Mercurial > repos > bgruening > scipy_sparse
view test-data/lgb_regr_model.txt @ 45:b3d80cb1ed87 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5eca9041ce0154eded5aec07195502d5eb3cdd4f
author | bgruening |
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date | Fri, 03 Nov 2023 22:46:12 +0000 |
parents | 5af054432771 |
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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