tree
version=v3
num_class=3
num_tree_per_iteration=3
label_index=0
max_feature_idx=12
objective=multiclass num_class:3
feature_names=0 1 2 3 4 5 6 7 8 9 10 11 12
feature_infos=[-2.4342353470856879:2.1609503228013156] [-1.2983335777173202:2.9745429953195082] [-3.6791622340370145:3.1197718608779978] [-2.6710181364687169:3.1545107139410429] [-2.0882551982316313:4.3713721395547669] [-1.9149662374549228:2.5395154667814048] [-1.5654548527235288:1.7175163293202751] [-1.7876559632056976:2.4024031898537941] [-2.0515133394236567:3.485072512025424] [-1.6342882758947095:2.8947194457156122] [-1.8314920820746869:3.3016942153020343] [-1.8950538941648829:1.9609149917344735] [-1.3849148584226467:2.5479349087557956]
tree_sizes=544 551 447 556 660 558 658 659 558 659 662 557 660 659 559 655 661 657 659 657 657 659 662 658 662 659 656 660 657 657 663 664 658 663 658 657 660 658 657 658 663 656 665 663 655 660 657 660 662 663 657 657 662 657 663 658 662 658 764 657 662 766 658 663 658 662 659 762 657 659 767 660 663 659 661 553 660 660 555 762 663 665 761 655 555 656 657 665 764 661 659 762 656 658 658 662 664 766 658 660 663 666 662 658 656 663 663 665 658 767 662 767 763 664 660 766 663 659 769 764

Tree=0
num_leaves=4
num_cat=0
split_feature=12 6 0
split_gain=59.8697 2.92663 3.55271e-15
threshold=0.40795511641254606 0.15132824247368962 -0.69868807122782772
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-1.160925920495363 -1.076627673852488 -1.1380449678351541 -1.160925920495363
leaf_weight=8.5223724246025103 12.455775082111357 6.5556710958480826 13.111342191696169
leaf_count=26 38 20 40
internal_value=-1.1314 -1.1556 -1.16093
internal_weight=0 28.1894 21.6337
internal_count=124 86 66
is_linear=0
shrinkage=1


Tree=1
num_leaves=4
num_cat=0
split_feature=9 9 0
split_gain=61.792 2.26404 0.721063
threshold=-0.53556051917167058 -0.090013436720989409 -0.85309619185575125
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.87784902076425253 -0.94251000009467512 -0.96152793519185831 -0.8904008579283933
leaf_weight=9.6798581779003161 7.887291848659518 19.718229621648788 7.1702653169631949
leaf_count=27 22 55 20
internal_value=-0.928461 -0.956094 -0.88319
internal_weight=0 27.6055 16.8501
internal_count=124 77 47
is_linear=0
shrinkage=1


Tree=2
num_leaves=3
num_cat=0
split_feature=11 8
split_gain=61.9495 0.505091
threshold=-0.68035307296581804 -0.31695005052030539
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-1.2070661441972923 -1.2829264408864776 -1.2927986712775361
leaf_weight=11.547542154788969 6.0776537656784084 20.056257426738739
leaf_count=38 20 66
internal_value=-1.26493 -1.2905
internal_weight=0 26.1339
internal_count=124 86
is_linear=0
shrinkage=1


Tree=3
num_leaves=4
num_cat=0
split_feature=12 6 9
split_gain=55.7113 2.85964 0.000161186
threshold=0.40795511641254606 0.15132824247368962 -0.2197844316095374
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-0.029054555287911489 0.051840344709510128 -0.0064406419777528227 -0.029219644756495307
leaf_weight=10.939959913492205 12.784547895193098 6.5283163189887992 10.366198152303697
leaf_count=34 38 20 32
internal_value=0 -0.0238122 -0.0291349
internal_weight=0 27.8345 21.3062
internal_count=124 86 66
is_linear=0
shrinkage=0.03


Tree=4
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=58.1961 2.18516 0.687031 7.6376e-05
threshold=-0.53556051917167058 -0.090013436720989409 -0.59197591750974599 0.40795511641254606
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.048686944957037501 -0.013735965837632463 -0.032528136958421092 0.036506394068981436 -0.032408937432166711
leaf_weight=9.8023761808872241 7.8556687831878689 10.656040698289873 7.2500125467777243 8.8604672551155073
leaf_count=27 22 30 20 25
internal_value=0 -0.0270963 0.0435082 -0.032474
internal_weight=0 27.3722 17.0524 19.5165
internal_count=124 77 47 55
is_linear=0
shrinkage=0.03


Tree=5
num_leaves=4
num_cat=0
split_feature=11 11 9
split_gain=57.3497 0.509548 4.27576e-05
threshold=-0.68035307296581804 0.18829925847304788 -0.32143837760556654
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=0.054290229991174742 -0.017581036621012472 -0.027532359386351249 -0.027620852786142396
leaf_weight=11.951980292797087 5.9862624704837826 10.432896345853807 9.2893663942813856
leaf_count=38 20 35 31
internal_value=0 -0.0252472 -0.027574
internal_weight=0 25.7085 19.7223
internal_count=124 86 66
is_linear=0
shrinkage=0.03


Tree=6
num_leaves=5
num_cat=0
split_feature=12 0 4 6
split_gain=52.0411 3.31427 0.466542 0.000389649
threshold=0.057660805165883171 0.67863236477324995 0.19367837218204209 -0.18500060950939104
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.028769607840018391 0.027789742130465821 0.05591069751349171 -0.019491543023438276 -0.029051382370212046
leaf_weight=11.757055491209032 6.7098362147808066 8.6149447262287122 6.3850463330745688 7.0746307075023678
leaf_count=37 20 25 20 22
internal_value=0 0.0435982 -0.0264994 -0.0288755
internal_weight=0 15.3248 25.2167 18.8317
internal_count=124 45 79 59
is_linear=0
shrinkage=0.03


Tree=7
num_leaves=5
num_cat=0
split_feature=9 9 4 12
split_gain=54.8897 2.11187 0.639706 0.000275661
threshold=-0.53556051917167058 -0.090013436720989409 -0.22760167158663605 0.40795511641254606
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.046872795158679516 -0.013435199501205598 -0.032016976997934633 0.035173880826286495 -0.031789214763364854
leaf_weight=9.9064118564128893 7.8228748738765743 10.549117594957353 7.3111864030361167 8.7488347887992841
leaf_count=27 22 30 20 25
internal_value=0 -0.0265837 0.041905 -0.0319137
internal_weight=0 27.1208 17.2176 19.298
internal_count=124 77 47 55
is_linear=0
shrinkage=0.03


Tree=8
num_leaves=4
num_cat=0
split_feature=11 8 9
split_gain=53.2616 0.507883 0.000241919
threshold=-0.68035307296581804 -0.31695005052030539 -0.32143837760556654
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=0.05114605913236267 -0.017237202248139669 -0.027182077446171758 -0.027394182399502462
leaf_weight=12.315645992755888 5.9077630341053036 9.9124868810176867 9.4566895961761457
leaf_count=38 20 34 32
internal_value=0 -0.0249371 -0.0272856
internal_weight=0 25.2769 19.3692
internal_count=124 86 66
is_linear=0
shrinkage=0.03


Tree=9
num_leaves=5
num_cat=0
split_feature=12 0 0 9
split_gain=48.9009 2.92413 0.463417 0.000779099
threshold=0.057660805165883171 0.67863236477324995 0.16599740428854384 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.028378503412594465 0.026842118978627681 0.053057539352447183 -0.019115304248313873 -0.028779844809936884
leaf_weight=11.542034775018694 6.7760121226310721 8.8058095276355726 6.3071344792842856 6.9892495572567013
leaf_count=37 20 25 20 22
internal_value=0 0.0416573 -0.0261393 -0.0285299
internal_weight=0 15.5818 24.8384 18.5313
internal_count=124 45 79 59
is_linear=0
shrinkage=0.03


Tree=10
num_leaves=5
num_cat=0
split_feature=9 9 5 12
split_gain=51.726 2.03274 0.621186 0.000519945
threshold=-0.53556051917167058 -0.090013436720989409 1.0000000180025095e-35 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.04525791533979942 -0.013168806957112242 -0.031510882544457469 0.033774336327288303 -0.031197366875749481
leaf_weight=9.9852074980735797 7.7913399934768703 9.7348405718803424 7.3674890995025626 9.3175523877143842
leaf_count=27 22 28 20 27
internal_value=0 -0.0260783 0.0403823 -0.0313576
internal_weight=0 26.8437 17.3527 19.0524
internal_count=124 77 47 55
is_linear=0
shrinkage=0.03


Tree=11
num_leaves=4
num_cat=0
split_feature=11 11 9
split_gain=49.7591 0.50991 0.000262646
threshold=-0.68035307296581804 0.18829925847304788 -0.53556051917167058
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=0.048485826156965166 -0.016880469838500299 -0.026898594938033229 -0.027123345491267305
leaf_weight=12.625480324029921 5.8231173455715206 8.2918706536293048 10.74210664629936
leaf_count=38 20 29 37
internal_value=0 -0.0246488 -0.0270254
internal_weight=0 24.8571 19.034
internal_count=124 86 66
is_linear=0
shrinkage=0.03


Tree=12
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=46.0309 2.63693 0.464502 0.00123134
threshold=0.057660805165883171 0.93339658328254049 0.19367837218204209 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.027987948450652354 0.025874651375313553 0.050609826849633742 -0.018715735521319572 -0.028483865732578547
leaf_weight=10.087048858404161 6.8393987119197837 8.9612390398979169 6.2209043502807608 8.1444468200206774
leaf_count=33 20 25 20 26
internal_value=0 0.0399031 -0.0257942 -0.0282095
internal_weight=0 15.8006 24.4524 18.2315
internal_count=124 45 79 59
is_linear=0
shrinkage=0.03


Tree=13
num_leaves=5
num_cat=0
split_feature=9 9 10 12
split_gain=48.7907 1.95916 0.590739 0.000799202
threshold=-0.53556051917167058 -0.090013436720989409 0.42798735651421199 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.043936181047229544 -0.012912113452693006 -0.031022464623076638 0.03283335883923387 -0.030631055374589024
leaf_weight=9.6634313166141528 7.758660405874255 9.6150564849376696 7.7894596159458152 9.1752868890762311
leaf_count=26 22 28 21 27
internal_value=0 -0.0255946 0.0389808 -0.0308313
internal_weight=0 26.549 17.4529 18.7903
internal_count=124 77 47 55
is_linear=0
shrinkage=0.03


Tree=14
num_leaves=4
num_cat=0
split_feature=11 8 9
split_gain=46.6118 0.509152 0.000540558
threshold=-0.68035307296581804 -0.31695005052030539 -0.53556051917167058
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=0.046122087408561017 -0.016562941396805451 -0.026588244996794734 -0.026913835866999161
leaf_weight=12.898480176925657 5.7484371364116695 8.1031278073787707 10.582882285118101
leaf_count=38 20 29 37
internal_value=0 -0.0243707 -0.0267726
internal_weight=0 24.4344 18.686
internal_count=124 86 66
is_linear=0
shrinkage=0.03


Tree=15
num_leaves=5
num_cat=0
split_feature=12 0 0 9
split_gain=43.3927 2.41452 0.4605 0.00206636
threshold=0.057660805165883171 0.67863236477324995 0.16599740428854384 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.027640342772054721 0.024927908298270192 0.048468725957340038 -0.018375809795996952 -0.028303810647680346
leaf_weight=11.089311867952349 6.899641126394271 9.0841550529003126 6.1451032757759085 6.8250413835048702
leaf_count=37 20 25 20 22
internal_value=0 0.038307 -0.0254623 -0.0278931
internal_weight=0 15.9838 24.0595 17.9144
internal_count=124 45 79 59
is_linear=0
shrinkage=0.03


Tree=16
num_leaves=5
num_cat=0
split_feature=9 9 5 12
split_gain=46.0798 1.89254 0.570989 0.0011799
threshold=-0.53556051917167058 -0.090013436720989409 1.0000000180025095e-35 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.042346721347262556 -0.012659864809531182 -0.030571042245737378 0.031389475200439929 -0.03009192445633661
leaf_weight=10.083292603492739 7.7243674695491817 9.4919611215591448 7.4372462034225455 9.0237718820571882
leaf_count=27 22 28 20 27
internal_value=0 -0.0251337 0.0376955 -0.0303375
internal_weight=0 26.2401 17.5205 18.5157
internal_count=124 77 47 55
is_linear=0
shrinkage=0.03


Tree=17
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=44.106 3.74924 0.00135823 0.00138293
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.054738844291569069 -0.026380281587914042 0.024529341309200828 -0.027182290778676933 -0.026535134064904046
leaf_weight=7.6498932242393494 10.441751062870024 7.1562533378601056 5.7725887298584002 6.1252035796642303
leaf_count=22 38 22 20 22
internal_value=0 0.0401377 -0.02663 -0.0268491
internal_weight=0 14.8061 22.3395 11.8978
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=18
num_leaves=5
num_cat=0
split_feature=12 3 4 9
split_gain=40.9552 2.21743 0.469191 0.00260066
threshold=0.057660805165883171 -0.70415143697469984 0.19367837218204209 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.027285180057195855 0.047525318922464352 0.025262951961506339 -0.017927512079366822 -0.028017680275060505
leaf_weight=9.674000889062885 8.3945191502571124 7.7389293313026419 6.0419974327087393 7.9447170495986947
leaf_count=33 23 22 20 26
internal_value=0 0.0368465 -0.0251416 -0.0276155
internal_weight=0 16.1334 23.6607 17.6187
internal_count=124 45 79 59
is_linear=0
shrinkage=0.03


Tree=19
num_leaves=5
num_cat=0
split_feature=9 0 10 9
split_gain=43.572 1.84267 0.554279 0.00462519
threshold=-0.53556051917167058 0.073352531911790655 0.42798735651421199 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.041299342504486102 -0.012953033768233929 -0.030711862701172314 0.030576946092242669 -0.029729981831890791
leaf_weight=9.7205685675144213 8.2156873643398303 7.4684363305568722 7.8373257219791403 10.234693765640257
leaf_count=26 24 22 21 31
internal_value=0 -0.024695 0.0365132 -0.0301442
internal_weight=0 25.9188 17.5579 17.7031
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=20
num_leaves=5
num_cat=0
split_feature=6 10 9 12
split_gain=41.6516 3.43957 0.00168471 0.00168897
threshold=-0.4560716245405308 -1.173391274718697 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.052291930329365924 -0.026114347438107244 0.023559059643025047 -0.027011846613604232 -0.026290724039695637
leaf_weight=7.7911074161529541 10.209098309278486 7.2285119593143445 5.694889575242998 6.0058529376983643
leaf_count=22 38 22 20 22
internal_value=0 0.0384636 -0.026396 -0.0266417
internal_weight=0 15.0196 21.9098 11.7007
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=21
num_leaves=5
num_cat=0
split_feature=12 0 11 9
split_gain=38.6796 3.81712 0.112885 0.00248098
threshold=1.0000000180025095e-35 0.57363484274626197 0.5202233200797689 -0.32143837760556654
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.026902671538969081 0.016451868254956207 0.045355368006771556 -0.022586522437121219 -0.02765950561491751
leaf_weight=6.5665757060051009 6.8310306966304806 10.332064896821974 6.1865047216415396 9.5930891931056976
leaf_count=23 20 28 21 32
internal_value=0 0.0338516 -0.0260327 -0.027352
internal_weight=0 17.1631 22.3462 16.1597
internal_count=124 48 76 55
is_linear=0
shrinkage=0.03


Tree=22
num_leaves=5
num_cat=0
split_feature=9 9 5 12
split_gain=41.2724 1.79992 0.542542 0.00194168
threshold=-0.53556051917167058 -0.090013436720989409 1.0000000180025095e-35 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.039969409736149084 -0.012079928855585892 -0.029768952544904654 0.029303386396292333 -0.029144732785607676
leaf_weight=10.104186147451403 7.6392093300819424 9.2422050535678881 7.4617461562156668 8.7127382159233075
leaf_count=27 22 28 20 27
internal_value=0 -0.0242767 0.0354386 -0.029466
internal_weight=0 25.5942 17.5659 17.9549
internal_count=124 77 47 55
is_linear=0
shrinkage=0.03


Tree=23
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=39.4622 3.21066 0.00211489 0.00207714
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.050236041029766969 -0.025858266100425416 0.022634672646722691 -0.02686726899751312 -0.026061223553466548
leaf_weight=7.902476042509079 9.9728296101093274 7.2936796247959119 5.6262827813625353 5.8889938294887543
leaf_count=22 38 22 20 22
internal_value=0 0.0369882 -0.0261781 -0.0264551
internal_weight=0 15.1962 21.4881 11.5153
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=24
num_leaves=5
num_cat=0
split_feature=12 0 4 9
split_gain=36.6444 3.49177 0.112638 0.00315597
threshold=1.0000000180025095e-35 0.57363484274626197 1.0000000180025095e-35 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.026651070607124891 0.016061096125242855 0.043649128688889934 -0.022177183031387014 -0.027494021894426166
leaf_weight=8.6899859309196508 6.8472539186477688 10.401002734899519 5.8476366996765128 7.4023912549018869
leaf_count=31 20 28 20 25
internal_value=0 0.0326972 -0.0257431 -0.0270388
internal_weight=0 17.2483 21.94 16.0924
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=25
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=39.2094 3.4665 0.0107373 0.00212617
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.038437270924049041 -0.0070833792871239061 -0.029362576545982781 0.04004564025955723 -0.028703690762858697
leaf_weight=7.480472207069397 10.21323597431183 9.1020601987838763 7.4621743857860547 8.546561658382414
leaf_count=20 29 28 20 27
internal_value=0 -0.0209936 0.0392405 -0.0290435
internal_weight=0 27.8619 14.9426 17.6486
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=26
num_leaves=5
num_cat=0
split_feature=6 10 9 12
split_gain=37.3098 2.94609 0.00239941 0.00234358
threshold=-0.4560716245405308 -1.173391274718697 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.048129814536673622 -0.025613042625794755 0.021823191730300034 -0.026695950175939492 -0.025832068689759412
leaf_weight=8.0077191889286023 9.737078979611395 7.346401333808898 5.5430290400981921 5.7664697766304016
leaf_count=22 38 22 20 22
internal_value=0 0.035543 -0.0259583 -0.0262555
internal_weight=0 15.3541 21.0466 11.3095
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=27
num_leaves=5
num_cat=0
split_feature=12 12 11 9
split_gain=34.7326 3.27295 0.116124 0.00310223
threshold=1.0000000180025095e-35 0.89359041154996521 0.5202233200797689 -0.32143837760556654
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.026308999308107702 0.015517537440071366 0.04218987150839356 -0.021901005560485052 -0.027172473871817964
leaf_weight=6.2704673260450372 6.858837395906451 10.447623312473295 5.9622813463211051 9.2966446876525879
leaf_count=23 20 28 21 32
internal_value=0 0.0316192 -0.0254611 -0.0268247
internal_weight=0 17.3065 21.5294 15.5671
internal_count=124 48 76 55
is_linear=0
shrinkage=0.03


Tree=28
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=37.2115 1.73569 0.533349 0.00728668
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.038471305367267165 -0.012028612474591143 -0.02969571016562092 0.027975863618890449 -0.028435501299396072
leaf_weight=9.3158277273178118 8.0278137922287005 7.1942457556724575 8.1875154972076398 9.6931234002113325
leaf_count=25 24 22 22 31
internal_value=0 -0.023513 0.0335619 -0.0289724
internal_weight=0 24.9152 17.5033 16.8874
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=29
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=35.3098 2.80306 0.0026064 0.00255983
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.046425554673388346 -0.025381362453191204 0.020874938587407344 -0.026521620684584607 -0.025610236446820357
leaf_weight=8.0813623666763288 9.504984036087988 7.4053776264190665 5.4552626460790652 5.6424577534198761
leaf_count=22 38 22 20 22
internal_value=0 0.0342079 -0.025746 -0.0260582
internal_weight=0 15.4867 20.6027 11.0977
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=30
num_leaves=5
num_cat=0
split_feature=12 0 4 9
split_gain=32.9128 3.03691 0.117805 0.00385139
threshold=1.0000000180025095e-35 0.57363484274626197 1.0000000180025095e-35 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.026101530500320068 0.015108810849012414 0.040774415109973643 -0.021474027013610009 -0.02705047134329264
leaf_weight=8.3058178871870041 6.8776066601276424 10.459471285343168 5.6311249732971183 7.1741220653057107
leaf_count=31 20 28 20 25
internal_value=0 0.0305929 -0.0251897 -0.0265413
internal_weight=0 17.3371 21.1111 15.4799
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=31
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=35.4559 3.22668 0.0143878 0.00283851
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.036400848059887456 -0.0069173053197471614 -0.028671813065647044 0.038269048046931119 -0.027896807704741806
leaf_weight=7.4154468476772308 10.129100918769838 8.8324316740036029 7.4250805974006635 8.2038513123989087
leaf_count=20 29 28 20 27
internal_value=0 -0.0203262 0.0373356 -0.0282986
internal_weight=0 27.1654 14.8405 17.0363
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=32
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=33.5355 2.59712 0.00292381 0.00310985
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.04474824644240747 -0.025159166792595566 0.02022846008101933 -0.026396343862859807 -0.025382807021563605
leaf_weight=8.1432277560234052 9.2721383273601514 7.4396215677261344 5.3887196630239504 5.5110550373792648
leaf_count=22 38 22 20 22
internal_value=0 0.0330419 -0.0255508 -0.0258839
internal_weight=0 15.5828 20.1719 10.8998
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=33
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=31.2507 2.88015 0.119681 0.0042067
threshold=1.0000000180025095e-35 0.89359041154996521 1.0000000180025095e-35 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.025841050779530347 0.014589420517081699 0.039580610306491862 -0.021150796989430336 -0.026842616997138607
leaf_weight=8.1103671044111252 6.8794412314891842 10.462075293064116 5.5273421406745902 7.0592634379863748
leaf_count=31 20 28 20 25
internal_value=0 0.0296665 -0.0249301 -0.0263071
internal_weight=0 17.3415 20.697 15.1696
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=34
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=33.6718 3.11719 0.0161347 0.00285011
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.03545430865513001 -0.00682491299258657 -0.028313101279326139 0.037438435396931098 -0.027528835625627537
leaf_weight=7.362843930721283 10.100174069404604 8.6786511540412921 7.391686797142027 8.028244346380232
leaf_count=20 29 28 20 27
internal_value=0 -0.0199821 0.0364483 -0.0279362
internal_weight=0 26.8071 14.7545 16.7069
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=35
num_leaves=5
num_cat=0
split_feature=6 6 9 12
split_gain=31.802 2.52086 0.00309494 0.00332188
threshold=-0.4560716245405308 -1.2542251687988866 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.042534382223716777 -0.024947827450461486 0.018279767570614839 -0.026235116228453658 -0.025177241610049559
leaf_weight=8.7948068678379041 9.0415396243333799 6.8684180974960318 5.3007659912109393 5.3859801590442657
leaf_count=24 38 20 20 22
internal_value=0 0.0318986 -0.0253563 -0.025702
internal_weight=0 15.6632 19.7283 10.6867
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=36
num_leaves=5
num_cat=0
split_feature=12 12 11 9
split_gain=29.6937 2.68736 0.122242 0.00362037
threshold=1.0000000180025095e-35 0.89359041154996521 0.5202233200797689 -0.32143837760556654
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.025540462314200724 0.014249747123745016 0.038396301716292443 -0.020915072298743842 -0.02650344596883094
leaf_weight=5.8327870666980752 6.883285820484164 10.439495801925657 5.6138688772916785 8.8370090425014496
leaf_count=23 20 28 21 32
internal_value=0 0.0288016 -0.0246798 -0.0261206
internal_weight=0 17.3228 20.2837 14.6698
internal_count=124 48 76 55
is_linear=0
shrinkage=0.03


Tree=37
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=32.0756 1.66344 0.546855 0.00998558
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.036236082612354753 -0.011129736497623959 -0.028868125153485857 0.025527937574259835 -0.027356397712478379
leaf_weight=9.1835390627384204 7.8172336220741299 6.9112315773963955 8.0588801801204664 9.1241537034511548
leaf_count=25 24 22 22 31
internal_value=0 -0.0224764 0.0312312 -0.028008
internal_weight=0 23.8526 17.2424 16.0354
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=38
num_leaves=5
num_cat=0
split_feature=6 10 9 12
split_gain=30.1761 2.39872 0.00324899 0.00373533
threshold=-0.4560716245405308 -1.173391274718697 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.042031056043429507 -0.024746266677627745 0.018576638051431595 -0.026096099476681359 -0.024963005331218972
leaf_weight=8.2101022601127607 8.8122080564498884 7.5179346799850455 5.2219293415546435 5.2518272548913956
leaf_count=22 38 22 20 22
internal_value=0 0.0308199 -0.0251708 -0.0255279
internal_weight=0 15.728 19.286 10.4738
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=39
num_leaves=5
num_cat=0
split_feature=12 0 4 9
split_gain=28.202 2.56261 0.123965 0.00464668
threshold=1.0000000180025095e-35 0.57363484274626197 1.0000000180025095e-35 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.025367274433392161 0.013785650257502549 0.037380333542212804 -0.020518768169885852 -0.026441739682108997
leaf_weight=7.726591721177102 6.8910444676876095 10.387940943241118 5.3187207877635947 6.8196863830089578
leaf_count=31 20 28 20 25
internal_value=0 0.0279705 -0.024438 -0.025871
internal_weight=0 17.279 19.865 14.5463
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=40
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=30.6106 2.92191 0.0193677 0.00344341
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.033848440796944081 -0.0066522742685400189 -0.027724026754298348 0.036038540237140079 -0.026844851460290517
leaf_weight=7.2323636114597321 10.003518581390383 8.4009887278080004 7.3042258918285352 7.669891655445098
leaf_count=20 29 28 20 27
internal_value=0 -0.0193812 0.0349489 -0.0273044
internal_weight=0 26.0744 14.5366 16.0709
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=41
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=28.7385 2.29834 0.00350591 0.00426411
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.040865366702472698 -0.024552487075150418 0.017926907614617845 -0.025983009490680518 -0.024760678335849436
leaf_weight=8.2183665335178357 8.5844715237617475 7.5360775887966147 5.1542246788740176 5.1202068626880646
leaf_count=22 38 22 20 22
internal_value=0 0.0298928 -0.025 -0.0253739
internal_weight=0 15.7544 18.8589 10.2744
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=42
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=26.8355 2.41376 0.126086 0.00491209
threshold=1.0000000180025095e-35 0.89359041154996521 1.0000000180025095e-35 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.025142692833403736 0.013448678516653007 0.036381924191610397 -0.020216153252493867 -0.026259127600175319
leaf_weight=7.5329126864671716 6.8794921934604671 10.336974859237669 5.2160959094762793 6.7028654515743264
leaf_count=31 20 28 20 25
internal_value=0 0.0272181 -0.0242063 -0.0256684
internal_weight=0 17.2165 19.4519 14.2358
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=43
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=29.1389 2.82976 0.0207071 0.00334718
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.033095338583007998 -0.0065653332671160329 -0.027410908702122247 0.035370839249692469 -0.026534684454605859
leaf_weight=7.1498972177505493 9.9711182415485382 8.2402363121509534 7.247608929872511 7.4901549816131601
leaf_count=20 29 28 20 27
internal_value=0 -0.0190683 0.0342408 -0.0269937
internal_weight=0 25.7015 14.3975 15.7304
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=44
num_leaves=5
num_cat=0
split_feature=6 6 9 12
split_gain=27.3209 2.24334 0.0036219 0.00444735
threshold=-0.4560716245405308 -1.2542251687988866 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.038935567319411279 -0.024368475371124312 0.016121356325258487 -0.025839655675582291 -0.02457822583414233
leaf_weight=8.8789524734020215 8.3588321954011899 6.8885672390460959 5.0668629705905932 4.9954795390367508
leaf_count=24 38 20 20 22
internal_value=0 0.0289684 -0.02483 -0.0252134
internal_weight=0 15.7675 18.4212 10.0623
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=45
num_leaves=5
num_cat=0
split_feature=12 0 5 9
split_gain=25.5503 2.30542 0.128915 0.00474668
threshold=1.0000000180025095e-35 0.57363484274626197 -0.1363782188569643 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.024684168821149117 0.013076633539068976 0.035524092408941679 -0.019898248507999705 -0.025861980737086784
leaf_weight=4.5900722444057473 6.8804395496845272 10.255078196525572 5.0944133698940268 9.3574855923652649
leaf_count=20 20 28 20 36
internal_value=0 0.0265107 -0.0239826 -0.0254744
internal_weight=0 17.1355 19.042 13.9476
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=46
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=27.8143 1.60164 0.560457 0.0124328
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.034448907883466703 -0.010310024959324983 -0.028162977925563049 0.023473396848621483 -0.026430193347703208
leaf_weight=8.9722229540348071 7.5995350480079678 6.6160399615764609 7.8516708314418784 8.5333547890186292
leaf_count=25 24 22 22 31
internal_value=0 -0.021549 0.0293267 -0.0271869
internal_weight=0 22.7489 16.8239 15.1494
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=47
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=25.9845 2.15128 0.00372672 0.00482086
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.038733118718370388 -0.024192936514124082 0.016554254503698664 -0.025715769858178458 -0.024388373124194021
leaf_weight=8.2004274129867536 8.1354511529207212 7.5690936744213095 4.9885507225990313 4.8628020733594894
leaf_count=22 38 22 20 22
internal_value=0 0.0280877 -0.0246681 -0.0250605
internal_weight=0 15.7695 17.9868 9.85135
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=48
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=24.313 2.19278 0.131073 0.00525061
threshold=1.0000000180025095e-35 0.89359041154996521 1.0000000180025095e-35 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.024733537267012669 0.012717007330134832 0.034663888513226243 -0.019617800736767898 -0.025913091658009629
leaf_weight=7.156671181321145 6.8608156442642239 10.171771109104155 5.0090065300464621 6.464061528444291
leaf_count=31 20 28 20 25
internal_value=0 0.0258236 -0.0237673 -0.0252933
internal_weight=0 17.0326 18.6297 13.6207
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=49
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=26.6027 2.66488 0.0230547 0.00363327
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.031811966890883336 -0.0063991322167030991 -0.026893968621167857 0.034238903677925758 -0.025961349850131283
leaf_weight=6.9712399244308472 9.8639137446880341 7.9530143737792969 7.1214410960674268 7.1299640089273453
leaf_count=20 29 28 20 27
internal_value=0 -0.0185238 0.0330384 -0.0264531
internal_weight=0 24.9469 14.0927 15.083
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=50
num_leaves=5
num_cat=0
split_feature=6 6 9 12
split_gain=24.8032 2.07823 0.00392326 0.0050974
threshold=-0.4560716245405308 -1.2542251687988866 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.036925737789292055 -0.024023691819640168 0.01494396668728566 -0.025601977218642526 -0.024223045722009891
leaf_weight=8.8723423480987531 7.9157014936208716 6.8667687475681296 4.9122904390096682 4.7415923327207565
leaf_count=24 38 20 20 22
internal_value=0 0.0273354 -0.0245188 -0.0249247
internal_weight=0 15.7391 17.5696 9.65388
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=51
num_leaves=5
num_cat=0
split_feature=12 0 11 9
split_gain=23.175 2.09527 0.132841 0.003759
threshold=1.0000000180025095e-35 0.57363484274626197 0.5202233200797689 -0.32143837760556654
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.024508184618497447 0.012407722939132377 0.033912853552186574 -0.019417141465187068 -0.025547115624544581
leaf_weight=5.1322473734617242 6.8555328398942974 10.062505841255186 5.0418420135974875 8.0513303428888321
leaf_count=23 20 28 21 32
internal_value=0 0.0251985 -0.0235588 -0.0251427
internal_weight=0 16.918 18.2254 13.1836
internal_count=124 48 76 55
is_linear=0
shrinkage=0.03


Tree=52
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=25.379 2.59029 0.024249 0.00355435
threshold=-0.67830861354907324 -0.090013436720989409 -0.81329823234286491 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.031202220610950793 -0.0063027358761911182 -0.026626120507176412 0.033707164834629884 -0.025693031056467242
leaf_weight=6.8670460879802704 9.8257997632026672 7.7967981398105621 7.0476332604885084 6.9485838711261749
leaf_count=20 29 28 20 27
internal_value=0 -0.0182351 0.0324709 -0.0261864
internal_weight=0 24.5712 13.9147 14.7454
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=53
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=23.6205 2.02066 0.00399896 0.00543138
threshold=-0.4560716245405308 -1.2382679850281793 -0.53556051917167058 1.0050476924011762
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.036933933538388489 -0.023863340305557344 0.01539882380372371 -0.025487064568134966 -0.024047891573635662
leaf_weight=8.1372465491294843 7.6977241784334174 7.568901687860488 4.8346888124942797 4.6109386086463928
leaf_count=22 38 22 20 22
internal_value=0 0.026556 -0.0243709 -0.0247845
internal_weight=0 15.7061 17.1434 9.44563
internal_count=124 44 80 42
is_linear=0
shrinkage=0.03


Tree=54
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=22.1025 2.01091 0.136892 0.00556062
threshold=1.0000000180025095e-35 0.89359041154996521 1.0000000180025095e-35 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.024291879888089861 0.012074745099730196 0.033210101954193112 -0.019029737118447659 -0.025534690670104093
leaf_weight=6.0751714408397683 6.8305982500314739 9.9580094218254072 4.8048354089260092 6.9429889172315606
leaf_count=28 20 28 20 28
internal_value=0 0.024611 -0.0233574 -0.0249547
internal_weight=0 16.7886 17.823 13.0182
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=55
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=24.248 1.55382 0.572326 0.0141568
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.033000613222974443 -0.0095308800690956114 -0.027554444083292013 0.021728702460703238 -0.025651139500715195
leaf_weight=8.7022728621959704 7.3741230219602611 6.3099885135889036 7.5899500846862784 7.9464835077524185
leaf_count=25 24 22 22 31
internal_value=0 -0.0207108 0.0277494 -0.0264936
internal_weight=0 21.6306 16.2922 14.2565
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=56
num_leaves=5
num_cat=0
split_feature=6 9 6 9
split_gain=22.5523 0.997326 0.00574118 0.0019472
threshold=-0.76730130846517275 0.35337079581488257 0.071010904686685181 -0.53556051917167058
decision_type=2 2 2 2
left_child=-1 2 -2 -4
right_child=1 -3 3 -5
leaf_value=0.029829373006664262 -0.025353710878542178 -0.0076316419674003272 -0.02364680293853778 -0.024500469262801073
leaf_weight=13.364578098058699 5.279856592416766 3.9576950371265402 4.2858586162328702 5.4791273772716522
leaf_count=37 23 17 22 25
internal_value=0 -0.0210317 -0.0245567 -0.0241258
internal_weight=0 19.0025 15.0448 9.76499
internal_count=124 87 70 47
is_linear=0
shrinkage=0.03


Tree=57
num_leaves=5
num_cat=0
split_feature=12 0 5 9
split_gain=21.0917 1.93035 0.137647 0.00467659
threshold=1.0000000180025095e-35 0.57363484274626197 -0.1363782188569643 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.024041867557584678 0.01178573622660571 0.032555211587635323 -0.018773794135137526 -0.02522924160580314
leaf_weight=4.7770215123891839 6.8225490450859096 9.8304176628589612 4.6933670789003363 7.9597348421812066
leaf_count=23 20 28 20 33
internal_value=0 0.0240462 -0.0231656 -0.0247839
internal_weight=0 16.653 17.4301 12.7368
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=58
num_leaves=6
num_cat=0
split_feature=9 4 4 9 12
split_gain=23.2346 2.7428 0.514966 0.0346378 0.0249935
threshold=-0.67830861354907324 -0.57866837472720112 1.0000000180025095e-35 0.26253109939289909 -0.81329823234286491
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.030164158758790655 0.0009437634406512565 -0.016635739527560759 -0.028612453209761551 -0.02533909671631181 0.032741941263495881
leaf_weight=6.6534187793731689 5.4519018977880505 6.666078299283984 6.2327316105365735 5.4564979523420334 6.8913402557373029
leaf_count=20 18 23 21 22 20
internal_value=0 -0.0177403 -0.0232898 -0.0270845 0.0314757
internal_weight=0 23.8072 18.3553 11.6892 13.5448
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=59
num_leaves=5
num_cat=0
split_feature=6 10 9 12
split_gain=21.606 1.91482 0.00439677 0.00648637
threshold=-0.4560716245405308 -1.173391274718697 -0.57881751746785304 0.93339658328254049
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.035445752446557358 -0.023515473689988815 0.014393058418323166 -0.025316100022488092 -0.023762886815022033
leaf_weight=8.0451684892177564 6.660123839974406 7.525199860334399 4.7021174132823926 4.9854202717542648
leaf_count=22 35 22 20 25
internal_value=0 0.0252709 -0.0241088 -0.0245168
internal_weight=0 15.5704 16.3477 9.68754
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=60
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=20.082 1.8852 0.140713 0.00564891
threshold=1.0000000180025095e-35 0.89359041154996521 1.0000000180025095e-35 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.023946904026053106 0.011341311305223757 0.031946304612575541 -0.018501419979280155 -0.025230490036396588
leaf_weight=5.7428672909736642 6.7909451723098782 9.7107537388801557 4.6157125234603873 6.6691594570875177
leaf_count=28 20 28 20 28
internal_value=0 0.0234667 -0.0229735 -0.0246366
internal_weight=0 16.5017 17.0277 12.412
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=61
num_leaves=6
num_cat=0
split_feature=9 4 4 9 12
split_gain=22.2034 2.65391 0.510867 0.0327695 0.0254011
threshold=-0.67830861354907324 -0.57866837472720112 1.0000000180025095e-35 0.26253109939289909 -0.81329823234286491
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.029676873405706333 0.00092232898779182981 -0.016344169066707621 -0.028331328506442478 -0.025111743080778376 0.032295323413296953
leaf_weight=6.5372059643268585 5.4299294501543072 6.5814201235771206 6.1222055405378324 5.3154846429824829 6.8054675459861738
leaf_count=20 18 23 21 22 20
internal_value=0 -0.017463 -0.0230033 -0.0268351 0.0310124
internal_weight=0 23.449 18.0191 11.4377 13.3427
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=62
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=20.6523 1.86182 0.00452931 0.00668232
threshold=-0.4560716245405308 -1.2382679850281793 -0.57881751746785304 0.93339658328254049
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.034745869411421916 -0.023368616417000495 0.013938693239165509 -0.025213604142386346 -0.023620434187131632
leaf_weight=7.979100376367569 6.461280718445777 7.5162710845470446 4.6314907073974592 4.8513626605272293
leaf_count=22 35 22 20 25
internal_value=0 0.024653 -0.0239812 -0.0243985
internal_weight=0 15.4954 15.9441 9.48285
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=63
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=19.1306 1.81555 0.142382 0.00580415
threshold=1.0000000180025095e-35 0.89359041154996521 1.0000000180025095e-35 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.023774145165617277 0.011027095035128475 0.031328271889224393 -0.018247699888522567 -0.02509203835754456
leaf_weight=5.5703932344913492 6.7692838013172176 9.5692330598831159 4.5233845710754386 6.5372377783060083
leaf_count=28 20 28 20 28
internal_value=0 0.0229172 -0.0227891 -0.0244857
internal_weight=0 16.3385 16.631 12.1076
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=64
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=21.2656 1.48881 0.569115 0.0127085
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.031782670587674075 -0.008920688059768242 -0.026887668251001383 0.020318245892029029 -0.025027655890698795
leaf_weight=8.3852525353431684 7.1763822436332729 5.9729808866977674 7.2808701694011679 7.4042619466781616
leaf_count=25 24 22 22 31
internal_value=0 -0.0199444 0.0264546 -0.0258582
internal_weight=0 20.5536 15.6661 13.3772
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=65
num_leaves=5
num_cat=0
split_feature=6 9 6 9
split_gain=19.8208 0.937185 0.00579681 0.0021042
threshold=-0.76730130846517275 0.35337079581488257 0.071010904686685181 -0.53556051917167058
decision_type=2 2 2 2
left_child=-1 2 -2 -4
right_child=1 -3 3 -5
leaf_value=0.027883427530536069 -0.025036531538821127 -0.0072925911466978416 -0.02323997716471372 -0.024161175570269939
leaf_weight=13.178870737552645 4.9647370278835323 3.7280806750059119 3.9396779835224169 5.147339060902592
leaf_count=37 23 17 22 25
internal_value=0 -0.0206645 -0.0242122 -0.0237618
internal_weight=0 17.7798 14.0518 9.08702
internal_count=124 87 70 47
is_linear=0
shrinkage=0.03


Tree=66
num_leaves=5
num_cat=0
split_feature=12 0 5 9
split_gain=18.279 1.75774 0.144146 0.00436763
threshold=1.0000000180025095e-35 0.57363484274626197 -0.1363782188569643 -0.53556051917167058
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.023583987577460112 0.010751663537485148 0.030808520937554949 -0.017976236261302871 -0.024776786091683371
leaf_weight=4.3837594091892251 6.750936076045039 9.4195922911167127 4.3975663781166068 7.4719903916120538
leaf_count=23 20 28 20 33
internal_value=0 0.0224351 -0.0226151 -0.0243357
internal_weight=0 16.1705 16.2533 11.8557
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=67
num_leaves=6
num_cat=0
split_feature=9 4 4 9 12
split_gain=20.378 2.55611 0.498266 0.0320675 0.0257608
threshold=-0.67830861354907324 -0.57866837472720112 1.0000000180025095e-35 0.26253109939289909 -0.81329823234286491
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.0288170852934913 0.0011578263122557918 -0.015917965568260185 -0.027949475322708816 -0.024695374093272601 0.031496405026164118
leaf_weight=6.2995030283927917 5.3395209610462215 6.3919323831796673 5.9327663034200651 5.0415948331356049 6.627355217933653
leaf_count=20 18 23 21 22 20
internal_value=0 -0.016995 -0.0225764 -0.0264545 0.0301907
internal_weight=0 22.7058 17.3663 10.9744 12.9269
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=68
num_leaves=5
num_cat=0
split_feature=11 9 2 12
split_gain=19.0052 1.19921 0.149799 0.00317719
threshold=-0.51792214920082713 0.51558453942556748 0.74380026856898784 0.54329610030330222
decision_type=2 2 2 2
left_child=1 -1 3 -2
right_child=2 -3 -4 -5
leaf_value=0.016084614779143941 -0.024318306923958061 0.033465480473660686 -0.017208368885668318 -0.023331555729839609
leaf_weight=6.8272366076707858 7.2892777025699633 7.4945753812789917 3.9638292640447608 4.9182984232902527
leaf_count=20 36 21 20 27
internal_value=0 0.02518 -0.0222755 -0.0239208
internal_weight=0 14.3218 16.1714 12.2076
internal_count=124 41 83 63
is_linear=0
shrinkage=0.03


Tree=69
num_leaves=5
num_cat=0
split_feature=6 0 12 9
split_gain=17.4899 5.86223 0.00868926 0.00399812
threshold=0.15132824247368962 0.073352531911790655 -0.2926335060807797 -0.32143837760556654
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.023508914036140239 -0.0068972911446890254 0.0312338437148004 -0.02578815809302171 -0.024709353740912751
leaf_weight=4.4983329027891168 5.1422330290079143 12.328006431460379 4.2782256901264182 5.6124034970998773
leaf_count=24 20 37 18 25
internal_value=0 0.0200102 -0.0246548 -0.0241753
internal_weight=0 17.4702 14.389 10.1107
internal_count=124 57 67 49
is_linear=0
shrinkage=0.03


Tree=70
num_leaves=6
num_cat=0
split_feature=9 4 4 9 12
split_gain=19.4874 2.48116 0.493425 0.0303828 0.0251474
threshold=-0.67830861354907324 -0.57866837472720112 1.0000000180025095e-35 0.26253109939289909 -0.81329823234286491
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.028423783445423081 0.0011705669903585806 -0.015663562081224897 -0.027699612059106579 -0.024494199992251522 0.031094228343730382
leaf_weight=6.1771159172058105 5.3089908361434963 6.3138018995523479 5.8224173188209516 4.9020066112279892 6.5273942053318006
leaf_count=20 18 23 21 22 20
internal_value=0 -0.0167373 -0.0223172 -0.0262345 0.0297958
internal_weight=0 22.3472 17.0382 10.7244 12.7045
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=71
num_leaves=5
num_cat=0
split_feature=6 6 9 12
split_gain=18.2705 1.72731 0.00506268 0.00763428
threshold=-0.4560716245405308 -1.2542251687988866 -0.57881751746785304 0.93339658328254049
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.032042049646674155 -0.022979099996351462 0.011626454129107833 -0.024991550292926813 -0.023236652231276033
leaf_weight=8.5754823088645917 5.9044529050588599 6.6007410287857082 4.4487239569425565 4.4755022674798965
leaf_count=24 35 20 20 25
internal_value=0 0.0231625 -0.0236606 -0.0241115
internal_weight=0 15.1762 14.8287 8.92423
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=72
num_leaves=5
num_cat=0
split_feature=12 12 5 9
split_gain=16.7311 1.6213 0.158771 0.00488613
threshold=1.0000000180025095e-35 0.89359041154996521 -1.0000000180025095e-35 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.023171584329992719 0.010310660340770186 0.02980322679950909 -0.017024449755590042 -0.024476349997502238
leaf_weight=3.8640874475240699 6.6350496411323538 9.1174358129501325 3.8607161492109325 7.7919436395168296
leaf_count=22 20 28 18 36
internal_value=0 0.0215928 -0.0222973 -0.0240438
internal_weight=0 15.7525 15.5167 11.656
internal_count=124 48 76 58
is_linear=0
shrinkage=0.03


Tree=73
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=18.6813 1.42788 0.555181 0.0105894
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.030706942899347008 -0.0083455943451355343 -0.026247030941955435 0.019131356879621253 -0.024492055123581491
leaf_weight=8.0304210782051069 6.9827244877815273 5.6209127604961378 6.9617201685905448 6.8841941058635712
leaf_count=25 24 22 22 31
internal_value=0 -0.0192128 0.0253317 -0.0252809
internal_weight=0 19.4878 14.9921 12.5051
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=74
num_leaves=5
num_cat=0
split_feature=6 9 11 9
split_gain=17.428 0.891664 0.00619128 0.0018936
threshold=-0.76730130846517275 0.35337079581488257 0.25892139924043511 -0.53556051917167058
decision_type=2 2 2 2
left_child=-1 2 -2 -4
right_child=1 -3 3 -5
leaf_value=0.026167759171148167 -0.024812515668931938 -0.0068817973186499079 -0.022997519149416976 -0.023888699318229335
leaf_weight=12.903952568769457 4.5073854625225094 3.5084223896265021 4.3274172842502612 4.2565801888704264
leaf_count=37 22 17 26 22
internal_value=0 -0.0203128 -0.0239122 -0.0234394
internal_weight=0 16.5998 13.0914 8.584
internal_count=124 87 70 48
is_linear=0
shrinkage=0.03


Tree=75
num_leaves=4
num_cat=0
split_feature=6 0 9
split_gain=16.1077 5.34757 0.00782116
threshold=0.15132824247368962 0.073352531911790655 -0.49446637079029704
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.023500749569644337 -0.0066199192397235589 0.030234070964797164 -0.024963320972869497
leaf_weight=5.4782473146915462 5.0345714539289501 11.9643557369709 8.2404347658157331
leaf_count=30 20 37 37
internal_value=0 0.019319 -0.0243793
internal_weight=0 16.9989 13.7187
internal_count=124 57 67
is_linear=0
shrinkage=0.03


Tree=76
num_leaves=5
num_cat=0
split_feature=9 4 11 12
split_gain=17.9267 2.39727 0.48647 0.0234082
threshold=-0.67830861354907324 -0.57866837472720112 -0.094189304596502321 -0.81329823234286491
decision_type=2 2 2 2
left_child=3 -2 -3 -1
right_child=1 2 -4 -5
leaf_value=0.027753942233342509 0.0014386217497317018 -0.016160455310891501 -0.026553444495781061 0.030375022057365437
leaf_weight=5.9424048364162445 5.2123930603265789 7.3189035058021572 9.0847083479166013 6.3364521861076337
leaf_count=20 18 29 37 20
internal_value=0 -0.0162846 -0.0219163 0.0291065
internal_weight=0 21.616 16.4036 12.2789
internal_count=124 84 66 40
is_linear=0
shrinkage=0.03


Tree=77
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=16.7692 1.67057 0.00512499 0.00772066
threshold=-0.4560716245405308 -1.2382679850281793 -0.57881751746785304 0.93339658328254049
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.032007687376400008 -0.022742818327691382 0.011937269976096527 -0.024807813181123257 -0.02300412277146097
leaf_weight=7.6155219972133636 5.5469452887773505 7.3201716244220751 4.3095272332429868 4.2345787584781647
leaf_count=22 35 22 20 25
internal_value=0 0.0221709 -0.0234529 -0.0239139
internal_weight=0 14.9357 14.0911 8.54411
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=78
num_leaves=4
num_cat=0
split_feature=6 0 9
split_gain=15.3686 5.08519 0.00722441
threshold=0.15132824247368962 0.073352531911790655 -0.49446637079029704
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.023364224306788414 -0.0064812332419037066 0.029677051110424842 -0.024789279835052882
leaf_weight=5.3171679750084904 4.9837253242731121 11.762276530265806 8.0474145263433439
leaf_count=30 20 37 37
internal_value=0 0.0189161 -0.0242223
internal_weight=0 16.746 13.3646
internal_count=124 57 67
is_linear=0
shrinkage=0.03


Tree=79
num_leaves=6
num_cat=0
split_feature=9 12 10 12 9
split_gain=17.1506 2.35206 0.638363 0.021991 0.018891
threshold=-0.67830861354907324 -0.57286895507810998 0.60348090514247621 -0.81329823234286491 0.16520285322648809
decision_type=2 2 2 2 2
left_child=3 -2 4 -1 -3
right_child=1 2 -4 -5 -6
leaf_value=0.027440376438345859 0.001728033995355081 -0.026898321458684912 -0.012680473692815121 0.030004252017372949 -0.02443021648501079
leaf_weight=5.8220522403717041 5.1052252054214504 5.3207128196954745 4.9668925106525412 6.2356478869914991 5.8705519884824753
leaf_count=20 18 20 19 20 27
internal_value=0 -0.0160227 -0.0216312 0.0287663 -0.0256036
internal_weight=0 21.2634 16.1582 12.0577 11.1913
internal_count=124 84 66 40 47
is_linear=0
shrinkage=0.03


Tree=80
num_leaves=5
num_cat=0
split_feature=6 10 6 12
split_gain=16.0471 1.64331 0.00820733 0.00070366
threshold=-0.88275748153399147 -0.31786022515591011 0.071010904686685181 0.89359041154996521
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.027730903223608928 -0.0023238878476651553 -0.024781465259075632 -0.023401404838386434 -0.022865238868157244
leaf_weight=11.337703526020052 4.3532365113496825 4.0043797791004154 4.5871368795633298 4.2384848147630692
leaf_count=33 19 20 26 26
internal_value=0 -0.0182509 -0.023655 -0.0231439
internal_weight=0 17.1832 12.83 8.82562
internal_count=124 91 72 52
is_linear=0
shrinkage=0.03


Tree=81
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=14.764 1.40063 0.154665 0.00558232
threshold=1.0000000180025095e-35 0.89359041154996521 -1.0000000180025095e-35 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.023024404506042154 0.0099784512787865522 0.028477006018449054 -0.016845227138557708 -0.024415261094864901
leaf_weight=4.722673498094081 6.4401869177818289 8.6067320108413679 3.9823107570409801 5.7704489082097998
leaf_count=28 20 28 20 28
internal_value=0 0.0205595 -0.0218789 -0.0237893
internal_weight=0 15.0469 14.4754 10.4931
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=82
num_leaves=6
num_cat=0
split_feature=9 12 10 12 9
split_gain=16.4227 2.26569 0.633903 0.020448 0.0176364
threshold=-0.67830861354907324 -0.57286895507810998 0.60348090514247621 -0.81329823234286491 0.16520285322648809
decision_type=2 2 2 2 2
left_child=3 -2 4 -1 -3
right_child=1 2 -4 -5 -6
leaf_value=0.027149259973192463 0.0016469135494038274 -0.026659347683515151 -0.01241241746611964 0.029644401910947266 -0.024245876892082605
leaf_weight=5.707497775554657 5.082984760403634 5.2130295634269697 4.9018710404634485 6.1316562891006452 5.709560438990593
leaf_count=20 18 20 19 20 27
internal_value=0 -0.0157782 -0.0213753 0.0284415 -0.0253978
internal_weight=0 20.9074 15.8245 11.8392 10.9226
internal_count=124 84 66 40 47
is_linear=0
shrinkage=0.03


Tree=83
num_leaves=5
num_cat=0
split_feature=6 10 9 12
split_gain=15.39 1.58867 0.00505798 0.0078975
threshold=-0.4560716245405308 -1.173391274718697 -0.57881751746785304 0.93339658328254049
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.030982553143128706 -0.022532165726200412 0.011225524277916088 -0.024641284762899035 -0.022773448653835449
leaf_weight=7.436450183391571 5.2128102183341971 7.2186895757913607 4.1696313917636854 3.9837923347949982
leaf_count=22 35 22 20 25
internal_value=0 0.0212508 -0.023262 -0.0237287
internal_weight=0 14.6551 13.3662 8.15342
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=84
num_leaves=4
num_cat=0
split_feature=6 0 9
split_gain=14.2073 4.63795 0.00648829
threshold=0.15132824247368962 0.073352531911790655 -0.49446637079029704
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.023143706057386627 -0.0061890605418552826 0.028841857750191088 -0.024528917271810693
leaf_weight=5.0289975255727786 4.8548260182142284 11.362261816859244 7.7073178142309189
leaf_count=30 20 37 37
internal_value=0 0.0183548 -0.023982
internal_weight=0 16.2171 12.7363
internal_count=124 57 67
is_linear=0
shrinkage=0.03


Tree=85
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=15.7646 1.37039 0.539882 0.00797066
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.26253109939289909
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.029519717458016514 -0.0075322539441555402 -0.02549591627827286 0.017731827256232544 -0.023901943902904128
leaf_weight=7.5361690223216993 6.7075022459030178 5.1554433852434141 6.5238679945468903 6.2417719662189484
leaf_count=25 24 22 22 31
internal_value=0 -0.0182911 0.0240501 -0.024623
internal_weight=0 18.1047 14.06 11.3972
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=86
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=14.765 1.56656 0.00507332 0.0105188
threshold=-0.4560716245405308 -1.2382679850281793 -0.57881751746785304 0.89359041154996521
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.030582763138568347 -0.022429536316519314 0.010869045191962062 -0.024819340294209794 -0.022633461039584458
leaf_weight=7.3363194763660431 5.0446133837103844 7.176962763071062 3.6889073997735959 4.2802569642663002
leaf_count=22 35 22 17 28
internal_value=0 0.0208341 -0.023174 -0.0236453
internal_weight=0 14.5133 13.0138 7.96916
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=87
num_leaves=5
num_cat=0
split_feature=12 12 4 9
split_gain=13.592 1.27655 0.158979 0.00559349
threshold=1.0000000180025095e-35 0.89359041154996521 -1.0000000180025095e-35 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.022814243836634548 0.0097819347707535191 0.027709343855604671 -0.016401758272096136 -0.024241872806007737
leaf_weight=4.4604783803224555 6.3119343221187583 8.243400961160658 3.8084796071052578 5.5349791049957267
leaf_count=28 20 28 20 28
internal_value=0 0.0199351 -0.0216175 -0.0236048
internal_weight=0 14.5553 13.8039 9.99546
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=88
num_leaves=6
num_cat=0
split_feature=9 4 4 9 3
split_gain=15.1542 2.25743 0.479388 0.0292949 0.0162771
threshold=-0.67830861354907324 -0.57866837472720112 -1.0000000180025095e-35 0.23008835067076203 0.34684603603737024
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.028979606466712313 0.0021179724146717671 -0.014325110219844709 -0.026927378805108346 -0.023578285093230778 0.026710432557576873
leaf_weight=5.9463803768157977 4.9985338300466582 5.7814680635929152 4.8410810828208835 4.5692029893398285 5.4548738598823547
leaf_count=20 18 23 19 24 20
internal_value=0 -0.01537 -0.0211241 -0.0253012 0.0278939
internal_weight=0 20.1903 15.1918 9.41028 11.4013
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=89
num_leaves=5
num_cat=0
split_feature=6 11 5 9
split_gain=14.1447 2.04909 0.00321855 0.000991176
threshold=-0.88275748153399147 -0.51792214920082713 -0.1363782188569643 -0.49446637079029704
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.026278704417618141 0.0041405011329294934 -0.023850038483586074 -0.022393916846222606 -0.023055333729755451
leaf_weight=10.965972989797594 3.062800064682965 3.9822817444801375 3.1240534558892268 5.8716226220130814
leaf_count=33 10 23 22 36
internal_value=0 -0.0179311 -0.02314 -0.0228256
internal_weight=0 16.0408 12.978 8.99568
internal_count=124 91 81 58
is_linear=0
shrinkage=0.03


Tree=90
num_leaves=5
num_cat=0
split_feature=6 12 11 12
split_gain=13.1322 1.70995 0.299259 0.00972963
threshold=0.32200258527107412 0.76621066200572407 0.18829925847304788 -0.2926335060807797
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.02339481771614603 0.0071365949119923241 0.028334809143976625 -0.013908446163258726 -0.025347429088023236
leaf_weight=6.4916521683335295 5.7316093742847434 8.5090893208980543 3.5085425525903693 3.5541625171899822
leaf_count=37 22 29 20 16
internal_value=0 0.0198029 -0.0214513 -0.0240856
internal_weight=0 14.2407 13.5544 10.0458
internal_count=124 51 73 53
is_linear=0
shrinkage=0.03


Tree=91
num_leaves=6
num_cat=0
split_feature=9 4 4 9 3
split_gain=14.5284 2.1912 0.481181 0.027678 0.0160099
threshold=-0.67830861354907324 -0.57866837472720112 -1.0000000180025095e-35 0.23008835067076203 0.34684603603737024
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.028721091266427627 0.0021154301424004198 -0.014048946127425913 -0.026738377704240028 -0.023443887533957163 0.026446335026725363
leaf_weight=5.836721211671831 4.9645049124956175 5.6961980462074324 4.7486341446638018 4.4419673383235931 5.3250944167375565
leaf_count=20 18 23 19 24 20
internal_value=0 -0.0151442 -0.0208999 -0.0251461 0.0276358
internal_weight=0 19.8513 14.8868 9.1906 11.1618
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=92
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=13.5893 1.49714 0.0050164 0.0106738
threshold=-0.4560716245405308 -1.2382679850281793 -0.57881751746785304 0.89359041154996521
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.029749650671017265 -0.022243536356668359 0.010263146957380702 -0.024678009736709573 -0.022425051456653321
leaf_weight=7.1262847185134888 4.7315405458211899 7.0676801055669802 3.5830518305301648 4.0114342719316483
leaf_count=22 35 22 17 28
internal_value=0 0.0200466 -0.0230103 -0.023488
internal_weight=0 14.194 12.326 7.59449
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=93
num_leaves=5
num_cat=0
split_feature=6 0 9 4
split_gain=12.5684 4.1411 0.00555192 0.00147943
threshold=0.15132824247368962 0.073352531911790655 -0.57881751746785304 -0.22760167158663605
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.022700796670096106 -0.0059932231575947799 0.027763613373631583 -0.023682463515042981 -0.024501542119389128
leaf_weight=3.8720223233103752 4.7034804970026007 10.73647031188011 4.0248161405324936 3.915310353040697
leaf_count=26 20 37 22 19
internal_value=0 0.0174803 -0.0236322 -0.0240864
internal_weight=0 15.44 11.8121 7.94013
internal_count=124 57 67 41
is_linear=0
shrinkage=0.03


Tree=94
num_leaves=5
num_cat=0
split_feature=9 0 6 9
split_gain=13.9649 1.32727 0.52717 0.00849051
threshold=-0.53556051917167058 0.073352531911790655 0.071010904686685181 0.23008835067076203
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.028809349284678272 -0.0069974886789215193 -0.025237354002950317 0.01686210148468946 -0.023506821168877597
leaf_weight=7.1638381034135836 6.5122565478086498 4.2763611823320371 6.2013749629259109 6.3265637904405594
leaf_count=25 24 19 22 34
internal_value=0 -0.0176575 0.0232659 -0.0242048
internal_weight=0 17.1152 13.3652 10.6029
internal_count=124 77 47 53
is_linear=0
shrinkage=0.03


Tree=95
num_leaves=5
num_cat=0
split_feature=6 10 11 7
split_gain=13.0955 1.87908 0.00809143 0.00135656
threshold=-0.88275748153399147 -0.49335377378417428 0.23067254293348008 -0.69985214462294476
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.025455019349199894 0.0026468820869857248 -0.024361023075317439 -0.023065194010335802 -0.022302280650021534
leaf_weight=10.715556204319002 3.2026482969522485 3.7113254666328404 4.1414584070444089 4.2505446746945381
leaf_count=33 13 21 26 31
internal_value=0 -0.0177875 -0.0231946 -0.0226788
internal_weight=0 15.306 12.1033 8.392
internal_count=124 91 78 57
is_linear=0
shrinkage=0.03


Tree=96
num_leaves=5
num_cat=0
split_feature=12 11 4 10
split_gain=12.0931 1.11132 0.164442 0.00598093
threshold=1.0000000180025095e-35 0.41429010892868773 -1.0000000180025095e-35 0.38411396935714598
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.022825215742754264 0.0096068203926682229 0.026749676584885314 -0.015802401877881161 -0.024431043180334077
leaf_weight=6.1366372257471067 6.1092563122510892 7.6842904090881348 3.5767874643206623 3.1635541617870331
leaf_count=39 22 26 20 17
internal_value=0 0.019157 -0.021269 -0.0233715
internal_weight=0 13.7935 12.877 9.30019
internal_count=124 48 76 56
is_linear=0
shrinkage=0.03


Tree=97
num_leaves=6
num_cat=0
split_feature=9 4 4 9 3
split_gain=13.4376 2.11641 0.474135 0.0262187 0.0136992
threshold=-0.67830861354907324 -0.57866837472720112 -1.0000000180025095e-35 0.23008835067076203 0.34684603603737024
decision_type=2 2 2 2 2
left_child=4 -2 -3 -4 -1
right_child=1 2 3 -5 -6
leaf_value=0.028178308345158401 0.0023461010396183617 -0.013681368279626399 -0.026465939949383073 -0.023181916509031987 0.026033852547440794
leaf_weight=5.6425230056047457 4.8660031855106398 5.5321160852909133 4.5804646760225207 4.1888875514268875 5.1081870496273041
leaf_count=20 18 23 19 24 20
internal_value=0 -0.0147439 -0.0205587 -0.0248972 0.0271594
internal_weight=0 19.1675 14.3015 8.76935 10.7507
internal_count=124 84 66 43 40
is_linear=0
shrinkage=0.03


Tree=98
num_leaves=5
num_cat=0
split_feature=6 10 9 12
split_gain=12.5066 1.41777 0.00489667 0.0106052
threshold=-0.4560716245405308 -1.173391274718697 -0.57881751746785304 0.89359041154996521
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.028925058287230389 -0.022075965432537682 0.0097214524367008649 -0.024536491106558343 -0.022237399252507544
leaf_weight=6.903484582901001 4.4393977522850037 6.9367724210023898 3.474468916654585 3.7596537694334984
leaf_count=22 35 22 17 28
internal_value=0 0.0193002 -0.0228603 -0.0233416
internal_weight=0 13.8403 11.6735 7.23412
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=99
num_leaves=5
num_cat=0
split_feature=6 0 9 4
split_gain=11.6217 3.10787 0.00508988 0.00125284
threshold=0.15132824247368962 0.16599740428854384 -0.57881751746785304 -0.22760167158663605
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.022508661259709368 -0.0023937851766939896 0.026665235227013123 -0.023492088075801158 -0.024262634014366541
leaf_weight=3.6343007534742355 4.9686942994594565 9.9368511438369733 3.8341175615787506 3.762812554836275
leaf_count=26 21 36 22 19
internal_value=0 0.0169785 -0.023432 -0.0238737
internal_weight=0 14.9055 11.2312 7.59693
internal_count=124 57 67 41
is_linear=0
shrinkage=0.03


Tree=100
num_leaves=5
num_cat=0
split_feature=9 9 3 12
split_gain=12.8999 2.08894 0.0133964 0.00392691
threshold=-0.67830861354907324 -0.090013436720989409 0.34684603603737024 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.027958490662318029 -0.0035720652535299415 -0.024142876985150705 0.025814062614969623 -0.022960276393250118
leaf_weight=5.5360409468412417 8.5545247346162832 5.8426226675510371 4.9806518256664276 4.4531644284725189
leaf_count=20 29 28 20 27
internal_value=0 -0.0145282 0.0269429 -0.0236314
internal_weight=0 18.8503 10.5167 10.2958
internal_count=124 84 40 55
is_linear=0
shrinkage=0.03


Tree=101
num_leaves=5
num_cat=0
split_feature=6 10 11 7
split_gain=12.0899 1.76159 0.00798792 0.00127284
threshold=-0.88275748153399147 -0.49335377378417428 0.23067254293348008 -0.69985214462294476
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.024676538018746211 0.0023494865591677442 -0.024221841481449187 -0.022893563275237169 -0.022132853004647665
leaf_weight=10.440470159053804 3.1302502006292352 3.5557617470622027 3.9282502904534331 3.9906171485781678
leaf_count=33 13 21 26 31
internal_value=0 -0.0175988 -0.0230406 -0.0225102
internal_weight=0 14.6049 11.4746 7.91887
internal_count=124 91 78 57
is_linear=0
shrinkage=0.03


Tree=102
num_leaves=5
num_cat=0
split_feature=12 0 1 9
split_gain=11.1713 1.16156 0.187943 0.00731732
threshold=1.0000000180025095e-35 0.45628467106904042 1.1163802839358452 -0.57881751746785304
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.022310493836996913 0.0083352808376485343 0.026262603691555714 -0.014684372996791071 -0.024010109073226496
leaf_weight=4.3342881649732581 5.6545477509498578 7.6579865366220474 3.1269741356372824 4.8095364123582867
leaf_count=32 19 29 18 26
internal_value=0 0.0186479 -0.0210333 -0.0232045
internal_weight=0 13.3125 12.2708 9.14382
internal_count=124 48 76 58
is_linear=0
shrinkage=0.03


Tree=103
num_leaves=5
num_cat=0
split_feature=9 4 11 3
split_gain=12.3872 2.0467 0.478393 0.0124072
threshold=-0.67830861354907324 -0.57866837472720112 -0.094189304596502321 0.34684603603737024
decision_type=2 2 2 2
left_child=3 -2 -3 -1
right_child=1 2 -4 -5
leaf_value=0.027708276092478203 0.0026059096978827598 -0.014105468296409759 -0.025342271711050156 0.02562273169058708
leaf_weight=5.4303560256958026 4.7708660215139433 6.2855617851018932 7.4532876461744246 4.869401291012764
leaf_count=20 18 29 37 20
internal_value=0 -0.0143228 -0.0202014 0.0267223
internal_weight=0 18.5097 13.7388 10.2998
internal_count=124 84 66 40
is_linear=0
shrinkage=0.03


Tree=104
num_leaves=5
num_cat=0
split_feature=6 11 9 12
split_gain=11.5275 1.38082 0.00481156 0.010428
threshold=-0.4560716245405308 -1.2382679850281793 -0.57881751746785304 0.89359041154996521
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.028300893206880701 -0.021918782289899678 0.0090958588420361978 -0.024406394858062345 -0.022072462772359077
leaf_weight=6.677300363779068 4.1542379632592201 6.8013030737638491 3.3645201325416547 3.5312256067991257
leaf_count=22 35 22 17 28
internal_value=0 0.01861 -0.0227253 -0.0232112
internal_weight=0 13.4786 11.05 6.89575
internal_count=124 44 80 45
is_linear=0
shrinkage=0.03


Tree=105
num_leaves=5
num_cat=0
split_feature=6 0 9 4
split_gain=10.7838 2.84711 0.00466701 0.000960401
threshold=0.15132824247368962 0.16599740428854384 -0.57881751746785304 -0.22760167158663605
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.022332045045317866 -0.0021331574519237893 0.026114598982059128 -0.023335755513592536 -0.024025248166529182
leaf_weight=3.4079325497150421 4.851661041378974 9.4978931099176389 3.6692557781934738 3.6040334701538104
leaf_count=26 21 36 22 19
internal_value=0 0.0165639 -0.0232482 -0.0236774
internal_weight=0 14.3496 10.6812 7.27329
internal_count=124 57 67 41
is_linear=0
shrinkage=0.03


Tree=106
num_leaves=5
num_cat=0
split_feature=9 9 12 12
split_gain=11.9076 0.925303 0.55741 0.00361232
threshold=-0.49446637079029704 -0.090013436720989409 -0.43593572431805083 0.27261413252178995
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.026462944328898872 -0.0077514530087197898 -0.023900873124646334 0.014066575590422804 -0.022735532226762466
leaf_weight=7.4814164340496063 5.2110140174627313 5.597787201404568 5.7919609397649783 4.1828631162643433
leaf_count=30 19 28 20 27
internal_value=0 -0.0179623 0.0210537 -0.0234025
internal_weight=0 14.9917 13.2734 9.78065
internal_count=124 74 50 55
is_linear=0
shrinkage=0.03


Tree=107
num_leaves=5
num_cat=0
split_feature=6 10 11 7
split_gain=11.1883 1.65057 0.00832546 0.00121991
threshold=-0.88275748153399147 -0.49335377378417428 0.23067254293348008 -0.69985214462294476
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.023963346368337822 0.002068498707431038 -0.024144272998027974 -0.022739490346260428 -0.021972259246088342
leaf_weight=10.155039727687837 3.0462631434202203 3.4127390235662425 3.7261687517166129 3.7344824224710473
leaf_count=33 13 21 26 31
internal_value=0 -0.0174489 -0.0229169 -0.0223554
internal_weight=0 13.9197 10.8734 7.46065
internal_count=124 91 78 57
is_linear=0
shrinkage=0.03


Tree=108
num_leaves=5
num_cat=0
split_feature=6 0 9 1
split_gain=10.3676 2.50372 0.00434364 0.00101594
threshold=0.15132824247368962 0.22776065253971303 -0.57881751746785304 0.66306039540987938
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.022247049804188089 -0.0005011859973468863 0.025831112351130617 -0.023949754537799399 -0.023230086629918222
leaf_weight=3.3016830608248711 5.0813198983669272 9.015861824154852 3.2949416190385836 3.8030541092157364
leaf_count=26 22 35 18 23
internal_value=0 0.0163397 -0.023146 -0.0235642
internal_weight=0 14.0972 10.3997 7.098
internal_count=124 57 67 41
is_linear=0
shrinkage=0.03


Tree=109
num_leaves=6
num_cat=0
split_feature=9 12 10 12 9
split_gain=11.4937 1.98378 0.612049 0.0203663 0.0154504
threshold=-0.67830861354907324 -0.57286895507810998 0.60348090514247621 -0.73050139513910817 0.089503106208168551
decision_type=2 2 2 2 2
left_child=3 -2 4 -1 -3
right_child=1 2 -4 -5 -6
leaf_value=0.025037882492541949 0.0030230730269144327 -0.025634248316610941 -0.010484751196477278 0.027763989016565394 -0.023141196101675594
leaf_weight=5.0852786749601364 4.5909007787704494 4.141279920935629 4.2582573592662802 4.7893147766590136 4.8661690056324005
leaf_count=22 18 18 19 18 29
internal_value=0 -0.0139744 -0.0198568 0.0263601 -0.0242874
internal_weight=0 17.8566 13.2657 9.87459 9.00745
internal_count=124 84 66 40 47
is_linear=0
shrinkage=0.03


Tree=110
num_leaves=5
num_cat=0
split_feature=10 6 11 12
split_gain=10.6967 2.51496 0.00810299 0.00108125
threshold=-0.75659409672656996 -0.76730130846517275 0.23067254293348008 0.54329610030330222
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.02511359262986558 0.0075711233146583783 -0.02413960965030108 -0.02269114383421493 -0.021982692038420772
leaf_weight=9.2569776028394717 3.1154399514198312 3.3446377813816035 4.3634544909000397 3.4893236756324768
leaf_count=32 10 21 32 29
internal_value=0 -0.0162698 -0.022903 -0.0223763
internal_weight=0 14.3129 11.1974 7.85278
internal_count=124 92 82 61
is_linear=0
shrinkage=0.03


Tree=111
num_leaves=6
num_cat=0
split_feature=12 0 1 10 9
split_gain=9.9704 1.0075 0.191914 0.00797992 0.000691093
threshold=1.0000000180025095e-35 0.45628467106904042 1.1163802839358452 0.60348090514247621 -0.67830861354907324
decision_type=2 2 2 2 2
left_child=2 -2 3 4 -1
right_child=1 -3 -4 -5 -6
leaf_value=-0.021998291945815811 0.0083285113598026012 0.025480340225261341 -0.014112461001046541 -0.024326454546910837 -0.022663941725147532
leaf_weight=2.5219807848334304 5.4535242766141874 7.0885245651006699 2.9338761791586867 2.7947902753949165 3.1658784225583103
leaf_count=21 19 29 18 16 21
internal_value=0 0.0180224 -0.0207263 -0.0230138 -0.0223688
internal_weight=0 12.542 11.4165 8.48265 5.68786
internal_count=124 48 76 58 42
is_linear=0
shrinkage=0.03


Tree=112
num_leaves=6
num_cat=0
split_feature=9 4 10 9 4
split_gain=11.0357 2.46912 0.611173 0.016679 0.0119965
threshold=-0.67830861354907324 -0.71909505598342716 0.60348090514247621 0.089503106208168551 -0.29781501221474904
decision_type=2 2 2 2 2
left_child=4 -2 3 -3 -1
right_child=1 2 -4 -5 -6
leaf_value=0.02517660593580787 0.0068317990186698143 -0.025402072575950223 -0.010133973767010959 -0.022881704729514261 0.027296118273542631
leaf_weight=5.1712383180856705 4.0327895283699062 4.5088218897581083 4.0307041555643073 4.9656414240598679 4.4903091937303561
leaf_count=23 15 20 18 31 17
internal_value=0 -0.0137674 -0.0199185 -0.0240811 0.0261617
internal_weight=0 17.538 13.5052 9.47446 9.66155
internal_count=124 84 69 51 40
is_linear=0
shrinkage=0.03


Tree=113
num_leaves=5
num_cat=0
split_feature=6 10 11 7
split_gain=10.249 1.53782 0.00757239 0.00115964
threshold=-0.88275748153399147 -0.49335377378417428 0.23067254293348008 -0.69985214462294476
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.023172914548816682 0.0017338904201440384 -0.023958875855640525 -0.022590973984710282 -0.02181953162499262
leaf_weight=9.8315727561712283 2.9747213050723085 3.2523050680756533 3.5288689881563178 3.4862417355179796
leaf_count=33 13 21 26 31
internal_value=0 -0.0172595 -0.0227623 -0.0222076
internal_weight=0 13.2421 10.2674 7.01511
internal_count=124 91 78 57
is_linear=0
shrinkage=0.03


Tree=114
num_leaves=5
num_cat=0
split_feature=6 0 9 1
split_gain=9.62805 2.3031 0.00395175 0.000949237
threshold=0.15132824247368962 0.22776065253971303 -0.57881751746785304 0.66306039540987938
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.022092540892659045 -0.0003236780739740685 0.025341479320769616 -0.023766196042881792 -0.0230550292070461
leaf_weight=3.0924325957894325 4.9620526731014243 8.6017527729272825 3.1628116220235842 3.6254082247614861
leaf_count=26 22 35 18 23
internal_value=0 0.0159524 -0.0229814 -0.0233864
internal_weight=0 13.5638 9.88065 6.78822
internal_count=124 57 67 41
is_linear=0
shrinkage=0.03


Tree=115
num_leaves=6
num_cat=0
split_feature=9 4 10 9 4
split_gain=10.6087 2.38831 0.6051 0.0185287 0.011536
threshold=-0.67830861354907324 -0.71909505598342716 0.60348090514247621 1.0000000180025095e-35 -0.29781501221474904
decision_type=2 2 2 2 2
left_child=4 -2 3 -3 -1
right_child=1 2 -4 -5 -6
leaf_value=0.025007082414182116 0.0066992562159975469 -0.025521312139678169 -0.0099609554382395476 -0.022801934731080678 0.027109601597566448
leaf_weight=5.0324350595474243 4.0074748247861889 3.9143509194254857 3.9795362949371329 5.3194973841309547 4.4039937108755129
leaf_count=23 15 17 18 34 17
internal_value=0 -0.0135874 -0.0197401 -0.0239547 0.0259883
internal_weight=0 17.2209 13.2134 9.23385 9.43643
internal_count=124 84 69 51 40
is_linear=0
shrinkage=0.03


Tree=116
num_leaves=5
num_cat=0
split_feature=10 6 11 0
split_gain=9.91196 2.33512 0.00959488 0.00103129
threshold=-0.75659409672656996 -0.76730130846517275 0.18829925847304788 0.61069279169696389
decision_type=2 2 2 2
left_child=-1 -2 -3 -4
right_child=1 2 3 -5
leaf_value=0.024490911259546614 0.0069752465809635282 -0.024262290602043383 -0.022493759544880039 -0.02177630541486366
leaf_weight=8.9620551019907015 3.0595605969429007 2.8591761961579305 4.8777327835559845 2.8606674745678902
leaf_count=32 10 18 38 26
internal_value=0 -0.0161119 -0.0227772 -0.0222285
internal_weight=0 13.6571 10.5976 7.7384
internal_count=124 92 82 64
is_linear=0
shrinkage=0.03


Tree=117
num_leaves=5
num_cat=0
split_feature=6 12 11 12
split_gain=9.24118 1.35477 0.233354 0.00463328
threshold=0.32200258527107412 0.76621066200572407 0.18829925847304788 -0.2926335060807797
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.022629506305326223 0.0058239025143824964 0.026144486901705684 -0.01303791990612963 -0.024124465277666592
leaf_weight=5.1641987562179557 5.1173630803823453 6.9808921068906784 2.7390089854598036 2.9213012158870724
leaf_count=37 22 29 20 16
internal_value=0 0.0175492 -0.0206059 -0.0231696
internal_weight=0 12.0983 10.8245 8.0855
internal_count=124 51 73 53
is_linear=0
shrinkage=0.03


Tree=118
num_leaves=6
num_cat=0
split_feature=9 4 10 9 4
split_gain=10.1936 2.31533 0.598355 0.0172433 0.0101477
threshold=-0.67830861354907324 -0.71909505598342716 0.60348090514247621 1.0000000180025095e-35 -0.29781501221474904
decision_type=2 2 2 2 2
left_child=4 -2 3 -3 -1
right_child=1 2 -4 -5 -6
leaf_value=0.024877871393677732 0.0066045862490326001 -0.025351041352551621 -0.0097944554863674572 -0.022694216198568654 0.026871812829434676
leaf_weight=4.9167407900094986 3.9828602075576809 3.8310579061508161 3.9309362769126883 5.1594076603651047 4.3114450275897997
leaf_count=23 15 17 18 34 17
internal_value=0 -0.0133934 -0.0195576 -0.0238264 0.0258094
internal_weight=0 16.9043 12.9214 8.99047 9.22819
internal_count=124 84 69 51 40
is_linear=0
shrinkage=0.03


Tree=119
num_leaves=6
num_cat=0
split_feature=10 6 11 9 12
split_gain=9.49304 2.68686 0.016789 0.00102233 0.00244551
threshold=-0.75659409672656996 -0.88275748153399147 0.13180154585913784 -0.67830861354907324 0.93339658328254049
decision_type=2 2 2 2 2
left_child=-1 -2 -3 -4 -5
right_child=1 2 3 4 -6
leaf_value=0.024136468739497662 0.010521117753537009 -0.024842840035816598 -0.021655184535634777 -0.023037885380915259 -0.021730912635456453
leaf_weight=8.7994236573576945 2.7308668792247763 2.801385283470152 2.6416209414601317 2.5636880323290834 2.5903929173946381
leaf_count=32 9 16 26 17 24
internal_value=0 -0.016013 -0.0228509 -0.0221351 -0.022381
internal_weight=0 13.328 10.5971 7.7957 5.15408
internal_count=124 92 83 67 41
is_linear=0
shrinkage=0.03


end of trees

feature_importances:
9=148
12=107
6=63
4=41
11=38
0=36
10=24
5=8
3=6
1=4
7=4
8=3
2=1

parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 40]
[learning_rate: 0.03]
[num_leaves: 31]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 10]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[objective_seed: 5]
[num_class: 3]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]
