view test-data/lgb_regr_model.txt @ 18:177d0766e2fb draft

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5eca9041ce0154eded5aec07195502d5eb3cdd4f

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]
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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
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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
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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
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split_feature=7 5 3
split_gain=19090 2567.75 2335.07
threshold=58.500000000000007 47.650000000000013 66.500000000000014
decision_type=2 2 2
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right_child=2 -3 -4
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is_linear=0
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Tree=4
num_leaves=4
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split_feature=4 4 5
split_gain=18798 3198.47 2139.76
threshold=59.500000000000007 67.500000000000014 47.650000000000013
decision_type=2 2 2
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right_child=1 -3 -4
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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
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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
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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
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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
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right_child=1 -3 -4
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leaf_weight=39 49 105 68
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internal_weight=0 154 107
internal_count=261 154 107
is_linear=0
shrinkage=0.02


Tree=16
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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
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internal_weight=0 142 119
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is_linear=0
shrinkage=0.02


Tree=17
num_leaves=4
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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
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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
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right_child=1 -3 -4
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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
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split_feature=7 5 5
split_gain=10475.9 1435.71 1355.36
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decision_type=2 2 2
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right_child=1 -3 -4
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is_linear=0
shrinkage=0.02


Tree=20
num_leaves=4
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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
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right_child=2 -3 -4
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internal_value=0 -0.127843 0.121139
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is_linear=0
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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
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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
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is_linear=0
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Tree=23
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decision_type=2 2 2
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internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
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Tree=24
num_leaves=4
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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
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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
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Tree=25
num_leaves=4
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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
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internal_weight=0 142 119
internal_count=261 142 119
is_linear=0
shrinkage=0.02


Tree=26
num_leaves=4
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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
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internal_weight=0 127 134
internal_count=261 127 134
is_linear=0
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Tree=27
num_leaves=4
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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
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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
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right_child=1 -3 -4
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leaf_weight=39 49 105 68
leaf_count=39 49 105 68
internal_value=0 0.0890831 -0.128224
internal_weight=0 154 107
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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
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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
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leaf_count=39 61 81 80
internal_value=0 0.0942118 -0.112445
internal_weight=0 142 119
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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
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leaf_weight=39 49 105 68
leaf_count=39 49 105 68
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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
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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
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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
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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
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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
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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