 3 4 8 -7 -8 28 9 15 14 22 -14 -15 -16 24 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0097754403670597522 0.0044801652542124336 -0.0014634032719827181 -0.010388812781533734 -0.0052672814404243484 0.0045950854272717558 0.012304110200871406 0.012190617308580729 -0.045005394585717971 -0.0086524381440655149 -0.0092455430964667445 -0.051658351880359991 -0.030551795626550728 0.012566623505045128 -0.003735772427090354 -0.018539839965529503 0.0043350509032224673 0.0050899928585865862 -0.0016089173138855569 0.02537455079019383 0.016794460050151977 0.019754510472088399 0.12058388838997565 -0.0024420811160448213 0.0042151400291448341 -0.0075036453386185019 -0.0030058852447592227 -0.013102751147063003 0.003576919607284314 -0.0053870762117097376 -0.01422627445629405 leaf_weight=38139 249430 44815 9790 36465 47687 59196 27970 3176 76248 55770 3328 12364 44832 49514 14684 83870 33757 24242 2573 39030 11061 148 4090 88901 45700 92573 74481 22304 24476 10297 leaf_count=38139 249430 44815 9790 36465 47687 59196 27970 3176 76248 55770 3328 12364 44832 49514 14684 83870 33757 24242 2573 39030 11061 148 4090 88901 45700 92573 74481 22304 24476 10297 internal_value=-4.95541e-05 -0.001824 -0.00300045 -0.00176475 -0.00112649 0.00331408 0.000531975 -0.00146473 -0.00378457 -0.00486234 -0.0158214 -0.011089 0.00483153 0.00371291 -0.024659 -0.0027822 0.00509511 0.00812361 -0.00294571 0.0113662 0.00512875 -0.00840207 -0.0235645 0.001457 -0.00115955 0.000483613 -0.00940424 -0.0048483 -0.0111168 -0.0215258 internal_weight=1.33091e+06 976074 834230 699306 668931 250481 191285 163315 418450 370763 30375 92850 354837 310005 18012 277913 141844 97029 12363 72787 260491 76396 16454 125366 222143 176443 134924 60443 37949 13473 internal_count=1330911 976074 834230 699306 668931 250481 191285 163315 418450 370763 30375 92850 354837 310005 18012 277913 141844 97029 12363 72787 260491 76396 16454 125366 222143 176443 134924 60443 37949 13473 cat_boundaries=0 1 2 3 4 5 cat_threshold=146 6144 152 1281 32 is_linear=0 shrinkage=0.05 Tree=74 num_leaves=31 num_cat=4 split_feature=28 19 136 20 118 12 120 123 8 6 39 52 120 12 112 4 52 20 20 76 136 8 13 136 31 6 136 34 22 17 split_gain=4222.05 3489.73 2418.18 2021.29 1902.74 1712.85 1489.89 1414.32 1496.56 1431.78 1365.87 1296.23 1207.61 1264.8 1184.94 1177.7 1184.37 1170.55 1030.65 1016.18 893.201 892.67 888.684 882.271 867.328 865.467 851.433 813.604 810.331 1176.85 threshold=1017.7500000000001 15.405000209808351 0 5.6749999523162851 0.43049471080303198 3.3950001001358037 0.026175950653851036 -0.89490029215812672 6.9500000476837167 3.6499999761581425 16.250000000000004 1.0850000381469729 -0.84335932135581959 1.044999957084656 -0.50751903653144825 7.6499998569488534 3.1750000715255742 5.2650001049041757 6.2950000762939462 23.07499980926514 1 3.4500000476837163 0.69499999284744274 2 997.25000000000011 4.8500001430511483 3 15.750000000000002 6.2349998950958261 9.5450000762939471 decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 1 2 2 2 left_child=1 3 -2 7 5 23 17 8 11 12 24 -1 21 -14 20 16 -11 27 -8 -19 -6 -9 -10 -5 -3 -25 -17 -4 29 -23 right_child=2 10 6 4 14 -7 18 9 22 15 -12 -13 13 -15 -16 26 -18 19 -20 -21 -22 28 -24 25 -26 -27 -28 -29 -30 -31 leaf_value=0.0035542463846360232 -0.0030344511949562006 0.015675291250754803 -0.010382427128031379 0.0033427422939227274 -0.00037453348560645454 0.013517564298463798 0.02400038324662334 -0.0049477067333434767 -0.056719415796576848 -0.0040170627169837112 0.01652189820486432 0.038042356385696634 0.0027595929272224416 -0.022618556846241117 -0.014228899213772007 -0.018841750978871336 0.023905050901781837 0.0059899775184557007 0.0092473062788896374 -0.0067925805198200493 -0.0060377763070072 -0.030853372464359666 -0.0080876359700645002 -0.0053308215597073633 0.00069967749487959293 0.0025548248213848623 -0.0071943251747001394 0.023601868044840973 -0.0030510244061410126 -0.072438405525594704 leaf_weight=25956 95894 11657 19007 115242 129873 25913 14365 2217 986 48700 27089 3044 8246 12134 27829 26261 4119 221801 67300 16720 150092 4365 19873 95922 56675 54601 39076 1941 1225 2788 leaf_count=25956 95894 11657 19007 115242 129873 25913 14365 2217 986 48700 27089 3044 8246 12134 27829 26261 4119 221801 67300 16720 150092 4365 19873 95922 56675 54601 39076 1941 1225 2788 internal_value=-4.7097e-05 -0.00201621 0.00398047 -0.0030962 -0.0016468 0.00124689 0.0059523 -0.00746263 -0.000172406 -0.00989997 0.00702092 0.00717431 -0.0194685 -0.0123502 -0.00438899 -0.00739154 -0.0018396 0.00409869 0.0118424 0.00509394 -0.00341088 -0.0331609 -0.0103864 5.04606e-05 0.00325442 -0.0024702 -0.0118798 -0.00723351 -0.0406267 -0.0470618 internal_weight=1.33091e+06 893883 437028 798462 599472 291678 341134 198990 49859 149131 95421 29000 30975 20380 307794 118156 52819 259469 81665 238521 279965 10595 20859 265765 68332 150523 65337 20948 8378 7153 internal_count=1330911 893883 437028 798462 599472 291678 341134 198990 49859 149131 95421 29000 30975 20380 307794 118156 52819 259469 81665 238521 279965 10595 20859 265765 68332 150523 65337 20948 8378 7153 cat_boundaries=0 1 2 3 4 cat_threshold=144 7425 5409 1315 is_linear=0 shrinkage=0.05 Tree=75 num_leaves=31 num_cat=0 split_feature=28 19 12 8 6 16 64 21 126 12 4 17 126 92 52 67 12 116 52 17 64 76 10 4 16 52 33 38 17 21 split_gain=3748.22 2951.14 1699.09 1621.38 1839.84 1491.05 1268.61 1221.88 1183.68 1179.26 1683.9 1153.16 1138.37 1076.98 1203.04 1106.62 1057.41 1210.12 1000.85 1610.53 1502.88 1197.64 919.992 885.395 872.944 972.297 831.442 829.444 796.43 794.062 threshold=1017.7500000000001 15.405000209808351 3.685000061988831 12.34999990463257 3.5499999523162846 18.219999313354496 2.2250000238418584 5.1949999332427987 0.59480014443397533 1.0049999952316286 4.4500000476837167 20.524999618530277 0.62249094247818004 -0.51640716195106495 2.245000004768372 44.465000152587898 1.3049999475479128 -0.43049471080303187 1.9450000524520876 11.269999980926515 10.194999694824221 2.4150000810623173 10.250000000000002 3.3500000238418584 6.9049999713897714 0.21499999612569812 13.449999809265138 15.449999809265138 15.405000209808351 5.3849999904632577 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 7 11 27 23 22 10 -9 13 -4 14 -2 18 -10 -18 21 20 -20 26 24 -1 25 -6 29 -3 -7 -15 right_child=5 6 12 -5 8 28 -8 9 16 -11 -12 -13 -14 15 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0087661541855315432 -0.015057545870622475 0.0056250297973248122 0.014713460576897045 -0.010032522854716942 -0.013281010406655819 0.044357346244703333 -0.0013037246712861703 0.0046469445285994559 0.0052858175056890947 -0.0066709704136943566 -0.020188400351452869 0.10279931119095881 -0.0034354877886045212 -0.0096445621935529052 0.0033104281984127843 -0.0079063600275236633 -0.021869863495771646 -0.0036465011117893134 0.032966934678656877 0.005263256333879804 0.0092234200370885904 -0.0092165686639635123 0.010261230970786182 -0.032389702924162066 0.0023488987437550826 0.010288329935738446 0.0085424461382360272 0.017345449044866842 0.013924128032572284 0.0028154691172082771 leaf_weight=9118 16360 34682 22308 81586 18932 2888 34074 51326 31527 204098 7872 291 14102 14143 19588 18597 9663 159151 11073 114564 16740 19777 30822 7020 144997 5691 61464 26729 8410 133328 leaf_count=9118 16360 34682 22308 81586 18932 2888 34074 51326 31527 204098 7872 291 14102 14143 19588 18597 9663 159151 11073 114564 16740 19777 30822 7020 144997 5691 61464 26729 8410 133328 internal_value=-1.80206e-05 -0.00187396 -0.00286771 -0.00337203 -0.00257316 0.00377557 0.00643337 -0.00568739 -0.000401856 -0.00486884 0.0013444 0.00330002 0.00768417 0.00323199 -0.00504887 0.00399589 -0.00311981 -0.00468962 0.00459237 0.00788345 0.0186763 0.00254361 0.00231473 -0.0190424 0.000870759 -0.00783354 0.00365679 0.0107263 0.0217035 0.00162051 internal_weight=1.33092e+06 893698 798213 761803 680217 437223 95485 279434 400783 263296 59198 425925 36410 425634 35948 389686 200341 168814 371089 142377 27813 228712 200442 16138 169620 24623 208935 61411 11298 147471 internal_count=1330921 893698 798213 761803 680217 437223 95485 279434 400783 263296 59198 425925 36410 425634 35948 389686 200341 168814 371089 142377 27813 228712 200442 16138 169620 24623 208935 61411 11298 147471 is_linear=0 shrinkage=0.05 Tree=76 num_leaves=31 num_cat=2 split_feature=28 19 136 132 84 12 136 8 39 120 52 92 64 18 24 7 21 12 18 92 31 56 121 21 6 127 52 23 126 4 split_gain=3415.15 2497.53 2318.69 1637.47 1594.29 1708.99 1368.94 1678.15 1107.52 1065.08 1030.3 1401.29 1252.66 1266.28 1001.05 973.621 1173.65 1358.36 973.18 950.614 935.56 914.995 867.528 826.639 817.392 966.013 776.674 691.719 689.785 685.643 threshold=1017.1499938964845 15.405000209808351 0 1020.9500122070314 0.84232443571090709 3.4750000238418584 1 9.8499999046325701 16.050000190734867 0.19936034083366397 2.6049998998641972 0.051982441917061813 17.464999198913578 12.699999809265138 235.50000000000003 3.5499999523162846 5.0750000476837167 0.99500000476837169 6.0650000572204599 -0.41297931969165796 1005.4500122070314 250.50154876708987 -0.73724925518035878 6.3450000286102304 4.1499998569488534 0.59480014443397533 23.454999923706058 6.3350000381469735 0.62249094247818004 4.7500000000000009 decision_type=2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 19 4 5 6 7 15 20 10 11 -4 13 -12 -9 16 22 29 -11 -2 -3 -6 27 -13 -8 -26 -14 -1 -7 -18 right_child=2 8 9 -5 21 28 24 14 -10 18 12 23 26 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.056664870795706757 -0.014437057081353828 0.014442805385359248 -0.010640679813752933 0.023971544018355617 -0.010347129486599521 0.014032022545114412 -0.0079501488343325568 -0.031843707902211763 0.014326725807050978 0.051764045611347155 0.020513125217434876 -0.0016818505865769475 -0.00635208033410848 0.006686614492547472 -0.0060860238116945305 0.0054046867737211077 0.012214235379044779 -0.0041098646821122716 0.0097751925911938806 -0.00097548594784175897 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497134 746107 740485 545599 510849 252652 87680 369103 293198 174365 118833 72072 47222 205430 98155 93567 75905 128031 60198 194886 4588 153329 258197 134406 46761 2459 34750 26973 internal_count=1330921 833787 497134 746107 740485 545599 510849 252652 87680 369103 293198 174365 118833 72072 47222 205430 98155 93567 75905 128031 60198 194886 4588 153329 258197 134406 46761 2459 34750 26973 cat_boundaries=0 1 2 cat_threshold=146 5921 is_linear=0 shrinkage=0.05 Tree=77 num_leaves=31 num_cat=2 split_feature=20 12 136 52 12 92 16 8 16 136 20 120 108 86 23 120 56 55 14 4 4 52 12 64 52 125 20 16 10 31 split_gain=3430.4 2406.78 3863.83 2383.96 3242.47 2187.39 1905.11 1745.12 1651.63 1543.8 1641.1 1283.43 1398.75 1559.99 1244.49 1307.58 1188.22 1183.92 1168.79 1083.17 1048.56 1035.13 1030.51 1199.83 1273.64 992.975 942.112 913.349 865.398 816.029 threshold=7.8550000190734872 1.1050000190734866 0 5.4149999618530282 2.0049999952316289 -0.54125046730041493 11.269999980926515 8.3499999046325701 11.775000095367433 1 5.8150000572204599 -0.68832838535308827 0.12053249031305314 0.79650676250457775 5.2049999237060556 -0.97233289480209339 231.07722473144534 6.2950000762939462 1.1549999713897707 4.0499999523162851 11.550000190734865 14.144999980926515 4.0350000858306894 12.194999694824221 13.635000228881838 -0.095842104405164705 4.8350000381469735 6.0650000572204599 5.9500000476837167 1021.3500061035157 decision_type=2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 14 5 6 8 -5 11 -3 26 18 12 13 -4 15 -1 -6 -18 -11 -15 21 -19 23 -2 -25 -9 -7 -13 -16 -27 right_child=22 3 7 4 16 9 -8 25 -10 10 -12 27 -14 19 28 -17 17 20 -20 -21 -22 -23 -24 24 -26 29 -28 -29 -30 -31 leaf_value=-0.029245739135309652 0.0053719822794784508 -0.0085743859147971602 0.0063595402245359622 0.029862250460401481 -0.020772434437590626 -0.013112560804452092 0.0073343514655451192 -0.065500010511451962 -0.028192205205131896 -0.026396244029563944 -0.0027102467094586476 0.038960513100727963 0.0083806779937919285 -0.013331323538234241 -0.0033060385266967494 -0.0068267513547213181 0.01094962054938765 -0.0099208918822098254 -0.0086494296283889782 -0.057313075038334473 -0.017500968583366812 0.0044208570135156992 0.012239936938959804 -0.011073056034400725 0.001925425933111651 -0.018399508796525549 0.0015635223549986664 0.012900177522245752 0.013859278832248526 0.041474295503167967 leaf_weight=8805 219323 93590 6688 11548 8827 11654 50096 958 12118 10462 218469 3543 43028 4073 41697 24887 15537 20993 81953 2133 12388 31400 35526 24644 80090 3778 177265 65866 8912 670 leaf_count=8805 219323 93590 6688 11548 8827 11654 50096 958 12118 10462 218469 3543 43028 4073 41697 24887 15537 20993 81953 2133 12388 31400 35526 24644 80090 3778 177265 65866 8912 670 internal_value=-1.62636e-05 -0.00156074 0.00310685 -0.00288787 0.00273747 -0.00428873 0.0115546 0.00848841 -0.0108233 -0.00290668 -0.00507282 0.00968882 0.00405188 -0.0103936 -0.00523946 -0.0126857 -0.00335959 -0.0014459 -0.0106585 -0.0284478 -0.00441883 -0.00132564 0.00415581 0.00326956 -0.00113313 -0.0193257 0.000658152 0.0142304 -0.000283309 -0.00938075 internal_weight=1.33092e+06 971338 215038 756300 150789 605511 61644 130737 105708 499803 310884 125331 55922 12894 84301 33692 89145 80318 92415 6206 64781 52393 359583 324057 104734 5406 188919 69409 50609 4448 internal_count=1330921 971338 215038 756300 150789 605511 61644 130737 105708 499803 310884 125331 55922 12894 84301 33692 89145 80318 92415 6206 64781 52393 359583 324057 104734 5406 188919 69409 50609 4448 cat_boundaries=0 1 2 cat_threshold=6288 7681 is_linear=0 shrinkage=0.05 Tree=78 num_leaves=31 num_cat=2 split_feature=17 25 20 16 18 28 8 6 16 23 136 12 17 132 68 19 116 10 12 136 10 104 7 3 4 4 20 127 16 18 split_gain=3262.12 2621.42 2653.05 2230.8 1625.45 1540.02 1463.74 1577.25 1405.04 1358.99 1358.82 1358.23 1166.93 1148.76 1032.01 1298.74 1023.25 991.12 932.317 935.732 908.695 897.474 874.142 869.362 829.758 805.72 874.754 800.595 784.297 779.816 threshold=17.029999732971195 310.50000000000006 4.8750000000000009 15.405000209808351 18.219999313354496 1015.9500122070314 7.3500001430511483 7.8500001430511483 18.219999313354496 5.7750000953674325 0 3.8349999189376835 20.524999618530277 1017.7500000000001 255.56472015380862 14.550000190734865 -0.55191597342491139 5.2500000000000009 1.1150000095367434 1 4.9500000476837167 1.0000000180025095e-35 3.7500000000000004 114.50000000000001 7.0499999523162851 9.7500000000000018 6.3949999809265146 -1.0000000180025095e-35 15.405000209808351 18.219999313354496 decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 12 5 11 9 -8 10 20 17 13 -2 14 15 22 24 -7 -18 -20 -1 -12 -4 -9 -3 -5 27 -27 -6 -21 right_child=3 16 4 25 28 8 7 23 -10 -11 21 -13 -14 -15 -16 -17 18 -19 19 29 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.018456490746261087 0.027841776195440301 -0.013003799630138599 -0.0053501025282629471 0.0083392830076939439 0.077126006947145553 -0.0081397482413343106 -0.024902836272003025 0.036048067510199296 0.037715764075266368 0.025539025779534232 0.004137374021432277 0.011298754898423066 0.1025241825412419 0.015592853045787284 -0.0050619779610490854 0.0065862307777674843 0.0095474208583247316 0.0027652959344861196 -0.0088263345752361382 -0.0027893424969186787 0.0019430389913471097 0.034494674064962497 0.0010872342495049368 -0.0067104320036603746 -0.049390064646054881 -0.13325348134205592 -0.0010476415352611138 -0.029959452340874434 0.019402603048143896 0.082568162118098642 leaf_weight=8851 9975 6388 95389 54526 959 42015 21028 1372 2939 4046 364871 21926 552 9667 157204 59075 11677 41334 96230 169521 14245 2451 117940 8901 2076 246 2936 790 1523 268 leaf_count=8851 9975 6388 95389 54526 959 42015 21028 1372 2939 4046 364871 21926 552 9667 157204 59075 11677 41334 96230 169521 14245 2451 117940 8901 2076 246 2936 790 1523 268 internal_value=-1.54504e-05 -0.000594393 0.000639748 0.0105686 0.00129784 0.00118821 -0.0096894 -0.0170579 0.00325678 -0.00119184 0.00303206 -0.000846315 0.0317579 -0.00145253 -0.00183608 2.55835e-05 -0.00480251 -0.00273145 -0.00428053 -0.00488751 -0.0058746 0.00433982 -0.00179119 -0.000999864 -0.0219284 0.00675551 -0.014986 -0.0544868 0.0417059 -0.00265446 internal_weight=1.33092e+06 1.2619e+06 975736 69025 917293 914811 58443 31301 453610 27142 450671 461201 10527 439275 429608 272404 286160 83349 277696 266019 23096 367322 213329 10273 8464 58498 3972 1036 2482 169789 internal_count=1330921 1261896 975736 69025 917293 914811 58443 31301 453610 27142 450671 461201 10527 439275 429608 272404 286160 83349 277696 266019 23096 367322 213329 10273 8464 58498 3972 1036 2482 169789 cat_boundaries=0 1 2 cat_threshold=144 154 is_linear=0 shrinkage=0.05 Tree=79 num_leaves=31 num_cat=4 split_feature=17 28 20 118 18 12 136 15 8 13 10 86 52 17 136 8 4 136 10 136 12 23 17 31 120 20 31 112 12 4 split_gain=2944.07 2479.38 2005.64 2315.52 1420.45 1343.59 1237.21 1213 1187.59 1615.05 1284.39 1150.65 1110.65 1072.61 985.99 901.233 852.455 822.44 794.404 869.925 1325.52 790.644 749.016 748.416 747.708 935.724 735.37 722.764 693.443 691.61 threshold=17.029999732971195 1019.4500122070314 4.8750000000000009 0.64942333102226268 18.219999313354496 3.995000004768372 0 2.9550000429153447 7.1499998569488534 0.9350000023841859 4.5499999523162851 0.84374016523361217 8.4149999618530291 22.289999961853031 1 13.150000095367433 10.449999809265138 2 5.9500000476837167 3 1.0049999952316286 5.7750000953674325 10.405000209808351 1003.9500122070314 -0.60873827338218678 5.6949999332427987 1015.0499877929689 -0.35019405186176294 1.4550000429153445 3.9500000476837163 decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 5 6 -4 14 10 22 -1 15 -13 16 -3 18 -2 -5 19 20 29 -12 -10 -21 -16 -26 -25 -19 -20 -8 right_child=13 7 3 17 -6 -7 11 -9 9 -11 21 12 -14 -15 24 -17 -18 27 28 23 -22 -23 -24 26 25 -27 -28 -29 -30 -31 leaf_value=-0.018631133407180665 0.010776891930289162 0.0010007512133171947 -0.0034860709627885442 -0.010632706423009876 0.042399784109337285 0.011942160734882537 0.014474556023689364 -0.002977642528895015 -0.023468940195147822 -0.010453352838004403 0.0013485784217339082 -0.0064782851617747779 0.0053077679710973741 0.080628545179418976 0.0033224205881599508 -0.0088407949082016293 -0.014685865896824246 -0.003165818160431798 0.011629224980813077 0.0080309407215199326 -0.0012487934741876989 0.032063653242880401 -0.053961171972643877 -0.0068238279924937697 0.02482096671811623 0.0088969540808340603 0.0012297306246551499 -0.021481121973326914 0.0037162218403660346 -0.0011825926221402127 leaf_weight=7854 65029 81429 205275 58310 1996 23385 34356 54804 5146 27861 14029 77822 26897 534 52845 16726 3462 166148 39710 18264 41514 2463 3309 57809 10584 71866 55612 5567 91440 8875 leaf_count=7854 65029 81429 205275 58310 1996 23385 34356 54804 5146 27861 14029 77822 26897 534 52845 16726 3462 166148 39710 18264 41514 2463 3309 57809 10584 71866 55612 5567 91440 8875 internal_value=-1.46812e-05 -0.000564677 -0.00172516 -0.0011504 0.000280331 0.000159832 -0.000248784 0.00366806 -0.0105339 -0.016262 -0.00198952 0.00116811 -0.00345105 0.0100402 0.00534859 0.0024959 0.00948983 -0.00550235 0.00304144 0.00118069 0.00513185 0.00593573 -0.0354026 -0.00136234 0.00796472 0.0109411 -0.00287505 -0.00375938 0.00611215 0.0112603 internal_weight=1.33092e+06 1.2619e+06 990368 929706 699681 697685 674300 271528 60662 36316 24346 469025 104719 69025 216724 364306 68491 230025 347580 216430 84745 16492 8455 131685 135295 82450 113421 171715 131150 43231 internal_count=1330921 1261896 990368 929706 699681 697685 674300 271528 60662 36316 24346 469025 104719 69025 216724 364306 68491 230025 347580 216430 84745 16492 8455 131685 135295 82450 113421 171715 131150 43231 cat_boundaries=0 1 2 3 4 cat_threshold=218 408 146 1056 is_linear=0 shrinkage=0.05 Tree=80 num_leaves=31 num_cat=2 split_feature=17 25 16 20 84 6 136 12 2 20 56 86 4 17 23 16 4 6 14 120 22 116 12 30 12 24 52 136 21 18 split_gain=2739.44 2296.8 2130.41 1996.78 1576 1343.24 2066.5 1810.59 1487.32 1260.53 1171.69 977.615 952.951 952.504 944.26 952.648 891.753 881.193 880.033 874.556 905.481 842.326 804.566 798.147 797.986 950.325 929.905 753.429 746.523 738.713 threshold=17.029999732971195 310.50000000000006 15.405000209808351 4.5850000381469735 0.86536788940429699 4.9500000476837167 0 1.044999957084656 301.50000000000006 6.055000066757203 250.50154876708987 0.80847707390785228 6.4500000476837167 20.524999618530277 5.2349998950958261 4.6550002098083505 11.250000000000002 7.7500000000000009 1.0549999475479128 -0.50751903653144825 5.6549999713897714 -0.44618082046508784 1.2050000429153445 1018.3500061035157 1.4550000429153445 247.50000000000003 3.9450000524520878 1 5.9249999523162851 18.219999313354496 decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 left_child=1 3 13 12 5 6 -5 11 16 -9 -6 -8 14 -2 15 -1 17 -7 -14 20 -13 -3 -23 -11 26 28 -10 -24 -26 -29 right_child=2 21 -4 4 10 8 7 9 24 23 -12 19 18 -15 -16 -17 -18 -19 -20 -21 -22 22 27 -25 25 -27 -28 29 -30 -31 leaf_value=0.021984025486744895 0.02689286353824983 -0.019578680090479351 0.0060052336436237355 -0.0047247200054421346 -0.010623824586681624 0.0060497996931024155 0.010417370377748961 -0.010518726528229189 0.0040077690334563137 -0.00085028775880217455 -0.00019559585490230001 -0.042813343098519509 -0.030521652056435103 0.093365924854031682 0.018154421543977246 -0.016628272995360748 -0.0031211583779158481 0.014171409595241028 -0.005092201610323286 0.010330546679392927 -0.004114583918399895 0.0063067648693411835 -0.008253760673189503 0.0055374208108782486 -0.035836503897805523 0.00035529996940076897 0.025146965226582236 -0.0027820755254365265 -0.0039104440778388308 0.080451963567052892 leaf_weight=1904 9880 8914 58373 152595 46333 95828 77966 25243 29119 146796 64341 2216 9252 570 3830 9921 17298 51266 5381 5442 4755 17843 93733 73332 3278 138881 6334 166109 4148 267 leaf_count=1904 9880 8914 58373 152595 46333 95828 77966 25243 29119 146796 64341 2216 9252 570 3830 9921 17298 51266 5381 5442 4755 17843 93733 73332 3278 138881 6334 166109 4148 267 internal_value=1.31418e-05 -0.000516483 0.00972732 0.000640111 0.00104507 0.00178861 9.97072e-05 0.00229243 0.00417128 6.40951e-05 -0.00456131 0.00834243 -0.0119971 0.0305187 -0.00342255 -0.0104111 0.00761754 0.00888039 -0.0211705 -0.00469027 -0.0164165 -0.00444937 -0.00396417 0.00127767 0.00105433 -0.000576515 0.00778448 -0.00466873 -0.0180033 -0.00264834 internal_weight=1.33115e+06 1.26232e+06 68823 975459 945171 834497 488345 335750 346152 245371 110674 90379 30288 10450 15655 11825 164392 147094 14633 12413 6971 286866 277952 220128 181760 146307 35453 260109 7426 166376 internal_count=1331148 1262325 68823 975459 945171 834497 488345 335750 346152 245371 110674 90379 30288 10450 15655 11825 164392 147094 14633 12413 6971 286866 277952 220128 181760 146307 35453 260109 7426 166376 cat_boundaries=0 1 2 cat_threshold=2196 154 is_linear=0 shrinkage=0.05 Tree=81 num_leaves=31 num_cat=2 split_feature=20 12 136 52 12 92 16 20 16 4 7 125 136 5 15 10 4 40 12 23 85 16 0 16 55 52 64 12 18 31 split_gain=2543.74 2266.18 3096.91 2147.7 2272.47 1925.23 1764.95 1605.07 1274.05 1233.06 1262.36 1195.52 1184.65 1162.26 1082.97 1042.97 1420.1 1019.45 991.142 965.61 964.162 962.887 908.68 1006.83 884.338 1277.01 844.07 836.778 820.415 805.851 threshold=8.3550000190734881 1.2150000333786013 0 7.055000066757203 2.1750000715255742 -0.51640716195106495 11.269999980926515 5.7750000953674325 13.344999790191652 6.7500000000000009 3.8500000238418584 -0.38266885280609125 1 4.9500000476837167 2.0849999189376835 5.7500000000000009 4.2500000000000009 11.550000190734865 1.5850000381469729 5.3750000000000009 0.82180243730545055 11.269999980926515 236.50000000000003 8.7100000381469744 6.8949999809265146 16.275000572204593 5.7349998950958261 4.3849999904632577 15.405000209808351 1022.0499877929689 decision_type=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 2 left_child=1 2 15 5 6 8 -5 12 -3 10 20 -11 17 -9 -15 16 -1 -7 -10 22 28 -14 -18 -24 -6 -26 -8 -2 -4 -13 right_child=27 3 9 4 24 7 26 13 18 11 -12 29 21 14 -16 -17 19 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.0032580057500293004 0.0037021333673345051 -0.0079447598750399789 0.0045227360580139308 0.030314244428735961 0.0089019859361492322 0.0036393051019780846 0.014129517538454857 -0.0039720247412375091 -0.018906313108932003 -0.053379130145050219 0.013598553193949332 -0.0081248300114413995 -0.008196616112469671 0.0061275717485447835 -0.0011144948037663271 0.0036671915482854901 0.0027871842317657696 -0.012442920131214853 -0.058342475486489444 -0.0095900983578855511 -0.0063576539391974139 -0.022017828344581557 -0.026624985542881809 -0.068962762739576425 -0.013408432254634658 0.00028553911254518711 0.0014271865412983078 0.014543346347195792 0.017164580310736224 0.038686975150687121 leaf_weight=57259 233304 100950 78973 9258 14946 35010 22309 166067 8709 1354 59995 8920 71602 81856 139759 31366 1468 13714 1950 11006 17005 15293 4163 2119 25905 49662 31608 19269 15324 1025 leaf_count=57259 233304 100950 78973 9258 14946 35010 22309 166067 8709 1354 59995 8920 71602 81856 139759 31366 1468 13714 1950 11006 17005 15293 4163 2119 25905 49662 31608 19269 15324 1025 internal_value=1.24799e-05 -0.00104522 0.00273432 -0.002435 0.00286853 -0.00371878 0.010146 -0.00244725 -0.00968064 0.00669662 0.00775225 -0.00930124 -0.00712911 -0.000809438 0.00156044 -0.00400363 -0.00716936 -0.000887063 -0.0261209 -0.0191101 0.00460093 -0.0106278 -0.0326297 -0.0409061 -0.00221091 -0.00440887 0.00668297 0.00452922 0.00657713 -0.00330008 internal_weight=1.33115e+06 1.07858e+06 289977 788598 153688 634910 63175 523301 111609 182596 171297 11299 135619 387682 221615 107381 76015 48724 10659 18756 111302 86895 7750 6282 90513 75567 53917 252573 94297 9945 internal_count=1331148 1078575 289977 788598 153688 634910 63175 523301 111609 182596 171297 11299 135619 387682 221615 107381 76015 48724 10659 18756 111302 86895 7750 6282 90513 75567 53917 252573 94297 9945 cat_boundaries=0 1 2 cat_threshold=6288 6676 is_linear=0 shrinkage=0.05 Tree=82 num_leaves=31 num_cat=3 split_feature=28 136 20 12 52 79 136 16 52 7 127 123 52 55 18 20 116 76 52 1 20 66 52 18 52 120 64 52 136 12 split_gain=2305.8 1762.21 1657.48 1532.89 2057.92 1928.86 2091.96 1974.98 1355.14 1353.08 1227.76 1179.41 1056.69 1005.44 985.703 931.28 878.579 896.847 1080.92 793.123 787.791 900.849 1003.64 935.281 848.89 806.379 749.875 789.525 744.009 719.035 threshold=1017.1499938964845 0 8.3550000190734881 1.3750000000000002 3.0349999666213994 2.1550000905990605 1 11.269999980926515 1.2549999952316286 3.3500000238418584 0.50751903653144848 0.18222858756780627 1.7649999856948855 0.61500000953674328 5.7200000286102304 4.6949999332427987 -0.44618082046508784 14.994999885559084 7.055000066757203 309.50000000000006 5.2950000762939462 23.125000000000004 6.5450000762939462 12.699999809265138 31.454999923706058 0.72534674406051647 8.8350000381469744 74.684997558593764 2 1.3350000381469729 decision_type=2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 left_child=2 -2 3 4 5 6 15 8 -7 -5 -11 20 -9 -10 -13 19 17 18 -12 -1 25 22 29 -24 -23 -3 -4 -28 -18 -22 right_child=1 11 26 9 -6 7 -8 12 13 10 16 14 -14 -15 -16 -17 28 -19 -20 -21 21 24 23 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.031785000076036594 -0.0030367763846509163 -0.0068736068416196637 0.0072679716900752867 -0.0092764806858584032 0.011304452353860803 -0.0099063633116852051 -0.0037008368882268383 -0.036635198181415626 0.077663563802181063 0.0011767520985232229 -0.022494260543177311 0.059219393557567793 -0.012044699624428161 0.0055558668899325656 0.0090866149833803093 0.0090760911875014914 -0.0091208891697652558 -0.059557019300817249 0.01042817440937896 0.017205063794100944 0.0076841436485589575 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159112 64766 46981 460022 357546 391687 17785 18202 78809 74962 230074 13593 12445 3818 312878 284343 242194 61189 42149 28535 112140 42708 216481 181005 internal_count=1331148 496900 834248 722108 262086 223878 159112 64766 46981 460022 357546 391687 17785 18202 78809 74962 230074 13593 12445 3818 312878 284343 242194 61189 42149 28535 112140 42708 216481 181005 cat_boundaries=0 1 2 3 cat_threshold=144 1323 186 is_linear=0 shrinkage=0.05 Tree=83 num_leaves=31 num_cat=2 split_feature=17 28 84 136 12 8 15 19 17 13 136 112 36 7 56 14 12 21 120 3 6 12 21 12 17 112 23 14 76 134 split_gain=2279.48 1944 1587.04 1589.74 1308.5 1275.39 1082.87 1063.99 959.857 959.495 878.39 854.108 918.967 839.818 833.725 808.229 838.579 789.275 810.585 732.77 730.59 710.501 696.145 692.937 633.539 615.326 587.379 583.467 571.705 557.734 threshold=17.029999732971195 1019.3500061035157 0.85859689116477977 0 3.304999947547913 11.050000190734865 2.9750000238418584 15.405000209808351 22.289999961853031 1.794999957084656 1 -0.89490029215812672 16.44999980926514 3.5499999523162846 250.50154876708987 0.63499999046325695 1.1050000190734866 5.2750000953674325 -0.93038213253021229 152.50000000000003 7.5499999523162851 0.99500000476837169 5.4249999523162851 1.4550000429153445 10.405000209808351 -0.78257837891578663 5.2049999237060556 1.1549999713897707 21.904999732971195 1015.8500061035157 decision_type=2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 11 7 10 13 23 -7 -3 12 20 17 -4 -13 -17 18 -1 22 -5 -19 -12 -2 25 -9 -14 -18 -16 -23 right_child=8 6 14 4 -6 9 -8 24 -10 -11 19 15 26 -15 28 16 27 21 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.038108860629778037 0.015733291274879727 -0.00090772700834580483 -0.0090515130123644399 -0.00098322889327318594 0.0061799789945188501 -0.019414831749830021 -0.0031070536139065756 0.052383537085568921 0.075773436343067602 -0.002280446930161112 0.032196654810719649 -0.034857900134036023 -0.01528466311080719 0.0040800158269271858 0.00063945481108254034 0.0020614859427910632 -0.020223422599001131 0.0063374051705812565 -0.0058670829553783129 0.0044761345978116002 0.0086875644829743446 -0.0032001498687020975 0.0099865179173054333 0.0049149550079211094 0.0081654896891382115 0.011472900957929499 -0.0026102780125028015 -0.0064738887036489947 -0.0071725580703577013 0.016719089564220215 leaf_weight=2733 21692 52515 91671 112224 36802 9941 54495 1657 532 45874 3842 2412 16303 167480 59756 29038 8155 31215 6799 124641 23644 87617 43178 46599 42024 2064 20809 143260 38515 3661 leaf_count=2733 21692 52515 91671 112224 36802 9941 54495 1657 532 45874 3842 2412 16303 167480 59756 29038 8155 31215 6799 124641 23644 87617 43178 46599 42024 2064 20809 143260 38515 3661 internal_value=1.12562e-05 -0.000471864 -0.00151624 -0.000533765 -0.00279528 0.00168032 0.00321458 0.00281404 0.00887247 -0.00533219 0.00475131 -0.0037236 -0.00120497 0.00172926 -0.00562172 -0.00610607 -0.00572177 -0.00125278 -0.0151114 0.00648221 0.0006997 -0.000174352 0.0118013 0.0083513 0.00991641 0.0296908 -0.00817803 -0.00721442 -0.00242228 -0.00240122 internal_weight=1.33115e+06 1.26232e+06 983654 793712 392647 401065 278671 345250 68823 55815 224176 355845 172980 299505 189942 182865 180453 132025 9532 171661 135868 122493 47020 68291 45745 3721 37112 151415 98271 91278 internal_count=1331148 1262325 983654 793712 392647 401065 278671 345250 68823 55815 224176 355845 172980 299505 189942 182865 180453 132025 9532 171661 135868 122493 47020 68291 45745 3721 37112 151415 98271 91278 cat_boundaries=0 1 2 cat_threshold=5921 144 is_linear=0 shrinkage=0.05 Tree=84 num_leaves=31 num_cat=2 split_feature=17 16 31 84 136 6 126 8 20 16 56 116 17 18 136 4 13 19 16 132 7 40 17 18 21 121 23 76 52 55 split_gain=2057.23 1931.08 1771.91 1647.12 1476.46 1324.76 1744.38 1269.35 1425.51 929.479 899.312 891.316 849.433 827.252 824.06 771.957 799.19 766.996 868.314 760.66 749.9 740.452 661.703 652.601 644.216 936.495 669.512 592.157 779.618 614.606 threshold=17.029999732971195 15.405000209808351 1019.9500122070314 0.84676876664161693 0 5.4500000476837167 0.46173103153705602 9.6500000953674334 5.7750000953674325 18.219999313354496 250.50154876708987 0.095842104405164733 20.524999618530277 18.219999313354496 1 6.6499998569488534 1.0349999666213991 15.405000209808351 10.960000038146974 1021.1499938964845 3.7500000000000004 14.84999990463257 5.7200000286102304 20.524999618530277 5.2750000953674325 -0.87878364324569691 5.9349999427795419 21.904999732971195 0.73500001430511486 1.1449999809265139 decision_type=2 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 left_child=2 12 3 4 5 15 21 13 11 14 -5 -9 -2 17 -4 -1 -17 20 -19 27 24 -7 -22 -3 25 26 -6 28 -12 -30 right_child=1 23 9 10 7 6 -8 8 -10 -11 19 -13 -14 -15 -16 16 -18 18 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0039584098640243716 0.024799650256790189 0.0033712333985406102 -0.00113141931320429 -0.008271156600153734 -0.045847802793832403 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1155.53 1299.5 1207.69 1024.25 962.291 1082.21 867.862 861.387 814.017 805.763 779.203 779.877 747.145 732.316 873.541 713.82 733.199 704.43 686.619 650.007 889.225 1068.53 645.372 640.559 threshold=1019.9500122070314 15.405000209808351 2.2250000238418584 5.2449998855590829 0.64942333102226268 3.3500000238418584 6.4500000476837167 0.95499998331069957 4.7500000000000009 0.71113988757133495 0.49240480363368994 1.435000002384186 233.50000000000003 0 1 1.6050000190734866 2 11.34999990463257 3 -0.80382624268531788 4 0.56499999761581432 4.8350000381469735 2.9500000476837163 6.0150001049041757 -0.8338540494441985 6.1150000095367441 3.7500000000000004 10.405000209808351 18.219999313354496 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 1 2 1 2 2 2 2 2 2 2 2 2 left_child=1 3 21 6 5 14 8 -8 19 16 -7 -12 -13 -2 25 24 17 -9 -14 23 -21 22 -3 -1 -10 26 27 -5 -18 -23 right_child=13 2 -4 4 -6 10 7 9 15 -11 11 12 18 -15 -16 -17 28 -19 -20 20 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 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82999 3516 8369 66363 346 6792 4189 40019 13570 2244 4703 8450 internal_value=4.28599e-05 -0.00089416 0.00510548 -0.00164411 -0.000935004 0.000271032 -0.00656738 -0.0112835 -0.00146985 -0.00868182 0.00203875 -0.000385032 -0.0022659 0.00394485 -0.00243924 0.00408417 -0.00917819 -0.00431364 -0.00145865 -0.0108835 -0.00260086 0.00916817 -0.0482731 -0.0211989 0.00192752 0.00261667 -0.00473891 -0.0200266 -0.0164721 0.00958048 internal_weight=1.33162e+06 1.07376e+06 119306 954457 834293 618663 120164 62417 57747 55234 374442 195595 155759 257852 244221 36319 54942 32977 148798 21428 11885 75350 537 9543 33509 60037 20018 6448 21965 74813 internal_count=1331615 1073763 119306 954457 834293 618663 120164 62417 57747 55234 374442 195595 155759 257852 244221 36319 54942 32977 148798 21428 11885 75350 537 9543 33509 60037 20018 6448 21965 74813 cat_boundaries=0 1 2 3 4 5 cat_threshold=7941 1056 6716 7173 1731 is_linear=0 shrinkage=0.05 Tree=86 num_leaves=31 num_cat=1 split_feature=4 52 64 84 18 17 16 64 95 52 12 55 52 19 52 136 52 12 52 64 10 0 52 17 16 76 40 23 13 17 split_gain=1857.63 1965.25 3012.24 2471.27 1932.16 1716.86 1537.8 1739.36 1625.63 1323.5 2026.18 1196.16 1180.42 1175.88 1072.89 980.343 901.425 1111.01 898.932 1450.7 906.042 910.322 865.19 838.501 831.507 824.343 817.397 855.433 795.337 780.034 threshold=10.650000095367433 4.9649999141693124 4.1449999809265146 0.80307197570800792 17.029999732971195 11.775000095367433 11.775000095367433 17.974999427795414 -0.785926192998886 1.1549999713897707 1.0049999952316286 1.4550000429153445 13.635000228881838 13.344999790191652 15.034999847412111 0 1.4750000238418581 1.3149999976158144 1.9450000524520876 4.2149999141693124 4.8500001430511483 246.50000000000003 2.0249999761581425 13.344999790191652 11.269999980926515 16.394999504089359 10.150000095367433 5.6749999523162851 1.685000002384186 12.699999809265138 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 2 2 2 2 2 2 2 left_child=1 3 23 4 13 9 7 8 -4 -5 -11 22 28 18 -9 -15 -7 -18 20 29 -1 -22 -12 -3 -21 -10 -23 -28 -8 -20 right_child=-2 2 6 5 -6 16 12 14 25 10 11 -13 -14 15 -16 -17 17 -19 19 24 21 26 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.0044094171525639447 -0.0061296949068529762 0.029216951024567634 -0.0011379865181741174 -0.0088828155347001544 0.012709993745732449 -0.034780613041423228 -0.00052691443144270954 -0.0051289749624107914 0.02964542591755422 0.035332053482924904 0.0016188628392545903 -0.0038655111460544813 0.0019525707219004756 0.0069355249507781734 0.012658810675518842 -0.00033647981463643317 -0.0050556979658724572 -0.02490623131700212 0.031914823372505167 0.0065328458888563026 0.0046856620805830664 0.0011823981010516569 0.021802416039367063 0.012221164855480811 -0.013132805642805737 0.0078000623417698103 -0.012137794734352711 -0.0013986655450088975 -0.012909522184907582 0.0074610699663418467 leaf_weight=176277 111740 8749 8967 65994 32987 5039 25142 24762 16780 3917 14677 89424 135526 103016 12890 84248 20206 10825 6633 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261215 22996 51306 22714 22595 181553 77884 51923 13048 cat_boundaries=0 1 cat_threshold=3361 is_linear=0 shrinkage=0.05 Tree=87 num_leaves=31 num_cat=3 split_feature=28 31 12 52 79 16 136 136 8 136 52 12 17 16 8 52 123 6 64 31 28 52 64 76 17 23 133 112 24 52 split_gain=1730.69 1323.91 1276.9 1741.45 1899.85 1695.36 1575.49 1270.51 1160.68 1067.66 1048.27 984.361 893.148 886.197 1101.64 895.586 836.878 849.848 820.937 790.75 1044.24 788.707 1218.16 975.642 928.655 754.705 726.639 723.468 714.881 1195.27 threshold=1016.9500122070314 1005.9500122070314 1.435000002384186 3.0749999284744267 2.3950001001358037 11.269999980926515 0 1 10.150000095367433 2 1.2849999666213991 3.1049998998641972 7.4149999618530282 11.269999980926515 13.050000190734865 9.2849998474121112 0.026175950653851036 7.1499998569488534 2.2250000238418584 1017.0499877929689 1012.4500122070314 2.6049998998641972 19.795000076293949 2.9550000429153447 12.699999809265138 4.9149999618530282 1021.5499877929689 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internal_count=1331615 813192 708375 273869 227342 63634 163708 518423 90425 434506 47262 340809 18572 284170 95287 188883 386458 87662 46527 88590 80808 298796 121036 177760 78735 152736 104817 131965 89672 13343 cat_boundaries=0 1 2 3 cat_threshold=1390 146 7168 is_linear=0 shrinkage=0.05 Tree=88 num_leaves=31 num_cat=0 split_feature=4 17 16 52 64 92 17 52 112 64 19 17 52 12 12 52 16 17 17 52 52 64 55 53 12 54 25 6 0 40 split_gain=1626.44 1782.6 1726.25 1724.38 2341.02 2189.93 1479.1 1330.55 1329.67 1398.61 1245.15 1143.35 1304.51 1377.29 962.374 1777.06 1223.43 928.622 825.356 794.046 774.229 939.182 734.364 740.576 804.462 732.686 719.464 718.71 910.545 869.06 threshold=10.650000095367433 17.029999732971195 15.405000209808351 3.685000061988831 4.1449999809265146 -0.088759314268827424 12.699999809265138 25.185000419616703 -0.8338540494441985 13.59500026702881 13.344999790191652 10.405000209808351 1.4750000238418581 1.044999957084656 0.98500001430511486 0.69499999284744274 6.9049999713897714 19.524999618530277 13.344999790191652 13.635000228881838 9.2849998474121112 22.175000190734867 2.745000004768372 7.0450000762939462 1.5649999976158144 13.795000076293947 240.50000000000003 2.7500000000000004 238.50000000000003 10.050000190734865 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 17 5 18 11 8 -8 9 -6 27 14 -13 -14 15 -1 -17 -3 22 -11 -10 -22 -5 24 -24 -21 -15 -7 -29 -30 right_child=-2 2 -4 4 6 10 7 -9 20 19 -12 12 13 26 -16 16 -18 -19 -20 25 21 -23 23 -25 -26 -27 -28 28 29 -31 leaf_value=-0.0081511929620420448 -0.0057369452932309909 0.024064294348270007 0.0051572977853888077 0.041119528584726471 0.019682285491518466 -0.0042469374135565381 -0.0074342045907234665 0.0023760374903512593 -0.004464601154405598 -0.0014017881866269658 0.0038238177732886017 -0.024383381742820454 0.0022693508740609584 -0.029397946879724302 -0.0051846393846348348 0.073430725573290709 0.016559553657901911 0.090628528276475162 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internal_weight=1.33162e+06 1.21988e+06 65821 1.15405e+06 328793 825261 267541 138296 129245 66809 651569 173692 56456 41107 117236 17543 8634 9923 61252 43186 62436 22757 17797 14166 11407 18797 21471 476412 344637 241630 internal_count=1331615 1219875 65821 1154054 328793 825261 267541 138296 129245 66809 651569 173692 56456 41107 117236 17543 8634 9923 61252 43186 62436 22757 17797 14166 11407 18797 21471 476412 344637 241630 is_linear=0 shrinkage=0.05 Tree=89 num_leaves=31 num_cat=3 split_feature=31 136 4 18 20 17 16 10 2 16 86 12 4 22 12 136 120 18 136 114 14 103 12 52 24 20 16 8 17 135 split_gain=1581.48 1494.3 1654.99 1569.29 1189.73 1153.31 1255.81 1121.38 1747.28 1057.37 932.107 876.331 847.396 1210.13 1105.39 1034.48 884.889 765.648 732.005 725.745 680.735 672.226 696.988 1213.29 1163.53 617.54 951.552 594.461 592.653 575.26 threshold=1019.9500122070314 0 10.550000190734865 17.029999732971195 4.3350000381469735 17.029999732971195 15.405000209808351 5.9500000476837167 305.50000000000006 15.405000209808351 0.85238903760910045 3.995000004768372 5.2500000000000009 6.555000066757203 0.99500000476837169 1 -0.91702514886856068 20.524999618530277 2 0.90255093574523937 0.9350000023841859 -0.51664322614669789 1.5149999856948855 2.3649998903274541 246.50000000000003 7.0750000476837167 14.039999961853029 10.150000095367433 4.8800001144409189 1018.9500122070314 decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 3 4 28 7 -7 10 19 17 12 -1 14 16 15 -6 -14 -5 -2 -9 -16 -10 23 27 -24 26 -4 -23 -3 -22 right_child=18 2 25 9 5 6 -8 8 21 -11 -12 -13 13 -15 20 -17 -18 -19 -20 -21 29 22 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0059365145204628399 0.006546328295286165 0.00088147315607772314 -0.0078629540678927089 0.024914809902103121 -0.0039459767944230086 0.035492367019068508 0.004423125801955168 0.0061095711038633496 -0.015670894361864911 0.0065783729170866799 -0.0069443670654042505 0.007752118209132618 -0.034430595803927669 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-0.000833239 -0.000267173 0.00559046 -0.00181058 -0.0070625 -0.00939781 0.00058867 -0.0144539 -0.00112631 internal_weight=1.33162e+06 1.07376e+06 894508 819097 778026 764372 15184 749188 350115 41071 399073 179255 330233 39695 290538 84385 14688 6964 257852 150026 206153 200089 192736 40193 152543 75411 59548 30186 13654 201019 internal_count=1331615 1073763 894508 819097 778026 764372 15184 749188 350115 41071 399073 179255 330233 39695 290538 84385 14688 6964 257852 150026 206153 200089 192736 40193 152543 75411 59548 30186 13654 201019 cat_boundaries=0 1 2 3 cat_threshold=146 2048 7941 is_linear=0 shrinkage=0.05 Tree=90 num_leaves=31 num_cat=1 split_feature=84 20 136 4 112 121 14 56 17 18 16 10 23 36 16 12 135 31 8 16 16 78 16 16 76 9 10 20 16 9 split_gain=1608.24 1515.04 1576.43 1229.02 1158.8 1080.51 1060 1047.63 923.39 961.137 849.381 841.423 811.018 900.259 879.418 762.808 737.498 851.632 695.787 737.595 675.431 671.74 650.776 640.509 640.083 621.089 615.48 659.596 694.876 601.286 threshold=0.86932972073555004 4.9549999237060556 0 5.4500000476837167 -0.90255093574523915 0.9536806344985963 0.90500000119209301 256.31163024902349 17.029999732971195 18.219999313354496 15.405000209808351 4.5499999523162851 6.1150000095367441 13.449999809265138 11.269999980926515 1.1050000190734866 1017.9500122070314 1016.0499877929689 9.6500000953674334 4.6550002098083505 15.405000209808351 8.9349999427795428 5.7200000286102304 18.219999313354496 30.855000495910648 5.2500000000000009 10.949999809265138 6.6949999332427987 11.269999980926515 1.0000000180025095e-35 decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 8 11 25 6 12 -2 9 16 -10 -1 14 -14 -5 -6 17 22 19 -8 -11 -7 -3 -19 -9 -4 27 28 29 -17 right_child=7 2 4 5 15 21 18 24 10 20 -12 -13 13 -15 -16 26 -18 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0096066641865468691 -0.0085081729783400839 0.020323147236195757 -0.0013474647801717879 -0.022613371252592277 0.0039844606124811808 0.024812793502673906 0.047988949895636505 0.0013127588898560532 0.028488022364446964 0.080281806761617377 0.0072571161942908101 0.0094278664181524346 -0.052551554261281358 0.01494497958904846 -0.056363264279974026 -0.030091831462514835 0.016240965098673413 0.0039921746723528863 -0.01444127718536491 -0.002323978539727576 0.014407081180311896 0.23771147731887665 2.4399815666720467e-05 0.034992174094002619 -0.0086305776895670636 0.0042610668278621235 0.00036197319810768198 -0.0030479487004360269 -0.019422775684329523 -0.005885751166749228 leaf_weight=9146 83829 3998 87504 6952 32418 1483 771 74604 5483 648 33455 15898 648 2079 2672 2682 9177 238087 17874 13199 974 38 318972 1678 20669 113246 56366 104062 13598 59061 leaf_count=9146 83829 3998 87504 6952 32418 1483 771 74604 5483 648 33455 15898 648 2079 2672 2682 9177 238087 17874 13199 974 38 318972 1678 20669 113246 56366 104062 13598 59061 internal_value=-2.36599e-05 0.00066152 0.00112531 -0.00642651 -0.00105641 -0.0113037 -0.0127298 -0.00443144 0.00279571 0.0022899 0.0102467 0.00247651 -0.0251634 -0.0010938 -0.0319837 -0.00320687 0.00218089 0.00195161 -0.00790724 0.000452776 0.0407245 0.0301318 0.000275675 0.00420913 -0.000844398 0.00181639 -0.00419567 -0.00562762 -0.00919069 -0.00693722 internal_weight=1.33127e+06 1.15217e+06 1.08141e+06 70760 468937 45716 44195 179102 612472 573534 38938 25044 12351 2727 9624 268187 571912 562735 31844 13970 1622 1521 322970 239765 95273 200750 235769 179403 75341 61743 internal_count=1331271 1152169 1081409 70760 468937 45716 44195 179102 612472 573534 38938 25044 12351 2727 9624 268187 571912 562735 31844 13970 1622 1521 322970 239765 95273 200750 235769 179403 75341 61743 cat_boundaries=0 1 cat_threshold=7969 is_linear=0 shrinkage=0.05 Tree=91 num_leaves=31 num_cat=3 split_feature=19 136 28 132 15 116 93 16 16 123 100 120 23 136 15 52 17 64 52 79 10 0 23 4 5 136 55 52 102 12 split_gain=1466.81 1353.81 1611.25 1149.88 1065.73 1063.68 843.83 817.558 812.781 806.435 899.656 814.722 1721.77 1002.12 785.12 1018.86 1327.41 951.335 902.46 882.635 778.879 707.121 1335.19 703.549 786.111 745.484 691.788 758.463 655.753 651.641 threshold=18.219999313354496 0 1015.7500000000001 1017.7500000000001 0.99500000476837169 0.39873388409614569 -0.92760980129241932 14.550000190734865 20.524999618530277 -0.95878320932388295 -0.56893524527549733 -0.97233289480209339 6.1949999332427987 1 3.0949999094009404 2.245000004768372 11.775000095367433 13.234999656677248 9.6250000000000018 3.2250000238418584 10.750000000000002 242.50000000000003 5.1150000095367441 10.449999809265138 3.0499999523162846 2 2.185000061988831 4.4149999618530282 -0.38857609033584589 1.2150000333786013 decision_type=2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 left_child=1 4 3 9 -1 20 -4 -2 14 10 -3 12 13 28 15 19 17 26 -19 21 -6 -8 -23 24 25 -13 -17 -28 -11 -24 right_child=7 2 6 -5 5 -7 8 -9 -10 11 -12 23 -14 -15 -16 16 -18 18 -20 -21 -22 22 29 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.015963940699286187 0.043025916153350753 0.023266600224631215 -0.0065715646641311548 0.014032371784283258 -0.001148910744600962 -0.005738513638732322 0.0069720519111272673 0.0096234211036371736 0.032524249391985012 -0.046435035503818889 0.0018612901923286016 0.0040322609654791916 0.0015169359375828942 0.012267693892565342 -0.0026707904594676078 0.037299290650202065 0.0039221244259443691 -0.0028270486736638656 0.019482964830604479 -0.005966443749789341 0.0094467412643972574 -0.011725572606051757 0.0084599539709824985 -0.007213000895349049 0.0005707187723943 -0.0059032421941188438 0.0069358311695265299 0.026085930206821963 -0.019176780176753928 0.00061473613927769523 leaf_weight=16128 2010 5337 23550 12036 85763 129154 73388 20674 2340 2559 61179 22897 19714 2268 54199 4961 102859 11729 7388 31739 21741 18160 36146 50904 269389 107495 10343 10339 16013 98869 leaf_count=16128 2010 5337 23550 12036 85763 129154 73388 20674 2340 2559 61179 22897 19714 2268 54199 4961 102859 11729 7388 31739 21741 18160 36146 50904 269389 107495 10343 10339 16013 98869 internal_value=-2.24769e-05 -0.000240992 0.000545942 -0.00125801 -0.00352763 -0.00268026 0.00266088 0.0125832 0.00313102 -0.00158796 0.00357877 -0.00228756 -0.00907566 -0.0190959 0.00298154 0.00373625 0.00704983 0.0142373 0.00579493 0.00184254 0.000993894 0.00293649 0.00100301 -0.00167675 -0.000971821 -0.0041587 0.0205312 0.016509 -0.0229203 0.00271505 internal_weight=1.33127e+06 1.30859e+06 1.0558e+06 569791 252786 236658 486010 22684 462460 557755 66516 491239 40554 20840 460120 405921 147619 44760 19117 258302 107504 226563 153175 450685 399781 130392 25643 20682 18572 135015 internal_count=1331271 1308587 1055801 569791 252786 236658 486010 22684 462460 557755 66516 491239 40554 20840 460120 405921 147619 44760 19117 258302 107504 226563 153175 450685 399781 130392 25643 20682 18572 135015 cat_boundaries=0 1 2 3 cat_threshold=146 6176 32 is_linear=0 shrinkage=0.05 Tree=92 num_leaves=31 num_cat=3 split_feature=84 20 12 136 20 136 8 6 56 14 14 10 31 31 6 126 9 12 76 23 20 86 36 28 123 18 113 37 121 136 split_gain=1431.42 1316.77 1362.85 1340.25 1523.76 1272.74 1047.19 1101.68 939.081 886.64 847.207 809.975 801.268 775.198 771.563 820.927 622.249 832.33 612.053 611.004 610.448 601.391 597.246 597.062 582.293 571.768 570.919 565.091 684.987 563.847 threshold=0.86932972073555004 4.7950000762939462 1.1050000190734866 0 6.5750000476837167 1 8.0500001907348651 3.4500000476837163 266.76414489746099 1.1250000000000002 0.90500000119209301 5.8500001430511483 1017.0499877929689 1006.7500000000001 6.3500001430511483 0.2503704726696015 5.8500001430511483 1.6549999713897707 28.445000648498539 6.055000066757203 9.6649999618530291 0.83529949188232433 16.349999427795414 1027.4500122070315 0.97988739609718334 12.699999809265138 0.78257837891578685 14.84999990463257 0.026175950653851036 2 decision_type=2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 left_child=1 6 5 4 9 11 7 -1 -2 -4 24 22 13 -5 20 25 -15 -18 -10 -9 -6 -7 -3 -11 -8 -16 -12 -23 -29 -19 right_child=8 2 3 12 14 21 10 19 18 23 26 -13 -14 16 15 -17 17 29 -20 -21 -22 27 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.017457620967672539 -0.0075734543743598134 -3.8964846376168073e-05 -0.019991663892564491 0.005432179176251938 -0.0025497324386499292 0.0086348492882385147 -0.034131316295676555 0.002230824318932699 0.0023019960833665343 -0.0052592462220919945 -0.01077684695147119 0.012884751961720786 0.0046281929986704473 -0.003743130031178132 0.017423093986038776 -0.00015617681674943802 0.0073647421013144079 0.013520385688549351 -0.0072913929702317637 0.028914639148784643 0.0051438962584397585 0.011080001679377305 -0.011631304501797154 0.025528609699043373 0.050810667906740783 0.0044314903369534839 0.051679996208706128 -0.020082069584364193 0.014605266538041823 -0.0019855134565165602 leaf_weight=7064 95337 39335 10475 61838 162380 120074 5825 17054 60895 137156 16881 8982 177109 105395 15603 40486 40750 6225 22870 2454 30649 4434 15485 1593 209 18523 374 5681 1899 98236 leaf_count=7064 95337 39335 10475 61838 162380 120074 5825 17054 60895 137156 16881 8982 177109 105395 15603 40486 40750 6225 22870 2454 30649 4434 15485 1593 209 18523 374 5681 1899 98236 internal_value=-2.13491e-05 0.000625067 0.000984565 0.00016726 -0.00191626 0.00476638 -0.00732257 -0.000538899 -0.00417977 -0.00596474 -0.0150625 -0.00103292 0.00194142 0.000418481 0.000340919 0.00465896 -0.000818668 0.00130392 -0.000317246 0.0055875 -0.00132814 0.0075671 -0.00331345 -0.00490577 -0.0311892 0.0103715 -0.0094231 -0.00309823 -0.0113919 -0.00106039 internal_weight=1.33127e+06 1.15217e+06 1.10231e+06 906418 416865 195890 49861 26572 179102 149224 23289 63802 489553 312444 267641 74612 250606 145211 83765 19508 193029 132088 54820 138749 6034 34126 17255 12014 7580 104461 internal_count=1331271 1152169 1102308 906418 416865 195890 49861 26572 179102 149224 23289 63802 489553 312444 267641 74612 250606 145211 83765 19508 193029 132088 54820 138749 6034 34126 17255 12014 7580 104461 cat_boundaries=0 1 2 3 cat_threshold=250 2196 2048 is_linear=0 shrinkage=0.05 Tree=93 num_leaves=31 num_cat=4 split_feature=18 16 84 136 4 28 7 6 126 20 133 16 116 104 20 136 17 136 19 36 117 16 92 80 136 76 32 120 3 6 split_gain=1327.69 1265.82 1255.57 1202.1 1337.81 1045.12 986.342 964.022 861.773 823.589 812.553 806.615 790.117 747.924 710.763 665.496 636.602 631.516 611.987 585.124 572.671 567.811 563.474 566.164 560.833 532.194 509.679 494.609 483.004 479.93 threshold=20.524999618530277 22.289999961853031 0.86932972073555004 0 10.650000095367433 1014.7500000000001 4.4500000476837167 6.0499999523162851 0.90255093574523937 5.9549999237060556 1014.7500000000001 17.029999732971195 -0.58068084716796864 1.0000000180025095e-35 4.9149999618530282 1 11.269999980926515 2 15.405000209808351 18.250000000000004 0.26722820103168493 10.405000209808351 -0.94365906715393055 300.26116943359381 3 12.305000305175783 13.150000095367433 -0.60873827338218678 303.50000000000006 9.2500000000000018 decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 1 2 2 2 2 2 left_child=1 2 3 7 5 6 10 14 16 21 18 -2 20 15 -1 -7 -9 -14 -5 22 -4 -6 -17 -24 -23 26 -25 -19 29 -8 right_child=11 -3 12 4 9 13 28 8 -10 -11 -12 -13 17 -15 -16 19 -18 27 -20 -21 -22 24 23 25 -26 -27 -28 -29 -30 -31 leaf_value=-0.032467821973896881 0.091899477926734169 0.085258631303118892 -0.010635340201009938 -0.0045743764131696103 -0.0096604574535086116 0.0060449920133581938 0.0033582322730233644 0.013357684711550464 -0.0047096195308124799 -0.0012947105989499588 0.012273418906744219 0.019489152504794927 -0.00087240305291880974 0.024789340610689287 -0.0052645346499608989 -0.0063493743260552953 0.00063702337170099595 -0.012999948312428214 0.0041835954635179012 -0.014500644483951032 -0.037917831579124178 -0.011691683027653707 0.0016557008544323107 0.014419680195951873 -0.048460926504539203 -0.00030771469204525937 0.0038710145778896839 -0.0038096870476740582 -0.00036402647060754299 0.013577472172774952 leaf_weight=2450 419 434 7482 162805 19778 130847 79879 17987 31140 36900 8539 4684 105766 3956 120461 18553 21702 23202 22732 5352 2589 2123 295189 25520 2059 18702 20771 39674 86157 13419 leaf_count=2450 419 434 7482 162805 19778 130847 79879 17987 31140 36900 8539 4684 105766 3956 120461 18553 21702 23202 22732 5352 2589 2123 295189 25520 2059 18702 20771 39674 86157 13419 internal_value=-2.02773e-05 -0.000118226 -0.000146176 0.000461197 0.00119091 0.00168007 -0.000336631 -0.00312922 0.00151678 -0.00598165 -0.00280729 0.0254347 -0.00404443 0.00313183 -0.00580678 0.00296544 0.00640201 -0.00323199 -0.00350135 0.00191612 -0.017649 -0.0131999 0.00214816 0.00258587 -0.0299388 0.00681058 0.00968644 -0.00719986 0.00233532 0.00482806 internal_weight=1.33127e+06 1.32617e+06 1.32573e+06 1.14702e+06 953281 892421 373531 193740 70829 60860 194076 5103 178713 518890 122911 514934 39689 168642 185537 384087 10071 23960 378735 360182 4182 64993 46291 62876 179455 93298 internal_count=1331271 1326168 1325734 1147021 953281 892421 373531 193740 70829 60860 194076 5103 178713 518890 122911 514934 39689 168642 185537 384087 10071 23960 378735 360182 4182 64993 46291 62876 179455 93298 cat_boundaries=0 1 2 3 4 cat_threshold=144 5152 7685 6660 is_linear=0 shrinkage=0.05 Tree=94 num_leaves=31 num_cat=2 split_feature=19 16 31 136 4 20 16 6 12 124 53 12 122 102 6 28 16 17 16 15 28 21 120 136 22 4 17 106 24 20 split_gain=1262.09 1186.93 1138.51 1254.37 1316.87 1086.58 1045.95 916.273 1070.37 899.729 885.501 1146.26 932.255 958.736 870.924 792.631 745.434 729.59 725.929 719.855 739.961 689.903 662.386 1023.82 897.487 1076.72 742.082 815.102 632.546 624.876 threshold=18.219999313354496 22.289999961853031 1021.7500000000001 0 10.650000095367433 4.4349999427795419 5.4100000858306894 3.5499999523162846 1.075000047683716 0.49240480363368994 5.2750000953674325 1.7150000333786013 0.0087262028828263907 -0.56949517130851735 6.4500000476837167 1014.9500122070314 14.550000190734865 4.8800001144409189 11.269999980926515 3.0749999284744267 1027.049987792969 5.3250000476837167 -0.70088258385658253 1 6.0950000286102304 2.9500000476837163 9.5450000762939471 -0.93308642506599415 254.50000000000003 5.8949999809265146 decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 left_child=1 2 3 9 5 17 -7 15 -9 14 12 18 13 -10 -1 22 -2 -5 -12 20 -4 -17 24 -24 25 -8 -27 -28 -15 -6 right_child=16 -3 19 4 29 6 7 8 10 -11 11 -13 -14 28 -16 21 -18 -19 -20 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31 leaf_value=-0.0041780298121241446 0.040742591841738424 0.075086556996502005 0.0039626101072556654 0.004508564611217015 -0.011807808659296289 0.015516746415193718 -0.0027892291957147476 0.0082492213977915976 -0.019958405186359985 -0.0076676816473701384 0.037474307987779051 0.0022025357581838328 0.0070601093034044883 -0.007230260587635564 0.0058413721382196866 -0.012944667807281882 0.0088474774674017678 -0.016993645028236699 0.011169228052882851 -0.0036868901598873616 0.015644037204784755 0.001689357238025037 0.0086301734129690839 -0.003788683694738228 -0.0042312514824028712 -0.015557595177274248 -0.071491162228577654 -0.027591299825409282 0.00010828475333873113 -0.002598002741924657 leaf_weight=68277 2010 523 109569 5445 30914 11885 6852 59400 6657 102047 2968 88651 38712 33306 31786 8465 20674 14321 22546 26340 15471 165793 20180 93226 41874 5121 1641 2973 248082 45562 leaf_count=68277 2010 523 109569 5445 30914 11885 6852 59400 6657 102047 2968 88651 38712 33306 31786 8465 20674 14321 22546 26340 15471 165793 20180 93226 41874 5121 1641 2973 248082 45562 internal_value=-1.92841e-05 -0.000221978 -0.000252089 -0.000785732 -2.80646e-05 0.000519995 0.000786903 0.00058008 0.00194836 -0.00436401 0.00109952 0.00489031 -0.000224937 -0.00120402 -0.000995268 -0.00139776 0.0116737 -0.0110704 0.0142293 0.00382544 0.00540793 0.000978474 -0.00380705 -0.00157839 -0.00813034 -0.0179736 -0.0286612 -0.0432046 -0.000760329 -0.0063209 internal_weight=1.33127e+06 1.30859e+06 1.30806e+06 1.15668e+06 954574 878098 858332 846447 500322 202110 440922 114165 326757 288045 100063 346125 22684 19766 25514 151380 125040 174258 171867 113406 58461 16587 9735 4614 281388 76476 internal_count=1331271 1308587 1308064 1156684 954574 878098 858332 846447 500322 202110 440922 114165 326757 288045 100063 346125 22684 19766 25514 151380 125040 174258 171867 113406 58461 16587 9735 4614 281388 76476 cat_boundaries=0 1 2 cat_threshold=146 32 is_linear=0 shrinkage=0.05 Tree=95 num_leaves=31 num_cat=3 split_feature=16 4 6 126 10 12 52 64 16 119 4 22 120 136 116 4 52 103 116 13 7 136 113 17 28 18 24 18 136 16 split_gain=1232.27 1085.9 1271.3 933.932 1217.91 1035.26 984.93 1123.41 1304.38 960.574 923.017 2380.61 1332.93 1330.21 930.157 769.861 753.144 1070.86 747.986 738.614 657.965 628.22 621.044 601.714 600.069 655.517 675.166 598.1 541.442 629.029 threshold=20.524999618530277 10.750000000000002 3.0499999523162846 0.63605400919914257 10.250000000000002 1.2749999761581423 7.8650000095367441 22.845000267028812 11.775000095367433 -0.55191597342491139 4.2500000000000009 6.2550001144409189 -0.62249094247817982 0 -0.73724925518035878 8.0500001907348651 2.7350000143051152 0.11672547087073327 -0.55191597342491139 1.044999957084656 6.7500000000000009 1 0.9238443672657014 14.550000190734865 1021.3500061035157 14.550000190734865 243.50000000000003 12.699999809265138 2 13.344999790191652 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 2 1 2 left_child=1 2 10 4 15 16 9 8 -8 -7 13 12 14 -1 -12 -4 17 -5 -11 -17 21 -3 -6 -2 25 26 -15 -18 -14 -30 right_child=23 20 3 5 22 6 7 -9 -10 18 11 -13 28 24 -16 19 27 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=0.0056070521846960028 0.050297685030395535 -0.0067779601816555348 0.0026949154034015019 -0.012966419654705345 0.0090209302593586959 -0.014515498036112982 0.028126480124859684 -0.0032958955835565491 0.0050049313930751434 -0.01915750469987762 -0.068017159829584839 -0.0019450355197554289 0.0081535473944728386 -0.013713719418571343 -0.028054456847368927 -0.034245190493512788 0.035131104629421123 0.0067691747763646577 -0.0015724035232066093 -0.003398801641337882 -0.0032345194543219715 -0.026470046730306576 0.078311088135036136 0.013063092298482751 0.0032510200964027572 0.0017746334503385688 -0.0037110569533397582 0.010178193205722229 -0.01318088043528003 -0.087143504536990379 leaf_weight=63200 1563 11418 308367 8494 65063 16373 7234 34520 38902 6202 1755 50203 3337 18696 8549 2070 3333 36026 242045 31058 88925 6287 325 3548 39984 49355 172745 8592 2613 323 leaf_count=63200 1563 11418 308367 8494 65063 16373 7234 34520 38902 6202 1755 50203 3337 18696 8549 2070 3333 36026 242045 31058 88925 6287 325 3548 39984 49355 172745 8592 2613 323 internal_value=-5.39913e-05 -0.00014844 0.000274683 0.00142536 0.00311381 -0.000284781 -0.00131105 0.00352602 0.00863033 -0.00278539 -0.00199049 -0.00736977 -0.0237984 -0.000946162 -0.034861 0.00191679 0.00599296 0.00300381 -0.00201174 -0.00532624 -0.00498706 -0.0137893 0.00936533 0.0244498 -0.00242132 -0.00336331 -0.00468791 0.0171525 -0.00562714 -0.0212454 internal_weight=1.3311e+06 1.32599e+06 1.21936e+06 808604 406883 401721 345276 80656 46136 264620 410760 66780 16577 343980 10304 341495 56445 44520 248247 33128 106630 17705 65388 5111 280780 240796 191441 11925 6273 2936 internal_count=1331105 1325994 1219364 808604 406883 401721 345276 80656 46136 264620 410760 66780 16577 343980 10304 341495 56445 44520 248247 33128 106630 17705 65388 5111 280780 240796 191441 11925 6273 2936 cat_boundaries=0 1 2 3 cat_threshold=34 6301 3937 is_linear=0 shrinkage=0.05 Tree=96 num_leaves=31 num_cat=4 split_feature=18 20 12 136 112 120 36 4 10 13 108 52 17 53 92 120 136 52 64 55 16 52 136 120 20 16 43 6 4 136 split_gain=1165.38 1134.42 1324.13 1477.65 1374.55 996.256 918.626 1111.52 1012.8 838.835 791.286 1017.17 1223.02 804.401 1135.72 797.187 757.597 742.666 1183.29 1089.38 693.91 668.319 658.081 649.065 809.67 644.982 631.349 623.133 598.39 590.62 threshold=20.524999618530277 5.0150001049041757 1.3049999475479128 0 -0.82409480214118946 0.94260558485984813 20.050000190734867 6.3500001430511483 5.3500001430511483 1.0049999952316286 0.33067284524440771 1.7250000238418581 9.5450000762939471 4.5450000762939462 -0.83017119765281666 -0.59480014443397511 1 8.8450002670288104 4.2149999141693124 3.8349999189376835 17.029999732971195 0.57499998807907116 2 -0.63605400919914235 6.3949999809265146 11.269999980926515 11.34999990463257 3.5499999523162846 7.2500000000000009 3 decision_type=2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 1 left_child=1 5 3 -3 16 6 7 8 -1 -9 11 15 -13 14 -12 -5 23 19 -19 29 -2 -7 26 24 -4 -21 -11 -16 -14 -6 right_child=20 2 4 10 17 21 -8 9 -10 22 13 12 28 -15 27 -17 -18 18 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.008185905345431687 0.085984528550613407 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471 140433 internal_value=-5.1299e-05 -0.000143212 0.0002582 0.00312871 -0.000677023 -0.00547145 -0.00640703 -0.00512632 0.00131102 -0.0102331 0.00545315 0.000176101 0.00474708 0.0072388 0.00607874 -0.0103056 0.00109136 -0.00276635 0.00157801 -0.00376876 0.0237618 0.0231853 -0.00686007 -0.00115531 -0.00542709 -0.00967636 -0.00173343 0.00768015 0.00194908 -0.00243797 internal_weight=1.3311e+06 1.32599e+06 1.23309e+06 303020 930070 92897 89960 84529 37393 47136 209956 53075 36958 156881 141976 16117 503724 426346 79931 346415 5118 2937 37537 215043 62910 63689 23481 125839 33763 282726 internal_count=1331105 1325987 1233090 303020 930070 92897 89960 84529 37393 47136 209956 53075 36958 156881 141976 16117 503724 426346 79931 346415 5118 2937 37537 215043 62910 63689 23481 125839 33763 282726 cat_boundaries=0 1 2 3 4 cat_threshold=6288 242 6716 7937 is_linear=0 shrinkage=0.05 Tree=97 num_leaves=31 num_cat=3 split_feature=92 52 12 53 18 12 116 20 12 20 136 10 4 67 136 7 22 35 28 12 18 112 40 136 120 6 52 18 29 81 split_gain=1063.54 1868.83 2675.28 1557.07 1259.8 1179.76 1545.97 1110.19 987.672 1330.48 1107.3 945.842 1015.07 911.473 938.046 845.95 760.299 744.123 731.636 742.244 723.187 714.708 707.73 697.453 648.225 632.88 627.685 599.893 592.013 577.018 threshold=-0.19124838709831235 1.8350000381469729 1.6549999713897707 5.5250000953674325 10.405000209808351 1.1150000095367434 -0.49240480363368982 4.3350000381469735 1.2150000333786013 5.6749999523162851 0 5.9500000476837167 4.9500000476837167 38.07500076293946 1 6.0499999523162851 6.1349999904632577 12.650000095367433 1020.2500000000001 3.4450000524520878 11.269999980926515 -0.46173103153705591 13.449999809265138 2 -0.94828754663467396 5.7500000000000009 67.704998016357436 11.775000095367433 1012.8500061035157 236.04410552978518 decision_type=2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 left_child=1 4 3 5 28 20 -7 -2 11 10 22 12 23 14 -11 27 24 -8 19 -16 -3 29 -10 -9 -14 -5 -15 -12 -1 -4 right_child=7 2 21 25 -6 6 17 8 9 13 15 -13 16 26 18 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0016412694912422692 -0.013639929279595753 0.02187212904078387 0.0071607898041169656 0.010632833193301045 -0.018831040097981908 -0.019428186592248414 0.011808715960948362 -0.0001090986600554553 0.007444686884524882 0.003727782218383182 -0.010675813677516173 0.010673717605813378 -0.03514566436118504 -0.0084763401817944447 -0.0024275469604602678 -0.0044025662992314401 0.00096777942968811277 -0.0034243526869757444 0.0032764003961918498 0.0053037908890832437 0.0043890449705224679 -0.019405742555870211 -0.013097941781565956 0.0069986388951752861 -0.0079039343779192823 0.028413063158641338 0.0039302708014522176 -0.027581904060539508 -0.0082588469800930295 -0.006951350442639859 leaf_weight=21623 13328 7662 8238 28236 22513 11949 11506 63840 22633 264041 19463 42316 3711 40335 249724 55733 9872 26438 113745 35451 25942 10253 5146 75135 5306 6083 13643 7184 50060 59996 leaf_count=21623 13328 7662 8238 28236 22513 11949 11506 63840 22633 264041 19463 42316 3711 40335 249724 55733 9872 26438 113745 35451 25942 10253 5146 75135 5306 6083 13643 7184 50060 59996 internal_value=-4.87415e-05 -0.00272366 5.43605e-05 0.00481854 -0.00851301 0.0011334 -0.0037442 0.000697998 0.000884019 0.000121301 -0.00499466 0.0040354 0.00225597 0.000907377 0.00141608 -0.00790509 -0.0086193 0.00119487 -0.0001141 -0.00146644 0.00837534 -0.0070971 0.0036379 0.0037341 -0.0191154 0.0137844 -0.00534056 -0.0152337 -0.0052725 -0.00524757 internal_weight=1.3311e+06 290499 196303 117816 94196 83497 49893 1.04061e+06 1.02728e+06 827098 110159 200180 157864 716939 662961 82380 18889 37944 398920 285175 33604 78487 27779 138975 9017 34319 53978 26647 71683 68234 internal_count=1331105 290499 196303 117816 94196 83497 49893 1040606 1027278 827098 110159 200180 157864 716939 662961 82380 18889 37944 398920 285175 33604 78487 27779 138975 9017 34319 53978 26647 71683 68234 cat_boundaries=0 1 2 3 cat_threshold=6656 7425 6352 is_linear=0 shrinkage=0.05 Tree=98 num_leaves=31 num_cat=4 split_feature=16 19 31 4 10 4 25 126 136 18 16 17 10 16 10 136 116 16 136 17 103 136 22 52 25 15 13 22 86 36 split_gain=1072.48 1038.26 1015.24 990.586 1297.92 1272.31 1199.57 982.374 979.153 847.767 866.12 789.043 783.743 741.352 674.38 616.4 775.535 662.479 608.562 585.781 580.208 593.583 562.482 556.796 521.617 504.532 498.378 489.971 487.439 493.443 threshold=22.289999961853031 18.219999313354496 1021.7500000000001 9.7500000000000018 6.2500000000000009 5.9500000476837167 248.50000000000003 0.608738273382187 0 15.405000209808351 12.699999809265138 8.7100000381469744 11.84999990463257 13.344999790191652 10.750000000000002 1 -0.13052122294902799 11.775000095367433 2 11.775000095367433 -0.56903851032257069 3 6.0950000286102304 5.4149999618530282 124.50000000000001 3.2150000333786015 0.73500001430511486 7.1349999904632577 0.85121801495552074 13.84999990463257 decision_type=2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 1 2 2 1 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 8 27 14 -1 28 19 26 15 -3 -6 16 17 -5 -14 -11 23 -22 -8 -9 -16 -13 -4 -7 -10 -30 right_child=-2 13 11 12 7 6 22 20 9 10 -12 25 18 -15 24 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0063379754587087047 0.070273414483926239 0.042822840288097991 0.071327749682798827 -0.021481104653369939 0.0031290505099373297 -0.03457521568586451 -0.015332609452359784 -0.022068790794111809 -0.00016578932490181564 0.041535008781104762 0.0034414240165811997 0.0037616136968717309 0.018436955512439415 0.008011695083536283 0.082531886367429697 -0.0060273460872415181 -0.014078458903389782 -0.081855066670255647 -0.0028392639440445221 0.0096746560745836745 0.0022453143947643453 -0.0029673128261416808 -0.0024526189308486769 0.01169693005085707 0.010203676625103396 -0.0045966800775295294 0.013529808238703903 -0.0086326403147370129 0.0011557698717280193 -0.0077257346565553194 leaf_weight=74069 542 1650 384 1004 151449 5797 11512 5407 332115 2578 53143 116681 3474 20929 251 32049 13038 830 95268 3276 138210 90281 32147 1577 36237 21360 12985 2653 23514 46695 leaf_count=74069 542 1650 384 1004 151449 5797 11512 5407 332115 2578 53143 116681 3474 20929 251 32049 13038 830 95268 3276 138210 90281 32147 1577 36237 21360 12985 2653 23514 46695 internal_value=-4.63004e-05 -7.49449e-05 -0.000258454 -0.000762469 -0.000207015 -0.00172796 -0.00918629 0.00190336 -0.00100205 -0.000145185 0.00545213 0.00359156 -0.00461735 0.0105556 0.00459919 -0.00993782 -0.0183485 -0.0488041 -0.00208913 0.0237054 -0.000248239 0.000185678 -0.00584881 -0.0144444 0.0107012 0.00246828 0.0151899 -0.0264302 -0.000965981 -0.00475119 internal_weight=1.3311e+06 1.33056e+06 1.30798e+06 1.15657e+06 1.01091e+06 587499 52109 423412 535390 461321 58997 151410 145663 22579 187937 46921 14872 1834 98742 5854 235475 228491 43659 6984 36488 138041 13369 8450 402324 70209 internal_count=1331105 1330563 1307984 1156574 1010911 587499 52109 423412 535390 461321 58997 151410 145663 22579 187937 46921 14872 1834 98742 5854 235475 228491 43659 6984 36488 138041 13369 8450 402324 70209 cat_boundaries=0 1 2 3 4 cat_threshold=144 1378 2048 7969 is_linear=0 shrinkage=0.05 Tree=99 num_leaves=31 num_cat=2 split_feature=18 20 76 111 52 22 92 18 120 116 4 23 7 13 136 64 19 52 92 19 122 52 80 55 18 13 136 52 8 82 split_gain=1014.07 940.406 978.538 1171.45 1027.67 1732.1 1578.29 1166.47 943.725 942.821 880.313 1058.35 987.582 932.306 848.754 845.763 810.502 791.177 770.796 749.065 737.868 734.948 695.621 659.802 648.7 792.902 628.718 639.819 618.439 616.116 threshold=20.524999618530277 5.0750000476837167 14.994999885559084 -0.053430318832397454 3.3249999284744267 7.3550000190734872 -0.33478875458240503 12.699999809265138 0.94260558485984813 -0.36648726463317866 6.3500001430511483 5.8750000000000009 4.3500001430511483 1.0049999952316286 0 12.025000095367433 14.550000190734865 12.434999942779543 -0.8550502061843871 6.4600000381469735 -0.26722820103168482 0.98500001430511486 303.08309936523443 3.7849999666213994 10.405000209808351 1.0149999856948855 1 2.3649998903274541 6.9500000476837167 283.26884460449224 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 left_child=1 8 4 -4 6 7 21 18 10 29 11 12 -1 -12 16 -7 -8 -17 -6 -14 -13 -3 -9 -20 25 -23 -15 -28 -26 -5 right_child=-2 2 3 9 5 15 14 22 -10 -11 13 20 19 26 -16 17 -18 -19 23 -21 -22 24 -24 -25 28 -27 27 -29 -30 -31 leaf_value=-0.012352607510341909 0.022169559580027608 -0.014192945875748042 0.0055261034985673134 -0.0019174205778157132 0.0034106508873356133 0.0042771383242523877 0.0012963273321419224 -0.0010758880362930956 0.022101078897902193 -0.0042440803575301122 -0.023215009286392516 0.025717146337425709 -0.0059185205648508788 -0.021139187615799571 -0.00090505081713788775 -0.009738102407085357 0.0074125464269243213 0.00017767794528914853 0.027179197502267945 0.012619755732810359 -0.014220415201077094 0.016692379614963646 0.010096263649943505 0.012936942017594967 -0.0062514207937628147 -0.0025031581849851506 -0.0065048294221959103 0.014059370528039739 -0.02593436486169853 -0.048972318115846708 leaf_weight=17875 5118 21481 33323 1076 11894 80496 231780 32203 3190 157019 10496 5564 10723 6391 344100 28017 70685 71342 12813 11079 1460 6282 24558 22259 27860 37455 33679 4261 4658 1968 leaf_count=17875 5118 21481 33323 1076 11894 80496 231780 32203 3190 157019 10496 5564 10723 6391 344100 28017 70685 71342 12813 11079 1460 6282 24558 22259 27860 37455 33679 4261 4658 1968 internal_value=-4.39845e-05 -0.000129724 0.000260185 -0.00300278 0.00087408 0.00343537 -0.000101784 0.00858093 -0.00467702 -0.00477838 -0.00551838 -0.000473748 -0.00364072 -0.00981534 0.000793395 0.000467799 0.00272558 -0.00261835 0.0144099 0.00350197 0.0174158 -0.00602378 0.00375781 0.0181401 -0.00372252 0.000253921 -0.00664278 -0.00419418 -0.00907088 -0.0323392 internal_weight=1.3311e+06 1.32599e+06 1.22127e+06 193386 1.02788e+06 283582 744301 103727 104718 160063 101528 46701 39677 54827 646565 179855 302465 99359 46966 21802 7024 97736 56761 35072 76255 43737 44331 37940 32518 3044 internal_count=1331105 1325987 1221269 193386 1027883 283582 744301 103727 104718 160063 101528 46701 39677 54827 646565 179855 302465 99359 46966 21802 7024 97736 56761 35072 76255 43737 44331 37940 32518 3044 cat_boundaries=0 1 2 cat_threshold=3363 1282 is_linear=0 shrinkage=0.05 Tree=100 num_leaves=31 num_cat=4 split_feature=31 18 20 30 12 136 112 121 9 125 16 6 8 52 64 24 52 17 35 18 136 52 136 20 13 117 52 32 136 23 split_gain=990.98 1005.74 954.87 962.395 940.459 1038.13 1009.07 825.136 819.807 995.382 803.24 754.688 746.784 668.594 701.948 852.661 659.478 650.853 645.457 636.404 628.661 611.399 597.527 597.525 579.437 575.739 569.987 567.054 748.033 706.224 threshold=1021.4500122070314 18.219999313354496 5.2449998855590829 1014.8500061035157 1.3450000286102297 0 -0.63605400919914235 0.95878320932388317 5.9500000476837167 0.47714059054851538 16.335000038146976 3.4500000476837163 8.0500001907348651 5.4149999618530282 2.5249999761581425 244.50000000000003 2.245000004768372 8.7100000381469744 15.550000190734865 10.405000209808351 1 2.0249999761581425 2 5.9549999237060556 1.325000047683716 0.14780378341674807 5.3350000381469735 13.949999809265138 3 5.9749999046325692 decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 2 left_child=1 2 3 27 5 -4 8 11 23 19 -3 -5 -13 14 -7 -16 -17 18 21 22 -11 -2 -10 -6 26 -24 -14 28 -1 -29 right_child=17 10 4 7 6 13 -8 -9 9 20 -12 12 24 -15 15 16 -18 -19 -20 -21 -22 -23 25 -25 -26 -27 -28 29 -30 -31 leaf_value=0.013537182186868439 0.0064500239652426064 0.036837143128338669 -0.0019416773897032208 -0.021137460978517215 -0.013287583813480677 0.0051026082916403983 -0.0050143507999197414 0.026004929984464839 -0.009575822727000298 0.0017324615400518687 0.0068780472331838568 0.00072042647827109626 -0.021783350245695717 0.013753036076145132 -0.018731133685571735 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-0.00245211 -0.0117633 0.013049 -0.0200031 -0.000490259 0.00570331 -0.00386679 internal_weight=1.33017e+06 1.15968e+06 1.14234e+06 133476 1.00886e+06 271266 737595 65688 603259 358336 17338 64045 51965 178466 160597 28796 21820 170492 15251 121856 236480 14919 33339 244923 33233 30112 12994 67788 23917 43871 internal_count=1330167 1159675 1142337 133476 1008861 271266 737595 65688 603259 358336 17338 64045 51965 178466 160597 28796 21820 170492 15251 121856 236480 14919 33339 244923 33233 30112 12994 67788 23917 43871 cat_boundaries=0 1 2 3 4 cat_threshold=6544 7429 32 7956 is_linear=0 shrinkage=0.05 Tree=101 num_leaves=31 num_cat=2 split_feature=16 28 20 12 53 8 120 23 4 10 7 127 136 9 15 16 22 106 20 136 16 24 16 116 121 39 16 16 22 23 split_gain=943.273 884.301 919.436 949.246 1613.74 1251.76 1115.1 1800.94 1349.21 2012.11 1088.09 896.637 866.899 1053.65 855.578 809.394 1130.3 1044.17 731.272 1133 932.223 699.736 695.589 691.347 689.977 689.815 667.575 666.566 688.017 632.993 threshold=20.524999618530277 1021.7500000000001 8.9650001525878924 1.3350000381469729 4.5450000762939462 9.7500000000000018 -0.90255093574523915 5.9949998855590829 3.8500000238418584 6.4500000476837167 4.7500000000000009 0.49240480363368994 0 4.4500000476837167 3.3149999380111699 9.5450000762939471 5.6349999904632577 -0.95583415031433094 6.3949999809265146 1 11.269999980926515 234.50000000000003 10.960000038146974 -0.52247866988182057 -0.81408452987670887 17.849999427795414 4.8800001144409189 11.775000095367433 6.2750000953674325 5.1449999809265146 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 6 7 8 -1 15 18 22 24 -14 -3 -10 17 -17 19 -5 -21 -15 -12 29 -8 -26 -27 -6 -29 -13 right_child=-2 14 -4 10 27 -7 12 -9 9 -11 11 23 13 21 -16 16 -18 -19 -20 20 -22 -23 -24 -25 25 26 -28 28 -30 -31 leaf_value=-0.0011538362019760989 0.021453951576901702 0.0050270985952760141 0.003615689151061514 -0.0024065918475408405 0.035210470376897764 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0.00112349 9.83982e-05 0.0006676 -0.00424895 -0.0109507 -0.0184873 -0.00207106 -0.000617535 0.00250667 0.000260776 0.00347962 -0.0284184 -0.0398533 -0.0573479 -0.0047302 -0.00930748 -0.0156632 0.00483087 0.00272719 -0.00209032 0.00680734 0.00937645 0.0158694 0.0124558 0.00991375 -0.0122885 internal_weight=1.33017e+06 1.32506e+06 1.17041e+06 1.05107e+06 347290 318481 308315 83932 45683 25820 703783 455047 224383 147416 154649 17142 8133 4324 248736 64597 33613 67970 139115 315932 76967 59466 24235 28809 25914 15788 internal_count=1330167 1325059 1170410 1051073 347290 318481 308315 83932 45683 25820 703783 455047 224383 147416 154649 17142 8133 4324 248736 64597 33613 67970 139115 315932 76967 59466 24235 28809 25914 15788 cat_boundaries=0 1 2 cat_threshold=1064 6685 is_linear=0 shrinkage=0.05 Tree=102 num_leaves=31 num_cat=0 split_feature=19 92 28 132 15 52 17 55 76 17 52 55 0 23 76 53 16 14 8 16 31 104 6 52 55 13 113 64 52 112 split_gain=875.223 864.213 963.95 899.09 833.511 1149.73 2290.51 1267.86 1098.36 997.105 835.898 868.985 740.349 1201.76 732.38 1486.63 974.315 697.61 837.634 667.629 659.507 631.571 575.271 562.286 793.891 614.94 555.546 555.361 548.225 644.528 threshold=18.219999313354496 -0.87901225686073292 1015.5499877929689 1021.5499877929689 3.4050000905990605 2.4850000143051152 11.269999980926515 3.1049998998641972 2.9550000429153447 10.405000209808351 1.1549999713897707 1.1150000095367434 242.50000000000003 5.1449999809265146 8.5250000953674334 4.6749999523162851 11.775000095367433 0.82499998807907116 4.4500000476837167 11.775000095367433 1017.8500061035157 -0.89679226279258717 5.8500001430511483 9.6250000000000018 11.034999847412111 2.2150000333786015 0.26722820103168493 2.5249999761581425 1.9450000524520876 -0.9099266231060027 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 14 3 20 5 8 7 -7 12 10 -10 -12 22 17 15 27 -16 18 -14 -2 -3 -8 -4 25 -25 -9 -13 28 -1 -30 right_child=19 2 4 -5 -6 6 21 23 9 -11 11 26 13 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15858 22987 13189 4397 14650 2544 175226 38591 22690 4793 17256 2891 21307 10836 91912 19370 3453 5566 8023 87 21049 1477 12541 internal_value=8.4198e-06 -0.000160056 0.00024042 -0.00124562 0.00160099 0.00216802 0.00518671 0.0150054 0.000490813 -0.00599931 -0.00224271 0.00547762 0.00165012 -0.000186793 -0.00428586 -0.00120446 -0.00942177 -0.0110138 -0.0266352 0.00977215 -0.00144442 0.00231051 0.00490422 0.00977598 0.0204125 0.00575896 -0.000342706 -0.00605244 -0.00151216 0.00554483 internal_weight=1.33017e+06 1.3076e+06 1.19191e+06 569688 622222 567718 202768 45940 364950 55310 42121 19134 309640 197917 115694 72310 43384 22691 5435 22563 564038 156828 111723 32900 9019 23881 14737 49620 28571 14018 internal_count=1330167 1307604 1191910 569688 622222 567718 202768 45940 364950 55310 42121 19134 309640 197917 115694 72310 43384 22691 5435 22563 564038 156828 111723 32900 9019 23881 14737 49620 28571 14018 is_linear=0 shrinkage=0.05 Tree=103 num_leaves=31 num_cat=0 split_feature=16 17 12 15 52 16 12 55 52 92 16 64 19 52 54 12 17 52 55 64 4 94 16 12 53 17 17 76 76 17 split_gain=839.373 931.168 816.81 1042.97 1175.56 1431.57 1385.82 1298.03 1501.39 1377.4 1355.08 1281.55 1115.48 1098.83 1071.17 1043.86 1486.61 1026.61 940.671 934.831 820.035 806.117 777.056 770.54 1115.15 883.051 762.779 758.859 733.46 698.781 threshold=20.524999618530277 20.524999618530277 3.995000004768372 3.4050000905990605 6.5450000762939462 11.775000095367433 2.1650000810623173 3.8349999189376835 2.4850000143051152 -0.33478875458240503 11.269999980926515 4.4349999427795419 14.550000190734865 15.965000152587892 1.6349999904632571 1.235000014305115 11.775000095367433 20.035000801086429 4.2349998950958261 13.234999656677248 4.0499999523162851 -0.92125675082206715 18.219999313354496 0.9650000035762788 0.65500000119209301 8.0099999904632586 13.344999790191652 20.414999961853031 17.105000495910648 11.775000095367433 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 7 6 19 8 9 10 23 27 -11 18 -10 -9 -17 28 -8 21 -12 -6 -3 24 -1 -26 -19 -7 -13 -23 right_child=-2 22 -4 -5 5 11 13 15 14 12 20 17 -14 -15 -16 16 -18 26 -20 -21 -22 29 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.0070797038842486549 0.02023756052662231 0.07960799527838687 0.0064142042897122123 -0.0062848073280512302 0.0070705020719650617 0.010677169292249256 0.021168202715579849 0.003179068128483873 0.023146418934033897 -0.00086620339398943424 -0.010028498136915502 -0.0035717329797873079 0.0045245570183056654 0.018382725730702668 0.004414031151763787 -0.0041575839372663239 -0.01830887428127043 0.010722872015529782 -0.0063306297980786561 0.008203796428184397 -0.030732475075142963 0.051398966129782835 0.012816125915999808 -0.0053532023931788545 0.051365485313447971 0.011002817943740811 -0.00024710560183023703 -0.039190121982336193 -0.019582931780622696 0.022516878756831848 leaf_weight=6754 5108 636 46135 70148 2768 34807 3721 25447 8542 556613 13200 59662 115954 9582 71598 63484 26225 22378 18937 8120 7500 4571 1381 72679 1816 5339 54290 780 8127 3865 leaf_count=6754 5108 636 46135 70148 2768 34807 3721 25447 8542 556613 13200 59662 115954 9582 71598 63484 26225 22378 18937 8120 7500 4571 1381 72679 1816 5339 54290 780 8127 3865 internal_value=7.99881e-06 -6.99846e-05 -0.000121737 -0.000357883 -1.33549e-05 0.0031888 0.0105342 -0.000773898 -0.000106367 -0.000776077 -0.00603728 0.0010851 6.31913e-05 0.00418818 0.00641069 -0.00575908 -0.00829449 -0.00100865 -0.00181465 0.0211218 -0.0175299 0.0304841 0.0338769 -0.00328981 0.00749209 0.0212472 0.00295483 0.00958417 -0.00549126 0.0381665 internal_weight=1.33017e+06 1.32506e+06 1.32304e+06 1.27691e+06 1.20676e+06 231608 51564 975151 859995 779855 107288 180044 672567 32240 80140 115156 89709 144457 22658 19324 20700 11204 2017 86588 13909 7155 76668 35587 67789 8436 internal_count=1330167 1325059 1323042 1276907 1206759 231608 51564 975151 859995 779855 107288 180044 672567 32240 80140 115156 89709 144457 22658 19324 20700 11204 2017 86588 13909 7155 76668 35587 67789 8436 is_linear=0 shrinkage=0.05 Tree=104 num_leaves=31 num_cat=3 split_feature=105 12 8 14 112 9 10 4 22 0 9 8 136 52 64 92 20 136 126 20 20 16 102 5 4 20 10 136 12 16 split_gain=822.877 808.135 1824.94 1457.86 1069.41 924.481 858.729 1009.01 1082.54 1030.46 838.908 879.712 809.874 699.308 1477.61 756.716 666.088 731.166 587.695 580.055 572.58 567.026 559.614 520.434 653.535 521.548 519.193 515.072 511.906 494.947 threshold=0.71113988757133495 0.99500000476837169 6.6499998569488534 0.90500000119209301 -0.73724925518035878 6.0499999523162851 5.1499998569488534 3.9500000476837163 5.5150001049041757 234.50000000000003 5.9500000476837167 12.750000000000002 0 7.9949998855590829 4.6549999713897714 -0.71444112062454213 7.555000066757203 1 -0.60873827338218678 6.1349999904632577 4.0250000953674325 15.405000209808351 -0.42754526436328882 9.4499998092651385 8.4499998092651385 6.5750000476837167 11.84999990463257 2 1.6549999713897707 6.4600000381469735 decision_type=2 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 2 1 2 2 left_child=1 2 6 -3 10 -4 7 12 9 -9 19 23 -1 15 -15 -6 17 21 -7 -5 -20 -13 -11 24 28 27 -19 -26 -12 -14 right_child=-2 3 5 4 13 18 -8 8 -10 22 11 16 29 14 -16 -17 -18 26 20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.00027858292842425109 0.03005941685913821 -0.016877676946744823 -0.026020274080114727 -0.0064865855095571469 -0.0086649693765592315 -0.033084508767981996 0.012064016907926321 0.015824057202204967 0.00030651081648724036 -0.072998894119133878 0.0066908547544078049 -0.019344642829908183 0.031324211691843663 0.018088169978389707 -0.0017444862098565106 -0.0023281790269558656 0.006600725724853606 -0.011116376433792525 -0.022156142987409554 -0.0003286370347289452 0.0050205316286310742 -0.097318096159428713 -0.027440700633426136 0.0083449050859976896 -0.002659080331652245 0.0033100542342695397 -4.8408597192636035e-05 -0.017123759512552603 0.0019629205033042216 0.008031130080149709 leaf_weight=39893 2274 13466 6694 43396 58717 1503 33841 1253 15312 809 84923 5247 2379 11974 43546 238376 14423 15483 2381 321972 10420 244 4041 43425 20201 20728 33568 8849 175704 55125 leaf_count=39893 2274 13466 6694 43396 58717 1503 33841 1253 15312 809 84923 5247 2379 11974 43546 238376 14423 15483 2381 321972 10420 244 4041 43425 20201 20728 33568 8849 175704 55125 internal_value=7.59888e-06 -4.38645e-05 0.00313623 -0.000522297 -0.000329234 -0.0106841 0.00503728 0.00303586 -0.00679071 -0.0245972 0.000694727 0.00221115 0.00519646 -0.002618 0.00253282 -0.00358057 -0.0029549 -0.00548177 -0.00350712 -0.00106004 -3.43596e-05 -0.022768 -0.03504 0.00321806 0.00250083 -0.00274883 -0.0035413 -0.00707202 0.00350348 0.00899323 internal_weight=1.33017e+06 1.32789e+06 173651 1.15424e+06 1.14078e+06 20998 152653 118812 21415 6103 788163 422795 97397 352613 55520 297093 68965 54542 14304 365368 12801 5491 4850 353830 310405 49778 49051 29050 260627 57504 internal_count=1330167 1327893 173651 1154242 1140776 20998 152653 118812 21415 6103 788163 422795 97397 352613 55520 297093 68965 54542 14304 365368 12801 5491 4850 353830 310405 49778 49051 29050 260627 57504 cat_boundaries=0 1 2 3 cat_threshold=2197 1058 6733 is_linear=0 shrinkage=0.05 Tree=105 num_leaves=31 num_cat=3 split_feature=18 16 7 12 52 8 16 20 136 116 23 120 136 12 20 136 57 16 16 15 23 4 16 22 52 12 32 79 9 64 split_gain=827.838 810.306 791.924 1071.12 1411.05 1372.59 1189.98 967.672 901.321 856.193 825.139 1221.49 855.153 782.924 778.358 756.985 762.147 747.499 734.792 722.126 717.15 700.56 740.229 1064.17 644.717 644.6 637.51 637.162 605.524 592.917 threshold=20.524999618530277 22.289999961853031 3.3500000238418584 1.544999957084656 3.8349999189376835 9.4499998092651385 11.269999980926515 6.9349999427795419 0 -0.55191597342491139 5.7750000953674325 -0.88697704672813404 1 0.99500000476837169 5.2449998855590829 2 225.40809631347659 9.5450000762939471 17.029999732971195 0.76499998569488536 6.9149999618530282 2.9500000476837163 9.5450000762939471 5.3350000381469735 2.245000004768372 1.1349999904632571 15.250000000000002 1.8450000286102297 7.3500001430511483 19.265000343322757 decision_type=2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 4 5 8 -6 15 26 -7 11 21 14 -13 -12 -5 -17 24 -2 -14 28 -1 -23 -24 -10 -26 -4 -19 -9 -22 right_child=18 -3 3 7 6 9 -8 20 17 -11 12 13 19 -15 -16 16 -18 27 -20 -21 29 22 23 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.00224953264563319 0.08416676006034593 0.068256192544286359 0.0023574088828226068 0.010045039499400893 0.033976547835485288 -0.031897228838704023 0.0087173538526281076 0.0014763235234946815 0.0096298203741253651 -0.0054353245341446834 0.017790839280819714 0.0056705768521622176 -0.02138126889788183 -0.0085300463176845188 0.0017540595237776743 -0.0048290169211523465 0.00052175372039855018 0.0061756574821650789 0.014472201821844919 -0.0019541234093859009 0.0022582339919883436 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39867 602118 201245 23588 458178 58783 399395 39303 98712 299107 287321 112687 5148 300683 303011 19480 14062 5690 37930 4259 88558 74757 63572 239439 internal_count=1330578 1325430 1324996 866818 264700 224833 39867 602118 201245 23588 458178 58783 399395 39303 98712 299107 287321 112687 5148 300683 303011 19480 14062 5690 37930 4259 88558 74757 63572 239439 cat_boundaries=0 1 2 3 cat_threshold=6289 6176 2048 is_linear=0 shrinkage=0.05 Tree=106 num_leaves=31 num_cat=0 split_feature=4 6 2 12 14 4 120 3 112 127 22 6 16 52 12 103 17 20 16 12 15 39 16 52 12 16 116 16 22 68 split_gain=790.715 955.73 964.117 855.381 1389.19 1279.11 1378.34 936.077 918.686 830.578 792.015 841.499 799.389 790.002 1221.29 862.706 727.948 774.459 702.1 660.504 639.788 630.974 629.242 811.349 695.207 623.609 585.973 654.729 580.184 578.932 threshold=12.050000190734865 9.9499998092651385 302.50000000000006 1.0850000381469729 1.1150000095367434 5.2500000000000009 -0.96811076998710621 258.50000000000006 -0.86159634590148915 -0.44618082046508784 6.0950000286102304 6.2500000000000009 8.7100000381469744 7.7449998855590829 1.685000002384186 -0.031186997890472409 11.775000095367433 6.8350000381469735 4.0850000381469735 1.4950000047683718 1.485000014305115 11.750000000000002 11.775000095367433 15.324999809265138 2.2749999761581425 10.405000209808351 -0.76037701964378346 9.5450000762939471 6.9749999046325692 291.20657348632818 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 -3 5 28 7 10 -1 -6 21 11 12 -7 15 25 -10 -2 -18 -9 20 -17 -8 24 -24 -16 -15 27 -21 -5 -29 right_child=16 2 -4 4 8 6 9 18 13 -11 -12 -13 -14 14 22 19 17 -19 -20 26 -22 -23 23 -25 -26 -27 -28 29 -30 -31 leaf_value=0.0010145226153052296 -0.0023671161459998978 0.012095652834824231 0.0017155085880142926 -0.012526522071199475 0.0012700716155719799 -0.019988117201027229 -0.064535970928700406 0.086120444593483836 -0.012457591001194724 0.0043325677870142158 0.0023887702977031244 0.0038594343077911195 -0.056128342467701958 0.056971556860050579 0.020402872201732761 -0.001996147287423076 -0.030005211253515303 -0.006335035841398765 0.0077887329102379419 0.0064094310280504059 0.0067182628680701462 -0.011437356901226527 -0.015141596666109404 -0.00011129585352239542 0.00054083612098470841 0.012362530695639728 -0.003030975623693458 -0.014452629466867196 -0.00017512943292187649 -0.048275132933228597 leaf_weight=102493 39299 31784 75525 34518 439029 3092 640 287 22483 21668 2585 1505 3029 825 6580 54674 5617 8981 87749 3393 34260 4447 11399 42287 13332 15553 238185 10804 13122 1433 leaf_count=102493 39299 31784 75525 34518 439029 3092 640 287 22483 21668 2585 1505 3029 825 6580 54674 5617 8981 87749 3393 34260 4447 11399 42287 13332 15553 238185 10804 13122 1433 internal_value=2.35704e-05 0.000274009 0.00479002 -0.000140409 -0.000805012 0.00261119 -0.00590054 0.00426261 -0.000361799 6.40303e-05 -0.021529 -0.0296364 -0.0378722 -0.00193567 0.00226096 -0.00296952 -0.00590867 -0.0154428 0.0080441 -0.00234714 0.0013609 -0.0181177 -0.000487025 -0.00330264 0.00710433 0.0146096 -0.0036464 -0.0130248 -0.00912444 -0.0184134 internal_weight=1.33058e+06 1.27668e+06 107309 1.16937e+06 941877 227495 36966 190529 894237 26755 10211 7626 6121 455208 89976 365232 53897 14598 88036 342749 88934 5087 73598 53686 19912 16378 253815 15630 47640 12237 internal_count=1330578 1276681 107309 1169372 941877 227495 36966 190529 894237 26755 10211 7626 6121 455208 89976 365232 53897 14598 88036 342749 88934 5087 73598 53686 19912 16378 253815 15630 47640 12237 is_linear=0 shrinkage=0.05 Tree=107 num_leaves=31 num_cat=0 split_feature=104 20 6 12 14 4 13 4 3 52 64 55 18 3 18 64 4 24 22 12 20 86 26 52 54 18 3 18 24 52 split_gain=785.621 747.794 853.557 941.511 1080.39 999.077 1093.28 758.019 669.468 798.808 1118.58 937.169 747.14 645.397 635.806 656.696 625.993 1034.76 710.4 608.863 725.056 645.321 578.042 545.629 650.857 543.654 534.587 499.831 602.125 496.264 threshold=0.68155172467231762 10.885000228881838 2.7500000000000004 1.2150000333786013 1.1749999523162844 6.4500000476837167 1.0349999666213991 12.050000190734865 192.50000000000003 7.055000066757203 16.785000801086429 3.8349999189376835 10.405000209808351 258.50000000000006 12.699999809265138 1.8550000190734866 4.9500000476837167 234.50000000000003 6.5150001049041757 1.185000002384186 5.6949999332427987 0.84575399756431591 287.50000000000006 30.615000724792484 14.355000019073488 12.309999942779543 118.50000000000001 17.029999732971195 236.50000000000003 11.534999847412111 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 16 5 -5 13 26 8 12 11 14 27 22 -4 -11 -16 19 18 -18 21 -21 -1 -6 24 29 -9 -7 28 -10 -12 right_child=-2 -3 3 4 7 6 -8 25 9 10 23 -13 -14 -15 15 -17 17 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0025139779031571824 0.028802386693709242 0.0078276385674862729 0.0017459312207785051 -0.010927393479769272 0.013962994683763092 0.0087463164416094041 0.0049632603233938513 -0.0027340405229014015 -0.010190092741790106 0.017643217283144549 -0.0064028572800416718 -0.0077578076068077111 0.0010365612629231824 0.008301556270252048 0.030524626039069386 0.0036168440135264839 -0.054556654259535577 -0.005498428341880311 -0.013127330064915675 -0.016794616786181375 -0.0026182492327656601 -0.0097709530734458126 0.0037815033958320688 0.0037655955187761792 -0.011136596642144527 -0.014507065259157776 -0.021216479776752239 0.010633031379876579 -0.0003405088119311413 0.012760840394126158 leaf_weight=104572 2367 29612 68042 22690 23157 1755 11801 40109 16328 14300 6888 51183 132481 83761 2419 36207 1905 30499 2265 9468 190395 11907 35026 29562 20502 12979 9809 9793 312166 6630 leaf_count=104572 2367 29612 68042 22690 23157 1755 11801 40109 16328 14300 6888 51183 132481 83761 2419 36207 1905 30499 2265 9468 190395 11907 35026 29562 20502 12979 9809 9793 312166 6630 internal_value=2.23919e-05 -2.88968e-05 -0.00020805 0.000572138 -0.000178401 0.00388171 -0.00574326 0.000146909 0.000585794 -0.000365684 0.00326664 -0.00145228 0.0031108 0.00536316 0.00863644 0.00530198 -0.00231424 -0.0086925 -0.0320537 -0.00161523 -0.00328982 0.00125816 0.00783377 -0.00120321 -0.0055209 -0.00561232 -0.0166692 -0.000498245 -0.000830089 0.00299612 internal_weight=1.33058e+06 1.32821e+06 1.2986e+06 947588 772420 175168 23365 749730 696642 505978 116508 389470 190664 151803 52926 38626 351011 34669 4170 316342 199863 116479 58183 63582 34020 53088 11564 338287 328494 13518 internal_count=1330578 1328211 1298599 947588 772420 175168 23365 749730 696642 505978 116508 389470 190664 151803 52926 38626 351011 34669 4170 316342 199863 116479 58183 63582 34020 53088 11564 338287 328494 13518 is_linear=0 shrinkage=0.05 Tree=108 num_leaves=31 num_cat=3 split_feature=18 16 7 12 53 16 8 92 120 109 122 23 121 12 116 3 17 136 12 8 16 136 10 4 16 22 12 0 136 115 split_gain=730.319 728.798 709.823 912.367 1118.67 1309.3 1058.89 834.82 826.463 718.87 718.043 711.338 1078.87 750.638 680.285 667.826 1126.17 680.333 665.368 1199.14 665.165 581.928 572.419 561.723 755.354 695.259 670.757 569.033 546.922 538.65 threshold=20.524999618530277 22.289999961853031 3.3500000238418584 1.544999957084656 3.2649999856948857 11.269999980926515 9.4499998092651385 -0.75138860940933216 -0.78257837891578663 0.20744913816452029 -0.96359375119209278 5.7750000953674325 1.0000000180025095e-35 0.95499998331069957 -0.60873827338218678 259.50000000000006 10.960000038146974 0 4.2650001049041757 16.849999427795414 17.029999732971195 1 10.550000190734865 2.9500000476837163 9.5450000762939471 5.4949998855590829 0.81499999761581432 206.50000000000003 2 -0.76037701964378346 decision_type=2 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 2 1 2 left_child=1 2 11 4 6 -6 8 -5 9 10 -4 12 23 28 -8 16 -9 -17 19 -18 -2 -10 -11 26 -25 27 -1 -26 -13 -19 right_child=20 -3 3 7 5 -7 14 15 21 22 -12 13 -14 -15 -16 17 18 29 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31 leaf_value=0.010442968725438199 0.079833623561600273 0.06473076114246476 0.0051853491678080163 -0.0067544914642578835 0.028442427376745089 0.0063931372541963438 -0.029925028502767698 0.0084596005430253741 0.009791641993537015 0.00010036370300269839 -0.019995797099684576 -0.0089161940604590775 0.0063135045655908911 -0.0018190391401985502 -0.0050158171271850642 -0.0041267225718872756 -0.0006592874037742529 0.0022758655143326084 0.010766953816713287 -0.039613145259234386 0.013523260809010812 0.0027236985003635168 0.030415988580159051 -0.0084862008202586641 0.032925176183566635 -0.014390541434086961 -0.009648924228542877 -0.045858124143514978 0.0059868268632304062 -0.0023049282047048775 leaf_weight=5641 411 434 4138 46343 8132 39128 3187 58445 45927 54401 8963 6959 12381 339538 19587 116029 98706 161555 12557 2016 4737 79634 1603 15332 243 5393 15758 4035 52898 106467 leaf_count=5641 411 434 4138 46343 8132 39128 3187 58445 45927 54401 8963 6959 12381 339538 19587 116029 98706 161555 12557 2016 4737 79634 1603 15332 243 5393 15758 4035 52898 106467 internal_value=2.12723e-05 -5.17318e-05 -7.29511e-05 0.000768426 0.00321498 0.0101871 0.0016996 -0.000307115 0.00289304 -0.00149842 -0.0120422 -0.00166474 -0.00680004 -0.000908922 -0.00850162 0.000230496 0.00282247 -0.000928476 -8.5939e-05 -0.00143897 0.0188173 0.00530997 0.000968086 -0.010299 -0.0153884 -0.0263308 -0.00435249 -0.0413831 0.00425371 0.000456209 internal_weight=1.33058e+06 1.32543e+06 1.325e+06 866818 264700 47260 217440 602118 194666 69105 13101 458178 58783 399395 22774 555775 171724 384051 113279 100722 5148 125561 56004 46402 25003 9671 21399 4278 59857 268022 internal_count=1330578 1325430 1324996 866818 264700 47260 217440 602118 194666 69105 13101 458178 58783 399395 22774 555775 171724 384051 113279 100722 5148 125561 56004 46402 25003 9671 21399 4278 59857 268022 cat_boundaries=0 1 2 3 cat_threshold=122 1322 144 is_linear=0 shrinkage=0.05 Tree=109 num_leaves=31 num_cat=2 split_feature=67 12 8 6 52 64 18 55 52 18 52 103 31 60 12 24 136 114 12 8 14 13 120 52 18 134 55 136 23 18 split_gain=705.618 864.341 896.384 1059.5 872.25 1499.11 1305.06 1248.14 1638.87 1424.87 1035.04 939.839 830.047 737.839 723.059 1252.84 721.666 699.997 622.523 1054.93 785.8 630.625 607.252 582.995 580.825 554.388 549.747 545.353 585.84 540.009 threshold=49.534999847412116 3.685000061988831 13.150000095367433 9.9499998092651385 4.3550000190734872 5.8250000476837167 12.699999809265138 2.3449999094009404 1.8350000381469729 15.405000209808351 12.684999942779543 -0.031186997890472409 1016.5499877929689 0.56152409315109264 1.0649999976158144 249.50000000000003 0 0.41467745602130895 0.87500000000000011 6.9500000476837167 0.83499997854232799 0.69499999284744274 -0.76037701964378346 9.2849998474121112 11.775000095367433 1015.0499877929689 1.1449999809265139 1 5.5750000476837167 13.344999790191652 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 left_child=1 2 3 4 7 29 12 8 9 11 -8 22 25 23 -9 -16 -4 -5 19 -13 -20 -21 -1 -14 -17 -7 -10 28 -22 -6 right_child=-2 -3 16 17 5 6 10 14 26 -11 -12 18 13 -15 15 24 -18 -19 20 21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.016167995455952166 -0.0070905185278430987 0.0061607002253274354 -0.019978887904664747 0.0061955276407992766 0.014775899254956383 -0.0014882393196600134 -0.012498234453483598 0.0022937408803073772 0.019930785532949115 0.0063101932600790655 -0.00097529379416185034 0.0054223932792464751 0.012473227269996232 0.0048610807647201321 -0.023558323667207788 -0.003210357121304447 -0.0036189211001109826 0.064399874799092968 -0.016344227960615042 -0.038915760598575461 -0.0044534926936197674 -0.004382910076771657 -0.0036546056913287269 0.034749328634045937 -0.013275933676339557 0.020609159170589982 0.0063049203163365423 -0.0025740950636913029 0.00255346986152067 0.0055876635261097266 leaf_weight=16756 33997 58217 7383 60693 21707 42021 25331 22377 9366 64721 84488 61866 9763 25342 11002 61315 76646 521 8865 2091 38633 3595 23008 4201 18704 3044 35309 307967 130921 60728 leaf_count=16756 33997 58217 7383 60693 21707 42021 25331 22377 9366 64721 84488 61866 9763 25342 11002 61315 76646 521 8865 2091 38633 3595 23008 4201 18704 3044 35309 307967 130921 60728 internal_value=2.02108e-05 0.000206658 -7.32492e-05 0.000289696 -6.8767e-05 0.00235777 -4.04185e-05 -0.000890868 -0.000105778 -0.00073458 -0.00363319 -0.00150255 0.00463601 0.00994626 -0.00575864 -0.00773827 -0.00505916 0.00669091 -0.000969549 0.00352813 -0.00159421 -0.0170822 -0.00892758 0.0191749 -0.00556313 4.37093e-06 0.00916155 -0.00132038 0.000956872 0.00800713 internal_weight=1.33058e+06 1.29658e+06 1.23836e+06 1.15434e+06 1.09312e+06 276625 194190 816496 703098 658423 109819 593702 84371 39306 113398 91021 84029 61214 553938 67552 486386 5686 39764 13964 80019 45065 44675 477521 169554 82435 internal_count=1330578 1296581 1238364 1154335 1093121 276625 194190 816496 703098 658423 109819 593702 84371 39306 113398 91021 84029 61214 553938 67552 486386 5686 39764 13964 80019 45065 44675 477521 169554 82435 cat_boundaries=0 1 2 cat_threshold=1058 3331 is_linear=0 shrinkage=0.05 Tree=110 num_leaves=31 num_cat=2 split_feature=104 6 4 20 136 17 15 66 52 17 55 52 12 17 12 8 14 64 52 12 4 22 116 136 9 2 16 64 92 16 split_gain=794.096 767.975 863.44 937.821 1189.62 922.505 731.43 631.577 975.82 1783.71 1014.52 944.395 988.214 659.532 693.979 837.224 805.199 649.607 819.566 651.838 627.719 950.944 894.24 651.335 605.808 608.233 604.707 581.13 571.952 552.892 threshold=0.68155172467231762 2.7500000000000004 9.2500000000000018 7.0750000476837167 0 11.775000095367433 2.0949999094009404 27.775000572204593 2.9050000905990605 11.775000095367433 2.185000061988831 8.6949996948242205 1.575000047683716 17.029999732971195 0.87500000000000011 6.9500000476837167 0.88499999046325695 1.8550000190734866 7.6349999904632577 1.294999957084656 4.8500001430511483 6.6349999904632577 -0.58068084716796864 1 7.3500001430511483 306.50000000000006 11.775000095367433 18.454999923706058 -0.73312494158744801 10.960000038146974 decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 left_child=1 20 7 4 -4 -6 -7 8 13 10 -10 12 -12 14 15 -3 -16 -11 19 -19 23 22 -22 -1 -18 -26 27 -13 -14 -15 right_child=-2 2 3 -5 5 6 -8 -9 9 17 11 26 28 29 16 -17 24 18 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=0.0022714317822175208 0.029008286805125218 0.0084298320337986357 0.00048062667507156142 0.0040657311621561925 -0.005565549024545236 -0.031251113774694854 -0.0099428327694361107 -0.0034414848126539362 0.027929989935806102 0.010913597211149548 0.017189694121362641 0.047575095608735497 -0.0076444153687746409 0.03802424712558386 -0.011691567001365031 -0.010851694989752941 -0.0015606328266603328 0.0017437660285886194 0.0027352765959598631 -0.013241731085120735 -0.049163448572262562 -0.0022561152864604707 -0.013260816128802096 -0.0026331852817115258 0.0055363346877072041 -0.00010502852633223155 0.0099883104509732295 0.017111941272283226 0.0062276033529938737 0.0072233595344895346 leaf_weight=95495 2370 44230 73127 46056 60630 6942 9592 58749 8335 16196 13870 3168 11617 1579 14741 6451 227845 12551 84070 17203 2058 24872 11029 232441 81403 115675 5676 3095 20619 18854 leaf_count=95495 2370 44230 73127 46056 60630 6942 9592 58749 8335 16196 13870 3168 11617 1579 14741 6451 227845 12551 84070 17203 2058 24872 11029 232441 81403 115675 5676 3095 20619 18854 internal_value=9.18269e-05 4.02281e-05 0.000781616 -0.00217652 -0.00408943 -0.00841937 -0.0188894 0.00153994 0.00195377 0.00494904 0.0116178 0.00927549 0.00603008 0.000802059 0.000435295 0.00597556 -0.000203343 0.00154438 0.000211231 -0.00692046 -0.00190956 -0.00799668 -0.0189067 -0.00120497 0.000195195 0.00222513 0.0218086 0.0325211 0.0012285 0.00960356 internal_weight=1.33054e+06 1.32817e+06 962274 196347 150291 77164 16534 765927 707178 196400 66380 58045 46106 510778 490345 50681 439664 130020 113824 29754 365895 37959 13087 327936 424923 197078 11939 6263 32236 20433 internal_count=1330539 1328169 962274 196347 150291 77164 16534 765927 707178 196400 66380 58045 46106 510778 490345 50681 439664 130020 113824 29754 365895 37959 13087 327936 424923 197078 11939 6263 32236 20433 cat_boundaries=0 1 2 cat_threshold=6804 1066 is_linear=0 shrinkage=0.05 Tree=111 num_leaves=31 num_cat=3 split_feature=28 15 136 8 9 4 21 2 20 15 103 113 28 136 116 6 0 30 14 16 135 53 107 36 136 16 105 52 20 20 split_gain=774.147 779.985 749.269 692.27 790.646 1264.89 935.2 696.061 679.666 666.537 617.325 584.874 566.193 579.419 523.843 642.657 507.499 499.45 569.832 479.069 479.911 466.475 449.719 440.678 415.032 414.694 408.919 462.172 397.062 389.721 threshold=1026.9500122070315 2.4550000429153447 0 13.949999809265138 6.0499999523162851 5.2500000000000009 6.6050000190734872 306.50000000000006 4.0250000953674325 0.99500000476837169 -0.62284028530120839 0.9238443672657014 1013.7500000000001 1 0.31729258596897131 9.1500000953674334 236.50000000000003 1015.3500061035157 1.0549999475479128 4.0850000381469735 1018.1499938964845 5.9449999332427987 0.67683571577072155 18.050000190734867 2 15.405000209808351 -0.93461570143699635 0.25499999523162847 5.7149999141693124 5.6150000095367441 decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 left_child=2 -2 9 4 5 12 16 8 -6 -1 21 -10 19 17 15 29 -7 18 28 -4 -21 -9 -13 26 25 -5 27 -15 -14 -11 right_child=1 -3 3 24 7 6 -8 10 11 14 -12 22 13 23 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.012351520598114719 0.01843411680649899 -0.000275301488494728 0.11065581613715465 -0.024144734628443004 -0.017331886501259792 -0.00020640780072258503 -0.0024953248742643252 -0.020550967108596732 0.0047070704274851148 -0.014832760797009787 0.0010024128713131669 0.041262759932986393 0.029930090329603073 -0.021862809264894846 -0.0037593124360393937 0.0099841438765199009 -0.022040496139996056 0.0024476419486063154 0.0031862337804983614 -0.0026996492701976023 0.01401366492110763 0.011480279056895094 0.19544068660873634 -0.011749220583268907 -0.0039769126721460124 -0.18117922168484957 0.001521465940942825 -0.0023919926610552126 0.011638519082776785 6.9171580062575683e-05 leaf_weight=16231 11442 10856 94 1886 3513 3293 23460 5586 203314 4695 256899 523 4525 3293 140908 16701 13875 67183 13048 160801 4413 1427 52 7630 57283 43 181062 40917 8616 66970 leaf_count=16231 11442 10856 94 1886 3513 3293 23460 5586 203314 4695 256899 523 4525 3293 140908 16701 13875 67183 13048 160801 4413 1427 52 7630 57283 43 181062 40917 8616 66970 internal_value=8.72356e-05 0.00932525 -7.02196e-05 0.000504912 0.000814898 -0.000505822 -0.00898474 0.00230626 0.00447377 -0.00255975 0.000602866 0.00484949 0.000194939 0.00140278 -0.00186667 0.00115132 -0.0178525 0.0047303 0.0105878 -0.00218902 -0.00225322 -0.0140333 0.0552058 6.85483e-05 -0.00474865 -0.0275027 0.000468821 -0.00384228 0.0179371 -0.000907101 internal_weight=1.33054e+06 22298 1.30824e+06 1.06274e+06 1.00352e+06 532210 40628 471314 207402 245505 263912 203889 491582 326274 229274 88366 17168 93372 26189 165308 165214 7013 575 232902 59212 1929 225272 44210 13141 71665 internal_count=1330539 22298 1308241 1062736 1003524 532210 40628 471314 207402 245505 263912 203889 491582 326274 229274 88366 17168 93372 26189 165308 165214 7013 575 232902 59212 1929 225272 44210 13141 71665 cat_boundaries=0 1 2 3 cat_threshold=146 1056 32 is_linear=0 shrinkage=0.05 Tree=112 num_leaves=31 num_cat=2 split_feature=16 17 6 12 20 136 41 127 16 125 4 67 52 136 1 4 22 116 32 120 19 56 19 55 16 52 16 18 132 30 split_gain=708.641 711.541 708.4 981.206 913.974 858.016 1021.94 738.972 669.46 790.847 625.403 622.012 680.178 606.356 986.766 579.362 998.422 1052.27 572.648 560.39 552.795 574.168 507.349 460.625 451.362 443.067 1126.77 502.12 432.709 478.14 threshold=22.289999961853031 22.289999961853031 3.4500000476837163 1.0950000286102297 5.2650001049041757 0 11.34999990463257 -0.19936034083366391 11.269999980926515 -0.11319890245795249 6.3500001430511483 29.695000648498539 44.034999847412116 1 196.50000000000003 4.8500001430511483 6.3150000572204599 -0.60873827338218678 11.650000095367433 -0.94260558485984791 15.405000209808351 228.55451202392581 14.550000190734865 26.605000495910648 12.309999942779543 1.2849999666213991 11.269999980926515 4.8800001144409189 1019.4500122070314 1015.8500061035157 decision_type=2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 15 7 5 6 22 10 -7 -10 -4 13 23 14 -6 20 17 -17 -16 -19 -1 24 -5 -13 -22 -9 27 -27 29 -15 right_child=-2 -3 3 4 11 8 -8 25 9 -11 -12 12 -14 28 18 16 -18 19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.0015680733462546802 0.05777816612175421 0.075680207328223684 0.0020040396829424786 0.0043014913044962287 0.0045340475887088857 -0.0063390768109118194 -0.01268552947129821 0.0060875400761068559 -0.05924924007607716 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0.0013992 -0.000842557 -0.00150464 -0.00611504 -0.0168401 -0.00311704 -0.0112793 -0.000843977 0.00374477 0.00697635 -0.00689796 0.00726089 0.00859585 0.0152421 0.0405959 0.00250949 0.00234561 internal_weight=1.33054e+06 1.33001e+06 1.3297e+06 854171 757447 76600 32264 96724 44336 8796 30281 680847 71827 609020 201729 475525 59601 15908 141761 13402 415924 56687 22989 48471 38090 66443 18205 3532 407291 403211 internal_count=1330539 1330007 1329696 854171 757447 76600 32264 96724 44336 8796 30281 680847 71827 609020 201729 475525 59601 15908 141761 13402 415924 56687 22989 48471 38090 66443 18205 3532 407291 403211 cat_boundaries=0 1 2 cat_threshold=6660 122 is_linear=0 shrinkage=0.05 Tree=113 num_leaves=31 num_cat=0 split_feature=28 15 6 4 20 5 5 12 14 8 6 9 13 5 12 20 20 52 66 23 4 4 21 9 16 23 37 52 76 16 split_gain=693.379 700.721 655.785 744.341 774.684 682.037 639.682 584.143 1032.2 759.434 953.214 693.155 623.837 495.924 691.577 705.046 489.92 573.198 485.994 479.934 478.089 474.703 678.19 670.485 552.264 467.998 595.11 450.871 443.945 440.751 threshold=1026.9500122070315 2.4550000429153447 2.5499999523162846 9.4499998092651385 7.3550000190734872 9.2500000000000018 9.4499998092651385 1.0950000286102297 1.1150000095367434 7.0499999523162851 8.3499999046325701 5.1499998569488534 0.81499999761581432 5.4500000476837167 1.4950000047683718 5.1050000190734872 6.6549999713897714 9.1350002288818377 27.775000572204593 6.3949999809265146 4.1499998569488534 4.8500001430511483 6.6050000190734872 6.0499999523162851 10.405000209808351 6.2750000953674325 14.650000095367433 4.5450000762939462 22.494999885559086 5.7200000286102304 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 -2 21 5 6 7 -5 9 19 11 12 20 25 -10 15 27 17 -16 -18 -9 -4 28 23 24 -23 -11 -27 -15 -1 -7 right_child=1 -3 3 4 -6 29 -8 8 13 10 -12 -13 -14 14 16 -17 18 -19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.001072227054393048 0.017455198425217699 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973 449 7138 43191 internal_value=7.87287e-05 0.00882157 -7.02865e-05 0.000578313 -0.00231934 0.00123398 -0.00383099 0.000874565 0.00021739 0.00382509 -0.00457075 0.0054734 -0.00681885 0.00066828 0.00212685 0.00731829 0.000988457 -0.00147133 0.00306372 -0.00907413 0.0025791 -0.00200242 -0.00776482 -0.0172391 -0.0277954 -0.0208219 0.00407947 -0.00188973 -0.00137604 0.00717359 internal_weight=1.33054e+06 22298 1.30824e+06 979449 180730 798719 148965 753145 615953 137192 22514 114678 21488 587446 292550 52614 239936 109796 130140 28507 73778 328792 32236 11910 6647 5805 1424 14901 296556 45574 internal_count=1330539 22298 1308241 979449 180730 798719 148965 753145 615953 137192 22514 114678 21488 587446 292550 52614 239936 109796 130140 28507 73778 328792 32236 11910 6647 5805 1424 14901 296556 45574 is_linear=0 shrinkage=0.05 Tree=114 num_leaves=31 num_cat=4 split_feature=104 16 17 28 136 120 23 32 120 12 136 20 4 136 17 53 126 15 15 5 4 11 136 20 124 35 10 12 19 123 split_gain=686.354 635.938 638.843 617.528 635.147 666.982 1088.56 1156.96 925.326 873.213 764.557 719.422 698.398 695.47 664.007 1236.88 658.042 634.158 618.737 545.126 550.293 540.263 523.846 499.058 469.414 557.707 468.429 466.727 460.248 458.869 threshold=0.68155172467231762 22.289999961853031 22.289999961853031 1026.9500122070315 0 -0.49240480363368982 6.2149999141693124 13.949999809265138 -0.98321744799613942 1.2050000429153445 1 5.5150001049041757 4.1499998569488534 2 6.4600000381469735 0.79500001668930065 0.72534674406051647 0.72500002384185802 2.4550000429153447 3.0499999523162846 11.949999809265138 11.250000000000002 3 5.6349999904632577 0.47714059054851538 12.050000190734865 5.0499999523162851 0.81499999761581432 15.405000209808351 -0.97988739609718312 decision_type=2 2 2 2 1 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 left_child=1 2 3 4 17 6 7 22 12 11 -11 -8 -9 14 15 28 -14 -1 -5 23 -21 -16 -6 -15 -19 -26 -24 -17 -7 -10 right_child=-2 -3 -4 18 5 13 9 8 29 10 -12 -13 16 19 21 27 -18 24 -20 20 -22 -23 26 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.025651308166778877 0.026958101119596574 0.055416369429361581 0.0720066960271699 0.01641383999597143 -0.0033106324199196832 0.0077750827409402623 0.019095085163133647 -0.0046225330232879938 0.0045067459559790133 0.0033279664752458513 -0.0022307596200865842 0.0041404006087744456 -0.019292236083504746 -0.014731407917708911 0.0034731422774749916 0.14496708444054546 -0.060683892196998782 0.00014710616455389897 -0.00028722864933172049 0.0028678536281054766 -0.0081241866541177984 0.027856560469657888 -0.0067965211275008604 -0.0009277968134454572 -0.0015978622773579476 -0.0083759467654111741 0.0047871619596218289 0.048752351550900658 0.07295347536781005 -0.0058006066871959987 leaf_weight=2909 2370 518 308 11357 60083 8286 9323 9176 12297 98506 166233 58534 13804 6875 78985 137 1032 115115 10838 225026 11993 2339 10245 137646 77291 49968 58922 1576 280 88567 leaf_count=2909 2370 518 308 11357 60083 8286 9323 9176 12297 98506 166233 58534 13804 6875 78985 137 1032 115115 10838 225026 11993 2339 10245 137646 77291 49968 58922 1576 280 88567 internal_value=7.47923e-05 2.68214e-05 5.21047e-06 -1.14969e-05 -0.000152136 0.000378494 -0.000747875 -0.00321172 -0.00664399 0.00113467 -0.000162387 0.00619505 -0.0154653 0.00177526 0.00568727 0.0176618 -0.0221715 -0.00244489 0.00825857 0.00083586 0.00231166 0.00417445 0.000104394 -0.00158445 -0.00216647 -0.00425926 0.00307095 0.0564473 0.00990559 -0.00454397 internal_weight=1.33054e+06 1.32817e+06 1.32765e+06 1.32734e+06 1.30515e+06 1.05986e+06 586722 254126 124876 332596 264739 67857 24012 473143 91603 10279 14836 245283 22195 381540 237019 81324 129250 144521 242374 127259 69167 1713 8566 100864 internal_count=1330539 1328169 1327651 1327343 1305148 1059865 586722 254126 124876 332596 264739 67857 24012 473143 91603 10279 14836 245283 22195 381540 237019 81324 129250 144521 242374 127259 69167 1713 8566 100864 cat_boundaries=0 1 2 3 4 cat_threshold=146 7172 2080 105 is_linear=0 shrinkage=0.05 Tree=115 num_leaves=31 num_cat=0 split_feature=105 92 52 12 17 52 16 12 64 6 111 135 28 15 112 16 31 20 43 20 81 20 28 52 18 98 16 12 52 16 split_gain=690.804 706.425 1026.8 1769.47 1434.76 957.308 1122.92 1181.51 1104.74 830.222 790.931 627.052 688.504 767.073 605.175 603.845 1125.84 883.366 669.01 840.84 587.437 576.733 877.692 576.616 752.386 595.769 545.029 519.914 950.849 714.298 threshold=0.71113988757133495 -0.069421567022800432 1.9149999618530276 1.6549999713897707 10.405000209808351 5.4149999618530282 11.269999980926515 1.185000002384186 2.4250000715255742 5.7500000000000009 -0.37205342948436732 1019.0499877929689 1014.9500122070314 3.3349999189376835 -0.18222858756780622 10.960000038146974 997.25000000000011 4.0250000953674325 13.550000190734865 7.7550001144409189 296.88236999511724 5.3150000572204599 1022.4500122070314 1.3750000000000002 12.699999809265138 -0.8198673129081725 11.269999980926515 0.9350000023841859 0.57499998807907116 8.0099999904632586 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 27 6 7 -4 -8 26 -5 12 15 20 -12 -3 -17 -18 19 -19 21 22 -14 -22 25 -25 -7 28 -1 -30 right_child=-2 11 3 10 -6 9 8 -9 -10 -11 14 -13 13 -15 -16 16 17 18 -20 -21 23 -23 -24 24 -26 -27 -28 -29 29 -31 leaf_value=-0.006415064390526296 0.027510257519525641 0.00063560031907531538 0.023438506687706154 0.005713874706268266 -0.016675569276685908 0.023963257440807392 0.0022986604590533788 0.0023254476162250875 -0.013240388139031965 0.025839080359493817 -0.0063249718275506239 0.01345230727612646 -0.0056563269246517724 -0.0036306500589244925 -0.026802049508361458 0.0046714153658525956 -0.096221627900026807 -0.010870546467272466 0.0012053451011900175 -0.0022397457534214823 -0.0034091689671165697 0.0019914911668425009 0.020206696611726187 0.017540360765302434 0.0027097680160460156 0.0060193084777505138 0.0044072263287704789 -0.0046698172228439583 0.046482131552342869 0.0093295103558314173 leaf_weight=6991 2276 221549 8675 13679 24707 4073 26635 28059 20047 7000 74039 9389 45377 63677 3793 36064 266 60612 33332 52804 15966 368813 3536 21665 51242 23277 28446 68609 1854 4281 leaf_count=6991 2276 221549 8675 13679 24707 4073 26635 28059 20047 7000 74039 9389 45377 63677 3793 36064 266 60612 33332 52804 15966 368813 3536 21665 51242 23277 28446 68609 1854 4281 internal_value=-1.23548e-05 -5.95084e-05 -0.00210261 -0.000109945 -0.00611718 0.00380866 0.000771717 0.00731145 -0.00437439 0.010219 -0.00537416 0.000591173 0.0004702 0.00155442 -0.00732288 -0.00112025 -0.00324507 -0.00518707 -0.00502206 -0.00685224 0.00217752 0.00131491 -0.00378665 0.00539052 0.00685122 0.0115732 0.00685662 -0.00292557 0.00619151 0.0205571 internal_weight=1.33073e+06 1.32846e+06 320888 214446 106442 122935 83416 36734 46682 39519 91511 1.00757e+06 998180 593553 77832 404627 183078 147014 146748 113416 529876 417726 48913 112150 96184 44942 32519 81735 13126 6135 internal_count=1330733 1328457 320888 214446 106442 122935 83416 36734 46682 39519 91511 1007569 998180 593553 77832 404627 183078 147014 146748 113416 529876 417726 48913 112150 96184 44942 32519 81735 13126 6135 is_linear=0 shrinkage=0.05 Tree=116 num_leaves=31 num_cat=0 split_feature=92 67 52 17 14 52 55 55 52 19 16 55 4 52 104 80 12 52 12 16 16 20 60 12 12 12 52 54 20 54 split_gain=670.594 653.217 759.264 2060.56 1589.14 1463.45 1102.48 939.054 1448.09 1137.05 962.263 939.492 788.666 778.336 675.99 649.961 668.377 754.639 634.393 632.905 628.741 615.339 601.218 596.817 585.054 582.735 554.292 544.369 543.846 540.311 threshold=-0.95092862844467152 40.514999389648445 3.685000061988831 12.699999809265138 2.0949999094009404 13.404999732971193 3.2050000429153447 2.2649999856948857 1.5149999856948855 14.550000190734865 11.269999980926515 1.1449999809265139 12.550000190734865 7.8650000095367441 -0.9606133997440337 301.50253295898443 1.5049999952316286 10.715000152587892 1.3450000286102297 11.775000095367433 11.775000095367433 4.0250000953674325 0.45052255690097814 1.1349999904632571 1.9049999713897707 3.2050000429153447 67.704998016357436 12.074999809265138 5.6549999713897714 5.7550001144409189 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 7 4 6 29 -4 8 9 14 23 -10 15 18 -2 -5 28 24 -8 -20 -11 -22 -15 -9 -18 -16 -3 -7 -17 -6 right_child=1 26 3 12 5 27 13 10 11 20 -12 -13 -14 22 25 16 17 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0046410603923262034 -0.0081322203700888909 -0.0081532420957391143 0.027029531325316266 -0.0027349434432107599 0.0038501301890634721 0.025852085128495017 0.020670867606983449 0.017528874392906096 0.019875434608878268 0.012728297084195005 -0.011796302356071436 0.0043798452365349187 -0.024677665554661318 0.040654747922859891 -0.0012247625225230822 0.031554749570332094 -0.0033014213938921746 0.0032800109424232626 0.0073322447002682175 -0.0095820477459430727 -0.11728159884147599 0.0026767317543373095 0.014764254325050147 -0.0025237324809021531 -0.02953151008059432 0.0049049347548663236 0.0036249356076539525 0.0079453489982285862 0.0079270500344755853 -0.0078085546725066889 leaf_weight=73885 33062 39536 11921 110035 15912 5403 5874 3995 13401 17462 33588 36219 3370 2738 535313 2997 6405 51103 19591 7706 107 119006 12385 52115 3182 41801 13366 19790 12997 26468 leaf_count=73885 33062 39536 11921 110035 15912 5403 5874 3995 13401 17462 33588 36219 3370 2738 535313 2997 6405 51103 19591 7706 107 119006 12385 52115 3182 41801 13366 19790 12997 26468 internal_value=-1.17371e-05 0.000260402 0.000499343 0.00259571 0.00750554 0.00224207 0.0134122 -0.000252728 0.000293552 -0.000256053 -0.0051028 0.00856478 -0.000704945 0.0100508 -0.00117911 -0.000272273 0.00326145 0.00086511 0.0057649 0.0025573 0.00386791 0.00256897 0.0194517 -0.001096 -0.0120074 -0.000780782 -0.00517742 0.0117857 0.0123545 -0.00343118 internal_weight=1.33073e+06 1.25685e+06 1.20395e+06 317877 127788 67573 60215 886069 796371 746751 89698 49620 190089 48294 610176 186719 76684 60690 33171 27297 136575 119113 15123 56110 9587 577114 52902 25193 15994 42380 internal_count=1330733 1256848 1203946 317877 127788 67573 60215 886069 796371 746751 89698 49620 190089 48294 610176 186719 76684 60690 33171 27297 136575 119113 15123 56110 9587 577114 52902 25193 15994 42380 is_linear=0 shrinkage=0.05 Tree=117 num_leaves=31 num_cat=2 split_feature=104 92 52 12 17 64 67 32 17 111 53 12 12 52 16 135 28 15 136 112 16 16 30 20 136 20 53 16 16 81 split_gain=644.583 627.547 901.099 1762.28 1283.76 823.096 987.989 968.542 797.258 707.914 648.548 676.94 595.61 919.176 838.622 567.142 613.265 685.206 558.543 551.048 532.513 530.883 938.178 765.607 648.347 786.177 527.799 612.451 557.757 526.917 threshold=0.68155172467231762 -0.069421567022800432 2.3249999284744267 1.6549999713897707 10.405000209808351 2.3750000000000004 2.4150000810623173 12.250000000000002 12.699999809265138 -0.37205342948436732 4.5450000762939462 1.1050000190734866 0.98500001430511486 0.57499998807907116 7.4149999618530282 1019.0499877929689 1015.0499877929689 3.3349999189376835 0 -0.46173103153705591 11.269999980926515 10.960000038146974 997.25000000000011 4.0250000953674325 1 7.055000066757203 5.8650000095367441 11.269999980926515 12.699999809265138 296.10296630859381 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 left_child=1 2 4 5 12 8 -7 -8 18 -5 11 -10 13 -1 -15 16 21 29 -4 -11 -14 -3 -23 -24 -25 -26 28 -28 -9 -18 right_child=-2 15 3 9 -6 6 7 26 10 19 -12 -13 20 14 -16 -17 17 -19 -20 -21 -22 22 23 24 25 -27 27 -29 -30 -31 leaf_value=-0.0060346831059690503 0.025717046546106372 0.00059751089345753657 0.035843715387122284 0.005460772685068018 -0.013659631535830911 -0.014524892245012145 0.016305191622931994 0.0006181718921742076 0.00538448047458871 -0.005585702721569526 0.014022697785464756 -0.017868914125882294 -0.0033433682009986112 0.048487559432423402 0.0097556550312932651 0.012787673890906319 0.0012402805503266212 -0.0034421749251037671 0.0098484167664919051 -0.019346868234477545 -0.02675341094078041 0.0042360694313718439 -0.08823760047990041 -0.0010328150814106452 -0.015427648564486611 -0.004521715805297772 0.029158016984211332 0.0030453842719837297 -0.014473099655833793 0.0050957832518250543 leaf_weight=7951 2430 225661 4468 13134 33366 8868 11612 20218 13185 63204 15200 4104 76390 1742 7068 9387 409041 63060 3885 8221 2509 36114 274 69441 23056 58334 2666 14236 8782 113126 leaf_count=7951 2430 225661 4468 13134 33366 8868 11612 20218 13185 63204 15200 4104 76390 1742 7068 9387 409041 63060 3885 8221 2509 36114 274 69441 23056 58334 2666 14236 8782 113126 internal_value=-1.11502e-05 -5.82174e-05 -0.00198416 0.000189378 -0.00521488 0.00444571 0.00100952 0.00340475 0.0100307 -0.00520781 0.00648851 -0.000135326 -0.00226937 0.00629059 0.0174141 0.000555046 0.00044 0.00148101 0.0238079 -0.00716961 -0.00408781 -0.00103556 -0.00300394 -0.0047343 -0.00458261 -0.00761019 0.000141275 0.0071642 -0.00395188 0.00207556 internal_weight=1.33073e+06 1.3283e+06 320809 191783 129026 107224 66382 57514 40842 84559 32489 17289 95660 16761 8810 1.00749e+06 998107 585227 8353 71425 78899 412880 187219 151105 150831 81390 45902 16902 29000 522167 internal_count=1330733 1328303 320809 191783 129026 107224 66382 57514 40842 84559 32489 17289 95660 16761 8810 1007494 998107 585227 8353 71425 78899 412880 187219 151105 150831 81390 45902 16902 29000 522167 cat_boundaries=0 1 2 cat_threshold=2912 3112 is_linear=0 shrinkage=0.05 Tree=118 num_leaves=31 num_cat=2 split_feature=105 92 16 53 12 109 19 12 17 84 18 55 4 21 9 123 4 16 97 40 15 12 17 92 23 113 136 17 15 136 split_gain=584.838 578.391 573.54 1601.48 1794.74 1220.72 1022.42 979.699 955.297 854.475 780.961 653.295 641.178 633.307 616.889 624.451 587.439 570.086 548.464 537.798 518.176 577.134 515.159 607.782 513.366 493.655 461.602 454.468 486.551 443.564 threshold=0.71113988757133495 -0.95092862844467152 10.960000038146974 1.3949999809265139 1.185000002384186 0.4986295104026795 14.550000190734865 3.185000061988831 14.550000190734865 0.83903306722641002 15.405000209808351 1.2749999761581423 11.84999990463257 6.4849998950958261 4.3500001430511483 0.11319890245795251 12.550000190734865 13.344999790191652 -0.78229820728301991 10.84999990463257 0.76499998569488536 1.2250000238418581 11.269999980926515 -0.26275803148746485 5.3150000572204599 -0.85260769724845875 0 14.550000190734865 3.4050000905990605 1 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 1 2 2 1 left_child=1 -1 3 6 13 7 8 16 10 18 14 -11 17 -5 -3 19 26 25 22 -16 -8 -22 23 -6 -21 -7 -4 28 -9 -13 right_child=-2 2 5 4 9 12 20 27 -10 11 -12 29 -14 -15 15 -17 -18 -19 -20 24 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0043566296433220943 0.025313289872711465 -0.0045522963649262558 -0.0089719809741702263 0.035286886327534739 0.0074711974533989743 0.00093067160104158542 -0.015366231287330036 0.018546621455626244 0.016932414368894033 0.01325025537137213 0.026981006725533746 -0.0036977257524431874 -0.010075245780057638 0.013128402265707523 0.00054687111708235324 0.0060214712010432242 -0.04721617893956824 0.0023587431825008876 0.00098326157839846219 -0.010655055063160475 0.035192495344951225 0.010044775316448547 0.0032693461436759733 0.021748186794897845 -0.0016575630933865953 -0.0041981558655974681 -0.0034533305857537798 -0.0024461779410092158 0.0017865815772551055 0.0033243023444174099 leaf_weight=73769 2276 110139 59291 5942 13683 113608 1553 7844 7388 9978 2439 45589 13725 7051 160235 35985 846 273519 16667 23867 2847 11486 12793 16376 47217 79922 105093 15574 9667 44364 leaf_count=73769 2276 110139 59291 5942 13683 113608 1553 7844 7388 9978 2439 45589 13725 7051 160235 35985 846 273519 16667 23867 2847 11486 12793 16376 47217 79922 105093 15574 9667 44364 internal_value=-1.05759e-05 -5.39625e-05 0.000199012 0.00136016 0.00539276 -0.000785183 -0.000364716 -0.00408589 -0.000874689 0.00393666 -0.001221 0.00111188 0.000576331 0.023262 -0.00140324 -0.000105718 -0.00565846 0.000889345 0.0086794 -0.00105889 0.0120675 0.0150399 0.0116728 0.0152492 -0.00467854 -0.00118738 -0.00544459 0.00376768 0.00929419 -0.000234567 internal_weight=1.33073e+06 1.32846e+06 1.25469e+06 575599 172443 679089 403156 198315 387270 159450 379882 99931 480774 12993 377443 267304 165230 467049 59519 231319 15886 14333 42852 30059 71084 193530 164384 33085 17511 89953 internal_count=1330733 1328457 1254688 575599 172443 679089 403156 198315 387270 159450 379882 99931 480774 12993 377443 267304 165230 467049 59519 231319 15886 14333 42852 30059 71084 193530 164384 33085 17511 89953 cat_boundaries=0 1 2 cat_threshold=914 4371 is_linear=0 shrinkage=0.05 Tree=119 num_leaves=31 num_cat=3 split_feature=136 120 23 11 136 136 20 11 53 8 100 36 15 9 14 86 117 116 16 20 24 8 31 27 20 28 32 66 37 52 split_gain=576.863 716.189 882.542 1061.93 802.055 751.702 771.183 686.764 685.169 661.613 638.427 633.383 626.139 560.258 550.313 492.715 571.308 488.109 575.047 746.107 475.831 701.512 463.948 448.737 448.434 440.119 439.061 436.08 420.671 419.869 threshold=0 -0.49240480363368982 6.0150001049041757 5.4500000476837167 1 2 5.1649999618530282 11.34999990463257 3.5049999952316289 3.2500000000000004 -0.74020269513130177 17.550000190734867 0.97500002384185802 3.8500000238418584 0.94499999284744274 0.80762383341789257 -0.38266885280609125 0.33379416167736059 11.269999980926515 5.4349999427795419 248.50000000000003 9.0500001907348651 1014.3500061035157 280.50000000000006 5.8550000190734872 1008.4500122070314 10.449999809265138 20.095000267028812 11.449999809265138 4.7550001144409189 decision_type=1 2 2 2 1 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=12 2 3 9 7 6 -4 10 20 -2 -3 -11 -1 24 -7 -13 -17 18 -14 28 21 -5 -8 -23 25 -6 -16 29 -20 -15 right_child=1 4 5 8 13 14 22 -9 -10 11 -12 15 17 27 26 16 -18 -19 19 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.012074935737030508 0.0011211070110370841 0.020430290313953312 0.023315652251460834 -0.0043840948785121908 -0.033946654545959354 0.0064100315469700882 -0.00096805687553513085 0.029403019586149038 0.0069691173886354072 -0.007171206319332513 0.0041315480068450519 -0.015197271104802441 0.0068329252641350759 0.0020255598901934161 0.0024806032355464743 -0.064658574257497659 -0.02200316449521332 -0.0033754098017000642 -0.0092190623192704695 -0.00055619169170493274 -0.0013043675587267453 -0.015284252462237295 0.005915819703420748 -0.048012808217581332 -0.00086213623321446976 -0.0069083055552345216 -0.0025978246788578505 -0.0022037783346008882 -0.058818079251459869 0.0073115139268302778 leaf_weight=14942 12228 6473 5078 14398 1834 24991 38888 3056 22399 26268 83670 13563 30982 163914 55788 1174 2369 143962 855 64473 123287 2966 66045 1619 123485 8391 179501 44542 855 48737 leaf_count=14942 12228 6473 5078 14398 1834 24991 38888 3056 22399 26268 83670 13563 30982 163914 55788 1174 2369 143962 855 64473 123287 2966 66045 1619 123485 8391 179501 44542 855 48737 internal_value=-1.0052e-05 0.000498115 -0.000670527 -0.00317662 0.00192377 0.000820247 0.00428519 0.00609155 -0.00115929 -0.0091511 0.00530193 -0.012047 -0.00214265 0.000929904 -0.000644401 -0.0195344 -0.0361374 -0.00152726 0.001211 -0.00142077 -0.00243902 -0.00980815 0.00336467 -0.026841 -0.00169536 -0.011758 -0.00139371 0.00229477 -0.0340186 0.00323704 internal_weight=1.33073e+06 1.07466e+06 590562 220271 484102 370291 110011 93199 164669 55602 90143 43374 256069 390903 260280 17106 3543 241127 97165 66183 142270 18983 104933 4585 133710 10225 235289 257193 1710 212651 internal_count=1330733 1074664 590562 220271 484102 370291 110011 93199 164669 55602 90143 43374 256069 390903 260280 17106 3543 241127 97165 66183 142270 18983 104933 4585 133710 10225 235289 257193 1710 212651 cat_boundaries=0 1 2 3 cat_threshold=146 2080 7168 is_linear=0 shrinkage=0.05 Tree=120 num_leaves=31 num_cat=4 split_feature=136 15 28 30 136 22 93 132 66 123 116 16 23 120 13 4 136 136 6 13 56 3 6 4 32 20 7 123 16 17 split_gain=611.575 716.57 561.508 790.252 932.629 646.744 607.394 564.236 505.406 496.92 496.068 462.704 454.664 1153.2 650.281 544.943 489.083 451.271 569.295 424.625 414.752 430.856 412.543 395.925 393.644 435.105 533.898 376.701 497.395 456.357 threshold=0 1.1649999618530276 1014.4500122070314 1014.3500061035157 1 6.1150000095367441 -0.94340071082115162 1018.1499938964845 32.194999694824226 -0.80382624268531788 0.31729258596897131 4.8800001144409189 5.2650001049041757 -0.52247866988182057 0.64499998092651378 2.4500000476837163 2 3 7.6499998569488534 1.0950000286102297 276.40130615234381 304.50000000000006 9.1500000953674334 6.7500000000000009 12.34999990463257 9.2449998855590838 3.8500000238418584 -0.43049471080303187 11.269999980926515 18.219999313354496 decision_type=1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 7 5 9 23 11 12 -5 22 -2 13 14 15 -8 -14 -15 -19 -18 21 -16 -3 -4 25 26 -13 -21 29 -29 right_child=2 10 6 4 -6 -7 8 -9 -10 -11 -12 24 16 17 20 -17 19 18 -20 27 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.0093808268244095841 0.015998185901636937 4.7395216125461619e-05 -0.0021376847424216879 -0.014139288239892906 -0.0037444670559574449 -0.0075737468281597666 0.0039432985655097194 0.011041282420014287 -0.0041489124288774616 -0.049705406868429614 -0.0030663272075764948 -0.0037983415403705215 0.0055517182643660653 -0.0038377575790474725 -0.0008774114896508544 -0.038207345479914771 0.0056581869601999759 0.0073627898438525605 0.031624965926730732 -0.00044783691201426431 0.011590618550496085 -0.012020055608499357 0.0087432026426741954 -0.015172224457297401 -0.001702981225144825 0.011682762962865431 0.0033388362796189872 0.0071899191259708452 0.0010839896549879834 0.10137265205614328 leaf_weight=30549 4271 69608 25673 1602 47506 3903 1066 11159 33131 2538 139598 40150 116677 6511 17664 2732 61448 13443 2948 174244 3551 17049 16963 7536 249240 10097 75429 43458 101632 129 leaf_count=30549 4271 69608 25673 1602 47506 3903 1066 11159 33131 2538 139598 40150 116677 6511 17664 2732 61448 13443 2948 174244 3551 17049 16963 7536 249240 10097 75429 43458 101632 129 internal_value=-5.16859e-07 -0.00219305 0.000523196 -0.000834045 -0.0064139 -0.0221487 0.00148551 -3.99917e-05 0.0018524 -0.0359429 -0.00122229 -0.0003661 0.00220585 -0.00172814 -0.00664374 -0.0263768 0.00271946 0.0072999 0.0117193 0.00185171 -0.00468509 -0.00635003 0.00175128 -0.00509557 -0.00055252 0.00172907 0.000859513 0.0011196 0.00300033 0.00746866 internal_weight=1.3315e+06 256718 1.07479e+06 445895 55549 8043 628892 390346 595683 4140 226169 379187 562552 64964 42062 3798 497588 22902 16391 380911 38264 34713 86571 33209 374916 125676 115579 319463 145219 43587 internal_count=1331505 256718 1074787 445895 55549 8043 628892 390346 595683 4140 226169 379187 562552 64964 42062 3798 497588 22902 16391 380911 38264 34713 86571 33209 374916 125676 115579 319463 145219 43587 cat_boundaries=0 1 2 3 4 cat_threshold=146 32 7168 776 is_linear=0 shrinkage=0.05 Tree=121 num_leaves=31 num_cat=2 split_feature=16 17 136 15 95 28 29 132 16 31 28 19 30 22 136 26 116 23 0 17 14 76 80 52 60 76 26 52 16 29 split_gain=563.82 553.722 552.629 658.088 531.746 532.218 642.005 532.866 508.775 894.853 857.404 559.779 539.738 699.839 602.3 516.362 447.705 431.9 586.827 554.714 491.632 421.468 552.263 758.074 683.983 530.634 566.6 460.852 728.797 484.7 threshold=22.289999961853031 22.289999961853031 0 1.1649999618530276 -0.96387061476707447 1014.4500122070314 1014.4500122070314 1017.7500000000001 10.960000038146974 1006.3500061035157 1012.6499938964845 17.029999732971195 1013.3500061035157 6.1349999904632577 1 283.50000000000006 0.19936034083366397 4.6449999809265146 224.50000000000003 5.4100000858306894 1.044999957084656 26.365000724792484 301.70263671875006 3.5249999761581425 0.64450365304946911 3.4250000715255742 218.50000000000003 7.5050001144409189 11.775000095367433 1032.6499633789065 decision_type=2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 6 7 8 11 -10 12 -6 -11 14 -14 -12 -5 18 -7 -19 -20 22 -21 25 27 -24 -27 29 -29 -25 right_child=-2 -3 4 16 5 17 -8 -9 9 10 15 -13 13 -15 -16 -17 -18 19 20 21 -22 -23 23 24 -26 26 -28 28 -30 -31 leaf_value=-0.0090133561535144496 0.051511273998591747 0.067230952934786578 -0.0043449177149806227 0.0022912178869392919 0.00082563480930325473 0.0093006055600761677 -0.0086820992826774912 0.010201408224122903 0.0038003656110927558 -0.0070047359672171022 0.0037213538223168155 0.028118511238024821 -0.074486046369018163 -0.012470429441250843 -0.018145233940307339 -0.0060811444344007759 -0.0026128969921574638 0.01601683475710174 -0.01927444528159359 0.0012660767754408152 0.00012805939145442045 -0.0048487826471058015 0.017091676173607882 0.0068439918120241187 0.0030901890676468405 -0.039662668683793673 -0.0025210365594512604 0.036240526186132195 0.012900447024413609 0.25312288254499438 leaf_weight=30517 531 306 54618 65542 218460 4691 23501 11996 40442 57040 33193 1895 977 5948 956 22569 160507 6882 7881 452520 5574 23312 3344 18414 35879 1073 23859 4327 14731 20 leaf_count=30517 531 306 54618 65542 218460 4691 23501 11996 40442 57040 33193 1895 977 5948 956 22569 160507 6882 7881 452520 5574 23312 3344 18414 35879 1073 23859 4327 14731 20 internal_value=-4.91775e-07 -2.10427e-05 -3.65079e-05 -0.00212131 0.000461496 0.000719 -0.000654251 -0.000174774 -0.000501063 -0.00263645 -0.00479349 0.00106035 -0.00869935 -0.0209644 -0.0471009 -0.00024609 -0.00119097 0.00166938 -0.00592742 0.00190529 -0.0112366 0.00173711 0.00201416 0.00534455 0.0080251 -0.00161101 -0.0041195 0.0127477 0.0181997 0.00711119 internal_weight=1.3315e+06 1.33097e+06 1.33067e+06 256566 1.0741e+06 1.01948e+06 416977 393476 381480 161125 120683 220355 64921 7881 1933 55762 226049 602507 18146 584361 13455 577479 554167 101647 73371 28276 24932 37492 19058 18434 internal_count=1331505 1330974 1330668 256566 1074102 1019484 416977 393476 381480 161125 120683 220355 64921 7881 1933 55762 226049 602507 18146 584361 13455 577479 554167 101647 73371 28276 24932 37492 19058 18434 cat_boundaries=0 1 2 cat_threshold=146 288 is_linear=0 shrinkage=0.05 Tree=122 num_leaves=31 num_cat=4 split_feature=12 8 14 112 10 6 6 136 18 12 136 126 120 136 23 36 8 136 2 35 28 31 30 22 82 17 21 28 115 103 split_gain=576.16 1032.18 947.46 802.161 695.468 651.004 643.539 623.523 540.269 556.045 502.169 488.872 593.118 720.32 497.284 619.689 487.504 507.786 476.266 436.249 431.253 588.754 544.173 512.346 552.17 511.889 528.313 455.368 446.299 429.106 threshold=0.99500000476837169 6.7500000000000009 0.99500000476837169 -0.73724925518035878 5.8500001430511483 6.7500000000000009 8.6500000953674334 0 15.405000209808351 1.9149999618530276 1 -0.60873827338218678 -0.82409480214118946 2 5.9549999237060556 19.94999980926514 15.150000095367433 3 301.50000000000006 14.949999809265138 1012.2500000000001 1015.1499938964845 1012.7500000000001 5.6349999904632577 258.68035888671881 6.9049999713897714 5.0750000476837167 1013.9500122070314 -0.85260769724845875 -0.51664322614669789 decision_type=2 2 2 2 2 2 2 1 2 2 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -2 5 7 10 11 -1 29 -10 -4 -3 14 19 15 -13 18 -18 -7 -14 22 25 -9 24 -24 26 28 -23 -22 -5 right_child=2 6 3 8 -6 16 -8 20 9 -11 -12 12 13 -15 -16 -17 17 -19 -20 -21 21 27 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0015126913679418636 -0.0087772407640088375 -0.030032917170496273 -0.0031235162172247449 -0.011386896392295769 0.012244070455732016 0.0063946881741371213 0.051347665636856492 0.0013966500671478777 0.0069650059988832502 -0.0062059001420139009 0.00056409116521563118 -0.016446356425385691 0.0031730549006449386 -0.017524292536929945 0.0033757944170765574 -0.063329669094731797 -0.024218899941968543 -0.0014428707077125183 0.0017456718138654714 0.033031734491932731 -0.024293023615480792 -0.025358702232975535 -0.024470332425459596 -0.011489272104588333 -0.1274663223131072 0.011225525651980749 0.061649624099495481 0.0044315788664013346 0.057271460470070285 -0.0024594172747987877 leaf_weight=52861 32826 2489 120344 14108 22266 86362 447 10724 28879 11091 396354 5924 3150 2593 2701 800 2792 19360 152134 2000 451 1325 298 1366 231 22974 1054 40261 267 293073 leaf_count=52861 32826 2489 120344 14108 22266 86362 447 10724 28879 11091 396354 5924 3150 2593 2701 800 2792 19360 152134 2000 451 1325 298 1366 231 22974 1054 40261 267 293073 internal_value=-5.01975e-07 0.00268049 -0.000404003 -0.000159574 0.00407082 0.000732855 -0.00797506 0.00269018 -0.00215792 0.0033103 -0.000294838 -0.00932406 -0.00632171 0.00393166 -0.0147452 -0.0220244 0.00277011 -0.00432511 0.00342913 0.01474 0.00550367 0.00711615 -0.00296803 -0.0276682 -0.0694459 0.0132227 0.0391163 0.00348241 0.00603806 -0.00286943 internal_weight=1.3315e+06 174182 1.15732e+06 1.1245e+06 154078 777346 20104 131812 347151 39970 516698 19657 17168 7743 9425 6724 260648 22152 238496 5150 78951 66332 12619 1895 529 24746 1772 41586 718 307181 internal_count=1331505 174182 1157323 1124497 154078 777346 20104 131812 347151 39970 516698 19657 17168 7743 9425 6724 260648 22152 238496 5150 78951 66332 12619 1895 529 24746 1772 41586 718 307181 cat_boundaries=0 1 2 3 4 cat_threshold=6289 176 2153 546 is_linear=0 shrinkage=0.05 Tree=123 num_leaves=31 num_cat=1 split_feature=12 15 52 17 66 52 17 76 55 76 64 55 52 80 17 17 12 19 55 11 59 64 64 16 52 95 52 67 17 136 split_gain=550.388 808.016 651.193 1276.83 846.53 731.215 1867.55 1798.07 1525.3 1535.4 1175.72 979.443 1616.11 986.955 1169.06 890.049 922.537 832.543 821.097 681.796 675.023 641.849 619.249 718.318 870.994 646.688 613.821 591.549 587.757 581.532 threshold=4.3849999904632577 3.685000061988831 24.595000267028812 13.344999790191652 19.535000801086429 4.2950000762939462 12.699999809265138 13.045000076293947 2.6250000000000004 17.644999504089359 4.805000066757203 2.304999947547913 1.544999957084656 221.07380676269534 10.405000209808351 11.269999980926515 1.0649999976158144 14.550000190734865 1.1150000095367434 8.4499998092651385 225.92076110839847 6.3949999809265146 13.234999656677248 12.699999809265138 9.2849998474121112 -0.81730058789253224 7.6349999904632577 0.25499999523162847 12.699999809265138 0 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 left_child=1 2 4 -4 5 11 8 10 21 22 -8 12 13 17 -15 -13 -17 -1 27 -9 -18 -7 23 24 25 -10 -12 -14 -6 -19 right_child=-2 -3 3 -5 28 6 7 19 9 -11 26 15 18 14 -16 16 20 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.00055520125577969588 0.0071515600671430389 -0.0061670965832883078 0.014366253560705422 0.00057701101160382597 -0.0031683057373408027 0.04781588031589902 0.0063497550983028827 -0.032981385514633615 0.0047543625967310828 -0.0063007210752504183 -0.01608843155726777 -0.0010098257315988692 -0.0015303981108160556 -0.0024259195610810977 -0.0159319663333303 -0.0014972934025254082 -0.027258014472481246 0.0069571074276168253 0.0048628014199786698 -0.0092600344368321125 -0.010555718635474444 0.019024086485674784 0.0027659297903288344 0.0050679816266599393 0.050128163057202461 0.023609011395821812 -0.0017333987360030733 0.023867007096510601 -0.014400517034787173 -0.00014981783346435307 leaf_weight=489218 26367 53421 23117 61315 67742 2948 51474 5125 7086 17314 9347 67545 2886 94841 19279 19421 8676 71515 46908 7407 19981 5637 15738 12290 2184 12696 36632 11153 14065 48177 leaf_count=489218 26367 53421 23117 61315 67742 2948 51474 5125 7086 17314 9347 67545 2886 94841 19279 19421 8676 71515 46908 7407 19981 5637 15738 12290 2184 12696 36632 11153 14065 48177 internal_value=-4.94619e-07 -0.000144984 0.000112029 0.00435243 -0.000194687 0.00017496 0.00302987 -0.00113332 0.00906321 0.00653168 0.00115923 -0.00041493 0.000218655 -0.000440446 -0.00470758 -0.00471093 -0.00991063 0.000359287 0.00803774 -0.018961 -0.0156124 0.0289109 0.0109758 0.0147476 0.0201634 0.0168552 -0.00465161 0.0186461 -0.00509945 0.00409708 internal_weight=1.3315e+06 1.30514e+06 1.25172e+06 84432 1.16728e+06 1.08548e+06 185878 109985 75893 67308 97453 899600 783977 723030 114120 115623 48078 608910 60947 12532 28657 8585 49994 34256 21966 19782 45979 14039 81807 119692 internal_count=1331505 1305138 1251717 84432 1167285 1085478 185878 109985 75893 67308 97453 899600 783977 723030 114120 115623 48078 608910 60947 12532 28657 8585 49994 34256 21966 19782 45979 14039 81807 119692 cat_boundaries=0 1 cat_threshold=3377 is_linear=0 shrinkage=0.05 Tree=124 num_leaves=31 num_cat=2 split_feature=12 13 8 112 9 18 16 113 22 12 6 4 23 0 20 12 3 16 26 136 17 103 12 8 136 120 13 38 52 24 split_gain=539.657 890.474 737.075 682.678 590.805 567.242 641.151 619.305 549.927 497.789 496.449 633.155 586.537 556.461 483.9 1021.09 537.077 479.325 465.413 452.34 449.581 458.08 448.814 465.27 443.249 768.689 428.67 425.972 419.808 487.362 threshold=0.87500000000000011 0.90500000119209301 6.7500000000000009 -0.73724925518035878 5.2500000000000009 15.405000209808351 10.960000038146974 0.87032255530357372 6.0350000858306894 1.9149999618530276 3.5499999523162846 3.4500000476837163 5.2650001049041757 224.50000000000003 5.8550000190734872 1.435000002384186 248.50000000000003 10.405000209808351 266.50000000000006 0 16.335000038146976 -0.74221113324165333 1.3049999475479128 10.150000095367433 1 -0.8338540494441985 0.7749999761581422 15.449999809265138 4.9649999141693124 294.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 2 2 2 left_child=2 8 10 4 -3 6 7 20 -2 17 11 -1 13 -13 15 16 -8 -7 19 -11 21 -5 23 -6 25 -24 -4 -9 29 -17 right_child=1 3 26 5 22 9 14 27 -10 18 -12 12 -14 -15 -16 28 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0051859955987807209 -0.017166673702618561 -0.00091536486935969133 -0.017712514426826295 -0.015352426656618755 0.0070626224623297588 0.028386869545278089 -0.020880782641257822 0.080485972673024819 -0.0025631335395629538 -0.063620651421501237 0.0099981826319853542 0.013291804057997084 -4.8135373028270043e-05 -0.028476878065786606 -0.0040171524069136672 -0.049082345057394235 -0.00057847697856788229 0.0047248008517108211 0.0017683614987273309 -0.013031157070449162 0.033794017910945134 -0.00092877627831463964 -0.017832894925132136 -0.011166090658470219 0.0015574679310518293 0.0045532561200170713 0.0031100168609793886 -0.0084993629920773386 -0.0097038937046579395 -0.010663082329322077 leaf_weight=50081 12248 335609 6158 5654 55100 2292 4413 391 13610 500 30589 993 12512 4048 88251 3041 12441 32326 7123 3472 916 208408 7993 3738 414971 7371 4129 205 1789 1133 leaf_count=50081 12248 335609 6158 5654 55100 2292 4413 391 13610 500 30589 993 12512 4048 88251 3041 12441 32326 7123 3472 916 208408 7993 3738 414971 7371 4129 205 1789 1133 internal_value=-4.67337e-07 -0.000300301 0.0033789 -0.000102014 0.000700246 -0.00187905 -0.00260911 -0.00101907 -0.0094803 0.0033376 0.0047125 0.00232194 -0.00584959 -0.0202491 -0.00569527 -0.0121859 -0.00589437 0.00629143 -0.00587877 -0.0195924 -0.00116017 -0.00130975 0.00180867 0.00590455 0.00124866 -0.00708835 -0.00935476 0.0498786 -0.0299683 -0.0386537 internal_weight=1.3315e+06 1.223e+06 108510 1.19714e+06 824782 372355 326642 215574 25858 45713 98223 67634 17553 5041 111068 22817 16854 34618 11095 3972 214978 214062 489173 58838 430335 15364 10287 596 5963 4174 internal_count=1331505 1222995 108510 1197137 824782 372355 326642 215574 25858 45713 98223 67634 17553 5041 111068 22817 16854 34618 11095 3972 214978 214062 489173 58838 430335 15364 10287 596 5963 4174 cat_boundaries=0 1 2 cat_threshold=4204 32 is_linear=0 shrinkage=0.05 Tree=125 num_leaves=31 num_cat=2 split_feature=19 16 17 52 12 56 55 20 106 52 20 9 76 52 64 19 12 53 17 4 17 0 112 12 20 52 136 20 17 136 split_gain=586.397 626.132 1315.36 1255.32 2078.14 1322.23 1199.91 879.465 857.063 912.462 810.307 744.358 738.433 1034.87 735.742 724.912 697.216 767.161 689.131 679.792 667.416 580.261 549.971 601.848 629.077 921.654 576.832 548.962 545.968 682.579 threshold=18.219999313354496 10.960000038146974 16.335000038146976 1.3750000000000002 1.075000047683716 242.07476043701175 1.7649999856948855 8.2150001525878924 -0.8856709599494933 1.1549999713897707 4.0250000953674325 4.1499998569488534 18.224999427795414 3.6250000000000004 19.795000076293949 13.344999790191652 1.485000014305115 3.935000061988831 7.4149999618530282 12.550000190734865 11.775000095367433 238.50000000000003 -0.91702514886856068 1.0950000286102297 5.5750000476837167 6.8450000286102304 0 6.8350000381469735 11.775000095367433 1 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 1 2 2 1 left_child=1 2 3 7 18 16 -7 11 9 -3 -10 -1 13 -8 20 -4 17 28 -5 22 -15 -13 -12 -24 25 26 -25 -21 29 -6 right_child=-2 8 15 4 5 6 12 -9 10 -11 19 21 -14 14 -16 -17 -18 -19 -20 27 -22 -23 23 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.0046662598403748043 0.0079566648516605689 -0.019548056454110771 0.039829602114784715 0.067986956292817022 0.035559376526196118 0.018546407587620446 -0.00021858942538795632 0.014387677087220727 -0.059904810318290341 -0.0034577278890358396 0.0020538583297833165 0.0041569552545845804 -0.00073895922820903974 0.027852622261762834 0.0040504650629070663 -0.0072958001522424798 -0.0041810536348210097 0.022194293498323001 0.02271773406684139 -0.030112744187977793 0.0053255859476190283 -0.0010549673035725082 0.0029293030062827845 -0.031587854679284232 -0.0017090723789062894 0.023513446307115674 -0.0096743183493196508 -0.0049551881068085075 -0.02127557204667288 0.001152268908994621 leaf_weight=108147 22740 9366 3320 937 1560 18129 18729 9357 568 148689 212043 70047 38358 11861 9376 1082 65268 5417 8179 3216 4549 224753 67208 4053 223568 1689 11647 6657 2411 17633 leaf_count=108147 22740 9366 3320 937 1560 18129 18729 9357 568 148689 212043 70047 38358 11861 9376 1082 65268 5417 8179 3216 4549 224753 67208 4053 223568 1689 11647 6657 2411 17633 internal_value=-3.59757e-06 -0.000142009 0.00101187 0.000816843 0.00404168 0.00294143 0.00689444 -0.000766282 -0.00117929 -0.00441121 -0.000216661 -0.00111818 0.0043455 0.0087267 0.0152239 0.0282463 -0.00138478 0.00536948 0.0273708 -0.000152703 0.0216079 0.00018343 9.39705e-05 -0.00125459 -0.00242157 -0.0115821 -0.0153576 -0.0131499 0.00115082 0.00396799 internal_weight=1.33056e+06 1.30782e+06 619113 614711 202407 193291 101002 412304 688704 158055 530649 402947 82873 44515 25786 4402 92289 27021 9116 530081 16410 294800 520208 308165 240957 17389 15700 9873 21604 19193 internal_count=1330557 1307817 619113 614711 202407 193291 101002 412304 688704 158055 530649 402947 82873 44515 25786 4402 92289 27021 9116 530081 16410 294800 520208 308165 240957 17389 15700 9873 21604 19193 cat_boundaries=0 1 2 cat_threshold=466 2080 is_linear=0 shrinkage=0.05 Tree=126 num_leaves=31 num_cat=0 split_feature=12 14 52 17 4 6 79 36 16 53 12 15 135 52 16 55 64 52 54 54 12 17 53 64 52 8 76 64 16 17 split_gain=552.868 952.226 811.267 1150 743.676 735.606 675.373 1024.81 606.519 711.36 576.587 888.316 686.761 594.3 1519.77 1165.41 1067.9 847.952 785.058 750.348 679.537 1183.62 731.699 600.279 660.917 608.875 591.076 620.035 588.144 561.929 threshold=1.0850000381469729 1.1250000000000002 2.245000004768372 11.775000095367433 5.7500000000000009 8.4499998092651385 2.995000004768372 13.449999809265138 11.269999980926515 0.79500001668930065 3.7150000333786015 3.5149999856948857 1019.7500000000001 9.2849998474121112 11.775000095367433 3.8349999189376835 21.554999351501468 3.685000061988831 2.5149999856948857 5.6649999618530282 1.544999957084656 11.775000095367433 5.1150000095367441 8.2449998855590838 22.964999198913578 14.34999990463257 25.255000114440922 2.2749999761581425 11.269999980926515 14.550000190734865 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 6 -6 -1 -8 9 -9 11 12 13 15 16 17 19 -3 -19 -15 22 -22 -17 25 -25 -16 27 -21 -24 -26 right_child=1 10 3 -5 5 -7 7 8 -10 -11 -12 -13 -14 14 23 20 -18 18 -20 26 21 -23 28 24 29 -27 -28 -29 -30 -31 leaf_value=0.0034219238357305233 -0.0070786761812159874 -0.00035353639112249496 0.030490672480259447 0.0054016618537051963 -0.0095181734307306278 0.034194515990981209 0.009053770164335671 -0.015408074530923056 -0.025907751551976915 0.009254213825157424 0.0042791039966443229 -0.0072275966033187511 0.015874116024927252 0.058491094409299761 0.0059111708523686586 -0.006863931607261402 0.0040487590481007472 0.023771457367455281 0.0041110236018289201 0.10876267324073599 -0.004049673850288849 -0.016878571642712857 0.024820136280728228 -0.0062814214617831036 0.0061319817027014637 -0.048886004242534094 -0.00097480793892296819 0.023408666694941408 0.002727491174096834 -0.0037276998993969941 leaf_weight=141092 51900 584852 5301 33004 21746 1007 8439 7621 5497 4744 68945 46092 6666 1362 42876 20557 15689 6339 25516 218 66820 24598 3540 45213 32632 513 2757 8867 20217 25937 leaf_count=141092 51900 584852 5301 33004 21746 1007 8439 7621 5497 4744 68945 46092 6666 1362 42876 20557 15689 6339 25516 218 66820 24598 3540 45213 32632 513 2757 8867 20217 25937 internal_value=-3.4194e-06 -0.000467452 0.00223519 0.00887371 0.000897861 -0.00758354 0.0020507 -0.00530524 -0.0120892 -0.00594605 -0.000140733 -0.000451278 -0.000117291 -0.000232098 0.00238296 -0.000843999 0.0128672 7.91586e-05 0.00802336 0.0233454 -0.00503842 -0.00750157 4.29465e-05 0.000324659 -0.00174007 0.00526329 0.0193031 0.0254568 0.00601949 0.00176567 internal_weight=1.33056e+06 1.10211e+06 228451 38305 190146 22753 167393 26301 17862 12365 1.05021e+06 981261 935169 928503 176064 752439 28893 616707 31855 13204 135732 91418 44314 147171 103782 43389 11842 9085 23757 58569 internal_count=1330557 1102106 228451 38305 190146 22753 167393 26301 17862 12365 1050206 981261 935169 928503 176064 752439 28893 616707 31855 13204 135732 91418 44314 147171 103782 43389 11842 9085 23757 58569 is_linear=0 shrinkage=0.05 Tree=127 num_leaves=31 num_cat=4 split_feature=9 4 21 136 8 20 136 16 24 16 52 0 108 52 20 23 0 14 52 79 54 20 76 19 136 52 20 113 136 57 split_gain=560.854 768.86 839.384 730.316 713.176 925.577 1025.89 776.719 777.3 682.288 974.928 809.726 713.457 822.41 734.133 589.047 566.641 539.828 551.612 533.252 528.722 486.109 457.848 450.607 449.283 508.758 868.903 567.877 515.856 446.57 threshold=4.1499998569488534 4.1499998569488534 6.5050001144409189 0 10.949999809265138 6.6150000095367441 1 11.269999980926515 266.50000000000006 10.960000038146974 8.8450002670288104 238.50000000000003 0.54675132036209118 1.9450000524520876 4.0250000953674325 6.5750000476837167 220.50000000000003 1.8750000000000002 1.2549999952316286 2.5749999284744267 5.7550001144409189 7.9549999237060556 19.974999427795414 15.405000209808351 2 2.8649998903274541 5.8550000190734872 -0.86159634590148915 3 259.84330749511724 decision_type=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 2 2 1 2 left_child=1 3 16 -1 9 6 -6 -8 -9 10 11 17 13 19 -14 -7 -3 18 23 -11 -12 22 -17 -2 -16 27 28 -26 -27 -13 right_child=4 2 -4 -5 5 15 7 8 -10 12 20 29 14 -15 24 21 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31 leaf_value=0.0036544336460165266 0.005995052919156179 0.00022206482744480626 -0.0029294276942872875 -0.0019345399647729554 0.00019423018139819452 0.011567881915318332 -0.0056658689140596718 -0.03697328860522938 -0.011489683975445546 -0.0058827451706083738 0.048291169285135438 3.5927789640551172e-05 -0.062231015225768918 -0.0017427624958678964 0.0034343870184520898 0.0015947318486671002 -0.025208580257418192 0.0014702532678858488 0.018044768530784946 -0.027499428533477328 0.013737536770178624 0.0065266990870498122 -0.0085663607339298373 0.046303456288692479 0.00011781518766255804 -0.011461623522237094 0.0014922451958953213 -0.009087502896880064 0.036474512046291714 0.0063270804075121218 leaf_weight=72075 38665 2864 22486 309024 69287 14591 58845 4091 11142 6226 1238 178386 450 111954 151031 28069 9314 30236 14785 5266 10469 22580 18323 706 48190 692 27424 25683 2959 33506 leaf_count=72075 38665 2864 22486 309024 69287 14591 58845 4091 11142 6226 1238 178386 450 111954 151031 28069 9314 30236 14785 5266 10469 22580 18323 706 48190 692 27424 25683 2959 33506 internal_value=-3.24843e-06 -0.00152596 -0.00865531 -0.000877485 0.000688805 -0.0017418 -0.00417971 -0.00826968 -0.0183336 0.00149066 0.00323952 0.00268033 7.27486e-05 -0.0030503 0.0015762 0.0024408 -0.0192278 0.00682216 0.00981019 -0.0157882 0.0173915 0.000509975 -0.0024185 0.00671786 0.00168837 -0.000824584 0.00454288 -0.00308254 0.0274573 0.00103073 internal_weight=1.33056e+06 415763 34664 381099 914794 226928 143365 74078 15233 687866 307991 296284 379875 123446 256429 83563 12178 84392 54156 11492 11707 68972 46392 39371 255979 104948 31075 73873 3651 211892 internal_count=1330557 415763 34664 381099 914794 226928 143365 74078 15233 687866 307991 296284 379875 123446 256429 83563 12178 84392 54156 11492 11707 68972 46392 39371 255979 104948 31075 73873 3651 211892 cat_boundaries=0 1 2 3 4 cat_threshold=34 6804 3369 18 is_linear=0 shrinkage=0.05 Tree=128 num_leaves=31 num_cat=3 split_feature=18 6 12 52 4 4 117 13 126 116 17 136 12 15 136 12 14 4 23 120 126 4 15 136 10 126 31 17 118 21 split_gain=531.321 540.391 842.365 1117.37 1085.09 807.701 710.669 705.471 627.02 816.526 638.34 582.657 505.624 572.447 533.025 504.611 803.921 668.424 582.893 597.628 559.846 495.778 480.415 469.902 463.379 454.666 448.091 446.102 438.253 424.632 threshold=20.524999618530277 5.3500001430511483 1.6549999713897707 4.9649999141693124 7.9500000476837167 7.0499999523162851 -0.59480014443397511 1.5549999475479128 0.44618082046508795 -0.41467745602130884 14.039999961853029 0 3.0249999761581425 1.8949999809265139 1 0.94499999284744274 0.88499999046325695 4.8500001430511483 5.3150000572204599 -0.97233289480209339 -0.60873827338218678 13.150000095367433 3.3349999189376835 2 12.449999809265138 -0.18222858756780622 1018.8500061035157 18.219999313354496 -0.23343648016452787 5.7449998855590829 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 1 2 2 2 2 2 2 left_child=1 5 3 4 24 15 -7 11 10 -10 12 -6 13 14 -4 17 -17 -1 19 -19 -20 -12 -14 26 -3 -13 -11 -2 -25 -18 right_child=27 2 8 -5 7 6 -8 -9 9 23 21 25 22 -15 -16 16 29 18 20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31 leaf_value=0.0036830939373015299 0.057276331530835903 0.0046903125685803845 -0.0092827313221600909 0.016381080310053295 -0.02973182685300535 -0.029829483617130167 -0.0058551403776587992 0.0075606177365529466 -0.016747641015011468 -0.00069468345268711401 -0.0021966625577176267 -0.024510845852501576 0.016637499511502146 -0.0008941191224715472 0.012193184448695861 -0.015325555921975962 -0.0056047644832717507 -0.037080367140972695 -0.026375963698482881 -0.0056352142793651312 0.0049646898071301947 -0.031926575314968474 0.0041327473288727918 -0.023742547330470661 0.029183251354459396 -0.0034349924585719291 0.0049330299867587652 0.01078360522982556 -0.0027548413606148184 -0.00055022839439464958 leaf_weight=110691 582 102864 3404 16928 3226 3376 36630 7563 8266 132516 25769 3042 14791 44325 18934 9912 45218 2667 1691 3486 9056 1483 15978 2539 1968 16115 48249 4546 122242 512500 leaf_count=110691 582 102864 3404 16928 3226 3376 36630 7563 8266 132516 25769 3042 14791 44325 18934 9912 45218 2667 1691 3486 9056 1483 15978 2539 1968 16115 48249 4546 122242 512500 internal_value=-3.07459e-06 -6.52227e-05 0.0010616 0.00427305 0.00275229 -0.000969778 -0.00787827 -0.00564176 -4.94612e-05 -0.00124125 0.0029501 -0.0101027 0.00484218 0.0023951 0.00892186 -0.000572234 -0.00121089 0.00226902 -0.00699285 -0.019265 3.33559e-05 -0.00381451 0.0101439 -0.00082175 0.00515012 -0.00677815 0.000807396 0.0160603 -0.00318164 -0.000960034 internal_weight=1.33056e+06 1.32543e+06 590202 151706 134778 735227 40006 29946 438496 313812 124684 22383 97432 66663 22338 695221 567630 127591 16900 6153 10747 27252 30769 305546 104832 19157 180765 5128 124781 557718 internal_count=1330557 1325429 590202 151706 134778 735227 40006 29946 438496 313812 124684 22383 97432 66663 22338 695221 567630 127591 16900 6153 10747 27252 30769 305546 104832 19157 180765 5128 124781 557718 cat_boundaries=0 1 2 3 cat_threshold=1282 1056 7557 is_linear=0 shrinkage=0.05 Tree=129 num_leaves=31 num_cat=2 split_feature=20 16 17 18 56 52 12 96 106 52 28 31 19 136 55 52 136 112 19 12 52 14 31 20 64 68 20 52 15 52 split_gain=522.632 650.549 1275.94 1239.46 1127.56 919.637 1238.6 934.231 907.296 735.008 713.941 1243.15 710.083 686.116 676.519 615.68 594.286 652.258 517.015 484.085 994.602 806.852 503.364 497.883 483.91 474.85 448.895 719.399 464.301 444.882 threshold=10.795000076293947 10.960000038146974 16.335000038146976 17.029999732971195 256.31163024902349 1.0249999761581423 1.1050000190734866 -0.80715066194534291 -0.8856709599494933 1.1549999713897707 1013.5499877929689 997.25000000000011 17.029999732971195 0 1.3049999475479128 5.9149999618530282 1 -0.91702514886856068 13.344999790191652 0.91500002145767223 1.3450000286102297 0.98500001430511486 1022.5499877929689 8.3350000381469744 5.9149999618530282 281.48204040527349 5.4149999618530282 3.6250000000000004 0.51499998569488536 3.2749999761581425 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 12 -6 -7 14 9 -3 11 -10 19 -11 -8 -15 -12 -18 -4 20 22 -21 -1 -23 -25 -13 27 -19 -28 -16 right_child=-2 8 18 -5 5 6 7 -9 10 13 16 25 -14 15 29 -17 17 26 -20 21 -22 23 -24 24 -26 -27 28 -29 -30 -31 leaf_value=0.0017341890194612732 0.0062726720059932883 -0.018217331733315509 0.037649245269155029 0.031554833732557373 -0.0024734131157688041 0.04067719604001549 0.024959484808661614 0.00060635636335520883 0.0040208214339648813 0.00091874470397729799 0.0037461645863935654 -0.0046932849377568919 0.025130039528751258 -0.013715161505130639 0.0018123190323086173 -0.004058961550919271 0.0024690504273028359 -0.019184020706049409 0.0019048706864253251 -0.010619387423611125 0.037028097379856142 -0.0008851858510774632 0.034877272863041868 0.018174019120448158 -0.005299832367373229 -0.013501835044621234 -0.14576108916288441 0.011944551186535788 -0.001762040877169692 0.012164881006479012 leaf_weight=40450 32369 9331 3320 3261 32237 2700 7203 40364 40291 51044 121662 77160 2697 21504 16163 71046 110552 8469 1455 21178 2219 406848 1179 6665 3274 19084 56 2377 145408 28991 leaf_count=40450 32369 9331 3320 3261 32237 2700 7203 40364 40291 51044 121662 77160 2697 21504 16163 71046 110552 8469 1455 21178 2219 406848 1179 6665 3274 19084 56 2377 145408 28991 internal_value=-2.93094e-06 -0.000159407 0.00101086 0.000811093 0.000647322 0.00482787 0.00729453 0.00632244 -0.00122994 -0.00461915 -0.000242816 -0.00335299 -0.000454162 -0.00373552 0.0107292 -0.0063019 0.000850159 -0.000470249 0.0267575 -0.000597372 0.00441146 -0.00109884 0.00267285 -0.000615081 0.0104415 -0.00643991 -0.00254913 -0.0123619 -0.00181748 0.00845915 internal_weight=1.33056e+06 1.29819e+06 620204 615429 612168 127658 95421 92721 677984 152925 525059 136535 484510 143594 52357 92550 388524 266862 4775 481813 43848 437965 41629 416787 9939 96244 156310 10846 145464 45154 internal_count=1330557 1298188 620204 615429 612168 127658 95421 92721 677984 152925 525059 136535 484510 143594 52357 92550 388524 266862 4775 481813 43848 437965 41629 416787 9939 96244 156310 10846 145464 45154 cat_boundaries=0 1 2 cat_threshold=6180 7200 is_linear=0 shrinkage=0.05 Tree=130 num_leaves=31 num_cat=0 split_feature=12 14 52 16 79 17 17 93 53 12 16 52 12 52 55 19 17 52 54 64 12 8 108 52 76 21 32 64 54 52 split_gain=587.843 765.763 705.316 1754.54 832.107 1119.51 785.964 638.25 678.7 831.119 624.163 1278.56 1434.84 1177.31 1233.9 829.536 711.959 654.064 945.128 632.008 598.716 857.554 664.185 666.24 623.229 594.39 592.996 561.538 540.285 574.457 threshold=1.0649999976158144 1.0649999976158144 1.2549999952316286 11.775000095367433 2.5749999284744267 9.5450000762939471 6.9049999713897714 -0.8540004789829253 7.9749999046325692 1.9950000047683718 11.269999980926515 1.9149999618530276 2.0249999761581425 4.8250000476837167 1.735000014305115 18.219999313354496 18.219999313354496 14.425000190734865 12.305000305175783 10.484999656677248 4.3250000476837167 16.250000000000004 0.34812599420547491 15.034999847412111 23.974999427795414 8.1050000190734881 11.050000190734865 3.3649998903274541 3.8950001001358037 7.7449998855590829 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 -2 4 6 -1 26 -4 8 -3 -10 11 15 13 14 -13 16 25 28 -19 -15 21 22 23 -12 -24 -9 -6 -8 29 -14 right_child=1 7 3 -5 5 -7 27 10 9 -11 20 12 17 19 -16 -17 -18 18 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.002142785266804558 -0.0075767762356314036 -0.0061010447316258813 0.070712606668753439 0.0024580705930186092 0.029967009536124169 -0.024879261906593196 0.02737453094623063 -0.00069102335134723324 0.012385872231248096 -0.014826060142280387 -0.0090762749671613272 0.026415725625183489 0.0031218690604613141 0.033428179126358461 0.0034096503885405987 0.068664141739591039 0.066980144367340552 0.039580240171352747 0.0046948401397179998 0.011752746722955624 0.0066102404275645288 -0.021687516784061885 0.00015966137195578035 -0.0011402397304656941 -0.010396926875051973 0.010601941415926054 -0.0038658813128026014 0.0033576260146202376 -0.0049772013781294389 0.039267280574241691 leaf_weight=137703 36570 76889 829 43510 1430 6975 8309 314613 11173 3747 47469 7140 20985 8240 31723 438 394 2432 9627 5682 24664 5139 385645 59715 14507 12100 13732 3442 34763 1160 leaf_count=137703 36570 76889 829 43510 1430 6975 8309 314613 11173 3747 47469 7140 20985 8240 31723 438 394 2432 9627 5682 24664 5139 385645 59715 14507 12100 13732 3442 34763 1160 internal_value=1.32947e-06 -0.000461167 0.00238913 0.00721311 0.000696332 -0.00830132 0.0236592 -0.000219832 -0.00420731 0.00555188 0.000151288 0.00152647 0.00590131 0.0121057 0.00763638 -9.97004e-05 -0.000191776 0.00115267 0.0117304 0.0245818 -0.000999004 -0.00136522 -0.00115936 -0.0046549 -0.000223054 -0.000272782 -0.000674941 0.0203397 -0.00108877 0.00501524 internal_weight=1.33074e+06 1.11482e+06 215930 56090 159840 22137 12580 1.07824e+06 91809 14920 986436 449297 121752 52785 38863 327545 327107 68967 12059 13922 537139 512475 507336 107184 400152 326713 15162 11751 56908 22145 internal_count=1330745 1114815 215930 56090 159840 22137 12580 1078245 91809 14920 986436 449297 121752 52785 38863 327545 327107 68967 12059 13922 537139 512475 507336 107184 400152 326713 15162 11751 56908 22145 is_linear=0 shrinkage=0.05 Tree=131 num_leaves=31 num_cat=0 split_feature=12 52 16 14 103 79 16 112 54 16 18 20 9 8 1 55 28 20 35 20 16 16 8 25 0 52 20 8 113 107 split_gain=530.701 858.597 1038.34 797.116 779.238 873.907 740.048 629.639 571.738 566.427 563.641 520.418 494.562 525.07 512.43 466.439 434.178 678.957 429.805 426.171 510.021 424.214 422.598 417.13 414.147 405.276 404.502 396.205 388.09 484.47 threshold=1.2150000333786013 2.4850000143051152 11.775000095367433 1.1950000524520876 -0.014989135321229695 3.5849999189376835 6.9049999713897714 -0.50751903653144825 0.62500000000000011 10.405000209808351 17.029999732971195 5.3350000381469735 7.3500001430511483 14.84999990463257 299.50000000000006 1.6250000000000002 1021.7500000000001 5.8150000572204599 15.050000190734865 4.0250000953674325 4.8800001144409189 14.550000190734865 10.050000190734865 207.50000000000003 192.50000000000003 0.25499999523162847 11.09500026702881 12.449999809265138 0.90255093574523937 0.31828536093235021 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 15 -2 5 6 8 12 -1 -7 16 27 26 14 -14 -3 19 -18 -8 21 -21 25 -22 -16 -11 -6 -5 -4 -9 -30 right_child=3 2 11 7 10 9 18 28 -10 24 -12 -13 13 -15 23 -17 17 -19 -20 20 22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=0.0028888062696163425 -0.0076613573875871123 0.05776462567542634 0.022763919564788071 -0.0013154834544117 -0.0156956584639431 -0.0078125675603665599 -0.011180330021923394 -0.0043514191525796664 0.040726124420767194 -0.0064361854931598017 0.01483531542870929 0.0028244278335122028 0.0046988579404833274 -0.0037677131426986062 -0.014341600725042869 0.019288250422239035 0.02352624114575963 0.001679435446201608 0.003010188285879603 0.018783168970580022 0.00085562312729293381 -0.097574575828912213 -0.022583568020634655 0.0010002751227414439 -0.035677658492300861 0.068721828612851338 0.005989850816878502 -0.16596559073243822 0.026493402302481761 0.20688581243157389 leaf_weight=2216 37933 873 4070 439758 3613 11361 9734 94292 1817 1721 8007 42884 118077 44700 4507 8059 5467 10176 11810 3942 178129 152 1944 261071 4085 148 19802 28 327 42 leaf_count=2216 37933 873 4070 439758 3613 11361 9734 94292 1817 1721 8007 42884 118077 44700 4507 8059 5467 10176 11810 3942 178129 152 1944 261071 4085 148 19802 28 327 42 internal_value=1.263e-06 0.00181223 0.00742207 -0.000549273 0.000578876 -0.00557871 0.000278451 -0.000274706 0.0199358 -0.0143053 0.00182286 0.00445117 0.000138563 0.00136082 0.00195835 0.0230489 0.00131105 0.00931457 -0.00340137 0.000644838 0.00099205 -0.0156833 0.000602582 0.000739915 -0.02701 -0.0123737 -0.0010007 0.0214744 -0.00415114 0.0470259 internal_weight=1.33074e+06 310236 55914 1.02051e+06 254322 42744 25577 982576 4033 17167 211578 46982 887915 428355 383655 8932 203571 15643 21544 187928 184015 3913 180073 265578 5806 3761 459560 4098 94661 369 internal_count=1330745 310236 55914 1020509 254322 42744 25577 982576 4033 17167 211578 46982 887915 428355 383655 8932 203571 15643 21544 187928 184015 3913 180073 265578 5806 3761 459560 4098 94661 369 is_linear=0 shrinkage=0.05 Tree=132 num_leaves=31 num_cat=0 split_feature=16 16 17 18 57 28 31 19 105 12 68 31 24 76 53 55 20 80 17 125 14 17 53 65 111 20 17 9 92 12 split_gain=530.533 546.241 1032.16 946.177 977.311 696.157 1578.67 648.618 625.168 620.988 606.055 575.309 569.801 569.138 705.603 741.917 534.211 517.243 507.696 496.182 455.192 418.952 417.511 620.04 406.819 401.7 400.899 387.72 385.098 440.538 threshold=22.289999961853031 11.269999980926515 18.219999313354496 17.029999732971195 253.07454681396487 1013.8500061035157 997.25000000000011 17.029999732971195 -0.88107436895370472 2.6250000000000004 279.33085632324224 1016.6499938964845 240.50000000000003 21.904999732971195 1.075000047683716 1.4550000429153445 7.4349999427795419 281.78144836425787 11.775000095367433 -0.55191597342491139 0.72500002384185802 17.029999732971195 3.2649999856948857 22.545000076293949 -0.053430318832397454 9.0250000953674334 11.775000095367433 4.4500000476837167 -0.94365906715393055 1.3650000095367434 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 7 6 -3 19 -7 18 11 17 -13 14 -6 -16 -12 -8 -5 27 -9 25 -17 26 -15 -21 -24 -1 -10 -30 right_child=-2 5 -4 9 13 8 10 20 28 -11 16 12 -14 24 15 22 -18 -19 -20 21 -22 -23 23 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.00046167820115164041 0.049550897991457198 0.0040839942382551305 0.04733330313933929 0.046857946678510273 -2.3899956647202735e-05 -0.0030866693596399556 -0.0048691392989095306 -0.094793436955660587 -0.0084726724684493025 -0.025462853266397745 -0.018924600888179023 -0.080243681330229355 -0.017187975891366475 0.013236691119308006 0.021754049156761355 0.0018453503914810706 -0.0065669080903303758 0.0071334619394777827 0.010584763433450897 -0.0013018713799209417 0.026089704982734985 0.026595852283501864 0.020017471627126974 0.00099890213470049932 -0.0018191622248517247 0.027421414484711245 0.0047646646389039385 0.0064805547173510704 0.0038649315518788762 0.00013478789651943495 leaf_weight=38302 540 50203 1203 2195 26420 125296 93344 80 10507 558 15315 417 2544 5071 10626 21226 20387 9931 1721 394453 2933 1359 15488 10611 38942 1221 5968 42350 112077 269457 leaf_count=38302 540 50203 1203 2195 26420 125296 93344 80 10507 558 15315 417 2544 5071 10626 21226 20387 9931 1721 394453 2933 1359 15488 10611 38942 1221 5968 42350 112077 269457 internal_value=1.19985e-06 -1.8915e-05 0.00106432 0.000974472 0.000807817 -0.000966643 -0.00353663 -0.000245884 -1.21395e-05 0.023885 -0.00623202 -0.00433799 -0.0260682 0.00457785 0.00684933 0.00969029 -0.011868 -0.00371496 0.0309166 -0.000391751 0.0228801 -0.00111805 0.00728491 0.0108855 -8.44876e-05 -0.00121323 0.0157749 0.00318366 0.000970478 0.00123053 internal_weight=1.33074e+06 1.3302e+06 620727 619524 615050 709478 192141 480698 517337 4474 141938 106236 2961 134352 90339 63919 35702 103275 3916 477685 3013 397033 53293 32067 44013 395674 21456 80652 392041 381534 internal_count=1330745 1330205 620727 619524 615050 709478 192141 480698 517337 4474 141938 106236 2961 134352 90339 63919 35702 103275 3916 477685 3013 397033 53293 32067 44013 395674 21456 80652 392041 381534 is_linear=0 shrinkage=0.05 Tree=133 num_leaves=31 num_cat=1 split_feature=12 15 12 5 93 8 52 16 108 17 17 20 20 17 111 4 5 20 16 79 136 20 56 16 52 16 135 19 52 16 split_gain=498.257 759.587 649.002 918.211 784.763 737.466 643.774 1522.51 731.503 816.784 702.126 580.743 578.438 764.019 804.398 748.802 630.595 566.241 547.116 535.717 518.038 577.374 476.242 474.713 461.786 853.386 613.103 445.132 436.941 612.321 threshold=1.0649999976158144 1.1950000524520876 1.485000014305115 5.5499999523162851 -0.8540004789829253 10.650000095367433 1.2549999952316286 11.775000095367433 0.39751231670379644 8.7100000381469744 6.9049999713897714 4.0250000953674325 8.9650001525878924 10.960000038146974 0.3601535856723786 12.550000190734865 6.7500000000000009 6.9149999618530282 10.960000038146974 3.054999947547913 0 5.7750000953674325 280.15907287597662 4.6550002098083505 2.7749999761581425 11.775000095367433 1019.7500000000001 6.9049999713897714 11.965000152587892 13.344999790191652 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 left_child=6 20 3 24 28 -5 8 10 9 19 -8 -10 13 14 -6 16 -15 22 -14 -1 -2 -22 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12985 4329 5162 leaf_count=5104 61702 95517 42760 40481 35466 5766 829 43510 3377 2037 11751 1756 2106 158404 176402 11585 131042 88058 133481 8058 17251 28067 33064 126523 14128 29966 78 12985 4329 5162 internal_value=1.13986e-06 -0.000424659 6.49308e-07 0.00266827 -0.000602869 0.00877486 0.00219948 0.00680819 0.000582215 -0.00672841 0.0221283 0.00214722 -0.000200288 -0.000834188 0.000816102 -0.00265968 -0.00216078 -3.23647e-05 0.00276391 0.00236497 -0.00442974 -0.00848815 -0.00144665 0.00268602 0.000646553 0.00487398 0.0149676 -0.0146959 -0.0065325 -0.00790674 internal_weight=1.33074e+06 1.11482e+06 1.0078e+06 185936 821859 46247 215930 56090 159840 28184 12580 131656 769608 634021 332990 301031 289446 297524 135587 13162 107020 45318 209466 128279 139689 44172 14206 15022 52251 47922 internal_count=1330745 1114815 1007795 185936 821859 46247 215930 56090 159840 28184 12580 131656 769608 634021 332990 301031 289446 297524 135587 13162 107020 45318 209466 128279 139689 44172 14206 15022 52251 47922 cat_boundaries=0 1 cat_threshold=7716 is_linear=0 shrinkage=0.05 Tree=134 num_leaves=31 num_cat=1 split_feature=16 16 17 56 18 52 55 108 76 52 52 76 21 24 12 76 52 54 19 39 12 52 78 100 136 112 76 17 12 52 split_gain=479.26 485.013 939.802 889.968 974.12 665.185 1170.68 630.198 733.021 1047.99 837.771 1075.63 755.089 692.521 685.893 628.304 676.813 619.539 597.384 573.992 542.285 535.148 621.219 570.739 527.668 541.198 503.52 484.791 443.961 811.598 threshold=22.289999961853031 10.960000038146974 18.219999313354496 257.04891967773443 17.029999732971195 1.0249999761581423 1.4550000429153445 0.33671085536479956 13.444999694824221 25.185000419616703 6.8450000286102304 5.1449999809265146 6.4049999713897714 258.50000000000006 4.3849999904632577 19.054999351501468 3.6250000000000004 3.8950001001358037 17.029999732971195 9.6500000953674334 2.6250000000000004 1.9450000524520876 1.7250000238418581 -0.62341675162315358 0 -0.92384436726570118 6.0950000286102304 12.699999809265138 0.98500001430511486 1.3750000000000002 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 1 2 2 2 2 2 left_child=1 2 3 4 18 -5 26 14 10 13 11 24 -12 19 21 16 -8 -18 28 -10 -6 22 -3 -23 -9 -26 -7 -25 29 -1 right_child=-2 7 -4 5 20 6 15 8 9 -11 12 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 23 -24 27 25 -27 -28 -29 -30 -31 leaf_value=0.0021037291097157399 0.047095610701341051 -0.0027196099179876091 0.045171888141634066 -0.0016056159356524385 0.031151662005799625 0.039057507032665605 0.0014452802490038229 0.0023263579927058089 0.10332247190279505 0.001296789746602584 0.018389735734785591 -0.010687196213666924 0.0032904995853190373 -0.009568414337187069 0.01225002627666384 -0.00072284788719495497 0.030168035931341299 0.0099126415548003513 0.021766697092245602 -0.038648923041876289 -0.03642211166711954 0.0066295992420149601 -0.020267061657433312 0.00055968771975981458 0.0013727500411884204 -0.0037312939891062848 0.015072900473861584 -0.0063396837896954779 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internal_count=1330745 1330205 620422 619220 492026 127194 95307 709783 548551 57604 490947 396640 94307 28766 161232 78808 43255 23444 488267 2951 3759 154730 20221 134509 372389 210481 16499 121171 485203 58713 cat_boundaries=0 1 cat_threshold=3105 is_linear=0 shrinkage=0.05 Tree=135 num_leaves=31 num_cat=2 split_feature=9 12 8 10 8 4 136 13 20 119 12 20 136 72 17 23 20 52 16 23 14 5 52 12 127 12 20 64 52 54 split_gain=544.842 655.088 766.645 813.382 658.642 654.521 743.513 555.652 707.669 616.989 566.56 688.814 831.705 656.508 617.453 572.342 552.773 540.173 550.632 574.148 531.769 529.722 525.606 461.77 454.138 452.246 436.033 487.544 504.792 542.279 threshold=3.8500000238418584 1.3750000000000002 10.150000095367433 6.2500000000000009 7.3500001430511483 4.2500000000000009 0 1.4650000333786013 5.7149999141693124 -0.3172925859689712 1.6549999713897707 6.6349999904632577 1 0.62078580260276806 11.775000095367433 6.6349999904632577 7.1150000095367441 1.8350000381469729 4.6550002098083505 4.8350000381469735 0.87500000000000011 7.3500001430511483 10.315000057220461 0.64499998092651378 -0.47714059054851526 0.78499999642372142 8.9949998855590838 21.255000114440922 34.045000076293952 16.505000114440922 decision_type=2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 4 -2 6 25 8 9 -3 -9 12 -12 -14 -15 -13 -7 18 20 -20 -5 -19 -16 -6 -4 -1 27 -17 29 -29 right_child=1 7 24 17 23 16 -8 10 -10 -11 11 15 13 14 22 26 -18 21 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.011378835221612663 0.0025812316324121984 -0.028659412717666585 -0.037421654583989675 0.0063946985381073728 -0.054478105025225168 -0.016567880416849604 -0.0021181497419863722 0.0042898748145145348 -3.8759310381257838e-05 -0.0076908835250249765 0.012342283330343651 0.0057988003493928443 -0.0050002553633979839 0.0027881509783073532 -0.018624413444968502 0.00073299625165318232 -0.0015757874304957984 0.011378058893443642 -0.0044658451553608999 0.0070484166918744623 0.049000359887003499 0.034415783521561792 0.00053956184308778614 -0.0064467666264274295 -0.0062917841691661029 0.0015133136331212658 0.0034193932968873174 -0.0021839242208390114 0.0016373516932915216 -0.012838218319793425 leaf_weight=15130 123331 4500 1351 1558 516 12937 284073 79032 27647 15917 9223 55629 142339 64220 6902 158481 11717 16525 14303 44544 1382 2939 7429 16550 8822 50023 82313 25365 24372 22570 leaf_count=15130 123331 4500 1351 1558 516 12937 284073 79032 27647 15917 9223 55629 142339 64220 6902 158481 11717 16525 14303 44544 1382 2939 7429 16550 8822 50023 82313 25365 24372 22570 internal_value=4.9589e-05 0.000681491 0.0029955 0.0036115 0.0013073 -0.00156914 -0.00101329 -5.74634e-05 -0.00525247 -0.0123124 0.000310883 -0.000214242 -0.00236083 -0.00297516 0.000694043 0.00112538 -0.00944277 0.00759303 0.00530486 0.00424983 0.0264223 0.0148567 -0.00869006 -0.00789902 -0.0104259 0.00380373 0.000295043 -0.00081929 -0.00422156 -0.00720046 internal_weight=1.33164e+06 957760 231821 221648 140397 373880 349226 725939 48064 20417 677875 598843 230113 220890 78551 368730 24654 81251 61787 58847 2940 19464 14331 17066 10173 65153 313101 230788 72307 47935 internal_count=1331640 957760 231821 221648 140397 373880 349226 725939 48064 20417 677875 598843 230113 220890 78551 368730 24654 81251 61787 58847 2940 19464 14331 17066 10173 65153 313101 230788 72307 47935 cat_boundaries=0 1 2 cat_threshold=34 2048 is_linear=0 shrinkage=0.05 Tree=136 num_leaves=31 num_cat=3 split_feature=6 12 52 17 8 20 136 17 16 136 40 16 14 2 108 105 117 8 17 15 12 12 79 20 52 53 121 21 136 86 split_gain=501.654 852.006 676.202 775.468 583.65 517.292 873.41 618.261 611.56 563.314 520.254 496.947 542.402 461.539 460.653 433.253 432.552 410.765 402.939 402.38 401.135 399.98 399.069 393.736 382.224 378.112 374.747 353.943 352.962 416.612 threshold=3.5499999523162846 1.3450000286102297 1.8750000000000002 11.269999980926515 9.7500000000000018 5.5350000858306894 0 5.7200000286102304 9.5450000762939471 1 11.650000095367433 4.6550002098083505 0.9650000035762788 274.50000000000006 0.44543994963169103 0.71113988757133495 -0.25037047266960138 10.750000000000002 9.5450000762939471 3.1750000715255742 4.5950000286102304 1.1150000095367434 3.5849999189376835 4.2049999237060556 6.8450000286102304 6.0350000858306894 -0.86159634590148915 6.2650001049041757 2 0.87250304222106945 decision_type=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 2 1 2 left_child=28 2 4 21 11 6 10 -7 -8 13 15 12 -2 -9 18 24 -15 25 22 -11 -21 27 -13 -16 -3 -10 -19 -4 -1 -30 right_child=1 5 3 -5 -6 7 8 9 17 19 -12 14 -14 16 23 -17 -18 26 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0038951810928548542 0.010216300252992373 0.0017628937021427456 0.051908877815103394 0.0056075043289314907 -0.010404583336152759 0.034998525267855074 -0.0058507203174037459 0.0014183545335495892 -0.016800129552684267 0.0025104681099634013 -0.011104678463053118 0.012440096987216549 0.054493536621501741 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0.00167993 0.00397388 0.00259755 -0.0115691 -0.0338651 0.0373708 -0.00122221 -0.000550166 internal_weight=1.33164e+06 840396 174376 42908 131468 666020 91222 574798 40177 573500 51045 122783 3802 215374 118981 43286 134587 8470 23289 358126 72398 10156 13608 95692 43066 4897 3573 2834 491244 392562 internal_count=1331640 840396 174376 42908 131468 666020 91222 574798 40177 573500 51045 122783 3802 215374 118981 43286 134587 8470 23289 358126 72398 10156 13608 95692 43066 4897 3573 2834 491244 392562 cat_boundaries=0 1 2 3 cat_threshold=6868 626 148 is_linear=0 shrinkage=0.05 Tree=137 num_leaves=31 num_cat=5 split_feature=9 8 136 12 8 5 10 115 19 14 136 122 125 53 21 17 12 120 23 136 86 16 53 136 16 136 16 110 120 25 split_gain=474.03 640.736 573.494 557.033 665.793 699.613 669.589 541.191 589.983 556.031 521.527 652.488 628.829 513.825 482.215 491.544 460.246 455.866 725.284 547.334 915.112 487.595 501.941 450.197 441.108 440.466 438.16 474.044 429.542 428.352 threshold=4.0499999523162851 5.6499998569488534 0 1.3750000000000002 8.6500000953674334 6.4500000476837167 6.2500000000000009 -0.76037701964378346 10.405000209808351 1.2450000047683718 1 0.96359375119209301 -1.0000000180025095e-35 2.1250000000000004 7.2049999237060556 10.960000038146974 0.78499999642372142 -0.5663846731185912 6.055000066757203 2 0.79650676250457775 10.960000038146974 1.2450000047683718 3 4.8800001144409189 4 11.269999980926515 -0.43158720433712 -0.63605400919914235 248.50000000000003 decision_type=2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 2 2 2 left_child=1 2 16 4 6 29 17 23 -9 -10 12 -12 -7 -14 15 -3 -1 18 19 20 -2 22 -19 28 -8 -24 27 -25 -5 -6 right_child=3 14 -4 7 5 10 24 8 9 -11 11 -13 13 -15 -16 -17 -18 21 -20 -21 -22 -23 25 26 -26 -27 -28 -29 -30 -31 leaf_value=0.010378537222553523 -0.0072800532021524552 -0.0087527614230328392 -0.0018300972141184505 -0.005316628964949657 -0.038005901076738791 -0.025318265361249571 0.026986008876219082 3.7457802865565016e-05 -0.025130991946652532 -0.0042318084994510804 -0.010039998163013604 0.040360325462317312 0.0062019068560833562 0.034247306900058345 -0.0023801158700245302 -0.02999012865538217 0.00092529690122263085 0.0065467158497146492 0.0037938943163399854 -0.0011457021019050408 -0.039591326637016255 0.0010809376423042603 0.050733221295951939 0.017090361346385325 0.0071066159326687211 0.016440535888587873 0.00049804624910709675 0.0034274707422814552 0.0012153780431835356 -0.010224667108038231 leaf_weight=16785 9903 7401 306549 48784 1971 1210 2918 154426 3295 93285 10994 682 6611 2169 12244 4312 55282 16676 38800 19951 2814 29087 1191 6685 63853 4445 226506 126133 51991 4687 leaf_count=16785 9903 7401 306549 48784 1971 1210 2918 154426 3295 93285 10994 682 6611 2169 12244 4312 55282 16676 38800 19951 2814 29087 1191 6685 63853 4445 226506 126133 51991 4687 internal_value=4.47563e-05 -0.00138836 -0.000886589 0.000665738 0.00287712 -0.00427336 0.0039451 -1.20762e-05 -0.00187958 -0.00494482 8.28079e-05 -0.00709002 0.00846481 0.0131302 -0.00931831 -0.016571 0.0031266 0.00175488 -0.000827932 -0.0063173 -0.0144185 0.00534616 0.0109065 0.00100674 0.00797538 0.0238065 0.001835 0.00411515 -0.0019465 -0.0184489 internal_weight=1.33164e+06 402573 378616 929067 217962 28324 189638 711105 251006 96580 21666 11676 9990 8780 23957 11713 72067 122867 71468 32668 12717 51399 22312 460099 66771 5636 359324 132818 100775 6658 internal_count=1331640 402573 378616 929067 217962 28324 189638 711105 251006 96580 21666 11676 9990 8780 23957 11713 72067 122867 71468 32668 12717 51399 22312 460099 66771 5636 359324 132818 100775 6658 cat_boundaries=0 1 2 3 4 5 cat_threshold=34 4653 4132 98 34 is_linear=0 shrinkage=0.05 Tree=138 num_leaves=31 num_cat=0 split_feature=67 52 17 64 52 55 52 64 52 12 17 54 93 17 55 76 8 92 80 12 52 66 29 19 12 18 17 52 54 17 split_gain=441.693 565.068 1239.44 1115.45 1093.3 928.178 1066.73 857.858 851.627 760.063 1170.65 752.351 702.48 855.362 629.943 694.093 613.686 557.098 534.901 508.855 752.754 606.823 507.89 507.857 495.629 717.823 667.37 468.638 446.309 444.085 threshold=56.119998931884773 7.7449998855590829 12.699999809265138 20.355000495910648 22.964999198913578 3.8349999189376835 2.6049998998641972 6.4949998855590829 24.015000343322757 1.3550000190734866 11.775000095367433 2.3149999380111699 -0.19114632159471509 10.405000209808351 5.9349999427795419 22.494999885559086 15.449999809265138 -0.17008236050605771 213.97556304931643 0.94499999284744274 0.98500001430511486 2.3249999284744267 1013.8500061035157 17.029999732971195 1.4550000429153445 11.775000095367433 12.699999809265138 4.4849998950958261 9.7049999237060565 11.775000095367433 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 5 3 14 28 6 12 16 -9 27 18 17 13 22 -3 -16 -4 -8 -11 20 -15 -21 -1 -14 25 -13 -26 -7 -5 -19 right_child=-2 2 7 4 -6 9 11 8 -10 10 -12 24 23 19 15 -17 -18 29 -20 21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 leaf_value=0.0030730553085034674 -0.0065698136448680685 0.028980218115737699 0.0064610800608413304 0.0064531287183518917 0.014017931130509476 -0.003765134752710648 0.006801571674032128 -0.007461081671194152 0.0010361847168733058 0.011506057054768662 -0.015038825809718917 0.017741169511255882 3.7710594063750398e-05 -0.022435508738673324 0.015449864177621932 -0.0074337836225689723 -0.069711502515421769 0.029895051635510258 -0.0043442991140170695 -0.032968237397560822 0.0010807047375302793 -0.010833668024804267 -0.0044159218209058144 0.0064848716903250711 0.00079474248537286384 0.0013937377362384696 -0.025720347559196485 0.0069488365575393306 -0.0072877862747839006 0.0036771869638654898 leaf_weight=38659 24785 6578 44423 8508 14046 20388 11349 46234 81406 5806 28587 10969 687274 4611 18815 4022 266 6682 63949 4504 12989 9908 54634 31966 28461 17316 2589 20438 19348 2130 leaf_count=38659 24785 6578 44423 8508 14046 20388 11349 46234 81406 5806 28587 10969 687274 4611 18815 4022 266 6682 63949 4504 12989 9908 54634 31966 28461 17316 2589 20438 19348 2130 internal_value=4.25426e-05 0.000167948 0.00233983 0.00788336 0.00264415 -0.000329762 0.000243562 4.56876e-05 -0.00204171 -0.00413649 -0.0065173 0.00578077 -0.000277649 -0.00373249 0.0153467 0.0114196 0.00600768 0.0141254 -0.00302501 -0.0107848 -0.00508028 -0.0177511 -0.00131262 0.000324249 0.00294541 0.00773332 -0.00141613 0.00159841 -0.00309093 0.0235578 internal_weight=1.33164e+06 1.30686e+06 243646 71317 41902 1.06321e+06 924041 172329 127640 139168 98342 79496 844545 125305 29415 22837 44689 20161 69755 32012 17600 14412 93293 719240 59335 28285 31050 40826 27856 8812 internal_count=1331640 1306855 243646 71317 41902 1063209 924041 172329 127640 139168 98342 79496 844545 125305 29415 22837 44689 20161 69755 32012 17600 14412 93293 719240 59335 28285 31050 40826 27856 8812 is_linear=0 shrinkage=0.05 Tree=139 num_leaves=31 num_cat=5 split_feature=9 8 8 136 116 21 12 0 12 13 16 14 136 136 36 136 5 8 22 9 136 16 16 6 21 123 31 16 106 22 split_gain=437.983 753.476 746.021 841.154 761.053 681.949 637.319 631.742 597.823 561.903 559.39 512.243 491.468 477.569 485.353 477.138 459.659 486.711 453.301 421.839 406.155 470.238 395.607 445.925 393.652 381.239 466.983 674.479 436.294 608.049 threshold=6.0499999523162851 6.3500001430511483 9.4499998092651385 0 -0.19936034083366391 6.7049999237060556 1.6549999713897707 249.50000000000003 1.0249999761581423 1.325000047683716 4.0850000381469735 0.83499997854232799 1 2 15.650000095367433 3 7.4500000476837167 7.9500000476837167 5.4749999046325692 8.0500001907348651 4 12.699999809265138 4.8800001144409189 9.0500001907348651 5.5650000572204599 -0.49240480363368982 1015.1499938964845 6.0650000572204599 -0.98183467984199513 5.9549999237060556 decision_type=2 2 2 1 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 1 2 2 2 2 2 2 2 2 2 left_child=1 8 6 4 -4 7 16 -3 10 20 -1 -10 -8 25 -15 -11 17 -2 -19 -20 21 -5 23 -18 -13 26 27 -12 29 -27 right_child=2 5 3 9 -6 -7 12 -9 11 15 13 24 -14 14 -16 -17 22 18 19 -21 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 leaf_value=0.069413026213837589 0.0057956348188043143 0.0010808953414587225 -0.024853680491298311 -0.014294276511824192 -0.0046748102838637179 -0.0019442520392823062 0.0055304620696189207 -0.017305248760316468 -0.028813328373092674 0.010605701424022611 0.049884035483786289 -0.0076723614100983805 -0.00058040647749041407 0.0026056040517981193 -0.0063045010955082945 0.00035132080211614463 0.026127614250546466 -0.0088711023878503253 -0.0025119365836146538 0.013216336780305166 -0.0054377730424458228 -0.062687908356330993 0.01043552028389811 0.10690066849515922 -0.00079214939395349777 -0.030852728671318594 0.002877866594598526 0.010977177634556858 0.003516500441220238 0.00068517871972458694 leaf_weight=311 92907 6284 5258 1828 41971 39009 41925 18212 1677 11855 1176 21856 152753 37803 25657 258376 979 12357 11027 6950 12157 692 18476 207 426144 2368 23035 21103 32977 4310 leaf_count=311 92907 6284 5258 1828 41971 39009 41925 18212 1677 11855 1176 21856 152753 37803 25657 258376 979 12357 11027 6950 12157 692 18476 207 426144 2368 23035 21103 32977 4310 internal_value=4.04155e-05 -0.000871695 0.000941909 -0.000740494 -0.00691986 -0.00605014 0.00259718 -0.0125886 -0.00032215 0.000284088 0.00242569 -0.00123105 0.000735858 0.00228533 -0.000996612 0.000801585 0.00513288 0.0040002 -0.00149884 0.00356869 -0.00924381 -0.0274743 0.0122324 0.0402254 -0.00112781 0.00473604 0.00786968 0.0130309 0.00115641 -0.0104981 internal_weight=1.33164e+06 661922 669718 332137 47229 63505 337581 24496 598417 284908 148740 449677 194678 148429 63460 270231 142903 123241 30334 17977 14677 2520 19662 1186 448000 84969 45314 22279 39655 6678 internal_count=1331640 661922 669718 332137 47229 63505 337581 24496 598417 284908 148740 449677 194678 148429 63460 270231 142903 123241 30334 17977 14677 2520 19662 1186 448000 84969 45314 22279 39655 6678 cat_boundaries=0 1 2 3 4 5 cat_threshold=1058 3328 1898 2048 400 is_linear=0 shrinkage=0.05 Tree=140 num_leaves=31 num_cat=1 split_feature=16 17 17 18 16 17 56 18 19 28 31 136 31 112 52 12 55 52 17 34 123 20 105 19 13 105 100 17 12 52 split_gain=492.509 579.053 572.106 498.513 525.537 876.182 758.835 607.314 618.362 587.616 1362.51 717.881 605.256 503.586 494.846 1029.35 911.633 816.317 488.461 464.747 463.194 1133.53 824.395 508.605 460.412 459.801 447.515 445.566 440.616 909.458 threshold=20.524999618530277 22.289999961853031 13.344999790191652 20.524999618530277 10.960000038146974 18.219999313354496 266.76414489746099 17.029999732971195 17.029999732971195 1013.5499877929689 997.25000000000011 0 1016.4500122070314 -0.85260769724845875 1.0549999475479128 2.1650000810623173 1.1449999809265139 4.2349998950958261 17.029999732971195 13.250000000000002 -0.71322327852249134 6.4349999427795419 -0.98359692096710194 7.4149999618530282 1.7549999952316286 -0.86064234375953663 -0.25458364188671107 16.335000038146976 0.88499999046325695 0.61500000953674328 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 3 -2 4 5 6 7 8 28 10 -6 19 20 25 -8 16 -16 -18 -5 -11 26 22 23 -22 -14 -13 -12 -9 29 -1 right_child=2 -3 -4 18 9 -7 14 27 -10 11 12 13 24 -15 15 -17 17 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0018473185434978617 0.044397900106402842 0.1469131821571891 0.0058750982607136621 0.074021091406816633 0.0034364508868225071 0.045115704776627741 -0.0012574706360439173 0.030729486457535461 0.021906720354236131 -0.0028292953689256204 0.010925945225732807 -0.0035016438184509585 -0.05003953277179899 -0.0038174071459866074 0.031802125401834212 0.001607939122612103 0.003682582517215495 0.020976040405486104 0.01267794757050407 0.0037801003026447103 -0.089680914497375488 -0.0043711441386972858 -0.014214473297419795 -0.033501739199140818 -0.01372228541605172 0.0015224002651833034 -0.0036115421716693867 -0.0078375618073484015 -0.00067285609151855391 0.024059764434625038 leaf_weight=34780 1278 67 3920 369 49871 1120 26623 2716 3172 33154 6177 64982 1292 141071 5432 45552 20064 10341 2692 134483 500 58237 18509 2074 2689 152222 37025 1034 464501 5312 leaf_count=34780 1278 67 3920 369 49871 1120 26623 2716 3172 33154 6177 64982 1292 141071 5432 45552 20064 10341 2692 134483 500 58237 18509 2074 2689 152222 37025 1034 464501 5312 internal_value=-1.4188e-05 -7.43999e-05 0.0153465 -8.18269e-05 -0.000128461 0.000931616 0.000851739 4.76198e-05 -0.000100438 -0.00106531 -0.00356277 -0.000227737 -0.00632206 -0.00149134 0.00465982 0.00659542 0.0129349 0.00956424 0.0200728 0.0024728 -0.00569864 -0.00796749 -0.0179016 -0.0444146 -0.0255087 1.9332e-05 -0.00153298 0.0200953 -0.000238781 0.00479036 internal_weight=1.33126e+06 1.32606e+06 5198 1.32599e+06 1.32293e+06 620647 619527 511515 507765 702286 176374 525912 126503 358275 108012 81389 35837 30405 3061 167637 122522 79320 21083 2574 3981 217204 43202 3750 504593 40092 internal_count=1331259 1326061 5198 1325994 1322933 620647 619527 511515 507765 702286 176374 525912 126503 358275 108012 81389 35837 30405 3061 167637 122522 79320 21083 2574 3981 217204 43202 3750 504593 40092 cat_boundaries=0 1 cat_threshold=7200 is_linear=0 shrinkage=0.05 Tree=141 num_leaves=31 num_cat=1 split_feature=28 14 16 17 16 17 6 126 8 117 103 12 14 8 9 20 23 120 107 8 114 136 36 18 23 12 53 116 8 76 split_gain=477.547 523.81 451.653 557.748 581.726 508.71 467.255 679.312 619.143 706.811 534.355 471.568 788.048 513.073 856.627 581.453 521.799 475.03 468.618 435.505 509.135 474.567 427.708 423.356 422.611 418.487 601.604 600.792 506.46 456.909 threshold=1027.049987792969 1.6449999809265139 20.524999618530277 20.524999618530277 18.219999313354496 13.344999790191652 5.9500000476837167 0.608738273382187 8.0500001907348651 -0.43049471080303187 -0.68096894025802601 0.87500000000000011 0.82499998807907116 4.9500000476837167 4.5499999523162851 5.9749999046325692 5.9749999046325692 -0.82409480214118946 -0.88745665550231922 15.150000095367433 0.90255093574523937 0 10.949999809265138 14.039999961853029 5.2349998950958261 1.544999957084656 3.7150000333786015 -0.38266885280609125 12.250000000000002 10.194999694824221 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 left_child=2 -2 3 6 -5 -4 8 19 11 18 -9 13 -13 15 24 -1 17 -16 -10 20 -8 -21 -18 -23 -15 26 28 29 -12 -27 right_child=1 -3 5 4 -6 -7 7 10 9 -11 25 12 -14 14 16 -17 22 -19 -20 21 -22 23 -24 -25 -26 27 -28 -29 -30 -31 leaf_value=0.010024313788255419 0.022643845353108386 0.0033801975987255845 0.042705091676407618 0.066548010114814357 0.0076918311197117385 0.0057564459101558706 0.0038885414993509999 -0.015532595934248265 -0.042535172384809854 -0.0035602585131572551 0.0030716755441442777 -0.01526824723089122 -0.0008187449141141232 -0.032498585725505111 -0.011873496981110284 0.00099770014018995146 -0.064322586093986431 0.010566045348282132 -0.013014133911584194 0.0074878479073482683 0.044715818075420376 -0.0055978371165674688 0.015026597056155989 -0.030670806289578575 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8453 191524 173583 17941 7252 12034 8194 311958 40745 271213 34163 7577 internal_count=1331259 21363 1309896 1304861 1917 5035 1302944 509261 793683 78096 317737 715587 616513 99074 25994 73080 17800 10548 8453 191524 173583 17941 7252 12034 8194 311958 40745 271213 34163 7577 cat_boundaries=0 1 cat_threshold=7192 is_linear=0 shrinkage=0.05 Tree=142 num_leaves=31 num_cat=3 split_feature=28 15 9 4 6 8 20 136 116 123 117 17 4 136 20 120 136 5 0 32 23 12 16 17 53 16 86 108 20 12 split_gain=430.986 485.57 432.187 520.828 548.485 559.832 854.57 1030.62 816.18 592.197 532.673 504.184 501.018 514.829 477.518 629.714 464.937 509.071 568.197 485.861 520.927 617.39 435.857 515.956 408.39 410.698 621.362 520.301 439.488 410.068 threshold=1027.049987792969 2.185000061988831 3.8500000238418584 11.550000190734865 10.050000190734865 10.150000095367433 6.6949999332427987 0 -0.043617725372314446 -0.60873827338218678 -0.23343648016452787 5.7200000286102304 4.2500000000000009 1 6.3949999809265146 -0.89490029215812672 2 7.3500001430511483 254.50000000000003 12.150000095367433 5.7950000762939462 0.91500002145767223 10.960000038146974 5.7200000286102304 4.4149999618530282 11.269999980926515 0.80409687757492077 0.034595109522342689 4.2049999237060556 1.3350000381469729 decision_type=2 2 2 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 left_child=2 -2 12 4 5 16 7 -7 9 -9 -10 -6 13 -1 15 -14 -4 18 22 -20 24 -22 -18 -24 25 -21 28 -28 -27 -26 right_child=1 -3 3 -5 11 6 -8 8 10 -11 -12 -13 14 -15 -16 -17 17 -19 19 20 21 -23 23 -25 29 26 27 -29 -30 -31 leaf_value=0.0029246013944527688 0.016244525692219101 0.00086385019118852377 0.0053511624416286898 -0.0036876599265297087 0.020792505184633703 0.0038329490235837062 0.003080945495200868 -0.035724653804814863 -0.027690138065460054 -0.011674229885260505 -0.0049453571162011009 0.0036419693867405334 -0.035797028034885818 -0.0020217497195029184 -0.0032658214049454829 -0.0077856430353059631 0.0046516995776499396 0.0042390856943945211 0.0011443823802730075 -0.0050615195310880576 0.0083414972413181406 -0.0025833219109559001 0.042602633534732336 -0.00016935485118611387 0.030331190219061339 -0.059336417942159929 -0.061485031736232723 -0.020791250879165789 -0.0078368950041934025 -0.0048423209551909669 leaf_weight=64785 8567 12796 55546 70666 4518 23465 45893 4151 2696 6676 56964 83172 3144 279656 15426 5545 87160 81272 110682 32294 14605 112907 709 127293 1395 428 1091 2805 12911 2041 leaf_count=64785 8567 12796 55546 70666 4518 23465 45893 4151 2696 6676 56964 83172 3144 279656 15426 5545 87160 81272 110682 32294 14605 112907 709 127293 1395 428 1091 2805 12911 2041 internal_value=-1.28019e-05 0.00703182 -0.000127692 0.000440593 0.000775652 0.000355677 -0.00251148 -0.00524323 -0.00826404 -0.020895 -0.00597318 0.00452561 -0.00157917 -0.00109138 -0.00854637 -0.0179212 0.000979115 0.000565719 -2.38998e-05 -0.00146377 -0.00306329 -0.00133201 0.00192455 6.75582e-05 -0.0072313 -0.0083877 -0.0146201 -0.0321868 -0.00948933 0.00943796 internal_weight=1.33126e+06 21363 1.3099e+06 941340 870674 782984 139845 93952 70487 10827 59660 87690 368556 344441 24115 8689 643139 587593 506321 291159 180477 127512 215162 128002 52965 49529 17235 3896 13339 3436 internal_count=1331259 21363 1309896 941340 870674 782984 139845 93952 70487 10827 59660 87690 368556 344441 24115 8689 643139 587593 506321 291159 180477 127512 215162 128002 52965 49529 17235 3896 13339 3436 cat_boundaries=0 1 2 3 cat_threshold=6656 34 1024 is_linear=0 shrinkage=0.05 Tree=143 num_leaves=31 num_cat=1 split_feature=52 66 17 52 17 64 64 52 55 52 52 92 93 18 54 55 17 12 17 12 136 19 76 16 76 76 29 32 6 12 split_gain=421.077 747.932 578.898 574.82 1367.95 1052.94 912.382 936.805 887.056 1102.1 730.419 701.364 674.537 708.839 660.949 623.408 624.845 609.549 592.764 1061.05 575.591 561.986 536.292 597.199 510.568 448.924 438.761 429.857 428.365 426.527 threshold=67.704998016357436 31.654999732971195 14.550000190734865 5.5750000476837167 12.699999809265138 4.805000066757203 15.22499990463257 11.09500026702881 2.7849999666213994 1.985000014305115 15.034999847412111 -0.86732405424118031 -0.30442561209201807 10.405000209808351 3.8950001001358037 1.485000014305115 11.269999980926515 1.4950000047683718 11.775000095367433 1.2849999666213991 0 17.029999732971195 18.425000190734867 11.775000095367433 16.925000190734867 10.694999694824221 1013.2500000000001 12.150000095367433 6.5499999523162851 1.8550000190734866 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 left_child=1 3 -2 8 6 24 11 -8 9 12 25 29 13 26 -13 16 17 -11 20 -20 -10 -14 23 -16 28 -7 -1 -22 -6 -5 right_child=2 -3 -4 4 5 10 7 -9 18 15 -12 14 21 -15 22 -17 -18 -19 19 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0036155577719670707 0.01450214811598656 -0.0054037227536240708 0.00095885843823852028 0.0099585000982509529 0.004551624058895822 -0.005914620733828607 -0.005603251229920868 0.0096422879849060589 0.010970450293842648 0.036561848393446089 -0.00023761788656509851 0.036372740858698994 -0.00011810092051796175 -0.012945574512066108 0.028683832452971833 0.0034058760187873579 0.00028868310749823408 0.012959066573004906 -0.0025404809163477086 -0.017271236746821655 0.002639332015931274 0.0066577746490102396 0.0013844472278278978 0.010929095403336491 -0.020448479937405603 -0.019193028487464736 -0.004954871820207379 -0.0053463259686634193 0.017141462126943077 -0.01263358813026124 leaf_weight=22545 11621 64629 24578 5079 36697 26719 19046 21396 8215 4005 69989 3786 677263 19277 7939 47220 5530 8629 30745 20293 24195 32049 6354 11740 1778 8356 44233 55523 8281 3549 leaf_count=22545 11621 64629 24578 5079 36697 26719 19046 21396 8215 4005 69989 3786 677263 19277 7939 47220 5530 8629 30745 20293 24195 32049 6354 11740 1778 8356 44233 55523 8281 3549 internal_value=-1.2158e-05 -0.000160828 0.00530667 0.000114558 0.00236421 -0.000411134 0.00770528 0.00246246 -0.000404601 0.000193851 -0.00318892 0.0132202 -0.000319121 -0.00449954 0.0168528 0.00643393 0.0143058 0.0204412 -0.00411126 -0.00839751 -0.00162343 0.000188055 0.014014 0.0180918 0.00583074 -0.00907797 -0.0020614 -0.00292225 0.00686957 0.000665579 internal_weight=1.33126e+06 1.29506e+06 36199 1.23043e+06 230709 151820 78889 40442 999722 860751 105064 38447 795367 86055 29819 65384 18164 12634 138971 51038 87933 709312 26033 19679 46756 35075 66778 79718 44978 8628 internal_count=1331259 1295060 36199 1230431 230709 151820 78889 40442 999722 860751 105064 38447 795367 86055 29819 65384 18164 12634 138971 51038 87933 709312 26033 19679 46756 35075 66778 79718 44978 8628 cat_boundaries=0 1 cat_threshold=2084 is_linear=0 shrinkage=0.05 Tree=144 num_leaves=31 num_cat=3 split_feature=95 16 52 76 55 52 64 17 18 19 111 108 52 136 18 9 76 116 52 76 71 60 136 40 52 136 52 12 28 30 split_gain=412.082 446.435 890.461 1358.44 778.685 805.295 825.241 759.49 919.909 705.252 662.852 577.333 574.815 573.057 558.588 541.407 525.446 708.526 572.74 976.335 700.803 576.135 518.3 511.893 485.043 471.753 718.143 441.013 421.458 563.289 threshold=-0.95781052112579335 10.960000038146974 1.8750000000000002 14.855000019073488 1.485000014305115 5.1150000095367441 10.484999656677248 14.550000190734865 15.405000209808351 14.550000190734865 0.33798602223396307 0.33067284524440771 24.595000267028812 0 13.344999790191652 4.3500001430511483 23.07499980926514 -0.9099266231060027 6.6449999809265146 4.8150000572204599 272.72668457031256 0.67875629663467418 1 10.84999990463257 53.454999923706062 2 0.76499998569488536 1.044999957084656 1012.5499877929689 1013.2500000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 1 2 2 2 2 left_child=-1 2 7 4 -4 13 -7 8 9 15 -5 12 25 27 -14 -2 18 -18 19 22 -21 -20 -13 -17 -19 26 -3 -6 29 -28 right_child=1 11 3 10 5 6 -8 -9 -10 -11 -12 16 14 -15 -16 23 17 24 21 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 leaf_value=-0.0037933650405655214 -0.0036963823147204847 -0.025251610259329028 0.024288683951939709 0.0094168537915853643 0.036934166069857409 0.028229244969799068 0.0081039352236886887 0.012435068777025701 0.023660400274014805 0.012095367085385635 -0.0028379844033167927 0.0013652036024940377 0.0095485466911708929 -0.00090576951323458857 -0.0023660063976086113 0.0016714962634432722 -0.12299572398716754 -0.011945499016903824 0.0073957567401977536 -0.026323776834319412 -0.0057863475086096135 0.0004257971545559092 -0.0028052359971789602 -0.0029950735531879802 0.0040714320890574167 -0.0087579213829687245 -0.0053651352604969782 0.0080932055419451528 0.0020313628047838542 -0.044049749212868181 leaf_weight=68334 118948 3076 7589 13666 1420 7966 14127 12050 3969 10781 57297 259304 13848 27559 33966 202709 132 14722 52030 5130 21828 68924 104522 82757 6962 53967 6729 19912 35941 1094 leaf_count=68334 118948 3076 7589 13666 1420 7966 14127 12050 3969 10781 57297 259304 13848 27559 33966 202709 132 14722 52030 5130 21828 68924 104522 82757 6962 53967 6729 19912 35941 1094 internal_value=-1.1546e-05 0.00019308 0.00121194 0.00453667 0.00906561 0.00743809 0.0153605 5.89907e-05 -0.000296793 -0.000525809 -0.000477957 -0.000674296 -0.00343033 0.00385812 0.00108471 -0.000862268 9.33949e-05 -0.00750604 0.000417368 -0.00051324 -0.00969454 0.00342402 0.000167056 0.000318651 -0.006803 -0.00557187 -0.00189877 0.0100084 -0.000257819 -0.0107749 internal_weight=1.33126e+06 1.26292e+06 580750 149536 78573 70984 22093 431214 419164 415195 70963 682175 148621 48891 47814 404414 533554 21816 511738 390784 26958 120954 363826 285466 21684 100807 46840 21332 43764 7823 internal_count=1331259 1262925 580750 149536 78573 70984 22093 431214 419164 415195 70963 682175 148621 48891 47814 404414 533554 21816 511738 390784 26958 120954 363826 285466 21684 100807 46840 21332 43764 7823 cat_boundaries=0 1 2 3 cat_threshold=2788 3433 3108 is_linear=0 shrinkage=0.05 Tree=145 num_leaves=31 num_cat=3 split_feature=7 12 32 136 53 136 115 19 14 28 23 12 31 95 16 31 17 123 30 77 17 120 108 22 30 28 30 107 136 119 split_gain=481.799 658.071 708.235 536.23 504.821 645.552 489.469 486.691 463.963 445.238 550.316 564.54 518.164 483.944 412.268 408.731 427.481 400.098 566.958 471.409 429.245 408.661 407.196 398.004 687.899 818.845 532.142 439.848 391.965 388.926 threshold=3.9500000476837163 1.4750000238418581 12.34999990463257 0 4.4149999618530282 1 -0.71322327852249134 10.405000209808351 1.3750000000000002 1014.2500000000001 4.7950000762939462 0.80500000715255748 1016.4500122070314 -0.48983177542686457 10.405000209808351 1004.7500000000001 8.7100000381469744 -0.86159634590148915 1017.0499877929689 3.0049999952316289 5.4100000858306894 -0.77159520983695973 0.35331799089908605 6.0150001049041757 1014.3500061035157 1012.3500061035157 1012.3500061035157 -0.9642118215560912 2 -0.043617725372314446 decision_type=2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 left_child=9 2 3 29 5 17 -3 -8 -9 12 -11 -12 15 -13 -6 -1 -17 18 20 -19 22 -21 -4 24 25 26 -18 -28 -15 -2 right_child=1 6 4 -5 14 -7 7 8 -10 10 11 13 -14 28 -16 16 23 19 -20 21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=0.0017375320711822519 0.0018608557831245745 0.00079235492063283006 0.090323013583177028 0.0056599375629456036 0.03731091617659385 -0.0026940451171128515 -0.00045482980493384095 -0.02608811737505631 -0.0050768947903885153 -0.015783934565506447 0.0064512886729616225 -0.0049542645927260903 -0.018323166720534842 -0.0018409949826474004 0.0073138501780175315 0.00067392412607276335 -0.011599295257973367 0.0047986641793951249 -0.0068526306311102597 -0.024293303122835348 0.012804348574626579 -0.00039125651861881996 0.022063540547808066 -0.0041165949289464305 -0.036550080099923402 0.0037141651011123496 -0.075071967139657692 -0.025785315529604648 0.0020362368169621801 0.02404807659755534 leaf_weight=40714 2659 415899 352 43670 1239 74131 112819 2756 56291 5557 31571 52307 5464 117477 15164 38039 6718 22750 3709 2914 13549 4629 576 93587 2490 7593 633 1589 146414 7680 leaf_count=40714 2659 415899 352 43670 1239 74131 112819 2756 56291 5557 31571 52307 5464 117477 15164 38039 6718 22750 3709 2914 13549 4629 576 93587 2490 7593 633 1589 146414 7680 internal_value=-0.000101884 0.00069666 0.00322968 0.00808871 0.00134186 0.00023979 -0.000135184 -0.00237974 -0.00605759 -0.00123519 -0.000173549 7.58891e-05 -0.00314096 -0.000560667 0.00957968 -0.00270746 -0.00390875 0.0047256 0.010589 0.00120714 0.0150576 -0.00962506 0.0479551 -0.00545676 -0.0120499 -0.00836 -0.0186149 -0.039826 0.000310207 0.0183242 internal_weight=1.33094e+06 780787 193022 54009 139013 122610 587765 171866 59047 550153 353326 347769 196827 316198 16403 191363 150649 48479 18186 30293 14477 7543 928 112610 19023 16533 8940 2222 263891 10339 internal_count=1330940 780787 193022 54009 139013 122610 587765 171866 59047 550153 353326 347769 196827 316198 16403 191363 150649 48479 18186 30293 14477 7543 928 112610 19023 16533 8940 2222 263891 10339 cat_boundaries=0 1 2 3 cat_threshold=1802 1128 188 is_linear=0 shrinkage=0.05 Tree=146 num_leaves=31 num_cat=5 split_feature=7 12 127 37 112 28 20 53 4 27 112 22 120 136 23 123 12 136 136 28 20 136 8 16 14 39 123 136 31 16 split_gain=434.824 599.461 582.973 615.988 474.699 410.948 495.862 407.188 446.358 585.69 446.664 404.376 612.704 733.186 522.111 403.627 402.849 393.01 389.845 388.224 366.837 463.799 624.882 490.632 385.664 407.918 353.371 435.958 352.719 349.672 threshold=3.9500000476837163 1.3450000286102297 -0.19936034083366391 11.550000190734865 -0.5663846731185912 1021.3500061035157 5.8550000190734872 3.3149999380111699 6.6499998569488534 106.50000000000001 -0.3172925859689712 5.4149999618530282 -0.88697704672813404 0 6.3949999809265146 -0.77159520983695973 0.80500000715255748 1 2 1024.850036621094 8.4149999618530291 3 9.0500001907348651 14.550000190734865 0.76499998569488536 19.650000572204593 -0.98897820711135853 4 1014.4500122070314 9.5450000762939471 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 2 1 2 2 2 2 2 1 2 2 left_child=5 2 -2 -4 -3 11 18 8 26 -10 17 12 13 15 29 -1 -13 -11 -7 -20 21 28 24 -24 -23 -26 -5 -28 -18 -15 right_child=1 4 3 7 -6 6 -8 -9 9 10 -12 16 -14 14 -16 -17 20 -19 19 -21 -22 22 23 -25 25 -27 27 -29 -30 -31 leaf_value=-0.013758168230231557 -0.0023266810779120264 0.00051510827711583713 0.016283999720917822 0.010927339086744361 -0.0035685737306365272 -0.0065654645194221234 0.0010564823827540987 0.011243441141586957 0.068624387549838628 -0.027028110040506842 -0.02927263286606932 0.0038147841332372631 -0.001848398950091219 -0.0047344330559612778 0.031146525959792185 -0.040455884497139369 -0.0024912401082283929 -0.00011951200047781083 0.015496941048473545 0.050756367953827687 0.00090054545071102546 -0.020576382592424777 -0.0087954239625125785 -0.030500020663134977 -0.0031586785306813164 0.0066028443424842711 0.0093372021492736015 -0.00027732384986827244 0.0047348675240986458 -0.028981400725596448 leaf_weight=2572 33388 548779 11256 15778 81766 1492 66823 16313 266 1516 1849 36109 28517 7593 863 3149 34486 12260 3793 983 100943 3035 15760 3119 194650 11325 16526 41090 33092 1849 leaf_count=2572 33388 548779 11256 15778 81766 1492 66823 16313 266 1516 1849 36109 28517 7593 863 3149 34486 12260 3793 983 100943 3035 15760 3119 194650 11325 16526 41090 33092 1849 internal_value=-9.6789e-05 0.000661829 0.00350005 0.00516489 -1.44437e-05 -0.00117343 0.00231779 0.00397967 0.00265253 -0.00494508 -0.00619753 -0.00170833 -0.00624448 -0.014067 -0.00607423 -0.0284037 -0.00124117 -0.00310041 0.0157645 0.0227065 -0.00170172 -0.00259075 -0.00366941 -0.0123812 -0.00288268 -0.00262197 0.00429754 0.00248198 0.00104713 -0.00948265 internal_weight=1.33094e+06 780787 150242 116854 630545 550153 73091 105598 89285 15891 15625 477062 44543 16026 10305 5721 432519 13776 6268 4776 396410 295467 227889 18879 209010 205975 73394 57616 67578 9442 internal_count=1330940 780787 150242 116854 630545 550153 73091 105598 89285 15891 15625 477062 44543 16026 10305 5721 432519 13776 6268 4776 396410 295467 227889 18879 209010 205975 73394 57616 67578 9442 cat_boundaries=0 1 2 3 4 5 cat_threshold=97 1170 1176 6145 1354 is_linear=0 shrinkage=0.05 Tree=147 num_leaves=31 num_cat=1 split_feature=7 12 32 81 52 54 55 52 3 116 25 16 64 12 67 15 53 136 79 107 52 64 16 53 16 25 123 114 28 31 split_gain=392.427 545.292 617.249 504.166 440.424 846.435 660.233 669.095 550.411 563.423 577.673 505.068 553.422 469.433 674.473 447.68 434.1 572.672 574.035 439.247 413.23 404.758 392.488 387.198 410.018 384.791 381.723 386.698 378.739 571.161 threshold=3.9500000476837163 1.4750000238418581 12.34999990463257 293.20346069335943 14.425000190734865 18.675000190734867 5.5850000381469735 6.5450000762939462 264.50000000000006 -0.44618082046508784 235.50000000000003 12.699999809265138 32.745000839233406 1.8550000190734866 7.4749999046325692 1.3550000190734866 4.4149999618530282 0 4.0650000572204599 -0.99641582369804371 24.595000267028812 20.355000495910648 8.0099999904632586 6.7249999046325692 10.405000209808351 297.50000000000006 0.13052122294902804 0.99140709638595592 1013.5499877929689 1016.4500122070314 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 left_child=28 2 3 -2 6 11 7 8 -3 15 -11 12 -6 23 -15 -10 17 18 19 -4 21 -7 -18 -8 -25 -17 -19 -28 29 -1 right_child=1 4 16 -5 5 20 13 -9 9 10 -12 -13 -14 14 -16 25 22 26 -20 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 leaf_value=-0.0027363099755905989 0.004591962615076127 0.0028488939035566764 0.031283487023351701 0.015577433525651866 0.031150184903847456 0.0017781492446885734 -0.0068893519511753504 0.011290947344541826 -0.046814595373282045 -0.019649176579852306 -0.0007887002793521557 0.0051639797446882459 0.0075756761858532563 -0.01972671535027706 -0.0049914626415241718 -0.0035946843607801422 0.060738204835045544 -0.0038246122576966477 -0.0068728431759858353 0.0058562715682114273 0.0020126085837072669 -0.013353734441626198 0.0076591550602055402 0.035791186857099047 0.0041755575476545527 -0.028009875707029792 0.0067437261563116861 0.10825903234121047 -0.00026128497201543567 -0.025228339582404877 leaf_weight=160732 39856 99075 1779 14153 4972 8059 8284 12718 914 4121 273885 16985 4986 9383 45059 6189 356 66548 9191 37509 69314 9785 16047 1134 10719 2183 7488 95 386548 2873 leaf_count=160732 39856 99075 1779 14153 4972 8059 8284 12718 914 4121 273885 16985 4986 9383 45059 6189 356 66548 9191 37509 69314 9785 16047 1134 10719 2183 7488 95 386548 2873 internal_value=-9.19588e-05 0.000628726 0.0029345 0.00747069 -0.00012849 0.00266016 -0.000800249 6.72388e-06 -0.000364718 -0.00147296 -0.00106828 0.0104057 0.0193464 -0.0051185 -0.00753106 -0.0135884 0.00117211 0.000150145 0.00437518 0.00700764 0.00026579 -0.00651962 0.00881115 0.00140406 0.00720029 -0.00996095 -0.00261311 0.00801551 -0.00111477 -0.00313128 internal_weight=1.33094e+06 780787 193022 54009 587765 114101 473664 399085 386367 287292 278006 26943 9958 74579 54442 9286 139013 122610 48479 39288 87158 17844 16403 20137 11853 8372 74131 7583 550153 163605 internal_count=1330940 780787 193022 54009 587765 114101 473664 399085 386367 287292 278006 26943 9958 74579 54442 9286 139013 122610 48479 39288 87158 17844 16403 20137 11853 8372 74131 7583 550153 163605 cat_boundaries=0 1 cat_threshold=1128 is_linear=0 shrinkage=0.05 Tree=148 num_leaves=31 num_cat=2 split_feature=17 16 9 4 121 12 14 20 4 136 14 16 12 21 17 136 16 14 122 23 57 14 7 20 12 111 10 132 124 115 split_gain=395.192 418.173 393.731 775.756 591.739 549.282 761.426 543.652 478.349 739.342 1205.27 473.722 460.076 498.962 458.94 453.363 611.115 483.563 446.734 589.824 472.244 440.179 439.174 437.013 418.595 411.477 403.796 400.504 370.117 359.592 threshold=22.289999961853031 22.289999961853031 6.2500000000000009 5.2500000000000009 0.94260558485984813 0.80500000715255748 0.82499998807907116 6.4149999618530282 7.4500000476837167 0 1.6050000190734866 10.405000209808351 1.0549999475479128 5.2249999046325692 12.699999809265138 1 5.4100000858306894 1.3450000286102297 -0.64942333102226246 5.0250000953674325 260.45672607421881 2.185000061988831 6.4500000476837167 7.0750000476837167 1.8949999809265139 0.25796797871589666 5.2500000000000009 1016.9500122070314 0.8038262426853181 -0.8703225553035735 decision_type=2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 8 -1 -7 14 15 10 11 -10 29 -14 -5 -4 17 25 19 20 -11 -6 27 28 -21 -17 -16 -13 -12 -8 right_child=-2 -3 4 7 21 6 12 -9 9 18 23 22 13 -15 26 16 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0039834027706093554 0.043409096816411044 0.059419108239018317 0.0052772465274364194 -0.0075948939814005946 0.016370960307946811 -0.011939389152998168 -0.00054798131673075047 -0.0022981705027841498 -0.008883052475812574 -0.010258273442886842 -0.0057032445116353501 -0.035982103541116063 -0.013680983196373404 -0.0010382941151141521 -0.032842512692990003 0.054337731385021515 0.00049686957534375196 0.065711836923653427 -0.00042871678347622367 0.012943229760172655 0.01950023634934496 -0.0020482566746931777 -0.009455374254097924 0.0035352215217842086 0.0035658418190912069 0.0032601690007761381 -0.0095342853781574428 0.078971557351367475 0.0022018131181328702 0.005894501774244631 leaf_weight=63194 522 295 78539 17768 10298 15288 42757 34108 11437 9418 57455 4746 7942 449787 4124 496 205991 549 155215 17810 1553 4735 2874 28947 35867 1923 3382 77 19948 43895 leaf_count=63194 522 295 78539 17768 10298 15288 42757 34108 11437 9418 57455 4746 7942 449787 4124 496 205991 549 155215 17810 1553 4735 2874 28947 35867 1923 3382 77 19948 43895 internal_value=-8.73609e-05 -0.000104427 -0.000117628 -0.00095593 0.000765141 -0.000435342 -0.000934277 -0.00641641 0.000532245 -0.000722003 -0.00378412 -0.0153371 -0.000625217 -0.00125766 -0.0119741 0.00203887 0.000821401 0.0233479 0.00102579 0.0045181 -0.00604581 0.0105694 -0.0249272 -0.00170592 0.00667725 0.0137333 -0.0223405 -0.0341468 -0.00366598 0.00271556 internal_weight=1.33094e+06 1.33042e+06 1.33012e+06 682245 647878 622863 559669 59382 632845 345347 125484 19134 544381 457729 25274 287498 208959 2968 219863 64648 10971 15033 7697 106350 53677 2419 7506 4823 77403 86652 internal_count=1330940 1330418 1330123 682245 647878 622863 559669 59382 632845 345347 125484 19134 544381 457729 25274 287498 208959 2968 219863 64648 10971 15033 7697 106350 53677 2419 7506 4823 77403 86652 cat_boundaries=0 1 2 cat_threshold=1378 3328 is_linear=0 shrinkage=0.05 Tree=149 num_leaves=31 num_cat=1 split_feature=6 4 122 26 18 17 136 8 5 8 20 12 52 17 20 12 52 17 79 17 52 20 28 15 30 64 17 38 64 58 split_gain=378.591 635.411 557.948 549.857 435.044 580.451 392.179 382.453 404.337 407.589 441.147 396.962 412.921 545.382 365.475 439.385 632.478 855.903 605.345 1341.81 779.534 821.227 625.862 588.636 566.071 524.052 468.789 410.665 389.76 484.086 threshold=6.7500000000000009 7.5499999523162851 0.89490029215812694 242.50000000000003 18.219999313354496 17.029999732971195 0 12.750000000000002 9.4499998092651385 10.150000095367433 6.5150001049041757 1.985000014305115 3.685000061988831 11.269999980926515 10.885000228881838 1.3650000095367434 2.6950000524520878 11.775000095367433 1.8450000286102297 11.775000095367433 0.61500000953674328 6.7349998950958261 1012.5499877929689 1.3949999809265139 1012.8500061035157 4.5050001144409189 15.405000209808351 8.7500000000000018 3.0749999284744267 237.04830169677737 decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 7 -3 14 -6 -5 8 9 11 -11 12 -2 -14 15 16 18 25 26 20 -20 27 24 -17 -21 -18 28 -22 29 -1 right_child=2 3 -4 6 5 -7 -8 -9 -10 10 -12 -13 13 -15 -16 23 17 -19 19 22 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-6.7692658557894214e-05 0.0028370472622342986 -0.019612427971203439 0.014491518226317611 0.0030459454555755768 0.032404124110828589 0.0041649040832856732 -0.0065805989388949496 -0.0015086695465968093 0.0052598577846777765 -0.0056034435052946278 0.0026725324644713 -0.00025565487780194535 0.025598262490110671 0.0058890976692646691 0.0058270124558854816 -0.0071049351213617112 0.023850456742408571 0.0020112898953485005 -0.0085749337526772208 -0.024958042001836975 0.066513776169665681 -0.0072240629289854544 -0.011493348393045057 -0.0010849609848128056 -0.075387171374452999 0.0051936301895822937 0.0073386016714415987 0.0079658316053819438 -0.019340814453916073 0.014788009767148834 leaf_weight=179034 66718 6295 7685 14463 2083 14396 39370 118672 67242 41650 26251 83283 4917 12266 22415 45211 8322 55209 19511 2792 303 11830 15004 398730 695 6872 25561 25965 2538 5657 leaf_count=179034 66718 6295 7685 14463 2083 14396 39370 118672 67242 41650 26251 83283 4917 12266 22415 45211 8322 55209 19511 2792 303 11830 15004 398730 695 6872 25561 25965 2538 5657 internal_value=-8.29908e-05 -0.000664263 0.00114042 -0.00562999 -0.00030971 0.00773443 -0.00399495 0.000896706 0.00184089 0.000862947 -0.00240389 0.00218976 0.00461716 0.011529 -0.000470262 -0.000645993 0.000653907 0.00490342 -0.000381707 -0.00420897 -0.000447494 0.00371478 -0.0159279 -0.00169804 -0.0350092 0.0154123 0.000987036 0.00864118 0.000119904 0.000387331 internal_weight=1.33094e+06 902256 428684 60128 842128 16479 53833 420999 302327 235085 67901 167184 83901 17183 825649 803234 359293 70403 288890 76100 57609 38098 18491 443941 3487 15194 212790 26268 187229 184691 internal_count=1330940 902256 428684 60128 842128 16479 53833 420999 302327 235085 67901 167184 83901 17183 825649 803234 359293 70403 288890 76100 57609 38098 18491 443941 3487 15194 212790 26268 187229 184691 cat_boundaries=0 1 cat_threshold=6656 is_linear=0 shrinkage=0.05 Tree=150 num_leaves=31 num_cat=4 split_feature=6 8 126 136 17 121 15 136 27 104 107 12 120 23 136 4 122 15 20 37 24 132 16 80 21 42 19 136 8 92 split_gain=442.282 637.984 560.747 454.212 454.072 449.29 432.631 373.632 557.843 427.149 359.834 348.734 644.018 1249.11 670.483 765.661 901.023 617.168 404.31 372.863 356.465 351.29 348.891 488.965 405.872 341.976 364.745 346.647 443.514 331.327 threshold=6.7500000000000009 10.650000095367433 0.59480014443397533 0 15.405000209808351 0.94260558485984813 0.76499998569488536 1 211.50000000000003 -0.98872920870780934 0.17125661671161654 1.3450000286102297 -0.76037701964378346 6.2349998950958261 2 3.5499999523162846 -0.78257837891578663 1.3949999809265139 5.3150000572204599 19.349999427795414 190.50000000000003 1018.9500122070314 5.4100000858306894 329.38591003417974 4.5850000381469735 14.449999809265138 6.4600000381469735 3 16.849999427795414 -0.80029070377349842 decision_type=2 2 2 1 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 left_child=1 3 4 6 5 25 -1 9 -9 -4 -7 12 13 14 -5 -16 19 -13 -15 -17 -19 22 23 24 -14 27 -27 -2 -29 -8 right_child=2 -3 7 11 -6 10 29 8 -10 -11 -12 17 21 18 15 16 -18 20 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31 leaf_value=-0.019198454920038341 0.0089511284089736232 -0.0080236628223619277 -0.029238984640931932 0.0062727206122462761 -0.0044523199862879581 0.015124155817009214 -0.01184412526160078 -0.010751329803752289 0.00029575962365597694 0.024430131134374009 0.06131736108444126 -0.0062178840522206834 -0.00093521387851643479 0.018380937173400058 -0.0014447476138039351 -0.0042134401524051577 -0.025069159148067406 -0.0096612868241695744 0.0028393003643059234 -0.019664388001836338 0.00012799872886171511 0.038329405923540116 0.00279976282118744 0.21817765523989996 0.029551534918212854 -0.023753041028473112 0.0011388101601746343 0.003975596730086804 -0.011205802285867322 -0.0018453993023350981 leaf_weight=3958 35384 28245 429 9925 14884 4612 8815 11940 266305 2730 464 47109 2009 4526 27044 19039 10296 9553 55487 4912 350314 712 179972 30 2391 2151 4660 79680 5120 137879 leaf_count=3958 35384 28245 429 9925 14884 4612 8815 11940 266305 2730 464 47109 2009 4526 27044 19039 10296 9553 55487 4912 350314 712 179972 30 2391 2151 4660 79680 5120 137879 internal_value=4.71896e-07 -0.000627657 0.00132345 -0.000388633 0.0038268 0.00475983 -0.00288616 1.61409e-05 -0.000178285 0.0170876 0.0193467 0.000131588 0.00137684 -0.0013026 -0.00578066 -0.00773226 -0.0126996 -0.000836346 0.0040114 -0.0073822 -0.000131867 0.00327633 0.00314098 0.0170032 0.0156316 0.0041768 -0.00672235 0.00479447 0.00305862 -0.00244623 internal_weight=1.33058e+06 902216 428359 873971 146955 132071 150652 281404 278245 3159 5076 723319 316343 131229 71216 61291 34247 406976 60013 23951 359867 185114 184402 4430 4400 126995 6811 120184 84800 146694 internal_count=1330575 902216 428359 873971 146955 132071 150652 281404 278245 3159 5076 723319 316343 131229 71216 61291 34247 406976 60013 23951 359867 185114 184402 4430 4400 126995 6811 120184 84800 146694 cat_boundaries=0 1 2 3 4 cat_threshold=4240 32 1609 6168 is_linear=0 shrinkage=0.05 Tree=151 num_leaves=31 num_cat=1 split_feature=95 67 12 15 52 17 64 52 64 52 55 52 17 12 55 19 67 12 55 25 34 136 12 52 92 17 24 76 28 35 split_gain=422.046 413.999 487.161 495.078 487.226 1176.78 1231.33 867.475 697.245 601.773 588.538 660.366 647.857 847.516 548.885 527.169 514.641 716.353 474.588 441.351 439.459 443.954 438.143 417.055 403.035 697.721 387.931 391.721 384.762 382.81 threshold=-0.96387061476707447 56.119998931884773 3.685000061988831 3.7150000333786015 6.0850000381469735 12.699999809265138 15.22499990463257 18.445000648498539 5.2149999141693124 14.734999656677248 3.8349999189376835 2.245000004768372 11.269999980926515 1.4550000429153445 4.4149999618530282 17.029999732971195 12.835000038146974 2.2649999856948857 1.7649999856948855 286.50000000000006 10.449999809265138 0 1.3149999976158144 13.635000228881838 -0.41297931969165796 10.405000209808351 237.50000000000003 11.914999961853029 1033.2500000000002 9.3499999046325701 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 10 6 14 -8 26 -10 11 15 13 20 -6 24 17 -16 19 -15 -13 -22 -14 -19 25 -2 27 -7 -12 -30 right_child=1 -3 -4 -5 5 8 7 -9 9 -11 28 12 22 18 16 -17 -18 23 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0039953023670786202 -0.0013804329834867959 -0.0062272866388634416 0.0047139636908973851 -0.0073769987448987513 0.029146480277633027 0.015709448440831861 -0.0016825913517084373 0.012710903865585469 -0.0083874689760437115 -0.00011593286694106849 -0.0041585254098274382 0.049497400760565066 0.0024559209810577666 0.036779424157568713 0.012126567898913454 0.006503436734649511 0.021547460970510204 -0.025590801711371944 0.00032103216346361131 0.0084460082252968156 0.025399707538511996 0.0068277442483330357 -0.011236485953058395 0.015115362923107717 -0.00016279013747003799 -0.012749620319322528 0.0022570984122777691 -0.018166871175177991 -0.020177494521651948 0.2263248896950649 leaf_weight=62958 58246 24577 60190 21717 5825 10876 35928 14772 29451 86782 91793 1053 20584 1665 11251 27379 8754 2345 25540 7876 6297 6621 8158 860 652284 17564 28239 926 28 36 leaf_count=62958 58246 24577 60190 21717 5825 10876 35928 14772 29451 86782 91793 1053 20584 1665 11251 27379 8754 2345 25540 7876 6297 6621 8158 860 652284 17564 28239 926 28 36 internal_value=4.5403e-07 0.000198909 0.000325966 0.00010268 0.000242574 0.0022704 0.00721318 0.00251111 -0.000251536 -0.00221177 -0.000274745 0.000143973 0.00453036 0.0080231 0.0154238 -0.00030771 0.0119798 0.006186 0.00387554 0.0133905 0.0184376 0.0159058 -0.00143047 -0.0146681 -0.000563834 -0.0040145 0.00543872 0.0130515 -0.00407308 0.11848 internal_weight=1.33058e+06 1.26762e+06 1.24304e+06 1.18285e+06 1.16113e+06 236009 79735 50700 156274 116233 925124 833267 77794 49052 29035 755473 23210 14456 35081 9541 13971 12918 28742 3205 728094 75810 40041 11802 91857 64 internal_count=1330575 1267617 1243040 1182850 1161133 236009 79735 50700 156274 116233 925124 833267 77794 49052 29035 755473 23210 14456 35081 9541 13971 12918 28742 3205 728094 75810 40041 11802 91857 64 cat_boundaries=0 1 cat_threshold=2912 is_linear=0 shrinkage=0.05 Tree=152 num_leaves=31 num_cat=3 split_feature=5 4 21 4 136 13 18 12 14 121 0 16 9 16 4 14 136 52 12 52 16 79 17 17 52 22 40 136 7 20 split_gain=408.679 742.477 707.847 581.738 544.486 756.851 725.761 520.627 583.386 474.349 451.461 435.449 429.457 379.075 376.838 442.277 649.134 441.89 427.117 372.04 1030.27 563.776 588.357 550.054 494.14 366.967 455.959 364.835 363.138 361.732 threshold=5.5499999523162851 5.4500000476837167 6.5850000381469735 9.7500000000000018 0 2.1149998903274541 13.344999790191652 1.0049999952316286 0.83499997854232799 0.94260558485984813 249.50000000000003 3.9249999523162846 11.949999809265138 5.7200000286102304 7.7500000000000009 1.5049999952316286 1 1.5149999856948855 1.7050000429153445 1.1549999713897707 7.4149999618530282 1.0049999952316286 9.5450000762939471 11.775000095367433 0.57499998807907116 5.3949999809265146 11.949999809265138 2 8.6500000953674334 6.8949999809265146 decision_type=2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 left_child=1 7 10 9 5 6 -5 11 -9 12 -3 -1 14 -14 18 16 17 -16 25 21 -21 -13 24 29 -23 26 -2 -20 -8 -22 right_child=3 2 -4 4 -6 -7 28 8 -10 -11 -12 19 13 -15 15 -17 -18 -19 27 20 23 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.067401842731648717 0.0046362029795439675 -0.00027834260846444175 -0.0015246403635671936 -0.012478669491280164 0.00023141793792192793 -0.0029975324364872368 -0.062861085271654321 -0.026022842672112426 -0.00084666996992968614 0.013082468326037672 -0.014500428580782649 0.0024742010177291793 0.029777481430657927 0.0057302121385946992 -0.0061087500911826444 0.00047301305700604116 -0.017638571742771891 0.012874088756229954 0.0054263521428371715 0.053286458211729171 0.02617262769552426 -0.0069443610743079691 -0.016725147972583468 0.0019483596386175668 0.014461851201586079 0.0073843299824276013 -0.0069086889559267818 -0.00085129526307595952 -0.0091635692809483305 0.0049116999498758042 leaf_weight=257 29083 7272 48056 7013 119994 34498 1240 2311 531822 9491 23982 90188 1716 36442 10793 97715 9076 4282 29787 1139 4454 7789 8551 30372 4123 59306 12115 103654 422 3632 leaf_count=257 29083 7272 48056 7013 119994 34498 1240 2311 531822 9491 23982 90188 1716 36442 10793 97715 9076 4282 29787 1139 4454 7789 8551 30372 4123 59306 12115 103654 422 3632 internal_value=4.43431e-07 -0.000754229 -0.00533402 0.00101792 -0.00150132 -0.00631583 -0.019519 -0.000223695 -0.000955598 0.00203675 -0.0111913 0.00237378 0.00177065 0.00681164 0.00123004 -0.00102447 -0.00708331 -0.000716267 0.00240446 0.00226255 0.00642172 0.000774174 -0.00671848 0.00503374 0.00046479 0.00486618 0.00124122 0.000550358 -0.0492267 0.0166228 internal_weight=1.33058e+06 763948 79310 566627 163167 43173 8675 684638 534133 403460 31254 150505 393969 38158 355811 121866 24151 15075 233945 150248 39597 110651 20463 38458 11912 100504 41198 133441 1662 8086 internal_count=1330575 763948 79310 566627 163167 43173 8675 684638 534133 403460 31254 150505 393969 38158 355811 121866 24151 15075 233945 150248 39597 110651 20463 38458 11912 100504 41198 133441 1662 8086 cat_boundaries=0 1 2 3 cat_threshold=1314 6701 3328 is_linear=0 shrinkage=0.05 Tree=153 num_leaves=31 num_cat=3 split_feature=6 8 2 119 8 24 136 15 18 16 17 17 16 16 19 20 16 136 13 106 32 92 12 120 23 136 4 122 15 15 split_gain=389.197 561.441 528.59 456.46 408.319 422.765 404.973 393.211 336.294 519.501 416.694 370.749 707.596 471.137 323.288 318.343 499.992 434.056 461.24 349.993 317.888 315.783 310.005 599.077 913.324 612.227 721.247 750.035 574.447 439.121 threshold=6.7500000000000009 10.650000095367433 306.50000000000006 -0.87878364324569691 16.849999427795414 125.50000000000001 0 0.6850000023841859 18.219999313354496 17.029999732971195 15.405000209808351 18.219999313354496 16.335000038146976 20.524999618530277 14.039999961853029 7.9949998855590829 11.775000095367433 1 1.9550000429153445 -0.99549090862274159 11.949999809265138 -0.80029070377349842 1.3450000286102297 -0.85260769724845875 6.4549999237060556 2 3.9500000476837163 -0.79332312941551197 1.4550000429153445 0.86500000953674328 decision_type=2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 left_child=1 6 4 20 5 -2 7 -1 11 10 -10 13 -13 22 -6 16 -3 -18 19 -19 -4 -9 23 24 25 26 29 -28 -24 -8 right_child=2 15 3 -5 14 -7 8 21 9 -11 -12 12 -14 -15 -16 -17 17 18 -20 -21 -22 -23 28 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.025594914395797388 0.031045092229353595 -0.0041569944906227983 0.0043386441706178653 0.0003229530820690034 -0.002067950701489415 0.0039302557711018782 0.0049447909697124771 -0.011426360073936366 0.060669301240430677 0.0040342982140729048 0.01256509558131794 0.042839304215471025 0.002206317839857929 0.032657081521775107 -0.026082516300754643 0.0046295384599422439 0.0084151746036474854 -0.10931093008743108 -0.013222739894039879 -0.034128205384593609 -0.015766096598067849 -0.0018474866949733796 -0.0057030947559854345 0.0025537982326134679 0.0038111367770601364 0.0074261268038101807 -0.0083217345865472681 -0.026774895471587609 -0.00031659618381680736 -0.0076184990219828599 leaf_weight=1856 1452 14698 2667 263765 6702 144519 12525 9169 764 12726 1096 1452 4088 1094 1772 4523 1237 163 4548 3076 7482 139627 58114 206818 39971 7643 19984 7601 333802 15641 leaf_count=1856 1452 14698 2667 263765 6702 144519 12525 9169 764 12726 1096 1452 4088 1094 1772 4523 1237 163 4548 3076 7482 139627 58114 206818 39971 7643 19984 7601 333802 15641 internal_value=4.16447e-07 -0.000588812 0.00124146 -7.74223e-05 0.00358054 0.00419997 -0.000364584 -0.00272286 0.000126631 0.00764179 0.032324 -2.80325e-05 0.012856 -0.000129537 -0.00708964 -0.00752698 -0.00984482 -0.019109 -0.023462 -0.0379117 -0.0104829 -0.00243775 -0.000180625 0.00100036 -0.00210785 -0.00583987 -0.00765849 -0.0134065 -0.00111532 -0.00203179 internal_weight=1.33058e+06 902216 428359 273914 154445 145971 873971 150652 723319 14586 1860 708733 5540 703193 8474 28245 23722 9024 7787 3239 10149 148796 702099 310183 103365 63394 55751 27585 391916 28166 internal_count=1330575 902216 428359 273914 154445 145971 873971 150652 723319 14586 1860 708733 5540 703193 8474 28245 23722 9024 7787 3239 10149 148796 702099 310183 103365 63394 55751 27585 391916 28166 cat_boundaries=0 1 2 3 cat_threshold=4240 6144 2340 is_linear=0 shrinkage=0.05 end of trees feature_importances: apd_lag_1=497 dpd_lag_1=433 ground_energy_lag_1=401 dpd_lag_3=319 station_id=314 wvht_lag_1=281 dpd_lag_6=216 dpd_lag_12=163 wspd_lag_1=158 gst_lag_1=120 pres_lag_1=114 wind_energy_lag_1=111 wdir_sin_lag_1=89 mid_energy_lag_1=77 apd_lag_12=65 wspd_lag_6=58 wvht_lag_6=58 apd_lag_3=56 ground_energy_lag_12=52 wvht_lag_12=49 pres_lag_12=46 ground_energy_lag_3=44 gst_lag_6=42 wvht_lag_3=38 apd_lag_6=36 mwd_cos_lag_1=35 ground_dir_cos_lag_1=32 gst_lag_3=30 mwd_lag_1=30 mwd_sin_lag_1=26 wspd_lag_12=21 wind_quality_lag_1=21 wdir_cos_lag_6=19 wdir_lag_1=18 ground_dir_lag_1=18 wdir_sin_lag_12=18 pres_lag_6=17 ground_energy_lag_6=17 wind_energy_lag_12=17 mwd_cos_lag_3=17 wdir_sin_lag_3=17 wspd_lag_3=16 mwd_lag_3=16 wind_quality_lag_6=16 atmp_lag_1=15 mid_energy_lag_12=15 wind_dir_lag_1=15 mwd_lag_12=14 wtmp_lag_1=14 wind_dir_cos_lag_1=14 dewp_lag_1=12 mwd_cos_lag_6=12 wdir_lag_12=11 wind_dir_sin_lag_1=11 mwd_lag_6=10 mid_dir_cos_lag_12=10 wind_dir_sin_lag_3=10 bar_lag_1=10 mid_energy_lag_6=9 wdir_sin_lag_6=9 wdir_lag_6=8 pres_lag_3=8 ground_dir_cos_lag_12=8 wind_dir_cos_lag_12=8 mwd_sin_lag_3=8 wdir_cos_lag_12=8 bar_lag_12=8 ground_dir_cos_lag_3=7 mwd_sin_lag_12=7 wdir_cos_lag_3=7 atmp_lag_12=6 wtmp_lag_12=6 ground_quality_lag_1=6 wind_dir_sin_lag_6=6 wind_dir_sin_lag_12=6 wtmp_lag_3=5 mwd_cos_lag_12=5 wdir_cos_lag_1=5 gst_lag_12=4 wtmp_lag_6=4 ground_dir_lag_3=4 mid_dir_lag_1=4 wind_dir_lag_3=4 mid_dir_cos_lag_1=4 mwd_sin_lag_6=4 wdir_lag_3=3 atmp_lag_6=3 mid_dir_cos_lag_6=3 dewp_lag_12=2 mid_quality_lag_1=2 wind_energy_lag_3=2 wind_energy_lag_6=2 wind_dir_lag_6=2 wind_quality_lag_3=2 wind_dir_cos_lag_3=2 wind_dir_cos_lag_6=2 bar_lag_3=2 bar_lag_6=2 atmp_lag_3=1 dewp_lag_3=1 dewp_lag_6=1 ground_dir_lag_6=1 ground_dir_lag_12=1 mid_energy_lag_3=1 mid_dir_lag_12=1 wind_dir_lag_12=1 ground_dir_cos_lag_6=1 mid_dir_sin_lag_1=1 mid_dir_sin_lag_3=1 mid_dir_sin_lag_6=1 parameters: [boosting: gbdt] [objective: regression] [metric: l1] [tree_learner: serial] [device_type: cpu] [data_sample_strategy: bagging] [data: ] [valid: ] [num_iterations: 2000] [learning_rate: 0.05] [num_leaves: 31] [num_threads: 8] [seed: 0] [deterministic: 0] [force_col_wise: 0] [force_row_wise: 0] [histogram_pool_size: -1] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.8] [pos_bagging_fraction: 1] [neg_bagging_fraction: 1] [bagging_freq: 5] [bagging_seed: 3] [bagging_by_query: 0] [feature_fraction: 0.9] [feature_fraction_bynode: 1] [feature_fraction_seed: 2] [extra_trees: 0] [extra_seed: 6] [early_stopping_round: 0] [early_stopping_min_delta: 0] [first_metric_only: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [linear_lambda: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 4] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [monotone_constraints_method: basic] [monotone_penalty: 0] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [cegb_tradeoff: 1] [cegb_penalty_split: 0] [cegb_penalty_feature_lazy: ] [cegb_penalty_feature_coupled: ] [path_smooth: 0] [interaction_constraints: ] [verbosity: -1] [saved_feature_importance_type: 0] [use_quantized_grad: 0] [num_grad_quant_bins: 4] [quant_train_renew_leaf: 0] [stochastic_rounding: 1] [linear_tree: 0] [max_bin: 255] [max_bin_by_feature: ] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [data_random_seed: 1] [is_enable_sparse: 1] [enable_bundle: 1] [use_missing: 1] [zero_as_missing: 0] [feature_pre_filter: 1] [pre_partition: 0] [two_round: 0] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: 136] [forcedbins_filename: ] [precise_float_parser: 0] [parser_config_file: ] [objective_seed: 5] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [lambdarank_truncation_level: 30] [lambdarank_norm: 1] [label_gain: ] [lambdarank_position_bias_regularization: 0] [eval_at: ] [multi_error_top_k: 1] [auc_mu_weights: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] [num_gpu: 1] end of parameters pandas_categorical:[["46011", "46012", "46013", "46014", "46022", "46025", "46026", "46027", "46028", "46042", "46047", "46053", "46054", "46069", "46086"]]