annotate test-data/lgb_regr_model.txt @ 47:6adef419e041 draft default tip

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57a0433defa3cbc37ab34fbb0ebcfaeb680db8d5

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=16
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16
feature_infos=none [1:12] [1:31] [35:89] [35:117] [45.100000000000001:77.400000000000006] [41:77] [46:81] [44:79] [28:95] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=460 470 470 467 468 470 473 469 472 468 473 470 470 471 471 472 472 474 469 471 471 472 473 472 472 472 472 473 474 472 473 475 472 474 473 475 471 474 472 474 473 471 472 475 473 473 473 472 474 474 475 472 474 472 474 476 474 474 470 477 474 475 475 476 475 475 474 474 475 475 473 475 477 473 476 476 473 477 476 476 477 478 476 475 476 476 477 477 475 475 476 477 477 477 476 474 477 473 477 475

Tree=0
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=21981 3698.68 2535.98
threshold=59.500000000000007 67.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=62.038341525088761 62.417185134504621 62.618201951498229 62.240866470799915
leaf_weight=39 60 94 68
leaf_count=39 60 94 68
internal_value=62.387 62.5399 62.1669
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=1


Tree=1
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=21111.6 3552.29 2435.77
threshold=59.500000000000007 67.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.34167152258328903 0.029608420815268585 0.22660763291784439 -0.14318757987222047
leaf_weight=39 60 94 68
leaf_count=39 60 94 68
internal_value=0 0.149908 -0.215716
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=2
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=20276.6 3415.3 2339.52
threshold=59.500000000000007 66.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.3348503385982704 0.0089941372510880108 0.21121788384969542 -0.1403267720715142
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.146912 -0.211408
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=3
num_leaves=4
num_cat=0
split_feature=7 5 3
split_gain=19090 2567.75 2335.07
threshold=58.500000000000007 47.650000000000013 66.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.3281653311040843 0.040034522845302317 -0.12700756602102453 0.20620459727014984
leaf_weight=39 52 73 97
leaf_count=39 52 73 97
internal_value=0 -0.197222 0.148264
internal_weight=0 112 149
internal_count=261 112 149
is_linear=0
shrinkage=0.02


Tree=4
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=18798 3198.47 2139.76
threshold=59.500000000000007 67.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.32161378821906822 0.027300954011110927 0.21423159812929224 -0.13557427829296489
leaf_weight=39 60 94 68
leaf_count=39 60 94 68
internal_value=0 0.141452 -0.203556
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=5
num_leaves=4
num_cat=0
split_feature=4 4 3
split_gain=18054.5 3079.22 1822.15
threshold=59.500000000000007 69.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.30016486206214116 0.044340271496880447 0.22347693017324013 -0.13158499980318913
leaf_weight=43 73 81 64
leaf_count=43 73 81 64
internal_value=0 0.138625 -0.199491
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=6
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=17340.4 2981.46 2002.65
threshold=59.500000000000007 66.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.30971825721961382 0.0069955252464128075 0.19593773937672365 -0.12974127892619874
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.135855 -0.195507
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=7
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=16654.6 2872.63 1923.52
threshold=59.500000000000007 69.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.30353500165565872 0.042073368811812929 0.21509587302077962 -0.12714911865070735
leaf_weight=39 73 81 68
leaf_count=39 73 81 68
internal_value=0 0.13314 -0.191603
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=8
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=15995.9 2781.55 1660.28
threshold=59.500000000000007 66.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.29178349939917009 0.0060155469641948837 0.18851297724937083 -0.12787558648840908
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.13048 -0.187777
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=9
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=15363.2 2679.9 1800.57
threshold=59.500000000000007 69.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.2923212045093983 0.039913678984317705 0.20703066601652659 -0.12166859812825477
leaf_weight=39 73 81 68
leaf_count=39 73 81 68
internal_value=0 0.127872 -0.184027
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=10
num_leaves=4
num_cat=0
split_feature=4 4 3
split_gain=14755.6 2595.05 1561.67
threshold=59.500000000000007 66.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.2735475731958833 0.0050982731326864872 0.18137083129616419 -0.11749331904272589
leaf_weight=43 49 105 64
leaf_count=43 49 105 64
internal_value=0 0.125317 -0.180352
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=11
num_leaves=4
num_cat=0
split_feature=7 4 5
split_gain=14242.7 2466.46 1849.73
threshold=58.500000000000007 70.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.28150340262111084 0.046053944161116273 0.20883624329077224 -0.11075863334709078
leaf_weight=39 74 75 73
leaf_count=39 74 75 73
internal_value=0 0.128056 -0.17036
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=12
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=13673.5 2403.74 1605.76
threshold=59.500000000000007 67.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.2758834307523893 0.021675200259723221 0.18372553971073033 -0.11472568932724224
leaf_weight=39 60 94 68
leaf_count=39 60 94 68
internal_value=0 0.120633 -0.173615
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=13
num_leaves=4
num_cat=0
split_feature=7 4 5
split_gain=13197.3 2283.54 1694.68
threshold=58.500000000000007 70.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.27037563912728757 0.044361921850125684 0.20099233837202007 -0.10693932551699428
leaf_weight=39 74 75 73
leaf_count=39 74 75 73
internal_value=0 0.123265 -0.163991
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=14
num_leaves=4
num_cat=0
split_feature=7 4 5
split_gain=12675.3 2193.18 1644.69
threshold=58.500000000000007 70.500000000000014 49.150000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.23463256788475495 0.043475522612075317 0.1969762381669509 -0.081107731298485822
leaf_weight=58 74 75 54
leaf_count=58 74 75 54
internal_value=0 0.120803 -0.160716
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=15
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=12215.8 2159.23 1420.52
threshold=59.500000000000007 66.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.26029357073402842 0.0043585873371366334 0.1651503511322456 -0.10871106014669213
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.11402 -0.164102
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=16
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=11761.5 2001.05 1772.32
threshold=54.500000000000007 67.500000000000014 49.150000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.22573791294925613 0.025505303906963685 0.18076758567473433 -0.071222441984663543
leaf_weight=58 53 89 61
leaf_count=58 53 89 61
internal_value=0 0.122864 -0.146628
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=17
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=11305.7 1992.19 1319.79
threshold=59.500000000000007 66.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.25059036297965359 0.0043535277886050088 0.15880152616149593 -0.10448087011049792
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.109688 -0.157872
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=18
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=10898.7 1863.04 1636.99
threshold=54.500000000000007 68.500000000000014 49.150000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.21717894152969261 0.034715783310020461 0.181100210328865 -0.068678156229210932
leaf_weight=58 61 81 61
leaf_count=58 61 81 61
internal_value=0 0.11827 -0.141149
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=19
num_leaves=4
num_cat=0
split_feature=7 5 5
split_gain=10475.9 1435.71 1355.36
threshold=58.500000000000007 70.65000000000002 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.24125173428920885 0.059465180201735343 0.18645590226622388 -0.095089144787319196
leaf_weight=39 90 59 73
leaf_count=39 90 59 73
internal_value=0 0.109819 -0.146111
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=20
num_leaves=4
num_cat=0
split_feature=4 5 4
split_gain=10110.6 1795.1 1192.37
threshold=62.500000000000007 50.650000000000013 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.19247314493976253 0.062248456297474893 -0.040322309717500143 0.18167169112417259
leaf_weight=73 68 54 66
leaf_count=73 68 54 66
internal_value=0 -0.127843 0.121139
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=21
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=9722.75 1689.55 1460.53
threshold=54.500000000000007 67.500000000000014 49.150000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.20513302208614861 0.022246600106788125 0.16491295479571794 -0.064863171891141727
leaf_weight=58 53 89 61
leaf_count=58 53 89 61
internal_value=0 0.111707 -0.133317
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=22
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=9367.57 1667.78 1103.75
threshold=59.500000000000007 70.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.22849747334473694 0.033962876400982223 0.16562173291157237 -0.094879876778188654
leaf_weight=39 77 77 68
leaf_count=39 77 77 68
internal_value=0 0.0998428 -0.143707
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=23
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=9019.13 1566.14 1345.24
threshold=54.500000000000007 68.500000000000014 51.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.20090173729799049 0.030979750485804383 0.16519430648976169 -0.065936576333027783
leaf_weight=55 61 81 64
leaf_count=55 61 81 64
internal_value=0 0.107588 -0.128404
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=24
num_leaves=4
num_cat=0
split_feature=4 5 4
split_gain=8689.93 1548.12 1029.67
threshold=62.500000000000007 50.650000000000013 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.17854233825942539 0.057578282732052996 -0.037244273918578014 0.16855659520651331
leaf_weight=73 68 54 66
leaf_count=73 68 54 66
internal_value=0 -0.118523 0.112305
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=25
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=8360.25 1457.44 1256.27
threshold=54.500000000000007 67.500000000000014 49.150000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.19023033857715096 0.020493948405377941 0.15299969229317281 -0.060136313219107132
leaf_weight=58 53 89 61
leaf_count=58 53 89 61
internal_value=0 0.103583 -0.123625
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=26
num_leaves=4
num_cat=0
split_feature=4 4 4
split_gain=8043.79 1420.23 958.653
threshold=62.500000000000007 54.500000000000007 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.17434680477807607 0.055243111778960782 -0.039823369805023677 0.16232583812966694
leaf_weight=70 68 57 66
leaf_count=70 68 57 66
internal_value=0 -0.114032 0.108049
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=27
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=7751.5 1358.95 1175.73
threshold=54.500000000000007 66.500000000000014 51.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.18681557527358206 0.00423485388091604 0.13981399288586213 -0.060640908455316563
leaf_weight=55 42 100 64
leaf_count=55 42 100 64
internal_value=0 0.0997406 -0.119039
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=28
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=7457.63 1336.88 926.16
threshold=59.500000000000007 66.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.20589108963405686 0.002792834459350579 0.12931565147582161 -0.083502176337188191
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.0890831 -0.128224
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=29
num_leaves=4
num_cat=0
split_feature=7 4 5
split_gain=7189.97 1307.17 975.94
threshold=58.500000000000007 70.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.20178064601299919 0.031278893632960901 0.14978457703037146 -0.077756204790597222
leaf_weight=39 74 75 73
leaf_count=39 74 75 73
internal_value=0 0.0909771 -0.121049
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=30
num_leaves=4
num_cat=0
split_feature=6 4 4
split_gain=6916.23 1222.69 1068.61
threshold=54.500000000000007 68.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.19822671095214905 0.026522039773300428 0.14511127936820944 -0.070479221298436451
leaf_weight=39 61 81 80
leaf_count=39 61 81 80
internal_value=0 0.0942118 -0.112445
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=31
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=6666.68 1190.39 821.481
threshold=59.500000000000007 66.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.19438337190028557 0.0027978942595499705 0.1221893894128722 -0.079114784676369829
leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.0842249 -0.121236
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=32
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=6408.28 1137.07 999.969
threshold=54.500000000000007 68.500000000000014 50.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.15423287890100018 0.025408021547552975 0.13976988160876352 -0.035105500089286437
leaf_weight=73 61 81 46
leaf_count=73 61 81 46
internal_value=0 0.090685 -0.108238
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=33
num_leaves=4
num_cat=0
split_feature=4 5 8
split_gain=6167.61 1130.84 787.375
threshold=62.500000000000007 50.650000000000013 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.15115117725504398 0.055910097981640962 -0.030387838018873119 0.15546192378142279
leaf_weight=73 82 54 52
leaf_count=73 82 54 52
internal_value=0 -0.0998543 0.0946091
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=34
num_leaves=4
num_cat=0
split_feature=7 4 4
split_gain=5941.93 1101.46 840.113
threshold=58.500000000000007 70.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.18494569565287505 0.027903367161601925 0.13668579431416686 -0.069879465511498748
leaf_weight=39 74 75 73
leaf_count=39 74 75 73
internal_value=0 0.0827035 -0.110045
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=5725.03 1337.48 522.597
threshold=57.500000000000007 66.500000000000014 51.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.16704778242362789 -0.0031760138937613094 0.11335743056187068 -0.071062845048506962
leaf_weight=53 63 105 40
leaf_count=53 63 105 40
internal_value=0 0.0696695 -0.125857
internal_weight=0 168 93
internal_count=261 168 93
is_linear=0
shrinkage=0.02


Tree=36
num_leaves=4
num_cat=0
split_feature=6 4 3
split_gain=5511.63 1001.9 882.341
threshold=54.500000000000007 71.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.17273797393703175 0.03659311274428638 0.14355385553672384 -0.059311452941824327
leaf_weight=43 79 63 76
leaf_count=43 79 63 76
internal_value=0 0.0841005 -0.100382
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=37
num_leaves=4
num_cat=0
split_feature=4 4 8
split_gain=5309.24 989.543 704.129
threshold=62.500000000000007 54.500000000000007 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.14299231621477579 0.051183172598997739 -0.030705498369589815 0.14532277289337997
leaf_weight=70 82 57 52
leaf_count=70 82 57 52
internal_value=0 -0.0926468 0.0877777
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=38
num_leaves=4
num_cat=0
split_feature=4 4 4
split_gain=5106.89 1201.88 480.655
threshold=57.500000000000007 66.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.17238339183304294 -0.0032533537318972269 0.10721422911972374 -0.080032333199603803
leaf_weight=39 63 105 54
leaf_count=39 63 105 54
internal_value=0 0.0658 -0.118869
internal_weight=0 168 93
internal_count=261 168 93
is_linear=0
shrinkage=0.02


Tree=39
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=4924.32 915.603 797.619
threshold=54.500000000000007 71.500000000000014 51.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.15070699315484995 0.034077799265719681 0.13632743532615663 -0.046786059801489595
leaf_weight=55 79 63 64
leaf_count=55 79 63 64
internal_value=0 0.0794925 -0.0948838
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=40
num_leaves=4
num_cat=0
split_feature=4 8 5
split_gain=4734.79 883.6 632.439
threshold=59.500000000000007 71.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.16635108446751465 0.036715705966177473 0.13802722702242487 -0.065220779812802693
leaf_weight=39 102 52 68
leaf_count=39 102 52 68
internal_value=0 0.0709772 -0.102173
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=41
num_leaves=4
num_cat=0
split_feature=6 4 4
split_gain=4565.8 858.74 752.42
threshold=54.500000000000007 71.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.16334400948216185 0.032561944670437173 0.13158534648849324 -0.056152994614334109
leaf_weight=39 79 63 80
leaf_count=39 79 63 80
internal_value=0 0.0765437 -0.0913649
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=42
num_leaves=4
num_cat=0
split_feature=4 4 8
split_gain=4404.08 829.021 600.783
threshold=62.500000000000007 54.500000000000007 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.1304633964270043 0.046142370492615749 -0.027685871841935907 0.1330986424936588
leaf_weight=70 82 57 52
leaf_count=70 82 57 52
internal_value=0 -0.0843819 0.0799444
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=43
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=4232.4 1015.45 420.598
threshold=57.500000000000007 66.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.15827092910075327 -0.0035699539572421057 0.097967633166321802 -0.071891890702338895
leaf_weight=39 63 105 54
leaf_count=39 63 105 54
internal_value=0 0.0599006 -0.108216
internal_weight=0 168 93
internal_count=261 168 93
is_linear=0
shrinkage=0.02


Tree=44
num_leaves=4
num_cat=0
split_feature=6 4 3
split_gain=4078.71 802.753 687.825
threshold=54.500000000000007 74.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.15023851866176297 0.038834724028466369 0.13990206006557437 -0.050094795401939132
leaf_weight=43 95 47 76
leaf_count=43 95 47 76
internal_value=0 0.0723447 -0.086355
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=45
num_leaves=4
num_cat=0
split_feature=4 5 8
split_gain=3929.76 746.973 556.215
threshold=62.500000000000007 50.650000000000013 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.12140031106897496 0.042993318161750026 -0.023250147683443637 0.12665974407272054
leaf_weight=73 82 54 52
leaf_count=73 82 54 52
internal_value=0 -0.0797093 0.075516
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=46
num_leaves=4
num_cat=0
split_feature=4 4 2
split_gain=3780.3 1103.01 363.58
threshold=66.500000000000014 55.500000000000007 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.11559851510722949 0.044168104430751656 -0.0092390278883806142 0.12133066323452321
leaf_weight=78 39 78 66
leaf_count=78 39 78 66
internal_value=0 -0.0624519 0.0927264
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=47
num_leaves=4
num_cat=0
split_feature=7 4 4
split_gain=3642.49 735.318 565.025
threshold=58.500000000000007 70.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.147585776853598 0.019976449028156425 0.10885625324729471 -0.053226788240605095
leaf_weight=39 74 75 73
leaf_count=39 74 75 73
internal_value=0 0.0647501 -0.0861627
internal_weight=0 149 112
internal_count=261 149 112
is_linear=0
shrinkage=0.02


Tree=48
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=3507.29 721.205 612.024
threshold=54.500000000000007 74.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.14377574636717819 0.035324445082112001 0.13111907613133078 -0.047716712582438529
leaf_weight=40 95 47 79
leaf_count=40 95 47 79
internal_value=0 0.0670857 -0.0800777
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=49
num_leaves=4
num_cat=0
split_feature=4 5 8
split_gain=3385.79 663.473 501.764
threshold=62.500000000000007 47.650000000000013 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.14259994031097201 0.039206533585775499 -0.043480971405965539 0.11866964307059384
leaf_weight=39 82 88 52
leaf_count=39 82 88 52
internal_value=0 -0.0739872 0.0700948
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=50
num_leaves=4
num_cat=0
split_feature=4 4 2
split_gain=3265.81 789.367 341.976
threshold=57.500000000000007 66.500000000000014 9.5000000000000018
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-0.095059929041341445 -0.0033421410073261738 0.039096746876442982 0.11391865746889604
leaf_weight=93 63 39 66
leaf_count=93 63 39 66
internal_value=0 0.0526169 0.0861798
internal_weight=0 168 105
internal_count=261 168 105
is_linear=0
shrinkage=0.02


Tree=51
num_leaves=4
num_cat=0
split_feature=6 4 4
split_gain=3148.79 726.765 459.471
threshold=52.500000000000007 70.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.13802185928055719 0.015510023701005512 0.1024440224827789 -0.051830211357694209
leaf_weight=39 79 75 68
leaf_count=39 79 75 68
internal_value=0 0.0578805 -0.083323
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=52
num_leaves=4
num_cat=0
split_feature=4 5 3
split_gain=3027.92 737.072 324.801
threshold=57.500000000000007 67.050000000000011 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.13551516446427733 0.0092407518719147073 0.093032633695158129 -0.059617647877766029
leaf_weight=39 85 83 54
leaf_count=39 85 83 54
internal_value=0 0.0506642 -0.0915322
internal_weight=0 168 93
internal_count=261 168 93
is_linear=0
shrinkage=0.02


Tree=53
num_leaves=4
num_cat=0
split_feature=4 5 2
split_gain=2919.57 868.72 325.77
threshold=66.500000000000014 50.650000000000013 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.10517590317661531 0.035541395461556241 -0.010591015789904033 0.10856016258076928
leaf_weight=73 39 83 66
leaf_count=73 39 83 66
internal_value=0 -0.0548843 0.0814883
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=54
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=2811.88 670.389 420.991
threshold=52.500000000000007 74.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.13005769408549456 0.026571552930233833 0.11665769633382329 -0.047986859482376597
leaf_weight=40 106 48 67
leaf_count=40 106 48 67
internal_value=0 0.0546958 -0.07874
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=55
num_leaves=4
num_cat=0
split_feature=4 4 8
split_gain=2711.77 809.977 220.883
threshold=66.500000000000014 55.500000000000007 71.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.098438125687065739 0.049670317681109327 -0.0072943586875309149 0.10783265088601329
leaf_weight=78 53 78 52
leaf_count=78 53 78 52
internal_value=0 -0.0528951 0.0785348
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=56
num_leaves=4
num_cat=0
split_feature=4 4 2
split_gain=2604.52 779.024 310.214
threshold=66.500000000000014 54.500000000000007 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.10134312437522151 0.032136595264737007 -0.011484600334158063 0.10338242423702193
leaf_weight=70 39 86 66
leaf_count=70 39 86 66
internal_value=0 -0.0518382 0.0769663
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=57
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=2512.16 614.737 391.77
threshold=52.500000000000007 74.500000000000014 47.650000000000013
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.12493112468524208 0.024767504784190906 0.11103296259488264 -0.045347745407865812
leaf_weight=39 106 48 68
leaf_count=39 106 48 68
internal_value=0 0.0516989 -0.074425
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=58
num_leaves=4
num_cat=0
split_feature=4 8 7
split_gain=2421.5 622.079 283.566
threshold=57.500000000000007 71.500000000000014 51.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.11218796501371715 0.0195064040300067 0.1027446595033792 -0.041517923333444354
leaf_weight=53 116 52 40
leaf_count=53 116 52 40
internal_value=0 0.0453074 -0.0818549
internal_weight=0 168 93
internal_count=261 168 93
is_linear=0
shrinkage=0.02


Tree=59
num_leaves=4
num_cat=0
split_feature=4 5 2
split_gain=2340.35 695.478 295.382
threshold=66.500000000000014 50.650000000000013 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.094137749273864785 0.029219195932752493 -0.0095066214306655603 0.098734294850769969
leaf_weight=73 39 83 66
leaf_count=73 39 83 66
internal_value=0 -0.0491392 0.0729587
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=60
num_leaves=4
num_cat=0
split_feature=6 4 4
split_gain=2250.75 534.381 433.052
threshold=54.500000000000007 74.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.11875287270771746 0.026403972639249582 0.10885808370068797 -0.037439621827479418
leaf_weight=39 95 47 80
leaf_count=39 95 47 80
internal_value=0 0.0537409 -0.0641494
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=61
num_leaves=4
num_cat=0
split_feature=4 6 2
split_gain=2172.69 650.215 280.29
threshold=66.500000000000014 46.500000000000007 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.1026356818101487 0.027690743347675198 -0.017180013184060539 0.095404881877088579
leaf_weight=55 39 101 66
leaf_count=55 39 101 66
internal_value=0 -0.0473463 0.0702967
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=62
num_leaves=4
num_cat=0
split_feature=4 3 9
split_gain=2093.96 451.576 337.052
threshold=62.500000000000007 49.500000000000007 63.500000000000007
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.11478943273756917 0.011922403827755978 -0.033018820817481115 0.078424481321205372
leaf_weight=39 47 88 87
leaf_count=39 47 88 87
internal_value=0 -0.0581852 0.0551235
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=63
num_leaves=4
num_cat=0
split_feature=4 5 4
split_gain=2021.02 632.359 146.212
threshold=55.500000000000007 67.050000000000011 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.11263492548163663 0.0024330164054193687 0.077105150207710346 -0.057618391945870408
leaf_weight=39 100 83 39
leaf_count=39 100 83 39
internal_value=0 0.0363216 -0.0852132
internal_weight=0 183 78
internal_count=261 183 78
is_linear=0
shrinkage=0.02


Tree=64
num_leaves=4
num_cat=0
split_feature=4 7 2
split_gain=1947.06 589.04 266.991
threshold=66.500000000000014 51.500000000000007 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.097445564074291266 0.024968194328830129 -0.01610892644922941 0.091050187232942892
leaf_weight=55 39 101 66
leaf_count=55 39 101 66
internal_value=0 -0.0448213 0.066546
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=65
num_leaves=4
num_cat=0
split_feature=4 8 4
split_gain=1877.28 594.385 155.343
threshold=55.500000000000007 71.500000000000014 66.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.082127656246767752 -0.0056746521547476805 0.09217006707894887 0.038670366244597333
leaf_weight=78 78 52 53
leaf_count=78 78 52 53
internal_value=0 0.0350058 0.0122714
internal_weight=0 183 131
internal_count=261 183 131
is_linear=0
shrinkage=0.02


Tree=66
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=1809.37 470.413 364.352
threshold=54.500000000000007 74.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.10666221598481668 0.022536879904992174 0.099895754015468519 -0.032550773429888699
leaf_weight=40 95 47 79
leaf_count=40 95 47 79
internal_value=0 0.0481838 -0.057517
internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=67
num_leaves=4
num_cat=0
split_feature=4 8 4
split_gain=1742.7 557.233 142.151
threshold=55.500000000000007 71.500000000000014 66.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.079128793706673431 -0.0054514654330595283 0.08907674863078853 0.036968567638000077
leaf_weight=78 78 52 53
leaf_count=78 78 52 53
internal_value=0 0.0337278 0.0117153
internal_weight=0 183 131
internal_count=261 183 131
is_linear=0
shrinkage=0.02


Tree=68
num_leaves=4
num_cat=0
split_feature=5 3 4
split_gain=1680.05 400.812 363.154
threshold=58.550000000000004 49.500000000000007 74.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.10393168303677883 0.026270386964617271 -0.027541445913242583 0.096346831839488806
leaf_weight=39 83 93 46
leaf_count=39 83 93 46
internal_value=0 -0.0501605 0.0513038
internal_weight=0 132 129
internal_count=261 132 129
is_linear=0
shrinkage=0.02


Tree=69
num_leaves=4
num_cat=0
split_feature=4 8 4
split_gain=1618.95 521.359 129.998
threshold=55.500000000000007 71.500000000000014 66.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.07626743949673935 -0.0051999797180258735 0.086046170676901554 0.035365921299373201
leaf_weight=78 78 52 53
leaf_count=78 78 52 53
internal_value=0 0.0325085 0.0112162
internal_weight=0 183 131
internal_count=261 183 131
is_linear=0
shrinkage=0.02


Tree=70
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=1559 436.644 272.575
threshold=52.500000000000007 74.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.099919107282194441 0.018030390686899819 0.090731857518892373 -0.033889368096211285
leaf_weight=40 106 48 67
leaf_count=40 106 48 67
internal_value=0 0.0407267 -0.05863
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=71
num_leaves=4
num_cat=0
split_feature=4 8 4
split_gain=1502.1 489.952 125.797
threshold=55.500000000000007 71.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.098888090539228771 0.010672363373392313 0.083213474561814632 -0.047886594675647223
leaf_weight=39 131 52 39
leaf_count=39 131 52 39
internal_value=0 0.0313134 -0.0734634
internal_weight=0 183 78
internal_count=261 183 78
is_linear=0
shrinkage=0.02


Tree=72
num_leaves=4
num_cat=0
split_feature=4 3 9
split_gain=1449.44 333.186 278.692
threshold=62.500000000000007 49.500000000000007 64.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.097030577972352067 0.0096039477240817215 -0.026792613206987715 0.068816604568203474
leaf_weight=39 52 88 82
leaf_count=39 52 88 82
internal_value=0 -0.0484096 0.0458615
internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
shrinkage=0.02


Tree=73
num_leaves=4
num_cat=0
split_feature=4 8 2
split_gain=1397.97 437.468 246.822
threshold=66.500000000000014 48.500000000000007 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.08894004624766709 0.016430030175722376 -0.015954624601395 0.079943924377450654
leaf_weight=47 39 109 66
leaf_count=47 39 109 66
internal_value=0 -0.037979 0.0563873
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=74
num_leaves=4
num_cat=0
split_feature=4 8 4
split_gain=1350.38 446.338 113.655
threshold=55.500000000000007 71.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.093822203036431073 0.0099883083074527798 0.079225696140776125 -0.045342596406090854
leaf_weight=39 131 52 39
leaf_count=39 131 52 39
internal_value=0 0.0296895 -0.069655
internal_weight=0 183 78
internal_count=261 183 78
is_linear=0
shrinkage=0.02


Tree=75
num_leaves=4
num_cat=0
split_feature=5 7 7
split_gain=1310.42 323.085 232.009
threshold=58.550000000000004 50.500000000000007 76.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.091713997957740379 0.027602331847683681 -0.023623565213518681 0.086028281073451882
leaf_weight=40 90 92 39
leaf_count=40 90 92 39
internal_value=0 -0.0443008 0.0453093
internal_weight=0 132 129
internal_count=261 132 129
is_linear=0
shrinkage=0.02


Tree=76
num_leaves=4
num_cat=0
split_feature=5 5 4
split_gain=1258.6 310.51 307.063
threshold=58.550000000000004 47.650000000000013 74.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.090744184127001429 0.021387859224426455 -0.02350690654219894 0.085821386271853609
leaf_weight=39 83 93 46
leaf_count=39 83 93 46
internal_value=0 -0.0434161 0.0444044
internal_weight=0 132 129
internal_count=261 132 129
is_linear=0
shrinkage=0.02


Tree=77
num_leaves=4
num_cat=0
split_feature=4 6 2
split_gain=1213.97 389.423 233.314
threshold=66.500000000000014 46.500000000000007 9.5000000000000018
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.078180019335000392 0.01370194678999806 -0.012045181356469967 0.075447349763591381
leaf_weight=55 39 101 66
leaf_count=55 39 101 66
internal_value=0 -0.0353917 0.0525454
internal_weight=0 156 105
internal_count=261 156 105
is_linear=0
shrinkage=0.02


Tree=78
num_leaves=4
num_cat=0
split_feature=4 8 4
split_gain=1173.82 392.107 99.6687
threshold=55.500000000000007 71.500000000000014 49.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.087574293244852261 0.0092145505764128655 0.07410997046123019 -0.042173455664556679
leaf_weight=39 131 52 39
leaf_count=39 131 52 39
internal_value=0 0.0276804 -0.0649423
internal_weight=0 183 78
internal_count=261 183 78
is_linear=0
shrinkage=0.02


Tree=79
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=1132.26 384.428 86.4257
threshold=48.500000000000007 70.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.064369852746122322 -0.012437122188956231 0.061377074511931584 0.023826032519499215
leaf_weight=77 63 76 45
leaf_count=77 63 76 45
internal_value=0 0.0269375 0.00267077
internal_weight=0 184 108
internal_count=261 184 108
is_linear=0
shrinkage=0.02


Tree=80
num_leaves=4
num_cat=0
split_feature=6 8 5
split_gain=1087.46 369.504 72.5916
threshold=48.500000000000007 71.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.063083623367609101 -0.0047344632961281163 0.071519259579847436 0.025076308636288364
leaf_weight=77 73 52 59
leaf_count=77 73 52 59
internal_value=0 0.0263993 0.00859022
internal_weight=0 184 132
internal_count=261 184 132
is_linear=0
shrinkage=0.02


Tree=81
num_leaves=4
num_cat=0
split_feature=6 8 7
split_gain=1045.28 265.367 196.598
threshold=52.500000000000007 71.500000000000014 50.500000000000007
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.083073630779795682 0.014572453866230526 0.070090795754298885 -0.026997516421628669
leaf_weight=40 102 52 67
leaf_count=40 102 52 67
internal_value=0 0.0333474 -0.0480086
internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=82
num_leaves=4
num_cat=0
split_feature=5 7 9
split_gain=1006.69 260.649 197.449
threshold=58.550000000000004 50.500000000000007 65.500000000000014
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.081415060763053243 0.0075336935574978137 -0.020256774397652895 0.058748805452484211
leaf_weight=40 48 92 81
leaf_count=40 48 92 81
internal_value=0 -0.038829 0.0397126
internal_weight=0 132 129
internal_count=261 132 129
is_linear=0
shrinkage=0.02


Tree=83
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=984.98 348.686 167.483
threshold=55.500000000000007 74.500000000000014 69.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.059489662720961019 -0.0088785829863912286 0.070971565377282261 0.037143016131932147
leaf_weight=78 83 49 51
leaf_count=78 83 49 51
internal_value=0 0.025356 0.00864138
internal_weight=0 183 134
internal_count=261 183 134
is_linear=0
shrinkage=0.02


Tree=84
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=946.016 334.897 160.954
threshold=55.500000000000007 74.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.058300936797510479 -0.014099530491400274 0.069554158458161652 0.029733010597264908
leaf_weight=78 65 49 69
leaf_count=78 65 49 69
internal_value=0 0.0248496 0.00846873
internal_weight=0 183 134
internal_count=261 183 134
is_linear=0
shrinkage=0.02


Tree=85
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=908.592 321.654 156.104
threshold=55.500000000000007 74.500000000000014 70.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.057135963537151113 -0.0070453593188582473 0.068165059469614445 0.038629477138606039
leaf_weight=78 89 49 45
leaf_count=78 89 49 45
internal_value=0 0.0243533 0.0082994
internal_weight=0 183 134
internal_count=261 183 134
is_linear=0
shrinkage=0.02


Tree=86
num_leaves=4
num_cat=0
split_feature=6 4 7
split_gain=878.314 310.352 150.567
threshold=48.500000000000007 74.500000000000014 69.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.056693046295642473 -0.0083932931261077089 0.066803703181778126 0.035143121779023352
leaf_weight=77 84 49 51
leaf_count=77 84 49 51
internal_value=0 0.0237257 0.00805756
internal_weight=0 184 135
internal_count=261 184 135
is_linear=0
shrinkage=0.02


Tree=87
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=843.382 295.683 143.553
threshold=55.500000000000007 74.500000000000014 70.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.055047026793042422 -0.0066436484773592401 0.065469534139976221 0.037156316556924189
leaf_weight=78 89 49 45
leaf_count=78 89 49 45
internal_value=0 0.0234636 0.00807105
internal_weight=0 183 134
internal_count=261 183 134
is_linear=0
shrinkage=0.02


Tree=88
num_leaves=4
num_cat=0
split_feature=6 4 5
split_gain=815.75 285.868 157.019
threshold=48.500000000000007 75.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.054636126716220153 -0.012982260333493961 0.070119154692320926 0.028908952562699354
leaf_weight=77 66 40 78
leaf_count=77 66 40 78
internal_value=0 0.0228655 0.00970628
internal_weight=0 184 144
internal_count=261 184 144
is_linear=0
shrinkage=0.02


Tree=89
num_leaves=4
num_cat=0
split_feature=6 7 4
split_gain=783.48 275.126 76.5035
threshold=48.500000000000007 76.500000000000014 66.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.053544395197132388 -0.0033820002182035902 0.06951857198938434 0.025810789444286449
leaf_weight=77 80 39 65
leaf_count=77 80 39 65
internal_value=0 0.0224089 0.00970505
internal_weight=0 184 145
internal_count=261 184 145
is_linear=0
shrinkage=0.02


Tree=90
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=756.623 265.948 143.901
threshold=55.500000000000007 75.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.052138224680502082 -0.012509621981790729 0.067767596862427407 0.027759845190230229
leaf_weight=78 65 40 78
leaf_count=78 65 40 78
internal_value=0 0.0222246 0.00945279
internal_weight=0 183 143
internal_count=261 183 143
is_linear=0
shrinkage=0.02


Tree=91
num_leaves=4
num_cat=0
split_feature=6 8 4
split_gain=726.963 261.124 48.2486
threshold=48.500000000000007 71.500000000000014 66.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.051576635564550666 -0.0031271978328405764 0.059515961189576347 0.021600060137398347
leaf_weight=77 80 52 52
leaf_count=77 80 52 52
internal_value=0 0.0215859 0.00661407
internal_weight=0 184 132
internal_count=261 184 132
is_linear=0
shrinkage=0.02


Tree=92
num_leaves=4
num_cat=0
split_feature=6 8 5
split_gain=698.205 250.797 38.1011
threshold=48.500000000000007 71.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.050546040003968236 -0.0031691244030449062 0.058327242277937508 0.018426065890543228
leaf_weight=77 73 52 59
leaf_count=77 73 52 59
internal_value=0 0.0211548 0.00648186
internal_weight=0 184 132
internal_count=261 184 132
is_linear=0
shrinkage=0.02


Tree=93
num_leaves=4
num_cat=0
split_feature=6 7 5
split_gain=670.585 241.77 57.0485
threshold=48.500000000000007 76.500000000000014 67.050000000000011
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.049536038443177416 0.0005300771515140834 0.064893918232079323 0.027810366924033027
leaf_weight=77 101 39 44
leaf_count=77 101 39 44
internal_value=0 0.0207322 0.00882317
internal_weight=0 184 145
internal_count=261 184 145
is_linear=0
shrinkage=0.02


Tree=94
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=658.157 240.904 121.057
threshold=55.500000000000007 75.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.048626563442727588 -0.011569915005019209 0.064074417476734979 0.025364842158251358
leaf_weight=78 65 40 78
leaf_count=78 65 40 78
internal_value=0 0.0207289 0.00857328
internal_weight=0 183 143
internal_count=261 183 143
is_linear=0
shrinkage=0.02


Tree=95
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=632.121 231.381 116.269
threshold=55.500000000000007 75.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.047654903551688409 -0.011338766583268574 0.062795169426075742 0.0248580002322062
leaf_weight=78 65 40 78
leaf_count=78 65 40 78
internal_value=0 0.0203149 0.00840184
internal_weight=0 183 143
internal_count=261 183 143
is_linear=0
shrinkage=0.02


Tree=96
num_leaves=4
num_cat=0
split_feature=4 4 7
split_gain=607.115 222.235 87.7326
threshold=55.500000000000007 75.500000000000014 70.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.046702659910904311 -0.0037820700728179906 0.061541458737799613 0.028631308654258988
leaf_weight=78 90 40 53
leaf_count=78 90 40 53
internal_value=0 0.0199092 0.00823382
internal_weight=0 183 143
internal_count=261 183 143
is_linear=0
shrinkage=0.02


Tree=97
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=583.1 213.45 108.916
threshold=55.500000000000007 75.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.045769444329570357 -0.011036674237450972 0.060312779501307354 0.023996764877029703
leaf_weight=78 65 40 78
leaf_count=78 65 40 78
internal_value=0 0.0195117 0.00806927
internal_weight=0 183 143
internal_count=261 183 143
is_linear=0
shrinkage=0.02


Tree=98
num_leaves=4
num_cat=0
split_feature=6 7 4
split_gain=561.401 209.215 48.1111
threshold=48.500000000000007 76.500000000000014 67.500000000000014
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.045323261236137537 -0.0012403626046866511 0.060051580489612393 0.022403677239155671
leaf_weight=77 89 39 56
leaf_count=77 89 39 56
internal_value=0 0.0189706 0.00789202
internal_weight=0 184 145
internal_count=261 184 145
is_linear=0
shrinkage=0.02


Tree=99
num_leaves=4
num_cat=0
split_feature=4 4 5
split_gain=541.805 199.821 100.908
threshold=55.500000000000007 75.500000000000014 62.400000000000006
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.044118620957022098 -0.010652577091750966 0.05828552102169432 0.023068054282883416
leaf_weight=78 65 40 78
leaf_count=78 65 40 78
internal_value=0 0.0188084 0.00773719
internal_weight=0 183 143
internal_count=261 183 143
is_linear=0
shrinkage=0.02


end of trees

feature_importances:
Column_4=145
Column_5=52
Column_7=32
Column_6=31
Column_8=19
Column_2=9
Column_3=9
Column_9=3

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.02]
[num_leaves: 4]
[num_threads: 1]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 39]
[bagging_fraction: 0.9]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 18467]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 26500]
[extra_trees: 0]
[extra_seed: 15724]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0.04]
[lambda_l2: 0.07]
[linear_lambda: 0]
[min_gain_to_split: 0.02]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 6334]
[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: 0]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 41]
[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]
[objective_seed: 19169]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[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