tree
version=v4
num_class=3
num_tree_per_iteration=3
label_index=0
max_feature_idx=3
objective=multiclass num_class:3
feature_names=Column_0 Column_1 Column_2 Column_3
feature_infos=[0.0089767642779269297:0.96561424713295052] [0.010946071521306999:0.99569569416696324] [0.014127728888681634:0.99499534843447002] [0.021220926661604467:0.9781213869852422]
tree_sizes=438 430 341 551 752 755 665 870 347 448 661 452 453 656 449 662 751 648 552 554 658 348 554 456 867 765 663 560 871 773 558 875 559 456 555 456 559 873 559 453 449 453 456 658 456

Tree=0
num_leaves=3
num_cat=0
split_feature=0 1
split_gain=60 3.55271e-15
threshold=0.36702878675658507 0.40033029359640554
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.89861228866810983 -1.1986122886681096 -1.1986122886681099
leaf_weight=10.000000298023226 7.666666895151141 12.333333700895308
leaf_count=30 23 37
internal_value=-1.09861 -1.19861
internal_weight=30 20
internal_count=90 60
is_linear=0
shrinkage=1


Tree=1
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=15 45
threshold=0.63924206635936309 0.36702878675658507
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-1.1986122886681096 -1.1986122886681099 -0.89861228866810983
leaf_weight=10.000000298023229 10.000000298023222 10.000000298023222
leaf_count=30 30 30
internal_value=-1.09861 -1.04861
internal_weight=30 20
internal_count=90 60
is_linear=0
shrinkage=1


Tree=2
num_leaves=2
num_cat=0
split_feature=0
split_gain=60
threshold=0.63924206635936309
decision_type=2
left_child=-1
right_child=-2
leaf_value=-1.1986122886681096 -0.89861228866810983
leaf_weight=20.000000596046451 10.000000298023222
leaf_count=60 30
internal_value=-1.09861
internal_weight=30
internal_count=90
is_linear=0
shrinkage=1


Tree=3
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=46.655 3.55271e-15 3.55271e-15
threshold=0.36702878675658507 0.26938756020819549 0.72674908031999286
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=0.165442437205538 -0.09503717359251744 0.16544243720553803 -0.095037173592517468
leaf_weight=7.578371465206148 12.250240445137026 3.2478734850883484 6.5962833166122428
leaf_count=21 39 9 21
internal_value=0 0.165442 -0.0950372
internal_weight=29.6728 10.8262 18.8465
internal_count=90 30 60
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=6
num_cat=0
split_feature=0 0 0 0 1
split_gain=12.4719 34.1832 3.55271e-15 1.77636e-15 1.77636e-15
threshold=0.63924206635936309 0.36702878675658507 0.50385208848916896 0.44606129993427923 0.71536062318619442
decision_type=2 2 2 2 2
left_child=1 -1 3 -3 -4
right_child=-2 2 4 -5 -6
leaf_value=-0.095037173592517399 -0.095037173592517468 0.16544243720553811 0.16544243720553803 0.165442437205538 0.16544243720553797
leaf_weight=9.4232618808746391 9.423261880874632 3.2478734850883466 3.6087483167648315 2.1652489900588989 1.8043741583824155
leaf_count=30 30 9 10 6 5
internal_value=0 0.0442263 0.165442 0.165442 0.165442
internal_weight=29.6728 20.2495 10.8262 5.41312 5.41312
internal_count=90 60 30 15 15
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=6
num_cat=0
split_feature=0 0 0 0 1
split_gain=46.655 3.55271e-15 3.55271e-15 1.77636e-15 1.77636e-15
threshold=0.63924206635936309 0.57412420546255116 0.8021287345899123 0.72674908031999286 0.58174908316779905
decision_type=2 2 2 2 2
left_child=1 -1 3 -2 -4
right_child=2 -3 4 -5 -6
leaf_value=-0.095037173592517427 0.16544243720553811 -0.095037173592517468 0.16544243720553803 0.165442437205538 0.16544243720553797
leaf_weight=16.961871385574348 3.2478734850883466 1.8846523761749256 3.6087483167648315 2.1652489900588989 1.8043741583824155
leaf_count=54 9 6 10 6 5
internal_value=0 -0.0950372 0.165442 0.165442 0.165442
internal_weight=29.6728 18.8465 10.8262 5.41312 5.41312
internal_count=90 60 30 15 15
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=37.3749 1.77636e-15 8.88178e-16 8.88178e-16
threshold=0.36702878675658507 0.63924206635936309 0.89881641537650936 0.81395062659828976
decision_type=2 2 2 2
left_child=-1 -2 3 -3
right_child=1 2 -4 -5
leaf_value=0.14279135040434771 -0.090895760493685612 -0.090895760493685654 -0.090895760493685598 -0.090895760493685598
leaf_weight=11.20064288377762 8.7977421283721942 5.2786452770233137 1.7595484256744383 1.7595484256744383
leaf_count=30 30 18 6 6
internal_value=0 -0.0908958 -0.0908958 -0.0908958
internal_weight=28.7961 17.5955 8.79774 7.03819
internal_count=90 60 30 24
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=7
num_cat=0
split_feature=0 0 1 0 0 0
split_gain=10.4664 26.9085 3.55271e-15 8.88178e-16 8.88178e-16 8.88178e-16
threshold=0.63924206635936309 0.36702878675658507 0.86080851398343128 0.16266734444776673 0.89881641537650936 0.81395062659828976
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2
right_child=4 2 -4 -5 -6 -7
leaf_value=-0.090895760493685474 -0.090895760493685654 0.14279135040434776 0.14279135040434762 -0.090895760493685626 -0.090895760493685598 -0.090895760493685598
leaf_weight=3.5190968513488823 5.2786452770233137 9.3338690698146785 1.8667738139629371 5.2786452770233154 1.7595484256744383 1.7595484256744383
leaf_count=12 18 25 5 18 6 6
internal_value=0 0.0399871 0.142791 -0.0908958 -0.0908958 -0.0908958
internal_weight=28.7961 19.9984 11.2006 8.79774 8.79774 7.03819
internal_count=90 60 30 30 30 24
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=2
num_cat=0
split_feature=0
split_gain=37.3749
threshold=0.63924206635936309
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.090895760493685626 0.14279135040434773
leaf_weight=17.595484256744388 11.200642883777617
leaf_count=60 30
internal_value=0
internal_weight=28.7961
internal_count=90
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=30.5293 3.55271e-15
threshold=0.36702878675658507 0.26938756020819549
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.12692768984448477 -0.087418316219368103 0.1269276898444848
leaf_weight=7.8549434244632739 16.292921304702759 3.3664043247699738
leaf_count=21 60 9
internal_value=0 0.126928
internal_weight=27.5143 11.2213
internal_count=90 30
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=5
num_cat=0
split_feature=0 0 0 1
split_gain=8.84405 21.6852 8.88178e-16 8.88178e-16
threshold=0.63924206635936309 0.36702878675658507 0.8021287345899123 0.4600716077131406
decision_type=2 2 2 2
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=-0.087418316219367964 -0.087418316219368131 0.12692768984448483 -0.087418316219368089 -0.087418316219368089
leaf_weight=3.5301329493522697 4.0732303261756879 11.221347749233244 4.0732303261756897 4.616327702999115
leaf_count=13 15 30 15 17
internal_value=0 0.0367698 -0.0874183 -0.0874183
internal_weight=27.5143 19.3678 8.14646 8.14646
internal_count=90 60 30 30
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=30.5293 1.77636e-15
threshold=0.63924206635936309 0.11612658225234508
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.087418316219367853 0.12692768984448483 -0.087418316219368103
leaf_weight=2.44393819570542 11.221347749233244 13.848983108997343
leaf_count=9 30 51
internal_value=0 -0.0874183
internal_weight=27.5143 16.2929
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=3
num_cat=0
split_feature=0 1
split_gain=25.2813 1.77636e-15
threshold=0.36702878675658507 0.4957849335395827
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=0.11530147942602159 -0.084484734939847511 -0.084484734939847483
leaf_weight=10.974853634834291 7.7386608570814115 7.239392414689064
leaf_count=30 31 29
internal_value=0 -0.0844847
internal_weight=25.9529 14.9781
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=5
num_cat=0
split_feature=0 0 0 1
split_gain=7.51355 17.7677 1.77636e-15 8.88178e-16
threshold=0.63924206635936309 0.36702878675658507 0.41418502195952278 0.7975609964945235
decision_type=2 2 2 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.084484734939847428 -0.084484734939847497 0.11530147942602161 0.11530147942602161 -0.084484734939847442
leaf_weight=7.4890266358852449 6.2408555299043647 2.194970726966857 8.7798829078674299 1.2481711059808729
leaf_count=30 25 6 24 5
internal_value=0 0.0342674 0.115301 -0.0844847
internal_weight=25.9529 18.4639 10.9749 7.48903
internal_count=90 60 30 30
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=25.2813 1.77636e-15
threshold=0.63924206635936309 0.70061686636652287
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.084484734939847483 0.11530147942602161 0.11530147942602161
leaf_weight=14.978053271770479 2.194970726966857 8.7798829078674299
leaf_count=60 6 24
internal_value=0 0.115301
internal_weight=25.9529 10.9749
internal_count=90 30
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=21.1483 1.77636e-15 1.77636e-15 8.88178e-16
threshold=0.36702878675658507 0.26938756020819549 0.63924206635936309 0.50385208848916896
decision_type=2 2 2 2
left_child=1 -1 3 -2
right_child=2 -3 -4 -5
leaf_value=0.10649399164624079 -0.08200014114399827 0.10649399164624079 -0.082000141143998229 -0.082000141143998229
leaf_weight=7.3747997581958789 3.4206032752990705 3.160628467798233 6.8412065505981445 3.4206032752990723
leaf_count=21 15 9 30 15
internal_value=0 0.106494 -0.0820001 -0.0820001
internal_weight=24.2178 10.5354 13.6824 6.84121
internal_count=90 30 60 30
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=6
num_cat=0
split_feature=0 0 0 0 0
split_gain=6.41109 14.7372 1.77636e-15 1.77636e-15 8.88178e-16
threshold=0.63924206635936309 0.36702878675658507 0.55703326818192744 0.50385208848916896 0.44606129993427923
decision_type=2 2 2 2 2
left_child=1 -1 3 4 -3
right_child=-2 2 -4 -5 -6
leaf_value=-0.082000141143998173 -0.082000141143998242 0.10649399164624085 0.10649399164624079 0.10649399164624077 0.10649399164624077
leaf_weight=6.8412065505981507 6.8412065505981436 3.1606284677982313 3.160628467798233 2.107085645198822 2.107085645198822
leaf_count=30 30 9 9 6 6
internal_value=0 0.0322836 0.106494 0.106494 0.106494
internal_weight=24.2178 17.3766 10.5354 7.3748 5.26771
internal_count=90 60 30 21 15
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=21.1483 1.77636e-15 1.77636e-15 8.88178e-16
threshold=0.63924206635936309 0.83689475435340677 0.8021287345899123 0.72674908031999286
decision_type=2 2 2 2
left_child=-1 2 3 -2
right_child=1 -3 -4 -5
leaf_value=-0.082000141143998229 0.10649399164624085 0.10649399164624079 0.10649399164624077 0.10649399164624077
leaf_weight=13.682413101196291 3.1606284677982313 3.160628467798233 2.107085645198822 2.107085645198822
leaf_count=60 9 9 6 6
internal_value=0 0.106494 0.106494 0.106494
internal_weight=24.2178 10.5354 7.3748 5.26771
internal_count=90 30 21 15
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=17.8286 1.77636e-15 8.88178e-16
threshold=0.36702878675658507 0.7975609964945235 0.70061686636652287
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=0.09965187631488466 -0.079888367248734618 0.09965187631488466 -0.07988836724873459
leaf_weight=7.6396963596344012 7.4580055475234968 2.325124979019165 4.972003698348999
leaf_count=23 36 7 24
internal_value=0 0.0996519 -0.0798884
internal_weight=22.3948 9.96482 12.43
internal_count=90 30 60
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=5.49013 12.3385 1.77636e-15
threshold=0.63924206635936309 0.36702878675658507 0.6574970042743532
decision_type=2 2 2
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-0.079888367248734507 -0.079888367248734604 0.099651876314884716 0.099651876314884674
leaf_weight=6.215004622936255 6.2150046229362479 5.6467320919036847 4.3180892467498779
leaf_count=30 30 17 13
internal_value=0 0.0306868 0.0996519
internal_weight=22.3948 16.1798 9.96482
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=5
num_cat=0
split_feature=0 1 1 1
split_gain=17.8286 1.77636e-15 8.88178e-16 4.44089e-16
threshold=0.63924206635936309 0.77240286041730721 0.6574970042743532 0.883664341281449
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.079888367248734576 0.099651876314884702 0.09965187631488466 -0.07988836724873459 -0.079888367248734549
leaf_weight=7.2508387267589587 7.6396963596343976 2.325124979019165 3.9361695945262909 1.2430009245872495
leaf_count=35 23 7 19 6
internal_value=0 0.0996519 -0.0798884 -0.0798884
internal_weight=22.3948 9.96482 12.43 5.17917
internal_count=90 30 60 25
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=2
num_cat=0
split_feature=0
split_gain=15.1219
threshold=0.36702878675658507
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.094230897175024059 -0.078087693333247415
leaf_weight=9.312804043293001 11.238056123256682
leaf_count=30 60
internal_value=0
internal_weight=20.5509
internal_count=90
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=4.71567 10.4062 4.44089e-16
threshold=0.63924206635936309 0.36702878675658507 0.2839888058206414
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.078087693333247374 -0.078087693333247415 0.094230897175024086 -0.078087693333247402
leaf_weight=5.6190280616283443 1.49840748310089 9.3128040432929975 4.1206205785274506
leaf_count=30 8 30 22
internal_value=0 0.0293853 -0.0780877
internal_weight=20.5509 14.9318 5.61903
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=15.1219 8.88178e-16
threshold=0.63924206635936309 0.41418502195952278
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.078087693333247388 0.094230897175024086 -0.078087693333247402
leaf_weight=6.7428336739540118 9.3128040432929975 4.4952224493026733
leaf_count=36 30 24
internal_value=0 -0.0780877
internal_weight=20.5509 11.2381
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=7
num_cat=0
split_feature=0 0 0 0 1 0
split_gain=12.889 8.88178e-16 8.88178e-16 8.88178e-16 4.44089e-16 2.22045e-16
threshold=0.36702878675658507 0.26938756020819549 0.16266734444776673 0.8021287345899123 0.58174908316779905 0.89881641537650936
decision_type=2 2 2 2 2 2
left_child=1 2 4 -2 -1 -5
right_child=3 -3 -4 5 -6 -7
leaf_value=0.089867778296942341 -0.07654781781526597 0.089867778296942438 0.089867778296942438 -0.076547817815265887 0.089867778296942424 -0.076547817815265887
leaf_weight=2.010938882827761 7.5884755700826627 2.5854928493499756 2.5854928493499756 1.5176951140165331 1.4363849163055418 1.0117967426776884
leaf_count=7 45 9 9 9 5 6
internal_value=0 0.0898678 0.0898678 -0.0765478 0.0898678 -0.0765478
internal_weight=18.7363 8.61831 6.03282 10.118 3.44732 2.52949
internal_count=90 30 21 60 12 15
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=6
num_cat=0
split_feature=0 0 0 0 1
split_gain=4.0608 8.82822 8.88178e-16 4.44089e-16 2.22045e-16
threshold=0.63924206635936309 0.36702878675658507 0.45957805817678554 0.24320236229920691 0.4600716077131406
decision_type=2 2 2 2 2
left_child=1 3 -3 -1 -5
right_child=-2 2 -4 4 -6
leaf_value=-0.076547817815265873 -0.076547817815265956 0.089867778296942494 0.089867778296942466 -0.076547817815265831 -0.076547817815265901
leaf_weight=3.0353902280330685 5.0589837133884421 3.447323799133299 5.1709856986999512 0.8431639522314075 1.1804295331239698
leaf_count=18 30 12 18 5 7
internal_value=0 0.0283137 0.0898678 -0.0765478 -0.0765478
internal_weight=18.7363 13.6773 8.61831 5.05898 2.02359
internal_count=90 60 30 30 12
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=12.889 8.88178e-16 8.88178e-16 2.22045e-16
threshold=0.63924206635936309 0.50385208848916896 0.76997708025036971 0.57412420546255116
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.076547817815265928 0.089867778296942494 -0.076547817815265887 0.089867778296942466 -0.076547817815265887
leaf_weight=7.5884755700826663 3.447323799133299 1.5176951140165331 5.1709856986999512 1.0117967426776884
leaf_count=45 12 9 18 6
internal_value=0 -0.0765478 0.0898678 -0.0765478
internal_weight=18.7363 10.118 8.61831 2.52949
internal_count=90 60 30 15
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=11.0298 1.77636e-15 8.88178e-16
threshold=0.36702878675658507 0.89881641537650936 0.30033035291824789
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=0.086310917760592284 -0.075227506496878704 -0.075227506496878538 0.086310917760592284
leaf_weight=6.3287107944488552 8.1687732338905299 0.90764147043228227 1.5821776986122129
leaf_count=24 54 6 6
internal_value=0 -0.0752275 0.0863109
internal_weight=16.9873 9.07641 7.91089
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=7
num_cat=0
split_feature=0 0 0 1 0 1
split_gain=3.50449 7.52529 8.88178e-16 8.88178e-16 4.44089e-16 4.44089e-16
threshold=0.63924206635936309 0.36702878675658507 0.57412420546255116 0.86080851398343128 0.83689475435340677 0.18143164364221889
decision_type=2 2 2 2 2 2
left_child=1 5 3 -3 -2 -1
right_child=4 2 -4 -5 -6 -7
leaf_value=-0.075227506496878427 -0.075227506496878691 0.086310917760592312 0.086310917760592284 0.086310917760592271 -0.075227506496878635 -0.075227506496878663
leaf_weight=0.75636789202690291 3.1767451465129843 5.0102293789386749 1.5821776986122129 1.3184814155101774 1.361462205648422 3.7818394601345062
leaf_count=5 21 19 6 5 9 25
internal_value=0 0.0274235 0.0863109 0.0863109 -0.0752275 -0.0752275
internal_weight=16.9873 12.4491 7.91089 6.32871 4.53821 4.53821
internal_count=90 60 30 24 30 30
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=6
num_cat=0
split_feature=0 0 0 1 0
split_gain=11.0298 8.88178e-16 8.88178e-16 8.88178e-16 2.22045e-16
threshold=0.63924206635936309 0.57412420546255116 0.45957805817678554 0.1049160615537212 0.52318042273747256
decision_type=2 2 2 2 2
left_child=1 2 -1 -2 -4
right_child=3 -3 4 -5 -6
leaf_value=-0.075227506496878677 0.086310917760592326 -0.075227506496878538 -0.075227506496878621 0.086310917760592312 -0.075227506496878593
leaf_weight=6.3534902930259705 1.3184814155101765 0.90764147043228227 0.90764147043228127 6.5924070775508881 0.90764147043228149
leaf_count=42 5 6 6 25 6
internal_value=0 -0.0752275 -0.0752275 0.0863109 -0.0752275
internal_weight=16.9873 9.07641 8.16877 7.91089 1.81528
internal_count=90 60 54 30 12
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=9.46986 8.88178e-16 8.88178e-16
threshold=0.36702878675658507 0.30033035291824789 0.41418502195952278
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=0.08338066332902179 -0.074092768486364063 0.083380663329021776 -0.074092768486363966
leaf_weight=5.7698006629943857 0.81163421273231318 1.442450165748596 7.3047079145908356
leaf_count=24 6 6 54
internal_value=0 0.0833807 -0.0740928
internal_weight=15.3286 7.21225 8.11634
internal_count=90 30 60
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=7
num_cat=0
split_feature=0 0 0 0 0 0
split_gain=3.03001 6.43985 8.88178e-16 4.44089e-16 4.44089e-16 2.22045e-16
threshold=0.63924206635936309 0.36702878675658507 0.57412420546255116 0.072448474095904283 0.89881641537650936 0.16266734444776673
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 -2 -5
right_child=4 2 -4 5 -6 -7
leaf_value=-0.074092768486364063 -0.074092768486363939 0.083380663329021804 0.083380663329021776 -0.074092768486363855 -0.074092768486363897 -0.074092768486363952
leaf_weight=0.81163421273231318 3.2465368509292611 5.7698006629943848 1.442450165748596 0.8116342127323154 0.81163421273231495 2.4349026381969452
leaf_count=6 24 24 6 6 6 18
internal_value=0 0.0266788 0.0833807 -0.0740928 -0.0740928 -0.0740928
internal_weight=15.3286 11.2704 7.21225 4.05817 4.05817 3.24654
internal_count=90 60 30 30 30 24
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=9.46986 8.88178e-16 8.88178e-16
threshold=0.63924206635936309 0.072448474095904283 0.89881641537650936
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.074092768486364063 0.08338066332902179 -0.074092768486363966 0.083380663329021776
leaf_weight=0.81163421273231318 5.7698006629943857 7.3047079145908356 1.442450165748596
leaf_count=6 24 54 6
internal_value=0 -0.0740928 0.0833807
internal_weight=15.3286 8.11634 7.21225
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=3
num_cat=0
split_feature=0 1
split_gain=8.15289 4.44089e-16
threshold=0.36702878675658507 0.13170805722816362
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=0.080945419779759609 -0.073115439914998706 -0.073115439914998734
leaf_weight=6.5377311408519745 1.3269411846995351 5.9109198227524757
leaf_count=30 11 49
internal_value=0 -0.0731154
internal_weight=13.7756 7.23786
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=2.62396 5.52893 2.22045e-16
threshold=0.63924206635936309 0.36702878675658507 0.24320236229920691
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-0.073115439914998775 -0.07311543991499872 0.080945419779759609 -0.073115439914998706
leaf_weight=2.171358302235602 3.6189305037260064 6.5377311408519745 1.447572201490402
leaf_count=18 30 30 12
internal_value=0 0.0260518 -0.0731154
internal_weight=13.7756 10.1567 3.61893
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=3
num_cat=0
split_feature=0 1
split_gain=8.15289 4.44089e-16
threshold=0.63924206635936309 0.82974103536884491
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.073115439914998734 0.080945419779759609 -0.073115439914998706
leaf_weight=5.9109198227524757 6.5377311408519745 1.3269411846995351
leaf_count=49 30 11
internal_value=0 -0.0731154
internal_weight=13.7756 7.23786
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=7.03527 8.88178e-16 4.44089e-16
threshold=0.36702878675658507 0.44606129993427923 0.30033035291824789
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=0.07890669650531823 -0.072272100166705627 -0.072272100166705683 0.078906696505318175
leaf_weight=4.7180886268615723 0.96585193276405323 5.4731609523296356 1.1795221567153928
leaf_count=24 9 51 6
internal_value=0 -0.0722721 0.0789067
internal_weight=12.3366 6.43901 5.89761
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=7
num_cat=0
split_feature=0 0 0 0 0 2
split_gain=2.27546 4.75981 4.44089e-16 2.22045e-16 2.22045e-16 2.22045e-16
threshold=0.63924206635936309 0.36702878675658507 0.57412420546255116 0.30033035291824789 0.81395062659828976 0.49262631398171897
decision_type=2 2 2 2 2 2
left_child=1 3 -3 5 -2 -1
right_child=4 2 -4 -5 -6 -7
leaf_value=-0.072272100166705697 -0.0722721001667056 0.07890669650531823 0.078906696505318175 -0.072272100166705586 -0.072272100166705641 -0.072272100166705641
leaf_weight=1.0731688141822804 1.9317038655281078 4.7180886268615723 1.1795221567153928 0.64390128850936879 1.2878025770187376 1.5024363398551939
leaf_count=10 18 24 6 6 12 14
internal_value=0 0.0255213 0.0789067 -0.0722721 -0.0722721 -0.0722721
internal_weight=12.3366 9.11712 5.89761 3.21951 3.21951 2.57561
internal_count=90 60 30 30 30 24
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=7.03527 8.88178e-16 4.44089e-16
threshold=0.63924206635936309 0.11612658225234508 0.89881641537650936
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.072272100166705627 0.07890669650531823 -0.072272100166705683 0.078906696505318175
leaf_weight=0.96585193276405323 4.7180886268615723 5.4731609523296356 1.1795221567153928
leaf_count=9 24 51 6
internal_value=0 -0.0722721 0.0789067
internal_weight=12.3366 6.43901 5.89761
internal_count=90 60 30
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=6.0827 4.44089e-16
threshold=0.36702878675658507 0.81395062659828976
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=0.077189350083475369 -0.071543151084887638 -0.071543151084887596
leaf_weight=5.2982564270496368 4.573116660118103 1.1432791650295255
leaf_count=30 48 12
internal_value=0 -0.0715432
internal_weight=11.0147 5.7164
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=1.97559 4.1071
threshold=0.63924206635936309 0.36702878675658507
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.071543151084887666 -0.07154315108488761 0.077189350083475369
leaf_weight=2.8581979125738126 2.8581979125738153 5.2982564270496368
leaf_count=30 30 30
internal_value=0 0.0250703
internal_weight=11.0147 8.15645
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=6.0827 4.44089e-16
threshold=0.63924206635936309 0.52318042273747256
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.071543151084887638 0.077189350083475369 -0.071543151084887596
leaf_weight=4.573116660118103 5.2982564270496368 1.1432791650295255
leaf_count=48 30 12
internal_value=0 -0.0715432
internal_weight=11.0147 5.7164
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=5.26782 4.44089e-16
threshold=0.36702878675658507 0.89881641537650936
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=0.075735108389503245 -0.070912138114566092 -0.070912138114565981
leaf_weight=4.7430700063705444 4.5590957701206207 0.50656619668006886
leaf_count=30 54 6
internal_value=0 -0.0709121
internal_weight=9.80873 5.06566
internal_count=90 60
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=5
num_cat=0
split_feature=0 0 1 1
split_gain=1.71701 3.5508 2.22045e-16 2.22045e-16
threshold=0.63924206635936309 0.36702878675658507 0.2839888058206414 0.233692040266088
decision_type=2 2 2 2
left_child=1 2 -1 -2
right_child=3 -3 -4 -5
leaf_value=-0.07091213811456594 -0.07091213811456594 0.075735108389503245 -0.070912138114566078 -0.070912138114566078
leaf_weight=0.59099389612674746 0.59099389612674746 4.7430700063705444 1.9418370872735975 1.9418370872735975
leaf_count=7 7 30 23 23
internal_value=0 0.0246854 -0.0709121 -0.0709121
internal_weight=9.80873 7.2759 2.53283 2.53283
internal_count=90 60 30 30
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=5.26782 4.44089e-16
threshold=0.63924206635936309 0.57412420546255116
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.070912138114566092 0.075735108389503245 -0.070912138114565981
leaf_weight=4.5590957701206207 4.7430700063705444 0.50656619668006886
leaf_count=54 30 6
internal_value=0 -0.0709121
internal_weight=9.80873 5.06566
internal_count=90 60
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_0=125
Column_1=22
Column_2=1

parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 15]
[learning_rate: 0.1]
[num_leaves: 7]
[num_threads: 1]
[seed: 2147483647]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 5]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 29739]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 11141]
[extra_trees: 0]
[extra_seed: 7870]
[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: 3374]
[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: 35]
[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: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 31308]
[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: ]
[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:null
