Created
December 3, 2021 19:38
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Reproducer for FIL/LightGBM mismatch
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tree | |
version=v3 | |
num_class=1 | |
num_tree_per_iteration=1 | |
label_index=0 | |
max_feature_idx=31 | |
objective=binary sigmoid:1 | |
feature_names=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 | |
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Tree=0 | |
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cat_boundaries=0 1 | |
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Tree=3 | |
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threshold=0 -0.24360075592994687 1.0190169811248782 -0.53437867760658253 -1.5012819170951841 -1.0008283853530882 -1.1332715749740598 | |
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internal_count=1000 503 297 497 349 206 148 | |
cat_boundaries=0 1 | |
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Tree=4 | |
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threshold=0 0.45788866281509405 -0.94009315967559803 -0.17649734020233152 -1.4239488244056699 -0.49797442555427546 -0.19639471918344495 | |
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internal_weight=0 120.816 77.0433 43.7723 120.319 100.235 20.0849 | |
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cat_boundaries=0 1 | |
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Tree=5 | |
num_leaves=8 | |
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split_feature=8 7 3 0 5 5 6 | |
split_gain=57.6221 43.217 29.2498 14.6154 15.2673 4.56902 3.69472 | |
threshold=0 -0.24360075592994687 1.0190169811248782 -0.53437867760658253 -0.61190077662467945 -1.0008283853530882 -1.2840110063552854 | |
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leaf_count=184 66 50 113 178 171 156 82 | |
internal_value=0 0.0493872 0.00113276 -0.0491326 -0.0272841 0.124948 -0.105375 | |
internal_weight=0 118.528 72.3341 118.939 85.6622 46.1937 33.2772 | |
internal_count=1000 503 297 497 349 206 148 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=6 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 3 0 9 2 5 | |
split_gain=47.6883 41.7137 39.4293 12.8905 14.5101 5.29499 1.08196 | |
threshold=0 -1.8935308456420896 -1.5538635253906248 -1.4239488244056699 0.023247927427291874 1.0198284387588503 0.1806716322898865 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 5 -3 6 -5 -1 -2 | |
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cat_boundaries=0 1 | |
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Tree=7 | |
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decision_type=1 2 2 2 2 2 2 | |
left_child=1 5 -3 6 -5 -1 -2 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.019125787456148794 -0.13329074069883765 -0.078380919127109649 0.046398068008623679 -0.057515354874404505 0.025622401932868508 0.126691830104218 -0.064655716596966076 | |
leaf_weight=13.544166520237921 13.311020568013193 28.801869690418243 28.786358281970024 48.038813158869743 36.649241864681244 42.817658945918083 17.801701113581657 | |
leaf_count=56 66 121 122 199 150 204 82 | |
internal_value=0 0.0417885 -0.0160082 -0.0410113 -0.021537 0.100843 -0.09402 | |
internal_weight=0 113.95 57.5882 115.801 84.6881 56.3618 31.1127 | |
internal_count=1000 503 243 497 349 260 148 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=8 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 8 3 9 4 25 | |
split_gain=34.9554 36.1481 31.5162 12.3063 10.4827 2.86418 | |
threshold=-1.608339190483093 0 -2.0779349803924556 1.3687919378280642 -0.97413113713264454 -0.80188676714897145 | |
decision_type=2 1 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.041147967105443009 -0.086493441966271817 -0.043279738237936807 0.08255311440397696 0.047311913209796726 -0.055992735152365081 -0.13761209835493746 | |
leaf_weight=4.6547569185495403 12.731344178318976 80.433156311511993 82.460581317543983 18.431292563676834 5.3684605062007966 21.591680705547329 | |
leaf_count=22 53 339 379 77 25 105 | |
internal_value=0 0.0159598 0.0599442 -0.0263907 -0.0974331 -0.12136 | |
internal_weight=0 194.056 95.1919 98.8644 31.6149 26.9601 | |
internal_count=1000 848 432 416 152 130 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=9 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 3 8 4 4 25 | |
split_gain=29.4868 32.6832 25.8529 22.638 9.04742 2.66709 | |
threshold=-1.608339190483093 -0.46597588062286371 0 -3.2548031806945796 -0.97413113713264454 -0.80188676714897145 | |
decision_type=2 2 1 2 2 2 | |
left_child=4 3 -3 -2 -1 -6 | |
right_child=1 2 -4 -5 5 -7 | |
leaf_value=0.037179279908081356 0.11611671014923274 0.090801556792713678 -0.00044403391191730982 -0.062941175866701976 -0.051216809019892506 -0.13088320722277391 | |
leaf_weight=4.6374043226242092 8.0170575678348523 61.843435510993004 62.365765124559402 59.192033916711807 5.2865892201662126 20.488755643367764 | |
leaf_count=22 35 299 262 252 25 105 | |
internal_value=0 0.0145915 0.0449869 -0.0415822 -0.0914084 -0.114543 | |
internal_weight=0 191.418 124.209 67.2091 30.4127 25.7753 | |
internal_count=1000 848 561 287 152 130 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=10 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=7 5 3 6 4 5 | |
split_gain=26.6613 27.7673 26.1257 38.0297 13.0384 9.42174 | |
threshold=0.72382399439811718 -2.5921409130096431 -0.22925552725791928 -1.5970541238784788 -2.4476122856140132 -0.061541169881820672 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 -3 | |
right_child=1 5 3 -5 -6 -7 | |
leaf_value=0.034106735704917041 -0.11706283142954166 0.038451975892853971 -0.12241165904043783 0.043174912746141839 -0.083486629362222287 0.13473092250131055 | |
leaf_weight=11.190756365656851 7.1804583668708792 17.101417690515518 16.745144754648209 80.776779994368553 59.888453096151352 25.055824682116508 | |
leaf_count=48 35 83 81 363 265 125 | |
internal_value=0 0.0647135 -0.0188639 0.0147426 -0.0649727 0.0956746 | |
internal_weight=0 49.3377 168.601 97.5219 71.0792 42.1572 | |
internal_count=1000 243 757 444 313 208 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=11 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 8 4 9 4 25 | |
split_gain=24.0681 24.3976 20.3512 11.3747 9.89195 3.03164 | |
threshold=-1.4239488244056699 0 0.45788866281509405 0.023247927427291874 -1.0175390839576719 -0.80188676714897145 | |
decision_type=2 1 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.033154781592062088 0.088598302298995887 -0.050054186850207398 -0.013892307180268366 0.019565395679841828 -0.038855771674651061 -0.12177450551498403 | |
leaf_weight=6.4571903347969046 56.053746625781059 54.844630658626556 29.607515186071396 41.020891219377518 5.5559014528989819 21.365972265601158 | |
leaf_count=32 286 236 129 173 27 117 | |
internal_value=0 0.0143909 0.053174 -0.0202639 -0.0780017 -0.104662 | |
internal_weight=0 181.527 85.6613 95.8655 33.3791 26.9219 | |
internal_count=1000 824 415 409 176 144 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=12 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=7 5 3 6 4 5 | |
split_gain=22.0369 22.2801 21.5988 30.6722 10.3641 8.31453 | |
threshold=0.72382399439811718 -2.5921409130096431 -0.22925552725791928 -1.5970541238784788 -2.4476122856140132 -0.061541169881820672 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 -3 | |
right_child=1 5 3 -5 -6 -7 | |
leaf_value=0.02902320139799058 -0.10817685136070219 0.034499727331009138 -0.11309841842467153 0.039071988334041588 -0.07665178722274002 0.1268202303648869 | |
leaf_weight=11.04558254778385 6.7129180133342734 16.640429347753525 15.900991111993788 79.33100962638855 58.087818413972855 23.577333688735962 | |
leaf_count=48 35 83 81 363 265 125 | |
internal_value=0 0.060472 -0.0172221 0.0136639 -0.0597679 0.0886219 | |
internal_weight=0 46.9307 164.365 95.232 69.1334 40.2178 | |
internal_count=1000 243 757 444 313 208 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=13 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 8 3 9 4 5 | |
split_gain=19.4146 19.4904 17.2656 9.77797 7.9604 2.98155 | |
threshold=-1.4239488244056699 0 -2.0779349803924556 0.023247927427291874 -1.0175390839576719 -0.87118589878082264 | |
decision_type=2 1 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.02804646222998099 -0.065541860370057145 -0.046043211453901181 0.06691014703312656 0.018891758494466379 -0.13063549480963138 -0.061642333474965783 | |
leaf_weight=6.3025256097316769 11.430482342839239 53.828968465328217 70.798071652650833 40.740475818514824 13.10432124882937 11.999070674180979 | |
leaf_count=32 50 236 365 173 79 65 | |
internal_value=0 0.0128912 0.0484982 -0.0180693 -0.0724315 -0.0976577 | |
internal_weight=0 176.798 82.2286 94.5694 31.4059 25.1034 | |
internal_count=1000 824 415 409 176 144 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=14 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=7 5 3 6 0 1 5 | |
split_gain=18.6572 18.1471 17.0664 24.7644 8.93099 5.70753 4.70534 | |
threshold=0.72382399439811718 -1.8325304388999937 -0.22925552725791928 -1.5970541238784788 0.53955504298210155 0 0.85046622157096874 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=2 5 4 -4 -1 -2 -3 | |
right_child=1 6 3 -5 -6 -7 -8 | |
leaf_value=-0.093813128808430513 0.01446543112789956 0.055516297616296797 -0.10550722005689167 0.034563706351449001 -0.020661988380950805 -0.13012785763440837 0.13025564660803243 | |
leaf_weight=30.921972796320915 5.7040140703320503 16.576891630887985 15.066704377532004 77.793824329972267 36.262786000967026 5.235758423805235 17.126033574342728 | |
leaf_count=152 29 88 81 363 161 30 96 | |
internal_value=0 0.0571705 -0.0159389 0.0118371 -0.05433 -0.0547367 0.0934949 | |
internal_weight=0 44.6427 160.045 92.8605 67.1848 10.9398 33.7029 | |
internal_count=1000 243 757 444 313 59 184 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=15 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 8 7 25 4 25 | |
split_gain=15.5503 16.4366 16.3569 9.51765 4.93372 2.45476 | |
threshold=-1.608339190483093 0 -0.25185197591781611 -1.5476546287536619 -0.97413113713264454 -0.80188676714897145 | |
decision_type=2 1 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.022834646115791814 0.0083777133710332633 0.12132935233395335 0.10033308364654335 -0.025267210432548037 -0.031446238375446335 -0.11352953976631819 | |
leaf_weight=4.3358913809061077 51.283325642347336 4.6582312285900107 31.059633553028107 89.90390133112669 4.7375590801239076 15.774317093193526 | |
leaf_count=22 237 20 195 396 25 105 | |
internal_value=0 0.0103983 0.0430631 -0.0180457 -0.074084 -0.094571 | |
internal_weight=0 176.905 82.343 94.5621 24.8478 20.5119 | |
internal_count=1000 848 432 416 152 130 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=16 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=7 5 3 6 9 8 27 | |
split_gain=14.562 15.0253 14.3806 19.3952 12.2621 9.50484 2.57149 | |
threshold=0.72382399439811718 -0.29206293821334833 0.12777689099311831 -1.5970541238784788 1.444472134113312 0 -0.080120045691728578 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=2 5 4 -4 -1 -2 -3 | |
right_child=1 6 3 -5 -6 -7 -8 | |
leaf_value=-0.066620218682575047 0.088029274348558034 0.074102806540042407 -0.098695946443476026 0.03662011387886837 0.029969158633836476 -0.060575326517254169 0.14167027390323003 | |
leaf_weight=59.23061216622591 6.3986964225769043 11.265495963394644 12.554627999663351 67.772392407059669 16.891541935503483 13.148224443197252 11.264950796961783 | |
leaf_count=277 41 66 72 323 85 68 68 | |
internal_value=0 0.0522259 -0.0140428 0.015471 -0.045187 -0.0119295 0.107886 | |
internal_weight=0 42.0774 156.449 80.327 76.1222 19.5469 22.5304 | |
internal_count=1000 243 757 395 362 109 134 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=17 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 6 4 1 10 6 21 | |
split_gain=14.378 20.1453 17.1911 15.309 12.3818 9.07745 1.18794 | |
threshold=0.42796576023101812 2.090929508209229 -0.1948781609535217 0 1.8647432923316958 -0.41582041978836054 0.47412592172622686 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.043293809060859445 -0.035692301758265418 -0.12045246920429981 -0.051392868722496723 -0.00027737851843814858 0.072205424165111817 0.096013272127725258 -0.18263575043475347 | |
leaf_weight=34.216336838901043 43.483141474425793 8.1813897937536222 43.617700703442097 13.890085928142069 14.079091265797613 33.169402882456779 4.9194689691066733 | |
leaf_count=189 213 41 236 63 77 158 23 | |
internal_value=0 -0.0290782 -0.009768 0.0252856 -0.0093017 0.0675921 -0.143803 | |
internal_weight=0 90.9349 77.834 104.622 57.5622 47.0595 13.1009 | |
internal_count=1000 489 425 511 290 221 64 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=18 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 3 8 4 4 18 | |
split_gain=12.2427 13.0095 16.223 9.11287 3.78343 2.43008 | |
threshold=-1.608339190483093 -2.0779349803924556 0 -1.5022985935211179 -0.97413113713264454 -0.58789622783660878 | |
decision_type=2 2 1 2 2 2 | |
left_child=4 3 -3 -2 -1 -6 | |
right_child=1 2 -4 -5 5 -7 | |
leaf_value=0.017016942304569332 0.061658990765197201 0.056214018854568365 -0.0099740039749858737 -0.099601942855486472 -0.031071756032734224 -0.11069128581902639 | |
leaf_weight=4.2152359783649471 4.4632520824670818 66.741359956562519 83.189441233873367 16.309322997927666 5.3763469308614793 13.357113488018507 | |
leaf_count=22 20 379 372 77 36 94 | |
internal_value=0 0.0092138 0.0194894 -0.064953 -0.0685807 -0.0878411 | |
internal_weight=0 170.703 149.931 20.7726 22.9487 18.7335 | |
internal_count=1000 848 751 97 152 130 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=19 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=7 5 9 4 11 4 11 | |
split_gain=11.6835 12.8097 12.3112 20.4756 16.7993 8.87305 3.06941 | |
threshold=0.72382399439811718 -0.061541169881820672 1.1778265833854678 -0.33099606633186335 2.8228979110717778 -1.7280503511428831 -0.67806494235992421 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 5 4 -4 -1 -2 -3 | |
right_child=1 6 3 -5 -6 -7 -8 | |
leaf_value=-0.057083040106358479 0.079785324794336074 0.079241404771372426 0.12914032470059578 -0.012550697441871509 0.035658457408805036 -0.057326720292776481 0.16466444451003565 | |
leaf_weight=74.559488698840141 7.4506539776921299 13.085425630211832 14.270331270992754 35.746364489197731 26.464648403227329 12.876972898840902 6.1990496367216101 | |
leaf_count=364 43 89 74 189 130 75 36 | |
internal_value=0 0.0483168 -0.0126996 0.0278754 -0.0327881 -0.00707125 0.106701 | |
internal_weight=0 39.6121 151.041 50.0167 101.024 20.3276 19.2845 | |
internal_count=1000 243 757 263 494 118 125 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=20 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 6 1 4 10 2 21 | |
split_gain=11.0075 16.4659 12.4383 12.0948 9.51859 7.54132 1.0542 | |
threshold=0.42796576023101812 2.090929508209229 0 -0.1948781609535217 1.8647432923316958 1.7490286231040957 0.47412592172622686 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 3 4 -1 -2 -4 -3 | |
right_child=2 6 5 -5 -6 -7 -8 | |
leaf_value=0.036849998427099927 -0.032688943402819824 -0.11061133247680199 0.035070262591349675 -0.044254138010187988 0.063939425383357326 0.12449294092518221 -0.17104331652423993 | |
leaf_weight=32.897137306630611 42.335356116294861 7.6205848827958089 32.734632179141045 41.687293462455273 13.427908405661581 13.247476354241369 4.6467506140470505 | |
leaf_count=189 213 41 159 236 77 62 23 | |
internal_value=0 -0.0261399 0.0223293 -0.00848134 -0.00942063 0.060833 -0.133502 | |
internal_weight=0 86.8518 101.745 74.5844 55.7633 45.9821 12.2673 | |
internal_count=1000 489 511 425 290 221 64 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=21 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 8 4 9 2 3 6 | |
split_gain=9.52593 10.5225 13.8548 8.16296 3.35619 3.69868 0.591316 | |
threshold=-1.608339190483093 0 0.61790910363197338 -0.4441510140895843 1.4031839370727541 1.4703543782234194 -0.45363011956214899 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.071929467695503388 0.068259352258692521 -0.044735393939663498 -0.021599863629764973 0.015153326414580604 -0.083898820108549585 0.036372337164944216 -0.14118312879837219 | |
leaf_weight=8.9907567501068133 47.72763603925705 45.411256983876228 26.789088122546673 45.626161992549896 3.0891079902648926 4.8568329513072959 4.3247100934386244 | |
leaf_count=66 303 210 129 206 27 30 29 | |
internal_value=0 0.00808868 0.0359546 -0.0147203 -0.0630153 -0.0339442 -0.117315 | |
internal_weight=0 165.554 74.5167 91.0374 21.2614 13.8476 7.41382 | |
internal_count=1000 848 432 416 152 96 56 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=22 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=3 0 8 9 10 4 30 | |
split_gain=9.56011 11.1486 9.59276 9.17445 7.58285 6.63772 1.36018 | |
threshold=-1.9173253774642942 1.4968117475509646 0 -0.072343081235885606 -1.5789780020713804 -0.31387105584144587 0.1675633788108826 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=0.088007300959143706 0.02197620137546976 0.015710721009344054 -0.035624527492356756 0.10907006812275354 -0.14773173813224957 -0.060946047643631401 -0.075711235275057714 | |
leaf_weight=4.692008212208747 56.352916337549686 27.65281593054533 59.376623902469873 16.995244547724724 6.7544274851679784 8.2556327506899851 4.2864572554826736 | |
leaf_count=22 335 145 311 85 33 45 24 | |
internal_value=0 0.00879971 -0.00757664 0.0512479 -0.0588862 -0.00696785 -0.119771 | |
internal_weight=0 160.378 115.73 44.6481 23.9885 12.9476 11.0409 | |
internal_count=1000 876 646 230 124 67 57 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=23 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=7 5 9 6 11 1 13 | |
split_gain=9.24334 10.7702 10.0318 16.4371 14.1992 8.24242 2.54529 | |
threshold=0.72382399439811718 -0.29206293821334833 1.2301043272018435 -1.5970541238784788 0.95515820384025585 0 1.2108707427978518 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=2 5 4 -4 -1 -2 -3 | |
right_child=1 6 3 -5 -6 -7 -8 | |
leaf_value=-0.063327027989360352 0.051324942137466849 0.10955232053588358 -0.07771960536378815 0.060870457292255611 0.012949236688268022 -0.086156509949679744 0.0041069601249754699 | |
leaf_weight=54.888562299311161 9.394975557923317 16.989144831895832 11.327481437474487 34.999502331018448 43.944699615240097 8.1383134089410305 2.6456874907016745 | |
leaf_count=280 58 116 79 177 221 51 18 | |
internal_value=0 0.0444761 -0.0114137 0.0269836 -0.029412 -0.0124889 0.0953441 | |
internal_weight=0 37.1681 145.16 46.327 98.8333 17.5333 19.6348 | |
internal_count=1000 243 757 256 501 109 134 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=24 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 9 11 3 9 9 | |
split_gain=8.64966 44.042 13.9509 13.2065 12.511 12.4883 3.17892 | |
threshold=-1.6327362060546873 -0.92759951949119557 -2.1211913824081416 0.91672056913375866 -2.0779349803924556 -2.3239196538925166 0.14427632093429568 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 -3 | |
right_child=2 6 4 -5 -6 -7 -8 | |
leaf_value=-0.12387596792535741 -0.053402902083339254 0.073408118091286598 -0.11025951354625299 0.14104458748903678 -0.013478953621095838 0.0071093670896672624 0.14853961794253465 | |
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internal_value=0 0.0326025 -0.0147008 0.0741446 -0.0273115 -0.0517502 0.125739 | |
internal_weight=0 56.0594 124.517 15.4771 109.04 29.4169 26.6425 | |
internal_count=1000 316 684 83 601 154 162 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=25 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 5 7 6 2 11 5 | |
split_gain=7.79906 9.19404 16.124 10.1645 6.92899 6.17574 2.53151 | |
threshold=-0.53437867760658253 -0.6501457393169402 -1.6289549469947813 -1.5804541110992429 -0.49497580528259272 -0.056552402675151818 0.58276480436325084 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.087930103427111106 -0.14067917513248443 -0.041606614423937552 0.067979081879328204 -0.0022672871422952092 -0.095827901461126186 -0.013332137894685309 -0.029415821812452461 | |
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leaf_count=35 28 87 279 310 130 110 21 | |
internal_value=0 0.0120591 0.0380063 -0.0144324 -0.0363038 -0.0549783 0.0472317 | |
internal_weight=0 133.755 67.5714 66.1832 44.4169 36.3016 8.11531 | |
internal_count=1000 704 366 338 296 240 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=26 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 10 10 0 25 29 | |
split_gain=7.21065 10.7186 9.48299 9.10465 6.56105 6.06616 | |
threshold=-0.49797442555427546 -4.9047172069549552 -1.5789780020713804 -0.53437867760658253 -1.1350241899490354 -0.26495224237442011 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 4 -3 -1 -4 | |
right_child=1 3 5 -5 -6 -7 | |
leaf_value=0.14836015005357645 -0.12258813901486104 -0.022053370991808693 -0.011403936124996517 0.040185488829667729 -0.0049818873499681733 -0.10523227425794086 | |
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internal_value=0 0.0145092 -0.0281545 0.0212262 0.0103837 -0.0691286 | |
internal_weight=0 116.394 60.0544 110.958 30.9471 29.1073 | |
internal_count=1000 676 324 651 166 158 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=27 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 7 4 25 11 5 | |
split_gain=6.80398 13.0499 9.22213 7.95442 7.33184 3.95496 | |
threshold=0 -0.3504571914672851 -1.9988602399826048 -2.033527016639709 4.8875966072082528 -1.0008283853530882 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 -3 | |
right_child=3 5 -4 4 -6 -7 | |
leaf_value=0.092940613189603782 0.20103728821835609 0.022436437289137714 -0.024172325211049488 -0.032602268568165713 0.050504922467924429 0.10594608845399539 | |
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leaf_count=48 7 54 240 431 59 161 | |
internal_value=0 0.0215996 -0.00681355 -0.0180071 -0.0218074 0.0794262 | |
internal_weight=0 79.4257 53.2576 95.5553 93.9257 26.1682 | |
internal_count=1000 503 288 497 490 215 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=28 | |
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num_cat=0 | |
split_feature=5 3 9 6 4 7 | |
split_gain=6.78842 8.26815 9.67595 7.06868 4.9185 7.73208 | |
threshold=-2.8203281164169307 1.8012591600418093 0.16526672244071963 1.7133946418762209 1.4291652441024782 -1.5343946218490598 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 | |
right_child=1 3 -4 -5 -6 -7 | |
leaf_value=0.064669551675142559 -0.033123844930269493 0.069917060258287991 0.025079155025366891 -0.035849651512259766 -0.13872129482762757 -0.08391936540177071 | |
leaf_weight=5.7768076956272134 61.774595957249403 29.963274218142033 53.127821940928698 8.0075756609439832 5.1844724416732779 8.8935952596366405 | |
leaf_count=30 343 178 309 50 38 52 | |
internal_value=0 0.00715667 -0.00621233 0.0476122 -0.054997 -0.0254091 | |
internal_weight=0 152.873 114.902 37.9708 19.8549 14.6704 | |
internal_count=1000 880 652 228 120 82 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=29 | |
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num_cat=0 | |
split_feature=0 3 9 4 4 | |
split_gain=6.6016 6.62804 8.09777 5.76736 0.143809 | |
threshold=-3.1315989494323726 -2.0779349803924556 -2.3239196538925166 -1.6327362060546873 1.3520237207412722 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.093457079566438728 0.063221928862632101 -0.043605795345262668 0.020576545470271136 -0.07982558018325453 -0.12758348316929516 | |
leaf_weight=2.1736944355070582 3.4685782492160824 23.336105294525623 124.71325838193297 15.038198988884686 2.8588698096573353 | |
leaf_count=22 17 126 722 87 26 | |
internal_value=0 0.00340687 0.0104599 -0.0530153 -0.112843 | |
internal_weight=0 166.556 148.049 18.5068 5.03256 | |
internal_count=1000 952 848 104 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=30 | |
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num_cat=1 | |
split_feature=0 6 1 4 10 6 21 | |
split_gain=6.50147 12.0428 8.8495 7.31727 6.87995 6.35064 1.07135 | |
threshold=0.42796576023101812 2.090929508209229 0 -0.1948781609535217 1.8647432923316958 -0.41582041978836054 0.47412592172622686 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 3 4 -1 -2 -4 -3 | |
right_child=2 6 5 -5 -6 -7 -8 | |
leaf_value=0.031783463650280591 -0.030668558143224656 -0.095870074968941399 -0.0072993528756105687 -0.034968857132840377 0.056500377138348518 0.076760215802905152 -0.16165876480901425 | |
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leaf_count=189 213 41 63 236 77 158 23 | |
internal_value=0 -0.021502 0.0177161 -0.00594 -0.010456 0.0513353 -0.121752 | |
internal_weight=0 77.1928 93.4355 66.8201 50.8361 42.5994 10.3726 | |
internal_count=1000 489 511 425 290 221 64 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=31 | |
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num_cat=0 | |
split_feature=7 5 9 6 11 4 2 | |
split_gain=5.68335 7.90047 7.82545 12.9764 11.4691 5.75517 3.00073 | |
threshold=0.72382399439811718 -0.061541169881820672 1.2183623313903811 -1.5970541238784788 4.5497055053710946 -1.7280503511428831 -0.7764601707458495 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 5 4 -4 -1 -2 -3 | |
right_child=1 6 3 -5 -6 -7 -8 | |
leaf_value=-0.03948079154271765 0.066644575238576628 0.0042300331319253407 -0.0728139614436773 0.056154105374211297 0.064693646965538185 -0.051164590710894908 0.11142336979375521 | |
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leaf_count=437 43 23 80 180 60 75 102 | |
internal_value=0 0.0367816 -0.00917007 0.0258372 -0.0256837 -0.0084926 0.0887241 | |
internal_weight=0 33.5953 135.365 43.3877 91.9776 17.9498 15.6455 | |
internal_count=1000 243 757 260 497 118 125 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=32 | |
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num_cat=0 | |
split_feature=4 9 9 9 25 11 11 | |
split_gain=5.69391 27.0282 16.2495 9.72976 8.0186 6.41204 6.17421 | |
threshold=-0.44345408678054804 -2.2834039926528926 -2.0369137525558467 0.10403871536254884 -0.64878144860267628 2.4154888391494755 0.55282053351402294 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 5 -3 -4 -2 -1 | |
right_child=2 3 4 -5 -6 -7 -8 | |
leaf_value=-0.13023236099962401 -0.019764350215479357 0.01494179398509965 0.016824241061437359 0.094288105877871189 -0.053396704967208941 0.16249711644641529 6.2527011930760775e-05 | |
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leaf_count=61 17 220 129 182 323 35 33 | |
internal_value=0 0.0192257 -0.0177122 0.0497666 -0.0325555 0.107946 -0.0912572 | |
internal_weight=0 80.1015 87.1199 62.7543 77.9161 9.2038 17.3472 | |
internal_count=1000 496 504 402 452 52 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=33 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=5 7 9 15 7 19 | |
split_gain=5.85288 6.14418 8.89713 5.55092 2.79657 2.34577 | |
threshold=-3.3947547674179073 0.72382399439811718 1.1778265833854678 0.62280827760696422 -2.3758826255798335 -0.71499815583229054 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.014375397291755255 -0.022628774044187786 0.020894266903639002 0.035142169306249062 0.12039204428313088 -0.01257819297487852 -0.12705338819055065 | |
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leaf_count=17 467 160 235 58 15 48 | |
internal_value=0 0.00527014 -0.00450265 0.0462767 -0.0670136 -0.0954465 | |
internal_weight=0 153.318 123.811 29.5069 12.0848 8.95601 | |
internal_count=1000 920 702 218 80 63 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=34 | |
num_leaves=6 | |
num_cat=1 | |
split_feature=0 8 7 5 4 | |
split_gain=5.61635 5.57045 10.6274 6.5463 0.125931 | |
threshold=-3.1315989494323726 0 -0.3504571914672851 -1.2619942426681516 0.4314530491828919 | |
decision_type=2 1 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.088704133481742498 -0.0023833637645957325 -0.048067143973077223 0.080790208441788192 0.0077610560993504512 -0.12376126223393263 | |
leaf_weight=1.607837077230214 48.525583602488041 34.038475353270769 22.478657234460115 54.845916982740164 2.8250250741839409 | |
leaf_count=17 270 189 211 282 31 | |
internal_value=0 0.0030642 0.0239479 -0.0136185 -0.111046 | |
internal_weight=0 159.889 71.0042 88.8844 4.43286 | |
internal_count=1000 952 481 471 48 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=35 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 0 4 19 20 4 | |
split_gain=5.14964 7.18999 6.23327 5.99658 5.53681 3.42562 | |
threshold=-2.0779349803924556 1.4968117475509646 -4.3594760894775382 -1.2883465886116026 0.50320798158645641 -1.5022985935211179 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 | |
right_child=1 3 -4 -5 -6 -7 | |
leaf_value=0.0097540489704097434 0.10807491223445252 -0.07475034700458659 -0.012973995104985883 0.054222206204519299 0.037091944346540812 -0.1156845524796951 | |
leaf_weight=2.8160838112235078 4.4437567479908457 3.9944111965596667 99.604733265936375 36.981793228536844 5.0368824005126944 9.5946287140250206 | |
leaf_count=15 29 23 628 212 30 63 | |
internal_value=0 0.00616887 -0.00780418 0.0416498 -0.051334 -0.0872216 | |
internal_weight=0 145.025 104.048 40.9762 17.4476 12.4107 | |
internal_count=1000 892 657 235 108 78 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=36 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=18 18 3 0 24 | |
split_gain=4.86213 6.00689 5.00787 4.09254 3.43185 | |
threshold=-1.5012420415878294 -0.79747301340103138 -1.9747513532638548 0.44619986414909368 -0.16819797456264493 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.11986294046940388 -0.095455861734918948 -0.049530439266647165 0.011263960778802967 -0.012059156289138541 0.0097848555740840601 | |
leaf_weight=5.494624137878418 11.053864467889072 15.429935373365877 111.18562453612685 12.582193262875078 5.8450704440474492 | |
leaf_count=33 75 97 687 73 35 | |
internal_value=0 -0.00478363 0.00385528 -0.0510613 0.063123 | |
internal_weight=0 150.252 126.616 23.6361 11.3397 | |
internal_count=1000 932 784 148 68 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=37 | |
num_leaves=6 | |
num_cat=1 | |
split_feature=0 8 7 25 4 | |
split_gain=4.7925 4.92233 8.92259 6.07566 0.134768 | |
threshold=-3.1315989494323726 0 -0.3504571914672851 -2.033527016639709 0.4314530491828919 | |
decision_type=2 1 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.083706615457338179 -0.0012433745790089898 0.18528024355693884 0.076665154274634578 -0.016435221821027739 -0.12165163965837318 | |
leaf_weight=1.4789152666926373 47.771346688270569 1.5194431990385044 21.234299413859844 86.416821083053946 2.5497094579041004 | |
leaf_count=17 270 7 211 464 31 | |
internal_value=0 0.00273844 0.0227305 -0.0129498 -0.107722 | |
internal_weight=0 156.942 69.0056 87.9363 4.02862 | |
internal_count=1000 952 481 471 48 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=38 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 11 9 7 5 10 | |
split_gain=4.69612 9.69146 7.81115 5.98415 12.3689 6.52757 | |
threshold=1.3883623480796816 3.0093994140625004 0.39663147926330572 0.25074130296707159 -0.59729230403900135 -4.4574854373931876 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=-0.09660781274315991 -0.06109034398411653 0.19021851882470467 0.094461269734373646 -0.034415898725549912 0.078111412363468413 -0.010472198628040285 | |
leaf_weight=9.7138080373406392 7.1722935102880019 3.8099051564931861 5.870577484369278 17.83502896130085 21.5968506205827 93.323093025013804 | |
leaf_count=54 40 20 36 128 170 552 | |
internal_value=0 0.0499086 0.00892321 -0.00591411 0.0272153 -0.0185926 | |
internal_weight=0 16.8528 13.0429 142.469 39.4319 103.037 | |
internal_count=1000 96 76 904 298 606 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=39 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=31 30 2 4 12 | |
split_gain=4.55035 6.78805 5.45251 6.02559 3.27322 | |
threshold=1.3691098093986513 0.68849521875381481 4.188784360885621 -1.6822952032089231 -0.27862833440303797 | |
decision_type=2 2 2 2 2 | |
left_child=2 4 3 -1 -2 | |
right_child=1 -3 -4 -5 -6 | |
leaf_value=0.022586718203545311 0.017169150851608021 -0.046935205339473568 0.092133069298136264 -0.023443517433391254 0.12951618627614703 | |
leaf_weight=40.467028135433793 3.9136504754424104 5.086900118738412 5.4622970893979064 95.679113602265716 7.6867571659386167 | |
leaf_count=267 25 30 34 602 42 | |
internal_value=0 0.0493788 -0.00583143 -0.00976185 0.0916135 | |
internal_weight=0 16.6873 141.608 136.146 11.6004 | |
internal_count=1000 97 903 869 67 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=40 | |
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num_cat=1 | |
split_feature=20 0 6 1 | |
split_gain=4.26722 5.62986 8.57353 6.40544 | |
threshold=1.9680437445640566 0.42796576023101812 2.090929508209229 0 | |
decision_type=2 2 2 1 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0098940836608487417 0.10777293308444834 -0.010636342056107717 -0.11331315042289183 0.044222942956203416 | |
leaf_weight=59.233092032372952 3.5896898657083502 46.33178741671145 9.2706009913235885 39.369003169238567 | |
leaf_count=414 18 286 64 218 | |
internal_value=0 -0.00251825 -0.0238898 0.0145648 | |
internal_weight=0 154.204 68.5037 85.7008 | |
internal_count=1000 982 478 504 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=41 | |
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num_cat=0 | |
split_feature=20 0 3 2 5 31 2 | |
split_gain=4.05299 8.81265 6.09042 6.07265 5.79253 5.61585 1.68894 | |
threshold=0.59053277969360363 -1.0983795523643491 2.016233086585999 3.0348654985427861 -0.87853625416755665 1.2376570701599123 1.3352790474891665 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 6 5 -3 -4 -1 -2 | |
right_child=1 3 4 -5 -6 -7 -8 | |
leaf_value=-0.033071853425336785 -0.029455158595531196 0.029858665704530662 -0.018253512111479478 0.15047750471654364 0.077693803870014844 0.039046043680941639 -0.12502517437306213 | |
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leaf_count=467 30 192 85 31 89 76 30 | |
internal_value=0 0.0255292 -0.0101207 0.0454619 0.033087 -0.0226417 -0.0738356 | |
internal_weight=0 44.4946 112.576 37.0603 25.2934 87.2825 7.43433 | |
internal_count=1000 283 717 223 174 543 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=42 | |
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num_cat=1 | |
split_feature=8 4 30 0 11 9 9 | |
split_gain=4.16439 9.56729 7.0467 6.19917 5.18153 11.3174 8.72051 | |
threshold=0 0.74304640293121349 0.94265824556350719 0.05741167068481446 4.8875966072082528 -2.3101347684860225 -1.6665836572647093 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
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internal_value=0 0.0184024 -0.0291316 0.0477079 -0.0145112 -0.0241092 0.0473209 | |
internal_weight=0 68.6809 26.1939 42.487 87.3101 75.5784 11.7318 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
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shrinkage=0.1 | |
Tree=43 | |
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split_gain=4.01465 4.5461 4.94435 2.52307 1.56049 | |
threshold=-3.3947547674179073 7.2632155418396005 -2.3239196538925166 0.51334100961685192 -1.3408321142196653 | |
decision_type=2 2 2 2 2 | |
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right_child=1 -3 -4 -5 -6 | |
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internal_value=0 0.00443435 0.00176118 -0.0583907 -0.0872097 | |
internal_weight=0 143.441 140.278 10.9477 8.04758 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=44 | |
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split_feature=3 0 5 6 4 | |
split_gain=4.00051 4.0472 6.84613 6.46143 3.42015 | |
threshold=-2.7369303703308101 1.4968117475509646 -1.4261576533317564 2.1820205450057988 -0.31387105584144587 | |
decision_type=2 2 2 2 2 | |
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internal_value=0 0.00367856 0.0293631 -0.00710015 -0.0701251 | |
internal_weight=0 146.189 43.2142 102.975 7.73295 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=45 | |
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split_gain=3.75501 4.58763 4.44839 3.86332 3.16989 | |
threshold=-1.5012420415878294 -0.79747301340103138 0.59844911098480236 -0.82562109827995289 0.46754512190818792 | |
decision_type=2 2 2 2 2 | |
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internal_value=0 -0.00434787 0.00335553 -0.0461849 0.0569061 | |
internal_weight=0 142.346 120.212 22.1344 10.7647 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=46 | |
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threshold=-3.1315989494323726 1.555183529853821 -1.5970541238784788 1.8012591600418093 -0.51780930161476124 | |
decision_type=2 2 2 2 2 | |
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internal_value=0 0.00232026 0.0348981 -0.00660669 -0.102159 | |
internal_weight=0 149.371 32.1272 117.244 3.44985 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=47 | |
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split_gain=3.7759 18.9296 10.9326 7.92805 6.22707 5.04543 4.5505 | |
threshold=-0.44345408678054804 -2.2834039926528926 -1.8577739000320432 0.10403871536254884 -0.15890216827392575 0.55282053351402294 2.9298924207687382 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 6 -3 -4 -1 -2 | |
right_child=2 3 4 -5 -6 -7 -8 | |
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internal_value=0 0.0164612 -0.015115 0.0433267 -0.0282605 -0.0807719 0.0897268 | |
internal_weight=0 72.4659 79.3256 56.7781 70.4875 15.6878 8.838 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=48 | |
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threshold=-2.0173729658126827 -1.6822952032089231 -0.92759951949119557 -2.1211913824081416 | |
decision_type=2 2 2 2 | |
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internal_value=0 -0.00235685 0.0245633 -0.0137187 | |
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internal_count=1000 976 302 674 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=49 | |
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threshold=-2.7369303703308101 0 1.7819178700447085 1.8600274920463564 -0.31387105584144587 | |
decision_type=2 1 2 2 2 | |
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internal_value=0 0.00345366 0.0224195 -0.0109451 -0.0678031 | |
internal_weight=0 141.434 61.0371 80.397 7.21393 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
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shrinkage=0.1 | |
Tree=50 | |
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split_gain=3.50611 7.60541 5.0705 4.76664 9.55499 6.1999 | |
threshold=1.3883623480796816 -1.6642212867736814 -0.49797442555427546 0.25074130296707159 -0.59729230403900135 1.2301043272018435 | |
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left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
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internal_weight=0 15.8662 9.66544 131.597 36.1839 95.4128 | |
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shrinkage=0.1 | |
Tree=51 | |
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split_gain=3.38377 4.99072 4.91697 4.37149 4.92532 4.04321 | |
threshold=0.88484010100364696 -1.713110029697418 -0.056552402675151818 -0.36931742727756495 -0.19027990102767942 0.74053606390953075 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
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internal_weight=0 115.561 111.929 30.9403 13.1492 17.7912 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=52 | |
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num_cat=0 | |
split_feature=31 12 14 17 30 17 | |
split_gain=3.27754 5.40782 4.90304 4.56635 6.42636 3.96148 | |
threshold=1.3691098093986513 0.49494431912899023 -0.19772144407033918 0.75022095441818248 -0.71652689576148976 1.0725740790367129 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 | |
right_child=1 -3 -4 5 -6 -7 | |
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internal_weight=0 15.5558 9.58819 130.734 104.823 25.9114 | |
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is_linear=0 | |
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Tree=53 | |
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split_gain=3.23655 3.41929 5.1107 4.60639 0.0974166 | |
threshold=-3.1315989494323726 0.35997511446475988 0.12578448653221133 -2.0135819911956783 -0.55800852179527272 | |
decision_type=2 2 2 2 2 | |
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internal_value=0 0.00216591 0.0227172 -0.00948313 -0.101432 | |
internal_weight=0 142.826 51.6697 91.156 3.0807 | |
internal_count=1000 952 345 607 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=54 | |
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num_cat=0 | |
split_feature=25 4 9 2 10 | |
split_gain=3.01999 3.55561 17.7378 5.81254 2.96925 | |
threshold=-1.5476546287536619 -1.6112870573997495 -0.89385390281677235 3.0348654985427861 -1.5789780020713804 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
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leaf_value=0.15113836637792194 -0.033731835772232474 -0.02414964508651506 0.098732059193411575 0.046243804918757611 0.018576186031416267 | |
leaf_weight=2.4684247635304928 24.514343395829201 82.070346768014133 17.202786327339709 13.686222873628138 5.3559660241007796 | |
leaf_count=14 154 550 152 96 34 | |
internal_value=0 -0.00347349 0.020892 -0.0140885 0.0603967 | |
internal_weight=0 137.474 41.7171 95.7566 7.82439 | |
internal_count=1000 952 306 646 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=55 | |
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split_feature=8 7 4 6 11 0 17 | |
split_gain=2.91063 6.34856 5.19393 4.27797 5.56227 3.49007 3.24396 | |
threshold=0 -0.86519092321395863 1.5504462718963625 1.8600274920463564 0.10654639080166818 1.7931938171386721 -1.3825782537460325 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.016272443902742951 -0.035311119517795718 0.15330177213106722 -0.061474156502718119 -0.12555824966990156 0.020468464685874058 0.0063761698607746765 0.043313204015430463 | |
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internal_value=0 0.0161159 -0.00776616 -0.0125415 -0.00454826 -0.0785969 0.0583116 | |
internal_weight=0 62.9992 40.2298 81.0222 72.2761 8.74605 22.7694 | |
internal_count=1000 503 258 497 434 63 245 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=56 | |
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split_feature=19 7 11 5 9 12 | |
split_gain=2.90636 4.00708 3.94967 9.52426 8.83724 1.46204 | |
threshold=-1.3991433978080747 0.13221701979637149 -1.0592629313468931 -0.15890216827392575 0.12808340787887576 0.007995382649824025 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.11926787366162889 -0.059089399036850378 0.044355207610799176 -0.0026755612324994502 0.073500432449655359 0.030995450248824438 -0.037079546560608606 | |
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internal_value=0 -0.0466255 0.00435857 0.0168384 -0.0199033 -0.0826403 | |
internal_weight=0 12.2292 130.445 86.1378 44.3076 8.7611 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=57 | |
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num_cat=0 | |
split_feature=13 11 13 3 22 4 | |
split_gain=2.95226 6.49086 4.63086 3.81035 3.75887 2.73565 | |
threshold=1.3883623480796816 3.3369733095169072 1.5129567980766299 -2.0779349803924556 -1.4049233794212339 -1.5022985935211179 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=0.025723845790200563 0.096316898608892143 0.17143844219026108 -0.034632952170392882 0.060520903023354992 -0.0049949378572384717 -0.08801803850798795 | |
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internal_value=0 0.0415389 0.00878735 -0.00502633 0.00043872 -0.0601164 | |
internal_weight=0 15.2568 12.1847 126.56 115.138 11.422 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=58 | |
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split_feature=22 4 9 11 31 27 15 | |
split_gain=2.88017 4.23901 14.0242 7.38382 3.52227 4.42006 3.66051 | |
threshold=0.88484010100364696 -3.1178826093673702 -1.9994176626205442 -1.102678596973419 -0.36931742727756495 0.13394787907600406 -0.22039064019918439 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_value=0 -0.00741641 0.0420246 -0.0151149 0.0275678 0.0677181 -0.00183374 | |
internal_weight=0 111.371 15.0052 96.3661 29.8376 12.6132 17.2244 | |
internal_count=1000 797 119 678 203 87 116 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=59 | |
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num_cat=0 | |
split_feature=30 5 11 18 4 | |
split_gain=2.82213 3.1406 3.84096 2.65621 2.18392 | |
threshold=-1.4530475735664365 -3.3947547674179073 4.6643924713134775 0.25012546032667166 0.29749429225921636 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.014020318418112224 -0.10789811701399182 0.0010418838395839826 0.055020423414449827 0.0040118100983441464 -0.11820443910838137 | |
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internal_value=0 0.00356003 0.00761884 -0.0551856 -0.0564394 | |
internal_weight=0 131.716 123.203 8.51227 8.33551 | |
internal_count=1000 944 872 72 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=60 | |
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num_cat=0 | |
split_feature=0 9 22 13 | |
split_gain=2.77802 3.13543 3.14536 0.0818947 | |
threshold=-3.1315989494323726 3.5651648044586186 0.63260453939437877 -0.69196113944053639 | |
decision_type=2 2 2 2 | |
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right_child=1 -3 -4 -5 | |
leaf_value=-0.07614189901630708 -0.0098413457276799125 0.096963276580203581 0.02463136437231735 -0.11293542119880018 | |
leaf_weight=0.91499508172273669 97.17722746077925 3.3878260701894751 36.375335204415023 1.7852289378643025 | |
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internal_value=0 0.00195789 -0.000452111 -0.100468 | |
internal_weight=0 136.94 133.553 2.70022 | |
internal_count=1000 952 929 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=61 | |
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split_feature=31 30 8 4 12 22 | |
split_gain=2.70847 4.306 3.61658 5.61107 4.93633 2.89588 | |
threshold=1.3691098093986513 0.68849521875381481 0 0.61790910363197338 0.087053723633289351 -0.49475486576557154 | |
decision_type=2 2 1 2 2 2 | |
left_child=2 5 3 -1 -4 -2 | |
right_child=1 -3 4 -5 -6 -7 | |
leaf_value=0.042498609304347595 0.14309457489014807 -0.040799212074197191 0.0032226891206541711 -0.022029038445377611 -0.050507373103320242 0.034099365799461316 | |
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internal_value=0 0.0403902 -0.00483523 0.0143848 -0.0199459 0.0761823 | |
internal_weight=0 14.8179 124.526 54.81 69.7156 10.2842 | |
internal_count=1000 97 903 456 447 67 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=62 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=13 19 28 30 30 4 27 | |
split_gain=2.68072 3.84146 3.36595 3.11947 4.58596 3.82578 1.40285 | |
threshold=-1.2598152160644529 -0.29766309261322016 0.032380197197198875 -1.3221759200096128 -1.1216092109680174 0.29749429225921636 -0.50634950399398793 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.099577112830085551 -0.0071655360220600223 0.14783346930085536 0.058479641235969639 0.094716886483549534 -0.0042568847042401886 -0.13802140764389992 0.057809050098296066 | |
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internal_value=0 0.0428309 -0.0220987 -0.00454508 -7.96938e-05 -0.0604009 0.0876362 | |
internal_weight=0 13.2046 5.39149 125.07 115.812 9.25856 7.81307 | |
internal_count=1000 96 40 904 837 67 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=63 | |
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num_cat=0 | |
split_feature=18 5 7 6 | |
split_gain=2.857 2.75437 7.35951 6.9401 | |
threshold=1.9744027256965639 -0.89550951123237599 -1.6289549469947813 -0.69330593943595875 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.08197006369675075 -0.10186279014349042 -0.029011169694517058 0.037320533276081751 0.002990293723007709 | |
leaf_weight=11.989959567785261 2.7005953770130864 25.288820108398795 49.402226025238633 48.531928623095155 | |
leaf_count=99 24 167 383 327 | |
internal_value=0 0.00201435 0.014862 -0.0138412 | |
internal_weight=0 135.213 74.691 60.5219 | |
internal_count=1000 976 550 426 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=64 | |
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num_cat=0 | |
split_feature=6 15 0 31 15 10 | |
split_gain=2.6209 4.44111 6.19585 3.86823 4.13648 3.87933 | |
threshold=2.2315721511840825 -0.8999110460281371 0.46007883548736578 1.3691098093986513 -1.098380386829376 -4.9047172069549552 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.058239488513697403 -0.13078434613313822 -0.10348861170387579 0.050993313316968908 0.1753994723367929 0.029577975916754418 0.0049521070067181606 | |
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leaf_count=70 28 38 60 14 70 720 | |
internal_value=0 -0.0394793 -0.00705174 0.00481498 0.0567918 -0.00128114 | |
internal_weight=0 14.9997 11.0686 122.081 12.8153 109.266 | |
internal_count=1000 126 98 874 84 790 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=65 | |
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num_cat=1 | |
split_feature=20 0 6 1 | |
split_gain=2.49354 2.98802 4.49251 4.2777 | |
threshold=1.9680437445640566 0.42796576023101812 2.090929508209229 0 | |
decision_type=2 2 2 1 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0090495959457749919 0.086442677944613855 -0.011040472415164766 -0.095546147012710483 0.036863960603391137 | |
leaf_weight=51.328619748353958 3.2546853497624388 40.448366349563003 6.8002339117228976 34.5737922526896 | |
leaf_count=414 18 286 64 218 | |
internal_value=0 -0.00215005 -0.0191684 0.0110362 | |
internal_weight=0 133.151 58.1289 75.0222 | |
internal_count=1000 982 478 504 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=66 | |
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num_cat=0 | |
split_feature=3 2 6 4 | |
split_gain=2.48791 2.782 2.9477 1.96677 | |
threshold=-2.7369303703308101 4.188784360885621 2.2315721511840825 -0.31387105584144587 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.00022323898704931092 0.0048598784894864529 0.075356513129109459 -0.048133013960974101 -0.11408592551145576 | |
leaf_weight=2.7802165895700455 113.02035770844668 5.0909242015331975 11.571258511394261 3.3388380520045748 | |
leaf_count=18 806 37 105 34 | |
internal_value=0 0.00289892 -6.17565e-05 -0.062352 | |
internal_weight=0 129.683 124.592 6.11905 | |
internal_count=1000 948 911 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=67 | |
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num_cat=0 | |
split_feature=18 18 11 12 24 | |
split_gain=2.36947 3.42212 2.99717 2.77044 2.60664 | |
threshold=-1.5012420415878294 -0.79747301340103138 -0.70885902643203724 -0.82562109827995289 -0.16819797456264493 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.10028188314450207 0.026727645915826704 -0.018261775753059779 0.016317571811159771 -0.063477202041507655 -0.0041164254456249041 | |
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internal_value=0 -0.00369156 0.00329132 -0.0426157 0.0479322 | |
internal_weight=0 125.905 106.754 19.1513 9.56659 | |
internal_count=1000 932 784 148 68 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=68 | |
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num_cat=0 | |
split_feature=20 19 11 25 20 30 10 | |
split_gain=2.37487 3.92924 5.80709 3.69731 4.45194 4.09405 3.14389 | |
threshold=0.35997511446475988 0.12578448653221133 0.98148000240325939 -0.80188676714897145 -0.89795097708702076 1.7883786559104922 -1.9995312094688413 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=0.095095742019053603 0.041211427339618356 -0.0031727677077729834 0.10109898411027107 -0.016351569700145813 -0.0061136635415374244 -0.14700193424349592 -0.030575573590098562 | |
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leaf_count=42 55 90 70 492 84 15 152 | |
internal_value=0 0.0174789 0.0497307 -0.0100687 0.0284379 -0.0212351 -0.00728263 | |
internal_weight=0 49.2014 21.3688 85.9875 19.33 66.6575 27.8326 | |
internal_count=1000 367 160 633 126 507 207 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=69 | |
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num_cat=1 | |
split_feature=8 4 7 5 11 7 2 | |
split_gain=2.38654 5.44252 4.54605 3.95504 7.59511 5.83491 2.78054 | |
threshold=0 -1.9988602399826048 -0.27817767858505243 -1.2619942426681516 0.10654639080166818 -1.4436311721801756 2.6751513481140141 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.10556263062171951 0.035250639844378116 -0.015914960346681047 0.055329312556955057 -0.028456100418101093 0.052387847644376519 -0.067391173651454583 -0.043761359323728447 | |
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leaf_count=115 51 242 132 186 107 153 14 | |
internal_value=0 0.0151956 0.00147572 -0.0116669 0.00608044 -0.0408454 0.0831992 | |
internal_weight=0 58.3335 48.5403 76.3756 47.4903 28.8853 9.79312 | |
internal_count=1000 503 374 497 293 204 129 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=70 | |
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num_cat=0 | |
split_feature=18 0 9 13 | |
split_gain=2.42162 2.39308 2.65495 0.0717185 | |
threshold=1.9744027256965639 -3.1315989494323726 1.2301043272018435 -0.40857176482677454 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.077567640872674259 -0.096638730932201725 -0.0049249069541344422 0.027746382530264686 -0.11348475506132494 | |
leaf_weight=0.93148431926965747 2.544465957209467 94.414177045226097 33.768982565961778 1.3789344271644939 | |
leaf_count=21 24 672 256 27 | |
internal_value=0 0.00186404 0.00368212 -0.0990042 | |
internal_weight=0 130.494 128.183 2.31042 | |
internal_count=1000 976 928 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=71 | |
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num_cat=0 | |
split_feature=4 9 9 3 5 20 11 | |
split_gain=2.39352 12.8066 6.70841 5.13943 4.44565 3.78615 2.65346 | |
threshold=-0.44345408678054804 -2.2834039926528926 -1.8577739000320432 0.12777689099311831 -0.15890216827392575 0.1286912485957146 0.55282053351402294 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 5 -3 -4 -2 -1 | |
right_child=2 3 4 -5 -6 -7 -8 | |
leaf_value=-0.10083235838921108 0.14264813934018516 0.0073846923838056843 -0.043880219020341726 0.072632229006853455 0.011059548501643431 0.0031739765666591864 -0.0038250143707292631 | |
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leaf_count=61 27 182 287 220 162 28 33 | |
internal_value=0 0.0143382 -0.0125845 0.0383337 -0.0234097 0.0749481 -0.0718988 | |
internal_weight=0 61.8884 70.7968 48.4165 63.0049 7.79186 13.4719 | |
internal_count=1000 496 504 402 449 55 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=72 | |
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num_cat=0 | |
split_feature=4 9 7 11 19 9 22 | |
split_gain=2.32434 11.3848 4.58071 4.41067 4.99736 4.32192 0.309861 | |
threshold=-2.6415895223617549 -0.92759951949119557 1.0854787826538088 -1.102678596973419 -1.3991433978080747 0.12808340787887576 0.50649747252464306 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.070385978815838121 -0.074924363926069243 0.13288582275591915 0.074262317115964913 -0.076100143939688669 0.014123278102772098 -1.1944838645707199e-06 0.085238523206635178 | |
leaf_weight=8.3945703301578778 15.531537227332594 6.3407084364444 2.9617202058434478 6.6916596964001647 74.340860704891384 15.267425149679182 1.7392484089359639 | |
leaf_count=57 124 71 21 48 513 143 23 | |
internal_value=0 0.0318953 -0.0326617 -0.00557096 0.00667263 -0.037784 0.12263 | |
internal_weight=0 19.4362 11.3563 111.831 81.0325 30.799 8.07996 | |
internal_count=1000 172 78 828 561 267 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=73 | |
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num_cat=0 | |
split_feature=31 4 9 31 | |
split_gain=2.31802 2.93809 11.4215 5.46671 | |
threshold=-2.0173729658126827 -1.6822952032089231 -1.5438122153282163 -1.5023685693740843 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.086404478601296492 -0.044378408943262337 -0.11021279313060031 0.070538785325777578 -0.0054935442403687756 | |
leaf_weight=3.0317086745053521 14.897202270105479 5.2909732051193705 20.620044391602278 86.228764124214649 | |
leaf_count=24 108 42 194 632 | |
internal_value=0 -0.00207369 0.0223384 -0.0115476 | |
internal_weight=0 127.037 35.5172 91.5197 | |
internal_count=1000 976 302 674 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=74 | |
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num_cat=0 | |
split_feature=13 7 7 5 10 3 | |
split_gain=2.26776 4.71181 3.31912 7.11759 4.90491 3.20299 | |
threshold=1.3883623480796816 -1.6642212867736814 0.25074130296707159 -0.59729230403900135 -4.4574854373931876 -0.49797442555427546 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 -3 | |
right_child=1 5 3 -5 -6 -7 | |
leaf_value=-0.090565742516754075 0.10935625195343567 -0.073232183598746753 -0.028988817814875091 0.066424207968568197 -0.0072810289765828044 0.050393564079266595 | |
leaf_weight=7.7981375698000184 5.5700979232788077 4.0508692022413006 14.341354144737126 17.18950715707615 75.869943772442639 4.3422210579738012 | |
leaf_count=54 34 29 128 170 552 33 | |
internal_value=0 0.0380494 -0.00462326 0.023027 -0.0150434 -0.00927358 | |
internal_weight=0 13.9632 115.199 31.5309 83.6681 8.39309 | |
internal_count=1000 96 904 298 606 62 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=75 | |
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num_cat=0 | |
split_feature=30 5 3 7 | |
split_gain=2.11211 2.37059 3.10158 2.11579 | |
threshold=-1.713110029697418 -3.3947547674179073 2.6622943878173833 -2.3758826255798335 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.068837536974539107 0.039767360262899842 0.00022541450329068339 0.052075379420272107 -0.078963128527594295 | |
leaf_weight=4.3088494017720214 1.987969050183892 102.84891262603924 12.994451770558952 6.1256899023428542 | |
leaf_count=32 14 778 114 62 | |
internal_value=0 0.00238169 0.00604156 -0.0498724 | |
internal_weight=0 123.957 115.843 8.11366 | |
internal_count=1000 968 892 76 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=76 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=0 9 22 13 | |
split_gain=2.07436 2.29417 2.54467 0.0570277 | |
threshold=-3.1315989494323726 3.5651648044586186 0.63260453939437877 -0.69196113944053639 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.076361597236879575 -0.0093363891057282149 0.087243587055880811 0.022987348202928366 -0.11127472486552921 | |
leaf_weight=0.71358732320368323 89.181384834460914 3.053389959037303 33.505129845347255 1.3585857301950444 | |
leaf_count=15 680 23 249 33 | |
internal_value=0 0.001622 -0.000508923 -0.0992518 | |
internal_weight=0 125.74 122.687 2.07217 | |
internal_count=1000 952 929 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=77 | |
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num_cat=1 | |
split_feature=3 8 4 6 4 | |
split_gain=2.04043 2.27352 4.25488 3.47546 1.59174 | |
threshold=-2.7369303703308101 0 1.7819178700447085 1.8600274920463564 -0.31387105584144587 | |
decision_type=2 1 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.0019067117073632716 0.033910155087697909 -0.001732296581691611 -0.034203675120749941 -0.076363401115048635 -0.1097071693008336 | |
leaf_weight=2.5608454812318087 40.388705185148865 62.87202719040215 11.865210782736538 6.9273468395695081 2.9447861304506651 | |
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internal_value=0 0.00266969 0.0184437 -0.00913918 -0.0595657 | |
internal_weight=0 122.053 52.2539 69.7994 5.50563 | |
internal_count=1000 948 472 476 52 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=78 | |
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split_feature=29 0 3 27 20 | |
split_gain=2.01095 2.53276 2.45956 3.3131 2.26869 | |
threshold=-1.7141830921173093 0.93448248505592357 -2.0779349803924556 -0.62028139829635609 0.50320798158645641 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 4 -4 -2 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=-0.002419376162830928 -0.07805071750689202 0.13217041766478591 0.029640770570110466 -0.0090234713916194313 0.0176632177570041 | |
leaf_weight=3.0988893387839189 7.6635587373748404 2.5477103628218174 30.81351816188544 78.936734981369227 3.6587139815092087 | |
leaf_count=26 76 14 238 617 29 | |
internal_value=0 0.0583067 -0.00274603 0.00183191 -0.0471214 | |
internal_weight=0 5.6466 121.073 109.75 11.3223 | |
internal_count=1000 40 960 855 105 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=79 | |
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num_cat=0 | |
split_feature=13 28 19 30 18 30 29 | |
split_gain=1.96301 2.72509 3.20128 2.45257 3.48642 3.17153 0.960445 | |
threshold=-1.2598152160644529 0.073746889829635634 -0.29766309261322016 -1.3221759200096128 -0.20238252729177472 -1.1216092109680174 0.12443961948156358 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
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internal_value=0 0.0383384 -0.000825339 -0.00407757 -0.0558903 6.40563e-05 0.0960227 | |
internal_weight=0 12.0626 7.18467 114.292 8.45964 105.832 4.8779 | |
internal_count=1000 96 55 904 67 837 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=80 | |
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num_cat=0 | |
split_feature=13 30 9 7 5 10 | |
split_gain=1.94425 4.26855 4.30717 2.79389 5.64356 4.12659 | |
threshold=1.3883623480796816 0.77336484193801891 0.39663147926330572 0.25074130296707159 -0.29206293821334833 -4.9047172069549552 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=-0.092301493554131031 -0.055119178049181317 0.13010993996992543 0.076948240497660914 -0.019071329819169584 0.067005604633349702 -0.007536684854576689 | |
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internal_value=0 0.0357115 0.00242643 -0.00433915 0.0214566 -0.0139709 | |
internal_weight=0 13.5852 10.0438 112.449 30.5717 81.8769 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=81 | |
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num_cat=0 | |
split_feature=22 27 6 22 4 4 | |
split_gain=1.97939 4.18084 2.59415 2.30072 3.40447 2.77249 | |
threshold=-1.4049233794212339 0.59481739997863781 -0.37206447124481196 0.63260453939437877 1.5504462718963625 -2.6415895223617549 | |
decision_type=2 2 2 2 2 2 | |
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right_child=3 -3 -4 4 -6 -7 | |
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internal_value=0 0.0429369 0.00429211 -0.00369897 0.0180526 -0.0128714 | |
internal_weight=0 9.88085 7.30319 115.315 34.204 81.1113 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=82 | |
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num_cat=0 | |
split_feature=11 9 4 5 7 6 21 | |
split_gain=1.96114 6.57427 8.48374 5.05101 6.74537 5.11464 2.15847 | |
threshold=-0.056552402675151818 -2.2834039926528926 -2.1853830814361568 -0.15890216827392575 -1.6289549469947813 -1.7323389053344724 0.20269078016281131 | |
decision_type=2 2 2 2 2 2 2 | |
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internal_value=0 -0.0148813 0.000863633 0.0105613 0.0588155 -0.00380011 -0.0954167 | |
internal_weight=0 51.8466 43.368 72.8863 16.7171 56.1692 8.47859 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=83 | |
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num_cat=0 | |
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split_gain=1.81832 2.21286 3.63597 3.32975 | |
threshold=1.9680437445640566 0.42796576023101812 1.7490286231040957 2.1336631774902348 | |
decision_type=2 2 2 2 | |
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right_child=-2 2 -4 -5 | |
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internal_value=0 -0.00194991 0.0099212 -0.017447 | |
internal_weight=0 120.285 68.1108 52.1742 | |
internal_count=1000 982 504 478 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=84 | |
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num_cat=1 | |
split_feature=8 7 19 6 29 27 22 | |
split_gain=1.89397 4.26254 3.33891 3.18192 4.95489 3.49747 2.77882 | |
threshold=0 -0.86519092321395863 0.17471633106470111 0.77008655667305004 -0.19384890794754026 -1.1444159746170042 0.62442603707313549 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
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internal_value=0 0.0142206 -0.00623518 -0.0108454 -0.043585 0.00307707 0.0534973 | |
internal_weight=0 53.0538 34.8852 69.8071 20.8282 48.979 18.1686 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=85 | |
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split_gain=1.75556 2.35225 7.88656 4.1965 0.0478298 | |
threshold=-3.1315989494323726 1.2183623313903811 -1.5970541238784788 1.0854787826538088 -0.51780930161476124 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 0.00145015 0.0246049 -0.00701234 -0.0981154 | |
internal_weight=0 120.046 32.1307 87.9149 1.79743 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=86 | |
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threshold=-2.7369303703308101 4.188784360885621 1.3691098093986513 -1.9995312094688413 | |
decision_type=2 2 2 2 | |
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right_child=1 -3 -4 -5 | |
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internal_value=0 0.00248558 -0.000225727 -0.0578324 | |
internal_weight=0 116.076 111.579 5.03404 | |
internal_count=1000 948 911 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=87 | |
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num_cat=0 | |
split_feature=18 18 26 11 27 24 | |
split_gain=1.71404 2.75415 2.62847 2.50592 2.16769 3.07971 | |
threshold=-1.5012420415878294 -0.79747301340103138 1.6146269440650942 2.4154888391494755 0.40907128155231481 -0.16819797456264493 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 | |
right_child=1 2 -4 -5 -6 -7 | |
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internal_weight=0 112.277 95.4139 16.8629 8.52382 5.12255 | |
internal_count=1000 932 784 148 68 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=88 | |
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num_cat=0 | |
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threshold=1.9744027256965639 -0.75394436717033375 -0.47790913283824915 0.59073963761329662 | |
decision_type=2 2 2 2 | |
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right_child=-2 2 -4 -5 | |
leaf_value=-0.042758422186527804 -0.09595114480937747 0.073363088347031577 0.0016246346569042868 0.051888798958835892 | |
leaf_weight=19.825884521007541 2.1704005608335128 8.5566413886845094 84.291255115531385 5.5490197697654358 | |
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internal_value=0 0.00173311 0.00823588 -0.0220608 | |
internal_weight=0 118.223 92.8479 25.3749 | |
internal_count=1000 976 763 213 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=89 | |
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num_cat=0 | |
split_feature=20 27 11 2 25 16 28 | |
split_gain=1.75771 3.18531 3.72554 3.14466 2.79828 4.12492 3.85669 | |
threshold=0.35997511446475988 -0.44899147748947138 2.6943253278732304 1.937900245189667 -0.64878144860267628 0.40651474893093115 -0.50307175517082203 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.0160392 0.0539921 -0.00327794 -0.00913799 -0.0207407 0.0223284 | |
internal_weight=0 43.4473 14.6548 28.7926 76.6453 55.9973 20.648 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=90 | |
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split_feature=5 31 4 | |
split_gain=1.7887 1.99461 2.13591 | |
threshold=-4.3031001091003409 -2.0173729658126827 -1.6112870573997495 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
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leaf_weight=2.6733017484657458 2.650464190170168 32.535728601738811 81.844550675246865 | |
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internal_value=0 0.00182103 -0.000166279 | |
internal_weight=0 117.031 114.38 | |
internal_count=1000 972 949 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=91 | |
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split_feature=22 29 0 22 20 | |
split_gain=1.78042 3.67085 3.16108 2.9452 3.02747 | |
threshold=-1.0270571708679197 -1.0280894041061399 0.42796576023101812 -0.94846037030220021 0.47881735861301428 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.07770997205822007 -0.097945322532745946 0.0031168147005330763 0.095992189536578107 -0.014023824699901745 0.023432407263310695 | |
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internal_value=0 0.0295881 0.0493036 -0.00505864 -0.00195325 | |
internal_weight=0 17.3527 14.6591 102.105 98.8015 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=92 | |
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split_feature=8 4 11 13 5 9 7 | |
split_gain=1.73416 3.58444 5.30334 4.84359 2.81587 5.1081 4.09832 | |
threshold=0 0.61790910363197338 -0.63245621323585499 -0.45099973678588862 -1.2619942426681516 1.3687919378280642 -1.4436311721801756 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.013836 0.0374457 -0.0157354 -0.0105334 0.00531462 -0.0367723 | |
internal_weight=0 51.3403 28.5479 22.7925 67.7163 42.2174 25.4989 | |
internal_count=1000 503 331 172 497 293 204 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=93 | |
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split_feature=22 18 22 28 3 16 31 | |
split_gain=1.6837 5.24661 3.14371 3.44084 3.08302 2.91778 2.11432 | |
threshold=-0.64317423105239857 0.25012546032667166 0.26117700338363653 -0.69158238172531117 -0.94009315967559803 -1.1995689868927 0.72323593497276317 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 -3 | |
right_child=2 6 3 -5 -6 -7 -8 | |
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leaf_count=19 85 74 104 303 252 137 26 | |
internal_value=0 0.0204057 -0.00701334 0.0100634 -0.0279895 0.0523691 -0.034185 | |
internal_weight=0 30.0683 87.7627 48.378 39.3847 18.9644 11.1038 | |
internal_count=1000 256 744 407 337 156 100 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=94 | |
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split_feature=17 29 30 15 7 9 31 | |
split_gain=1.65226 3.88942 3.20788 3.19237 3.11527 3.10197 3.02569 | |
threshold=0.75022095441818248 -0.15634847432374951 -0.71652689576148976 -0.23903460800647733 0.25074130296707159 0.31265056133270269 -0.14411973208189008 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 4 5 -3 -2 -1 -4 | |
right_child=1 3 6 -5 -6 -7 -8 | |
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internal_value=0 -0.0231248 0.00607194 -0.061179 0.0185932 -0.0284805 0.0160765 | |
internal_weight=0 24.4996 92.7985 12.8124 11.6872 20.8364 71.962 | |
internal_count=1000 213 787 116 97 178 609 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=95 | |
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num_cat=0 | |
split_feature=29 3 30 10 0 | |
split_gain=1.57744 1.93958 2.74803 2.06047 1.84361 | |
threshold=-1.7141830921173093 -2.0779349803924556 1.904515326023102 -4.0208497047424308 0.93448248505592357 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 -0.00255031 0.00160464 -0.0443777 0.0536105 | |
internal_weight=0 111.605 101.52 10.0846 5.23598 | |
internal_count=1000 960 855 105 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=96 | |
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num_cat=1 | |
split_feature=8 7 4 17 6 11 0 | |
split_gain=1.57621 3.48715 2.97382 2.70269 2.54113 3.52649 2.08467 | |
threshold=0 -0.86519092321395863 1.5504462718963625 -1.3825782537460325 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.015059697722127813 -0.015862292120527099 0.15104530378524367 -0.04911868354565524 0.034463332173048658 -0.1178178194727288 0.044972331555514583 0.0014381766543946914 | |
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internal_value=0 0.0133596 -0.00545694 0.0503673 -0.0101371 -0.00388183 -0.0713063 | |
internal_weight=0 50.077 33.1977 16.8794 66.4127 60.2514 6.16136 | |
internal_count=1000 503 258 245 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=97 | |
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split_feature=13 30 9 30 4 5 | |
split_gain=1.58565 2.96862 3.15499 2.3408 3.4087 3.04189 | |
threshold=1.3883623480796816 0.77336484193801891 0.39663147926330572 0.55339282751083385 -3.2548031806945796 -3.1497538089752193 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
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internal_value=0 0.0337934 0.00465814 -0.004094 -0.0286582 0.00514458 | |
internal_weight=0 12.3711 9.13844 103.147 28.191 74.9562 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=98 | |
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num_cat=0 | |
split_feature=24 22 31 4 9 19 18 | |
split_gain=1.4946 3.87281 4.05007 2.94439 3.62278 3.07319 1.858 | |
threshold=0.35557235777378088 1.4963601827621462 0.80102509260177623 0.10320323705673219 -0.98960155248641957 0.93067857623100292 -0.18906012177467343 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
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internal_value=0 -0.00781607 -0.013901 0.0166659 -0.0162728 0.0411185 0.0733148 | |
internal_weight=0 78.4489 72.9756 36.5564 15.5755 20.9809 5.47325 | |
internal_count=1000 670 625 330 132 198 45 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=99 | |
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num_cat=0 | |
split_feature=13 20 17 3 28 2 21 | |
split_gain=1.56543 2.26508 2.8581 2.68386 2.16226 2.41287 0.801882 | |
threshold=-1.2598152160644529 -1.0864183306694029 0.75022095441818248 -0.78520956635475148 0.073746889829635634 0.88692352175712597 0.2710894644260407 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
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internal_value=0 -0.00381126 -0.00950008 0.0346048 0.0361328 -0.000433678 0.0906969 | |
internal_weight=0 103.645 90.2764 13.3686 10.8372 6.48875 4.34848 | |
internal_count=1000 904 781 123 96 55 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=100 | |
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num_cat=0 | |
split_feature=0 9 6 6 13 | |
split_gain=1.45679 1.70649 6.82414 3.68493 0.0557546 | |
threshold=-3.1315989494323726 1.2183623313903811 -1.5804541110992429 -1.829513370990753 -0.79340738058090199 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 0.00132923 0.021792 -0.0060902 -0.0944249 | |
internal_weight=0 112.401 29.9098 82.491 1.61163 | |
internal_count=1000 952 264 688 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=101 | |
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num_cat=0 | |
split_feature=10 6 5 6 11 2 | |
split_gain=1.46268 3.40904 2.65246 5.31514 4.82545 1.69962 | |
threshold=-4.9047172069549552 -2.8922876119613643 0.45862978696823126 -1.8197036385536192 -5.3894081115722647 0.54587563872337352 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 -3 | |
right_child=2 5 4 -5 -6 -7 | |
leaf_value=0.052575132519494708 -0.097456836255741697 -0.1123636011254065 -0.066916418081296156 0.0019467780792302982 0.052353612121652959 -0.012003527273465035 | |
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leaf_count=28 81 32 43 598 198 20 | |
internal_value=0 -0.0361995 0.00353489 -0.00535928 0.0323945 -0.0739334 | |
internal_weight=0 10.1768 103.336 78.992 24.3444 7.14134 | |
internal_count=1000 80 920 679 241 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=102 | |
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num_cat=0 | |
split_feature=13 11 13 30 4 31 | |
split_gain=1.45068 2.87771 2.66655 1.79956 2.81846 2.54726 | |
threshold=1.3883623480796816 3.3369733095169072 1.4956029057502749 0.55339282751083385 -3.2548031806945796 1.3691098093986513 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=-0.0021390080042770839 0.092412403354265246 0.12818583631927527 -0.025652324795923567 0.057759836992451019 -0.038074604449526747 0.058818365935094707 | |
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internal_value=0 0.0328897 0.00763001 -0.00395303 -0.0257893 0.00422321 | |
internal_weight=0 11.9548 9.44998 100.794 27.459 73.3348 | |
internal_count=1000 96 80 904 263 641 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=103 | |
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num_cat=0 | |
split_feature=3 11 9 5 10 | |
split_gain=1.44288 1.78574 5.71778 3.24619 1.09177 | |
threshold=-2.7369303703308101 -0.056552402675151818 -2.2834039926528926 -0.15890216827392575 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.013831157731145722 -0.091764161920389622 0.0007116793156154203 0.003165452386108453 0.054669059091863342 -0.11525188000543328 | |
leaf_weight=2.5253695594146848 7.6460524667054406 48.553865362424403 37.284726114477962 14.473645730409769 1.8309189118444908 | |
leaf_count=27 60 376 402 110 25 | |
internal_value=0 0.0022435 -0.0129891 0.0131025 -0.0564576 | |
internal_weight=0 107.958 44.9308 63.0275 4.35629 | |
internal_count=1000 948 462 486 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=104 | |
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num_cat=0 | |
split_feature=4 9 9 26 2 11 16 | |
split_gain=1.34828 7.78452 4.51696 4.17383 3.72274 3.34378 2.38307 | |
threshold=-0.44345408678054804 -2.2834039926528926 -1.8577739000320432 -0.81025269627571095 -2.481732845306396 2.8228979110717778 -0.63479617238044728 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 5 -3 -4 -2 -1 | |
right_child=2 3 4 -5 -6 -7 -8 | |
leaf_value=0.017913330770354455 -0.030403791077075439 -0.032241065771518022 0.13274756241412861 0.048536409249288537 -0.024413311559869543 0.11803553583097824 -0.088518961326784884 | |
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internal_value=0 0.0118722 -0.0101757 0.032453 -0.0198653 0.0670498 -0.0618397 | |
internal_weight=0 51.3136 60.3644 40.1136 53.6348 6.72962 11.1999 | |
internal_count=1000 496 504 402 449 55 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=105 | |
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num_cat=1 | |
split_feature=13 19 27 20 30 3 8 | |
split_gain=1.35471 1.94411 2.30297 1.7373 2.55702 2.25731 1.19437 | |
threshold=-1.2598152160644529 -0.29766309261322016 -0.017536817118525502 -1.0864183306694029 -1.713110029697418 -0.78520956635475148 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.091352519628865855 -0.031520029713454197 0.11265657092361621 0.05652563273644047 -0.10099465850903672 -0.0054898591051730601 0.058748884953342073 0.024745110421298681 | |
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leaf_count=21 38 33 19 25 756 85 23 | |
internal_value=0 0.0343184 -0.0180778 -0.00359863 -0.00865961 0.0306317 0.0699956 | |
internal_weight=0 10.3999 4.21285 100.283 87.366 12.9171 6.18708 | |
internal_count=1000 96 40 904 781 123 56 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=106 | |
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num_cat=0 | |
split_feature=0 2 15 9 6 7 13 | |
split_gain=1.31748 2.74388 3.08117 2.65603 7.40448 2.36449 0.182422 | |
threshold=-1.608339190483093 1.4031839370727541 0.47169506549835211 1.555183529853821 -1.5970541238784788 1.2151227593421938 -0.1316248998045921 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.040717225140492197 -0.01145687823359369 -0.079537760038988492 -0.10242391584099059 -0.087615786515757882 0.069531406989306863 0.036264918813745529 -0.13079732884542714 | |
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leaf_count=63 543 25 33 41 122 142 31 | |
internal_value=0 -0.0339036 -0.000610294 0.00349778 0.0376524 -0.0042883 -0.113158 | |
internal_weight=0 10.3988 7.32268 99.877 18.5417 81.3354 3.0761 | |
internal_count=1000 152 96 848 163 685 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=107 | |
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num_cat=1 | |
split_feature=8 4 11 19 6 11 0 | |
split_gain=1.30503 3.00615 4.21983 3.69952 2.42995 2.63681 1.7742 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.37843565642833715 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0012261865612376306 -0.013980128473958318 -0.045543545756476837 0.079479619935231255 0.043509040739108239 -0.1170484589256597 0.040322985672660933 -0.0019382186878711153 | |
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leaf_count=195 356 113 136 59 46 78 17 | |
internal_value=0 0.0125212 0.035116 -0.0157169 -0.00953763 -0.00330857 -0.0721934 | |
internal_weight=0 47.1157 26.1732 20.9425 62.2606 56.6305 5.63004 | |
internal_count=1000 503 331 172 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=108 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=5 6 10 25 4 1 | |
split_gain=1.32926 2.92481 2.50195 2.05289 2.31936 1.42465 | |
threshold=2.0177078247070317 -1.6460761427879331 -2.6730151176452632 -2.0748205184936519 -1.6112870573997495 0 | |
decision_type=2 2 2 2 2 1 | |
left_child=3 5 -3 -1 -5 -2 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=0.098594304762049001 0.049145012128576554 -0.080347071020645588 0.056699818362636989 0.018840881565385766 -0.015384629038244111 0.16465505269100694 | |
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leaf_count=14 38 23 32 278 601 14 | |
internal_value=0 0.0350783 -0.0148791 -0.00352388 -0.00556098 0.0947772 | |
internal_weight=0 9.80689 5.33905 98.6848 96.7547 4.46784 | |
internal_count=1000 107 55 893 879 52 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=109 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 11 0 5 10 | |
split_gain=1.3311 1.40999 3.71724 3.02807 0.962157 | |
threshold=-2.7369303703308101 -0.97970148921012867 1.5746666789054873 -0.15890216827392575 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.015444169099799569 -0.031086365608560741 -0.001899451747561974 0.050145115685772651 0.045877400896451731 -0.11422879003382116 | |
leaf_weight=2.3947299672290683 27.364259460940957 51.622851602965966 7.0938038057647637 17.853629484772682 1.6760594407096494 | |
leaf_count=27 311 427 70 140 25 | |
internal_value=0 0.00217528 -0.0143634 0.0103779 -0.0561166 | |
internal_weight=0 103.935 34.4581 69.4765 4.07079 | |
internal_count=1000 948 381 567 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=110 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=10 3 7 5 6 6 | |
split_gain=1.27106 2.9106 3.42914 2.0361 4.10671 3.92539 | |
threshold=-4.9047172069549552 0.24225854873657229 0.13221701979637149 0.45862978696823126 -1.8197036385536192 -0.75322550535202015 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.060936042773331582 -0.090684765952559629 -0.12721494341510184 0.081098597079414678 0.074572108330630937 0.0017680134184759181 -0.0086955219077473386 | |
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leaf_count=40 81 16 24 107 598 134 | |
internal_value=0 -0.0349333 -0.00175967 0.0033626 -0.00457385 0.0295417 | |
internal_weight=0 9.50768 6.9936 97.9979 75.2002 22.7977 | |
internal_count=1000 80 64 920 679 241 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=111 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 5 11 20 | |
split_gain=1.25896 1.49019 2.21046 1.92272 | |
threshold=1.9680437445640566 -3.3303779363632198 4.6643924713134775 -0.58073428273200978 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=0.036513562631894807 0.06690269725332644 -0.0042498262511136645 0.041121908437813763 -0.076437687280329458 | |
leaf_weight=2.0931988377124071 2.7377966791391364 84.211521261138842 12.306931413244454 5.3821246169973156 | |
leaf_count=18 18 809 87 68 | |
internal_value=0 -0.00179594 0.00153546 -0.0448097 | |
internal_weight=0 103.994 96.5185 7.47532 | |
internal_count=1000 982 896 86 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=112 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=18 18 31 3 31 | |
split_gain=1.26028 2.08017 1.97821 1.91886 1.85822 | |
threshold=-1.5012420415878294 -0.79747301340103138 -0.97960603237152089 0.24225854873657229 -0.1249653398990631 | |
decision_type=2 2 2 2 2 | |
left_child=3 2 -2 -1 -3 | |
right_child=1 4 -4 -5 -6 | |
leaf_value=-0.0050472650899482342 -0.1172765472784269 0.018562141231508244 -0.020801775420372079 0.097601669232098842 -0.011143583622289397 | |
leaf_weight=4.1717647365294388 2.5816762936301538 40.245349359232932 12.026533154305067 3.2319447658956051 44.168804086279124 | |
leaf_count=35 26 363 122 33 421 | |
internal_value=0 -0.00301045 -0.0378515 0.0397621 0.00301894 | |
internal_weight=0 99.0224 14.6082 7.40371 84.4142 | |
internal_count=1000 932 148 68 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=113 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 11 4 5 25 | |
split_gain=1.22633 2.15174 5.28724 4.45404 2.10005 1.35086 | |
threshold=-2.0779349803924556 -2.3239196538925166 2.7736781835556035 -3.4333997964859004 1.0455790758132937 -0.59173142910003651 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 | |
right_child=1 3 -4 -5 -6 -7 | |
leaf_value=-0.0032952908950785614 -0.072819224666576768 0.092600984516867046 0.059725158109469635 0.0029744970422616052 0.058106081401576165 -0.092800831766395198 | |
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leaf_count=25 84 83 42 683 24 59 | |
internal_value=0 0.00326692 -0.0326324 0.00944309 -0.0350336 -0.0596813 | |
internal_weight=0 97.0473 14.2454 82.802 9.14785 7.23361 | |
internal_count=1000 892 126 766 108 84 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=114 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 27 13 24 20 0 28 | |
split_gain=1.20275 2.87801 3.28547 2.26566 2.20986 3.33736 2.79335 | |
threshold=0.35997511446475988 -0.44899147748947138 -0.6824706196784972 -1.1232330203056333 -0.010012246202677487 0.42796576023101812 0.39953914284706121 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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leaf_count=340 35 40 90 202 59 68 166 | |
internal_value=0 0.0141789 0.0525448 -0.00554212 -0.00806745 -0.0449971 0.000823327 | |
internal_weight=0 38.038 12.9142 25.1238 67.3053 13.0596 54.2457 | |
internal_count=1000 367 125 242 633 127 506 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=115 | |
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num_cat=0 | |
split_feature=10 20 2 | |
split_gain=1.62498 1.82094 1.5903 | |
threshold=-8.2502570152282697 1.8299899697303774 -2.2135777473449703 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.10422113838821534 0.061286906311377433 0.079874350774762279 -0.00333605228348063 | |
leaf_weight=1.4759698305279005 3.9641476795077315 2.8784391228109589 96.715514357900247 | |
leaf_count=16 33 24 927 | |
internal_value=0 0.00145055 -0.000791596 | |
internal_weight=0 103.558 100.68 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=116 | |
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num_cat=0 | |
split_feature=24 22 9 4 9 19 7 | |
split_gain=1.22795 2.92142 3.21429 2.1619 2.72398 2.25261 1.50611 | |
threshold=0.35557235777378088 1.4963601827621462 1.2183623313903811 0.10320323705673219 -0.98960155248641957 0.93067857623100292 -0.96313458681106556 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.026505034139722231 0.052491195454673373 0.0056380609548650363 0.022665218940187245 0.06996604393756195 -0.037499977306995134 -0.040594669457654914 0.11534270845104047 | |
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leaf_count=434 160 19 191 27 105 38 26 | |
internal_value=0 -0.00739504 -0.0129575 0.0158751 -0.0142022 0.0375413 0.0658973 | |
internal_weight=0 71.6585 66.6037 33.1752 13.8912 19.284 5.05484 | |
internal_count=1000 670 625 330 132 198 45 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=117 | |
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num_cat=1 | |
split_feature=8 7 4 5 9 2 17 | |
split_gain=1.23712 2.62522 2.69168 2.12675 3.81191 3.2254 2.0852 | |
threshold=0 -0.86519092321395863 1.5504462718963625 -1.2619942426681516 1.3687919378280642 2.1161124706268315 -1.3825782537460325 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.016079256871329047 -0.056660240137973453 0.14021768249342598 -0.048137522732695726 -0.0096350597357579768 0.074516344223414979 0.029519252857425689 0.031791832460180518 | |
leaf_weight=20.247769554145638 16.424689469393346 2.0556967770680776 9.6323269205167872 30.558080206159502 6.5339287077076724 5.9039081905502817 12.930197249399496 | |
leaf_count=180 153 31 78 237 56 51 214 | |
internal_value=0 0.0125086 -0.00462205 -0.00948984 0.0051886 -0.0338735 0.0466652 | |
internal_weight=0 44.866 29.8801 59.4206 37.092 22.3286 14.9859 | |
internal_count=1000 503 258 497 293 204 245 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=118 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=13 28 19 17 21 30 29 | |
split_gain=1.241 1.8188 1.86048 1.5729 3.3533 3.29669 0.632436 | |
threshold=-1.2598152160644529 0.073746889829635634 -0.29766309261322016 0.75022095441818248 1.0441258549690249 -0.71652689576148976 0.12443961948156358 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.069959928651634737 -0.036349264140551549 0.13153001990739185 0.04542372607056025 -0.048083044163764077 0.065677445280822269 0.014169998065637124 0.049224234888425082 | |
leaf_weight=2.3263167012482882 16.593749942490831 1.7943557174876335 3.4998915679752809 15.73544062767178 3.1019203204195938 58.297846115659922 1.9461611295118926 | |
leaf_count=22 162 20 33 160 29 553 21 | |
internal_value=0 0.0342896 -0.000647219 -0.00352049 -0.0293503 0.00297643 0.088707 | |
internal_weight=0 9.56673 5.82621 93.729 18.8374 74.8916 3.74052 | |
internal_count=1000 96 55 904 189 715 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=119 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=22 27 6 15 15 7 | |
split_gain=1.20308 2.63186 1.92798 1.53853 3.80172 3.13251 | |
threshold=-1.4049233794212339 0.59481739997863781 -0.37206447124481196 0.56999582052230846 0.42414110898971563 0.95269814133644115 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.06370340417229324 -0.0042412262205073232 0.13058235270799209 0.05126884138913456 0.0031855182890919626 -0.093378570665149555 0.1020001321426002 | |
leaf_weight=2.5359108950942755 64.277386359637603 2.190366730093956 3.4330568509176356 21.467027864884589 5.1695827096700659 3.7717857316602013 | |
leaf_count=24 619 20 36 196 51 54 | |
internal_value=0 0.0368273 0.00242298 -0.003192 -0.0108765 0.0179528 | |
internal_weight=0 8.15933 5.96897 94.6858 69.447 25.2388 | |
internal_count=1000 80 60 920 670 250 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=120 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=29 29 4 22 0 | |
split_gain=1.23501 1.53015 2.44286 2.23449 1.22726 | |
threshold=-1.7141830921173093 -0.88508096337318409 -2.8523223400115962 -1.8721634149551389 0.93448248505592357 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=0.0023912760812097394 0.060512946274494939 0.095045749900708076 -0.053958822062914615 -0.00033189656944331952 0.10570741265268849 | |
leaf_weight=2.4685702836140981 2.2522574793547383 2.5320302969776085 10.821066283620892 82.145430696895346 2.1520851999521255 | |
leaf_count=26 23 28 109 800 14 | |
internal_value=0 -0.00239595 -0.0342378 0.00252009 0.0505111 | |
internal_weight=0 97.7508 13.0733 84.6775 4.62066 | |
internal_count=1000 960 132 828 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=121 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 4 0 5 7 7 9 | |
split_gain=1.19876 3.14377 3.51453 2.28979 3.69588 3.12612 0.486868 | |
threshold=-0.97970148921012867 -4.2279446125030509 1.5746666789054873 -0.15890216827392575 -1.6289549469947813 -0.50514426827430714 -1.6665836572647093 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.030227975942049679 0.016685917820963389 -0.0431181629891291 0.037653824623120939 -0.014312895265873232 0.078168862735555386 -0.034127965354259618 0.11640430392550127 | |
leaf_weight=1.0276768282055857 30.95003223977983 23.745736967539418 6.9676787978969505 7.5510532530024674 10.102605005493386 19.886294421274215 1.8107306116726238 | |
leaf_count=8 255 287 70 48 102 195 35 | |
internal_value=0 -0.0154886 -0.0247941 0.00758334 0.0386114 -0.0031916 0.0852032 | |
internal_weight=0 33.5518 30.7134 68.49 17.6537 50.8363 2.83841 | |
internal_count=1000 400 357 600 150 450 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=122 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 11 9 26 4 | |
split_gain=1.17772 1.26903 3.77377 2.13966 0.82918 | |
threshold=-2.7369303703308101 -0.056552402675151818 -2.2834039926528926 -0.26835612952709192 -0.31387105584144587 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.0056808822718671095 -0.080633252869529659 0.034853174939281542 0.002047075048239646 -0.0043859853094861236 -0.10193666176359972 | |
leaf_weight=1.7034661266952755 6.6098507791757575 23.43997623026371 33.493468039203435 34.131514876848087 1.8855395114514966 | |
leaf_count=18 60 192 402 294 34 | |
internal_value=0 0.00207676 -0.0115803 0.0115901 -0.0562503 | |
internal_weight=0 97.6748 40.1033 57.5715 3.58901 | |
internal_count=1000 948 462 486 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=123 | |
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num_cat=0 | |
split_feature=30 9 4 11 | |
split_gain=1.08141 1.33415 6.37848 4.81255 | |
threshold=-1.713110029697418 0.12808340787887576 -1.2296712994575498 2.6943253278732304 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.055507287250556453 -0.029254397682822193 0.088203419388334467 -0.0042165095587881661 0.038840195784628578 | |
leaf_weight=3.3925503599457434 35.61578122060746 9.3013190962374193 37.880700675072148 14.647247804328797 | |
leaf_count=32 356 126 369 117 | |
internal_value=0 0.00192588 0.0140029 -0.00941082 | |
internal_weight=0 97.445 47.182 50.263 | |
internal_count=1000 968 495 473 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=124 | |
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num_cat=0 | |
split_feature=5 31 31 | |
split_gain=1.07299 1.20077 1.83205 | |
threshold=-4.3031001091003409 -2.0173729658126827 -1.7747542858123777 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.07115788505910621 0.073200399460286128 -0.094557353842943156 0.0018339721674056439 | |
leaf_weight=2.0746325762011102 2.282300087157636 2.0141477277502409 93.772008965024725 | |
leaf_count=28 23 19 930 | |
internal_value=0 0.00151515 -0.000192901 | |
internal_weight=0 98.0685 95.7862 | |
internal_count=1000 972 949 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=125 | |
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num_cat=0 | |
split_feature=13 21 19 20 17 11 10 | |
split_gain=1.06293 1.58132 2.148 1.41612 2.01537 1.9055 1.30202 | |
threshold=-1.2598152160644529 0.034177251160144813 1.0000000180025095e-35 -1.0864183306694029 0.75022095441818248 0.32232411205768591 -1.0000000180025095e-35 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.019517627666960333 -0.011925022585935904 -0.069006252082844818 0.057738129453521428 -0.00034326879077561337 -0.040934408705096438 0.06824774062714177 0.1353128342639516 | |
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leaf_count=16 71 26 28 623 158 52 26 | |
internal_value=0 0.0322867 -0.00296539 -0.0032889 -0.00813419 0.0289245 0.0807543 | |
internal_weight=0 9.25517 5.35807 90.7283 78.8659 11.8624 3.8971 | |
internal_count=1000 96 54 904 781 123 42 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=126 | |
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num_cat=2 | |
split_feature=6 15 0 10 1 1 | |
split_gain=1.05465 2.05412 2.65495 1.872 3.7182 3.35073 | |
threshold=1.8600274920463564 -1.2552280426025388 0.06608057022094728 1.8433723449707033 0 1 | |
decision_type=2 2 2 2 1 1 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.024977760170824977 -0.11986171372142702 -0.080355758912913675 0.017626040332249498 0.073498098191615013 -0.022975970160236902 0.019613592600361489 | |
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leaf_count=317 17 58 115 112 96 285 | |
internal_value=0 -0.0238972 -0.0101468 0.00444079 0.0345305 -0.00296483 | |
internal_weight=0 15.5668 13.6158 84.0092 16.5925 67.4167 | |
internal_count=1000 190 173 810 208 602 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=127 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 2 6 22 9 11 | |
split_gain=1.0309 2.46668 2.44903 2.06615 1.93747 1.90152 1.8786 | |
threshold=0 -0.86519092321395863 0.29434275627136236 1.8600274920463564 0.62442603707313549 -1.9490652680397031 3.7105647325515752 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 6 -3 -5 -2 | |
right_child=3 4 -4 5 -6 -7 -8 | |
leaf_value=0.055745969315708965 -0.012566256803607557 0.026418118422133065 -0.019319764170218096 0.038083472266815729 0.11627973953832814 -0.10707698534338127 0.035189993254665729 | |
leaf_weight=5.349852696061137 41.124574831686914 11.133955046767367 23.166933914646506 1.198111801408231 3.0583651459310195 3.6563315917737773 10.300160919781773 | |
leaf_count=58 356 185 200 16 60 47 78 | |
internal_value=0 0.0117169 -0.00523716 -0.00888784 0.0457828 -0.0712503 -0.00300088 | |
internal_weight=0 42.7091 28.5168 56.2792 14.1923 4.85444 51.4247 | |
internal_count=1000 503 258 497 245 63 434 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=128 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 27 17 2 20 14 10 | |
split_gain=1.00983 2.44763 2.63824 1.81152 1.79013 2.89179 2.16377 | |
threshold=0.35997511446475988 -0.44899147748947138 0.76754558086395275 1.937900245189667 -0.010012246202677487 0.38039220869541174 -4.4069178104400626 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.059736239417031115 0.072518521084481022 -0.025017302068933895 -0.046747608124818547 0.034294141209398943 0.00384969230672534 -0.094417382692972687 0.0076699228943115927 | |
leaf_weight=5.3196587576530865 9.8180608123075199 15.605680852662774 2.2867100434377781 7.6855876019690177 6.3757032228168082 5.6471775015816092 45.447604809654877 | |
leaf_count=50 99 157 26 85 77 50 456 | |
internal_value=0 0.0135114 0.049988 -0.00544588 -0.00761018 -0.0423066 0.000606754 | |
internal_weight=0 35.396 12.1048 23.2913 62.7901 12.0229 50.7673 | |
internal_count=1000 367 125 242 633 127 506 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=129 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=24 22 31 26 31 4 7 | |
split_gain=1.01697 2.26444 2.90651 1.99549 3.19961 2.54393 1.28085 | |
threshold=0.35557235777378088 1.4963601827621462 0.80102509260177623 -0.70094463229179371 0.49908749759197241 -0.44345408678054804 -0.96313458681106556 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.024442864257113322 0.0075198587790234602 0.0023162263536467514 0.025552082068262306 0.060300725118421043 -0.15513543157890586 -0.0040904911181244312 0.10618313326628964 | |
leaf_weight=46.767450710525736 4.5619786852039423 2.1636895518749952 15.476540345698593 12.17978784278967 1.6456268411129711 12.36368756438605 2.6308298320509484 | |
leaf_count=482 52 19 143 131 22 125 26 | |
internal_value=0 -0.00691112 -0.012012 0.0150527 -0.0355998 0.0278639 0.0593097 | |
internal_weight=0 67.0385 62.244 30.7511 6.20761 24.5435 4.79452 | |
internal_count=1000 670 625 330 74 256 45 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=130 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 20 5 | |
split_gain=1.29536 1.50978 1.24003 | |
threshold=-8.2502570152282697 1.8299899697303774 -3.2341780662536617 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.098749454584106833 -0.040846679337836506 0.075555926973757015 0.0025370272721222317 | |
leaf_weight=1.3106395248323668 7.1330016960855565 2.6651749489828935 86.29149659210816 | |
leaf_count=16 90 24 870 | |
internal_value=0 0.00134181 -0.000775338 | |
internal_weight=0 96.0897 93.4245 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=131 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 31 24 7 11 30 14 | |
split_gain=0.987519 3.8392 2.33413 3.02952 2.88456 2.30351 1.96544 | |
threshold=-0.1249653398990631 0.18357837945222857 -0.40476341545581812 0.34028041362762457 -1.9419997930526731 1.1293790936470034 -0.2194641828536987 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 6 4 -4 -1 -3 -2 | |
right_child=1 5 3 -5 -6 -7 -8 | |
leaf_value=-0.079748773355729163 0.0064620474718527741 0.014004878950221686 0.0074592797846195352 0.079710562555148301 0.0085453802525397096 -0.056768238354807023 -0.087888964159844457 | |
leaf_weight=5.2666863105259862 3.0521084098145366 35.183986310847104 19.761010861024264 8.2163719332311285 12.439476083964108 5.2903982605785123 7.9815450620371831 | |
leaf_count=70 37 375 192 89 105 54 78 | |
internal_value=0 -0.00950038 0.0106958 0.028678 -0.0177177 0.00475414 -0.0617898 | |
internal_weight=0 51.508 45.6835 27.9774 17.7062 40.4744 11.0337 | |
internal_count=1000 544 456 281 175 429 115 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=132 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 13 5 11 22 | |
split_gain=1.03424 2.35474 3.52999 3.33307 1.98286 3.58698 2.29154 | |
threshold=0 0.61790910363197338 -0.70885902643203724 -0.45099973678588862 -2.1253163814544673 4.6643924713134775 0.035218209028244025 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.0029821470746732317 0.00098323580442614706 0.039286982479604646 0.075932675656587567 -0.04731348682374964 -0.008443270244140039 0.089421948535870377 -0.08672058833182214 | |
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leaf_count=189 64 62 142 110 340 29 64 | |
internal_value=0 0.0118684 0.0334815 -0.0142939 -0.00902417 0.000983892 -0.0450667 | |
internal_weight=0 41.6438 22.8046 18.8392 54.9703 43.0237 11.9466 | |
internal_count=1000 503 331 172 497 369 128 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=133 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 7 13 26 4 13 | |
split_gain=1.00741 2.11477 2.17755 1.332 2.15929 1.50458 | |
threshold=1.3883623480796816 -1.6642212867736814 1.4956029057502749 1.5869815945625307 -0.44345408678054804 -1.2598152160644529 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=0.040163594247028152 0.084708536874300966 0.078572039732352481 -0.051559725891931432 0.021894029015277504 -0.11211815433179284 -0.0050245985351310236 | |
leaf_weight=8.1997320153750461 4.1416406016796827 1.9160883938893656 3.9096183991059661 2.1189822140149772 2.7793504651635876 72.664981891633943 | |
leaf_count=92 34 17 45 21 27 764 | |
internal_value=0 0.0300787 -0.00875909 -0.00350972 -0.0541455 -0.000442488 | |
internal_weight=0 9.96735 5.82571 85.763 4.89833 80.8647 | |
internal_count=1000 96 62 904 48 856 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=134 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=29 29 26 22 0 | |
split_gain=0.92662 1.23984 2.03146 1.72559 0.961201 | |
threshold=-1.7141830921173093 -0.88508096337318409 0.49312175810337072 -1.8721634149551389 0.93448248505592357 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=0.0011755593166886821 -0.059727274753430482 0.0876218787704513 0.029200516452225822 -0.00014623071106610158 0.097355528042472023 | |
leaf_weight=2.2270246581174424 8.2657845227513445 2.3073518406599751 3.7271105519030234 76.838184252381325 1.9479163512587545 | |
leaf_count=26 93 28 39 800 14 | |
internal_value=0 -0.00212776 -0.0320906 0.0024125 0.0460506 | |
internal_weight=0 91.1384 11.9929 79.1455 4.17494 | |
internal_count=1000 960 132 828 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=135 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 25 27 0 4 | |
split_gain=0.934104 1.00419 1.24925 0.989698 0.660102 | |
threshold=-2.7369303703308101 -1.5476546287536619 -0.62028139829635609 -0.26738393306732172 -0.31387105584144587 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.0070439875170533591 -0.011211084216593066 0.018668806854632587 -0.0080794576967944433 0.081497260029618476 -0.097704183249332069 | |
leaf_weight=1.5839298963546755 1.8656046548858283 24.194219725439325 62.736968126846477 3.00832017045468 1.6291653111111362 | |
leaf_count=18 16 250 652 30 34 | |
internal_value=0 0.00184141 -0.000635025 0.0460111 -0.0530123 | |
internal_weight=0 91.8051 86.9312 4.87392 3.2131 | |
internal_count=1000 948 902 46 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=136 | |
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num_cat=0 | |
split_feature=3 18 27 27 20 9 | |
split_gain=0.890698 2.36569 2.30554 2.22005 2.1195 1.89047 | |
threshold=-0.84586244821548451 1.2640730142593386 -1.1444159746170042 -0.99950659275054921 0.47881735861301428 0.19106149673461917 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 4 5 -4 -1 -2 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.027937490143243121 0.0078174206216621769 -0.11791298562441373 -0.11909088537320003 0.0017421788040210429 0.038623937405345227 0.09849535956610124 | |
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internal_value=0 -0.0165474 0.00567131 -0.00133241 -0.00692173 0.0523535 | |
internal_weight=0 24.2459 70.5169 61.3175 22.1432 9.19946 | |
internal_count=1000 260 740 646 239 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=137 | |
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num_cat=1 | |
split_feature=8 4 0 6 9 9 7 | |
split_gain=0.955294 2.16798 1.97482 1.91681 1.7841 1.43799 0.950352 | |
threshold=0 -2.8523223400115962 0.23862367868423465 1.8600274920463564 -2.3239196538925166 -1.8467977046966551 -2.499995112419128 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=0.0013776314985276686 -0.045343311681930426 -0.019343222259695599 0.026974428379516954 0.019327186534101867 0.005509494051051749 -0.10664669526596822 0.1138215320593365 | |
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leaf_count=17 72 196 215 20 362 43 75 | |
internal_value=0 0.0115464 0.00411956 -0.00877643 -0.00306817 -0.0713192 0.0833838 | |
internal_weight=0 40.6347 36.8273 53.6906 49.2001 4.49048 3.80738 | |
internal_count=1000 503 411 497 434 63 92 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=138 | |
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num_cat=0 | |
split_feature=0 9 4 13 | |
split_gain=1.04763 1.32895 1.24338 0.0293486 | |
threshold=-3.1315989494323726 3.5651648044586186 3.1555353403091435 -0.55800852179527272 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.072974087028028281 0.0019820707167971961 0.078190289870559426 -0.051974620085644158 -0.10651774497510894 | |
leaf_weight=0.39974760077893734 85.758460434153676 2.1867686230689278 4.4946827869862309 0.75060859718359896 | |
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internal_value=0 0.00116134 -0.000705018 -0.0948614 | |
internal_weight=0 92.4399 90.2531 1.15036 | |
internal_count=1000 952 929 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=139 | |
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num_cat=0 | |
split_feature=30 11 9 2 | |
split_gain=0.923519 1.08463 1.99684 1.84843 | |
threshold=-1.713110029697418 -5.2955746650695792 -1.0644020438194273 -2.481732845306396 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.052956385838019961 -0.094111846220009038 0.094530708364269952 0.020761766355621838 0.0023425437563666801 | |
leaf_weight=3.1833455071318886 3.1543300803750753 2.2342728544026604 2.9085376223083577 81.945697196293622 | |
leaf_count=32 32 18 58 860 | |
internal_value=0 0.00184719 -0.0390036 0.00478937 | |
internal_weight=0 90.2428 6.06287 84.18 | |
internal_count=1000 968 90 878 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=140 | |
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num_cat=0 | |
split_feature=5 27 30 6 7 9 | |
split_gain=0.905324 2.02514 2.86393 1.6142 2.59741 2.54967 | |
threshold=2.0177078247070317 -0.77704122662544239 0.35636414587497717 -2.2757308483123775 -1.2958345413208006 1.2183623313903811 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=-0.11244871243858377 0.11787785703285369 0.044252530743877888 -0.11212494232966093 -0.0098302914013203724 0.015454341257394328 0.031115025682658171 | |
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internal_value=0 0.0320237 0.00273869 -0.00305107 -0.0514929 0.000860245 | |
internal_weight=0 8.05467 6.00601 85.1948 6.36492 78.8299 | |
internal_count=1000 107 80 893 103 790 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=141 | |
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num_cat=0 | |
split_feature=4 9 15 9 3 5 4 | |
split_gain=0.864653 6.50633 3.3386 2.48752 2.70065 2.4176 1.91703 | |
threshold=-1.6112870573997495 -0.89385390281677235 1.284161448478699 -1.6665836572647093 -2.0779349803924556 1.5062254071235659 0.44688245654106146 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 6 -5 -3 -2 | |
right_child=3 5 -4 4 -6 -7 -8 | |
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internal_value=0 0.0154488 -0.0244071 -0.00605518 -0.015239 0.078274 0.0345614 | |
internal_weight=0 25.9842 15.8984 66.6871 54.3892 10.0858 12.2979 | |
internal_count=1000 320 159 680 564 161 116 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=142 | |
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num_cat=0 | |
split_feature=31 31 10 24 7 11 14 | |
split_gain=0.845086 3.04633 2.02623 1.90323 2.49063 2.37356 1.73473 | |
threshold=-0.1249653398990631 0.18357837945222857 -1.8559841513633726 -0.40476341545581812 0.34028041362762457 -1.9419997930526731 -0.2194641828536987 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
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leaf_count=70 37 127 302 192 89 105 78 | |
internal_value=0 -0.00906734 0.00386967 0.0101729 0.0269374 -0.0161412 -0.057636 | |
internal_weight=0 48.4827 38.285 43.1432 26.3536 16.7897 10.1978 | |
internal_count=1000 544 429 456 281 175 115 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=143 | |
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num_cat=1 | |
split_feature=8 7 5 9 6 29 9 | |
split_gain=0.903278 2.03586 2.13719 1.83507 1.66961 2.87506 1.8609 | |
threshold=0 -0.86519092321395863 -1.377660810947418 1.5142858624458315 0.77008655667305004 -0.19384890794754026 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.034188321992521128 -0.049244674524730768 0.063533233256681212 -0.025113143413696522 -0.031633316359244712 0.011816593620076705 -0.077298140639190105 0.012225805494621309 | |
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leaf_count=99 51 203 159 42 60 95 291 | |
internal_value=0 0.0114174 -0.00425894 0.0444624 -0.00868483 -0.0372991 0.00257185 | |
internal_weight=0 39.3005 26.6554 12.6451 51.8351 14.6345 37.2006 | |
internal_count=1000 503 258 245 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=144 | |
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num_cat=0 | |
split_feature=28 21 0 25 22 5 | |
split_gain=0.854193 2.13549 2.68903 1.87058 1.73935 1.47099 | |
threshold=-0.63907852768897999 -1.4257949590682981 -0.17902013659477231 -1.3436821699142454 0.26117700338363653 -0.6501457393169402 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.084565419104543404 0.0032454328035439553 -0.072941752628062628 -0.00037226251601620665 -0.01277130689204671 0.022243229494805731 0.10666984929265746 | |
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internal_value=0 -0.0156856 -0.0241615 0.00600997 0.000833459 0.0613472 | |
internal_weight=0 25.1316 23.1724 65.3013 59.7152 5.58605 | |
internal_count=1000 268 248 732 676 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=145 | |
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num_cat=0 | |
split_feature=13 11 9 30 4 3 | |
split_gain=0.826561 1.70456 1.65115 1.32525 2.02922 1.46102 | |
threshold=1.3883623480796816 3.3369733095169072 0.39663147926330572 1.2851886153221133 0.69948077201843273 -2.0779349803924556 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=-0.049612885181336004 -0.034119375637580926 0.11163890576787468 0.062172455686497131 0.0015776069503788872 -0.10212265590345129 0.0048659464144198 | |
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leaf_count=86 43 16 37 58 32 728 | |
internal_value=0 0.0282902 0.00619574 -0.00325936 -0.0426796 0.000905007 | |
internal_weight=0 9.25614 7.31662 80.7287 7.71337 73.0153 | |
internal_count=1000 96 80 904 90 814 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=146 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 19 31 12 12 | |
split_gain=0.798124 1.875 2.89861 2.76456 1.64558 2.54655 2.46951 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.37843565642833715 1.3691098093986513 0.27298769354820257 0.079420387744903578 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.0021917723292119414 0.0061253466495071523 -0.04071799252943701 0.072725054748833937 0.04373574893020897 -0.028452662208656235 0.10036867765867197 -0.041108871377928402 | |
leaf_weight=11.625797861022876 24.876977284904569 11.885698764235714 9.2925580984447134 5.7517305379733434 2.8789181616157284 3.2861163355410099 19.941446410259232 | |
leaf_count=195 252 113 136 59 31 19 195 | |
internal_value=0 0.0108392 0.0310885 -0.0131768 -0.00822777 0.0402123 -0.014891 | |
internal_weight=0 38.5558 20.9184 17.6374 50.9835 6.16503 44.8184 | |
internal_count=1000 503 331 172 497 50 447 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=147 | |
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num_cat=0 | |
split_feature=5 6 3 7 7 4 15 | |
split_gain=0.787581 3.56519 3.07257 3.00669 2.65522 2.5996 0.465246 | |
threshold=-0.89550951123237599 -0.69330593943595875 2.6622943878173833 -1.6289549469947813 -1.3431769609451292 -1.2004670500755308 -0.22039064019918439 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 3 -2 -3 -1 -4 | |
right_child=2 4 6 -5 -6 -7 -8 | |
leaf_value=0.024730954124292256 -0.035588517513516091 0.033617597392739333 0.048662142225170339 0.019165306624515936 -0.023885739273311279 -0.10806265840583529 0.11487825643516032 | |
leaf_weight=2.013578743673861 15.170855436008422 15.594472447875885 1.7805233906256033 29.590585835976526 16.554128016810864 5.5032160825794554 2.6261324058286837 | |
leaf_count=19 154 145 26 341 189 83 43 | |
internal_value=0 -0.0104891 0.00845129 0.000607764 0.00400767 -0.0724903 0.0881234 | |
internal_weight=0 39.6654 49.1681 44.7614 32.1486 7.51679 4.40666 | |
internal_count=1000 436 564 495 334 102 69 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=148 | |
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num_cat=0 | |
split_feature=10 20 16 | |
split_gain=0.98886 1.29158 1.01408 | |
threshold=-8.2502570152282697 1.8299899697303774 0.5102781653404237 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.09167827638249447 -0.008100041963318351 0.074938530610979839 0.015654930743792008 | |
leaf_weight=1.1614408893510688 58.554425534442998 2.3126429934054604 25.928225376177579 | |
leaf_count=16 661 24 299 | |
internal_value=0 0.00120879 -0.0008095 | |
internal_weight=0 86.7953 84.4827 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=149 | |
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num_cat=0 | |
split_feature=22 27 28 20 28 6 | |
split_gain=0.802522 1.99729 1.20455 3.59405 1.65132 1.16025 | |
threshold=-1.4049233794212339 0.59481739997863781 0.89896380901336681 -0.22311427444219586 0.33572702109813696 -0.37206447124481196 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.057308206370466998 -0.00091359798546957458 0.11928592789838777 -0.046422432377834839 0.0556644965857283 -0.041001585217475489 0.041593653559632314 | |
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leaf_count=24 600 20 63 103 154 36 | |
internal_value=0 0.0330984 -0.00277607 0.0221555 -0.00873584 -0.00120605 | |
internal_weight=0 6.75532 81.0674 15.6401 65.4273 4.83205 | |
internal_count=1000 80 920 166 754 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=150 | |
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num_cat=0 | |
split_feature=10 20 5 | |
split_gain=0.857269 1.00965 0.920179 | |
threshold=-8.2502570152282697 1.8299899697303774 -3.2341780662536617 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.087775602321293444 -0.037633432282286161 0.067400749661864226 0.0022995833852892771 | |
leaf_weight=1.0989779827650625 6.231884602457284 2.2377247014082959 77.928381737321615 | |
leaf_count=16 90 24 870 | |
internal_value=0 0.00110535 -0.00065737 | |
internal_weight=0 86.398 84.1603 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=151 | |
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num_cat=0 | |
split_feature=9 6 11 6 5 11 21 | |
split_gain=0.79278 4.44502 3.79543 2.18098 4.86663 2.77072 2.07784 | |
threshold=1.2183623313903811 -1.5804541110992429 4.0305128097534189 -1.829513370990753 -0.59729230403900135 2.8228979110717778 -0.30010202527046198 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
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internal_value=0 0.0156088 0.0378101 -0.00582343 0.045235 -0.0125342 -0.0689418 | |
internal_weight=0 23.6799 18.7551 63.6519 7.39415 56.2577 4.92472 | |
internal_count=1000 303 201 697 90 607 102 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=152 | |
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num_cat=0 | |
split_feature=20 14 22 4 9 2 3 | |
split_gain=0.760706 1.84707 1.44534 1.39587 4.30502 2.2903 1.39497 | |
threshold=-1.0864183306694029 0.032352834939956672 -0.033743918873369687 -0.44345408678054804 -2.2834039926528926 4.188784360885621 -0.16505199670791623 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.11394165184681074 -0.057452751444057662 -0.083093745664087018 0.015207134099123427 -0.02182351651835197 0.029264867169088511 0.087758200322807761 0.019792046045950237 | |
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internal_value=0 0.0236931 0.0628322 -0.00372802 0.0110402 -0.0163658 -0.016644 | |
internal_weight=0 11.6995 5.93791 74.7904 34.4881 40.3022 5.76158 | |
internal_count=1000 136 62 864 430 434 74 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=153 | |
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num_cat=0 | |
split_feature=30 15 3 | |
split_gain=0.772576 0.928853 1.27014 | |
threshold=-1.713110029697418 -1.9646769762039182 2.6622943878173833 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.050054475190724257 -0.056666476042944218 -0.00055893333092381728 0.040858807725743948 | |
leaf_weight=2.9783763691084451 2.6324461933691046 71.987991299363784 8.2530685086967406 | |
leaf_count=32 27 814 127 | |
internal_value=0 0.00178347 0.00370102 | |
internal_weight=0 82.8735 80.2411 | |
internal_count=1000 968 941 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=154 | |
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num_cat=0 | |
split_feature=29 30 4 30 | |
split_gain=0.771526 0.940141 1.88628 1.53311 | |
threshold=-2.0384702682495113 -1.2419461011886594 1.4679937958717348 -1.0931476950645445 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.059147630828288937 -0.0038281167608839213 0.071306396445359008 -0.11766853914471614 -0.0011717811993836188 | |
leaf_weight=2.1491340892389408 5.1176697075134134 3.0393363977782419 2.0339855109341443 73.397935801534913 | |
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internal_value=0 -0.00153381 -0.0362052 0.00171013 | |
internal_weight=0 83.5889 7.15166 76.4373 | |
internal_count=1000 980 84 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=155 | |
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num_cat=1 | |
split_feature=6 4 25 8 6 3 22 | |
split_gain=0.753781 1.92321 2.11388 1.68061 1.37012 1.57906 0.918209 | |
threshold=1.7042843699455263 0.94262233376503002 -0.32345403730869288 0 1.4401751756668093 -0.24213722348213193 -1.0000000180025095e-35 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
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internal_value=0 -0.0198876 -0.0704546 0.00448252 0.00441775 0.000928693 0.0605531 | |
internal_weight=0 15.6064 5.07531 10.5311 69.9545 65.8609 4.09354 | |
internal_count=1000 218 60 158 782 738 44 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=156 | |
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split_gain=0.755698 2.55215 2.22167 3.11046 2.45901 2.11715 1.87659 | |
threshold=-0.53437867760658253 1.4031839370727541 0 -2.0005699396133418 1.555183529853821 1.2453119158744814 1.0000000180025095e-35 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 -3 | |
right_child=2 6 4 -5 -6 -7 -8 | |
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internal_value=0 -0.0172266 0.00513811 -0.0115901 0.0254112 0.00813921 -0.0684621 | |
internal_weight=0 19.6375 65.5102 35.8932 29.617 13.1348 6.50278 | |
internal_count=1000 296 704 405 299 183 113 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=157 | |
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split_gain=0.736694 2.23225 1.82278 1.93833 1.77601 1.54292 | |
threshold=-0.1249653398990631 0.18357837945222857 1.5642768144607546 0.38903948664665228 1.6835207343101504 -0.2194641828536987 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 5 3 -1 -3 -2 | |
right_child=1 4 -4 -5 -6 -7 | |
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internal_weight=0 44.6691 39.784 37.9129 35.4251 9.24397 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=158 | |
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split_feature=13 28 20 29 4 19 17 | |
split_gain=0.73463 1.36363 1.01968 1.37215 1.31811 0.981031 0.322875 | |
threshold=-1.2598152160644529 0.073746889829635634 -1.0864183306694029 -1.7605945467948911 1.1755555868148806 -0.29766309261322016 -0.032919546589255326 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 -3 | |
right_child=2 6 3 -5 -6 -7 -8 | |
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internal_value=0 0.0295479 -0.00298083 -0.00741124 0.0271555 -0.00473217 0.0816346 | |
internal_weight=0 7.63706 76.3713 66.5828 9.78849 4.60582 3.03125 | |
internal_count=1000 96 904 781 123 55 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=159 | |
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num_cat=0 | |
split_feature=25 4 9 9 | |
split_gain=0.73141 0.884827 4.47181 2.22149 | |
threshold=-1.7584840655326841 -1.6112870573997495 0.10403871536254884 -1.6665836572647093 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
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leaf_weight=2.5353051251731804 16.784537850180644 11.121156979817895 5.8789473671931765 47.420165440998971 | |
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internal_value=0 -0.00166475 0.0151119 -0.00815962 | |
internal_weight=0 81.2048 22.6635 58.5413 | |
internal_count=1000 972 311 661 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=160 | |
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num_cat=1 | |
split_feature=8 4 0 6 11 9 9 | |
split_gain=0.739636 1.82945 1.34633 1.31336 1.73161 1.19439 1.10087 | |
threshold=0 -2.8523223400115962 0.23862367868423465 1.8600274920463564 3.7105647325515752 -1.8467977046966551 -2.6924784183502193 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
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internal_weight=0 35.8586 32.6518 47.3577 43.6246 3.73313 3.20676 | |
internal_count=1000 503 411 497 434 63 92 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=161 | |
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split_gain=0.746913 2.69598 2.26495 1.84695 2.11117 1.95364 1.7873 | |
threshold=0.26117700338363653 0.035218209028244025 0.70298731327056896 -0.69158238172531117 -1.6536034345626829 -0.6137670874595641 -1.8213946819305418 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
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internal_value=0 -0.00790471 -0.0636862 0.0114393 0.0261822 -0.0256416 0.00200276 | |
internal_weight=0 48.7824 7.35755 33.7848 24.1736 9.61116 41.4248 | |
internal_count=1000 593 88 407 303 104 505 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=162 | |
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split_feature=13 7 13 13 7 | |
split_gain=0.711818 1.46815 1.68572 1.22534 1.56297 | |
threshold=1.3883623480796816 -1.6642212867736814 1.4956029057502749 1.2606914639472964 0.25074130296707159 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 0.0274913 -0.00786027 -0.00315684 -0.00108824 | |
internal_weight=0 8.44758 4.91401 73.6277 71.7821 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=163 | |
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split_feature=8 7 9 9 5 11 15 | |
split_gain=0.715485 1.66836 3.11523 2.94137 1.26455 2.79887 1.77557 | |
threshold=0 -1.6642212867736814 0.68402928113937389 -1.1080552935600279 -2.1253163814544673 4.6643924713134775 0.34292693436145788 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.0107679 -0.0111077 0.0324563 -0.00812655 0.000428829 -0.0398432 | |
internal_weight=0 35.1643 17.5066 17.6577 46.6023 36.7022 9.90017 | |
internal_count=1000 503 192 311 497 369 128 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=164 | |
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split_feature=10 22 7 0 | |
split_gain=0.743217 0.842735 1.99826 1.0728 | |
threshold=-8.2502570152282697 1.4963601827621462 -0.96313458681106556 -1.608339190483093 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.086080106340929718 -0.040383822762421168 -0.0193896375587609 0.096968168257352022 0.0019284256310483005 | |
leaf_weight=0.99065406760200758 6.5761217705439767 3.0229698773473501 2.883967612637206 67.482265978935175 | |
leaf_count=16 136 31 34 783 | |
internal_value=0 0.00107052 0.0374202 -0.00182875 | |
internal_weight=0 79.9653 5.90694 74.0584 | |
internal_count=1000 984 65 919 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=165 | |
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split_feature=3 11 2 5 17 | |
split_gain=0.702959 0.842849 2.19355 1.73952 0.609275 | |
threshold=-2.7369303703308101 -1.0592629313468931 1.1303530335426333 -0.15890216827392575 -0.088628441095352159 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
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leaf_weight=0.85555330710485611 19.543591028777886 39.825761310872622 4.7550310024525961 14.109341738861984 1.6442910771584127 | |
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internal_value=0 0.00166956 -0.0137945 0.00863635 -0.0521994 | |
internal_weight=0 78.2337 24.2986 53.9351 2.49984 | |
internal_count=1000 948 373 575 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=166 | |
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num_cat=0 | |
split_feature=10 3 20 5 6 21 | |
split_gain=0.689737 1.89973 1.69277 1.22116 2.9137 2.45956 | |
threshold=-4.9047172069549552 -0.55024453997611988 -0.48250362277030939 0.45862978696823126 -1.8197036385536192 0.41289916634559637 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
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internal_value=0 -0.0303899 0.0155584 0.00281692 -0.00422376 0.026388 | |
internal_weight=0 6.83612 3.88477 73.5831 56.659 16.9241 | |
internal_count=1000 80 53 920 679 241 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=167 | |
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num_cat=0 | |
split_feature=9 4 4 9 15 10 | |
split_gain=0.705212 3.39202 2.80264 2.1015 1.93812 0.61135 | |
threshold=-2.3239196538925166 0.52956873178482067 -3.4333997964859004 -2.1211913824081416 1.1791619062423708 0.88901996612548839 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 4 5 -4 -1 -2 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.075945712426741419 0.11949111226301452 0.080632204668609903 0.095189554649984853 -0.0046472463382677999 0.048462807665936129 0.040909491450519725 | |
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internal_value=0 -0.0236584 0.00371832 -0.0012938 -0.053509 0.0847978 | |
internal_weight=0 10.8958 68.966 64.9509 8.47116 4.01509 | |
internal_count=1000 132 868 782 103 86 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=168 | |
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num_cat=0 | |
split_feature=9 4 13 11 7 13 21 | |
split_gain=0.68802 3.12571 3.54571 2.50958 2.40813 2.31287 1.65822 | |
threshold=0.26169002056121832 -1.2296712994575498 -0.45099973678588862 2.6943253278732304 1.0854787826538088 0.32555019855499273 -0.30010202527046198 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=-0.038999338524552674 -0.03806535783186546 0.043455799547204632 -0.02871447437455479 -0.0048563123890989568 0.030949289875354166 0.082086940321018376 0.096722265865710255 | |
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internal_value=0 0.0101273 -0.00344615 -0.00857118 -0.0244961 0.0281267 0.0735239 | |
internal_weight=0 36.3239 29.9183 42.9421 29.9468 12.9953 6.40561 | |
internal_count=1000 487 364 513 382 131 123 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=169 | |
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num_cat=1 | |
split_feature=8 4 16 13 6 11 0 | |
split_gain=0.652938 1.63365 2.25388 2.19855 1.36561 1.27529 0.959209 | |
threshold=0 0.61790910363197338 0.2598749846220017 -0.45099973678588862 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_value=0 0.0104803 0.030966 -0.0130634 -0.00793815 -0.00287859 -0.068486 | |
internal_weight=0 33.8717 18.1121 15.7596 44.5776 41.1398 3.43777 | |
internal_count=1000 503 331 172 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=170 | |
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split_feature=3 27 18 10 22 9 | |
split_gain=0.672399 1.63098 1.62885 1.56692 1.49577 1.28434 | |
threshold=-0.84586244821548451 -1.1444159746170042 1.2640730142593386 1.8647432923316958 -0.79520875215530384 0.19106149673461917 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 5 4 -3 -1 -2 | |
right_child=1 3 -4 -5 -6 -7 | |
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internal_value=0 0.00538647 -0.016055 -0.00103634 -0.00744979 0.0489162 | |
internal_weight=0 58.3362 19.5196 50.8354 17.9286 7.50076 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=171 | |
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split_feature=22 22 6 9 26 15 25 | |
split_gain=0.686233 2.06289 2.00944 1.68305 1.55701 1.97132 1.54058 | |
threshold=0.26117700338363653 0.035218209028244025 -0.52138850092887867 2.1762464046478276 0.84513708949089061 0.56692674756050121 -0.3889463990926742 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
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internal_value=0 -0.00784065 -0.0587057 0.00103032 0.0112907 0.0222931 -0.0332337 | |
internal_weight=0 45.7178 6.78924 38.9286 31.7837 25.4859 6.29779 | |
internal_count=1000 593 88 505 407 323 84 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=172 | |
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split_feature=27 27 29 24 17 29 4 | |
split_gain=0.637645 1.8068 1.92224 1.70944 1.58961 1.60327 1.37278 | |
threshold=0.32765662670135504 0.52713641524314891 -0.29389292001724238 1.5836427807807925 0.75022095441818248 -0.15634847432374951 -0.44345408678054804 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.022488219243045133 -0.01355334395358114 -0.0090170962028125901 0.10637286550252847 0.095263865708578921 0.0053786812404747596 -0.074523647287033382 -0.015110487464027024 | |
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leaf_count=250 26 275 42 20 59 81 247 | |
internal_value=0 0.0121389 0.0620974 -0.000921354 -0.00681841 -0.0416227 0.00242967 | |
internal_weight=0 27.6917 5.73894 21.9528 49.3862 10.3678 39.0184 | |
internal_count=1000 363 68 295 637 140 497 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=173 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 31 15 11 22 21 | |
split_gain=0.634386 2.15399 1.65828 1.46625 1.97429 1.52021 0.931538 | |
threshold=-0.1249653398990631 1.2188372015953066 0.18357837945222857 0.14212975651025775 -0.70885902643203724 0.43661877512931829 -0.015455608721822498 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 -3 | |
right_child=1 6 -4 4 -6 -7 -8 | |
leaf_value=-0.027999042433304911 -0.058782392153005784 0.0049759246447583583 -0.0059376383369044994 -0.021951452432557458 0.056422697801493761 0.028347028393208015 0.093298316446073226 | |
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leaf_count=164 101 33 375 96 114 82 35 | |
internal_value=0 -0.00859108 -0.0170761 0.00963209 0.0330575 -0.00769096 0.0540387 | |
internal_weight=0 40.533 35.6969 36.1324 15.3606 20.7718 4.83618 | |
internal_count=1000 544 476 456 210 246 68 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=174 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 30 7 20 | |
split_gain=0.624776 0.751242 1.9831 1.15069 | |
threshold=-4.0636310577392569 1.2851886153221133 -2.3758826255798335 1.9680437445640566 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.056943092151823395 0.0027321259582078722 0.05807760018087782 -0.060534284736592225 0.089963637700854693 | |
leaf_weight=1.8792004096903827 65.541603072138969 1.9166936837136743 5.3275982472114256 1.5479198144748796 | |
leaf_count=36 851 21 76 16 | |
internal_value=0 0.00144132 -0.029152 0.00474477 | |
internal_weight=0 74.3338 7.24429 67.0895 | |
internal_count=1000 964 97 867 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=175 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=28 13 21 17 25 22 16 | |
split_gain=0.593361 1.92446 2.86636 2.27263 1.21777 1.64508 1.50658 | |
threshold=-0.63907852768897999 -0.39022143185138697 -0.43696528673171992 0.90570002794265758 -0.7523495852947234 0.42135243117809301 0.25312055647373205 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.060852289680101326 0.062074399987447196 0.025976509859126442 -0.089463232239046689 -0.082241396103294617 -0.016310098823484529 0.02616536676009884 -0.0069461970605425999 | |
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leaf_count=17 89 148 69 34 393 184 66 | |
internal_value=0 -0.0142439 -0.0557877 0.0076919 0.00548092 -0.00277367 0.0323557 | |
internal_weight=0 21.1179 7.29741 13.8204 54.8939 41.9951 12.8988 | |
internal_count=1000 268 86 182 732 577 155 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=176 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=31 17 8 12 14 12 17 | |
split_gain=0.597492 1.34378 1.02395 1.95433 1.54459 0.965026 0.875165 | |
threshold=1.3691098093986513 -0.36764360964298243 0 0.38067720830440527 1.4200065732002261 -1.0000000180025095e-35 -0.79640007019042958 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=2 6 4 -4 -1 -3 -2 | |
right_child=1 5 3 -5 -6 -7 -8 | |
leaf_value=0.018588290404651691 0.031538587608112949 0.010684786112590381 0.0019146252830768741 -0.046634906294455561 -0.054879417586079504 0.10054609818552102 -0.072674207622168155 | |
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leaf_count=413 22 33 303 144 43 23 19 | |
internal_value=0 0.0257408 -0.00308342 -0.0140849 0.0107171 0.0592565 -0.0240666 | |
internal_weight=0 8.04983 67.442 37.5266 29.9154 4.81188 3.23795 | |
internal_count=1000 97 903 447 456 56 41 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=177 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=3 29 29 10 | |
split_gain=0.59039 0.654284 0.742373 0.553302 | |
threshold=-2.7369303703308101 -2.0384702682495113 -0.88508096337318409 -1.9995312094688413 | |
decision_type=2 2 2 2 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.0086368402221905973 0.060568087753722855 -0.025291746078828871 0.0041593799003083361 -0.10922208370152338 | |
leaf_weight=1.3158459217520433 1.8311935104429711 9.9557731066597608 61.001122674031649 0.93582055682781984 | |
leaf_count=27 19 144 785 25 | |
internal_value=0 0.00155025 2.71708e-05 -0.0504413 | |
internal_weight=0 72.7881 70.9569 2.25167 | |
internal_count=1000 948 929 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=178 | |
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num_cat=0 | |
split_feature=13 30 14 13 7 | |
split_gain=0.557765 1.25164 1.44675 0.968938 1.30213 | |
threshold=1.3883623480796816 0.77336484193801891 -0.53346714377403248 1.279394865036011 0.25074130296707159 | |
decision_type=2 2 2 2 2 | |
left_child=3 2 -2 4 -1 | |
right_child=1 -3 -4 -5 -6 | |
leaf_value=-0.0095276791596174137 0.079794208329746819 0.093847664865661429 -0.030904872854950839 -0.083548522559030447 0.022473543251724418 | |
leaf_weight=48.526338058698457 1.6725129482802001 1.9871065476909278 4.0141153750009826 1.4584992353338737 17.229763364128303 | |
leaf_count=595 18 22 56 20 289 | |
internal_value=0 0.0255269 0.0016532 -0.00293069 -0.00114255 | |
internal_weight=0 7.67373 5.68663 67.2146 65.7561 | |
internal_count=1000 96 74 904 884 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=179 | |
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num_cat=0 | |
split_feature=27 3 11 25 27 20 | |
split_gain=0.562566 2.0396 1.66125 1.53613 2.07325 1.50639 | |
threshold=-0.6061393916606902 -1.8786414861679075 2.6943253278732304 -0.83579474687576283 0.32765662670135504 0.52136847376823436 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.092779206112311122 0.050148774928718359 0.0018204922907999325 0.063701325477404411 -0.036832267159500824 0.0077812045794437333 -0.025634563496348323 | |
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leaf_count=28 94 183 65 286 300 44 | |
internal_value=0 0.0139153 0.0230648 -0.00542211 -0.014524 0.0259818 | |
internal_weight=0 20.8933 19.2431 53.7419 41.6658 12.0761 | |
internal_count=1000 276 248 724 586 138 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=180 | |
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num_cat=0 | |
split_feature=20 19 11 28 25 25 27 | |
split_gain=0.565948 1.45735 1.89144 1.38304 1.0634 1.92679 1.79579 | |
threshold=0.35997511446475988 0.12578448653221133 0.98148000240325939 0.87583532929420482 -0.64878144860267628 -0.58068689703941334 -0.48481595516204828 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=-0.044193345656833631 -0.023481033630665976 -0.0084238269056237779 0.074428424660494777 0.050410648847690732 -0.11982340404775327 -0.010291806872660798 0.040960460404458013 | |
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leaf_count=47 170 90 70 37 16 459 111 | |
internal_value=0 0.0116182 0.0390014 -0.00827365 -0.00657274 -0.0156128 0.0182401 | |
internal_weight=0 26.755 11.2577 15.4974 47.4075 34.7478 12.6597 | |
internal_count=1000 367 160 207 633 475 158 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=181 | |
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num_cat=0 | |
split_feature=9 4 4 2 15 10 | |
split_gain=0.576944 2.6873 2.20512 1.91273 1.21399 0.59947 | |
threshold=-2.3239196538925166 0.52956873178482067 -3.4333997964859004 -2.481732845306396 1.1410110592842104 0.88901996612548839 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 4 5 -4 -1 -2 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.070034119722322125 0.11710765142851901 0.075985614372343802 0.099397833881283051 -0.0042042739372418784 0.031151402826852883 0.034517027705153046 | |
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leaf_count=84 45 29 20 762 19 41 | |
internal_value=0 -0.0226393 0.00344891 -0.00105278 -0.050523 0.0800195 | |
internal_weight=0 9.77191 63.9726 60.4204 7.61809 3.5522 | |
internal_count=1000 132 868 782 103 86 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=182 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=30 11 5 9 | |
split_gain=0.576418 0.71577 1.23286 1.12473 | |
threshold=-1.713110029697418 -5.2096197605133048 -0.89550951123237599 -1.0644020438194273 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.047243836161052433 -0.085859845723843919 -0.010078471767670237 0.01724014585422767 0.014545726337201012 | |
leaf_weight=2.4937753668054929 2.2961505576968193 31.417542526789475 34.836882312549278 2.1700540366582564 | |
leaf_count=32 32 416 459 61 | |
internal_value=0 0.00167377 0.00428578 -0.0370745 | |
internal_weight=0 70.7206 66.2544 4.4662 | |
internal_count=1000 968 875 93 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=183 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 26 5 9 16 | |
split_gain=0.59367 2.69222 2.05857 1.49087 1.49743 0.997905 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.81025269627571095 2.1931033134460454 -1.7243103981018064 -0.63479617238044728 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -3 4 -2 -1 | |
right_child=3 2 -4 -5 -6 -7 | |
leaf_value=0.016933377632394466 0.037962728288470388 -0.02992737281037653 0.039379024199848359 0.072777699329465526 -0.020305438848278127 -0.070085112248737369 | |
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leaf_count=23 56 76 326 35 413 71 | |
internal_value=0 0.0100913 0.0247604 -0.00805669 -0.0126 -0.046515 | |
internal_weight=0 32.4223 25.7495 40.5946 38.4343 6.67278 | |
internal_count=1000 496 402 504 469 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=184 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=10 6 5 6 7 5 3 | |
split_gain=0.579345 1.65242 1.03494 2.62295 2.06874 0.825004 0.304239 | |
threshold=-4.9047172069549552 -2.0294094085693355 0.45862978696823126 -1.8197036385536192 -2.499995112419128 1.8684049844741824 -0.19423490762710569 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 -3 | |
right_child=2 6 4 -5 -6 -7 -8 | |
leaf_value=-0.027062196402732532 -0.092737553544076423 -0.044851374600859667 -0.04331929082766009 0.0016957195219024744 0.0458376957251454 0.085083375357284885 -0.10518499449544463 | |
leaf_weight=1.2985151513712483 3.131404092826414 1.5994760077446701 3.3551146653480819 48.449926629895344 11.602274340402799 1.3256944858003405 1.7504864558577526 | |
leaf_count=19 81 26 41 598 200 21 14 | |
internal_value=0 -0.02983 0.00267873 -0.00403714 0.0258388 0.0295913 -0.0763781 | |
internal_weight=0 5.97417 66.5387 51.5813 14.9574 2.62421 3.34996 | |
internal_count=1000 80 920 679 241 40 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=185 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 6 6 11 16 5 | |
split_gain=0.609439 2.36652 2.5186 1.70154 2.04011 0.81337 0.0433828 | |
threshold=0.26169002056121832 -2.5852311849594112 -2.4812057018280025 -2.0841283798217769 2.7736781835556035 -0.18624927103519437 -2.4508166313171382 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.0097747807262827564 0.139955043607736 -0.088889500307329949 0.012005610228078762 -0.030705929687821529 0.021023206106798021 0.11288043214840832 0.10728356061802949 | |
leaf_weight=1.4827425410039725 0.57901051454246033 2.7085463152034235 28.584111341915559 24.613502005580813 11.045224672066977 1.5808337951311831 1.3635179294506077 | |
leaf_count=23 6 80 346 344 126 20 55 | |
internal_value=0 0.00992102 0.0032726 -0.00853864 -0.0146829 0.0629783 0.117022 | |
internal_weight=0 33.2352 31.2927 38.7223 35.6587 3.06358 1.94253 | |
internal_count=1000 487 426 513 470 43 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=186 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 29 29 15 7 | |
split_gain=0.590912 1.28813 1.67171 0.874998 1.36663 0.8714 0.608946 | |
threshold=2.090929508209229 0.44619986414909368 2.3993561267852788 -1.5666655302047727 -1.1235041022300718 -0.35176825523376459 -0.77381101250648487 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.11151564898900997 -0.11117676509953429 -0.038040660306892279 0.08108986776183065 -0.070996265797089217 0.0035939376466659757 0.010395553879453776 -0.01651839694869521 | |
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leaf_count=16 43 55 30 44 753 37 22 | |
internal_value=0 -0.0254695 0.00502024 0.00324812 0.000393276 0.0516376 -0.0777621 | |
internal_weight=0 8.07913 5.10349 63.3392 59.8106 3.52866 2.97564 | |
internal_count=1000 150 85 850 797 53 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=187 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 30 0 31 | |
split_gain=0.562996 0.668737 2.16344 1.1432 | |
threshold=-4.3031001091003409 0.55339282751083385 1.0000000180025095e-35 1.3691098093986513 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.066303629948152157 0.0022245772828522899 -0.064161583801238667 0.0081683623042769753 0.052536733731543273 | |
leaf_weight=1.2581773599376891 45.623161832103506 6.0537038907641572 13.049532011733389 5.0123939730692646 | |
leaf_count=28 617 115 175 65 | |
internal_value=0 0.00119023 -0.0147526 0.00720496 | |
internal_weight=0 69.7388 19.1032 50.6356 | |
internal_count=1000 972 290 682 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=188 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 6 19 6 11 0 | |
split_gain=0.589827 1.5866 2.21793 1.7152 1.20178 1.07179 0.731001 | |
threshold=0 0.61790910363197338 -3.5957894325256343 0.37843565642833715 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.19422507109185583 -0.011652648632249761 -0.037345346838013084 0.037617071428194204 0.036010302958955208 -0.10947541675731268 0.031033989443979872 -0.0084813151929246378 | |
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leaf_count=17 356 113 314 59 46 78 17 | |
internal_value=0 0.0103266 0.0316394 -0.0136779 -0.00807286 -0.00311838 -0.0690817 | |
internal_weight=0 31.0124 16.4273 14.5851 39.7588 36.7726 2.98627 | |
internal_count=1000 503 331 172 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=189 | |
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num_cat=0 | |
split_feature=3 9 6 27 18 9 | |
split_gain=0.585386 1.41385 1.3109 1.23115 1.26625 1.21956 | |
threshold=-0.9574308693408965 -1.745622396469116 -1.9400438070297239 -1.1444159746170042 -0.72996917366981495 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.055971738192212933 -0.045284207578732048 0.057501507165727911 -0.039679759396388389 -0.040239991969049378 0.06554971773736068 0.0057847183275814753 | |
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leaf_count=31 19 34 183 97 76 560 | |
internal_value=0 -0.016704 -0.0287286 0.00497349 0.0448267 -0.000730603 | |
internal_weight=0 16.1787 13.8819 54.1577 6.78091 47.3768 | |
internal_count=1000 248 217 752 95 657 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=190 | |
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num_cat=0 | |
split_feature=24 16 31 17 26 31 | |
split_gain=0.561921 2.05187 1.86662 1.28012 1.22681 1.21091 | |
threshold=-0.40476341545581812 -1.6970821619033811 0.75718194246292125 0.11368323862552644 -0.83858096599578846 -0.1249653398990631 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 -3 | |
right_child=1 5 4 -5 -6 -7 | |
leaf_value=-0.0035269085627591687 -0.095584733512250691 0.029736383526064638 -0.035143823179738604 -0.053713174376553277 0.073114589597788146 -0.0042451893900560976 | |
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internal_value=0 0.00685446 -0.0117084 -0.0250719 0.04226 0.0113982 | |
internal_weight=0 44.0831 25.8818 20.745 5.13684 42.2109 | |
internal_count=1000 636 364 293 71 604 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=191 | |
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num_cat=1 | |
split_feature=8 4 24 6 11 9 9 | |
split_gain=0.564137 1.40164 1.07009 1.01834 0.970388 0.735558 0.71855 | |
threshold=0 -2.8523223400115962 -0.55970510840415943 1.8600274920463564 0.10654639080166818 -1.8467977046966551 -2.6924784183502193 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.029059053847232664 -0.0236253875230935 -0.022972436928146343 0.018087841474773967 0.014779887277392321 0.0097827536674999112 -0.098122714999576366 0.10913059604477025 | |
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leaf_count=4 208 127 284 20 226 43 88 | |
internal_value=0 0.0101887 0.00385696 -0.00795518 -0.00345977 -0.0657991 0.0828412 | |
internal_weight=0 30.4696 28.0271 39.1623 36.3382 2.82407 2.44256 | |
internal_count=1000 503 411 497 434 63 92 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=192 | |
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num_cat=0 | |
split_feature=13 13 13 22 20 | |
split_gain=0.573732 1.40578 1.10263 1.0264 0.860691 | |
threshold=-1.2598152160644529 -1.3131613731384275 -1.187853932380676 -0.43575179576873774 -1.0864183306694029 | |
decision_type=2 2 2 2 2 | |
left_child=1 3 -2 -1 -4 | |
right_child=2 -3 4 -5 -6 | |
leaf_value=0.080431607366749119 -0.096259063513092061 0.12189178715207234 0.030510188988099391 -0.02170551650016456 -0.0054656770852526022 | |
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leaf_count=23 16 12 118 61 770 | |
internal_value=0 0.0285428 -0.00291472 0.00496588 -0.00103404 | |
internal_weight=0 6.38735 62.8096 5.09941 61.5691 | |
internal_count=1000 96 904 84 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=193 | |
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num_cat=0 | |
split_feature=18 27 24 18 31 11 | |
split_gain=0.534065 1.47257 1.5574 1.1972 1.15731 0.804387 | |
threshold=-1.4502596855163572 0.40907128155231481 -0.16819797456264493 -0.79747301340103138 -0.97960603237152089 -5.2955746650695792 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.06721601907142119 -0.11359923815733944 0.089714310924431093 -0.070532150006918246 -0.045323378607125521 -0.019650435330843482 0.0058054891097480306 | |
leaf_weight=1.4063572465674954 1.6223895787843501 2.364876511041075 1.9712482565082599 3.272522135754115 6.8357854899077193 51.51103046204662 | |
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internal_value=0 0.0291958 -0.013177 -0.00265495 -0.0376711 0.00275128 | |
internal_weight=0 5.74248 3.37761 63.2417 8.45818 54.7836 | |
internal_count=1000 80 49 920 136 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=194 | |
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num_cat=0 | |
split_feature=3 9 4 30 4 15 | |
split_gain=0.509536 1.09622 1.24288 0.977863 1.11241 0.863487 | |
threshold=-2.0779349803924556 -1.1903105974197385 -1.5022985935211179 1.2851886153221133 -1.1332715749740598 1.1590214967727663 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.074222500067160163 0.0023877116575282751 0.037639112251707123 -0.082199544044213854 0.035218787419281784 -0.061630907306942741 0.043058378128285453 | |
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leaf_count=13 717 15 80 33 58 84 | |
internal_value=0 -0.0299446 -0.0499877 0.0024712 -0.035746 0.00650539 | |
internal_weight=0 5.25053 4.40328 63.4252 6.05588 57.3694 | |
internal_count=1000 108 95 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=195 | |
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num_cat=0 | |
split_feature=30 21 30 30 0 14 | |
split_gain=0.529845 1.74046 1.67565 1.26838 1.57305 1.45157 | |
threshold=-0.75394436717033375 1.3575386404991152 -0.86477023363113392 -0.5020451247692107 -2.3286348581314082 -0.42796327173709864 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.0099521369521549437 -0.029407388978165607 -0.116042202823817 -0.093489048426114857 -0.10581017348383603 0.0027965019543261705 0.090704192443947285 | |
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leaf_count=167 15 18 31 58 666 45 | |
internal_value=0 -0.0170878 -0.00483978 0.00452609 -0.000230449 0.0539449 | |
internal_weight=0 14.3603 12.7786 53.9592 49.2216 4.73755 | |
internal_count=1000 216 198 784 724 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=196 | |
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num_cat=0 | |
split_feature=9 6 4 21 7 5 14 | |
split_gain=0.510662 3.27229 2.53746 1.70879 1.31415 1.56199 1.17244 | |
threshold=1.2183623313903811 -1.5804541110992429 0.92876344919204723 -0.30010202527046198 0.88489025831222545 -1.8325304388999937 -0.85150113701820362 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.022154925582816114 -0.16159246376263067 0.086348623569848099 0.0022600872037349235 -0.019585320250341029 -0.04301038922520567 0.051056511142808104 -0.021766492864113637 | |
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leaf_count=92 36 94 107 66 41 146 418 | |
internal_value=0 0.0139495 0.0344441 -0.070669 -0.00540763 0.0279403 -0.0134378 | |
internal_weight=0 18.8689 15.1899 3.679 49.0741 9.52368 39.5505 | |
internal_count=1000 303 201 102 697 187 510 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=197 | |
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num_cat=1 | |
split_feature=31 27 27 1 11 18 30 | |
split_gain=0.495664 1.52357 1.51336 1.43729 1.34689 0.757672 0.601831 | |
threshold=-0.1249653398990631 1.0865690112113955 1.2188372015953066 0 -1.102678596973419 -0.72996917366981495 -0.32869973778724665 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=1 4 3 -2 -1 -4 -3 | |
right_child=2 6 5 -5 -6 -7 -8 | |
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leaf_count=163 270 25 23 206 238 45 30 | |
internal_value=0 0.00911279 -0.00808391 -0.0155972 0.0168857 0.0482451 -0.0530178 | |
internal_weight=0 31.5483 35.7587 31.5505 28.0403 4.20826 3.50799 | |
internal_count=1000 456 544 476 401 68 55 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=198 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=17 2 21 19 27 22 | |
split_gain=0.506649 1.66126 1.502 0.870406 1.02103 0.982677 | |
threshold=-1.4139283299446104 0.017128437757492069 0.11800707876682283 -1.3991433978080747 0.24427119642496112 -1.0270571708679197 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.10942294110021528 -0.074064254910140306 0.045118791862339698 -0.064544063724057035 0.032217317646431202 0.025944434899285319 -0.005021722397575948 | |
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leaf_count=25 49 39 28 124 29 706 | |
internal_value=0 0.0257929 -0.00330279 -0.00295434 -0.0436799 0.000602033 | |
internal_weight=0 6.82726 5.06507 60.0962 4.82645 55.2697 | |
internal_count=1000 92 67 908 78 830 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=199 | |
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num_cat=0 | |
split_feature=27 3 2 5 15 | |
split_gain=0.491845 1.57562 1.23143 1.0274 1.03772 | |
threshold=-0.6061393916606902 -1.8786414861679075 3.0348654985427861 -4.2076206207275382 -1.9646769762039182 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.088892091175913138 -0.10995733033908615 0.012644654936657552 0.09821134431930105 -0.080551989823122228 -0.00047001523454251351 | |
leaf_weight=1.3834618672262902 0.92121421679621462 15.333266124129297 1.8891120873740863 1.677902870113029 45.418385615892475 | |
leaf_count=28 22 218 30 21 681 | |
internal_value=0 0.0137826 0.0220304 -0.00536888 -0.0033231 | |
internal_weight=0 18.6058 17.2224 48.0175 47.0963 | |
internal_count=1000 276 248 724 702 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=200 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=13 28 22 29 20 7 21 | |
split_gain=0.480775 1.05294 0.651866 1.20023 1.05921 0.581018 0.45236 | |
threshold=-1.2598152160644529 0.039898073300719268 0.88484010100364696 0.70162639021873485 -1.0864183306694029 -1.911125063896179 0.034177251160144813 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 -3 | |
right_child=2 6 3 -5 -6 -7 -8 | |
leaf_value=-0.06196002254825226 0.030687208504058039 0.12513078908378941 0.034694444040476821 -0.036074956787981671 -0.013904824559102977 0.022387556360256813 0.039703296031725427 | |
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leaf_count=19 91 19 138 50 625 34 24 | |
internal_value=0 0.026844 -0.00272367 0.0172181 -0.00814792 -0.00860962 0.075921 | |
internal_weight=0 6.05154 60.2637 12.8868 47.377 3.51342 2.53812 | |
internal_count=1000 96 904 188 716 53 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=201 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 26 9 20 2 16 | |
split_gain=0.479578 2.30866 1.70139 1.22919 1.52421 1.39416 0.778215 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 -1.8577739000320432 0.1286912485957146 -2.481732845306396 -0.63479617238044728 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=0.012874198696254325 0.11067691035794745 -0.029717549006068791 0.037607716554285915 0.1004388940427301 -0.017680738615646504 -0.017414324265014502 -0.0672537291580073 | |
leaf_weight=1.6704204333946107 1.8661059786099934 4.7107702866196695 18.473307924228717 1.0361960493028153 1.8346608818974344 32.064030243782327 4.4174361999612328 | |
leaf_count=23 27 73 329 11 28 438 71 | |
internal_value=0 0.00953687 0.0239279 -0.00761399 0.0470434 -0.013725 -0.0452678 | |
internal_weight=0 29.2719 23.1841 36.801 3.70077 33.1002 6.08786 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=202 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 26 16 5 11 7 | |
split_gain=0.520572 1.20631 1.95619 1.28866 0.984315 2.93281 1.88127 | |
threshold=0 1.7819178700447085 -0.43240021169185633 0.5102781653404237 -0.15890216827392575 -1.0000000180025095e-35 -0.50514426827430714 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.0056753318172320273 0.0087269579180682035 0.038437905484624946 -0.069625801057765044 0.058759639011583736 -0.021806771420239804 0.076426836955009167 -0.047446150730358794 | |
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leaf_count=282 148 33 55 133 129 49 171 | |
internal_value=0 0.0101214 -0.0260839 0.0217665 -0.00784611 0.0141877 -0.0199364 | |
internal_weight=0 28.6115 6.96303 21.6485 36.9495 13.0914 23.8582 | |
internal_count=1000 503 88 415 497 178 319 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=203 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 3 4 10 | |
split_gain=0.690124 0.593495 1.48766 1.45923 | |
threshold=-2.5403696298599239 -0.49797442555427546 -3.3705158233642574 -4.9047172069549552 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.1157747668565547 0.081151730526889176 -0.07525088486325418 -0.02317238713568192 0.0095101892007346447 | |
leaf_weight=0.51079975441098113 1.4775063742417867 2.1329767163842908 18.258011836762307 42.522989132616203 | |
leaf_count=4 30 25 290 651 | |
internal_value=0 -0.000920715 -0.0153621 0.00546161 | |
internal_weight=0 64.3915 19.7355 44.656 | |
internal_count=1000 996 320 676 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=204 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 9 6 4 20 0 13 | |
split_gain=0.495495 1.32811 1.71868 1.37424 0.926617 1.84331 1.05353 | |
threshold=0.35997511446475988 0.46225464344024664 -1.3314869403839109 -0.38929480314254755 -0.010012246202677487 0.42796576023101812 -0.53143158555030812 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.028064732274576967 0.07505011878758179 0.10061128715059486 -0.021442810133661401 0.015579584325012195 -0.085899473941554394 0.011644686856620491 -0.010825985954123879 | |
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leaf_count=144 35 61 173 98 59 68 362 | |
internal_value=0 0.0116467 -0.00698616 0.0421989 -0.0065844 -0.0377481 0.000615875 | |
internal_weight=0 23.33 14.4918 8.83814 41.2954 7.75045 33.5449 | |
internal_count=1000 367 208 159 633 127 506 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=205 | |
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num_cat=0 | |
split_feature=16 16 24 13 14 16 25 | |
split_gain=0.476899 1.27648 1.41831 1.34422 1.15246 1.71036 1.27607 | |
threshold=-0.15148764848709104 0.5102781653404237 -0.72101211547851551 1.0001536607742312 0.72178807854652416 -1.1995689868927 1.0802553296089175 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.024839991805509196 -0.015435070457021411 -0.033118307367838939 0.02666623147064319 -0.09232557209538618 -0.0042536752916715907 0.04050580998650883 -0.10992428263941081 | |
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leaf_count=90 207 84 227 42 106 225 19 | |
internal_value=0 -0.00767057 0.00962422 -0.0282818 0.00967822 0.0225975 -0.0217094 | |
internal_weight=0 35.8092 19.4711 16.3381 28.4201 20.1332 8.28695 | |
internal_count=1000 560 311 249 440 315 125 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=206 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 0 30 9 4 11 | |
split_gain=0.475718 1.11919 1.83273 1.42097 0.902743 3.02021 1.9214 | |
threshold=0 0.61790910363197338 0.23862367868423465 0.87502706050872814 0.19106149673461917 -1.3023312687873838 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.008040523959154857 -0.03829653541545041 0.0032510107288139566 0.062577638747627104 -0.085214962615425327 0.097841960759770072 -0.012737137907037767 0.028741482516232777 | |
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leaf_count=138 217 139 193 33 40 182 58 | |
internal_value=0 0.00981155 0.0287333 -0.011434 -0.00759189 0.0120175 -0.0203665 | |
internal_weight=0 27.8405 14.7256 13.1149 36.0373 14.2158 21.8215 | |
internal_count=1000 503 331 172 497 222 275 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=207 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 3 4 10 | |
split_gain=0.596836 0.54087 1.26972 1.24699 | |
threshold=-2.5403696298599239 -0.49797442555427546 -3.3705158233642574 -4.9047172069549552 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.11084322713409783 0.076347496237697501 -0.071318375578872925 -0.022121764847262082 0.009049990794779408 | |
leaf_weight=0.48213402554392715 1.4138949774205709 2.0247271023690692 17.735819311870728 41.527550113445614 | |
leaf_count=4 30 25 290 651 | |
internal_value=0 -0.000844895 -0.0148514 0.0053137 | |
internal_weight=0 62.702 19.1497 43.5523 | |
internal_count=1000 996 320 676 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=208 | |
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num_cat=0 | |
split_feature=25 19 17 27 | |
split_gain=0.506656 0.532327 1.09832 0.773493 | |
threshold=-2.5403696298599239 -1.3991433978080747 0.54740771651268016 -0.56510543823242176 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.10433670082088763 -0.0021909352089805613 0.019931613875832283 -0.10790199099370346 -0.0055407617396944176 | |
leaf_weight=0.46204869821667571 3.3871638467535368 16.829918229719624 1.3846255065873263 40.871957440132974 | |
leaf_count=4 58 263 25 650 | |
internal_value=0 -0.000765751 -0.032865 0.00188877 | |
internal_weight=0 62.4737 4.77179 57.7019 | |
internal_count=1000 996 83 913 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=209 | |
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num_cat=0 | |
split_feature=22 22 28 22 26 20 28 | |
split_gain=0.450249 1.4249 1.37815 1.33931 1.1628 1.21094 1.15877 | |
threshold=0.26117700338363653 -0.35068508982658381 -0.78283828496932972 -0.40177513659000391 0.84513708949089061 -0.59975823760032643 0.044983891770243652 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.0025216497046409315 -0.0024906073210246241 0.035215076665706502 -0.046119234010087856 0.10689702691454062 0.040974835755023482 -0.064192283253941371 0.045013083755542478 | |
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leaf_count=340 170 47 190 16 26 58 153 | |
internal_value=0 -0.00705755 -0.0317563 0.00851042 0.0101632 -0.0322098 0.0208326 | |
internal_weight=0 37.0577 14.3273 22.7304 25.7203 5.17359 20.5467 | |
internal_count=1000 593 237 356 407 84 323 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=210 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=30 11 2 5 | |
split_gain=0.458698 0.524365 1.42934 1.24234 | |
threshold=-1.713110029697418 -1.0592629313468931 1.1303530335426333 -0.15890216827392575 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.045606823983562167 0.0014394572123672018 -0.0023194459672537799 -0.068141381506488213 0.037174258530896058 | |
leaf_weight=2.1299790347693479 14.874264978920111 30.975983903219458 3.6833392519038162 10.721969722566426 | |
leaf_count=32 280 439 103 146 | |
internal_value=0 0.00161242 -0.012371 0.00783574 | |
internal_weight=0 60.2556 18.5576 41.698 | |
internal_count=1000 968 383 585 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=211 | |
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num_cat=0 | |
split_feature=10 20 5 | |
split_gain=0.574963 0.560885 0.592721 | |
threshold=-8.2502570152282697 1.8299899697303774 -3.3303779363632198 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.091090081138137699 -0.037857875477554037 0.06121015715919869 0.0021424976218973406 | |
leaf_weight=0.68533559842035074 3.9666378319961941 1.5098360071424384 56.041944625874748 | |
leaf_count=16 86 24 874 | |
internal_value=0 0.00101301 -0.000501574 | |
internal_weight=0 61.5184 60.0086 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=212 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=10 20 9 25 | |
split_gain=0.497272 0.505201 1.24661 0.790787 | |
threshold=-8.2502570152282697 0.38202890753746038 0.19106149673461917 -0.64878144860267628 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.087310377348883236 0.017460975325046833 -0.0079208749590955717 0.04079025649179694 -0.014224064827027025 | |
leaf_weight=0.64560255547985335 10.772391100937964 12.040695651201533 9.3208962656790373 29.304201537015615 | |
leaf_count=16 157 179 168 480 | |
internal_value=0 0.000913121 0.0133337 -0.00570728 | |
internal_weight=0 61.4382 21.3616 40.0766 | |
internal_count=1000 984 347 637 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=213 | |
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num_cat=0 | |
split_feature=0 9 2 22 10 13 | |
split_gain=0.454268 1.11583 1.05748 1.38801 0.943351 0.0394122 | |
threshold=-1.608339190483093 3.3240535259246831 1.4031839370727541 0.88484010100364696 1.8433723449707033 -0.1099656969308853 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 4 3 -1 -2 -4 | |
right_child=1 -3 5 -5 -6 -7 | |
leaf_value=-0.03143817281571281 -0.0064898811254425915 0.087487369340109852 -0.07788891385768848 0.10530063127397148 0.025463034186374713 -0.1114654062533659 | |
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internal_value=0 0.00276153 -0.026531 -0.00157111 0.000412676 -0.0990007 | |
internal_weight=0 56.0694 5.84617 4.34847 54.5569 1.4977 | |
internal_count=1000 848 152 96 824 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=214 | |
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num_cat=1 | |
split_feature=2 2 3 8 9 | |
split_gain=0.422927 0.94366 1.76373 0.8623 0.596069 | |
threshold=4.188784360885621 3.4516642093658452 1.4957433342933657 0 -0.072343081235885606 | |
decision_type=2 2 2 1 2 | |
left_child=1 3 -3 -1 -2 | |
right_child=4 2 -4 -5 -6 | |
leaf_value=0.015574848247392992 -0.011534254844729405 0.0094816015750295735 -0.15315008805526853 -0.009419380218643577 0.090195566278631414 | |
leaf_weight=23.887148506270023 1.0950848016655075 1.5834971514414058 1.1519451659405602 32.697264997143066 1.2150211599655438 | |
leaf_count=453 24 30 18 459 16 | |
internal_value=0 -0.0016412 -0.0590056 0.00113195 0.0419715 | |
internal_weight=0 59.3199 2.73544 56.5844 2.31011 | |
internal_count=1000 960 48 912 40 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=215 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 17 25 9 27 16 | |
split_gain=0.439208 1.89175 1.59638 1.12428 1.44051 1.14258 0.577232 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -0.64878144860267628 -1.7243103981018064 -0.91020214557647694 -0.77104368805885304 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.014586752238828904 -0.061249670710905507 0.064364813950894037 0.0050465211372834077 0.040604571312132708 -0.028949399646462138 0.034853873149784283 -0.060602672641814265 | |
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leaf_count=19 18 128 274 50 314 122 75 | |
internal_value=0 0.00951402 0.0229549 -0.00751457 -0.0190577 0.0208451 -0.0424275 | |
internal_weight=0 27.097 21.5266 34.3438 24.4087 9.93503 5.57043 | |
internal_count=1000 496 402 504 364 140 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=216 | |
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num_cat=0 | |
split_feature=6 0 15 29 29 24 30 | |
split_gain=0.462231 1.07871 1.15349 0.672986 1.14686 0.651162 0.370946 | |
threshold=2.090929508209229 0.44619986414909368 -0.8999110460281371 -1.5666655302047727 -1.1235041022300718 0.12283229455351831 -0.60822808742523182 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.0034798109095833768 -0.014278194896780776 -0.084716468340661391 0.035995300473470507 -0.07181388409042104 0.0034760092692206774 0.098027884402083473 -0.10215538794976205 | |
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leaf_count=30 14 12 73 44 753 23 51 | |
internal_value=0 -0.0249392 0.0056567 0.00303669 0.000386989 0.0497796 -0.0781473 | |
internal_weight=0 6.6262 4.20705 54.3368 51.4219 2.91493 2.41915 | |
internal_count=1000 150 85 850 797 53 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=217 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=10 5 6 3 | |
split_gain=0.434087 0.506595 1.96188 1.49838 | |
threshold=-8.2502570152282697 -0.89550951123237599 -0.69330593943595875 2.6622943878173833 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.083989989667434525 -0.067389126883489775 0.0027416182220996021 0.0031231948770765695 0.07976909201214373 | |
leaf_weight=0.60937302710954 4.7811632060620495 29.875920202030102 22.585804207134061 2.7585841359687029 | |
leaf_count=16 102 479 334 69 | |
internal_value=0 0.000838306 -0.0091957 0.00925273 | |
internal_weight=0 60.0015 27.367 32.6345 | |
internal_count=1000 984 436 548 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=218 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=13 13 6 13 | |
split_gain=0.428312 0.427822 0.885009 0.721674 | |
threshold=-1.9400736093521116 1.3883623480796816 -1.377050459384918 1.279394865036011 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=0.061731925825632687 -0.0022447703090167038 -0.064912481289510313 0.040408946253424879 -0.079751712577812467 | |
leaf_weight=1.1027989981812414 51.902410277369199 0.94512301636859763 5.1196616136003277 1.229787956108338 | |
leaf_count=24 860 17 79 20 | |
internal_value=0 -0.00116656 0.0239959 -0.00403873 | |
internal_weight=0 59.197 6.06478 53.1322 | |
internal_count=1000 976 96 880 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=219 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=6 0 16 10 4 1 7 | |
split_gain=0.420782 0.926635 1.1203 0.660398 1.77121 1.60695 0.498697 | |
threshold=2.090929508209229 0.44619986414909368 0.91431069374084484 1.8433723449707033 0.41396835446357733 0 -0.7118559181690215 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.021468632933327198 -0.10795171298168611 0.039209694014345292 -0.073699855705882389 0.054028498715216304 -0.032419658982794357 0.017148950102823215 -0.0091277242534342825 | |
leaf_weight=22.09619660692988 1.5343749373278117 2.8351334142498672 1.2734932228922842 7.0981864162313268 3.5580899893830065 21.031681644613855 0.76534072600770642 | |
leaf_count=336 44 63 22 155 67 292 21 | |
internal_value=0 -0.0242365 0.00421271 0.00287163 0.0251638 -0.00263644 -0.0750633 | |
internal_weight=0 6.40834 4.10863 53.7842 10.6563 43.1279 2.29972 | |
internal_count=1000 150 85 850 222 628 65 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=220 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=9 6 7 0 7 8 14 | |
split_gain=0.403112 2.59744 1.93421 1.46602 1.24176 1.59005 1.43614 | |
threshold=1.2183623313903811 -1.5804541110992429 -1.2460970878601072 -0.24650812149047849 0.25074130296707159 0 -0.82931786775588978 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.026554302346085357 -0.12793880411896269 0.064191605035276142 -0.014761292920936525 0.0038031138823577909 0.089418379819899571 0.0031610105675021691 -0.027959910844249689 | |
leaf_weight=6.0921004334813942 1.7615951263869649 7.9903986640274534 5.0728033203631613 1.6228075858671243 2.641310484352287 11.194270557956768 23.373727167345351 | |
leaf_count=85 73 117 84 29 133 138 341 | |
internal_value=0 0.0133047 0.033532 -0.0647691 -0.00508503 0.0196282 -0.016689 | |
internal_weight=0 16.4476 13.0632 3.3844 43.3014 13.8356 29.4658 | |
internal_count=1000 303 201 102 697 271 426 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=221 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=3 0 31 10 | |
split_gain=0.409525 0.52001 0.658369 0.388361 | |
threshold=-2.7369303703308101 3.9563815593719487 -0.1249653398990631 -1.9995312094688413 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.0083305845096894784 0.011008958493917061 0.05035019492988449 -0.01082828746425242 -0.10664887015859431 | |
leaf_weight=0.97024250810500234 26.310477134800745 2.0911475741304448 29.049818950588818 0.68569505988852941 | |
leaf_count=27 420 29 499 25 | |
internal_value=0 0.00139911 -0.000449941 -0.0490425 | |
internal_weight=0 57.4514 55.3603 1.65594 | |
internal_count=1000 948 919 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=222 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 12 14 24 31 22 | |
split_gain=0.429402 0.897268 0.943821 0.752528 1.2053 1.05188 | |
threshold=1.3691098093986513 0.49494431912899023 -0.19772144407033918 0.29935918748378759 0.59073963761329662 1.4963601827621462 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=-0.016894268229894017 -0.079715486735229532 0.063053703713056033 0.032861497455195725 0.026941489006722899 -0.034012605990798764 0.047847459479756049 | |
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leaf_count=534 21 34 42 252 77 40 | |
internal_value=0 0.0249531 -0.0132354 -0.00293194 0.0132453 -0.0117352 | |
internal_weight=0 6.16677 3.07983 52.8415 18.6217 34.2198 | |
internal_count=1000 97 63 903 329 574 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=223 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=26 15 5 7 6 | |
split_gain=0.39924 0.885188 0.59581 2.4759 1.52232 | |
threshold=1.5869815945625307 -0.089523550122976289 0.45862978696823126 -1.6289549469947813 -0.85458046197891224 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
leaf_value=-0.04590290262217224 -0.075393413368488538 0.022822249540693569 -0.035772079316407551 0.050601077813911481 0.0048870246410882947 | |
leaf_weight=7.1654546426143488 2.0645112327765678 1.6518776511074964 5.1779588496428905 9.2429295246110978 33.45125944330357 | |
leaf_count=151 32 27 82 201 507 | |
internal_value=0 -0.0317381 0.00212651 0.019588 -0.00407315 | |
internal_weight=0 3.71639 55.0376 14.4209 40.6167 | |
internal_count=1000 59 941 283 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=224 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=9 4 9 11 | |
split_gain=0.40228 0.579223 1.94098 0.744929 | |
threshold=-4.4946184158325186 -2.6882636547088619 -0.92759951949119557 -5.2955746650695792 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.063624495451642477 -0.01315575041087064 -0.060581734831713918 0.10052570615716049 1.8160562213133408e-05 | |
leaf_weight=0.97765411762520571 4.0131732882000506 2.116420869017019 2.4001287238788782 48.819505191277131 | |
leaf_count=16 68 49 93 774 | |
internal_value=0 0.00106625 0.0293887 -0.0024998 | |
internal_weight=0 57.3492 6.4133 50.9359 | |
internal_count=1000 984 161 823 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=225 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 11 3 6 5 11 | |
split_gain=0.39846 2.12783 1.91105 1.41396 1.09015 2.24544 1.2682 | |
threshold=1.2183623313903811 -1.5804541110992429 4.0305128097534189 1.399665415287018 -1.829513370990753 0.60162061452865612 0.95515820384025585 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.059983189054320429 -0.0099080620234341249 0.056487941143955403 -0.028696462772151089 -0.14943500876995683 -0.029617682786913305 0.087667435119890058 0.0071948306696235365 | |
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leaf_count=26 65 153 48 37 345 64 262 | |
internal_value=0 0.0134801 0.0316674 -0.0600572 -0.00509232 0.0401901 -0.0108008 | |
internal_weight=0 15.9097 12.7551 3.1546 42.1732 4.72131 37.4519 | |
internal_count=1000 303 201 102 697 90 607 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=226 | |
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num_cat=0 | |
split_feature=3 9 4 30 13 31 | |
split_gain=0.394605 1.00599 0.93887 0.780972 0.795349 0.701183 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 1.2851886153221133 0.28954052925109869 1.3691098093986513 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.095130391539178405 0.0022278876601205589 0.035275744308208228 -0.078874859176900694 -0.064227756046863399 0.020057315646325173 0.042588128892649464 | |
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leaf_count=9 724 17 82 53 38 77 | |
internal_value=0 -0.029349 -0.0483905 0.00233345 -0.035395 0.00621662 | |
internal_weight=0 4.24419 3.6811 53.3065 4.97453 48.332 | |
internal_count=1000 108 99 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=227 | |
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num_cat=0 | |
split_feature=0 28 29 9 10 4 | |
split_gain=0.395866 1.00179 1.19185 0.916673 0.640664 0.604587 | |
threshold=-1.608339190483093 -0.014420712832361458 0.094001237303018584 3.3240535259246831 1.8433723449707033 -0.79124709963798512 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -3 4 -2 -1 | |
right_child=3 2 -4 -5 -6 -7 | |
leaf_value=0.022691505411824884 -0.0053126842871614628 -0.10448383672703879 0.060251434802356389 0.085984023612834248 0.022185111699367387 -0.090157662273288891 | |
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leaf_count=14 595 26 43 24 229 69 | |
internal_value=0 -0.0261153 0.0211247 0.00263678 0.000520925 -0.0663206 | |
internal_weight=0 5.27452 2.4251 51.9802 50.6933 2.84942 | |
internal_count=1000 152 69 848 824 83 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=228 | |
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num_cat=1 | |
split_feature=10 1 6 6 26 4 3 | |
split_gain=0.380465 1.70009 1.68073 1.28744 1.06051 0.877887 0.386316 | |
threshold=-1.8559841513633726 0 -1.829513370990753 -0.80244350433349598 -1.5425181984901426 2.9272032976150517 -0.14470881223678586 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.042128396498996655 0.015591110991992186 -0.0058961644209297014 -0.049799850831403203 0.067885565926101302 -0.0056520464719324141 -0.069051365057034561 0.10400834707942251 | |
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internal_value=0 0.0114853 -0.0199092 0.0398369 -0.00582633 -0.0097834 0.0649675 | |
internal_weight=0 19.1003 9.06373 10.0365 37.8571 35.8531 2.00403 | |
internal_count=1000 288 148 140 712 669 43 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=229 | |
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num_cat=0 | |
split_feature=30 21 30 30 19 22 | |
split_gain=0.382127 1.2625 1.21458 0.716722 1.35314 0.890074 | |
threshold=-0.75394436717033375 1.3575386404991152 -0.86477023363113392 -0.44722521305084223 -0.46053160727024073 -0.34518295526504511 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.0094798390686480407 0.11018070582898415 -0.10982924288519352 -0.08692012514665573 0.019642330608039243 -0.00059118578722569797 -0.011364334843207872 | |
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internal_value=0 -0.0160564 -0.00460407 0.00420225 0.0411663 -0.000129261 | |
internal_weight=0 11.7561 10.4766 44.7644 4.69536 40.069 | |
internal_count=1000 216 198 784 76 708 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=230 | |
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num_cat=1 | |
split_feature=8 6 5 11 11 6 9 | |
split_gain=0.386875 1.00114 0.989411 1.50933 0.94199 0.941787 0.528727 | |
threshold=0 1.8600274920463564 -1.9478189349174497 3.9955254793167119 3.7105647325515752 2.1820205450057988 -1.8467977046966551 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=2 4 5 -4 -2 -1 -3 | |
right_child=1 6 3 -5 -6 -7 -8 | |
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internal_value=0 -0.00722073 0.00953672 -0.000392937 -0.0022494 0.0507513 -0.0700964 | |
internal_weight=0 32.0286 24.1764 19.4825 29.6818 4.69384 2.34682 | |
internal_count=1000 497 503 409 434 94 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=231 | |
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num_cat=0 | |
split_feature=3 11 11 4 17 | |
split_gain=0.391716 0.492896 1.26926 0.904322 0.338249 | |
threshold=-2.7369303703308101 4.6643924713134775 3.9955254793167119 3.1555353403091435 -0.088628441095352159 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=0.015502444016350031 0.0015981673563949849 0.040569436568891393 -0.067644346426620511 -0.044119876192254909 -0.085740196600146479 | |
leaf_weight=0.5020571748027578 43.502964324841741 6.508106405643046 2.8188524807337663 1.5638274792581794 0.96290186561236513 | |
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internal_value=0 0.00135824 -0.00261549 0.024162 -0.0510433 | |
internal_weight=0 54.3938 46.3218 8.07193 1.46496 | |
internal_count=1000 948 839 109 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=232 | |
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num_cat=0 | |
split_feature=13 17 28 13 22 | |
split_gain=0.394793 0.839297 0.856432 0.779508 0.606239 | |
threshold=-1.2598152160644529 -1.0200806260108946 0.11100398004055025 -1.187853932380676 0.88484010100364696 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.11257381324751879 -0.091255510613798108 -0.027367427417892422 0.066538458259825836 -0.0066837648303288691 0.020362406477022962 | |
leaf_weight=0.92702651990111906 0.97467145835980673 2.625457521993666 1.5413763560936784 39.10611202972359 10.516374832150175 | |
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internal_value=0 0.0265158 0.00736981 -0.00269149 -0.000951935 | |
internal_weight=0 5.09386 4.16683 50.5972 49.6225 | |
internal_count=1000 96 81 904 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=233 | |
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num_cat=0 | |
split_feature=30 9 4 11 | |
split_gain=0.398702 0.471148 1.56728 1.2684 | |
threshold=-1.713110029697418 0.12808340787887576 -1.6327362060546873 2.6943253278732304 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.04480425275173168 -0.021540519857579793 0.073454403967849247 0.0015633752482707179 0.02536721633240099 | |
leaf_weight=1.9184777011396352 19.302902980532966 3.5035516244242926 22.553593873410136 8.2190699386410397 | |
leaf_count=32 356 105 390 117 | |
internal_value=0 0.00159225 0.0112296 -0.00753215 | |
internal_weight=0 53.5791 26.0571 27.522 | |
internal_count=1000 968 495 473 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=234 | |
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num_cat=0 | |
split_feature=24 5 6 6 | |
split_gain=0.385379 0.732223 1.01874 0.536738 | |
threshold=2.0180228948593144 2.0177078247070317 -1.6460761427879331 -2.2757308483123775 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.042363012698902899 -0.060018589670070358 0.096135440473229847 -0.0024967107911976405 0.00045002014109189254 | |
leaf_weight=3.1238136642205054 1.0495185023755755 1.8740375127526929 2.3734726946568108 46.778368066705298 | |
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internal_value=0 0.00116257 0.0410206 -0.00223002 | |
internal_weight=0 54.1497 4.24751 49.9022 | |
internal_count=1000 982 104 878 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=235 | |
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num_cat=0 | |
split_feature=5 12 31 11 29 29 | |
split_gain=0.364821 0.804428 0.620407 0.584624 1.02453 0.906771 | |
threshold=-3.3947547674179073 0.095968864858150496 -0.083160869777202592 4.6643924713134775 0.51327875256538402 0.70937657356262218 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
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internal_value=0 -0.0326378 0.0144618 0.00203834 -0.00200715 0.0299224 | |
internal_weight=0 3.22269 1.70628 51.8262 45.2598 6.56641 | |
internal_count=1000 80 41 920 830 90 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=236 | |
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num_cat=0 | |
split_feature=3 9 4 30 4 11 | |
split_gain=0.370295 0.907599 0.782964 0.637634 0.682984 0.681022 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 1.2851886153221133 -1.1332715749740598 -1.9419997930526731 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.093045374491879829 -0.015631362271117125 0.030591988614954685 -0.078321887292858439 0.03150482352360353 -0.055042689641096515 0.012718141796352361 | |
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internal_value=0 -0.0298194 -0.0489123 0.00227074 -0.0326187 0.00585804 | |
internal_weight=0 3.86896 3.34859 50.946 4.74985 46.1962 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=237 | |
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num_cat=0 | |
split_feature=5 6 3 7 7 4 15 | |
split_gain=0.36049 1.37611 1.36277 1.38102 1.29976 1.20059 0.309589 | |
threshold=-0.89550951123237599 -0.69330593943595875 2.6622943878173833 -1.2958345413208006 -1.3431769609451292 -1.2004670500755308 -0.22039064019918439 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 3 -2 -3 -1 -4 | |
right_child=2 4 6 -5 -6 -7 -8 | |
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leaf_count=19 172 145 26 323 189 83 43 | |
internal_value=0 -0.00899428 0.00734777 0.00103895 0.00152794 -0.062292 0.0793436 | |
internal_weight=0 24.5378 30.0032 27.5859 20.4922 4.04563 2.41728 | |
internal_count=1000 436 564 495 334 102 69 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=238 | |
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num_cat=1 | |
split_feature=9 6 4 21 7 14 8 | |
split_gain=0.377521 1.77823 1.55963 1.29007 0.92403 2.54124 1.83988 | |
threshold=1.2183623313903811 -1.5804541110992429 0.92876344919204723 -0.30010202527046198 -1.6887696981430051 -0.82931786775588978 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=0.055705004963081367 -0.14667911425024235 0.079503888129210276 0.0034367328165035003 -0.006287030213763492 -0.011765608889140057 -0.055191165475339865 0.044465696101953445 | |
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leaf_count=41 36 94 107 66 273 147 236 | |
internal_value=0 0.0138027 0.0310675 -0.0573152 -0.0050675 -0.0290057 0.00468802 | |
internal_weight=0 14.4826 11.6535 2.82906 39.5681 11.4564 28.1117 | |
internal_count=1000 303 201 102 697 188 509 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=239 | |
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num_cat=0 | |
split_feature=22 27 22 22 13 | |
split_gain=0.394514 0.895026 0.811603 0.912847 0.507821 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 0.28070284426212316 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 -2 -4 -1 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.029475663447517314 -0.069834008266018793 0.10280654105304912 0.063005901785213522 -0.0030413841858389721 -0.061285140578464958 | |
leaf_weight=1.8474515654961576 1.724645864102057 1.1920388187281785 2.1934188092127433 45.531282431751606 0.92520121729467053 | |
leaf_count=42 32 20 36 852 18 | |
internal_value=0 0.0303436 -0.00244126 -5.86263e-06 -0.000810136 | |
internal_weight=0 3.96469 49.4493 47.7247 2.77265 | |
internal_count=1000 80 920 888 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=240 | |
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num_cat=1 | |
split_feature=10 1 29 6 6 18 13 | |
split_gain=0.380003 1.48516 1.3615 1.00746 0.889241 1.03497 0.858432 | |
threshold=-1.8559841513633726 0 -0.43451784551143641 -1.5804541110992429 -2.5235297679901119 0.16143011301755908 -1.5602146983146665 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.093767238998439542 -0.0053588011784295383 -0.023247442406267388 0.0029799038784892981 0.056532886616960765 0.082435194001087661 -0.21848511143280996 -0.0062910534142209115 | |
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leaf_count=43 32 40 105 100 33 24 623 | |
internal_value=0 0.0119434 -0.0185987 0.0393332 -0.00597701 -0.103136 -0.00339757 | |
internal_weight=0 17.7536 8.39376 9.35979 35.4823 0.917643 34.5646 | |
internal_count=1000 288 148 140 712 56 656 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=241 | |
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num_cat=0 | |
split_feature=22 4 28 9 16 20 | |
split_gain=0.363622 0.935119 1.37321 1.24129 0.66942 0.727503 | |
threshold=0.63260453939437877 1.5504462718963625 -0.27788183093070978 -2.8404707908630367 1.7664805054664614 -1.1364628076553343 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 | |
right_child=1 2 -4 -5 -6 -7 | |
leaf_value=0.03041796758627785 -0.090494432727630469 -0.10768849757985871 0.029697746359852568 0.036494706434945748 0.059272829067383861 -0.012789920322575532 | |
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internal_value=0 0.013789 -0.0366435 0.0269976 -0.00498874 -0.00766947 | |
internal_weight=0 14.0378 2.91352 11.1243 38.8592 37.3031 | |
internal_count=1000 271 56 215 729 703 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=242 | |
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num_cat=0 | |
split_feature=30 11 2 4 | |
split_gain=0.354515 0.471786 0.834168 0.735364 | |
threshold=-1.713110029697418 -5.2096197605133048 -2.481732845306396 -4.2021732330322257 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.043275630673145965 0.060147418314283191 0.082512579112227147 0.001738615756276147 -0.062013691944839328 | |
leaf_weight=1.8285683784051787 0.62064001522958312 1.3147068782709528 46.462308979025693 2.3915415199589907 | |
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internal_value=0 0.0015413 0.00396132 -0.0368432 | |
internal_weight=0 50.7892 47.777 3.01218 | |
internal_count=1000 968 875 93 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=243 | |
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num_cat=0 | |
split_feature=5 7 4 9 6 7 2 | |
split_gain=0.356105 1.50568 1.95107 1.2287 1.20004 1.35294 1.21544 | |
threshold=-0.15890216827392575 -1.6289549469947813 0.92876344919204723 0.75032946467399608 -0.85458046197891224 -0.37251955270767206 -1.2476434707641599 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
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leaf_count=13 80 228 55 49 258 202 115 | |
internal_value=0 0.0106902 0.0313869 -0.0265803 -0.0063534 0.00180945 -0.0509588 | |
internal_weight=0 19.5194 12.5501 6.96922 32.9583 27.8599 5.09841 | |
internal_count=1000 412 283 129 588 460 128 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=244 | |
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num_cat=0 | |
split_feature=3 11 0 5 10 | |
split_gain=0.368442 0.399905 1.04 0.960037 0.261259 | |
threshold=-2.7369303703308101 -1.0592629313468931 1.5746666789054873 -0.15890216827392575 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
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internal_value=0 0.001352 -0.0121721 0.00720061 -0.0520782 | |
internal_weight=0 50.5586 15.2636 35.295 1.32442 | |
internal_count=1000 948 373 575 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=245 | |
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split_feature=22 27 22 22 15 | |
split_gain=0.35062 0.760704 0.679292 0.739972 0.506548 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 -0.14684539288282392 | |
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right_child=2 -3 3 -5 -6 | |
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internal_value=0 0.0291704 -0.00233804 -8.7415e-05 0.000644009 | |
internal_weight=0 3.81299 47.8726 46.2225 2.7083 | |
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shrinkage=0.1 | |
Tree=246 | |
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split_gain=0.357549 1.48587 1.14731 0.827461 0.984134 0.648879 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 1.5869815945625307 0.17688041925430301 1.1410110592842104 | |
decision_type=2 2 2 2 2 2 | |
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right_child=3 2 -4 -5 -6 -7 | |
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internal_weight=0 23.2416 18.3977 28.2846 26.7381 4.84392 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=247 | |
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split_feature=31 24 15 24 31 5 4 | |
split_gain=0.338392 0.732363 0.774286 0.609563 0.885092 0.756245 0.551772 | |
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decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
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internal_weight=0 5.25401 2.6595 45.9475 16.3279 29.6197 2.59451 | |
internal_count=1000 97 49 903 329 574 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=248 | |
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split_feature=9 3 24 6 7 8 14 | |
split_gain=0.35841 1.36484 1.22979 1.17437 0.904786 1.30179 0.937815 | |
threshold=1.2183623313903811 1.7335674166679385 -1.3582665920257566 -1.5258474349975584 0.46503198146820074 0 -0.82931786775588978 | |
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left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.0139573 0.0364044 -0.031042 -0.00504297 0.0204043 -0.0145423 | |
internal_weight=0 13.5119 9.01497 4.49695 37.4294 10.1742 27.2551 | |
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cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=249 | |
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split_gain=0.341768 0.853515 0.971399 0.809744 0.69534 0.659272 | |
threshold=0.88484010100364696 -0.20270609110593793 1.5504462718963625 -0.42796327173709864 1.9487079381942751 -2.2204345464706416 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 | |
right_child=1 3 -4 -5 -6 -7 | |
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internal_weight=0 10.6184 4.69202 5.92636 39.9158 38.9374 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=250 | |
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split_feature=11 2 9 5 7 17 18 | |
split_gain=0.339451 1.06534 1.02607 0.901947 1.65276 1.12725 0.413881 | |
threshold=-0.056552402675151818 2.5457446575164799 1.444472134113312 -0.15890216827392575 -1.6289549469947813 0.28762726485729223 0.16143011301755908 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
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internal_value=0 -0.0103628 -0.0034313 0.00651145 0.0384512 -0.00262134 -0.0895798 | |
internal_weight=0 19.4018 17.8407 30.9204 6.8754 24.045 1.56107 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=251 | |
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split_gain=0.343854 0.968874 0.560676 0.942049 0.768299 0.44075 | |
threshold=-4.9047172069549552 -2.8922876119613643 -1.8559841513633726 0 -1.5425181984901426 -0.35845054686069483 | |
decision_type=2 2 2 1 2 2 | |
left_child=1 -1 3 -2 -4 -3 | |
right_child=2 5 4 -5 -6 -7 | |
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internal_weight=0 3.77594 46.1631 12.6812 33.4819 2.64287 | |
internal_count=1000 80 920 208 712 52 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=252 | |
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split_gain=0.343723 0.955843 1.31032 1.02441 0.863446 0.873528 0.452887 | |
threshold=0 0.61790910363197338 -0.63245621323585499 -0.45099973678588862 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_value=0 0.00957216 0.029354 -0.0130124 -0.00722565 -0.00224531 -0.0685134 | |
internal_weight=0 21.3947 11.405 9.98968 28.288 26.162 2.12597 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
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Tree=253 | |
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left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
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internal_value=0 -0.0113626 -0.0193956 0.00629208 0.00992967 | |
internal_weight=0 17.5524 16.0037 31.7406 30.2745 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=254 | |
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split_feature=3 11 4 5 11 | |
split_gain=0.326123 0.387228 0.945117 0.818747 0.224064 | |
threshold=-2.7369303703308101 -1.0592629313468931 -4.2279446125030509 -0.15890216827392575 -1.5195897817611692 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
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internal_value=0 0.00130859 -0.0124473 0.00719929 -0.0510218 | |
internal_weight=0 47.7872 14.3282 33.459 1.22133 | |
internal_count=1000 948 373 575 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=255 | |
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num_cat=0 | |
split_feature=2 11 11 3 | |
split_gain=0.311457 0.644608 0.985832 0.383864 | |
threshold=4.188784360885621 6.3956449031829843 4.8875966072082528 -0.49797442555427546 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -2 | |
right_child=3 -3 -4 -5 | |
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internal_value=0 -0.00155755 0.00102128 0.0408219 | |
internal_weight=0 47.0179 44.8427 1.80056 | |
internal_count=1000 960 923 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=256 | |
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num_cat=0 | |
split_feature=22 28 4 26 30 0 | |
split_gain=0.307518 0.754328 0.847178 0.829777 0.559577 0.571775 | |
threshold=0.88484010100364696 -0.20270609110593793 1.5504462718963625 1.0257750153541567 -1.713110029697418 -1.608339190483093 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
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internal_value=0 0.0155365 -0.0151009 0.0398967 -0.00405962 -0.00181349 | |
internal_weight=0 10.1071 4.47678 5.63034 38.5617 37.2661 | |
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is_linear=0 | |
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Tree=257 | |
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split_feature=5 12 11 11 31 | |
split_gain=0.324533 0.661774 0.5348 0.619806 0.379866 | |
threshold=-3.3947547674179073 0.095968864858150496 7.2632155418396005 6.3956449031829843 -0.26427178084850306 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -3 | |
right_child=2 4 -4 -5 -6 | |
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internal_value=0 -0.0329207 0.00203847 0.000380481 0.0125748 | |
internal_weight=0 2.81963 45.6021 44.5577 1.49829 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=258 | |
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split_feature=9 4 13 7 6 11 16 | |
split_gain=0.308253 1.47452 1.68817 1.07602 0.991736 1.07709 0.488134 | |
threshold=0.19106149673461917 -1.2296712994575498 -0.45099973678588862 0.97820508480072033 -2.0841283798217769 2.7736781835556035 1.0000000180025095e-35 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
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internal_value=0 0.00866075 -0.0032574 0.0644233 -0.00737662 -0.0131708 0.0582896 | |
internal_weight=0 22.187 18.28 3.90699 26.065 23.9516 2.11343 | |
internal_count=1000 499 370 129 501 458 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=259 | |
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split_feature=8 7 24 22 6 10 9 | |
split_gain=0.317786 0.856884 1.33471 0.829658 0.814493 1.25933 0.886883 | |
threshold=0 -0.80342191457748402 1.6863377690315249 0.11495012417435647 0.77008655667305004 -1.9995312094688413 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
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right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.00940121 -0.00488395 0.0385617 -0.00706618 -0.0342261 0.00394539 | |
internal_weight=0 20.5704 13.8067 6.76365 27.2339 7.85632 19.3776 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=260 | |
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split_feature=3 22 6 17 | |
split_gain=0.292885 0.364518 0.361813 0.214942 | |
threshold=-2.7369303703308101 1.9384591579437258 2.2315721511840825 -0.040829516947269433 | |
decision_type=2 2 2 2 | |
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right_child=1 -3 -4 -5 | |
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leaf_weight=0.43153109506238252 41.549912615897483 0.99323479464510356 3.6795225994428611 0.7254773375680077 | |
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internal_value=0 0.00126977 -4.62024e-05 -0.049669 | |
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internal_count=1000 948 925 52 | |
is_linear=0 | |
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Tree=261 | |
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threshold=-1.7141830921173093 -1.1724481582641599 -0.22996419668197629 -1.4049233794212339 0.028477278538048271 | |
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internal_value=0 -0.00155898 -0.046942 0.000563277 0.0398691 | |
internal_weight=0 45.4929 2.03236 43.4605 1.80302 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=262 | |
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split_feature=7 5 11 22 5 18 | |
split_gain=0.291505 0.993451 0.545049 1.04305 0.638426 0.227271 | |
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left_child=2 -2 3 -1 -4 -3 | |
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Tree=263 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=264 | |
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num_cat=1 | |
split_feature=8 4 0 19 6 29 11 | |
split_gain=0.317141 0.783486 1.13422 0.909345 0.702215 1.12364 0.764677 | |
threshold=0 0.61790910363197338 0.23862367868423465 0.37843565642833715 0.77008655667305004 -0.19384890794754026 0.10654639080166818 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.0055656012933885989 -0.021179040854489808 -0.032558940593382053 0.05980252159471966 0.033991720685993369 0.010014217533826822 -0.067866674023567261 0.019733700783794911 | |
leaf_weight=5.1486068941885623 7.7023182780249106 6.4628503655912919 5.4792739434051327 3.0091260673943907 3.3481734946835786 4.1471109552949192 11.22768447891576 | |
leaf_count=138 173 113 193 59 60 95 169 | |
internal_value=0 0.00949664 0.0281354 -0.0114166 -0.0071706 -0.033077 0.00308695 | |
internal_weight=0 20.0999 10.6279 9.47198 26.4253 7.49528 18.93 | |
internal_count=1000 503 331 172 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=265 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=3 20 31 27 23 14 | |
split_gain=0.331405 0.74356 0.616043 0.666266 0.598598 0.583483 | |
threshold=-0.84586244821548451 0.47881735861301428 -1.7747542858123777 -1.1444159746170042 0 1.0091727375984194 | |
decision_type=2 2 2 2 1 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.020440820360259682 -0.055608618600242812 0.06053361524207114 0.044568460600687601 0.0022685438103804433 -0.025197134302883135 -0.096177995108832404 | |
leaf_weight=6.3376504747866402 1.6142617048462842 1.9170264171552844 4.2644133044814181 29.364304208182151 1.4160548126092181 1.2116882309128412 | |
leaf_count=153 35 43 85 620 35 29 | |
internal_value=0 -0.0152283 0.00473586 0.00763254 0.024111 -0.0325968 | |
internal_weight=0 10.8824 35.243 33.6287 3.33308 7.54934 | |
internal_count=1000 260 740 705 78 182 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=266 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=2 11 11 2 | |
split_gain=0.286183 0.481571 0.735072 0.424687 | |
threshold=4.188784360885621 6.3956449031829843 4.8875966072082528 5.1687984466552743 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -2 | |
right_child=3 -3 -4 -5 | |
leaf_value=-0.0027373839253813223 0.091304221480432379 -0.050278643875002853 0.050794215458914882 -0.010734306930220835 | |
leaf_weight=39.593311951102805 0.82969976868480333 1.9354093954898406 2.7428281585744108 0.80231027444824576 | |
leaf_count=873 22 37 50 18 | |
internal_value=0 -0.0014992 0.000730764 0.0411412 | |
internal_weight=0 44.2715 42.3361 1.63201 | |
internal_count=1000 960 923 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=267 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 12 11 29 31 | |
split_gain=0.280343 0.515032 0.471449 0.463208 0.371767 | |
threshold=-3.3947547674179073 0.095968864858150496 7.2632155418396005 0.51327875256538402 -0.083160869777202592 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -3 | |
right_child=2 4 -4 -5 -6 | |
leaf_value=-0.082284751331963168 -0.0068653660725590459 0.064978496511430811 0.070277420972118185 0.015575832266047397 -0.03867642990210296 | |
leaf_weight=1.1368394217424787 28.728403487140895 0.63368585286661983 0.98577058059163292 13.529439357676891 0.76219053711974971 | |
leaf_count=39 639 16 16 265 25 | |
internal_value=0 -0.0323161 0.00191424 0.000319497 0.00837979 | |
internal_weight=0 2.53272 43.2436 42.2578 1.39588 | |
internal_count=1000 80 920 904 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=268 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 27 6 5 2 12 | |
split_gain=0.275807 0.748367 0.98267 0.852782 0.648518 0.997772 0.947768 | |
threshold=0 -0.80342191457748402 -0.99950659275054921 -3.8187460899353023 -1.9478189349174497 2.2582406997680669 0.91698181629180919 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.068500508354093159 -0.062632828970733675 -0.094194857163519774 0.0069618650781615252 0.047082310478811132 0.01270331329828514 0.028603257051559829 -0.041267081917027555 | |
leaf_weight=2.0383439072757037 4.1309866260562584 0.460240929853171 11.247908142075175 5.9626444957393678 16.02725930133602 1.6886526054295243 4.0826463614357626 | |
leaf_count=41 102 13 219 230 287 36 72 | |
internal_value=0 0.00893299 -0.00461539 0.0369589 -0.00676117 -0.0361594 0.00174642 | |
internal_weight=0 19.7091 13.2863 6.42289 25.9295 5.81964 20.1099 | |
internal_count=1000 503 260 243 497 138 359 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=269 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 5 9 25 5 | |
split_gain=0.279275 1.71189 1.45112 0.978246 0.790813 0.803825 | |
threshold=-1.6112870573997495 -0.89385390281677235 2.2212116718292241 -3.0424852371215816 -1.7371324896812437 1.4048260450363161 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.099254985614135094 0.07710437615682407 0.082804977531972607 -0.08268071037044078 -0.00075748013446067029 -0.014194768165906724 0.031167379445641755 | |
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leaf_count=27 22 142 19 132 552 106 | |
internal_value=0 0.012883 0.0609435 -0.0161276 -0.00478207 -0.00770748 | |
internal_weight=0 12.2781 4.62164 7.65645 33.0122 31.8735 | |
internal_count=1000 320 161 159 680 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=270 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=9 6 7 7 8 14 21 | |
split_gain=0.296284 1.33809 1.39769 0.738888 1.04893 0.735154 0.672176 | |
threshold=1.2183623313903811 -1.5804541110992429 -1.3801147341728208 0.46503198146820074 0 -0.82931786775588978 -0.10615760460495947 | |
decision_type=2 2 2 2 1 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.021126440159890732 -0.11065618040197521 0.063287832601520752 -0.012750479136191192 0.0037559293223824296 0.094011096615750356 -0.022727348265274849 -0.0037300391398925217 | |
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leaf_count=86 43 110 91 118 125 368 59 | |
internal_value=0 0.0133498 0.0296274 -0.00493211 0.0199507 -0.0140037 -0.054269 | |
internal_weight=0 12.157 9.79831 32.7338 8.7455 23.9883 2.35872 | |
internal_count=1000 303 201 697 243 454 102 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=271 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=20 14 5 30 17 22 | |
split_gain=0.297369 0.949678 0.599661 0.520925 0.491952 0.466718 | |
threshold=-1.0864183306694029 0.032352834939956672 0.33765733242034918 -1.713110029697418 -1.4139283299446104 -0.033743918873369687 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -3 -2 -5 -1 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.093855453718176135 -0.066344216849583096 -0.057573751888016368 0.038906405802574304 0.033234809369914929 -0.0049116516468187829 0.017764694313251637 | |
leaf_weight=1.6904575467051475 1.2635993409203354 1.756754828616977 1.0172427926518137 3.7608833994308943 33.448338503192645 1.5408799342112605 | |
leaf_count=24 28 46 28 75 761 38 | |
internal_value=0 0.0207259 -0.0221939 -0.00320036 -0.00105604 0.0575712 | |
internal_weight=0 6.00534 2.774 38.4728 37.2092 3.23134 | |
internal_count=1000 136 74 864 836 62 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=272 | |
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num_cat=0 | |
split_feature=30 7 3 5 20 28 | |
split_gain=0.28204 0.827159 0.620974 0.597934 0.550744 0.41842 | |
threshold=1.2851886153221133 -2.3758826255798335 -2.0779349803924556 0.68198090791702282 1.8299899697303774 -0.049488430842757218 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 -3 | |
right_child=1 5 4 -5 -6 -7 | |
leaf_value=-0.070248496932465862 0.04870249144093531 0.0023070588929380432 0.0040168019483711763 0.046155344776731035 0.083225529788781893 -0.075671541118811053 | |
leaf_weight=2.0171788446605201 1.1401664533768778 1.0129961185739378 36.515410550040542 0.56485423985577643 0.89943905588006501 2.1455936080019447 | |
leaf_count=69 22 33 780 31 21 44 | |
internal_value=0 -0.0243081 0.00264767 -0.0447836 0.00592095 -0.0506629 | |
internal_weight=0 4.29876 39.9969 2.58203 37.4148 3.15859 | |
internal_count=1000 99 901 100 801 77 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=273 | |
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num_cat=0 | |
split_feature=15 15 18 | |
split_gain=0.284904 0.403991 0.445585 | |
threshold=-1.9646769762039182 -1.5982643961906431 -1.5012420415878294 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.043781885404219706 0.058493522482154385 0.039018007967080742 -0.0029107656700651076 | |
leaf_weight=1.436485978309064 1.2083310225862067 2.7121481383801429 38.713465192762669 | |
leaf_count=28 32 63 877 | |
internal_value=0 0.00149684 -0.000165675 | |
internal_weight=0 42.6339 41.4256 | |
internal_count=1000 972 940 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=274 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=10 7 4 4 27 20 | |
split_gain=0.289628 0.828955 0.449687 0.550917 0.449791 0.270588 | |
threshold=-4.9047172069549552 0.13221701979637149 3.1555353403091435 2.4936379194259648 -0.20260254293680188 -0.30348852276802057 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 | |
right_child=2 -3 4 -5 -6 -7 | |
leaf_value=-0.10820235385327343 0.0017245470386138204 0.028949187949778906 0.012147560416436776 0.051263277935867449 -0.082149019940828238 -0.033034881539358595 | |
leaf_weight=0.97605843073688447 36.161951629706891 1.4471101379022 0.86631637491518665 2.3934823129093266 1.2157023756153638 0.94022534426767312 | |
leaf_count=22 824 31 19 48 29 27 | |
internal_value=0 -0.0281797 0.00235535 0.00479986 -0.0429127 -0.0713214 | |
internal_weight=0 3.36339 40.6375 38.5554 2.08202 1.91628 | |
internal_count=1000 80 920 872 48 49 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=275 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=24 31 16 20 31 20 18 | |
split_gain=0.279679 0.782385 1.21292 0.736302 0.660084 0.887968 0.792281 | |
threshold=0.29935918748378759 0.59073963761329662 0.44526234269142156 0.45991475880146032 0.80102509260177623 -0.47140231728553766 -1.7253326773643491 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.070981669030067585 0.0077704841238162448 -0.065621009455454293 0.045754917958367627 0.064256639570891103 0.066633390749136087 -0.006744551474877983 -0.018577205803444252 | |
leaf_weight=1.0370358529035026 7.3649049489467853 2.7008938842336638 1.5326671530492602 3.3606614779710071 2.6474773669033311 4.3735622054664409 20.798474616072784 | |
leaf_count=25 171 63 39 81 51 98 472 | |
internal_value=0 0.0111013 -0.0252998 0.0254694 -0.00574755 0.0209246 -0.0143238 | |
internal_weight=0 14.9591 4.23356 10.7256 28.8566 7.02104 21.8355 | |
internal_count=1000 354 102 252 646 149 497 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=276 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 4 7 5 11 19 | |
split_gain=0.282937 1.11485 1.20896 0.63038 0.864555 0.647415 0.547703 | |
threshold=1.2183623313903811 -1.8197036385536192 0.92876344919204723 0.88489025831222545 -1.8325304388999937 0.91672056913375866 -0.83438089489936818 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.028145844030300876 0.021485097786522626 0.073998145577737429 0.00067141733426209576 -0.042904915467440151 0.04583535263152038 0.0035352446419147547 -0.09457283813862552 | |
leaf_weight=12.38156624926342 0.59791987694916304 3.4960454925894719 6.3007892669993453 1.4481636782875282 4.5387657178653162 13.465231112320906 1.2709778017306224 | |
leaf_count=287 31 100 112 41 146 223 60 | |
internal_value=0 0.0133363 0.0268384 -0.00486855 0.0243702 -0.0116412 -0.0574422 | |
internal_weight=0 11.6657 9.79683 31.8337 5.98693 25.8468 1.8689 | |
internal_count=1000 303 212 697 187 510 91 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=277 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=20 14 13 30 1 31 22 | |
split_gain=0.26112 0.743549 0.495153 0.564755 0.470596 0.468695 0.41519 | |
threshold=-1.0864183306694029 0.032352834939956672 -1.2598152160644529 -1.713110029697418 0 0.59073963761329662 -0.033743918873369687 | |
decision_type=2 2 2 2 1 2 2 | |
left_child=1 6 4 -4 -2 -3 -1 | |
right_child=2 5 3 -5 -6 -7 -8 | |
leaf_value=0.089275890515844808 -0.0054243184192905502 -0.048394576803774139 -0.076245192570016357 -0.0040823678928702273 0.073603436923556129 0.041716944020461368 0.015934716007493546 | |
leaf_weight=1.5691828149429059 1.4445173408603296 1.7776260885439117 1.1210612786235277 33.261695294713718 1.575177354970946 0.85474414285272349 1.5191573229967605 | |
leaf_count=24 41 54 25 756 42 20 38 | |
internal_value=0 0.0199149 -0.00302545 -0.00643526 0.0357993 -0.0191349 0.0531993 | |
internal_weight=0 5.72071 37.4025 34.3828 3.01969 2.63237 3.08834 | |
internal_count=1000 136 864 781 83 74 62 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=278 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 5 9 25 19 | |
split_gain=0.268034 1.55805 1.05746 0.895851 0.673052 0.696049 | |
threshold=-1.6112870573997495 -0.89385390281677235 2.2212116718292241 -3.0424852371215816 -1.7371324896812437 -1.3991433978080747 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.098087399649369814 0.073328068948249212 0.080262174602521316 -0.064908041542441827 -0.00034127158807394661 -0.060385141187715902 -0.003184592934595764 | |
leaf_weight=1.1050334489555096 1.0654680250736444 3.7256720304285391 0.57987024917383667 6.1898215126711875 2.3026395988999893 27.945807015486935 | |
leaf_count=27 22 142 19 132 59 599 | |
internal_value=0 0.0130073 0.0607107 -0.015148 -0.00478741 -0.00753894 | |
internal_weight=0 11.6004 4.30554 7.29485 31.3139 30.2484 | |
internal_count=1000 320 161 159 680 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=279 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 24 9 5 22 | |
split_gain=0.258874 0.766357 0.973936 0.698629 0.631778 0.903187 0.650635 | |
threshold=0 0.61790910363197338 -0.63245621323585499 -0.54058271646499623 1.3687919378280642 -1.2619942426681516 1.4618691205978396 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.00011620917647645847 -0.019660936969810663 -0.0485266481619126 0.064321730805977501 0.0095406465889066993 -0.034129095691236427 0.063616676000372185 0.0445631805400949 | |
leaf_weight=5.3334574410109781 18.297098907380139 3.3197009274299489 4.2413950078189391 5.5126543959777319 1.4671041408146264 2.6580150795343789 1.7262158439843904 | |
leaf_count=195 347 60 136 112 67 56 27 | |
internal_value=0 0.00896029 0.0285575 -0.0122843 -0.00678261 0.0288533 -0.0141242 | |
internal_weight=0 18.4072 9.57485 8.83236 24.1484 4.12512 20.0233 | |
internal_count=1000 503 331 172 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=280 | |
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num_cat=0 | |
split_feature=3 4 22 10 25 | |
split_gain=0.269944 0.954767 0.815583 0.714698 0.727946 | |
threshold=-0.24213722348213193 -3.3705158233642574 -0.78451043367385853 -4.9047172069549552 1.6145035624504092 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.07066672528513103 -0.066815729321955647 0.026472843436803558 -0.031956721520037569 0.012930222215255961 -0.072865080790656109 | |
leaf_weight=1.3122043858747918 1.2865303456783319 3.0929506072425275 10.49516094402861 25.00537012307905 1.0296672626864154 | |
leaf_count=38 24 70 256 584 28 | |
internal_value=0 -0.0107905 -0.0186569 0.00594174 0.00953708 | |
internal_weight=0 14.9003 13.5881 27.3216 26.035 | |
internal_count=1000 364 326 636 612 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=281 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 29 26 29 | |
split_gain=0.282936 0.352472 0.87228 0.53551 | |
threshold=-2.0384702682495113 -0.88508096337318409 0.49312175810337072 -0.12295129895210265 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.053984740405782654 -0.051588555220305268 0.02022073229982389 0.035207653406825523 -0.006043903782116943 | |
leaf_weight=0.94984055089298536 3.7693553440185488 11.443101305529121 1.6712113068933829 24.137802758737966 | |
leaf_count=20 107 276 45 552 | |
internal_value=0 -0.00122167 -0.0249268 0.00240301 | |
internal_weight=0 41.0215 5.44057 35.5809 | |
internal_count=1000 980 152 828 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=282 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 28 29 9 3 18 4 | |
split_gain=0.267833 0.706623 0.747522 0.506096 1.40667 0.680653 0.369429 | |
threshold=-1.608339190483093 -0.014420712832361458 0.26661542057991033 1.2183623313903811 1.1176951527595522 -0.4650785624980926 0.33313298225402838 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=-0.019982964997808206 -0.026037781308762956 -0.084994889813956295 0.05939543777098974 0.059326094176720225 -0.021028329798094929 0.0066911536199651626 -0.10607976911336277 | |
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leaf_count=31 198 30 39 107 101 442 52 | |
internal_value=0 -0.0252436 0.0200646 0.00255682 0.0235491 -0.0037846 -0.0661449 | |
internal_weight=0 3.81306 1.80907 38.0178 8.82012 29.1977 2.00399 | |
internal_count=1000 152 69 848 208 640 83 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=283 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 11 11 22 17 | |
split_gain=0.255642 0.322585 0.717646 0.575596 0.195993 | |
threshold=-2.7369303703308101 4.6643924713134775 3.9955254793167119 1.0790037512779238 -0.088628441095352159 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=0.008932294029026993 0.0012592969219258393 0.0087114944709027579 -0.058350638313123572 0.091908234301884467 -0.084198507169123193 | |
leaf_weight=0.35413550236262381 32.503730848686246 4.8853458033408961 2.1534390220185733 1.0021722844976464 0.62439545155211718 | |
leaf_count=17 805 90 34 19 35 | |
internal_value=0 0.00123182 -0.00244459 0.0228732 -0.050494 | |
internal_weight=0 40.5447 34.6572 5.88752 0.978531 | |
internal_count=1000 948 839 109 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=284 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 30 4 30 | |
split_gain=0.250565 0.337476 0.607497 0.572755 | |
threshold=-2.0384702682495113 -1.2419461011886594 1.4679937958717348 -1.0931476950645445 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.051492990879102946 -0.0038723848522556645 0.061514197324021962 -0.099043965108720572 -0.0010493409438512068 | |
leaf_weight=0.92430848267394949 2.2431482607062203 1.5257363050768606 0.95677923725452263 35.743715253513074 | |
leaf_count=20 62 32 22 864 | |
internal_value=0 -0.0011639 -0.0323287 0.00151188 | |
internal_weight=0 40.4694 3.19993 37.2695 | |
internal_count=1000 980 84 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=285 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=25 4 28 0 21 11 7 | |
split_gain=0.243391 0.814401 1.02766 0.992858 0.691062 0.9516 0.94403 | |
threshold=0.10375598073005678 1.6072534918785097 -1.5466411709785459 0.58521056175231945 0.099660724401474013 0.95515820384025585 -1.6289549469947813 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.095250494955324505 -0.0059143823191462356 -0.096150151706597395 0.0075266556632858257 0.0019815607003441666 -0.056180757454698776 0.057851590320615126 0.012491650193799685 | |
leaf_weight=1.0286976306524653 4.4607281180215086 2.0620448176741766 17.929018760391045 2.0620486048283055 3.0733680783596355 4.9233893087293836 5.7413936941302364 | |
leaf_count=25 141 52 417 43 71 95 156 | |
internal_value=0 -0.00681135 0.00194969 -0.0470843 0.00865431 0.0275405 -0.0114518 | |
internal_weight=0 23.0818 18.9577 4.12409 18.1989 9.38412 8.81476 | |
internal_count=1000 537 442 95 463 236 227 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=286 | |
num_leaves=8 | |
num_cat=2 | |
split_feature=10 3 1 3 11 1 29 | |
split_gain=0.265287 1.23435 1.17863 0.902919 2.13193 0.812067 0.432208 | |
threshold=1.8433723449707033 0.78698328137397777 0 1.4957433342933657 1.9473140835762026 1 0.04659604653716088 | |
decision_type=2 2 1 2 2 1 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.012426483473305605 -0.0077051623092253543 0.06898782781312944 -0.017890326917596826 0.023377917875046825 -0.085805540515081921 0.024290313425848753 -0.087751334431873843 | |
leaf_weight=12.836717251964728 1.5852686059661194 4.3209782594785793 2.4452170927615953 3.3140938672877374 3.8846247511683032 11.349478988675404 1.174161713075591 | |
leaf_count=302 51 133 85 83 55 242 49 | |
internal_value=0 0.0146027 0.0375912 -0.0044505 -0.0355405 0.00480304 -0.0417655 | |
internal_weight=0 9.52563 6.7662 31.3849 7.19872 24.1862 2.75943 | |
internal_count=1000 318 218 682 138 544 100 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=287 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 6 6 0 11 | |
split_gain=0.251905 0.632119 0.937657 0.882909 0.586291 0.970157 0.650756 | |
threshold=0 -0.50514426827430714 1.6863377690315249 -4.5184216499328604 0.77008655667305004 2.1678125858306889 0.10654639080166818 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.010183923955212544 -0.020427005905226798 -0.1347885774624091 0.097429301398415116 0.05035265976765918 -0.057282684102486603 0.027831896170903828 0.019737738312854018 | |
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leaf_count=264 173 7 14 218 119 36 169 | |
internal_value=0 0.00906675 -0.00273739 0.0398615 -0.00686915 -0.0323999 0.0030759 | |
internal_weight=0 17.3895 12.5709 4.81863 23.091 6.47317 16.6178 | |
internal_count=1000 503 278 225 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=288 | |
num_leaves=8 | |
num_cat=2 | |
split_feature=0 1 5 5 1 6 9 | |
split_gain=0.250325 0.787993 1.10616 0.856099 0.646725 1.09976 0.93017 | |
threshold=-0.53437867760658253 0 -0.57292872667312611 -0.15890216827392575 1 -0.75322550535202015 2.2335890531539921 | |
decision_type=2 1 2 2 1 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.053797472809329408 0.032640483986866392 -0.090577798374002705 -0.043256762287217969 -0.00025281226743862077 0.0114250377810223 -0.024715033392288685 0.096896767143752241 | |
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leaf_count=71 110 92 75 58 258 295 41 | |
internal_value=0 -0.0146916 0.0129116 -0.046355 0.00423059 -0.00904904 0.0198726 | |
internal_weight=0 9.01583 4.81673 4.1991 31.1345 16.8388 14.2957 | |
internal_count=1000 296 146 150 704 405 299 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=289 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=10 3 0 3 11 11 8 | |
split_gain=0.261326 1.02781 1.08721 0.748043 1.88341 0.71051 0.331334 | |
threshold=1.8433723449707033 -0.27606296539306635 0.16223448514938357 1.4957433342933657 2.4600665569305424 2.6943253278732304 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.0060677941324288305 -0.018615215015929668 -0.00026152146525686501 0.078478565869959369 0.018409070470968854 -0.085606894254570701 0.033688686083199311 -0.1065259061178478 | |
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leaf_count=427 32 156 101 89 49 117 29 | |
internal_value=0 0.0148816 0.0316508 -0.00442798 -0.0332458 0.00403121 -0.0525952 | |
internal_weight=0 9.08332 7.27528 30.6858 6.96346 23.7223 1.80804 | |
internal_count=1000 318 257 682 138 544 61 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=290 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=11 5 6 3 | |
split_gain=0.2449 0.290131 0.896101 0.744517 | |
threshold=-7.4722285270690909 -0.94487735629081715 -0.69330593943595875 2.7546696662902836 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.063832251534327672 -0.061022291123412301 0.0036341850972078957 0.0012344379957611722 0.07726694418231872 | |
leaf_weight=0.59245902198017475 2.7545649674721089 20.179715966522057 14.389419056882614 1.4734633694752108 | |
leaf_count=32 101 481 326 60 | |
internal_value=0 0.000950065 -0.0087685 0.00864477 | |
internal_weight=0 38.7972 17.144 21.6532 | |
internal_count=1000 968 427 541 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=291 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 12 14 31 27 31 | |
split_gain=0.251344 0.594117 0.624941 0.410924 0.788252 0.540682 | |
threshold=1.3691098093986513 0.49494431912899023 0.78194206953048717 -0.1249653398990631 1.0865690112113955 0.38249349594116216 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 | |
right_child=1 -3 -4 5 -6 -7 | |
leaf_value=0.01460681766213719 -0.057732439925816365 0.061599700578802555 0.061379644250692637 -0.036864169777252667 -0.052088034099076475 0.00016137094544812832 | |
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leaf_count=401 43 34 20 187 55 260 | |
internal_value=0 0.0238502 -0.0158517 -0.00270789 0.00750034 -0.0141249 | |
internal_weight=0 3.96414 1.93211 35.258 18.6144 16.6435 | |
internal_count=1000 97 63 903 456 447 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=292 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=10 6 5 7 6 | |
split_gain=0.239651 0.473554 0.337533 1.1657 0.993674 | |
threshold=-6.1436679363250724 -2.6051946878433223 0.45862978696823126 -2.499995112419128 -1.8197036385536192 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 4 -4 -2 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.021223893437533663 -0.082694678516167464 -0.086829459468275472 -0.049152586172517304 0.037632418352294146 0.00069813839719835293 | |
leaf_weight=0.74628952046623453 1.5091167919308635 0.8884541552979488 1.9858298030740114 7.0158695407117175 26.86421366684954 | |
leaf_count=20 85 24 50 217 604 | |
internal_value=0 -0.0375012 0.00161537 0.0184871 -0.00373735 | |
internal_weight=0 1.63474 37.375 9.0017 28.3733 | |
internal_count=1000 44 956 267 689 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=293 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 4 2 5 9 | |
split_gain=0.240961 0.603584 0.499952 0.441121 0.421614 | |
threshold=-4.8831543922424308 -4.2021732330322257 -2.481732845306396 0.74994230270385753 0.49100649356842047 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
leaf_value=0.062069147794706972 0.069949457966038173 -0.091907442253905083 -0.0054464955722044383 0.022966925030117168 0.0030390621501973337 | |
leaf_weight=0.55793082737363908 1.0529894219944242 1.2255841251462687 28.399387264806137 6.7657109067586125 0.7562957674381322 | |
leaf_count=25 19 39 680 197 40 | |
internal_value=0 -0.0298099 0.0020533 2.02029e-05 -0.0556754 | |
internal_weight=0 2.53981 36.2181 35.1651 1.98188 | |
internal_count=1000 104 896 877 79 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=294 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=10 6 16 3 0 2 | |
split_gain=0.236858 0.641547 0.340044 0.334559 0.832321 0.550696 | |
threshold=-4.9047172069549552 -2.8922876119613643 -0.35845054686069483 -0.49797442555427546 2.4160362482070927 -0.57413148880004872 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.042566834671360465 0.0029034636262154161 -0.014977117016610373 -0.097339276128719981 0.044316775062736097 -0.064278722278729605 0.0023176612377520029 | |
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leaf_count=28 212 22 30 110 57 541 | |
internal_value=0 -0.0274301 -0.0588456 0.00220517 -0.0131724 0.00830304 | |
internal_weight=0 2.91746 2.01369 35.6785 10.1308 25.5477 | |
internal_count=1000 80 52 920 269 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=295 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 22 22 9 4 11 | |
split_gain=0.245759 0.52754 0.674289 0.501131 0.958031 0.570749 | |
threshold=4.6643924713134775 -0.973119556903839 1.0790037512779238 -2.2834039926528926 -1.6822952032089231 2.0572024583816533 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.054250011200340835 0.089453509437541712 -0.013002932076170017 0.082997364444000687 0.032597536269019352 -0.0093260796743831042 0.039092412664785844 | |
leaf_weight=3.3242630846798411 0.9010931261582299 3.728200370038393 0.91028589972120233 7.3154731959075461 21.384877291166049 0.81583517557010043 | |
leaf_count=84 23 76 21 235 534 27 | |
internal_value=0 0.0194383 0.00583677 -0.00333184 0.00135989 -0.0358562 | |
internal_weight=0 5.53958 4.63849 32.8404 28.7004 4.1401 | |
internal_count=1000 120 97 880 769 111 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=296 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 4 10 5 7 7 9 | |
split_gain=0.245421 0.715008 0.887415 0.501254 1.15985 0.80842 0.0861871 | |
threshold=-1.0592629313468931 -4.2279446125030509 -1.8170885443687437 -0.15890216827392575 -1.6289549469947813 -1.4436311721801756 -1.6512793302536009 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.042658003019742687 0.021798412863947514 0.0083518989494186669 -0.049293324172518332 -0.016954640072858972 0.066852304727453057 -0.019275172008509464 0.10659886661662719 | |
leaf_weight=0.40042941551655531 8.036490849801341 5.5877722897275808 5.1152737408847306 3.0124080095265526 3.6549684392739463 11.869266399444312 0.44516566646052425 | |
leaf_count=9 184 153 196 50 103 271 34 | |
internal_value=0 -0.0122044 -0.0191983 0.00525604 0.0289872 -0.00269266 0.0763198 | |
internal_weight=0 11.5486 10.703 26.5731 6.66738 19.9058 0.845595 | |
internal_count=1000 392 349 608 153 455 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=297 | |
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num_cat=0 | |
split_feature=11 21 2 5 29 27 | |
split_gain=0.222342 0.481411 0.420787 0.403756 0.318704 0.125965 | |
threshold=-4.8831543922424308 -0.17300483584403989 -2.481732845306396 -0.94487735629081715 -1.0000000180025095e-35 -0.11786642670631407 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.041032687240135354 0.065644746673255566 -0.033108751679937938 -0.011576103012246056 0.010136369311234419 0.070121880863444438 -0.10699931597913702 | |
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leaf_count=24 19 31 411 466 29 20 | |
internal_value=0 -0.0297152 0.00195942 9.61405e-05 0.0146109 -0.0756595 | |
internal_weight=0 2.36388 35.4605 34.4525 1.20313 1.16075 | |
internal_count=1000 104 896 877 60 44 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=298 | |
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num_cat=2 | |
split_feature=10 3 1 1 21 13 17 | |
split_gain=0.24006 0.904345 0.856481 0.725462 0.763999 0.675491 0.383241 | |
threshold=1.8433723449707033 0.78698328137397777 0 1 -1.5426092147827146 -0.14496307820081708 -0.86640357971191395 | |
decision_type=2 2 1 1 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.0039356597330864199 0.013231437769798144 0.062994270413864531 -0.01476600992268718 -0.060663097586486282 0.018992789195145743 -0.039173020794420144 -0.067999147873645929 | |
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leaf_count=153 27 133 85 17 312 200 73 | |
internal_value=0 0.014645 0.035099 -0.00436572 0.0116299 -0.0199686 -0.0367077 | |
internal_weight=0 8.6098 6.15732 29.0676 14.3532 14.7144 2.45248 | |
internal_count=1000 318 218 682 329 353 100 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=299 | |
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num_cat=0 | |
split_feature=11 11 9 17 5 | |
split_gain=0.229675 0.494229 0.612149 0.492222 0.506994 | |
threshold=4.6643924713134775 3.9955254793167119 -2.2834039926528926 -1.1031919121742246 -3.3947547674179073 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.037136134787217785 -0.054437075279346318 -0.052529927748582318 0.0053933025351917095 -0.036515112575689672 0.047664779797919693 | |
leaf_weight=3.8868667728384088 0.77918660431168962 1.9126548643689592 26.178543508485745 0.88553787482669566 3.7251786317210636 | |
leaf_count=107 17 36 737 26 77 | |
internal_value=0 -0.00324053 -0.000104918 0.0190741 0.0314971 | |
internal_weight=0 31.9781 30.0654 5.3899 4.61072 | |
internal_count=1000 880 844 120 103 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=300 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=4 9 8 21 25 9 27 | |
split_gain=0.22716 0.856154 0.907129 0.7985 0.533395 0.767085 0.585328 | |
threshold=-0.44345408678054804 0.19106149673461917 0 -0.30010202527046198 -0.64878144860267628 -1.7243103981018064 -0.91020214557647694 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.034653444367992552 -0.056291842218667058 -0.028296464116231119 -0.023564382897261996 0.070636324577625809 0.038718278288493044 -0.026664512058432229 0.031704424812993896 | |
leaf_weight=3.9366793249937482 0.89095972466748197 1.0802646536030804 8.360516443499364 3.3326530713165985 2.0943053480586995 12.530127060035733 4.9870088218012851 | |
leaf_count=149 18 55 172 120 50 314 122 | |
internal_value=0 0.00863236 -0.00492721 0.046418 -0.00707553 -0.0173013 0.0183663 | |
internal_weight=0 16.7101 12.2972 4.41292 20.5024 14.6244 5.87797 | |
internal_count=1000 496 321 175 504 364 140 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=301 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=10 6 29 30 | |
split_gain=0.232266 0.345296 0.278954 0.346548 | |
threshold=-6.1436679363250724 -2.6051946878433223 -2.0384702682495113 -0.75394436717033375 | |
decision_type=2 2 2 2 | |
left_child=1 -1 -2 -4 | |
right_child=2 -3 3 -5 | |
leaf_value=0.012325756286054772 0.062513425859344093 -0.083310825663736293 -0.020199817574922924 0.0052131982705640968 | |
leaf_weight=0.71254724817117676 0.73696717247366805 0.80293804011307546 6.6397106261974796 27.972596595718645 | |
leaf_count=20 19 24 198 739 | |
internal_value=0 -0.0383446 0.00163444 0.000338196 | |
internal_weight=0 1.51549 35.3493 34.6123 | |
internal_count=1000 44 956 937 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=302 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=11 4 10 16 6 16 1 | |
split_gain=0.211879 0.61109 0.746231 0.451367 1.06828 0.942729 0.115428 | |
threshold=-1.0592629313468931 -4.2279446125030509 -1.8170885443687437 0.5102781653404237 0.71571540832519542 0.33554993569850927 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.10975216008750324 0.0028749795640082409 0.0076306404257348234 -0.046306067683159383 0.055188374275811095 -0.017695345589022953 -0.081142962188993001 0.032310194446595962 | |
leaf_weight=0.41765836605918594 16.027744116287074 5.3898586492578024 4.8944131022653883 4.7407704973375058 3.4926483299932443 1.4568898247089226 0.3569703827961338 | |
leaf_count=21 394 153 196 100 84 30 22 | |
internal_value=0 -0.0115871 -0.0180385 0.00496518 0.0242708 -0.00412573 0.0740648 | |
internal_weight=0 11.0589 10.2843 25.7181 8.23342 17.4846 0.774629 | |
internal_count=1000 392 349 608 184 424 43 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=303 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=24 31 16 12 31 31 27 | |
split_gain=0.214996 0.555701 0.880554 0.601485 0.526018 0.809787 0.738419 | |
threshold=0.29935918748378759 0.59073963761329662 0.55678552389144909 0.53920793533325206 0.44889840483665472 -0.077685132622718797 1.2188372015953066 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.0038671758904574027 0.038935510135015228 -0.055234873424051173 0.056693619143171864 -0.020725958377017319 0.0028828160745819386 -0.057835199226643701 0.089474623105081363 | |
leaf_weight=11.799324963962134 6.6816809025549428 2.4700912855914789 0.9824190922663546 2.2618255841080099 7.5367781504755822 3.6374492122195106 1.1328243607422335 | |
leaf_count=303 184 72 30 68 193 120 30 | |
internal_value=0 0.010692 -0.0233854 0.023847 -0.00551375 -0.0165839 0.0141974 | |
internal_weight=0 12.396 3.45251 8.94351 24.1064 15.4368 8.6696 | |
internal_count=1000 354 102 252 646 423 223 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=304 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 29 2 29 2 31 | |
split_gain=0.224894 0.56424 0.620352 0.588935 0.451846 0.541827 | |
threshold=-0.84586244821548451 0.11635308712720872 -0.045516252517700188 1.0102195739746096 4.1532464027404794 -1.7747542858123777 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 | |
right_child=4 3 -4 -5 -6 -7 | |
leaf_value=-0.074705539620243608 -0.063979442430892111 -0.071787806332904172 0.022867197841855889 0.016101884879591282 0.083391467700804855 0.0053244936019009514 | |
leaf_weight=0.77214103651931498 1.1796286539174641 2.4603104946072567 4.1739095539232931 1.1047664006473494 0.70501727116061275 25.821742300977352 | |
leaf_count=29 31 72 124 35 28 681 | |
internal_value=0 -0.0142248 0.00763486 -0.044552 0.0043603 0.00229676 | |
internal_weight=0 8.51113 4.94605 3.56508 27.7064 27.0014 | |
internal_count=1000 260 153 107 740 712 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=305 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 11 15 15 26 20 18 | |
split_gain=0.218599 0.576916 0.849098 0.727424 0.540267 0.645581 0.64374 | |
threshold=0.26117700338363653 0.95515820384025585 -0.83670252561569203 -0.82525604963302601 0.84513708949089061 -0.59975823760032643 -0.62856677174568165 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.029341538728015072 -0.01949383354224286 -0.033069693757749707 -0.038056452231924498 0.025879254209318844 0.042362770347078797 -0.06040845569451149 0.033189865052579419 | |
leaf_weight=2.4132176557322955 3.1802342679693529 2.8641253751993645 8.292299856773754 7.778261318417206 0.87660240620607544 2.019114533904939 8.5674064928025455 | |
leaf_count=80 86 64 262 187 26 58 237 | |
internal_value=0 -0.00647315 -0.0228637 0.0100147 0.00939128 -0.0292972 0.0189277 | |
internal_weight=0 21.3479 10.7055 10.6424 14.6434 2.89572 11.7476 | |
internal_count=1000 593 342 251 407 84 323 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=306 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 21 6 11 0 | |
split_gain=0.223617 0.581495 0.69426 0.594369 0.492002 0.528034 0.264449 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.51193365454673778 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.0016788995375316554 -0.010951468932052155 -0.031677478652531822 0.06117789215994357 0.027289713687863121 -0.10381190630975086 0.03144073683987577 -0.01300121730126424 | |
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leaf_count=195 356 112 136 60 46 78 17 | |
internal_value=0 0.00903854 0.027865 -0.0109446 -0.00692966 -0.00281923 -0.0659752 | |
internal_weight=0 15.4566 7.95865 7.49796 20.2718 18.9524 1.31937 | |
internal_count=1000 503 331 172 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=307 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 20 30 13 20 4 | |
split_gain=0.223367 0.484259 0.352219 0.50219 0.438723 0.291908 | |
threshold=-2.0779349803924556 0.5318211317062379 1.2851886153221133 0.28954052925109869 1.8299899697303774 -1.5022985935211179 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=0.0070829972360117333 0.0035321394042698109 0.035240372576033789 -0.057845609461202742 0.02794782673822252 0.081068479568066162 -0.085973784073066217 | |
leaf_weight=0.4694782856386156 29.158072173551776 0.7923868171928915 2.0948999173124316 1.0118050472228786 0.74849182271282089 1.1954359329101854 | |
leaf_count=15 780 28 53 38 21 65 | |
internal_value=0 -0.0291079 0.00214358 -0.029904 0.00547269 -0.0597333 | |
internal_weight=0 2.4573 33.0133 3.1067 29.9066 1.66491 | |
internal_count=1000 108 892 91 801 80 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=308 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=31 17 8 12 14 17 15 | |
split_gain=0.214898 0.459828 0.345098 0.691628 0.525525 0.331999 0.298117 | |
threshold=1.3691098093986513 -0.36764360964298243 0 0.38067720830440527 1.4200065732002261 -0.79640007019042958 0.30211952328681951 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=2 5 3 -1 -4 -2 -3 | |
right_child=1 6 4 -5 -6 -7 -8 | |
leaf_value=0.0021760041776632058 0.029137493177172281 0.021767235407967656 0.015684423120255041 -0.039575472289513643 -0.047846976889181402 -0.069172469820207569 0.098306362840842237 | |
leaf_weight=11.797149418831397 0.66768088247044943 1.2518845680751831 12.583372352346489 5.978187109969439 1.452287027510464 0.70752149447798751 0.85742494277656067 | |
leaf_count=303 22 38 413 144 43 19 18 | |
internal_value=0 0.0235482 -0.00261053 -0.0118658 0.00911075 -0.0214415 0.0528801 | |
internal_weight=0 3.48451 31.811 17.7753 14.0357 1.3752 2.10931 | |
internal_count=1000 97 903 447 456 41 56 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=309 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 17 15 7 26 13 | |
split_gain=0.209405 0.812336 0.635915 0.570664 0.471923 0.578592 | |
threshold=-0.44345408678054804 -0.53706440329551686 1.4129436016082766 -1.5995073318481443 1.5869815945625307 0.17688041925430301 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 | |
right_child=4 2 -4 -5 -6 -7 | |
leaf_value=-0.020444627699547094 0.011969747158081918 -0.012879515729017344 0.083726940057062202 0.062126246203352789 -0.071955278947005374 -0.023956771540015229 | |
leaf_weight=1.0862513030297121 10.600539249233412 10.188057551502419 0.7302128128649209 3.6477381674776561 1.056409079756121 7.7673624643139183 | |
leaf_count=32 267 315 23 126 30 207 | |
internal_value=0 0.00858237 -0.00641849 0.0431797 -0.00696083 -0.00322275 | |
internal_weight=0 15.6523 10.9183 4.73399 19.4243 18.3679 | |
internal_count=1000 496 338 158 504 474 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=310 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 7 6 11 18 | |
split_gain=0.201095 0.986751 0.830056 0.483991 0.677848 0.478167 0.42842 | |
threshold=1.0618134737014773 -1.5258474349975584 -1.3801147341728208 0.88489025831222545 -1.3626608252525327 0.91672056913375866 0.031244269572198394 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.027256671824001967 -0.0053943067819406639 0.059694836266313125 -0.0056854536537607695 0.082249204230771075 -0.00064927058809583285 0.0034961015352440944 -0.095361151159317745 | |
leaf_weight=9.8838573851535383 1.1067131878517105 4.0718929905560799 3.7121055688985489 1.4049579775455638 3.3106613757336154 10.351116118545177 1.0145092702659892 | |
leaf_count=279 60 112 101 54 128 216 50 | |
internal_value=0 0.0120392 0.0285157 -0.0048017 0.0240493 -0.0115252 -0.0484224 | |
internal_weight=0 9.90522 7.784 24.9506 4.71562 20.235 2.12122 | |
internal_count=1000 323 213 677 182 495 110 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=311 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 7 7 4 4 2 | |
split_gain=0.223121 0.699628 0.668197 0.61578 0.890451 0.710838 0.42498 | |
threshold=-0.94487735629081715 -0.96759614348411549 -2.702191829681396 -2.499995112419128 0.88662269711494457 1.1428854465484621 0.27778670191764837 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.0025130516124937247 0.019856928087118621 0.043858610696467459 -0.012465459124361936 0.0024092157930676907 -0.082862556189497574 0.049658421309717544 -0.10491215180351635 | |
leaf_weight=0.63065927712159542 1.6777093106647947 2.6272532712318926 10.62193437555106 11.815439098230859 1.6981162338342981 4.3586423096876379 1.1342111631893201 | |
leaf_count=26 60 66 271 368 42 102 65 | |
internal_value=0 -0.0091752 -0.00129665 0.00703395 -0.0318133 0.0151421 -0.0683208 | |
internal_weight=0 15.0141 13.2492 19.5499 3.37583 16.1741 1.76487 | |
internal_count=1000 428 337 572 102 470 91 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=312 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 9 11 4 | |
split_gain=0.205024 0.462663 0.409838 0.313646 0.722717 0.708511 | |
threshold=-2.0779349803924556 -1.1903105974197385 -1.6327362060546873 -2.3239196538925166 2.9679244756698613 -3.4333997964859004 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.071740226808724397 -0.047127246384484976 0.034411532225870761 -0.073602474545793162 0.073458501904596407 0.049583336626929327 0.0021371839165997258 | |
leaf_weight=0.38422973686829243 3.157696953101552 0.4588451171293858 1.4984566393432017 1.470910472562539 1.0230704742425585 26.250003897563147 | |
leaf_count=13 89 12 83 83 37 683 | |
internal_value=0 -0.0285863 -0.048281 0.00207091 -0.0234613 0.00592159 | |
internal_weight=0 2.34153 1.9573 31.9017 4.18077 27.7209 | |
internal_count=1000 108 95 892 126 766 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=313 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=5 12 11 29 6 31 | |
split_gain=0.202613 0.418449 0.305861 0.528852 0.427231 0.305812 | |
threshold=-3.3947547674179073 0.095968864858150496 4.6643924713134775 0.51327875256538402 1.9392026066780093 -0.083160869777202592 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 -3 | |
right_child=2 5 4 -5 -6 -7 | |
leaf_value=-0.083846646722558094 -0.011036666570704944 0.068353492943787938 0.048681402486768707 0.018520124051069158 -0.024128175605449595 -0.041925252346856477 | |
leaf_weight=0.84930084923689619 19.413114517614307 0.48739699125871982 2.8222708391549527 8.7968320834843308 1.1280180054018272 0.51946925155789347 | |
leaf_count=39 591 16 60 239 30 25 | |
internal_value=0 -0.0321494 0.00182951 -0.00181984 0.0278904 0.0114577 | |
internal_weight=0 1.85617 32.1602 28.2099 3.95029 1.00687 | |
internal_count=1000 80 920 830 90 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=314 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=4 9 8 21 5 7 9 | |
split_gain=0.219472 0.698249 0.703129 0.605103 0.458178 0.751832 0.54496 | |
threshold=-0.44345408678054804 0.19106149673461917 0 -0.6016876995563506 1.4048260450363161 -2.6677455902099605 -1.8577739000320432 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.021079884859584928 0.047628962793905216 -0.030235588520482606 0.03279400536128959 0.065074799197174335 -0.072351142183632478 0.066373778345516637 -0.018480381553094845 | |
leaf_weight=7.6000326362554915 1.3589529197197432 0.84546794745256226 3.556134651109458 3.1400529503007411 0.50407148106023703 1.736570996867157 15.125070573929408 | |
leaf_count=172 39 45 149 130 17 54 394 | |
internal_value=0 0.00892814 -0.00390707 0.0448561 -0.00726309 0.0351652 -0.0130303 | |
internal_weight=0 15.1417 11.1562 3.98552 18.7247 2.24064 16.484 | |
internal_count=1000 496 321 175 504 71 433 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=315 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=13 13 17 13 20 | |
split_gain=0.217397 0.588192 0.408637 0.356934 0.354665 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.95758008956909169 -1.187853932380676 -1.0864183306694029 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=0.083337179507250891 -0.084298719691259225 0.10842789035010132 -0.020110802568157476 0.027762210398872247 -0.0051725806717554494 | |
leaf_weight=0.48437197925523001 0.52443288709037261 0.66821053117746387 1.8040877735111278 3.7332317455911861 26.334130183000525 | |
leaf_count=14 16 12 70 118 770 | |
internal_value=0 0.0258863 0.00178484 -0.00250988 -0.00108332 | |
internal_weight=0 2.95667 2.28846 30.5918 30.0674 | |
internal_count=1000 96 84 904 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=316 | |
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num_cat=0 | |
split_feature=3 4 22 10 27 | |
split_gain=0.216258 0.538486 0.543207 0.518288 0.450785 | |
threshold=-0.49797442555427546 -3.3705158233642574 -0.79520875215530384 -4.9047172069549552 -1.1444159746170042 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.070733794593360003 -0.065151599749744993 0.024715970505784276 -0.031995046322053196 0.043609727815624499 0.0027074441363749871 | |
leaf_weight=0.72637506551109154 0.99947968218475836 2.2093550806748672 7.1713003790791836 3.1349681897554573 19.17655140113493 | |
leaf_count=30 25 65 229 90 561 | |
internal_value=0 -0.0122153 -0.0186383 0.00529865 0.00845458 | |
internal_weight=0 10.107 9.38066 23.311 22.3115 | |
internal_count=1000 324 294 676 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=317 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 4 7 18 22 15 19 | |
split_gain=0.222232 0.479605 1.09161 0.727182 0.461102 0.61978 0.575509 | |
threshold=0.26117700338363653 1.5504462718963625 -0.27817767858505243 -0.62856677174568165 0.035218209028244025 0.70298731327056896 0.83948722481727611 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
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internal_value=0 0.00985006 -0.0272548 0.0193805 -0.00678602 -0.0421306 -0.000158263 | |
internal_weight=0 13.5625 2.77165 10.7909 19.6837 3.10822 16.5755 | |
internal_count=1000 407 81 326 593 88 505 | |
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shrinkage=0.1 | |
Tree=318 | |
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split_feature=31 12 22 24 5 21 14 | |
split_gain=0.199736 0.484315 0.409209 0.337641 0.448168 0.435003 0.24984 | |
threshold=1.3691098093986513 -0.24935476481914517 -0.2196095138788223 0.29935918748378759 2.0177078247070317 0.99784511327743541 -1.0000000180025095e-35 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
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internal_value=0 0.0236418 0.0511234 -0.00256696 -0.0104301 0.0118724 -0.0310393 | |
internal_weight=0 3.22291 2.14492 29.7378 19.2532 10.4846 1.07799 | |
internal_count=1000 97 55 903 574 329 42 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=319 | |
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num_cat=0 | |
split_feature=3 10 4 10 0 2 | |
split_gain=0.202479 0.451512 0.641685 0.443394 0.411972 0.372649 | |
threshold=-0.49797442555427546 0.67908233404159557 -3.2548031806945796 -4.9047172069549552 2.7572460174560551 2.1161124706268315 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 -3 | |
right_child=3 5 -4 4 -6 -7 | |
leaf_value=0.094822532636161097 -0.061900994274769097 -0.10523232289994555 -0.0093913427946132402 0.0039547966763977841 0.053830802382213806 -0.019551342204988414 | |
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internal_weight=0 9.88186 7.73908 22.8895 21.9445 2.14278 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=320 | |
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split_feature=11 2 5 9 4 | |
split_gain=0.208548 0.358444 0.373761 0.324038 0.335975 | |
threshold=-4.8831543922424308 -2.481732845306396 -0.94487735629081715 -1.0644020438194273 -2.1543085575103755 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 -1 -5 | |
right_child=1 2 -4 4 -6 | |
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internal_value=0 0.00201586 0.0001514 -0.0317147 0.00816963 | |
internal_weight=0 30.6213 29.7382 1.9497 0.996196 | |
internal_count=1000 896 877 104 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=321 | |
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num_cat=0 | |
split_feature=9 6 7 16 29 7 18 | |
split_gain=0.201446 0.830482 0.711321 0.386919 0.601685 0.426543 0.362477 | |
threshold=1.0618134737014773 -1.5258474349975584 -1.3801147341728208 -1.4427587389945982 -0.038897270336747163 -3.3866791725158687 0.031244269572198394 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
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internal_value=0 0.0125027 0.0279866 -0.00496689 -0.0457244 -0.000878706 -0.0456558 | |
internal_weight=0 9.22225 7.2832 23.2211 2.11686 21.1042 1.93905 | |
internal_count=1000 323 213 677 67 610 110 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=322 | |
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split_feature=22 7 31 12 8 | |
split_gain=0.193819 0.518702 0.288927 0.540401 0.367439 | |
threshold=1.4963601827621462 -0.96313458681106556 1.3691098093986513 -0.21358815580606458 0 | |
decision_type=2 2 2 2 1 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
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internal_weight=0 2.50001 29.7058 2.87604 26.8298 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=323 | |
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split_gain=0.192124 0.728985 0.647603 0.416139 0.652175 0.318765 0.120946 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 -1.2419461011886594 -0.96798479557037342 1.1410110592842104 -0.54058271646499623 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 -3 6 -5 -1 -2 | |
right_child=3 2 -4 4 -6 -7 -8 | |
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internal_value=0 0.00865562 0.020135 -0.00692443 -0.00301403 -0.0359314 -0.06666 | |
internal_weight=0 14.2426 11.3265 17.8149 16.7204 2.91613 1.09454 | |
internal_count=1000 496 402 504 463 94 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=324 | |
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split_feature=30 21 2 17 31 17 | |
split_gain=0.196946 0.597227 0.580568 0.344377 0.807711 0.416028 | |
threshold=-0.75394436717033375 1.3575386404991152 0.75852215290069591 0.75022095441818248 -0.66474729776382435 0.46869157254695898 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
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internal_value=0 -0.0155667 -0.00493143 0.00396945 -0.0187629 0.00994345 | |
internal_weight=0 6.47854 5.77051 25.3586 5.27731 20.0813 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=325 | |
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num_cat=0 | |
split_feature=13 13 22 3 10 27 | |
split_gain=0.191462 0.529906 0.318177 0.292487 0.474297 0.426373 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.43575179576873774 -0.49797442555427546 -1.6335809230804441 -0.6061393916606902 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
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internal_value=0 0.0249951 0.00156066 -0.00244159 -0.018006 0.00407343 | |
internal_weight=0 2.7894 2.16387 28.8442 8.5111 20.3331 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=326 | |
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num_cat=0 | |
split_feature=0 2 14 9 11 7 18 | |
split_gain=0.19224 0.579471 0.814185 0.512152 0.932909 0.457027 0.220253 | |
threshold=-0.53437867760658253 2.2022285461425786 -0.95838096737861622 1.0618134737014773 2.8228979110717778 1.0854787826538088 0.16143011301755908 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
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internal_value=0 -0.014376 -0.00125245 0.00423957 0.0331335 -0.00306084 -0.075786 | |
internal_weight=0 7.19019 5.92417 24.2798 4.89726 19.3826 1.26602 | |
internal_count=1000 296 235 704 159 545 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=327 | |
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num_cat=1 | |
split_feature=8 7 27 6 3 3 | |
split_gain=0.203264 0.541754 0.629818 0.485576 0.457094 0.419267 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 -4.5184216499328604 3.0217821598052983 2.6349928379058842 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 | |
right_child=4 3 -4 -5 -6 -7 | |
leaf_value=-0.06070722095117248 -0.0067381072016693055 -0.10437776617454514 0.0079981025983025776 0.049314486660889376 -0.069481740484184859 0.062786381814267864 | |
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internal_value=0 0.00927285 -0.00355904 0.040715 -0.00702864 -0.00291079 | |
internal_weight=0 13.4276 9.53591 3.89171 17.7738 16.6744 | |
internal_count=1000 503 274 229 497 462 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=328 | |
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split_feature=25 15 4 | |
split_gain=0.195265 0.258812 0.243074 | |
threshold=-1.7584840655326841 -1.9646769762039182 -0.44345408678054804 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.046622623516738682 -0.054004272804677171 0.010550007287180007 -0.007821600188476335 | |
leaf_weight=0.87255911622196691 0.90589966494008223 12.868652404511531 16.35457808545106 | |
leaf_count=28 27 466 479 | |
internal_value=0 -0.00136337 0.000268465 | |
internal_weight=0 30.1291 29.2232 | |
internal_count=1000 972 945 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=329 | |
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num_cat=0 | |
split_feature=11 4 5 7 6 9 | |
split_gain=0.201135 0.298392 0.281932 1.04821 0.740127 0.25775 | |
threshold=-4.8831543922424308 -4.2021732330322257 0.74994230270385753 -2.577299833297729 -1.868333578109741 -0.50164487957954396 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 4 -4 -2 -3 | |
right_child=2 5 3 -5 -6 -7 | |
leaf_value=0.049349243799683279 -0.070273225913001031 -0.095437246235084663 -0.0639126781737102 0.045115871494982855 0.0019193168485387082 -0.011019434409845361 | |
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internal_value=0 -0.0324061 0.00199391 0.0226442 -0.00268994 -0.0526274 | |
internal_weight=0 1.80494 29.1485 5.38905 23.7594 1.44703 | |
internal_count=1000 104 896 200 696 79 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=330 | |
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num_cat=0 | |
split_feature=9 6 4 6 10 7 16 | |
split_gain=0.186401 0.700557 0.798717 0.582835 0.573206 0.378291 0.310387 | |
threshold=0.3670168817043305 -1.2840110063552854 -1.7280503511428831 -2.0841283798217769 -4.5996222496032706 -0.25185197591781611 -0.19770105928182599 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 5 -3 6 -5 -2 -1 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.0039568605395721426 -0.064946398647810627 0.10802819066729386 0.011758905622636786 -0.086307882556018276 -0.0074212497811299537 0.013061602146485022 0.099602449677164293 | |
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leaf_count=23 89 60 257 33 454 61 23 | |
internal_value=0 0.00879233 0.0202005 -0.00690556 -0.0122957 -0.0368015 0.0557599 | |
internal_weight=0 13.4686 10.773 17.2551 15.8885 2.69555 1.36664 | |
internal_count=1000 467 317 533 487 150 46 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=331 | |
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num_cat=0 | |
split_feature=11 0 4 0 5 7 7 | |
split_gain=0.179352 0.417683 0.501242 0.476079 0.398888 0.759929 0.612707 | |
threshold=-1.0592629313468931 1.5746666789054873 -4.2021732330322257 2.8220698833465581 -0.15890216827392575 -1.6289549469947813 -0.50514426827430714 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 -0.0119535 -0.0237275 0.0278999 0.00492061 0.0289093 -0.00279753 | |
internal_weight=0 8.90137 6.87135 2.03002 21.5442 5.24434 16.2999 | |
internal_count=1000 392 315 77 608 153 455 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=332 | |
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num_cat=0 | |
split_feature=3 22 0 4 | |
split_gain=0.192781 0.218187 0.327118 0.109467 | |
threshold=-2.7369303703308101 1.9384591579437258 -3.1315989494323726 -0.31387105584144587 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.012342884875383743 -0.10016697633979232 0.058843953737888754 0.0010763663267633955 -0.091538693714804095 | |
leaf_weight=0.34908245597034693 0.32274291545764455 0.64293548447312687 28.530055612209253 0.34905404192432143 | |
leaf_count=18 47 23 878 34 | |
internal_value=0 0.00122775 -5.6126e-05 -0.0519392 | |
internal_weight=0 29.4957 28.8528 0.698136 | |
internal_count=1000 948 925 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=333 | |
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num_cat=0 | |
split_feature=4 11 3 9 4 | |
split_gain=0.17642 0.381168 0.566961 0.417824 0.286231 | |
threshold=3.1555353403091435 4.5497055053710946 -0.40226960182189936 -2.2834039926528926 3.6998063325881962 | |
decision_type=2 2 2 2 2 | |
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right_child=4 2 -4 -5 -6 | |
leaf_value=-0.036963092312858763 -0.080248709303012145 -0.026159345154961367 0.058418228574927081 0.0021946018553823331 0.0075668078527947645 | |
leaf_weight=3.1133179949538414 0.69794643390923627 1.15649423096329 2.5187554762524078 21.844777438946039 0.79276796136036864 | |
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internal_value=0 0.00173751 0.0318041 -0.00269 -0.0335481 | |
internal_weight=0 28.6333 3.67525 24.9581 1.49071 | |
internal_count=1000 947 97 850 53 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=334 | |
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num_cat=0 | |
split_feature=24 25 4 31 31 | |
split_gain=0.186716 0.414781 0.394128 0.430516 0.380634 | |
threshold=0.29935918748378759 1.5966798663139345 2.6206307411193852 0.59073963761329662 0.44889840483665472 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 3 -2 -1 | |
right_child=2 -3 -4 -5 -6 | |
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internal_value=0 -0.00567096 0.0109886 0.0167962 -0.00292955 | |
internal_weight=0 19.7941 10.1912 9.37372 19.1088 | |
internal_count=1000 646 354 323 618 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=335 | |
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num_cat=0 | |
split_feature=13 11 9 9 | |
split_gain=0.18906 0.182369 0.553651 0.514836 | |
threshold=-1.9400736093521116 0.91672056913375866 -1.8577739000320432 -3.0424852371215816 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
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leaf_weight=0.49466768088314239 0.86477698374074208 2.4860214698856007 12.76984150180942 13.238490443325643 | |
leaf_count=24 29 81 343 523 | |
internal_value=0 -0.00104562 0.00653221 -0.00924276 | |
internal_weight=0 29.3591 15.2559 14.1033 | |
internal_count=1000 976 424 552 | |
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shrinkage=0.1 | |
Tree=336 | |
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split_feature=8 4 13 16 6 10 10 | |
split_gain=0.186964 0.522067 0.702991 0.599701 0.440529 0.617223 0.491997 | |
threshold=0 1.581968426704407 0.20118774473667148 0.5102781653404237 0.77008655667305004 -1.9995312094688413 1.819823205471039 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=-0.0054232913995554948 0.0056111925123328394 0.013684846227661522 -0.073892137445080039 0.062196723174872605 0.04168620055257808 -0.050189283161579681 0.050358617819365896 | |
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internal_value=0 0.00906645 -0.0220861 0.0220906 -0.00693717 -0.0327402 0.00318176 | |
internal_weight=0 12.8671 3.79349 9.07365 16.8721 4.75273 12.1194 | |
internal_count=1000 503 103 400 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=337 | |
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split_feature=28 20 25 24 28 13 29 | |
split_gain=0.171448 0.565574 0.446699 0.38056 0.373762 0.560553 0.548395 | |
threshold=0.89896380901336681 -0.22311427444219586 -1.0000000180025095e-35 -0.030815975740551945 0.36148001253604894 -0.080186594277620302 -0.052107142284512513 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
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internal_value=0 0.0158884 0.0376856 -0.0311805 -0.00367027 -0.0295657 0.00235146 | |
internal_weight=0 5.51257 3.76776 1.74481 23.969 4.52217 19.4469 | |
internal_count=1000 182 114 68 818 160 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=338 | |
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num_cat=0 | |
split_feature=9 4 13 6 13 7 11 | |
split_gain=0.180781 0.679962 0.72726 0.555126 0.488636 0.709359 0.703054 | |
threshold=0.19106149673461917 -1.6327362060546873 -0.041565617546439164 -4.5184216499328604 -0.049947589635848992 0.25074130296707159 2.1326044797897343 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
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internal_value=0 0.00849372 0.000140937 0.068904 -0.00727335 -0.0275672 0.0079694 | |
internal_weight=0 13.4754 11.8385 1.63689 15.7964 6.77558 9.02084 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=339 | |
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num_cat=0 | |
split_feature=25 15 30 | |
split_gain=0.187816 0.218027 0.242597 | |
threshold=-1.7584840655326841 -1.9646769762039182 -1.4530475735664365 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.047644527305026094 -0.051711103046734479 -0.040148117709129572 0.0023741315940846927 | |
leaf_weight=0.80430116663046902 0.83463207795284944 1.4149218455713803 25.923752806369514 | |
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internal_value=0 -0.00136369 0.000173379 | |
internal_weight=0 28.1733 27.3387 | |
internal_count=1000 972 945 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=340 | |
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num_cat=0 | |
split_feature=3 20 22 30 4 | |
split_gain=0.174121 0.382186 0.294828 0.281572 0.197412 | |
threshold=-2.0779349803924556 0.50320798158645641 1.9384591579437258 1.2851886153221133 -1.5022985935211179 | |
decision_type=2 2 2 2 2 | |
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right_child=2 -3 -4 -5 -6 | |
leaf_value=0.0021404773976997412 0.0038959094678609496 0.030250779737743306 0.074308244191398448 -0.031298194319841349 -0.087384495110460231 | |
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leaf_count=15 783 30 21 88 63 | |
internal_value=0 -0.0290751 0.00206555 0.000554548 -0.0625685 | |
internal_weight=0 1.92341 27.009 26.4557 1.22935 | |
internal_count=1000 108 892 871 78 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=341 | |
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num_cat=1 | |
split_feature=8 7 24 22 9 6 19 | |
split_gain=0.174775 0.485573 0.661998 0.402956 0.398481 0.523644 0.439933 | |
threshold=0 -0.53416204452514637 1.6863377690315249 0.11495012417435647 1.3687919378280642 -1.5258474349975584 1.3722550272941592 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.00891564 -0.00361946 0.040016 -0.00680331 0.0283989 -0.0137183 | |
internal_weight=0 12.4555 8.87743 3.57807 16.3699 2.68769 13.6822 | |
internal_count=1000 503 274 229 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=342 | |
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split_gain=0.171761 0.265996 0.47468 0.273841 0.249062 | |
threshold=4.1532464027404794 2.090929508209229 -0.7118559181690215 -1.5866907835006712 -0.94009315967559803 | |
decision_type=2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 | |
right_child=4 2 -4 -5 -6 | |
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internal_value=0 -0.00150407 -0.0329085 0.00157137 0.0398752 | |
internal_weight=0 27.5408 2.4565 25.0843 1.04105 | |
internal_count=1000 956 134 822 44 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=343 | |
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num_cat=1 | |
split_feature=0 1 10 9 28 2 27 | |
split_gain=0.171176 0.497823 0.678554 0.570653 0.492371 0.555462 0.0937139 | |
threshold=-0.53437867760658253 0 2.3550301790237431 2.2335890531539921 -1.1403951048851011 2.5457446575164799 -0.11786642670631407 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
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internal_value=0 0.00419221 -0.00974898 0.0203979 -0.0143498 -0.00241458 -0.0784856 | |
internal_weight=0 22.0348 11.8449 10.1898 6.43222 5.42303 1.00919 | |
internal_count=1000 704 405 299 296 253 43 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=344 | |
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split_feature=5 7 5 9 7 21 17 | |
split_gain=0.168163 0.602271 0.809881 0.729511 0.441152 0.887603 0.511155 | |
threshold=-0.94487735629081715 -1.3431769609451292 -1.1115577816963194 0.79456663131713878 -1.2958345413208006 1.0718984603881838 -0.32331028580665583 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 -0.00869193 0.0163244 -0.028038 0.00685152 0.019641 -0.0149869 | |
internal_weight=0 12.4444 5.42691 7.01753 15.7948 9.96112 5.83365 | |
internal_count=1000 428 177 251 572 373 199 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=345 | |
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num_cat=1 | |
split_feature=8 7 10 9 6 0 9 | |
split_gain=0.168227 0.418217 0.547256 0.415363 0.3704 0.584145 0.466496 | |
threshold=0 -0.24360075592994687 -3.2757716178894039 2.3375082015991215 0.77008655667305004 1.5622318387031557 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.070355207275355533 -0.046985849144900796 0.05866244855033434 0.0074310973439696438 -0.060400353958629763 -0.062103320620568558 0.011157216829623279 0.010907301553058942 | |
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leaf_count=29 51 191 268 15 102 53 291 | |
internal_value=0 0.00896439 -0.00108533 0.0437747 -0.0067215 -0.0311805 0.00275999 | |
internal_weight=0 11.9547 9.27659 2.67815 15.9719 4.46184 11.51 | |
internal_count=1000 503 297 206 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=346 | |
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num_cat=0 | |
split_feature=19 7 0 19 5 10 | |
split_gain=0.169166 0.395956 0.225122 0.249957 0.201022 0.158276 | |
threshold=-1.3991433978080747 -0.63991045951843251 3.7561185359954838 -1.1014074087142942 -1.2379121780395506 0.73775774240493786 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 3 -2 -3 -1 | |
right_child=2 4 -4 -5 -6 -7 | |
leaf_value=-0.10382051659628649 0.04351773541412108 -0.03014444157000892 0.045473046502773506 -0.0021655735531388911 0.059624662653478336 -0.02827385975144054 | |
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leaf_count=20 50 17 35 831 23 24 | |
internal_value=0 -0.0271786 0.00223404 0.00019759 0.0183471 -0.0682548 | |
internal_weight=0 2.11739 25.5664 24.4164 1.0043 1.11309 | |
internal_count=1000 84 916 881 40 44 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=347 | |
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num_cat=0 | |
split_feature=3 4 7 6 10 9 | |
split_gain=0.160475 0.454228 0.442325 0.367294 0.572846 0.552096 | |
threshold=-0.24213722348213193 -3.3705158233642574 -2.702191829681396 1.7042843699455263 1.0763437151908877 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.063164972306710546 -0.039045542440689529 0.021546450449714372 -0.029756304296829784 -0.098353033391036973 0.008549204994998243 0.017806286177771871 | |
leaf_weight=0.77226665393391059 1.9482164272485558 2.249181916107772 6.6478115716254278 0.82940485645667594 1.2669719346595227 13.862121634163485 | |
leaf_count=38 71 81 245 27 83 455 | |
internal_value=0 -0.0104012 -0.0167868 0.00558566 -0.0337453 0.0108008 | |
internal_weight=0 9.66926 8.89699 17.9067 2.09638 15.8103 | |
internal_count=1000 364 326 636 110 526 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=348 | |
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num_cat=0 | |
split_feature=0 26 2 9 11 7 29 | |
split_gain=0.161531 0.481921 0.62926 0.410645 0.698588 0.324541 0.256655 | |
threshold=-0.53437867760658253 -0.85785791277885426 -0.49497580528259272 1.0618134737014773 2.8228979110717778 1.6478592157363894 0.57423835992813121 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.0051534847152763796 -0.0077085007588727555 0.053120582503207087 -0.044482189832968484 0.078838923453940696 -0.0036394564611096645 0.035896518592877721 0.096282541566753047 | |
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leaf_count=44 454 45 190 97 62 91 17 | |
internal_value=0 -0.0142322 -0.0287219 0.00412435 0.0322105 -0.0027753 0.039454 | |
internal_weight=0 6.19519 4.87851 21.1908 4.17909 17.0117 1.31668 | |
internal_count=1000 296 235 704 159 545 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=349 | |
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num_cat=0 | |
split_feature=22 7 11 7 5 | |
split_gain=0.161475 0.342539 0.257266 0.519847 0.468982 | |
threshold=1.4963601827621462 -0.96313458681106556 -0.056552402675151818 2.3343892097473149 -0.15890216827392575 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 | |
right_child=1 -3 4 -5 -6 | |
leaf_value=-0.022877132966134361 -0.01558096477568062 0.064782716077628505 -0.0033070724938943225 0.056196398095301393 0.039308758507246598 | |
leaf_weight=8.5815167941418657 1.0141191673174037 1.111912009633669 12.250923454645092 0.92059645990957584 3.2720559526351236 | |
leaf_count=401 32 35 368 57 107 | |
internal_value=0 0.0264492 -0.00225696 -0.0152162 0.00567583 | |
internal_weight=0 2.12603 25.0251 9.50211 15.523 | |
internal_count=1000 67 933 458 475 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=350 | |
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num_cat=1 | |
split_feature=8 4 18 16 3 11 | |
split_gain=0.163699 0.413153 0.550672 0.468069 0.3677 0.383588 | |
threshold=0 1.581968426704407 0.091590221971273436 0.5102781653404237 3.0217821598052983 3.3369733095169072 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 | |
right_child=4 2 -4 -5 -6 -7 | |
leaf_value=0.0059766373899375084 -0.011990132139329677 0.021059874082761471 -0.059389528791058958 0.058872993118742528 -0.068108747799428077 0.026042694110683204 | |
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internal_value=0 0.0089972 -0.0202568 0.0212099 -0.00673491 -0.00285757 | |
internal_weight=0 11.5642 3.40586 8.15834 15.4517 14.5335 | |
internal_count=1000 503 103 400 497 462 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=351 | |
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split_feature=31 31 3 | |
split_gain=0.161622 0.407842 0.27553 | |
threshold=-2.0173729658126827 -1.7747542858123777 -2.0779349803924556 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.048901487311643829 -0.083596381419285659 -0.039068187742067904 0.0033687091227444324 | |
leaf_weight=0.6592073115316478 0.58771389754838566 1.6343524918247663 23.954710387410152 | |
leaf_count=24 20 103 853 | |
internal_value=0 -0.00123336 0.000658299 | |
internal_weight=0 26.1768 25.5891 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=352 | |
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num_cat=0 | |
split_feature=19 15 3 15 30 11 5 | |
split_gain=0.157312 0.626032 0.726972 0.553887 0.544776 0.483111 0.47824 | |
threshold=0.17471633106470111 0.74613836407661449 1.5082014799118044 0.42414110898971563 -0.066120412200689302 -2.6286970376968379 0.78740841150283825 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
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internal_value=0 -0.00635058 0.0307833 0.00925663 0.0249451 -0.0231916 -0.0169606 | |
internal_weight=0 15.8895 3.5311 10.8805 7.33439 3.54613 12.3585 | |
internal_count=1000 571 118 429 286 143 453 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=353 | |
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num_cat=0 | |
split_feature=29 29 26 29 | |
split_gain=0.155564 0.26395 0.57143 0.333644 | |
threshold=-2.0384702682495113 -0.88508096337318409 0.49312175810337072 -0.12295129895210265 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.051768779148364065 -0.052519673488591115 0.020490327006379986 0.036092548945461725 -0.0055777157286961733 | |
leaf_weight=0.56792116927681746 2.4887476131334583 7.2576271909929426 1.0284791657468302 15.177572432645313 | |
leaf_count=20 107 276 45 552 | |
internal_value=0 -0.00113796 -0.0266084 0.00285511 | |
internal_weight=0 25.9524 3.51723 22.4352 | |
internal_count=1000 980 152 828 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=354 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 17 27 | |
split_gain=0.14671 0.234944 0.335963 0.271906 | |
threshold=-1.7371324896812437 -1.3991433978080747 0.54740771651268016 -0.56510543823242176 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.039791680872601883 -0.0074634140633013588 0.017449153348958458 -0.10193032870871131 -0.005836496663356474 | |
leaf_weight=0.8948390446894362 1.2203600499487972 7.1915234443004108 0.544421403625165 16.56661214304949 | |
leaf_count=32 54 257 25 632 | |
internal_value=0 -0.0014029 -0.0366057 0.00121201 | |
internal_weight=0 25.5229 1.76478 23.7581 | |
internal_count=1000 968 79 889 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=355 | |
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num_cat=0 | |
split_feature=3 12 4 10 25 | |
split_gain=0.147349 0.378838 0.393782 0.374238 0.359644 | |
threshold=-0.24213722348213193 -2.298059225082397 -3.3705158233642574 -5.3222155570983878 1.6145035624504092 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.079278259877690535 -0.072549973012765764 0.056791183553913077 -0.020985874318426863 0.011198178265201694 -0.067036603039744735 | |
leaf_weight=0.45047745865303923 0.59308362612501042 0.70779408211819728 8.1064888958953834 15.873446131645323 0.61017554739373814 | |
leaf_count=11 19 36 317 588 29 | |
internal_value=0 -0.0101689 -0.0147403 0.00549411 0.00830216 | |
internal_weight=0 9.26476 8.81428 17.0767 16.4836 | |
internal_count=1000 364 353 636 617 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=356 | |
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num_cat=0 | |
split_feature=24 19 19 19 31 16 27 | |
split_gain=0.148239 0.29412 0.582014 0.525679 0.277932 0.541979 0.404035 | |
threshold=0.29935918748378759 -0.67611560225486744 0.12578448653221133 -0.77139458060264576 0.59073963761329662 0.55678552389144909 -0.32859428226947779 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.0022268359277756492 -0.0073482681636255825 -0.039678639696032907 0.004542667046366371 0.097234866386924856 -0.047647093261436894 0.056330510557667704 0.043077421698984764 | |
leaf_weight=4.3245830420564744 2.7956920964061283 5.0775903690264403 7.1917186743376078 0.67300132801756518 1.7662278382631487 0.69998082268284623 3.6812549534515693 | |
leaf_count=162 103 186 284 14 72 30 149 | |
internal_value=0 -0.00542848 -0.0137581 0.0150211 0.0104337 -0.0181353 0.0213118 | |
internal_weight=0 17.2669 12.2693 4.99758 8.94316 2.46621 6.47695 | |
internal_count=1000 646 470 176 354 102 252 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=357 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 10 9 5 2 11 | |
split_gain=0.157433 0.366682 0.462354 0.362972 0.344594 0.621339 0.49503 | |
threshold=0 -0.24360075592994687 -3.2757716178894039 -1.1080552935600279 -2.1253163814544673 3.3849450349807744 3.7105647325515752 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.067765858600554549 -0.055400764499426505 0.10265212777603483 0.0073730203378670105 0.018072385091343471 -0.0074990885122262823 0.063903417956500327 0.049569789668681294 | |
leaf_weight=0.91584331967169319 2.6657710962608703 0.72555791654303936 7.7387397469210546 1.6874068709694263 9.968038283295753 0.52201571559999127 1.793429554090834 | |
leaf_count=29 114 70 268 136 322 14 47 | |
internal_value=0 0.00903276 -0.000578309 0.0435048 -0.00670123 -0.0358641 0.00120297 | |
internal_weight=0 11.0675 8.65458 2.41296 14.9493 3.18779 11.7615 | |
internal_count=1000 503 297 206 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=358 | |
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num_cat=0 | |
split_feature=9 6 4 6 10 20 5 | |
split_gain=0.15596 0.572891 0.621723 0.504918 0.577457 0.410249 0.324683 | |
threshold=0.3670168817043305 -1.2840110063552854 -1.7280503511428831 -1.3626608252525327 -4.3147511482238761 0.94570809602737438 0.74994230270385753 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=-0.026374622825660839 -0.065394099757951726 0.10668013869634413 0.01211306480632468 -0.0067463472449802095 0.073284682795224251 -0.055212813844051682 0.013492601747827543 | |
leaf_weight=0.95093332033138755 1.4191482972491933 0.75903901351921277 8.2674992846204969 9.9410994733916578 1.4962159428760067 2.118703836473288 0.82506610118434753 | |
leaf_count=35 103 60 257 366 58 74 47 | |
internal_value=0 0.0088235 0.0200652 -0.00685716 0.0345583 -0.0152611 -0.0363921 | |
internal_weight=0 11.2708 9.02654 14.507 2.44715 12.0598 2.24421 | |
internal_count=1000 467 317 533 93 440 150 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=359 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 17 12 31 27 16 11 | |
split_gain=0.154853 0.300977 0.320774 0.242003 0.491858 0.328678 0.193798 | |
threshold=1.3691098093986513 -0.36764360964298243 0.53920793533325206 -0.1249653398990631 1.0865690112113955 -1.8235858082771299 1.2296399474143984 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 -3 | |
right_child=1 6 -4 5 -6 -7 -8 | |
leaf_value=0.013867687649114883 -0.073222654681532218 0.077920377647437977 0.04125780038081911 -0.10064476006784216 -0.051374159796307418 -0.010030269954132661 0.0041986672545627751 | |
leaf_weight=10.994026031801701 0.52357748062058851 0.98041622649179661 0.4596148910059128 0.41647486723377269 1.2912679208529869 10.300985386169485 0.5604028508241754 | |
leaf_count=401 27 32 14 13 55 434 24 | |
internal_value=0 0.023523 -0.0197062 -0.00256986 0.00701033 -0.0135515 0.0511075 | |
internal_weight=0 2.52401 0.983192 23.0028 12.2853 10.7175 1.54082 | |
internal_count=1000 97 41 903 456 447 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=360 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 5 12 0 | |
split_gain=0.155126 0.202402 0.326523 0.266074 | |
threshold=1.9680437445640566 -3.3303779363632198 0.095968864858150496 3.9563815593719487 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.08420635310558483 0.050751692724628553 -0.00092562838046447618 0.008225752923316695 0.057099921019965631 | |
leaf_weight=0.739326447739592 0.58840119588421558 22.438208668465453 0.79114872820719029 0.81909507676027615 | |
leaf_count=43 18 869 43 27 | |
internal_value=0 -0.00120008 -0.0364254 0.00111796 | |
internal_weight=0 24.7878 1.53048 23.2573 | |
internal_count=1000 982 86 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=361 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 10 6 3 5 7 6 | |
split_gain=0.147134 0.393238 0.494257 0.3886 0.352935 0.626813 0.47502 | |
threshold=-0.056552402675151818 0.88901996612548839 1.1451571583747866 1.0190169811248782 -0.15890216827392575 -1.6289549469947813 -0.80244350433349598 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.0091336600711251197 -0.05075669525230872 -0.081387663259204268 0.066226253465003701 0.0064226391450147623 -0.0082076445176262267 0.080165729890298007 0.0060822857906973303 | |
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leaf_count=275 77 79 50 81 39 77 322 | |
internal_value=0 -0.00978348 0.00107394 -0.0476598 0.00594401 0.0355244 -0.00163686 | |
internal_weight=0 9.56227 7.43189 2.13038 15.7388 3.21071 12.5281 | |
internal_count=1000 485 325 160 515 116 399 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=362 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 0 30 6 11 0 | |
split_gain=0.141741 0.382195 0.440587 0.427938 0.337516 0.348585 0.177102 | |
threshold=0 0.61790910363197338 0.23862367868423465 0.87502706050872814 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0018262753505277288 -0.010438226701109386 0.0022325163273886899 0.054880502407886167 -0.074202309708594955 -0.10280970829485754 0.030237918598953875 -0.012945968112542642 | |
leaf_weight=2.6810721003203071 10.823336393365024 4.3553701116634329 2.8021207667297858 0.88057992391986761 0.53018854770925905 2.6160621378585338 0.37401671125553548 | |
leaf_count=138 356 139 193 33 46 78 17 | |
internal_value=0 0.00870105 0.0271531 -0.0106223 -0.00649925 -0.00252036 -0.0656383 | |
internal_weight=0 10.7191 5.48319 5.23595 14.3436 13.4394 0.904205 | |
internal_count=1000 503 331 172 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=363 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 11 15 30 21 14 17 | |
split_gain=0.151326 0.361952 0.506261 0.478549 0.314554 0.378096 0.369321 | |
threshold=0.26117700338363653 0.95515820384025585 -0.83670252561569203 -0.75394436717033375 0.29127179086208349 -0.41623453795909876 -1.6738155484199522 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.026306616851457167 0.076975530194996478 -0.047474486037177632 -0.036711417448822573 0.020273712107835132 -0.0087849612870412232 0.0531372996987588 -0.013113624817715268 | |
leaf_weight=1.6499131775635758 0.49693400666001242 1.2518377689993938 5.6073051251732995 6.2388529446470784 1.5655296422410172 2.6640785756535479 5.3989327340259461 | |
leaf_count=80 21 52 262 199 64 99 223 | |
internal_value=0 -0.00646832 -0.0223844 0.00895169 0.00940805 0.0302177 -0.00552045 | |
internal_weight=0 14.7479 7.25722 7.49069 10.1255 4.22961 5.89587 | |
internal_count=1000 593 342 251 407 163 244 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=364 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 13 6 10 16 5 | |
split_gain=0.14568 0.480301 0.522968 0.438912 0.410943 0.24254 0.000671978 | |
threshold=0.3670168817043305 -2.5852311849594112 -0.041565617546439164 -2.0841283798217769 -4.5996222496032706 -0.26312817633152003 -2.4508166313171382 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.00014685037113743173 0.10977487521716277 0.026563383582576944 -0.018361925048691951 -0.082967983048067503 -0.0075354094564596356 0.093993142946318123 0.10222599509600881 | |
leaf_weight=0.48726574069587514 0.19624409839161672 5.1793171398403492 5.1852964674908426 0.76871232956182112 11.938874681432937 0.63333846947716554 0.29545768800744454 | |
leaf_count=21 6 203 210 33 454 25 48 | |
internal_value=0 0.00866908 0.00408777 -0.00680796 -0.0120985 0.0531865 0.105239 | |
internal_weight=0 10.8563 10.3646 13.8282 12.7076 1.1206 0.491702 | |
internal_count=1000 467 413 533 487 46 54 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=365 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 7 13 22 29 29 | |
split_gain=0.150839 0.514309 0.453462 0.253657 0.405241 0.396759 | |
threshold=1.3883623480796816 -1.6642212867736814 1.4956029057502749 0.58588045835495006 0.51327875256538402 0.70162639021873485 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=-0.020574516020302268 0.074208627012972705 0.067864550497508613 -0.052418104491682306 0.028755899074195748 0.013511777242699053 -0.031347359395623609 | |
leaf_weight=10.614599843544061 1.1120735788717868 0.45065228478051622 1.0292900478380032 4.6705972887357339 5.1947356427117475 1.4360114690534826 | |
leaf_count=455 34 17 45 194 190 65 | |
internal_value=0 0.0228221 -0.0157912 -0.00268791 -0.00937422 0.0146222 | |
internal_weight=0 2.59202 1.47994 21.9159 15.8093 6.10661 | |
internal_count=1000 96 62 904 645 259 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=366 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=22 27 22 22 30 | |
split_gain=0.143222 0.401261 0.311112 0.343326 0.223791 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 -0.090606000274419771 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 -2 -4 -1 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=-0.047762766423281269 -0.065339512206184891 0.09549218885185233 0.056814231740229593 -0.0027679244466788195 0.036592963289170499 | |
leaf_weight=0.61924366299353995 0.75373518328706524 0.58205317877582263 1.0144105027429855 20.739056486167094 0.63904575482593173 | |
leaf_count=30 32 20 36 852 30 | |
internal_value=0 0.026837 -0.00217796 1.05184e-05 -0.00492114 | |
internal_weight=0 1.84034 22.5072 21.7535 1.25829 | |
internal_count=1000 80 920 888 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=367 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=13 0 4 9 | |
split_gain=0.142698 0.154294 0.378916 0.293802 | |
threshold=-1.9400736093521116 -1.608339190483093 -0.97413113713264454 1.555183529853821 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.06029653754096586 0.078254169086202488 -0.0037569220800298142 -0.044503345197714664 0.027069341495154532 | |
leaf_weight=0.38650625805894634 0.29303362075006623 18.061868610933747 1.7717764411245323 3.7303703953584764 | |
leaf_count=24 22 671 124 159 | |
internal_value=0 -0.000955577 -0.0270818 0.00151988 | |
internal_weight=0 23.857 2.06481 21.7922 | |
internal_count=1000 976 146 830 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=368 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 29 26 29 | |
split_gain=0.138087 0.217115 0.44635 0.256699 | |
threshold=-2.0384702682495113 -0.88508096337318409 0.49312175810337072 -0.12295129895210265 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.05081999883257992 -0.049656918118387017 0.018876202774957954 0.032635400043565375 -0.0050728791878962764 | |
leaf_weight=0.52351206779713066 2.2397414799816064 6.614376463850939 0.93394956262636686 13.84067612568105 | |
leaf_count=20 107 276 45 552 | |
internal_value=0 -0.00110444 -0.02544 0.00267133 | |
internal_weight=0 23.6287 3.17369 20.4551 | |
internal_count=1000 980 152 828 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=369 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=24 16 4 25 26 7 | |
split_gain=0.132743 0.303152 0.338803 0.271784 0.309399 0.28597 | |
threshold=0.29935918748378759 -1.6970821619033811 2.6206307411193852 0.95483565330505382 0.19899491220712665 -0.24360075592994687 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=0.01189349744441285 -0.078886754159623929 0.02075806972694802 -0.053275471745197478 -0.068421211628465289 -0.018806957774177013 0.00769516504694716 | |
leaf_weight=8.3030115379660874 0.3643287657178006 7.2137348965643451 0.67607766129367508 1.277706539614883 5.429165936946446 0.80428925863816303 | |
leaf_count=320 21 302 31 62 221 43 | |
internal_value=0 0.0102959 0.0144141 -0.00534883 -0.000244262 -0.0390169 | |
internal_weight=0 8.25414 7.88981 15.8142 13.7322 2.082 | |
internal_count=1000 354 333 646 541 105 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=370 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 13 16 5 2 9 | |
split_gain=0.139008 0.329387 0.467091 0.374929 0.280158 0.542833 0.453744 | |
threshold=0 1.581968426704407 0.20118774473667148 0.5102781653404237 -1.2619942426681516 2.1161124706268315 1.3687919378280642 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.0060281950045107599 -0.04549106799148115 0.013211700886472492 -0.067413682271490361 0.056493336133347873 -0.0058343387671437293 0.027869900509105941 0.055845169022894214 | |
leaf_weight=5.1851536816684529 3.6622091345998351 1.793834679941938 1.1987212457170242 2.0559294434733602 7.2272018617295526 1.3920292534348844 1.4284253304140291 | |
leaf_count=274 153 63 40 126 237 51 56 | |
internal_value=0 0.00882314 -0.0190842 0.0203565 -0.00657901 -0.0252861 0.00434454 | |
internal_weight=0 10.2336 2.99256 7.24108 13.7099 5.05424 8.65563 | |
internal_count=1000 503 103 400 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=371 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 10 12 6 6 | |
split_gain=0.1358 0.31812 0.317857 0.349404 0.299988 | |
threshold=-0.24213722348213193 -5.6221578121185294 -2.298059225082397 -1.5970541238784788 1.7042843699455263 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 -1 -4 -3 | |
right_child=1 4 3 -5 -6 | |
leaf_value=0.076326440087966727 -0.083555473665396562 0.013074689801986518 0.03440086117718346 -0.023714915436240845 -0.030461543913135172 | |
leaf_weight=0.40300576493609686 0.39048221055418331 13.236802786355833 1.224002227088931 6.6827624908310117 1.7976550297753426 | |
leaf_count=11 15 511 73 280 110 | |
internal_value=0 0.00555469 -0.0103029 -0.0147183 0.00786911 | |
internal_weight=0 15.4249 8.30977 7.90676 15.0345 | |
internal_count=1000 636 364 353 621 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=372 | |
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num_cat=0 | |
split_feature=31 14 12 22 5 24 | |
split_gain=0.133444 0.279523 0.35758 0.235303 0.311433 0.269568 | |
threshold=1.3691098093986513 0.81121668219566356 0.18951624631881717 1.4963601827621462 -2.1253163814544673 -0.55970510840415943 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=-0.023064577633793881 -0.06087396036225147 0.074370037905519118 0.037241168966826402 -0.03803212246099346 0.059021427206368306 0.0022884117097776171 | |
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internal_value=0 0.0229526 -0.000811506 -0.00246151 0.0332724 -0.00554801 | |
internal_weight=0 2.28763 1.56453 21.3344 1.69624 19.6382 | |
internal_count=1000 97 69 903 60 843 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=373 | |
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num_cat=0 | |
split_feature=13 7 25 30 0 22 | |
split_gain=0.136123 0.420826 0.404367 0.232298 0.372926 0.342445 | |
threshold=1.3883623480796816 -1.6642212867736814 0.033471057191491134 0.55339282751083385 -0.10111981630325316 0.56315755844116222 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.0059861616670507916 0.070602676124840655 -0.065403433636421288 0.042266223728687581 -0.06128665635801564 -0.0039691016877583416 0.026534259715051502 | |
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internal_value=0 0.0223885 -0.0134512 -0.00258273 -0.0199282 0.00377508 | |
internal_weight=0 2.43536 1.39695 21.0645 5.65001 15.4145 | |
internal_count=1000 96 62 904 263 641 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=374 | |
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num_cat=1 | |
split_feature=8 4 19 11 31 12 17 | |
split_gain=0.1363 0.313193 0.386216 0.372729 0.254981 0.417529 0.321746 | |
threshold=0 0.45788866281509405 0.13681121915578845 -0.63245621323585499 1.3691098093986513 0.38067720830440527 -0.26058036088943476 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.0019055490747802704 0.0020018099548279331 -0.032603877912285188 0.02370314909275624 0.056807159036637279 -0.028963567086292465 -0.03754000313546587 0.068325628000152766 | |
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leaf_count=192 303 100 78 133 21 144 29 | |
internal_value=0 0.00883488 -0.0088726 0.0265304 -0.00660469 -0.0114536 0.0327528 | |
internal_weight=0 9.99523 4.99592 4.99931 13.3608 11.8953 1.46553 | |
internal_count=1000 503 178 325 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=375 | |
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num_cat=0 | |
split_feature=3 11 9 2 10 | |
split_gain=0.147046 0.140497 0.348786 0.338183 0.101147 | |
threshold=-2.7369303703308101 -1.0592629313468931 -0.50164487957954396 -2.6145871877670284 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.014309150090516627 -0.035905816051347142 0.10990425397715552 0.010295140555703018 0.0042363736481162142 -0.10247220646918112 | |
leaf_weight=0.30466047921800055 3.0418907476123422 0.30880904570222689 3.530511456319803 15.766062153699743 0.22715883619275956 | |
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internal_value=0 0.00122999 -0.0110879 0.00626632 -0.0519667 | |
internal_weight=0 22.6473 6.5724 16.0749 0.531819 | |
internal_count=1000 948 373 575 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=376 | |
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num_cat=0 | |
split_feature=3 12 5 10 2 | |
split_gain=0.133789 0.321877 0.343942 0.244446 0.292982 | |
threshold=-0.49797442555427546 -2.298059225082397 0.47640135884284979 -4.9047172069549552 -0.57413148880004872 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.088945355021818939 -0.056282492438750553 -0.030329381055245675 0.020250924043870813 0.042694658508320327 0.0021165829414408551 | |
leaf_weight=0.30467934708576638 0.62537189107388869 4.7992168234268346 1.8675181184898972 2.0507610914028236 13.443886471663053 | |
leaf_count=8 25 212 104 110 541 | |
internal_value=0 -0.011567 -0.0161606 0.00501328 0.00748721 | |
internal_weight=0 6.97141 6.66673 16.12 15.4946 | |
internal_count=1000 324 316 676 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=377 | |
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num_cat=0 | |
split_feature=4 9 11 9 2 5 27 | |
split_gain=0.128384 0.724904 0.474958 0.401067 0.333237 0.427116 0.363716 | |
threshold=-1.6112870573997495 -0.89385390281677235 -3.5487818717956539 -3.0424852371215816 3.0348654985427861 0.74994230270385753 -0.067954868078231798 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.090616363788576348 -0.019081668234917998 -0.021902174931447825 0.084067253415669937 -0.00033561164196800993 0.07129340744404207 0.021996548008186956 -0.0093408755017904879 | |
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leaf_count=27 432 58 103 132 51 143 54 | |
internal_value=0 0.0124604 0.0575007 -0.0139811 -0.00447784 -0.00996515 0.031464 | |
internal_weight=0 6.08686 2.25156 3.8353 16.8964 14.6584 2.23793 | |
internal_count=1000 320 161 159 680 575 105 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=378 | |
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num_cat=0 | |
split_feature=5 3 5 3 29 | |
split_gain=0.129878 0.159879 0.591691 0.265652 0.143152 | |
threshold=-3.7824122905731197 2.6622943878173833 -0.67728805541992176 2.557470560073853 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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leaf_count=19 813 59 65 15 29 | |
internal_value=0 0.00135044 0.0261021 -0.0015764 -0.043004 | |
internal_weight=0 22.0692 2.33369 19.7355 0.680535 | |
internal_count=1000 952 124 828 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=379 | |
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num_cat=0 | |
split_feature=22 27 22 22 13 | |
split_gain=0.125595 0.361017 0.245496 0.275979 0.183069 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 0.28070284426212316 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 -2 -4 -1 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.024228925116415213 -0.060815265929556953 0.094439884641604993 0.053426753491047523 -0.0026461338868997725 -0.058588418865744042 | |
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internal_value=0 0.0261446 -0.00209697 -0.000100755 -0.00490066 | |
internal_weight=0 1.70271 20.9443 20.2556 1.17059 | |
internal_count=1000 80 920 888 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=380 | |
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num_cat=0 | |
split_feature=3 4 25 10 0 6 | |
split_gain=0.120683 0.309115 0.322135 0.27802 0.528075 0.510356 | |
threshold=-0.24213722348213193 -3.3705158233642574 -0.87374433875083912 1.819823205471039 0.16223448514938357 1.7133946418762209 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.057715221958570817 0.0030971641286869573 0.028246993734883364 -0.025887034009442783 -0.001114348437764204 0.07280823161451376 -0.08025313369973755 | |
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leaf_count=38 339 51 275 159 100 38 | |
internal_value=0 -0.00997091 -0.0157805 0.00537966 0.0276144 -0.00312841 | |
internal_weight=0 7.86093 7.23955 14.6964 4.06724 10.6292 | |
internal_count=1000 364 326 636 259 377 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=381 | |
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num_cat=1 | |
split_feature=8 7 27 26 3 3 | |
split_gain=0.122869 0.313779 0.366081 0.288428 0.255486 0.268351 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 -0.039635069668292992 3.0217821598052983 2.6349928379058842 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 | |
right_child=4 3 -4 -5 -6 -7 | |
leaf_value=-0.053909432615025503 -0.0064594979538852727 0.0077074416390612108 0.0076944021137047187 0.073699502373909362 -0.063321860998665228 0.058990330853368272 | |
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internal_value=0 0.00860718 -0.00266186 0.037706 -0.00636686 -0.00286871 | |
internal_weight=0 9.56888 6.89765 2.67124 12.8232 12.0812 | |
internal_count=1000 503 274 229 497 462 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=382 | |
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split_feature=31 31 3 | |
split_gain=0.122835 0.297284 0.199354 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.49797442555427546 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.04700022323278031 -0.079063225590801534 -0.014013398677337394 0.007032752025807526 | |
leaf_weight=0.54327614256181078 0.47881172373309056 6.4748164989159784 14.761712467352474 | |
leaf_count=24 20 315 641 | |
internal_value=0 -0.0011409 0.00061598 | |
internal_weight=0 21.7153 21.2365 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=383 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 28 29 9 6 7 4 | |
split_gain=0.125666 0.334854 0.35105 0.214047 0.608434 0.282682 0.174146 | |
threshold=-1.608339190483093 -0.014420712832361458 0.26661542057991033 1.2183623313903811 -1.5804541110992429 0.88489025831222545 0.33313298225402838 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=-0.019425368060450417 -0.009625217173854568 -0.080025339402238271 0.056217009662400334 -0.048095256820280208 0.040134454704290168 0.025115373529361218 -0.10299808910943015 | |
leaf_weight=0.46270758337777784 12.749254499623932 0.26152790657215774 0.68311902459390694 0.99491097417194385 3.645446168491616 2.8693337369440988 0.54069523908947303 | |
leaf_count=31 472 30 39 53 155 168 52 | |
internal_value=0 -0.0242318 0.018498 0.00235982 0.0212177 -0.00324293 -0.0644595 | |
internal_weight=0 1.94805 0.944647 20.2589 4.64036 15.6186 1.0034 | |
internal_count=1000 152 69 848 208 640 83 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=384 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=19 15 15 3 11 30 5 | |
split_gain=0.126381 0.404495 0.402143 0.526689 0.384606 0.370982 0.336787 | |
threshold=0.17471633106470111 0.42414110898971563 0.74613836407661449 1.5082014799118044 -0.70885902643203724 -0.066120412200689302 0.78740841150283825 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 5 6 -4 -3 -2 -1 | |
right_child=1 4 3 -5 -6 -7 -8 | |
leaf_value=-0.024546107210955782 -0.001212316637417734 -0.071586317405847824 0.052728913351125443 -0.044719339214155884 0.0045280049515934945 0.04826709729609395 0.021546379986214944 | |
leaf_weight=8.1830133696894354 2.9841419329932251 1.0014233874317144 2.0931913636741224 0.75457269115577208 1.9695088009757453 3.078597408384665 1.9661245275574391 | |
leaf_count=341 144 65 81 37 78 142 112 | |
internal_value=0 0.00910006 -0.00629924 0.026908 -0.0211281 0.0239128 -0.0156169 | |
internal_weight=0 9.03367 12.9969 2.84776 2.97093 6.06274 10.1491 | |
internal_count=1000 429 571 118 143 286 453 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=385 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=26 14 20 18 | |
split_gain=0.117905 0.280408 0.190723 0.197092 | |
threshold=1.5869815945625307 0.35118725895881658 1.9680437445640566 -0.47305124998092646 | |
decision_type=2 2 2 2 | |
left_child=2 -2 3 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.013974017544495938 -0.072705628773562181 0.017391072170682666 0.065786702401452304 0.0072898050669344908 | |
leaf_weight=6.4192579106975325 0.70015658079500898 0.68184557187487371 0.45720050949603219 13.581599244753306 | |
leaf_count=295 31 28 16 630 | |
internal_value=0 -0.0282542 0.00192502 0.000465199 | |
internal_weight=0 1.382 20.4581 20.0009 | |
internal_count=1000 59 941 925 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=386 | |
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num_cat=0 | |
split_feature=18 18 0 3 24 | |
split_gain=0.115187 0.290034 0.328196 0.25818 0.233385 | |
threshold=-1.5012420415878294 -0.79747301340103138 1.6552234292030337 0.24225854873657229 -1.4793840646743772 | |
decision_type=2 2 2 2 2 | |
left_child=3 2 -2 -1 -3 | |
right_child=1 4 -4 -5 -6 | |
leaf_value=-0.013332924935570379 -0.054046168641161033 0.042801353038958684 0.021477934008938958 0.070115031562884622 -0.00052465444044554217 | |
leaf_weight=0.76907126978039986 1.9674080209970299 1.3468881522021643 0.81322631041984994 0.71587110538894194 16.16588253628651 | |
leaf_count=35 115 63 33 33 721 | |
internal_value=0 -0.00195617 -0.0319583 0.0268962 0.0028075 | |
internal_weight=0 20.2934 2.78063 1.48494 17.5128 | |
internal_count=1000 932 148 68 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=387 | |
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num_cat=0 | |
split_feature=29 29 26 22 | |
split_gain=0.130035 0.165518 0.372379 0.233363 | |
threshold=-2.0384702682495113 -0.88508096337318409 0.49312175810337072 -1.8721634149551389 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.051717913166631602 -0.047436567951935654 0.071754565414515886 0.032105021733825352 0.00047902363874769213 | |
leaf_weight=0.47568383399630221 1.9753811504979268 0.47144304970425821 0.83835674367946911 17.920528313592506 | |
leaf_count=20 107 28 45 800 | |
internal_value=0 -0.00114956 -0.0237371 0.00230604 | |
internal_weight=0 21.2057 2.81374 18.392 | |
internal_count=1000 980 152 828 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=388 | |
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num_cat=0 | |
split_feature=25 21 7 14 4 4 0 | |
split_gain=0.115198 0.389304 0.464678 0.410038 0.37351 0.496153 0.460901 | |
threshold=0.10375598073005678 0.099660724401474013 -1.6289549469947813 -1.3549321293830869 1.5504462718963625 1.1301271319389345 0.58521056175231945 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
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internal_value=0 0.00827527 -0.0128395 0.0277415 -0.00644055 0.00214506 -0.0422908 | |
internal_weight=0 9.47156 4.54339 4.92817 12.135 9.79034 2.34465 | |
internal_count=1000 463 227 236 537 435 102 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=389 | |
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num_cat=1 | |
split_feature=8 4 11 16 31 12 12 | |
split_gain=0.128163 0.282945 0.319673 0.299729 0.244438 0.315868 0.306215 | |
threshold=0 0.45788866281509405 -0.63245621323585499 -0.11088475584983824 1.3691098093986513 0.079420387744903578 0.27298769354820257 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.0029590338135852285 0.0041574455985756778 0.019464909146468146 0.056201911805623263 -0.032451476499008515 -0.031213482211173038 -0.029853026236877994 0.068377506364704035 | |
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internal_value=0 0.00903064 0.0265407 -0.00881606 -0.006635 -0.0115792 0.0334306 | |
internal_weight=0 9.05433 4.57027 4.48406 12.3396 10.9841 1.35547 | |
internal_count=1000 503 325 178 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=390 | |
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split_feature=3 0 26 17 | |
split_gain=0.117007 0.132714 0.179331 0.0913361 | |
threshold=-2.7369303703308101 3.7561185359954838 1.9975859522819521 -0.040829516947269433 | |
decision_type=2 2 2 2 | |
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right_child=1 -3 -4 -5 | |
leaf_value=0.0064179719988282438 0.0011019678243917017 0.038120232476921499 -0.053884218979710519 -0.083152354469565828 | |
leaf_weight=0.18485582061111927 19.217175473879259 0.92680717373150301 0.612015904065628 0.29636224219666729 | |
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internal_value=0 0.00113359 -0.000595147 -0.0487447 | |
internal_weight=0 20.756 19.8292 0.481218 | |
internal_count=1000 948 913 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=391 | |
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split_feature=31 31 11 27 11 29 4 | |
split_gain=0.114959 0.434929 0.392321 0.367658 0.405574 0.280645 0.137323 | |
threshold=-0.1249653398990631 0.38249349594116216 -2.657573819160461 1.0865690112113955 -1.9419997930526731 0.51846581697464 -0.77281033992767323 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -3 -5 | |
right_child=1 5 -4 6 -6 -7 -8 | |
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internal_value=0 -0.00716661 -0.0366313 0.00756851 0.0139698 0.00638974 -0.0481621 | |
internal_weight=0 10.8886 3.43111 10.3059 9.24408 7.45751 1.06178 | |
internal_count=1000 544 187 456 401 357 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=392 | |
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num_cat=0 | |
split_feature=22 22 5 24 4 | |
split_gain=0.117963 0.271482 0.277394 0.265908 0.276379 | |
threshold=0.26117700338363653 0.21051723510026935 -3.3947547674179073 1.6863377690315249 1.5504462718963625 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 4 -2 | |
right_child=3 -3 -4 -5 -6 | |
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internal_value=0 -0.00626872 -0.00304558 0.00895391 0.00464639 | |
internal_weight=0 12.3833 11.823 8.64398 8.15226 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=393 | |
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num_cat=0 | |
split_feature=9 4 9 4 3 28 | |
split_gain=0.113846 0.526735 0.428368 0.504856 0.362705 0.199179 | |
threshold=-2.3239196538925166 0.52956873178482067 -1.8577739000320432 -2.2204345464706416 0.48349601030349737 1.0607620477676394 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.057556520750226395 0.0076411979133367038 0.069249093711701334 0.045905729753589732 -0.0079179066946339065 0.10935096910226223 0.018925951273860528 | |
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internal_value=0 -0.0194509 0.00278296 -0.00163142 0.0558096 -0.0419917 | |
internal_weight=0 2.6345 18.3001 16.8937 1.40638 2.10067 | |
internal_count=1000 132 868 816 52 103 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=394 | |
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num_cat=1 | |
split_feature=8 7 24 22 5 2 9 | |
split_gain=0.117972 0.273852 0.399224 0.293799 0.223526 0.44336 0.349348 | |
threshold=0 -0.80342191457748402 1.6863377690315249 0.11495012417435647 -1.2619942426681516 2.1161124706268315 1.3687919378280642 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_value=0 0.0087895 -0.00326067 0.0346074 -0.00646406 -0.0244211 0.00394479 | |
internal_weight=0 8.80242 6.00136 2.80106 11.9589 4.38831 7.57058 | |
internal_count=1000 503 260 243 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=395 | |
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split_gain=0.115175 0.211785 0.163954 0.392258 0.384693 0.153624 | |
threshold=-4.8831543922424308 -4.2021732330322257 -0.94487735629081715 -1.3431769609451292 -1.0387114286422727 -0.50164487957954396 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 -3 | |
right_child=2 5 4 -5 -6 -7 | |
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internal_value=0 -0.0301987 0.00186796 -0.00805753 0.0103851 -0.0506201 | |
internal_weight=0 1.18873 19.3944 8.95671 10.4377 0.963256 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=396 | |
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num_cat=0 | |
split_feature=13 7 25 7 5 10 | |
split_gain=0.111694 0.344577 0.313513 0.181341 0.617538 0.302016 | |
threshold=1.3883623480796816 -1.6642212867736814 0.033471057191491134 0.25074130296707159 -0.59729230403900135 -4.4574854373931876 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.062669259489826781 0.068475887336128027 -0.062089436993235304 0.039541820542435317 -0.023493692698827281 0.047141872082514732 -0.0043889665424705253 | |
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internal_value=0 0.0217398 -0.0130363 -0.00250326 0.0138143 -0.0085616 | |
internal_weight=0 2.12009 1.21558 18.3437 4.96659 13.3771 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=397 | |
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num_cat=0 | |
split_feature=11 9 7 5 7 6 21 | |
split_gain=0.115445 0.306099 0.428696 0.242096 0.486233 0.371576 0.201678 | |
threshold=-0.056552402675151818 -2.2834039926528926 2.3343892097473149 -0.15890216827392575 -1.6289549469947813 -0.69330593943595875 0.20269078016281131 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
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internal_value=0 -0.00974379 -0.00134758 0.00583931 0.0332561 -0.0011078 -0.057747 | |
internal_weight=0 7.59466 6.46404 12.7106 2.56962 10.141 1.13062 | |
internal_count=1000 485 424 515 116 399 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=398 | |
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num_cat=0 | |
split_feature=3 20 14 30 4 | |
split_gain=0.11136 0.126436 0.267899 0.223184 0.0880083 | |
threshold=-2.7369303703308101 -1.1364628076553343 0.042908877134323127 -1.713110029697418 -0.31387105584144587 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
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internal_value=0 0.00114101 0.0231946 -0.00177316 -0.0491581 | |
internal_weight=0 19.6734 2.29623 17.3771 0.450229 | |
internal_count=1000 948 116 832 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=399 | |
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num_cat=0 | |
split_feature=9 4 5 13 11 2 27 | |
split_gain=0.10645 0.451758 0.436922 0.390894 0.363894 0.459665 0.330629 | |
threshold=0.19106149673461917 -1.6327362060546873 1.5062254071235659 -0.041565617546439164 2.6943253278732304 0.19187331199645999 -0.22776252776384351 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.00780823 0.0647765 -0.000674662 -0.00679502 0.0195977 -0.0196673 | |
internal_weight=0 9.34821 1.21159 8.13662 10.7111 3.51144 7.19968 | |
internal_count=1000 499 107 392 501 129 372 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=400 | |
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num_cat=1 | |
split_feature=8 4 0 24 6 11 0 | |
split_gain=0.113379 0.243096 0.30283 0.271521 0.223994 0.241757 0.159706 | |
threshold=0 0.4314530491828919 0.23862367868423465 -0.54058271646499623 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.00047264313733254661 -0.010434405140715046 -0.040441508355044037 0.053166580396974042 0.011544369275399948 -0.10217928785673142 0.027150439656492394 -0.0064270813125497624 | |
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leaf_count=136 356 62 185 120 46 78 17 | |
internal_value=0 0.00877162 0.0258297 -0.00800749 -0.00650156 -0.00287647 -0.0608798 | |
internal_weight=0 8.49337 4.21168 4.28169 11.363 10.6528 0.710163 | |
internal_count=1000 503 321 182 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=401 | |
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num_cat=0 | |
split_feature=20 5 12 0 | |
split_gain=0.106557 0.161936 0.213165 0.182696 | |
threshold=1.9680437445640566 -3.3303779363632198 0.095968864858150496 3.7561185359954838 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.08010753487602551 0.04654291031743496 -0.00096259946698757856 0.0049865194258203261 0.047855395085729689 | |
leaf_weight=0.58200236044286302 0.48041933041531493 17.263914091203336 0.59570093177899253 0.80222490843152527 | |
leaf_count=43 18 863 43 33 | |
internal_value=0 -0.00113697 -0.0370656 0.00120516 | |
internal_weight=0 19.2438 1.1777 18.0661 | |
internal_count=1000 982 86 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=402 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 30 4 30 | |
split_gain=0.105488 0.1319 0.300046 0.26681 | |
threshold=-2.0384702682495113 -1.2146136760711668 1.4679937958717348 -1.0931476950645445 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.048407813822853751 0.0016731507991761614 0.066669816026979786 -0.090731123344339915 -0.00091803647149147629 | |
leaf_weight=0.44041265829582954 1.0713377163228894 0.60481218359928846 0.52292066284280725 17.029792372076365 | |
leaf_count=20 65 28 23 864 | |
internal_value=0 -0.00109023 -0.0286357 0.00140002 | |
internal_weight=0 19.2289 1.59426 17.6346 | |
internal_count=1000 980 88 892 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=403 | |
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num_cat=0 | |
split_feature=13 13 19 3 10 20 | |
split_gain=0.11109 0.305882 0.220306 0.166227 0.297377 0.267819 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.29766309261322016 -0.49797442555427546 -1.6335809230804441 -1.0864183306694029 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.044310625535176618 0.0047994300070043974 0.10059188116185905 0.037614148594379247 0.044452227807059354 -0.042540886603467991 -0.0013135796794583768 | |
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internal_value=0 0.0242035 0.0010673 -0.00232974 -0.0171098 0.00396247 | |
internal_weight=0 1.73075 1.32841 17.8741 5.33723 12.5368 | |
internal_count=1000 96 84 904 298 606 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=404 | |
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num_cat=0 | |
split_feature=17 2 21 10 13 2 | |
split_gain=0.111946 0.377478 0.244109 0.219863 0.214819 0.132461 | |
threshold=-1.4139283299446104 0.45218512415885931 0.11800707876682283 -6.1436679363250724 1.3883623480796816 -0.71549201011657704 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.074012158223818861 -0.10376716917091203 0.027805427551839665 -0.063638511733239714 -0.0042167253687593852 0.032525174844970729 -0.014048009475149304 | |
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internal_value=0 0.0223897 -0.014055 -0.00254939 -0.00033179 -0.0592441 | |
internal_weight=0 2.0064 1.1761 17.4874 16.8291 0.658269 | |
internal_count=1000 92 55 908 868 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=405 | |
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num_cat=1 | |
split_feature=8 0 28 28 31 12 24 | |
split_gain=0.106526 0.224266 0.355286 0.331282 0.209398 0.295168 0.226318 | |
threshold=0 0.23862367868423465 -0.31815470755100245 0.17909467220306399 1.3691098093986513 0.53920793533325206 -0.13472241908311841 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.044455464624860497 -1.9645831985239253e-05 0.055617512669809549 0.015347103259222287 -0.001723851896370745 0.075208408617300243 -0.037838042802653737 -0.010319871270063567 | |
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leaf_count=94 322 139 141 129 27 125 23 | |
internal_value=0 0.00862868 -0.00753725 0.0254513 -0.00636356 -0.0112085 0.0324198 | |
internal_weight=0 8.24647 4.20532 4.04116 11.144 9.90651 1.23754 | |
internal_count=1000 503 235 268 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=406 | |
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split_feature=31 27 31 11 20 7 21 | |
split_gain=0.11087 0.359952 0.331286 0.290556 0.3613 0.320698 0.11721 | |
threshold=-0.1249653398990631 1.2188372015953066 0.18357837945222857 0.67859104275703441 0.25876171886920935 1.6478592157363894 -0.015455608721822498 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 -3 | |
right_child=1 6 -4 4 -6 -7 -8 | |
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internal_value=0 -0.0073579 -0.0139157 0.00782858 0.024211 -0.0111476 0.0480944 | |
internal_weight=0 9.89852 8.85172 9.34636 5.01599 4.33037 1.0468 | |
internal_count=1000 544 476 456 193 263 68 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=407 | |
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split_feature=3 29 29 1 | |
split_gain=0.100211 0.111465 0.156805 0.0834063 | |
threshold=-2.7369303703308101 -1.7141830921173093 -1.1235041022300718 0 | |
decision_type=2 2 2 1 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.086666203997337363 0.042760452483026803 -0.03998013926425862 0.0018684092964714812 0.0035961077975330026 | |
leaf_weight=0.24108917193098023 0.62119434098713355 0.94482597240313282 17.103755718339009 0.17792485588870732 | |
leaf_count=36 38 67 843 16 | |
internal_value=0 0.00111116 -0.000322322 -0.0483383 | |
internal_weight=0 18.6698 18.0486 0.419014 | |
internal_count=1000 948 910 52 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=408 | |
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split_feature=13 0 21 9 | |
split_gain=0.0988275 0.11373 0.277995 0.227209 | |
threshold=-1.9400736093521116 -1.608339190483093 0.74070978164672863 1.2183623313903811 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.057740873778891366 -0.05592659504513571 -0.0048509233535642014 0.033868468418559936 0.022375193791181285 | |
leaf_weight=0.29207093917284765 1.0575192776755127 13.196568047000257 0.51154564237003786 3.9924966852049684 | |
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internal_value=0 -0.000879663 -0.0266517 0.00147288 | |
internal_weight=0 18.7581 1.56906 17.1891 | |
internal_count=1000 976 146 830 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=409 | |
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num_cat=0 | |
split_feature=4 9 17 9 20 2 11 | |
split_gain=0.103441 0.42512 0.421384 0.294284 0.323876 0.317226 0.140781 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -1.8577739000320432 0.1286912485957146 -2.481732845306396 -2.946575284004211 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.083793523320645671 0.095275290629731321 0.058686547439799668 0.0034363147915520299 0.087330686009744654 -0.017997372845677359 -0.015209391707746848 -0.018803757131703042 | |
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leaf_count=33 27 128 274 11 28 438 61 | |
internal_value=0 0.00838103 0.0196413 -0.00649781 0.0445612 -0.0118975 -0.0370482 | |
internal_weight=0 8.31054 6.65982 10.6739 1.02085 9.65303 1.65072 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=410 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 30 6 29 10 | |
split_gain=0.102962 0.2245 0.306456 0.298233 0.20534 0.417676 0.267892 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.94265824556350719 0.77008655667305004 -0.19384890794754026 1.819823205471039 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.00052318935228856038 -0.0056985600661770587 0.002822473275100277 0.055150123458044736 -0.07550771746711471 0.010904472937430819 -0.064521160192673538 0.045817297366293967 | |
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leaf_count=195 279 143 136 29 60 95 63 | |
internal_value=0 0.00861759 0.0247205 -0.00877662 -0.00634113 -0.0288596 0.0020993 | |
internal_weight=0 8.01506 4.16202 3.85304 10.8036 2.94543 7.85821 | |
internal_count=1000 503 331 172 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=411 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 3 11 29 | |
split_gain=0.101876 0.129571 0.272303 0.218153 0.121467 | |
threshold=-3.7824122905731197 4.6643924713134775 -0.40226960182189936 3.9955254793167119 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.0094787828753383329 0.00088878004473989976 -0.025954895541222479 0.045076682217680825 -0.049384308097259771 -0.084573765712172871 | |
leaf_weight=0.24993629200616851 14.70622397357738 0.79110828804550726 1.6982412416837167 0.91697686884435903 0.30473750120291043 | |
leaf_count=19 819 32 71 30 29 | |
internal_value=0 0.00131424 0.022503 -0.00206191 -0.0421936 | |
internal_weight=0 18.1126 2.48935 15.6232 0.554674 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=412 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=15 18 18 27 | |
split_gain=0.100643 0.147866 0.239836 0.230258 | |
threshold=-2.5938820838928218 -1.5012420415878294 -0.79747301340103138 0.40907128155231481 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.077712477282220735 -0.00053893167840200241 -0.031261102422258817 0.0030462837166418972 0.089037440921103717 | |
leaf_weight=0.16510250419378536 0.73160767358058609 2.3612842112729675 14.869302643858639 0.47216459148330614 | |
leaf_count=8 39 147 780 26 | |
internal_value=0 0.000712029 -0.00165521 0.0345963 | |
internal_weight=0 18.4344 17.2306 1.20377 | |
internal_count=1000 992 927 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=413 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 4 27 | |
split_gain=0.100212 0.164795 0.290781 0.205748 | |
threshold=-1.7371324896812437 -1.3991433978080747 -2.3301980495452876 -0.56510543823242176 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.039634512730894016 0.059557619423398878 0.018154678362109392 -0.062370670702913682 -0.0060447202160374145 | |
leaf_weight=0.61725934335118182 0.24641333107138053 5.0195496755150151 0.94841515090957063 11.709090723624735 | |
leaf_count=32 14 257 65 632 | |
internal_value=0 -0.00134613 -0.037225 0.00121648 | |
internal_weight=0 17.9235 1.19483 16.7286 | |
internal_count=1000 968 79 889 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=414 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 4 7 3 6 5 | |
split_gain=0.099916 0.379423 0.507701 0.256676 0.366486 0.283071 0.247687 | |
threshold=0.19106149673461917 -1.2840110063552854 -1.6327362060546873 0.88489025831222545 2.6622943878173833 -2.2170965671539302 0.74994230270385753 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=-0.021131923150441805 -0.063607439280113975 0.097923459286471878 0.0092323690161693617 0.10353981718595669 0.067915637249821706 0.0071232188301951277 0.011853278800302017 | |
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leaf_count=325 104 74 267 22 29 125 54 | |
internal_value=0 0.0078229 0.0185266 -0.00691026 -0.0154047 0.02394 -0.032996 | |
internal_weight=0 8.68414 6.88003 9.7947 7.68004 2.11466 1.80411 | |
internal_count=1000 499 341 501 354 147 158 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=415 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 30 13 20 | |
split_gain=0.103847 0.277651 0.227062 0.152003 0.229961 0.229594 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 1.2851886153221133 0.28954052925109869 1.8299899697303774 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.088853382286430582 0.0032497154414872806 0.030081317266308118 -0.074254886237376957 -0.052047805415946558 0.027566682507986592 0.082344780581137866 | |
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leaf_count=9 780 17 82 53 38 21 | |
internal_value=0 -0.0277734 -0.0468001 0.00207435 -0.0265964 0.00518499 | |
internal_weight=0 1.25123 1.07573 17.0436 1.66816 15.3754 | |
internal_count=1000 108 99 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=416 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=22 27 22 22 13 | |
split_gain=0.100321 0.266 0.161739 0.207333 0.155442 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 0.28070284426212316 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 -2 -4 -1 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.026247036351608379 -0.055001574626711451 0.09348391876908739 0.050845516957912541 -0.0027837171384070478 -0.057854784438745283 | |
leaf_weight=0.64309429991044698 0.55886796673803729 0.40993542456271825 0.75607231602771996 15.488758542031512 0.33385260278737405 | |
leaf_count=42 32 20 36 852 18 | |
internal_value=0 0.0258758 -0.0021074 -0.000287688 -0.00249313 | |
internal_weight=0 1.38688 16.8037 16.2448 0.976947 | |
internal_count=1000 80 920 888 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=417 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=13 13 22 13 20 | |
split_gain=0.0989627 0.259261 0.208759 0.204424 0.176466 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.57212424278259266 -1.187853932380676 -1.1364628076553343 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=0.085324245837868837 -0.081613228268125781 0.099234747094857384 -0.018370023700095869 0.029755379642151421 -0.0042674633267468674 | |
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leaf_count=20 16 12 64 106 782 | |
internal_value=0 0.0239538 0.00213573 -0.00225267 -0.000695494 | |
internal_weight=0 1.57847 1.22379 16.5421 16.2238 | |
internal_count=1000 96 84 904 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=418 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 7 4 3 26 15 | |
split_gain=0.0971375 0.308321 0.316636 0.277156 0.274908 0.27863 0.0717212 | |
threshold=-0.94487735629081715 -0.69330593943595875 -2.702191829681396 -1.2004670500755308 2.8674793243408208 -1.2671917080879209 -0.36512978374958033 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.018608809090694355 -0.053456226865282279 0.043288443069780407 -0.010826099876267314 -0.086049123078920042 0.027312582123498519 0.0078180182019050998 0.1039681747737053 | |
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leaf_count=19 45 65 261 83 18 475 34 | |
internal_value=0 -0.00826679 0.000110546 -0.054778 0.00651949 0.00264464 0.0765453 | |
internal_weight=0 7.91296 6.70525 1.20771 10.1315 9.60029 0.531228 | |
internal_count=1000 428 326 102 572 520 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=419 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 10 2 25 18 | |
split_gain=0.10095 0.229548 0.216927 0.21097 0.240411 | |
threshold=-0.49797442555427546 -5.9636945724487296 -0.57413148880004872 -1.3538856506347654 1.2640730142593386 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 -1 -5 | |
right_child=1 2 -4 4 -6 | |
leaf_value=0.044377837746314611 -0.10255686169797347 0.040319144993110956 0.0014335627847587517 -0.012128911549619616 -0.098400572251071836 | |
leaf_weight=0.60284746589604754 0.19544007210061032 1.6581659002331441 10.641128426272184 4.4581827277957045 0.34824270708486427 | |
leaf_count=26 11 115 550 273 25 | |
internal_value=0 0.00496744 0.00667604 -0.0113855 -0.0183796 | |
internal_weight=0 12.4947 12.2993 5.40927 4.80643 | |
internal_count=1000 676 665 324 298 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=420 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 9 6 7 29 | |
split_gain=0.0954543 0.112867 0.459252 0.29003 0.09569 | |
threshold=-3.7824122905731197 0.3670168817043305 -2.2170965671539302 -1.6887696981430051 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.0039834560246493969 -0.036747160828675261 -0.055760205399723012 0.01954280892207777 0.0038133094599669959 -0.082194702387158994 | |
leaf_weight=0.24002837292209733 2.3155969305935322 0.92169952135918709 6.6763207785993464 7.3865770272641367 0.27816350611465424 | |
leaf_count=19 123 96 338 395 29 | |
internal_value=0 0.00128066 0.010408 -0.00586717 -0.0422767 | |
internal_weight=0 17.3002 7.59802 9.70217 0.518192 | |
internal_count=1000 952 434 518 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=421 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 6 9 26 2 25 | |
split_gain=0.0968767 0.35342 0.418787 0.323861 0.294288 0.375976 0.140252 | |
threshold=-0.53437867760658253 0 -0.75322550535202015 2.2335890531539921 -0.85785791277885426 -0.49497580528259272 -0.50435936450958241 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.084930580409187231 0.014324973365973874 0.02914246142372667 -0.025111821618209813 0.094285965452618942 0.05052598418873621 -0.042242848131197053 0.0019506268301567613 | |
leaf_weight=0.3748978943349357 5.779703243151741 1.9281426261168242 5.4278289594358284 0.55518253221816838 0.52124652623751933 2.6989464675457411 0.44600772000558198 | |
leaf_count=19 258 110 295 41 45 190 42 | |
internal_value=0 0.00401934 -0.0108907 0.0213327 -0.0136014 -0.0272265 0.0398466 | |
internal_weight=0 13.6909 7.35597 6.33489 4.0411 3.22019 0.820906 | |
internal_count=1000 704 405 299 296 235 61 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=422 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=24 25 26 21 9 4 27 | |
split_gain=0.0998963 0.224478 0.41048 0.280381 0.182965 0.32191 0.274441 | |
threshold=0.29935918748378759 0.52816414833068859 -0.088237829506397233 0.42853437364101415 1.0618134737014773 1.6072534918785097 -0.56510543823242176 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.017055817289074265 -0.032676459944602852 0.062216810581672936 0.028812416388524716 -0.03718282935829556 0.037626081110814169 -0.026312201872145141 -0.024590804126098664 | |
leaf_weight=2.1511981092044152 2.1507737570391328 1.3424648388281637 2.1923174622788784 0.35984390664088994 2.1390329093628675 1.2461812018404996 5.9832783856636542 | |
leaf_count=115 115 70 139 30 143 70 318 | |
internal_value=0 0.0104261 -0.00163794 0.0412051 -0.00544715 0.0140888 -0.0135772 | |
internal_weight=0 6.0454 4.34309 1.70231 11.5197 3.38521 8.13448 | |
internal_count=1000 354 254 100 646 213 433 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=423 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 17 11 2 24 15 | |
split_gain=0.0944292 0.184402 0.185903 0.183875 0.206755 0.142385 | |
threshold=1.3691098093986513 -0.36764360964298243 -0.67806494235992421 4.188784360885621 -0.55970510840415943 0.30211952328681951 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -3 | |
right_child=1 5 -4 -5 -6 -7 | |
leaf_value=-0.021937758656174672 -0.075975682303144054 0.018406815466842578 0.030712727958530694 0.053522100989337955 0.0033292193071901115 0.09363977855787857 | |
leaf_weight=4.6916814947553585 0.30705414350086357 0.63192390571202739 0.34891548428277008 0.56667668497539203 10.456119955648317 0.41794588298944291 | |
leaf_count=257 23 38 18 34 612 18 | |
internal_value=0 0.0223676 -0.0192273 -0.00240444 -0.00449664 0.0483565 | |
internal_weight=0 1.70584 0.65597 15.7145 15.1478 1.04987 | |
internal_count=1000 97 41 903 869 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=424 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 31 11 20 7 21 | |
split_gain=0.0935157 0.279241 0.263282 0.253923 0.313293 0.266483 0.112378 | |
threshold=-0.1249653398990631 1.2188372015953066 0.38249349594116216 0.67859104275703441 0.45991475880146032 1.6478592157363894 0.20269078016281131 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 -3 | |
right_child=1 6 -4 4 -6 -7 -8 | |
leaf_value=-0.021547764341023821 -0.04081268816194894 0.013054643936767141 -0.0012331605149222739 0.0063716586000849345 0.063831561297746128 0.05277544914740178 0.082843574754817989 | |
leaf_weight=3.3781074069102055 2.4052058346710492 0.50855591294566682 5.5791228470989154 3.1167571688092721 1.3642461986310079 0.56278335525894352 0.42235232493840158 | |
leaf_count=211 161 40 315 130 63 52 28 | |
internal_value=0 -0.00711307 -0.0131561 0.00758159 0.0238654 -0.010934 0.0447178 | |
internal_weight=0 8.91524 7.98433 8.42189 4.481 3.94089 0.930908 | |
internal_count=1000 544 476 456 193 263 68 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=425 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 20 5 | |
split_gain=0.13502 0.136912 0.137041 | |
threshold=-8.2502570152282697 1.8299899697303774 -3.3303779363632198 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.085675254501423048 -0.036529224503791959 0.059887392123115946 0.0018659888008542146 | |
leaf_weight=0.18185507849557581 0.98830677079423068 0.38522790185379463 15.649867014221853 | |
leaf_count=16 86 24 874 | |
internal_value=0 0.00094991 -0.000414685 | |
internal_weight=0 17.0234 16.6382 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=426 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 2 5 | |
split_gain=0.117659 0.122243 0.124347 | |
threshold=-8.2502570152282697 -2.481732845306396 0.45862978696823126 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.082717962912103704 0.046753823910679733 -0.0056371372136039119 0.014642230277303173 | |
leaf_weight=0.17013744065480096 0.56115252331074117 12.444363758821057 3.9940502443541837 | |
leaf_count=16 26 678 280 | |
internal_value=0 0.000856919 -0.000709848 | |
internal_weight=0 16.9996 16.4384 | |
internal_count=1000 984 958 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=427 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=26 14 22 28 12 | |
split_gain=0.0946446 0.191775 0.132082 0.251963 0.211127 | |
threshold=1.5869815945625307 0.35118725895881658 0.88484010100364696 -0.16279274970293042 1.8816097974777224 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
leaf_value=-0.0051535552067593499 -0.069896090083422902 0.014997177071557769 -0.0094404839190016365 0.047195043046200133 0.059918052018940952 | |
leaf_weight=12.40206805126218 0.55018301212839904 0.51535883166070562 1.4959175194994716 1.6541171568314883 0.51949475259789402 | |
leaf_count=728 31 28 90 99 24 | |
internal_value=0 -0.0288367 0.00193859 0.0202994 -0.00253744 | |
internal_weight=0 1.06554 16.0716 3.15003 12.9216 | |
internal_count=1000 59 941 189 752 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=428 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 7 6 10 25 7 | |
split_gain=0.0933453 0.228745 0.290091 0.258942 0.215315 0.203913 | |
threshold=0 -0.53416204452514637 -4.5184216499328604 -3.2757716178894039 -2.033527016639709 -1.9599047899246214 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.068728591732646491 0.10493418740905967 -0.098156105247912601 0.047122468713311168 0.0049208085942660795 0.021165045203656085 -0.015564228301814219 | |
leaf_weight=0.53123749681981447 0.1707389282528301 0.14803992208908345 1.9206551639590523 4.7087722525134268 1.8804248495289346 7.7053265089944061 | |
leaf_count=26 7 7 222 248 102 388 | |
internal_value=0 0.00856988 0.036726 -0.00254584 -0.00637646 -0.00835909 | |
internal_weight=0 7.3087 2.0687 5.24001 9.75649 9.58575 | |
internal_count=1000 503 229 274 497 490 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=429 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 4 2 5 0 | |
split_gain=0.0910202 0.17638 0.158314 0.170851 0.119495 | |
threshold=-5.2096197605133048 -4.2021732330322257 -2.481732845306396 0.74994230270385753 -0.10111981630325316 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
leaf_value=0.054734083484348439 0.060735100071640839 -0.015419330097820774 -0.0048400891799047349 0.022300885436969068 -0.097909024017609175 | |
leaf_weight=0.18913237095694058 0.44256056117592812 0.3753299575400888 12.784920463510383 2.8333584677616281 0.33002322574612009 | |
leaf_count=24 19 54 687 198 18 | |
internal_value=0 -0.0310207 0.0017549 8.36358e-05 -0.0540149 | |
internal_weight=0 0.894486 16.0608 15.6183 0.705353 | |
internal_count=1000 96 904 885 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=430 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 12 6 6 7 19 | |
split_gain=0.0891136 0.212845 0.22587 0.207855 0.373588 0.289158 | |
threshold=-0.49797442555427546 -2.298059225082397 -1.5970541238784788 -1.5804541110992429 -0.27817767858505243 0.15210568904876712 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.085753522362407256 -0.078480017899898891 0.033181877357240312 -0.024957384667369787 -0.0034198232574129944 0.018293149612423409 0.031072170643871955 | |
leaf_weight=0.21736609615618352 0.77661313236058049 0.79984961703667057 4.0604522706703419 6.2359583071156486 0.82025038061783628 3.9828864261435228 | |
leaf_count=8 67 67 249 304 75 230 | |
internal_value=0 -0.0110598 -0.0153895 0.0047807 -0.0287712 0.0100237 | |
internal_weight=0 5.07767 4.8603 11.8157 1.59686 10.2188 | |
internal_count=1000 324 316 676 142 534 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=431 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 4 10 5 7 7 9 | |
split_gain=0.0870893 0.239579 0.266075 0.199266 0.352209 0.311611 0.0431137 | |
threshold=-1.0592629313468931 -4.2279446125030509 -1.8170885443687437 -0.15890216827392575 -1.6289549469947813 -0.50514426827430714 -1.6665836572647093 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.02969992811768539 0.011838006523222181 0.0059386905085725035 -0.042394519340990644 -0.010315397509123614 0.059988806919302098 -0.026493352790046294 0.10336572853629933 | |
leaf_weight=0.13898194441571832 5.6039644267511903 2.387277714740776 2.178184396909276 1.3215256623570897 1.5464668026129373 3.4121540580545116 0.18547177355048905 | |
leaf_count=8 257 153 196 50 103 198 35 | |
internal_value=0 -0.0112204 -0.0171211 0.00463468 0.0275937 -0.00266851 0.0718105 | |
internal_weight=0 4.88992 4.56546 11.8841 2.86799 9.01612 0.324454 | |
internal_count=1000 392 349 608 153 455 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=432 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=4 9 17 9 20 26 8 | |
split_gain=0.0927852 0.387812 0.326252 0.24224 0.274347 0.247321 0.150715 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -1.8577739000320432 0.1286912485957146 -0.81803804636001576 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=0.0085530362330252692 0.093615101191476882 0.056335172276887294 0.0046692668005909061 0.017582260708208626 -0.016744852922543865 -0.021899479463077583 -0.059694469225569508 | |
leaf_weight=0.47997459060570669 0.48646062704938309 1.7344739036707322 4.1382505050887657 2.1237142803283859 0.41951129132939968 6.273412141401419 0.99307379621313885 | |
leaf_count=28 27 128 274 105 28 344 66 | |
internal_value=0 0.00842099 0.0199285 -0.00661386 0.0425128 -0.0119142 -0.0374569 | |
internal_weight=0 7.34577 5.87272 9.3031 0.905972 8.39713 1.47305 | |
internal_count=1000 496 402 504 55 449 94 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=433 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 10 22 0 22 31 | |
split_gain=0.0898641 0.185457 0.185169 0.325348 0.266075 0.17917 | |
threshold=-0.49797442555427546 -5.6221578121185294 -0.79520875215530384 0.68990981578826915 0.19348140060901645 -1.7747542858123777 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 -3 | |
right_child=1 5 4 -5 -6 -7 | |
leaf_value=-0.043947675848149945 -0.080450091694049389 -0.048669730468773313 -0.053199878060171936 0.06371370068657306 0.00055887687958952484 0.0096218057026411889 | |
leaf_weight=0.45069758573663399 0.24924398399889547 0.55454747585463415 1.5895560062072065 0.74412975122686476 2.1879298525882405 10.730263281513539 | |
leaf_count=45 15 34 115 32 132 627 | |
internal_value=0 0.0048728 -0.0112095 0.023103 -0.0220627 0.0067573 | |
internal_weight=0 11.5341 4.97231 1.19483 3.77749 11.2848 | |
internal_count=1000 676 324 77 247 661 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=434 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=30 21 2 17 21 17 | |
split_gain=0.0859744 0.268328 0.211434 0.169075 0.387916 0.234987 | |
threshold=-0.75394436717033375 1.3575386404991152 0.75852215290069591 0.75022095441818248 1.2355348467826845 0.44375161826610571 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.022975909841615183 0.0040301237873804881 -0.097753697969487977 -0.031179098575725324 -0.033903688717139766 0.072208423300584176 0.051172359199458874 | |
leaf_weight=1.4151803457061793 9.2150754667809434 0.34644629855938536 1.4696022601719958 2.3573952976003052 0.40348064861609589 1.1944117344100948 | |
leaf_count=96 549 18 102 146 19 70 | |
internal_value=0 -0.0145988 -0.00461242 0.00360423 -0.0183962 0.00943935 | |
internal_weight=0 3.23123 2.88478 13.1704 2.76088 10.4095 | |
internal_count=1000 216 198 784 165 619 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=435 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=13 2 1 30 30 4 | |
split_gain=0.0895445 0.221869 0.184318 0.139333 0.207377 0.191765 | |
threshold=-1.2598152160644529 0.4120739102363587 0 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 | |
decision_type=2 2 1 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.052538517140015832 -0.005900530527928655 0.00777676628941581 0.089734101479045425 0.058297376476951539 -0.0022751250596545476 -0.098565419367496743 | |
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leaf_count=29 40 37 30 39 798 27 | |
internal_value=0 0.0241357 0.0447178 -0.0022665 0.00029548 -0.0388061 | |
internal_weight=0 1.40591 1.10838 14.8838 13.9086 0.975203 | |
internal_count=1000 96 67 904 837 67 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=436 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 30 9 6 11 | |
split_gain=0.0905283 0.212019 0.268045 0.22972 0.177996 0.291889 0.228494 | |
threshold=0 0.61790910363197338 1.0588229894638064 0.87502706050872814 1.3687919378280642 -1.5258474349975584 0.67859104275703441 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.0090271706577927501 -0.031386306717780012 0.0019727161830762324 0.070593038955967261 -0.069285810205400727 -0.051075015950263203 0.050620861572470179 0.0030902543236152554 | |
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leaf_count=239 209 139 92 33 57 66 165 | |
internal_value=0 0.00864034 0.0253275 -0.00964684 -0.00646308 0.0250675 -0.0125626 | |
internal_weight=0 6.94778 3.63281 3.31497 9.25506 1.50017 7.75488 | |
internal_count=1000 503 331 172 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=437 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 0 27 0 4 22 | |
split_gain=0.0903409 0.243198 0.287608 0.242602 0.242315 0.104896 0.103351 | |
threshold=-0.1249653398990631 1.0865690112113955 0.38903948664665228 1.2188372015953066 3.9563815593719487 -0.77281033992767323 -0.29860608279705042 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -3 -5 | |
right_child=3 5 -4 6 -6 -7 -8 | |
leaf_value=-0.011887819021372549 -0.017362723443677858 -0.08360157295024441 0.029763450229323432 0.089736506707415564 0.062521385467294285 -0.010749704850795589 0.017151175507737291 | |
leaf_weight=2.6988133237855463 7.0291624559231405 0.37006296039544395 4.2981549114483641 0.30680333999589493 0.40139980521053065 0.42419371092728386 0.54396239336347196 | |
leaf_count=184 457 31 217 28 19 24 40 | |
internal_value=0 0.00774552 0.0136981 -0.00725587 -0.0130474 -0.0446931 0.0433269 | |
internal_weight=0 7.79122 6.99697 8.28133 7.43056 0.794257 0.850766 | |
internal_count=1000 456 401 544 476 55 68 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=438 | |
num_leaves=6 | |
num_cat=1 | |
split_feature=3 8 4 9 10 | |
split_gain=0.0923587 0.0933428 0.206662 0.186272 0.0647822 | |
threshold=-2.7369303703308101 0 0.61790910363197338 0.19106149673461917 -1.9995312094688413 | |
decision_type=2 1 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.014354507898703801 0.027368499180849722 -0.016624713687987795 -0.0079815481458099715 0.013101430567605536 -0.10174245885256822 | |
leaf_weight=0.2029600916794152 3.3989127711083702 5.6212208027391153 3.221030401178723 3.3728376971539547 0.14574891657775957 | |
leaf_count=27 316 270 156 206 25 | |
internal_value=0 0.00115615 0.0101684 -0.00547719 -0.0508798 | |
internal_weight=0 15.614 6.61994 8.99406 0.348709 | |
internal_count=1000 948 472 476 52 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=439 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 11 27 4 25 27 28 | |
split_gain=0.0826562 0.225646 0.274404 0.250648 0.211192 0.346212 0.302383 | |
threshold=0.35997511446475988 0.77870225906372081 -0.44899147748947138 -1.695614159107208 -0.65986099839210499 -0.48481595516204828 -0.11683378741145133 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.03617365099874735 0.026814277134153158 0.069373634074744131 0.0057076926120711692 -0.036317983539628028 0.0073731089404535767 0.042014868081257706 -0.032471930252176949 | |
leaf_weight=0.8064308175526097 1.0397269930062978 1.0679744021836088 1.8491190794920838 1.5914364451955414 3.5907403462656466 1.9019392248828797 4.0560549566725967 | |
leaf_count=47 95 48 111 113 221 107 258 | |
internal_value=0 0.0098635 0.0290164 -0.0113707 -0.00526258 0.0187338 -0.0137617 | |
internal_weight=0 5.54826 2.91709 2.63116 10.3552 2.70837 7.6468 | |
internal_count=1000 367 159 208 633 154 479 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=440 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 5 4 27 26 7 | |
split_gain=0.086115 0.281821 0.253148 0.232971 0.220255 0.303375 0.233125 | |
threshold=-0.94487735629081715 -0.69330593943595875 -1.0857784152030943 -1.2004670500755308 -0.70748955011367787 -1.2671917080879209 -1.0387114286422727 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.01388567846293564 -0.0054012519403719471 0.0062507626603812419 -0.069426268253392182 -0.088493289943570905 -0.081518068020311085 0.0029199071576957183 0.057862230140347387 | |
leaf_weight=0.32345819246256724 0.97764327807817641 5.4483591194875771 0.48105290689272884 0.71050473774812395 0.45842693768099607 5.9248017072695802 1.4410836450551858 | |
leaf_count=19 61 306 20 83 35 391 85 | |
internal_value=0 -0.00828977 0.000111089 -0.0564657 0.00659326 -0.00314421 0.0322913 | |
internal_weight=0 6.96337 5.92941 1.03396 8.80196 6.38323 2.41873 | |
internal_count=1000 428 326 102 572 426 146 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=441 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 9 11 4 | |
split_gain=0.0822718 0.229629 0.188036 0.114776 0.316957 0.258465 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 -2.3239196538925166 3.7726721763610844 -3.4333997964859004 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.088177365572744665 -0.04505950785448435 0.028509437165374837 -0.073958158552322906 0.06914464519804546 0.05221162451094255 0.0021302019250855754 | |
leaf_weight=0.14857215323718265 1.3833842338062812 0.2463283269898966 0.65608347353327257 0.60414413338639583 0.44202856726042217 12.149986513416479 | |
leaf_count=9 93 17 82 83 33 683 | |
internal_value=0 -0.0270217 -0.0459879 0.00194791 -0.021505 0.00530458 | |
internal_weight=0 1.05098 0.902412 14.5795 1.82541 12.7541 | |
internal_count=1000 108 99 892 126 766 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=442 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 3 13 30 9 17 | |
split_gain=0.0843175 0.322756 0.194704 0.136131 0.108127 0.0604865 | |
threshold=3.0957533121109013 2.6622943878173833 -0.27612735331058497 -0.75394436717033375 0.46225464344024664 0.72848483920097362 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -2 -1 -3 -4 | |
right_child=2 4 5 -5 -6 -7 | |
leaf_value=-0.02238151266024669 0.028398941930233203 0.10338151682393655 -0.037027565841904753 0.0032683148843346923 0.021695301351694465 -0.10243313924809082 | |
leaf_weight=2.5285001642737344 0.36249074321676744 0.39326536803855638 0.3292218943370252 11.389116232750892 0.27561085360503057 0.24783088223193772 | |
leaf_count=186 32 25 41 676 27 13 | |
internal_value=0 0.00186936 -0.0290375 -0.00139165 0.0697227 -0.0651178 | |
internal_weight=0 14.5865 0.939544 13.9176 0.668876 0.577053 | |
internal_count=1000 914 86 862 52 54 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=443 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.083497 0.203984 0.143442 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.49797442555427546 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.048150749618475604 -0.077648724565599458 -0.014409751816295602 0.0071014381727156142 | |
leaf_weight=0.35196737126716549 0.34044054216064878 4.4291941385617966 10.328851878788553 | |
leaf_count=24 20 315 641 | |
internal_value=0 -0.00111989 0.000645486 | |
internal_weight=0 15.0985 14.758 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=444 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 6 27 5 2 11 | |
split_gain=0.0814679 0.198579 0.264247 0.21785 0.183062 0.364514 0.261255 | |
threshold=0 -0.53416204452514637 -4.5184216499328604 -0.99950659275054921 -1.2619942426681516 2.1161124706268315 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.050897408273310185 -0.046336072666290626 -0.096119019596163396 0.04650922601747895 0.0069984903987220532 -0.0040697509790929218 0.027983288510564659 0.05815999213645922 | |
leaf_weight=0.77835921932273588 2.3191457819521024 0.14036902523366745 1.7411819398057573 3.9386646455218397 4.7874915128340927 0.92244416320863809 0.78529622452333558 | |
leaf_count=45 153 7 222 229 261 51 32 | |
internal_value=0 0.00840138 0.0358688 -0.00255495 -0.00629178 -0.0251874 0.00469943 | |
internal_weight=0 6.59857 1.88155 4.71702 8.81438 3.24159 5.57279 | |
internal_count=1000 503 229 274 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=445 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=25 4 4 2 21 31 24 | |
split_gain=0.083416 0.231438 0.310541 0.269539 0.228363 0.305461 0.276502 | |
threshold=0.10375598073005678 1.5504462718963625 1.1301271319389345 1.0409553050994875 0.099660724401474013 0.48320357501506811 1.4340658783912661 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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leaf_count=395 165 41 40 61 212 71 15 | |
internal_value=0 -0.00660786 0.00146485 -0.0403647 0.00826294 0.0257205 -0.0110133 | |
internal_weight=0 8.49286 6.85382 1.63904 6.7861 3.56104 3.22507 | |
internal_count=1000 537 435 102 463 236 227 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=446 | |
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num_cat=0 | |
split_feature=9 3 2 0 4 9 9 | |
split_gain=0.0848001 0.323332 0.377382 0.291797 0.161037 0.656815 0.348227 | |
threshold=1.0618134737014773 0.73033910989761364 -0.37953710556030268 -1.121388792991638 -1.6822952032089231 -0.89385390281677235 -1.9159966707229612 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.015458103467717161 -0.041387845315422229 0.088973257417195972 -0.029588352677918667 0.059551496187491275 0.029509768492594964 0.078515236179056813 -0.024237010075243769 | |
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internal_value=0 0.0119549 -0.0135476 0.0417013 -0.00468521 0.0128603 -0.0131205 | |
internal_weight=0 4.26219 2.29479 1.9674 10.8808 3.5327 7.34809 | |
internal_count=1000 323 172 151 677 255 422 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=447 | |
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num_cat=0 | |
split_feature=22 7 31 12 24 | |
split_gain=0.087776 0.232137 0.14316 0.206029 0.160604 | |
threshold=1.4963601827621462 -0.96313458681106556 1.3691098093986513 0.53920793533325206 0.29935918748378759 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
leaf_value=-0.014115139797206355 -0.019720396772050161 0.067458971449092381 -0.0075466659177980807 0.071171552105925517 0.0096352107265737265 | |
leaf_weight=7.9575139048138208 0.58641486970009282 0.63744612553455293 0.71975559810380108 0.61795030737266643 4.4334789318118055 | |
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internal_value=0 0.0256868 -0.00226206 0.028817 -0.0056173 | |
internal_weight=0 1.22386 13.7287 1.33771 12.391 | |
internal_count=1000 67 933 90 843 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=448 | |
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num_cat=0 | |
split_feature=3 9 4 20 6 30 | |
split_gain=0.0798133 0.192286 0.1586 0.122558 0.233554 0.170667 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 -1.1364628076553343 -1.5258474349975584 1.2851886153221133 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.083928411308646672 -0.059815527474403357 0.02533578504283044 -0.072422556423277731 0.0024606963653753286 0.044556472146788539 -0.037107293472329585 | |
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internal_value=0 -0.02776 -0.0455802 0.00196324 0.0279661 -0.00142323 | |
internal_weight=0 0.966113 0.833178 13.9178 1.60372 12.3141 | |
internal_count=1000 108 99 892 109 783 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=449 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 9 7 2 7 | |
split_gain=0.0807156 0.320984 0.312689 0.181662 0.153147 0.207206 0.189397 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 1.8027077913284304 -3.3866791725158687 3.0348654985427861 -3.9560654163360591 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.0025674508020198223 0.026376672942644754 0.055072907763057601 -0.0061086437056184183 -0.07676583185631701 -0.0060188721051931708 0.044141540138843367 -0.10354193842080853 | |
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leaf_count=32 27 114 102 80 550 79 16 | |
internal_value=0 0.0118642 0.0254808 -0.0449918 -0.00458048 -0.00146799 -0.0507571 | |
internal_weight=0 4.14608 3.34498 0.801099 10.6557 9.98279 0.672879 | |
internal_count=1000 323 216 107 677 629 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=450 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 9 4 13 29 | |
split_gain=0.0843663 0.0960767 0.315203 0.212583 0.0775979 | |
threshold=-3.7824122905731197 0.19106149673461917 -1.2296712994575498 -0.049947589635848992 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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leaf_weight=0.20598125349351903 3.2442765933519686 0.97404535915575241 5.5876817420717089 4.4331597743002922 0.2347731148565807 | |
leaf_count=19 217 122 344 269 29 | |
internal_value=0 0.00134988 0.0102351 -0.00624407 -0.0430729 | |
internal_weight=0 14.2392 6.56173 7.67744 0.440754 | |
internal_count=1000 952 466 486 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=451 | |
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num_cat=0 | |
split_feature=3 4 7 6 10 9 | |
split_gain=0.0792483 0.217592 0.211417 0.172882 0.274547 0.234075 | |
threshold=-0.24213722348213193 -3.3705158233642574 -2.702191829681396 1.7042843699455263 1.0763437151908877 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.058973516686637306 -0.034949834831832345 0.020084347253507308 -0.028986190236457696 -0.092359405345068646 0.0087142158214824992 0.016360017862935099 | |
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leaf_count=38 71 81 245 27 83 455 | |
internal_value=0 -0.010154 -0.0164172 0.00535009 -0.0315463 0.0102391 | |
internal_weight=0 5.02568 4.60816 9.58398 1.12135 8.46263 | |
internal_count=1000 364 326 636 110 526 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=452 | |
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num_cat=0 | |
split_feature=10 20 5 | |
split_gain=0.09421 0.115446 0.123591 | |
threshold=-8.2502570152282697 1.8299899697303774 -3.3303779363632198 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.082193964863685132 -0.037470836060332656 0.059548002920781488 0.0018126305161215665 | |
leaf_weight=0.13810545954766063 0.85264796240425944 0.32683365296179623 13.191063351422143 | |
leaf_count=16 86 24 874 | |
internal_value=0 0.000794916 -0.00057242 | |
internal_weight=0 14.3705 14.0437 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=453 | |
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num_cat=2 | |
split_feature=0 1 10 9 2 1 13 | |
split_gain=0.082226 0.263703 0.322958 0.25069 0.234904 0.278372 0.0449501 | |
threshold=-0.53437867760658253 0 2.3550301790237431 1.555183529853821 2.5457446575164799 1 -0.090421572327613817 | |
decision_type=2 1 2 2 2 1 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=0.027233641270297395 -0.020422376788157077 0.010346336208977569 0.042178059903029724 0.067641077510638831 -0.036702263083111621 -0.035289732572212712 -0.10087900818003728 | |
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internal_value=0 0.00412316 -0.0101279 0.0207234 -0.0137795 -0.00288438 -0.0784767 | |
internal_weight=0 11.1468 5.9978 5.14902 3.33253 2.85222 0.480316 | |
internal_count=1000 704 405 299 296 246 50 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=454 | |
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num_cat=0 | |
split_feature=5 12 7 6 7 9 | |
split_gain=0.087197 0.239346 0.132473 0.12783 0.18554 0.165021 | |
threshold=2.0177078247070317 -0.6693873107433318 -0.27817767858505243 -2.2757308483123775 -1.2958345413208006 1.2183623313903811 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=-0.093063298121062787 -0.037958562724721277 -0.0076626861492275922 0.086021338173223424 -0.0064812419127739038 0.007864072960098745 0.020152647905626236 | |
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internal_value=0 0.0267304 0.0596206 -0.00227029 -0.042986 0.000102924 | |
internal_weight=0 1.12494 0.745765 13.2292 0.728627 12.5006 | |
internal_count=1000 107 77 893 103 790 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=455 | |
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num_cat=0 | |
split_feature=10 20 0 | |
split_gain=0.0809047 0.0956679 0.114782 | |
threshold=-8.2502570152282697 1.8299899697303774 3.7561185359954838 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.079780125794364262 -0.0024582149877193033 0.055799956789812893 0.042138552981339818 | |
leaf_weight=0.12597736906900614 13.234072655469385 0.308401370035427 0.60343449142237737 | |
leaf_count=16 925 24 35 | |
internal_value=0 0.000714301 -0.000513412 | |
internal_weight=0 14.1459 13.8375 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=456 | |
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num_cat=0 | |
split_feature=5 6 7 4 7 2 9 | |
split_gain=0.0809908 0.313675 0.293438 0.34241 0.285272 0.252584 0.214956 | |
threshold=-0.18700882792472837 -0.96759614348411549 -1.6289549469947813 0.92876344919204723 -0.37251955270767206 0.23355075716972354 0.71947535872459423 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 6 -4 -3 -1 -2 | |
right_child=2 4 3 -5 -6 -7 -8 | |
leaf_value=-0.0059158542159784798 -0.052891618893147245 0.016014726433428484 0.0096229183566203177 0.084117458987657656 -0.023747534517827143 -0.098452386221789714 0.016872039848028111 | |
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leaf_count=44 79 260 236 57 196 76 52 | |
internal_value=0 -0.00578144 0.00982989 0.0268009 0.00150412 -0.0537968 -0.022917 | |
internal_weight=0 8.96677 5.28004 3.47772 7.78545 1.18132 1.80232 | |
internal_count=1000 576 424 293 456 120 131 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=457 | |
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num_cat=0 | |
split_feature=22 7 0 4 9 | |
split_gain=0.0798483 0.178175 0.130054 0.229226 0.17346 | |
threshold=1.4963601827621462 -0.96313458681106556 -1.608339190483093 -1.6112870573997495 2.3682196140289311 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 | |
right_child=1 -3 4 -5 -6 | |
leaf_value=0.091644069307019183 -0.015594374597991636 0.064072670633045739 -0.0026501024321549035 -0.05228135353020863 0.043192363024726038 | |
leaf_weight=0.12524381084949709 0.5434312637153198 0.58072541693673041 10.999721727233005 0.95031110458057699 0.89236022662953551 | |
leaf_count=14 32 35 719 124 76 | |
internal_value=0 0.0255606 -0.00222191 -0.0355218 0.000789833 | |
internal_weight=0 1.12416 12.9676 1.07555 11.8921 | |
internal_count=1000 67 933 138 795 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=458 | |
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num_cat=0 | |
split_feature=13 13 17 20 25 17 | |
split_gain=0.0805231 0.190582 0.165369 0.116756 0.215211 0.209072 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.95758008956909169 -1.1364628076553343 -0.69616228342056263 0.75022095441818248 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.085953754099861945 0.078514289099430104 0.098810310094279957 -0.017583263806295057 0.00072484304661112086 -0.003954627070698942 -0.03431617785433682 | |
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leaf_count=14 29 12 70 632 82 161 | |
internal_value=0 0.0245468 0.0035135 -0.00233943 0.0250477 -0.0056697 | |
internal_weight=0 1.22011 0.950819 12.8013 1.38787 11.4134 | |
internal_count=1000 96 84 904 111 793 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=459 | |
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num_cat=0 | |
split_feature=30 31 31 31 12 4 25 | |
split_gain=0.0801417 0.213211 0.185028 0.138454 0.284968 0.251612 0.114051 | |
threshold=-0.75394436717033375 0.61904841661453258 -1.2907721400260923 -0.16177539527416226 0.32925777137279516 -0.38929480314254755 -0.10697140917181967 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.033199129958655947 0.03070105713253108 0.094090487751441951 -0.042382926400794663 0.015887415765187683 -0.02228439643013988 -0.024639759084819305 -0.0021149930288011745 | |
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internal_value=0 -0.0154796 -0.0288143 0.0037267 0.0159916 -0.00631159 0.0438981 | |
internal_weight=0 2.69279 2.19896 11.2456 5.06143 6.18413 0.493831 | |
internal_count=1000 216 169 784 331 453 47 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=460 | |
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num_cat=0 | |
split_feature=22 27 22 22 28 | |
split_gain=0.0765498 0.182316 0.126479 0.156564 0.103886 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 -0.19637223333120343 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 -2 -4 -1 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.040038058981943223 -0.055183780546067131 0.092079066463056705 0.050840032948249562 -0.0026797025347161905 -0.036999244234045887 | |
leaf_weight=0.3273344125955191 0.43305978736134321 0.29877821045738528 0.57308739257859898 11.823157104194932 0.37625289039351695 | |
leaf_count=26 32 20 36 852 34 | |
internal_value=0 0.026633 -0.00206127 -0.000205446 -0.00115869 | |
internal_weight=0 1.00237 12.8293 12.3962 0.703587 | |
internal_count=1000 80 920 888 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=461 | |
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num_cat=0 | |
split_feature=25 19 24 10 12 6 31 | |
split_gain=0.0743029 0.221741 0.267708 0.204063 0.170125 0.350155 0.215064 | |
threshold=0.10375598073005678 0.15210568904876712 -1.2095863819122312 -2.1080690622329707 -0.03644080460071563 -2.0841283798217769 0.49908749759197241 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.013029082361810572 0.039367627232947733 0.076378899229367414 0.00011767368754298516 -0.033052009762412266 0.086245916314918611 -0.022516716040875823 -0.017811015299790994 | |
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leaf_count=79 168 34 197 227 39 182 74 | |
internal_value=0 -0.00656865 0.0151568 -0.0199464 0.00820394 -0.00970309 0.0236547 | |
internal_weight=0 7.62947 2.90758 4.72189 6.14886 2.84805 3.30081 | |
internal_count=1000 537 231 306 463 221 242 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=462 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 17 12 22 24 7 15 | |
split_gain=0.0775766 0.143845 0.133559 0.119573 0.143757 0.131469 0.115264 | |
threshold=1.3691098093986513 -0.36764360964298243 0.53920793533325206 1.4963601827621462 0.29935918748378759 -0.96313458681106556 0.30211952328681951 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 -3 | |
right_child=1 6 -4 5 -6 -7 -8 | |
leaf_value=-0.013782337017507626 -0.067410548541403326 0.017396508030239458 0.0354351214464807 -0.0087977075245930566 0.00964474637981203 0.064929070128482855 0.093526963323604467 | |
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leaf_count=534 27 38 14 27 309 33 18 | |
internal_value=0 0.0230143 -0.0188737 -0.00243649 -0.00532185 0.0311808 0.048902 | |
internal_weight=0 1.32652 0.506678 12.3274 11.353 0.974421 0.81984 | |
internal_count=1000 97 41 903 843 60 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=463 | |
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num_cat=1 | |
split_feature=8 0 28 4 6 11 0 | |
split_gain=0.0813176 0.220795 0.233738 0.204173 0.163987 0.200503 0.110725 | |
threshold=0 0.23862367868423465 -0.31815470755100245 0.61790910363197338 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.045633475868159995 -0.011097335419724814 0.054013293957936352 0.012005871889846531 0.00031395750378503904 -0.10161154221478026 0.030606888586032083 -0.0064162907074831578 | |
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leaf_count=94 356 193 141 75 46 78 17 | |
internal_value=0 0.00897568 -0.0100558 0.0289026 -0.00666028 -0.00283418 -0.0619032 | |
internal_weight=0 5.82203 2.97792 2.84411 7.75849 7.25595 0.502543 | |
internal_count=1000 503 235 268 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=464 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=3 10 6 10 3 11 30 | |
split_gain=0.0764565 0.181351 0.442618 0.155207 0.30033 0.285537 0.0742405 | |
threshold=-0.24213722348213193 1.9523186683654787 1.5605731010437014 1.819823205471039 1.4957433342933657 2.0572024583816533 0.30768473446369177 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.02182491267895921 0.013903245891940292 -0.099250128187003295 0.054474091123708449 -0.0074719510690963971 -0.031063577294085772 0.061015701198650019 -0.024967496050625225 | |
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leaf_count=242 240 31 66 159 137 100 25 | |
internal_value=0 -0.0103288 -0.00317645 0.00551049 -0.00268791 0.0269883 -0.0647637 | |
internal_weight=0 4.65796 4.11701 8.81444 6.37934 2.43509 0.540942 | |
internal_count=1000 364 308 636 377 259 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=465 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 7 9 5 7 13 5 | |
split_gain=0.075582 0.216733 0.298067 0.266162 0.184457 0.26627 0.233149 | |
threshold=-0.94487735629081715 -1.3431769609451292 0.79456663131713878 -1.129051089286804 0.25074130296707159 1.3032695651054385 -0.81435763835906971 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.025574721533402563 0.062675890382217977 -0.0044656790918123877 -0.068684811320463127 -0.069054032045443289 0.045984692057038187 -0.045440455563521644 -0.010419062581378388 | |
leaf_weight=2.2568445447304843 0.4808049399871378 2.200628416918335 1.0761944701143873 0.3423202490339462 1.8829813742167973 0.38342753418692144 4.722132067088296 | |
leaf_count=156 17 157 94 21 186 24 345 | |
internal_value=0 -0.00845236 -0.0255569 0.0131117 0.0067074 0.0305175 -0.00366434 | |
internal_weight=0 5.87599 3.27682 2.59916 7.46935 2.26641 5.20294 | |
internal_count=1000 428 251 177 572 210 362 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=466 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 17 27 2 27 | |
split_gain=0.071567 0.178013 0.127849 0.10076 0.255489 0.190604 | |
threshold=-2.0779349803924556 -1.6665836572647093 -0.87433335185050953 -0.56510543823242176 3.0348654985427861 0.32765662670135504 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.082711202561605357 0.0067189650344027354 0.030132840952065844 -0.068888167136150258 -0.01899287985815579 0.091921830133585486 0.010782986176742974 | |
leaf_weight=0.12485891187679954 3.3560715320545564 0.16881009871940478 0.57290406439892727 4.2669711443604665 0.39316551293450164 4.3328488344905054 | |
leaf_count=9 232 23 76 302 34 324 | |
internal_value=0 -0.0277557 -0.0463515 0.00197333 0.0156538 -0.0039909 | |
internal_weight=0 0.866573 0.741714 12.3491 3.74924 8.59982 | |
internal_count=1000 108 99 892 266 626 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=467 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 2 5 | |
split_gain=0.0738793 0.0841245 0.102119 | |
threshold=-8.2502570152282697 -2.481732845306396 -0.18700882792472837 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.079410870187034452 0.044214928023016499 -0.0077004865448544431 0.010921701667985426 | |
leaf_weight=0.1160422367720465 0.43027457269272318 7.8911675992103465 4.6978043264959979 | |
leaf_count=16 26 561 397 | |
internal_value=0 0.000734816 -0.000751278 | |
internal_weight=0 13.0192 12.589 | |
internal_count=1000 984 958 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=468 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 4 11 | |
split_gain=0.110432 0.097614 0.15511 0.101053 | |
threshold=-2.5403696298599239 -1.3991433978080747 -2.3924001455307002 -5.2096197605133048 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.098093239828552156 0.052178355898347739 -0.03754042756884949 -0.053388520276201001 0.0036478578951436302 | |
leaf_weight=0.11382510792464096 0.17282168930978514 0.62825491586227045 0.71505281728604941 11.481922950075612 | |
leaf_count=4 15 85 68 828 | |
internal_value=0 -0.000835402 -0.0328403 0.00151108 | |
internal_weight=0 12.9981 0.887875 12.1102 | |
internal_count=1000 996 83 913 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=469 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=31 14 12 15 18 | |
split_gain=0.0704874 0.128874 0.161924 0.106094 0.128991 | |
threshold=1.3691098093986513 0.81121668219566356 0.18951624631881717 -1.9646769762039182 -1.7253326773643491 | |
decision_type=2 2 2 2 2 | |
left_child=3 2 -2 -1 -5 | |
right_child=1 -3 -4 4 -6 | |
leaf_value=-0.054405466149693528 -0.054049061356871854 0.069831880227651702 0.035538813945997665 0.051038817401136409 -0.0028178196107216842 | |
leaf_weight=0.37913440799093123 0.33011560745944801 0.39521413425245555 0.51883300773624796 0.46347610146039997 10.985573209057973 | |
leaf_count=26 38 28 31 35 842 | |
internal_value=0 0.0226617 0.000702364 -0.00236106 -0.000637616 | |
internal_weight=0 1.24416 0.848949 11.8282 11.449 | |
internal_count=1000 97 69 903 877 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=470 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=13 18 11 26 | |
split_gain=0.0718675 0.0783854 0.199996 0.131749 | |
threshold=-1.9400736093521116 -0.65785545110702504 2.3344395160675053 1.6146269440650942 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.06030932394148826 -0.03296755500575798 0.0063917998805866211 0.021397620981500012 -0.042678763551944554 | |
leaf_weight=0.19477560709037867 2.0352781236326787 9.1954406700879154 1.0137031728809232 0.58176614433614382 | |
leaf_count=24 177 687 71 41 | |
internal_value=0 -0.000893559 -0.0148926 0.00347199 | |
internal_weight=0 12.8262 3.04898 9.77721 | |
internal_count=1000 976 248 728 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=471 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 9 6 6 29 | |
split_gain=0.0709743 0.0831905 0.257956 0.197271 0.0608901 | |
threshold=-3.7824122905731197 0.3670168817043305 -0.60408353805541981 -2.0841283798217769 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.00033149256400211293 0.050612219806799169 -0.019934085664461639 0.026007375364246993 -0.010733105300510234 -0.079330184609724519 | |
leaf_weight=0.17954312475831102 0.56984264102811621 1.8404566416547821 3.638132341145365 6.5453899307058228 0.20608672703838316 | |
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internal_value=0 0.00131168 0.010574 -0.0058201 -0.042241 | |
internal_weight=0 12.5938 5.47859 7.11523 0.38563 | |
internal_count=1000 952 434 518 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=472 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=3 29 29 17 | |
split_gain=0.0726785 0.0749599 0.105509 0.0494846 | |
threshold=-2.7369303703308101 -1.7141830921173093 -1.1235041022300718 -0.088628441095352159 | |
decision_type=2 2 2 2 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=0.0079061069711253429 0.042845069021244145 -0.040070029370809078 0.0018476709094337582 -0.083367114074983595 | |
leaf_weight=0.09052334692387376 0.41597157705109467 0.63322943834782464 11.608385176645241 0.17276319897837389 | |
leaf_count=17 38 67 843 35 | |
internal_value=0 0.00109794 -0.000320631 -0.0519855 | |
internal_weight=0 12.6576 12.2416 0.263287 | |
internal_count=1000 948 910 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=473 | |
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num_cat=0 | |
split_feature=13 7 13 26 22 | |
split_gain=0.0682898 0.191258 0.206828 0.109931 0.118209 | |
threshold=1.3883623480796816 -1.6642212867736814 1.4956029057502749 1.9975859522819521 0.58588045835495006 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.0071617813353878554 0.06725979640316937 0.066987380101528812 -0.043452262288054072 -0.058064346104537534 0.015709675429800864 | |
leaf_weight=8.0694971940397355 0.54149604630947579 0.24416338873561538 0.5550901603710372 0.34503742665401738 3.1387121435841445 | |
leaf_count=625 34 17 45 26 253 | |
internal_value=0 0.0213738 -0.00971414 -0.00246841 -0.00075693 | |
internal_weight=0 1.34075 0.799254 11.5532 11.2082 | |
internal_count=1000 96 62 904 878 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=474 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=22 27 28 21 28 30 | |
split_gain=0.0710104 0.148883 0.107155 0.245777 0.160321 0.0932613 | |
threshold=-1.4049233794212339 0.59481739997863781 0.89896380901336681 -0.88092496991157521 0.33898076415061956 -0.090606000274419771 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.035655177476100808 -0.00023800689821759332 0.090578818793295587 -0.048746416866537412 0.035357730485365738 -0.032729540447674121 0.039812554106874842 | |
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leaf_count=30 604 20 32 134 150 30 | |
internal_value=0 0.0268291 -0.00204926 0.0182136 -0.00648649 0.00136092 | |
internal_weight=0 0.917001 11.9178 2.14097 9.77688 0.655233 | |
internal_count=1000 80 920 166 754 60 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=475 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 3 7 7 2 0 | |
split_gain=0.0709503 0.269058 0.225808 0.224499 0.220538 0.210253 0.00607852 | |
threshold=-0.18700882792472837 -0.96759614348411549 2.4806873798370366 -2.499995112419128 -0.37251955270767206 0.23355075716972354 -0.47939994931221003 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 3 -2 -3 -1 -4 | |
right_child=2 4 6 -5 -6 -7 -8 | |
leaf_value=-0.0075778905958724819 -0.042122291136078564 0.014898136493963302 0.072989991284053396 0.01486232927614837 -0.022038299815036085 -0.097423372689001642 0.1019274787962135 | |
leaf_weight=0.51382372127227316 0.8562535563851269 4.4107470692688358 0.11345518784946762 3.5898749630337088 2.5516471875562274 0.52823696262203157 0.20153318483335159 | |
leaf_count=44 73 260 15 297 196 76 39 | |
internal_value=0 -0.00573161 0.00968458 0.003888 0.00136131 -0.053122 0.0915045 | |
internal_weight=0 8.00445 4.76112 4.44613 6.96239 1.04206 0.314988 | |
internal_count=1000 576 424 370 456 120 54 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=476 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=0 4 28 9 3 18 | |
split_gain=0.0680385 0.191467 0.177288 0.125457 0.311518 0.166006 | |
threshold=-1.608339190483093 -0.97413113713264454 -0.014420712832361458 1.2183623313903811 0.74455237388610851 -0.4650785624980926 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.076907824800842448 -0.023470460906693663 -0.083464995845084711 0.0052357775970843564 0.060341143561525881 -0.0093764768014377164 0.00581539151321758 | |
leaf_weight=0.15929457824677229 2.8188038161488276 0.48182911733056244 0.42328836118758839 1.1531812272514792 1.442768099132081 6.1772261748465098 | |
leaf_count=22 198 72 58 95 113 442 | |
internal_value=0 -0.0241905 -0.0419831 0.00222745 0.0215937 -0.003361 | |
internal_weight=0 1.06441 0.905117 11.592 2.59595 8.99603 | |
internal_count=1000 152 130 848 208 640 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=477 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 4 19 10 0 | |
split_gain=0.069325 0.169812 0.185235 0.138943 0.148914 | |
threshold=-0.24213722348213193 -3.3705158233642574 1.3911387324333193 -5.3222155570983878 3.631331324577332 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.054014860468574726 -0.064345472530217079 -0.010304323707678604 -0.093759862848704689 0.005105635286758347 0.077204367525626955 | |
leaf_weight=0.37537485355278466 0.27621198073029418 3.6583747635759223 0.28680772127700027 7.6721225997844149 0.29758133521681873 | |
leaf_count=38 19 302 24 601 16 | |
internal_value=0 -0.0102562 -0.0163714 0.00538117 0.00779773 | |
internal_weight=0 4.32056 3.94518 8.24592 7.9697 | |
internal_count=1000 364 326 636 617 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=478 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 5 7 2 26 4 25 | |
split_gain=0.0647997 0.176329 0.246699 0.244968 0.165172 0.182665 0.127441 | |
threshold=-1.0592629313468931 -0.15890216827392575 0.26619952917099005 -2.3660683631896968 -0.82819029688835133 -0.10453191399574278 0.51847451925277721 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=-0.078322899239686591 0.10385659165211043 0.010067452363851972 0.088204993651961772 -0.0068423009411708383 0.013914569504279564 -0.046360038864072736 0.007126089039331489 | |
leaf_weight=0.54965742185595479 0.20627439650706847 1.6350743116397546 0.53668796480633307 6.4735044156095682 2.194418956901246 0.65222884324612129 0.25575297114983186 | |
leaf_count=52 8 99 54 447 236 78 26 | |
internal_value=0 0.00462393 0.0293769 -0.00342387 -0.0112077 0.000104347 -0.0511891 | |
internal_weight=0 8.85154 2.17176 6.67978 3.65206 2.84665 0.80541 | |
internal_count=1000 608 153 455 392 314 78 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=479 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 2 7 6 3 | |
split_gain=0.0691027 0.195757 0.247605 0.205668 0.158893 0.391862 0.212507 | |
threshold=0 -0.24360075592994687 1.6863377690315249 3.4516642093658452 -1.9599047899246214 -0.68222475051879872 3.0217821598052983 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0085165277263143432 -0.049536912432480991 0.06242912559846564 0.088508426230679213 -0.045556213013983222 -0.0091412889459019497 0.063478823505639853 -0.093767673117162775 | |
leaf_weight=3.8348957521020566 0.46959996708028484 1.0137306454284951 0.28239010705146927 0.21352588518766413 5.3865704000522783 0.88496799013955729 0.31402900514331111 | |
leaf_count=282 44 190 15 16 366 60 27 | |
internal_value=0 0.00858685 -0.00186193 0.0436412 -0.00648769 0.0242987 -0.0138031 | |
internal_weight=0 5.34454 4.11729 1.22726 7.05517 1.35457 5.7006 | |
internal_count=1000 503 297 206 497 104 393 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=480 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=25 15 22 | |
split_gain=0.0676109 0.0890881 0.0890465 | |
threshold=-1.7584840655326841 -1.9646769762039182 0.26117700338363653 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.044468029935526031 -0.049839984108802582 -0.0070830981381583046 0.010716037251514684 | |
leaf_weight=0.33294819585626179 0.36532140769122534 6.7615495591703603 4.8103624917614525 | |
leaf_count=28 27 561 384 | |
internal_value=0 -0.00121907 0.000315877 | |
internal_weight=0 11.9372 11.5719 | |
internal_count=1000 972 945 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=481 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 22 0 29 10 0 | |
split_gain=0.067286 0.140644 0.20265 0.179842 0.124561 0.116344 | |
threshold=-0.49797442555427546 -1.0270571708679197 0.68990981578826915 -0.19991248100996015 -5.6221578121185294 0.38903948664665228 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.043268058219505329 -0.075746563620549753 0.0061301350727801379 0.08411166562132523 -0.042021923042453717 -0.0056699268132342122 0.017871469780633736 | |
leaf_weight=0.2003142763514919 0.18760215677320857 1.4583835852172349 0.33172604965511709 1.6568202217936234 4.0145640894979788 4.4004474889302401 | |
leaf_count=31 15 123 19 151 340 321 | |
internal_value=0 -0.0113642 0.0361529 -0.0194795 0.00484387 0.00664054 | |
internal_weight=0 3.64724 0.53204 3.1152 8.60261 8.41501 | |
internal_count=1000 324 50 274 676 661 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=482 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 4 5 7 21 | |
split_gain=0.0652033 0.160137 0.118655 0.102733 0.100108 | |
threshold=2.0177078247070317 -1.8932023048400877 1.8258181810379031 -1.0754944086074827 -0.46762408316135401 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
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internal_value=0 0.0259527 -0.00204858 0.0549098 -0.000483156 | |
internal_weight=0 0.897797 11.2779 0.610702 11.0212 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=483 | |
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split_feature=22 27 22 22 28 | |
split_gain=0.0640558 0.133593 0.100325 0.126044 0.0810296 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.1611655354499815 -1.0270571708679197 -0.19637223333120343 | |
decision_type=2 2 2 2 2 | |
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right_child=2 -3 3 -5 -6 | |
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internal_value=0 0.0266074 -0.00196642 -0.000212767 0.00132327 | |
internal_weight=0 0.843167 11.2853 10.9079 0.600767 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=484 | |
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split_feature=13 19 27 13 20 13 | |
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threshold=-1.2598152160644529 -0.29766309261322016 -0.017536817118525502 -1.187853932380676 -1.1364628076553343 -1.3795455694198606 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 -3 | |
right_child=3 5 -4 4 -6 -7 | |
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internal_value=0 0.0237845 -0.0214318 -0.00221837 -0.000910067 0.058198 | |
internal_weight=0 1.04263 0.450591 11.0432 10.8468 0.592036 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=485 | |
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num_cat=0 | |
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threshold=-2.0779349803924556 0.5318211317062379 -2.3239196538925166 3.7726721763610844 -2.481732845306396 -1.5022985935211179 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 | |
right_child=2 -3 4 -5 -6 -7 | |
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internal_weight=0 0.781173 11.2471 1.47262 9.77448 0.513376 | |
internal_count=1000 108 892 126 766 80 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=486 | |
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num_cat=1 | |
split_feature=4 9 26 5 9 10 8 | |
split_gain=0.0660808 0.234404 0.210981 0.1563 0.196424 0.137383 0.107684 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 1.4048260450363161 -1.8577739000320432 -4.9047172069549552 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=1 6 -3 4 -2 -5 -1 | |
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internal_value=0 0.00829274 0.0189996 -0.00666123 -0.0120639 0.0370775 -0.032695 | |
internal_weight=0 5.34131 4.23503 6.61436 5.88717 0.727189 1.10628 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=487 | |
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num_cat=0 | |
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split_gain=0.0642224 0.188379 0.161436 0.110197 0.219432 0.198112 | |
threshold=-0.75394436717033375 1.3575386404991152 0.78608885407447826 -0.16177539527416226 0.32925777137279516 1.1217549443244936 | |
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right_child=3 -3 -4 5 -6 -7 | |
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internal_value=0 -0.0150664 -0.00480506 0.00361273 0.0154895 -0.00607273 | |
internal_weight=0 2.27844 2.02105 9.57962 4.30303 5.27659 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=488 | |
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num_cat=1 | |
split_feature=9 4 30 6 7 8 14 | |
split_gain=0.064125 0.224086 0.266661 0.212499 0.139985 0.275456 0.231015 | |
threshold=1.2183623313903811 0.4314530491828919 0.87502706050872814 -1.7323389053344724 0.46503198146820074 0 -0.82931786775588978 | |
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left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
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internal_value=0 0.012521 -0.00716587 0.0499491 -0.00433904 0.0163653 -0.0120784 | |
internal_weight=0 3.04117 1.99291 1.04825 8.736 2.37702 6.35898 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=489 | |
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split_gain=0.0641943 0.0741118 0.126015 0.109749 0.0402278 | |
threshold=-2.7369303703308101 1.3691098093986513 -0.36764360964298243 4.1532464027404794 -1.9995312094688413 | |
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left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 0.00108189 0.0258508 -0.0015378 -0.0522989 | |
internal_weight=0 11.4217 1.09247 10.3292 0.229815 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=490 | |
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split_feature=18 10 0 10 | |
split_gain=0.0643445 0.075747 0.178946 0.118908 | |
threshold=1.7860749363899233 4.9679594039917001 -1.0000000180025095e-35 1.8433723449707033 | |
decision_type=2 2 2 2 | |
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right_child=-2 2 -4 -5 | |
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internal_value=0 0.00119965 -0.0338574 0.00310608 | |
internal_weight=0 11.3337 0.584545 10.7491 | |
internal_count=1000 962 86 876 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=491 | |
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split_feature=25 4 9 5 | |
split_gain=0.0614946 0.0823631 0.365867 0.178732 | |
threshold=-1.7371324896812437 -1.6112870573997495 -0.89385390281677235 2.0177078247070317 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
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leaf_weight=0.38562397601617782 1.9371092640503778 7.6340804488288523 1.088171772275017 0.53156764104733145 | |
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internal_value=0 -0.00133231 0.0127621 -0.00655412 | |
internal_weight=0 11.1909 3.02528 8.16565 | |
internal_count=1000 968 310 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=492 | |
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num_cat=1 | |
split_feature=11 4 10 5 7 26 1 | |
split_gain=0.0647265 0.155832 0.190224 0.15177 0.222404 0.163742 0.025556 | |
threshold=-1.0592629313468931 -4.2279446125030509 -1.8170885443687437 -0.15890216827392575 0.26619952917099005 -0.039635069668292992 0 | |
decision_type=2 2 2 2 2 2 1 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
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internal_value=0 -0.0117094 -0.0173622 0.00481899 0.0288061 -0.0029176 0.0709349 | |
internal_weight=0 3.33567 3.12213 8.17823 1.99446 6.18377 0.213549 | |
internal_count=1000 392 349 608 153 455 43 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=493 | |
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split_feature=8 4 16 13 9 11 5 | |
split_gain=0.0668396 0.164086 0.217238 0.214267 0.141682 0.160571 0.160462 | |
threshold=0 1.581968426704407 0.5102781653404237 0.20118774473667148 1.3687919378280642 4.8875966072082528 -1.2619942426681516 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.0050676115704928019 -0.019727572248387327 0.011983158203019257 0.060778507097892023 -0.067367596620132017 -0.030701532291407388 0.029678151786593367 0.055356309508333701 | |
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internal_value=0 0.00884234 0.020463 -0.0198799 -0.00660385 -0.0128848 0.0280304 | |
internal_weight=0 4.91612 3.50005 1.41608 6.51301 5.51319 0.999822 | |
internal_count=1000 503 400 103 497 374 123 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=494 | |
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split_feature=11 21 11 5 29 11 | |
split_gain=0.0677231 0.116673 0.105286 0.0753512 0.0696649 0.0216099 | |
threshold=-4.8831543922424308 -0.10615760460495947 -4.3944449424743643 -0.63424587249755848 1.0000000180025095e-35 -5.8962113857269278 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.045845564456410054 0.071450230569234441 -0.027822004021869878 -0.0068736420044761305 0.010245935932748427 0.068237001872885686 -0.097548148213891919 | |
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internal_value=0 -0.0316662 0.00192708 0.00051109 0.0121454 -0.0735522 | |
internal_weight=0 0.635785 10.6951 10.4816 0.310749 0.325036 | |
internal_count=1000 104 896 868 58 46 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=495 | |
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num_cat=1 | |
split_feature=6 0 8 29 29 24 4 | |
split_gain=0.0624145 0.213424 0.187085 0.11709 0.136648 0.0825962 0.057317 | |
threshold=2.090929508209229 0.44619986414909368 0 -1.5866907835006712 -1.1724481582641599 0.12283229455351831 -2.1543085575103755 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
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internal_value=0 -0.0217256 0.0116801 0.00257583 0.000299577 0.0534535 -0.0758572 | |
internal_weight=0 1.18024 0.729842 10.1105 9.6775 0.432969 0.450401 | |
internal_count=1000 150 85 850 800 50 65 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=496 | |
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split_feature=3 25 18 10 0 | |
split_gain=0.0611085 0.123211 0.136863 0.113308 0.134216 | |
threshold=-0.49797442555427546 -1.3538856506347654 1.2640730142593386 -4.9047172069549552 2.7572460174560551 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
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internal_value=0 -0.0113659 -0.01816 0.00480822 0.00721125 | |
internal_weight=0 3.31718 2.95051 7.8967 7.5912 | |
internal_count=1000 324 298 676 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=497 | |
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num_cat=0 | |
split_feature=13 13 17 30 30 4 | |
split_gain=0.059772 0.139632 0.119651 0.0939842 0.131896 0.131875 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.95758008956909169 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.084165351911954928 -0.0050604765130672271 0.09665897306873808 -0.016664254542299205 0.056299641591505148 -0.0021532207504876642 -0.098388187285219739 | |
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internal_value=0 0.0241656 0.00364669 -0.00220117 0.000308641 -0.038826 | |
internal_weight=0 0.93871 0.731627 10.2244 9.56866 0.655718 | |
internal_count=1000 96 84 904 837 67 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=498 | |
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split_gain=0.0588248 0.100202 0.0906495 0.0946499 0.0653691 0.0222876 | |
threshold=-4.8831543922424308 -0.10615760460495947 -4.3944449424743643 -2.0748205184936519 0.16083426773548129 -1.0644020438194273 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.095983643473167748 0.068215077750323538 -0.042518691582772439 0.074283079848248529 -0.00077554578843039323 0.051465861359854682 -0.041911428512944306 | |
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internal_value=0 -0.0302412 0.0017697 0.000469974 0.0106939 -0.0705491 | |
internal_weight=0 0.607284 10.4966 10.2952 0.301298 0.305986 | |
internal_count=1000 104 896 868 58 46 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=499 | |
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num_cat=0 | |
split_feature=5 9 6 7 2 | |
split_gain=0.0578423 0.0734225 0.210806 0.152204 0.0493527 | |
threshold=-3.7824122905731197 0.3670168817043305 -0.60408353805541981 0.88489025831222545 2.8269519805908208 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
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leaf_value=-0.077441324617132004 -0.014293717286376115 -0.019251071157305497 0.025676207265275836 0.024351537191662276 0.0013338552488144722 | |
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internal_value=0 0.00126632 0.0106544 -0.00601203 -0.0418097 | |
internal_weight=0 10.7453 4.69256 6.05277 0.32104 | |
internal_count=1000 952 434 518 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=500 | |
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num_cat=0 | |
split_feature=0 9 6 24 11 | |
split_gain=0.115475 0.0696334 0.1972 0.106573 4.00828e-05 | |
threshold=-3.1315989494323726 1.2183623313903811 -1.5804541110992429 0.28042449057102209 -2.054487824440002 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 0.00106377 0.0149176 -0.00354621 -0.099777 | |
internal_weight=0 10.9031 2.72225 8.18084 0.114752 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=501 | |
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num_cat=1 | |
split_feature=0 10 3 1 11 | |
split_gain=0.103993 0.0637211 0.238224 0.214871 4.73344e-05 | |
threshold=-3.1315989494323726 1.8433723449707033 -0.27606296539306635 0 -2.054487824440002 | |
decision_type=2 2 2 1 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.096865189188925907 0.012828413732248668 -0.044579547169881439 0.031464780731559019 -0.019114718745962031 -0.1012006846983286 | |
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internal_value=0 0.00096078 0.0151675 -0.00316555 -0.0994274 | |
internal_weight=0 10.8699 2.44655 8.42333 0.10418 | |
internal_count=1000 952 284 668 48 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=502 | |
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num_cat=0 | |
split_feature=4 9 26 31 15 13 28 | |
split_gain=0.0673372 0.194939 0.170061 0.144067 0.212151 0.188699 0.116011 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 -0.16177539527416226 -0.8999110460281371 -0.79340738058090199 1.0607620477676394 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.04807543522103392 -0.048210361851974956 -0.020489485511934021 0.030252954839013437 0.025213302786650779 0.022022696152142529 -0.034224703420620436 0.035628735923654037 | |
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internal_value=0 0.00880562 0.0190481 -0.00700361 0.00920623 -0.0216218 -0.0305319 | |
internal_weight=0 4.83824 3.83873 6.07985 2.88297 3.19688 0.999505 | |
internal_count=1000 496 402 504 208 296 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=503 | |
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split_feature=8 7 27 6 6 10 11 | |
split_gain=0.0608199 0.169076 0.149087 0.143996 0.128081 0.224273 0.180845 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 -4.5184216499328604 0.77008655667305004 -1.9995312094688413 0.10654639080166818 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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leaf_count=45 173 7 229 222 17 138 169 | |
internal_value=0 0.00867152 -0.00323703 0.0393552 -0.00648019 -0.0293379 0.00256099 | |
internal_weight=0 4.62718 3.33345 1.29373 6.19765 1.75661 4.44104 | |
internal_count=1000 503 274 229 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=504 | |
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num_cat=0 | |
split_feature=4 17 31 27 9 20 25 | |
split_gain=0.0615024 0.187348 0.178026 0.156624 0.1413 0.184912 0.154992 | |
threshold=-0.44345408678054804 -0.53706440329551686 0.48320357501506811 -0.76040220260620106 -1.8577739000320432 0.1286912485957146 -0.64878144860267628 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
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internal_value=0 0.00850311 -0.00470075 0.0384341 -0.00674152 0.0401466 -0.0117718 | |
internal_weight=0 4.74055 3.28943 1.45111 5.99079 0.580439 5.41035 | |
internal_count=1000 496 338 158 504 55 449 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=505 | |
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num_cat=0 | |
split_feature=27 2 21 27 25 | |
split_gain=0.0650659 0.187056 0.226613 0.125242 0.0930554 | |
threshold=-0.56510543823242176 3.0348654985427861 0.88775223493576061 -0.53441923856735218 -1.7371324896812437 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=0.015379475061986021 -0.08297954126663154 0.083648317282749129 -0.063687095708800018 0.056731028745749507 -0.0051363679173970977 | |
leaf_weight=2.472374256308286 0.20112854397302715 0.32632545330852725 0.42477068254629546 0.25191558411097492 6.9619439479031371 | |
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internal_value=0 0.0118717 0.00378697 -0.00514596 -0.00297589 | |
internal_weight=0 3.22347 2.89714 7.41499 7.21386 | |
internal_count=1000 292 256 708 692 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=506 | |
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num_cat=0 | |
split_feature=25 19 10 18 12 6 15 | |
split_gain=0.0612468 0.169229 0.184076 0.169302 0.131827 0.239652 0.133368 | |
threshold=0.10375598073005678 0.15210568904876712 -4.1950027942657462 -1.5012420415878294 -0.03644080460071563 -2.0841283798217769 0.72270315885543834 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.063130965552355048 0.011211810051165789 -0.086905388309312034 0.023251574326919489 -0.025460976320886026 0.084655563587371321 -0.021367931694273489 0.065165924004245659 | |
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internal_value=0 -0.00677913 0.0150877 -0.0199196 0.00853841 -0.00959959 0.0240404 | |
internal_weight=0 5.88949 2.2107 3.67878 4.68845 2.16053 2.52792 | |
internal_count=1000 537 231 306 463 221 242 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=507 | |
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num_cat=0 | |
split_feature=5 6 7 4 7 9 2 | |
split_gain=0.0584864 0.196538 0.185784 0.220297 0.161796 0.141194 0.0902985 | |
threshold=-0.18700882792472837 -1.8197036385536192 -1.6289549469947813 0.92876344919204723 -1.8983382582664488 0.71947535872459423 -1.2476434707641599 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 5 -4 -3 -2 -1 | |
right_child=2 4 3 -5 -6 -7 -8 | |
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leaf_count=7 79 147 236 57 351 52 71 | |
internal_value=0 -0.00568946 0.00979257 0.0260002 -0.00139509 -0.0198671 -0.0748326 | |
internal_weight=0 6.61908 3.86475 2.49911 6.23202 1.36564 0.387061 | |
internal_count=1000 576 424 293 498 131 78 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=508 | |
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num_cat=0 | |
split_feature=3 11 5 10 10 | |
split_gain=0.0594287 0.0698258 0.162952 0.151846 0.0318897 | |
threshold=-2.7369303703308101 -0.056552402675151818 -0.15890216827392575 -1.2339448928833006 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
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internal_value=0 0.00108209 0.00748617 -0.00962167 -0.0534713 | |
internal_weight=0 10.1864 6.3733 3.81315 0.203681 | |
internal_count=1000 948 486 462 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=509 | |
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num_cat=1 | |
split_feature=8 4 11 24 6 11 0 | |
split_gain=0.0567618 0.15334 0.161121 0.151565 0.110679 0.149589 0.0828608 | |
threshold=0 0.45788866281509405 -0.17832047492265699 -0.21320798248052594 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.0051138270388893826 -0.011135295928129854 -0.035302335383580366 0.059960095163896568 0.017006740127320532 -0.10108425786594682 0.029935408526425428 -0.0051344612227067817 | |
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leaf_count=205 356 81 120 97 46 78 17 | |
internal_value=0 0.0085339 0.0270381 -0.0100848 -0.00642537 -0.00289754 -0.0596226 | |
internal_weight=0 4.45077 2.23225 2.21852 5.8975 5.53072 0.366776 | |
internal_count=1000 503 325 178 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=510 | |
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num_cat=0 | |
split_feature=5 20 11 25 29 | |
split_gain=0.0559071 0.0630871 0.181566 0.125894 0.0439861 | |
threshold=-3.7824122905731197 0.25876171886920935 0.77870225906372081 -0.69616228342056263 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.00097291377906263033 0.020046421606028722 -0.011697189658397144 0.033066057705907516 -0.012749876354640602 -0.078688935884778669 | |
leaf_weight=0.13458678532288104 1.5482773740982327 1.7278184301937929 1.9053845324197025 4.7963876450878606 0.15870577832493005 | |
leaf_count=19 128 217 154 453 29 | |
internal_value=0 0.00127051 0.0117783 -0.00474665 -0.0430264 | |
internal_weight=0 9.97787 3.6332 6.34467 0.293293 | |
internal_count=1000 952 371 581 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=511 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=25 4 28 0 16 27 | |
split_gain=0.0576713 0.160246 0.211869 0.178765 0.113525 0.112052 | |
threshold=0.10375598073005678 1.5504462718963625 -1.5466411709785459 0.58521056175231945 -1.6289665699005125 -0.56510543823242176 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.086796126063230949 -0.083612693769879565 -0.079045171982986273 0.0066182989810581322 0.0027000566013419395 0.034434706743668518 0.00022960484355954983 | |
leaf_weight=0.25713974755308289 0.13023324903406308 0.58147861484894725 4.3523823535419979 0.49547405660632649 1.4050691676511631 3.0080865168310993 | |
leaf_count=24 19 58 411 44 138 306 | |
internal_value=0 -0.0067069 0.00140722 -0.0414366 0.00840445 0.0111199 | |
internal_weight=0 5.68647 4.60952 1.07695 4.54339 4.41316 | |
internal_count=1000 537 435 102 463 444 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=512 | |
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num_cat=0 | |
split_feature=13 7 25 22 13 4 | |
split_gain=0.0544294 0.155765 0.153063 0.084593 0.185268 0.156311 | |
threshold=1.3883623480796816 -1.6642212867736814 0.57053279876708995 0.58588045835495006 0.20118774473667148 1.4291652441024782 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=0.0054091523805628143 0.068805434955340014 -0.04809153903966383 0.053073150179281506 0.025003176313305311 -0.028881218898861572 -0.036973808701174359 | |
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leaf_count=387 34 43 19 205 258 54 | |
internal_value=0 0.0214911 -0.0097284 -0.00250786 -0.00856684 0.0128286 | |
internal_weight=0 1.05451 0.635312 9.10352 6.5255 2.57803 | |
internal_count=1000 96 62 904 645 259 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=513 | |
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num_cat=1 | |
split_feature=3 8 0 9 10 | |
split_gain=0.0554925 0.0605256 0.154272 0.12738 0.0308654 | |
threshold=-2.7369303703308101 0 0.23862367868423465 0.023247927427291874 -1.9995312094688413 | |
decision_type=2 1 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.020244686004970799 -0.0080578808079542139 -0.018582957890526802 0.030324588299199512 0.011660819378314037 -0.10106814425231492 | |
leaf_weight=0.11807877760293195 2.2085917081358266 3.2651724483494027 1.9913616388341777 2.4282916727647716 0.078769126525117694 | |
leaf_count=27 225 252 247 224 25 | |
internal_value=0 0.00103402 0.0101407 -0.00568383 -0.0525864 | |
internal_weight=0 9.89342 4.19995 5.69346 0.196848 | |
internal_count=1000 948 472 476 52 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=514 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 29 29 9 15 | |
split_gain=0.0553838 0.162484 0.162948 0.0905483 0.101566 0.076913 0.0681167 | |
threshold=2.090929508209229 0.44619986414909368 2.3993561267852788 -1.5866907835006712 -0.88508096337318409 -2.0369137525558467 -0.35176825523376459 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 5 -3 6 -5 -2 -1 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.097556028468040956 0.0084505737437734797 -0.030277374671426684 0.074722312460165391 -0.030825815416125592 0.0041835468135890527 -0.096423326707456375 0.010838907662843135 | |
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internal_value=0 -0.0220673 0.009549 0.00248569 0.000433109 -0.0723149 0.0513528 | |
internal_weight=0 1.02279 0.627782 9.0274 8.66351 0.395007 0.363896 | |
internal_count=1000 150 85 850 800 65 50 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=515 | |
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num_cat=1 | |
split_feature=4 9 8 21 9 20 5 | |
split_gain=0.0537479 0.185536 0.202074 0.145778 0.1285 0.160862 0.138066 | |
threshold=-0.44345408678054804 0.19106149673461917 0 -0.27858874201774592 -1.8577739000320432 0.1286912485957146 1.4048260450363161 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.021476172448256191 0.090922065048718761 -0.01949588730654922 0.031707096124530987 0.062308109565714934 -0.016931932876343463 -0.019607241557387856 0.039004007041981453 | |
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leaf_count=172 27 57 149 118 394 28 55 | |
internal_value=0 0.00820923 -0.00411208 0.0422356 -0.00655967 0.0402564 -0.0114963 | |
internal_weight=0 4.42543 3.24895 1.17648 5.56007 0.530367 5.0297 | |
internal_count=1000 496 321 175 504 55 449 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=516 | |
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num_cat=0 | |
split_feature=0 9 6 7 11 | |
split_gain=0.0881897 0.0666257 0.157859 0.101768 5.20478e-05 | |
threshold=-3.1315989494323726 1.0618134737014773 -1.5804541110992429 0.88489025831222545 -2.054487824440002 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.096135527767007359 -0.0098632020885850227 -0.03670709588222397 0.026226143020920148 0.020469038135147201 -0.10101982915951256 | |
leaf_weight=0.037964088291346343 5.8067500346887737 0.48968638559017597 2.1421708552009022 1.3664083925066277 0.051295492799909748 | |
leaf_count=25 490 81 202 179 23 | |
internal_value=0 0.000907885 0.0145167 -0.00408524 -0.0989424 | |
internal_weight=0 9.80502 2.63186 7.17316 0.0892596 | |
internal_count=1000 952 283 669 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=517 | |
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num_cat=0 | |
split_feature=5 11 6 29 2 | |
split_gain=0.0552071 0.0586368 0.141259 0.110309 0.0361163 | |
threshold=-3.7824122905731197 4.6643924713134775 1.2833580970764162 0.51327875256538402 2.8269519805908208 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.077010624343162457 -0.0096843687825512725 0.050974916739293066 -0.01403788529624821 0.015285470736918673 -0.00353970003475853 | |
leaf_weight=0.15115772604576783 5.6712717042121294 0.71625924815452779 0.6265643388760509 2.5713901778457284 0.12004088538060387 | |
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internal_value=0 0.0012621 0.0206398 -0.00189475 -0.0444901 | |
internal_weight=0 9.58549 1.34282 8.24266 0.271199 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=518 | |
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num_cat=1 | |
split_feature=13 2 1 30 4 30 | |
split_gain=0.0533099 0.112033 0.112342 0.0765289 0.107798 0.0979341 | |
threshold=-1.2598152160644529 0.4120739102363587 0 -1.3221759200096128 0.29749429225921636 -1.0931476950645445 | |
decision_type=2 2 1 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
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internal_value=0 0.024577 0.0439205 -0.00220473 -0.0376108 0.000193621 | |
internal_weight=0 0.810048 0.63756 9.01228 0.571747 8.44053 | |
internal_count=1000 96 67 904 67 837 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=519 | |
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num_cat=0 | |
split_feature=4 9 11 7 25 16 | |
split_gain=0.0529778 0.29172 0.204812 0.169613 0.132234 0.13017 | |
threshold=-1.6112870573997495 -0.89385390281677235 -3.5487818717956539 1.4750462770462038 -1.7371324896812437 0.5102781653404237 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.027655015956054435 0.069780329295904456 -0.022438957509395466 0.083124788630170365 0.056158651972413869 -0.016169865388986054 0.013540270330534857 | |
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internal_value=0 0.0121041 0.0559949 -0.0130591 -0.00447478 -0.00697194 | |
internal_weight=0 2.64135 0.962506 1.67884 7.13135 6.89933 | |
internal_count=1000 320 161 159 680 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=520 | |
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num_cat=0 | |
split_feature=11 2 5 21 24 11 | |
split_gain=0.0513212 0.0871513 0.0963698 0.087109 0.048134 0.0245517 | |
threshold=-4.8831543922424308 -2.481732845306396 -0.94487735629081715 -0.30010202527046198 0.15805819630622867 -5.8962113857269278 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.039922271192478674 0.057771406476928702 -0.011173988001856056 0.0097198685009826681 -0.020133529990239037 0.069046612025065096 -0.10201383907491141 | |
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internal_value=0 0.00178316 8.25651e-05 -0.030171 0.00870173 -0.0723066 | |
internal_weight=0 9.15324 8.88342 0.531825 0.276623 0.255202 | |
internal_count=1000 896 877 104 63 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=521 | |
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num_cat=1 | |
split_feature=31 21 14 25 18 23 | |
split_gain=0.0506932 0.0936394 0.127868 0.0871017 0.143603 0.141047 | |
threshold=1.3691098093986513 0.82085999846458446 0.81121668219566356 0.10375598073005678 -1.5012420415878294 0 | |
decision_type=2 2 2 2 2 1 | |
left_child=3 2 -2 4 -1 -5 | |
right_child=1 -3 -4 5 -6 -7 | |
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internal_value=0 0.0220585 0.00534472 -0.00236159 -0.0113567 0.0087588 | |
internal_weight=0 0.942034 0.73537 8.70763 4.81381 3.89382 | |
internal_count=1000 97 73 903 482 421 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=522 | |
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split_gain=0.0540228 0.124944 0.138106 0.0953681 0.0950381 | |
threshold=-0.49797442555427546 -3.2548031806945796 -1.4588729143142698 -5.6221578121185294 -1.7747542858123777 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
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internal_value=0 -0.0115601 -0.0184164 0.00488931 0.00664001 | |
internal_weight=0 2.83318 2.56026 6.76099 6.61721 | |
internal_count=1000 324 290 676 661 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=523 | |
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num_cat=1 | |
split_feature=8 7 22 27 5 26 11 | |
split_gain=0.0522579 0.143323 0.138543 0.128845 0.097893 0.219788 0.182684 | |
threshold=0 -0.50514426827430714 0.18504730612039569 -0.99950659275054921 -1.2619942426681516 -0.0044701920123770824 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
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internal_value=0 0.00856156 0.0397079 -0.00267577 -0.00638652 -0.0239919 0.00381002 | |
internal_weight=0 4.09494 1.08571 3.00923 5.45324 2.00001 3.45322 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=524 | |
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split_feature=4 9 26 31 15 27 11 | |
split_gain=0.050049 0.176627 0.151495 0.114164 0.17576 0.159097 0.0818505 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 -0.16177539527416226 0.15264927595853808 1.2911308407783511 -2.946575284004211 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
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internal_value=0 0.00825319 0.0186499 -0.00640339 0.00915617 -0.0202207 -0.0326713 | |
internal_weight=0 4.15122 3.31026 5.31019 2.49763 2.81256 0.840961 | |
internal_count=1000 496 402 504 208 296 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=525 | |
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num_cat=0 | |
split_feature=30 31 30 0 18 17 25 | |
split_gain=0.0502178 0.143886 0.112491 0.089661 0.125554 0.0981534 0.0752255 | |
threshold=-0.75394436717033375 0.61904841661453258 -1.1216092109680174 -1.608339190483093 0.21781289577484134 0.75022095441818248 -0.10697140917181967 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
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internal_value=0 -0.0150096 -0.028355 0.00358372 -0.0326928 0.00684222 0.045 | |
internal_weight=0 1.79666 1.4698 7.58507 0.625166 6.9599 0.326865 | |
internal_count=1000 216 169 784 118 666 47 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=526 | |
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split_feature=8 12 4 13 6 29 11 | |
split_gain=0.0478307 0.124447 0.168928 0.157813 0.0977664 0.184427 0.134723 | |
threshold=0 -0.29050955176353449 -1.9988602399826048 -0.70296543836593617 0.77008655667305004 -0.19384890794754026 0.10654639080166818 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
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leaf_count=49 173 74 222 158 60 95 169 | |
internal_value=0 0.00828439 0.0239946 -0.0115509 -0.00619245 -0.0281546 0.00216612 | |
internal_weight=0 3.99358 2.22852 1.76506 5.32577 1.46816 3.85761 | |
internal_count=1000 503 296 207 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=527 | |
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split_feature=13 30 9 26 2 | |
split_gain=0.0499906 0.14914 0.169019 0.0784623 0.0825309 | |
threshold=1.3883623480796816 0.77336484193801891 0.39663147926330572 1.9975859522819521 0.29434275627136236 | |
decision_type=2 2 2 2 2 | |
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right_child=1 -3 -4 -5 -6 | |
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leaf_count=279 40 22 34 26 599 | |
internal_value=0 0.0217131 -0.00264809 -0.00247906 -0.000813827 | |
internal_weight=0 0.952339 0.690622 8.28564 8.04991 | |
internal_count=1000 96 74 904 878 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=528 | |
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num_cat=0 | |
split_feature=3 10 22 0 29 27 | |
split_gain=0.0486299 0.105365 0.102765 0.124075 0.0965557 0.0936785 | |
threshold=-0.49797442555427546 -5.9636945724487296 -1.0270571708679197 2.4160362482070927 0.51846581697464 -0.56510543823242176 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 -3 | |
right_child=1 5 3 -5 -6 -7 | |
leaf_value=-0.0069857456130908158 -0.10126432526878881 0.024766665838209523 -0.005112707434700694 -0.057215154492708024 0.094701628680502969 -0.0016620192167132602 | |
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leaf_count=36 11 202 209 65 14 463 | |
internal_value=0 0.00471584 -0.0112467 -0.0191368 0.0369203 0.00624831 | |
internal_weight=0 6.48751 2.70403 2.32344 0.380597 6.39504 | |
internal_count=1000 676 324 274 50 665 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=529 | |
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num_cat=0 | |
split_feature=11 4 9 9 9 25 | |
split_gain=0.0488948 0.0733081 0.241513 0.123298 0.0558801 0.0602587 | |
threshold=-5.2096197605133048 -1.6822952032089231 -0.89385390281677235 -1.9159966707229612 -1.0644020438194273 -0.15994503349065778 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=-0.06759876235558937 -0.0066130022231600475 0.030667394313531729 0.06628297424973581 -0.0088053725206044021 -0.052136094650981915 0.055161165458907119 | |
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leaf_count=32 127 94 122 561 28 36 | |
internal_value=0 0.00164677 0.0183503 -0.00339355 -0.0327747 0.00426675 | |
internal_weight=0 8.70734 2.0184 6.68894 0.433201 0.209918 | |
internal_count=1000 904 249 655 96 64 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=530 | |
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num_cat=0 | |
split_feature=2 11 11 3 | |
split_gain=0.0482531 0.0955523 0.144413 0.0769362 | |
threshold=4.188784360885621 6.3956449031829843 4.8875966072082528 -0.94009315967559803 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -2 | |
right_child=3 -3 -4 -5 | |
leaf_value=-0.0026456937831554894 -0.014452240955469721 -0.050122834392629857 0.050433744911290636 0.081498670633198142 | |
leaf_weight=7.8156747782885496 0.15524462296161801 0.38490366238693319 0.5485434562424415 0.18099358725339776 | |
leaf_count=873 14 37 50 26 | |
internal_value=0 -0.00140645 0.00083537 0.0371972 | |
internal_weight=0 8.74912 8.36422 0.336238 | |
internal_count=1000 960 923 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=531 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=22 22 8 28 14 14 4 | |
split_gain=0.0485948 0.135474 0.145117 0.128905 0.163518 0.146843 0.12801 | |
threshold=0.26117700338363653 0.035218209028244025 0 -0.69158238172531117 -0.49696150422096247 -1.0544229745864866 -2.2204345464706416 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.043091532909115562 0.04303775615967418 -0.0057939339304763429 -0.08738707707587863 -0.016316158287264862 0.036669286553839012 -0.042752959833085788 -0.0059062530162452519 | |
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leaf_count=109 23 46 42 89 214 81 396 | |
internal_value=0 -0.00616752 -0.0418973 0.00869291 0.0202008 -0.0209951 0.00101372 | |
internal_weight=0 5.27991 0.883601 3.77304 2.71905 1.05398 4.3963 | |
internal_count=1000 593 88 407 303 104 505 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=532 | |
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num_cat=1 | |
split_feature=0 1 4 9 26 2 29 | |
split_gain=0.0436469 0.156739 0.194846 0.16082 0.14854 0.137558 0.0655834 | |
threshold=-0.53437867760658253 0 1.5018882751464846 2.2335890531539921 -0.85785791277885426 -0.49497580528259272 0.57423835992813121 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.0086800763583403783 -0.0010658875650967467 0.012995640356769991 -0.067246811934039183 0.092522346279304016 0.042211009838891006 -0.039314952836433381 0.090376597895163002 | |
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internal_value=0 0.00375955 -0.0102666 0.0198006 -0.0129728 -0.0268209 0.0404336 | |
internal_weight=0 6.96636 3.7166 3.24976 2.00844 1.59489 0.41355 | |
internal_count=1000 704 405 299 296 235 61 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=533 | |
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split_feature=18 9 0 22 31 31 2 | |
split_gain=0.0465062 0.140517 0.158965 0.141864 0.0916658 0.172813 0.148765 | |
threshold=-0.65785545110702504 1.555183529853821 -0.78594365715980519 -0.83243590593338002 -0.1249653398990631 0.18357837945222857 3.0348654985427861 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
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internal_value=0 -0.0128422 0.0390077 -0.0255296 0.00408532 -0.00712316 0.0161871 | |
internal_weight=0 2.13603 0.419925 1.71611 6.75792 3.50844 3.24948 | |
internal_count=1000 256 67 189 744 401 343 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=534 | |
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num_cat=0 | |
split_feature=22 11 15 30 26 20 15 | |
split_gain=0.0480946 0.124509 0.190324 0.155729 0.119689 0.176633 0.167379 | |
threshold=0.26117700338363653 0.95515820384025585 -0.83670252561569203 -0.75394436717033375 0.84513708949089061 -0.59975823760032643 0.56692674756050121 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 -0.00620846 -0.022254 0.0088638 0.00877903 -0.0282902 0.0175875 | |
internal_weight=0 5.14835 2.49366 2.65469 3.66555 0.703781 2.96177 | |
internal_count=1000 593 342 251 407 84 323 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=535 | |
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num_cat=0 | |
split_feature=19 19 16 7 | |
split_gain=0.0907076 0.0595698 0.101834 0.0969044 | |
threshold=2.1676498651504521 1.3722550272941592 -0.047902289777994149 1.6478592157363894 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.0027815214629616776 0.07285648627995292 0.029639235256143842 -0.060820554173419888 0.03438954753614807 | |
leaf_weight=7.2063631217764605 0.1676898795267342 0.1814089888939634 0.39632562110182323 0.77696452286318152 | |
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internal_value=0 -0.0014079 -0.0324161 0.000836093 | |
internal_weight=0 8.56106 0.577735 7.98333 | |
internal_count=1000 985 74 911 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=536 | |
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num_cat=0 | |
split_feature=15 18 6 18 | |
split_gain=0.050446 0.056431 0.148487 0.108736 | |
threshold=-2.5938820838928218 -1.6409752964973447 -0.56465166807174672 -0.79747301340103138 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.082750657877977432 -0.040184574362284758 -0.02885150030206611 0.081162354264480097 0.0036506921636034698 | |
leaf_weight=0.07301936611475035 0.16068494836508762 1.2071640266624379 0.27075473092190705 6.9866078227094022 | |
leaf_count=8 20 163 29 780 | |
internal_value=0 0.000718301 0.035968 -0.00113776 | |
internal_weight=0 8.62521 0.43144 8.19377 | |
internal_count=1000 992 49 943 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=537 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 2 24 5 26 11 | |
split_gain=0.0481093 0.121553 0.140381 0.130562 0.0990608 0.164321 0.15143 | |
threshold=0 -0.24360075592994687 3.4516642093658452 1.6492570638656618 -1.2619942426681516 -0.0044701920123770824 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.0070917255221251904 0.0016474298270116089 0.062131606125165599 -0.046197545277802496 0.072218959355491816 -0.0044528857404731934 -0.059142514733235167 0.059488382745299974 | |
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leaf_count=281 91 190 16 16 261 113 32 | |
internal_value=0 0.00860503 0.0427526 -0.000956887 -0.00644654 -0.0251178 0.00428576 | |
internal_weight=0 3.72272 0.814386 2.90834 4.9435 1.80438 3.13913 | |
internal_count=1000 503 206 297 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=538 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=19 21 22 27 3 24 | |
split_gain=0.0440127 0.109219 0.0895359 0.0670179 0.171342 0.0973908 | |
threshold=-1.3991433978080747 -0.67316111922264088 0.12464970350265504 -0.56510543823242176 -1.7815890312194822 0.3721322119235993 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=-0.090340827501530122 -0.086536440328494391 -0.041453090063724447 0.048404637181161024 -0.012688441601695752 0.023096844332311545 0.016030276276611719 | |
leaf_weight=0.18360837768796046 0.15229634796924107 0.23284843715373416 0.21171066687929851 3.8836370687509998 2.2284169163344814 1.6967249733677361 | |
leaf_count=28 27 26 30 447 238 204 | |
internal_value=0 -0.0254579 0.00133951 0.00203639 0.0160835 -0.00395643 | |
internal_weight=0 0.628167 0.444559 7.96108 2.38071 5.58036 | |
internal_count=1000 84 56 916 265 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=539 | |
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num_cat=0 | |
split_feature=20 19 18 19 25 27 9 | |
split_gain=0.0455186 0.136126 0.136446 0.104369 0.0971319 0.144443 0.139138 | |
threshold=0.25876171886920935 0.12578448653221133 -0.92270055413246144 -0.49594038724899286 -0.65986099839210499 -0.48481595516204828 -2.0710529088973995 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.032888781014256234 0.010244975619696416 -0.037992618350467973 0.049844139968642301 -0.039478872742710107 0.026830264512501326 0.037952679153620127 -0.021860816854326049 | |
leaf_weight=0.40631702695100103 1.1691478485392961 0.21279758655873582 1.0469342815104026 0.66065730943046252 0.71184348069800751 0.98691577577096701 3.3430456381938711 | |
leaf_count=43 137 28 141 85 74 101 391 | |
internal_value=0 0.00970847 0.0350065 -0.00770799 -0.00548628 0.0172927 -0.013313 | |
internal_weight=0 3.08954 1.25973 1.82981 5.44812 1.39323 4.05489 | |
internal_count=1000 391 169 222 609 144 465 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=540 | |
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num_cat=0 | |
split_feature=9 6 4 9 16 29 7 | |
split_gain=0.0461426 0.160481 0.161836 0.0919252 0.0902681 0.120346 0.0941748 | |
threshold=1.0618134737014773 -1.5804541110992429 0.4314530491828919 1.8027077913284304 -1.4427587389945982 -0.038897270336747163 -3.3866791725158687 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=0.02402559243826077 0.025346501814265884 0.071091418096065284 0.006319887315842123 -0.072920508212940799 -0.052354424424395501 -0.074063269648872707 0.0026271632161674599 | |
leaf_weight=0.18474383754073642 0.13832941059263282 0.53604923751299782 1.3758055837673735 0.30529537872166657 0.33134887574215088 0.38731020475074718 5.2084386001067742 | |
leaf_count=22 27 89 127 80 44 45 566 | |
internal_value=0 0.0119073 0.0244806 -0.0422793 -0.00456672 -0.0423856 -0.000661426 | |
internal_weight=0 2.35548 1.91185 0.443625 6.11184 0.572054 5.53979 | |
internal_count=1000 323 216 107 677 67 610 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=541 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 5 7 6 21 29 11 | |
split_gain=0.0466982 0.0775975 0.224697 0.146095 0.0700988 0.0376787 0.018374 | |
threshold=-4.8831543922424308 -0.18700882792472837 -1.6289549469947813 -0.96759614348411549 -0.30010202527046198 -0.67078268527984608 -5.8962113857269278 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=-0.042970662515382729 -0.047986839060871006 -0.021683608779056205 0.03769211891968563 0.0011995028854302797 -0.055282112509373205 0.032708572481784541 -0.10164966440089623 | |
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leaf_count=26 115 105 231 445 16 47 15 | |
internal_value=0 0.00177423 0.0154695 -0.00534993 -0.0314715 0.00649737 -0.0728475 | |
internal_weight=0 7.95322 2.72149 5.23173 0.446205 0.232683 0.213523 | |
internal_count=1000 896 336 560 104 63 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=542 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 26 16 6 10 9 | |
split_gain=0.0453646 0.104003 0.159666 0.132517 0.0927102 0.1704 0.132545 | |
threshold=0 1.581968426704407 -0.81803804636001576 0.5102781653404237 0.77008655667305004 -1.9995312094688413 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.005283263306702775 -0.047141351159057765 0.040173774660747237 -0.044514254494584495 0.056373460398334463 0.044332941471121122 -0.046834293989833797 0.009941828847085726 | |
leaf_weight=1.8319049258334423 0.47075137061619932 0.32332330471581372 0.71477769539239921 0.70232820324576994 0.25462081015575666 1.0523992309367711 2.9927044787432351 | |
leaf_count=274 51 29 74 126 17 138 291 | |
internal_value=0 0.00852172 -0.0181376 0.0194422 -0.00638074 -0.029074 0.00218311 | |
internal_weight=0 3.57233 1.0381 2.53423 4.77048 1.30702 3.46346 | |
internal_count=1000 503 103 400 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=543 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 6 7 30 31 30 | |
split_gain=0.0481601 0.0984748 0.128873 0.108442 0.0815406 0.0986545 | |
threshold=-0.49797442555427546 -1.4588729143142698 -0.25185197591781611 -0.75394436717033375 -1.7747542858123777 0.55339282751083385 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.016826949886620944 -0.047483023440732644 -0.074849525119070975 0.094749392213956327 -0.0109873655047893 0.015821437505632984 -0.014098751794267395 | |
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leaf_count=41 35 48 32 203 450 191 | |
internal_value=0 -0.0117714 0.0322958 -0.020901 0.00494695 0.00761901 | |
internal_weight=0 2.44768 0.420072 2.02761 5.82033 5.53808 | |
internal_count=1000 324 73 251 676 641 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=544 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 4 5 9 5 7 7 | |
split_gain=0.0472678 0.134212 0.156212 0.155889 0.115373 0.161742 0.129567 | |
threshold=-1.102678596973419 -2.1853830814361568 0.45862978696823126 -2.432652354240417 -0.15890216827392575 0.26619952917099005 -0.50514426827430714 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.059027006589934254 0.010280007697275157 -0.064316636138514946 -4.5877758755788039e-05 0.045436960266812459 0.010253863756812698 0.088407407003071092 -0.024741359673660503 | |
leaf_weight=0.18624113345867954 2.7569402591752805 0.69804560169154661 0.82525694090281831 0.61314087550795227 1.0730321768112387 0.35156328673792803 1.7126592566492034 | |
leaf_count=28 258 106 133 121 99 56 199 | |
internal_value=0 -0.0120842 -0.0294976 0.0210988 0.00475915 0.0295407 -0.00313947 | |
internal_weight=0 2.32268 1.5233 0.799382 5.89419 1.4246 4.4696 | |
internal_count=1000 388 239 149 612 155 457 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=545 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 30 9 17 2 13 | |
split_gain=0.0460828 0.114765 0.129722 0.0684756 0.175572 0.123233 | |
threshold=1.3883623480796816 0.77336484193801891 0.39663147926330572 -1.4139283299446104 0.30985975265502935 1.2606914639472964 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 | |
right_child=1 -3 -4 5 -6 -7 | |
leaf_value=0.087247345253012323 -0.040473492969974573 0.082438263032072134 0.052933743420270629 -0.0036283134590656069 -0.011059666631001538 -0.089334926890701938 | |
leaf_weight=0.28922924407652306 0.34779791510845814 0.22967903302924242 0.25969714168968494 6.3482371621931861 0.48852563364198431 0.17231824603004486 | |
leaf_count=29 40 22 34 800 53 22 | |
internal_value=0 0.022223 -0.000542975 -0.00254797 0.0254985 -0.00589328 | |
internal_weight=0 0.837174 0.607495 7.29831 0.777755 6.52056 | |
internal_count=1000 96 74 904 82 822 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=546 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=4 3 4 4 2 | |
split_gain=0.0428237 0.0951766 0.0909452 0.086121 0.0632862 | |
threshold=3.1555353403091435 1.4348896741867068 2.4936379194259648 1.7819178700447085 1.8960080742836001 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 | |
right_child=1 -3 4 -5 -6 | |
leaf_value=0.0018881664499488988 0.018573088285308598 -0.082170471807693046 0.013657447622678197 -0.040287407508537536 0.088144757908875881 | |
leaf_weight=6.7088358143889764 0.18328337236238201 0.19202785004017642 0.27850483196925768 0.52181614649475694 0.19318108175275484 | |
leaf_count=835 31 22 30 60 22 | |
internal_value=0 -0.0329723 0.00161981 -0.00115553 0.0441641 | |
internal_weight=0 0.375311 7.70234 7.23065 0.471686 | |
internal_count=1000 53 947 895 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=547 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 4 6 10 2 | |
split_gain=0.0447972 0.0837865 0.0946094 0.0759812 0.0941427 | |
threshold=-0.49797442555427546 -3.2548031806945796 -1.4588729143142698 -4.9047172069549552 -0.57413148880004872 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.04930850668182174 -0.053856243962277665 0.027822629697162662 -0.027096274562091391 0.040952215185212644 0.0020167338471256853 | |
leaf_weight=0.20636943421959619 0.21242152579361562 0.38102547955941268 1.774819377879566 0.71428318392236168 4.7554368799793565 | |
leaf_count=34 25 63 227 110 541 | |
internal_value=0 -0.0115629 -0.0173899 0.00482243 0.00710126 | |
internal_weight=0 2.36221 2.15584 5.68214 5.46972 | |
internal_count=1000 324 290 676 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=548 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 2 4 9 10 | |
split_gain=0.0456486 0.0723226 0.0769938 0.041219 0.0578989 | |
threshold=-5.2096197605133048 -2.481732845306396 -1.6822952032089231 -1.0644020438194273 -5.0857675075530997 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 -1 -5 | |
right_child=1 2 -4 4 -6 | |
leaf_value=-0.066669487253462681 0.058146573590868438 0.018378313379842692 -0.0056482683595235755 -0.089594088930244453 0.035172426755425347 | |
leaf_weight=0.19058251996466424 0.2202848325978265 1.7439238614997519 5.6705218028704394 0.051926021056715399 0.13109968524076965 | |
leaf_count=32 19 247 638 12 52 | |
internal_value=0 0.00168055 2.93351e-06 -0.0341192 -0.000224944 | |
internal_weight=0 7.63473 7.41445 0.373608 0.183026 | |
internal_count=1000 904 885 96 64 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=549 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 4 5 28 5 7 6 | |
split_gain=0.0454056 0.101279 0.139223 0.125344 0.0989145 0.146979 0.109628 | |
threshold=-1.102678596973419 -2.1853830814361568 0.45862978696823126 0.36148001253604894 -0.15890216827392575 0.26619952917099005 -0.69330593943595875 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.048060675118795547 -0.039565574332379089 -0.061433996135386873 0.00048963462893711069 -0.036701340567178907 0.009903121474921445 0.086766218013307264 0.0041210840656602304 | |
leaf_weight=0.48488318551199006 0.68002755087263711 0.66197416815680277 0.80410943140077507 0.27251393597191509 1.0543545942565513 0.3256137161265541 3.6985688594277235 | |
leaf_count=99 96 106 133 50 99 56 361 | |
internal_value=0 -0.0121304 -0.0274705 0.017563 0.0046939 0.0280395 -0.00266377 | |
internal_weight=0 2.22348 1.46608 0.757397 5.75856 1.37997 4.3786 | |
internal_count=1000 388 239 149 612 155 457 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=550 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 11 7 9 18 | |
split_gain=0.0439397 0.139964 0.147854 0.0829699 0.154499 0.153577 0.0820014 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 0.95515820384025585 1.6478592157363894 -1.8577739000320432 0.031244269572198394 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=-0.025552587056366774 0.0049729590042394889 0.052278914402041812 -0.0050554506683178103 0.04855871841053036 0.044258461059383677 -0.0056379910259079279 -0.085467561905387276 | |
leaf_weight=2.4919088611552529 0.19556805112915787 0.90951198256516375 0.88983201025229131 0.68902752906251441 0.3632209669920029 2.1679903431072489 0.20569780205141797 | |
leaf_count=327 58 114 102 82 76 192 49 | |
internal_value=0 0.0120157 0.0239253 -0.00461542 -0.0166714 0.00743264 -0.0413889 | |
internal_weight=0 2.20061 1.79934 5.71215 2.85513 2.85702 0.401266 | |
internal_count=1000 323 216 677 403 274 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=551 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 10 26 31 3 24 | |
split_gain=0.0426191 0.111891 0.0968659 0.0917009 0.0796862 0.107242 0.0875776 | |
threshold=0 -0.53416204452514637 -3.2757716178894039 -0.039635069668292992 1.3691098093986513 3.0217821598052983 -0.13472241908311841 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.063195533133636947 -0.0070289666835767588 0.010632187981855808 0.003939914559692159 0.074824833254031151 0.072850211467408957 -0.077507871700889519 -0.011485211708680963 | |
leaf_weight=0.23786802890390468 3.7481363040789124 0.51135024020322817 2.2272516202682482 0.39400774383966553 0.25140358321368694 0.22909364126553544 0.2413324941344398 | |
leaf_count=26 416 118 248 111 27 31 23 | |
internal_value=0 0.00850364 -0.00253822 0.0385685 -0.00638909 -0.0110886 0.0315444 | |
internal_weight=0 3.37048 2.46512 0.905358 4.46997 3.97723 0.492736 | |
internal_count=1000 503 274 229 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=552 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 7 13 22 13 4 | |
split_gain=0.0405856 0.10423 0.119626 0.0590282 0.118534 0.114736 | |
threshold=1.3883623480796816 -1.6642212867736814 1.4956029057502749 0.58588045835495006 0.20118774473667148 1.4291652441024782 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=0.0044971472130447693 0.064875079321109738 0.067442319550906946 -0.042701991589822581 0.024104219088203468 -0.026856629029329917 -0.036061979250210562 | |
leaf_weight=2.9765877813969155 0.32564269858630723 0.14220078996731889 0.32163737323753594 1.5957032395779149 2.0267934930459433 0.39551166434927143 | |
leaf_count=387 34 17 45 205 258 54 | |
internal_value=0 0.0215102 -0.00893459 -0.00240849 -0.00820379 0.0121535 | |
internal_weight=0 0.789481 0.463838 6.9946 5.00338 1.99121 | |
internal_count=1000 96 62 904 645 259 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=553 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=22 30 15 28 27 | |
split_gain=0.0406043 0.094161 0.0672022 0.070519 0.0481144 | |
threshold=-1.4049233794212339 -0.68899607658386219 -1.9646769762039182 0.89896380901336681 0.63191586732864391 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
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internal_value=0 0.0264177 -0.0019688 -0.000384234 0.0518798 | |
internal_weight=0 0.541862 7.19299 7.00474 0.394632 | |
internal_count=1000 80 920 895 57 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=554 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=19 15 4 27 21 24 | |
split_gain=0.040396 0.096364 0.0715336 0.0648391 0.118968 0.0881654 | |
threshold=-1.3991433978080747 -0.21315930783748624 -0.22178694605827329 -0.56510543823242176 1.3575386404991152 0.3721322119235993 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=-0.072269757556052749 0.023361692240605636 0.049924564185403961 -0.04676078860440841 -0.012996087230380038 -0.065947211638075182 0.01581187124723929 | |
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internal_value=0 -0.0256772 0.010825 0.00206322 0.0166294 -0.00417152 | |
internal_weight=0 0.566604 0.317704 7.13958 2.13998 4.9996 | |
internal_count=1000 84 51 916 265 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=555 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=3 20 23 21 13 6 19 | |
split_gain=0.0416273 0.0816296 0.110516 0.103902 0.0664697 0.146149 0.142479 | |
threshold=-0.49797442555427546 0.47881735861301428 0 -1.3772658705711363 0.72543808817863475 -0.80244350433349598 0.83948722481727611 | |
decision_type=2 2 1 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.043122671218733283 -0.0090728058968969488 0.05259758935459688 -0.031093165289523262 -0.033355936411860569 -0.042922296398953522 0.043784259951166436 0.041040027627921083 | |
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internal_value=0 -0.0114199 0.0183718 -0.0236019 0.00476515 0.0257519 -0.00108456 | |
internal_weight=0 2.24924 0.652793 1.59644 5.41431 1.18019 4.23412 | |
internal_count=1000 324 102 222 676 146 530 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=556 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 6 9 2 | |
split_gain=0.0406001 0.0580456 0.115478 0.0839762 0.0319509 | |
threshold=-3.7824122905731197 4.6643924713134775 1.2833580970764162 -2.2834039926528926 2.8269519805908208 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.075667508847016118 -0.033061754597857457 0.054489264102379489 -0.01189799381340465 0.0019960626261436082 0.00034237750227973223 | |
leaf_weight=0.12455639525069262 0.77923026055577693 0.55338155044410064 0.49764706729911268 5.5477795501042815 0.099463217601169163 | |
leaf_count=29 109 53 50 740 19 | |
internal_value=0 0.00129348 0.0230558 -0.00232163 -0.0419196 | |
internal_weight=0 7.37804 1.05103 6.32701 0.22402 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=557 | |
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num_cat=0 | |
split_feature=4 4 3 4 17 | |
split_gain=0.0397017 0.0777442 0.077427 0.0736658 0.0575133 | |
threshold=3.1555353403091435 2.4936379194259648 1.4348896741867068 1.7819178700447085 0.22946642339229587 | |
decision_type=2 2 2 2 2 | |
left_child=1 3 -2 -1 -3 | |
right_child=2 4 -4 -5 -6 | |
leaf_value=0.0018673087249285942 0.014892312014698981 0.010718888899317935 -0.079605495363250026 -0.038434635891520325 0.083711279940903216 | |
leaf_weight=6.2976236619346082 0.17098187442775259 0.24901568412860786 0.1759121691211476 0.48873551683061567 0.190550929080473 | |
leaf_count=835 31 34 22 60 18 | |
internal_value=0 0.00160473 -0.0330281 -0.00103513 0.0423609 | |
internal_weight=0 7.22593 0.346894 6.78636 0.439567 | |
internal_count=1000 947 53 895 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=558 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 13 3 9 19 6 | |
split_gain=0.0408131 0.102921 0.112259 0.109838 0.0816536 0.103502 0.101766 | |
threshold=0 0.45788866281509405 -0.53143158555030812 -0.94009315967559803 1.3687919378280642 1.3722550272941592 -1.5258474349975584 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.0043635567593359442 -0.0076737533259822709 0.029112428849042624 -0.027123246348379357 0.048640119488427475 -0.043331820949263342 -0.074759152407532822 0.048418163717164273 | |
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leaf_count=73 343 60 118 252 57 31 66 | |
internal_value=0 0.0084923 -0.00918031 0.0264639 -0.00636632 -0.012211 0.0260956 | |
internal_weight=0 3.24052 1.63385 1.60667 4.30371 3.64706 0.656641 | |
internal_count=1000 503 178 325 497 374 123 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=559 | |
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num_cat=2 | |
split_feature=0 1 29 1 6 9 5 | |
split_gain=0.0404899 0.125839 0.157696 0.120645 0.178522 0.122432 0.119912 | |
threshold=-0.53437867760658253 0 -0.43451784551143641 1 -0.56465166807174672 2.2335890531539921 -0.15890216827392575 | |
decision_type=2 1 2 1 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.050845771298552993 0.02538658272519927 -0.082997430346911538 0.039102992780781248 0.01306518325849957 -0.025790986829589902 0.090459048409185241 -0.0030575256376460789 | |
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leaf_count=53 124 92 93 258 281 41 58 | |
internal_value=0 -0.0137473 0.0112286 0.00394732 -0.00939883 0.0194743 -0.0440544 | |
internal_weight=0 1.66246 0.911389 5.82192 3.13083 2.69108 0.751072 | |
internal_count=1000 296 146 704 405 299 150 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=560 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=18 2 6 | |
split_gain=0.0383744 0.0477056 0.0614487 | |
threshold=1.7860749363899233 4.188784360885621 2.090929508209229 | |
decision_type=2 2 2 | |
left_child=1 2 -1 | |
right_child=-2 -3 -4 | |
leaf_value=0.0025397833729293765 -0.045381880513070988 0.043476384365908949 -0.030326884941376239 | |
leaf_weight=6.3435821328803286 0.18166813465359144 0.2568493631442833 0.62489160335326221 | |
leaf_count=791 38 38 133 | |
internal_value=0 0.0011525 -0.000407505 | |
internal_weight=0 7.22532 6.96847 | |
internal_count=1000 962 924 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=561 | |
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num_cat=1 | |
split_feature=8 7 27 22 6 11 0 | |
split_gain=0.0369899 0.0982892 0.102563 0.0807207 0.0735638 0.0943868 0.0540801 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 0.18504730612039569 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.049939620647118259 -0.010555327718106008 0.013016782860007906 0.0068270009061220278 0.076132364046481535 -0.10073444080476135 0.027852305171508926 -0.0056287271320843565 | |
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internal_value=0 0.00819282 -0.00257998 0.0370519 -0.00610417 -0.00284718 -0.0594735 | |
internal_weight=0 3.16151 2.30214 0.859368 4.23211 3.98869 0.243419 | |
internal_count=1000 503 274 229 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=562 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 26 9 4 2 16 | |
split_gain=0.0379653 0.149419 0.11631 0.0935215 0.127039 0.111597 0.0624751 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.82819029688835133 -1.8577739000320432 0.44688245654106146 -2.481732845306396 -0.77104368805885304 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=0.018410444434810377 -0.042542520299173277 -0.020693442446343174 0.030401534645073332 0.084900469749792859 0.078130918597472648 -0.014439767127985812 -0.052363540079244986 | |
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internal_value=0 0.00812238 0.0190065 -0.00636313 0.03952 -0.0113167 -0.0343883 | |
internal_weight=0 3.22935 2.57107 4.11472 0.400942 3.71378 0.658278 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=563 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 17 27 | |
split_gain=0.0395954 0.0530305 0.0886363 0.07261 | |
threshold=-2.0748205184936519 -1.3991433978080747 0.54740771651268016 -0.56510543823242176 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.052868608345086512 -0.0050386654131617612 0.017332212931740323 -0.097924314703449714 -0.0054930141381717285 | |
leaf_weight=0.13903888812410503 0.34463542646699341 1.9877006635479118 0.14636450814077762 4.6636113479353298 | |
leaf_count=16 57 261 25 641 | |
internal_value=0 -0.001013 -0.0327274 0.00132815 | |
internal_weight=0 7.14231 0.491 6.65131 | |
internal_count=1000 984 82 902 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=564 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 19 9 27 5 7 7 | |
split_gain=0.0385775 0.0941662 0.124705 0.0969308 0.090982 0.13018 0.100522 | |
threshold=-1.102678596973419 -0.54270070791244496 -0.072343081235885606 0.513899326324463 -0.15890216827392575 0.26619952917099005 -0.50514426827430714 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.011693273748865316 0.009779397981600756 -0.056668086028132107 0.002420704270879398 0.070662752893245556 0.01019484678661599 0.086161220495846194 -0.022854660449948917 | |
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leaf_count=68 258 127 151 42 99 56 199 | |
internal_value=0 -0.0117139 -0.0255785 0.0218311 0.00454158 0.02798 -0.00287491 | |
internal_weight=0 2.0247 1.43259 0.592106 5.23393 1.25806 3.97587 | |
internal_count=1000 388 278 110 612 155 457 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=565 | |
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num_cat=0 | |
split_feature=13 19 13 20 13 27 | |
split_gain=0.0370497 0.0898822 0.0756321 0.0750164 0.0402647 0.0368918 | |
threshold=-1.2598152160644529 -0.29766309261322016 -1.187853932380676 -1.1364628076553343 -1.3795455694198606 0.29147735238075262 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.056844052266008409 -0.079228251554109841 0.028663141405557948 0.031066074930984195 -0.0043486108032109163 0.097619819805882177 0.017747007148672708 | |
leaf_weight=0.1359574750866841 0.12498713674722228 0.20866589552588266 0.66704227029185847 5.7888566402190236 0.14251010683619814 0.12942941841174616 | |
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internal_value=0 0.0234549 -0.00218111 -0.000689462 0.0566463 -0.0204659 | |
internal_weight=0 0.616563 6.58089 6.4559 0.351176 0.265387 | |
internal_count=1000 96 904 888 56 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=566 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 3 2 6 15 | |
split_gain=0.0380787 0.129227 0.108501 0.0833449 0.0976843 0.0591094 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.63477313518524159 4.188784360885621 1.7042843699455263 1.1410110592842104 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -3 4 -2 -1 | |
right_child=3 2 -4 -5 -6 -7 | |
leaf_value=-0.048231021944465588 -0.002823886375638724 -0.0095334122481905981 0.033835814916814408 0.060711561467312172 -0.047474542368303334 0.025658889487627557 | |
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leaf_count=79 385 119 283 24 95 15 | |
internal_value=0 0.00824536 0.0184103 -0.00644096 -0.00953276 -0.0320949 | |
internal_weight=0 3.15144 2.51716 4.01427 3.83758 0.634275 | |
internal_count=1000 496 402 504 480 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=567 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 5 7 17 3 7 12 | |
split_gain=0.0376927 0.102293 0.126153 0.118077 0.10024 0.101916 0.0226625 | |
threshold=-0.056552402675151818 -0.15890216827392575 -1.6289549469947813 0.28762726485729223 2.6009738445281987 2.0273846387863164 0.18951624631881717 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.02065514835734163 0.012356301275008003 0.0010500494514521265 0.075410488958850275 -0.024924822266156221 0.02210250925802941 0.051853151068563488 0.10020359181387287 | |
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leaf_count=383 243 39 77 156 27 57 18 | |
internal_value=0 0.0055672 0.035347 -0.00206668 -0.00952153 -0.0144162 0.0686634 | |
internal_weight=0 4.49964 0.918107 3.58154 2.61934 2.46502 0.15432 | |
internal_count=1000 515 116 399 485 440 45 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=568 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 27 6 7 6 3 | |
split_gain=0.0418965 0.0920863 0.0888353 0.0793728 0.0693304 0.224599 0.107769 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 -4.5184216499328604 -1.9599047899246214 -0.59109562635421742 3.0217821598052983 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.047206511528252136 -0.041959996664533698 -0.084506533688326835 0.0070738761209131265 0.045337756539997595 -0.0088224719599062137 0.067437262664322817 -0.091418094872951161 | |
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internal_value=0 0.00887346 -0.00170725 0.0374353 -0.0066766 0.0203948 -0.0130528 | |
internal_weight=0 3.04715 2.22347 0.82368 4.01653 0.76568 3.25085 | |
internal_count=1000 503 274 229 497 104 393 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=569 | |
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num_cat=0 | |
split_feature=4 5 11 3 31 | |
split_gain=0.0382196 0.0753945 0.0677312 0.130647 0.0896215 | |
threshold=3.1555353403091435 -0.27108398079872126 4.5497055053710946 -0.40226960182189936 1.7282394766807558 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
leaf_value=-0.0049811735983031052 -0.06973389668090596 0.03282991839367895 -0.027576207471235844 0.05321770885475724 0.057060172409604086 | |
leaf_weight=5.5289398193712032 0.20558478004568315 0.11003260052643771 0.2965379758970812 0.6156966192152139 0.24307210512961308 | |
leaf_count=816 33 20 30 67 34 | |
internal_value=0 -0.0339774 0.00163335 0.0269542 -0.00236848 | |
internal_weight=0 0.315617 6.68425 0.912235 5.77201 | |
internal_count=1000 53 947 97 850 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=570 | |
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num_cat=1 | |
split_feature=8 4 18 16 6 29 6 | |
split_gain=0.0368482 0.0865426 0.124442 0.107529 0.0684414 0.13374 0.102257 | |
threshold=0 1.581968426704407 0.091590221971273436 0.5102781653404237 0.77008655667305004 -0.19384890794754026 0.49521195888519293 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.0054315075537325766 -0.0034358024369481664 0.01958809149233888 -0.05581827436884549 0.055759564176331947 0.0085269614761667775 -0.061485186104438122 0.069872040676504682 | |
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internal_value=0 0.00837184 -0.0181019 0.0192407 -0.00631339 -0.027608 0.00181072 | |
internal_weight=0 3.00767 0.875407 2.13226 3.95616 1.09251 2.86365 | |
internal_count=1000 503 103 400 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=571 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 30 26 11 | |
split_gain=0.0367537 0.0901932 0.0950742 0.0729201 0.084699 0.0702398 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 1.2851886153221133 0.18188352137804034 -1.102678596973419 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.085004812462856433 -0.011739316682893958 0.036356153969392874 -0.075544529011691092 0.0022710423016319603 -0.069708710788432951 0.012558122831470267 | |
leaf_weight=0.061323370413447265 1.6727981658079896 0.1037571745691821 0.28307495002968597 0.37079059832831252 0.2923879495519941 4.1203319462929358 | |
leaf_count=9 317 17 82 49 42 484 | |
internal_value=0 -0.0276685 -0.0455302 0.00194635 -0.029464 0.0055421 | |
internal_weight=0 0.448155 0.386832 6.45631 0.663179 5.79313 | |
internal_count=1000 108 99 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=572 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 10 10 6 | |
split_gain=0.0370674 0.0461048 0.0533862 0.0426436 | |
threshold=1.9680437445640566 -6.1436679363250724 -1.8559841513633726 -2.0294094085693355 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=0.0020737781482693357 0.048747521428452428 0.014163810505547403 -0.0055638638057920542 -0.087049478989064497 | |
leaf_weight=0.098516322499563103 0.15258102431107534 1.9683167146858975 4.5260445417633832 0.11798365079448547 | |
leaf_count=21 18 238 703 20 | |
internal_value=0 -0.00109815 0.000415217 -0.0464948 | |
internal_weight=0 6.71086 6.49436 0.2165 | |
internal_count=1000 982 941 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=573 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=30 11 5 7 | |
split_gain=0.0365094 0.046423 0.0597613 0.0343937 | |
threshold=-1.713110029697418 -5.2096197605133048 -0.94487735629081715 1.0000000180025095e-35 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.040636480455537138 -0.064043478456015296 -0.0072745860207829045 0.012213625475795539 0.0042155251888966417 | |
leaf_weight=0.21412354793631028 0.18390187803447577 2.9386201590158407 3.3873386534975793 0.12331578805606114 | |
leaf_count=32 53 408 467 40 | |
internal_value=0 0.0013171 0.0031607 -0.0366446 | |
internal_weight=0 6.63318 6.32596 0.307218 | |
internal_count=1000 968 875 93 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=574 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=22 29 30 | |
split_gain=0.0361452 0.049901 0.0472601 | |
threshold=1.9384591579437258 -2.0384702682495113 -1.2146136760711668 | |
decision_type=2 2 2 | |
left_child=1 -1 -3 | |
right_child=-2 2 -4 | |
leaf_value=0.061289182536077791 0.046915879827494053 -0.031311457628268473 0.00016552192703918117 | |
leaf_weight=0.1256763221535947 0.16036415713051599 0.51798271814254793 6.0270337233380928 | |
leaf_count=19 24 86 871 | |
internal_value=0 -0.00112711 -0.00232561 | |
internal_weight=0 6.67069 6.54502 | |
internal_count=1000 976 957 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=575 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 27 3 20 6 9 | |
split_gain=0.0361818 0.116241 0.118657 0.0794522 0.149823 0.0936952 0.0678709 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.1444159746170042 1.8012591600418093 0.83791944384574901 -1.829513370990753 1.6154040694236758 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.032807058243829297 0.025736937291805064 0.092708393687223126 0.012373366104246906 0.039712648630683071 -0.045968018061305176 -0.016854794726277957 -0.070993750166746139 | |
leaf_weight=0.42761771537334414 0.10499381036242983 0.21362800429415063 1.3193794171734223 0.84521966804697946 0.26904929599277239 3.4045884762224436 0.23464081837528283 | |
leaf_count=72 22 27 189 122 40 443 85 | |
internal_value=0 0.0118413 0.0235682 -0.00447925 0.0190244 -0.0113133 -0.0410907 | |
internal_weight=0 1.87264 1.53301 4.94648 1.11427 3.83221 0.339635 | |
internal_count=1000 323 216 677 162 515 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=576 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 5 15 25 2 | |
split_gain=0.0382143 0.216299 0.11456 0.101962 0.0867179 0.0810322 | |
threshold=-1.6112870573997495 -0.89385390281677235 1.5062254071235659 1.284161448478699 -1.7371324896812437 3.0348654985427861 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.025894024968725549 0.069067189794808401 0.07850253949517573 -0.031250070748135128 0.058824094554493993 -0.011883994943497296 0.026716517778871018 | |
leaf_weight=0.97761777613050049 0.15521704383479562 0.52993317945333718 0.11590646437389296 0.16621913340532046 4.1897379813353837 0.62496218479714105 | |
leaf_count=138 22 132 29 21 558 100 | |
internal_value=0 0.0125398 0.0588056 -0.013583 -0.00450181 -0.00687354 | |
internal_weight=0 1.78968 0.64584 1.14384 4.96992 4.8147 | |
internal_count=1000 320 161 159 680 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=577 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 28 19 13 20 21 | |
split_gain=0.0375815 0.0826995 0.0972004 0.0648962 0.0609498 0.0179719 | |
threshold=-1.2598152160644529 0.039898073300719268 -0.29766309261322016 -1.187853932380676 -1.1364628076553343 0.034177251160144813 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 -3 | |
right_child=3 5 -4 4 -6 -7 | |
leaf_value=-0.07213935993416519 -0.077243024612511701 0.10030601572916412 0.036768287371198242 0.028721384637088933 -0.0042578369618131466 0.043528634406493086 | |
leaf_weight=0.13518922476760054 0.11324316821992386 0.11219549793418082 0.20809679534886516 0.62532602183625829 5.3966131162892452 0.11081208855284785 | |
leaf_count=20 16 19 33 106 782 24 | |
internal_value=0 0.0246803 -0.00612056 -0.0022436 -0.000833232 0.0720934 | |
internal_weight=0 0.566294 0.343286 6.13518 6.02194 0.223008 | |
internal_count=1000 96 53 904 888 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=578 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 15 2 9 3 7 15 | |
split_gain=0.0381781 0.0859062 0.104297 0.0701468 0.146151 0.0681547 0.00272678 | |
threshold=-1.608339190483093 0.47169506549835211 1.4031839370727541 1.2183623313903811 0.74455237388610851 0.88489025831222545 0.68115776777267467 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.025311478526427646 -0.009064839561859047 -0.10103457438790944 -0.098296346724737901 0.058225981289800693 -0.0074733729441970381 0.022065563860464928 -0.073324721290178765 | |
leaf_weight=0.31781414465172009 3.8905428888019742 0.090105314254287805 0.086934904515942435 0.61873042945990142 0.74784687147621298 0.85845594853651608 0.058613567694237645 | |
leaf_count=63 472 21 41 95 113 168 27 | |
internal_value=0 -0.0251191 -0.0012379 0.00230762 0.0222726 -0.00343753 -0.0901135 | |
internal_weight=0 0.553468 0.404749 6.11558 1.36658 4.749 0.148719 | |
internal_count=1000 152 104 848 208 640 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=579 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 13 5 15 21 | |
split_gain=0.0389277 0.0913739 0.102001 0.0940129 0.0664323 0.157873 0.134625 | |
threshold=0 0.45788866281509405 1.0588229894638064 -0.53143158555030812 -1.9478189349174497 0.34292693436145788 -0.47198067605495447 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.010660688114095866 -0.0019418253302928388 0.028843672012669033 0.071358774275368783 -0.026038157911431516 0.031489107464309517 -0.09449218937413921 -0.014418581556723487 | |
leaf_weight=1.0330979060435086 0.5826939554459617 0.45483053816951724 0.37821044076372334 0.99481676649719453 0.94723373891201923 0.26958116630066797 1.9616920864152683 | |
leaf_count=236 98 60 89 118 106 40 253 | |
internal_value=0 0.00881452 0.0269269 -0.00881884 -0.00666332 -0.0312162 0.000530343 | |
internal_weight=0 2.86096 1.41131 1.44965 3.7612 0.852275 2.90893 | |
internal_count=1000 503 325 178 497 138 359 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=580 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=3 22 27 10 | |
split_gain=0.0410674 0.0397661 0.0373432 0.0218929 | |
threshold=-2.7369303703308101 1.9384591579437258 -1.4307758212089536 -1.9995312094688413 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=-0.018644590729215656 -0.029091898010902142 0.053220374679619022 0.0020031850774624364 -0.1008587366741563 | |
leaf_weight=0.072435353185937856 0.41340455852332514 0.14337302052854273 5.8720781213762621 0.058587807959668114 | |
leaf_count=27 65 23 860 25 | |
internal_value=0 0.00114585 -4.19799e-05 -0.0554071 | |
internal_weight=0 6.42886 6.28548 0.131023 | |
internal_count=1000 948 925 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=581 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=20 19 11 13 25 3 | |
split_gain=0.0367109 0.112727 0.0872305 0.0864566 0.071218 0.085544 | |
threshold=0.35997511446475988 0.12578448653221133 0.49007196724414831 0.17688041925430301 -2.2798788547515865 -1.6802225112915037 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 -6 | |
right_child=1 2 -4 -5 5 -7 | |
leaf_value=0.10239905886803564 -0.034256819081758046 -0.0036978353273814215 0.060150703056754587 0.016687411079010568 -0.052040783676061048 -0.0024766855257283989 | |
leaf_weight=0.060392552466168925 0.65392854261676825 0.33491778742063605 0.59255852765409145 0.67904680332776479 0.38291488524811246 3.843331481611358 | |
leaf_count=5 109 88 72 98 94 534 | |
internal_value=0 0.0103229 0.0370946 -0.00830471 -0.00542658 -0.00696739 | |
internal_weight=0 2.26045 0.927476 1.33298 4.28664 4.22625 | |
internal_count=1000 367 160 207 633 628 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=582 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=18 6 18 11 19 | |
split_gain=0.0356996 0.0785358 0.0765485 0.0916948 0.0598174 | |
threshold=-1.5012420415878294 -0.50517910718917836 -0.79747301340103138 2.3344395160675053 0.61862421035766613 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 | |
right_child=2 -3 4 -5 -6 | |
leaf_value=-0.019853546419581862 -0.055329716538733711 0.065204035374268027 -0.0035522497129653824 0.01460929356064144 0.021428520961254929 | |
leaf_weight=0.19488600818772284 0.52666723602686705 0.24504463418816147 3.9839693630899546 0.29105539083320764 1.2622523106060723 | |
leaf_count=30 104 38 570 44 214 | |
internal_value=0 0.0275242 -0.00197761 -0.030436 0.00245818 | |
internal_weight=0 0.439931 6.06394 0.817723 5.24622 | |
internal_count=1000 68 932 148 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=583 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 17 9 20 5 10 | |
split_gain=0.0346312 0.115141 0.0919441 0.0804277 0.101961 0.0959656 0.0521669 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -1.8577739000320432 0.1286912485957146 1.4048260450363161 -3.3906586170196529 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.10114218896916592 0.090877938916645418 0.049628421123938768 0.0054582901173894846 -0.017137251745023712 -0.017381664794354768 0.039669089267723417 -0.01871705104021747 | |
leaf_weight=0.091349223541328683 0.18208665724159834 0.66376289839672686 1.6250111699591792 2.9315866823974379 0.16658639894194494 0.33096022663465863 0.48160332084535218 | |
leaf_count=13 27 128 274 394 28 55 81 | |
internal_value=0 0.00823203 0.018268 -0.00649596 0.0391545 -0.0113747 -0.0318586 | |
internal_weight=0 2.86173 2.28877 3.61122 0.348673 3.26255 0.572953 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=584 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 4 9 9 28 19 | |
split_gain=0.0363751 0.0818663 0.0806553 0.0742371 0.0698852 0.0834838 0.0804903 | |
threshold=0 -0.80342191457748402 1.5504462718963625 -1.1080552935600279 1.3687919378280642 0.090201854705810561 1.3722550272941592 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.012364845742551256 -0.0081134606047710348 0.080154411213440996 -0.030454082906092 0.01536787449906098 -0.013134666739352433 0.064858738929187087 -0.073380612974475318 | |
leaf_weight=1.2452365773560816 2.8946577185552096 0.25098410142265948 0.68020436312337995 0.59895071326877758 0.27118263656723218 0.27786593653218006 0.20214874091470836 | |
leaf_count=181 343 80 79 163 68 55 31 | |
internal_value=0 0.00864901 -0.00276188 0.0344992 -0.00654424 0.0263367 -0.0123739 | |
internal_weight=0 2.77538 1.92544 0.849935 3.64586 0.549049 3.09681 | |
internal_count=1000 503 260 243 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=585 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 4 22 30 10 15 | |
split_gain=0.0336705 0.0738029 0.0732531 0.0596748 0.119824 0.0937864 | |
threshold=-0.49797442555427546 -3.2548031806945796 -0.79520875215530384 0.11919147521257402 0.82871100306510936 1.1410110592842104 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.051171369358688212 0.0086427265386431144 0.020228184458068885 -0.028850635507328005 -0.026975719935778759 0.021324578810395626 0.072113244589362802 | |
leaf_weight=0.17233332679461444 2.0999674233553383 0.39572044816213736 1.3137298958569656 1.2673649716412003 0.86362458163227973 0.26183422955705271 | |
leaf_count=34 324 65 225 143 171 38 | |
internal_value=0 -0.0112014 -0.0174894 0.00473192 -0.00740109 0.0156792 | |
internal_weight=0 1.88178 1.70945 4.49279 2.13099 2.3618 | |
internal_count=1000 324 290 676 314 362 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=586 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 19 6 18 3 30 22 | |
split_gain=0.0331098 0.0921058 0.0837353 0.0822167 0.0628359 0.0879289 0.0745717 | |
threshold=0.35997511446475988 0.12578448653221133 -0.56465166807174672 0.68497326970100414 -0.9574308693408965 -0.043422264978289597 1.3237955570220949 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.060263219154124609 0.030760741219629673 0.049975263467997466 -0.024191244484425958 -0.026283031965068721 -0.0034868046753104192 0.0022352461255456557 0.049492683551601892 | |
leaf_weight=0.4440698931064162 0.40320366620494508 0.71112044414530817 0.88799570232947656 0.17646211152805336 2.9620517730209035 0.45653862251401722 0.29185771392371851 | |
leaf_count=81 77 125 130 35 426 78 48 | |
internal_value=0 0.0100155 -0.00703135 0.0348142 -0.00520491 -0.0285813 0.00126516 | |
internal_weight=0 2.17878 1.2912 0.887583 4.15452 0.900609 3.25391 | |
internal_count=1000 367 207 160 633 159 474 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=587 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=0 4 28 9 20 16 | |
split_gain=0.0336136 0.0784305 0.0964401 0.0585793 0.132604 0.0655215 | |
threshold=-1.608339190483093 -0.97413113713264454 -0.014420712832361458 1.2183623313903811 0.4873990416526795 -1.4427587389945982 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.076905775129218243 -0.042072183832952727 -0.084660236971788372 0.0081941627690471138 0.0039186113942795515 0.081093703766757785 0.00055990844007859284 | |
leaf_weight=0.066453867279051337 0.39542392584337349 0.23006299406694097 0.21769591957900036 1.0091058386205984 0.28566511382541637 4.0822753591415912 | |
leaf_count=22 58 72 58 145 63 582 | |
internal_value=0 -0.0244698 -0.0395154 0.0022121 0.0209457 -0.00320492 | |
internal_weight=0 0.514213 0.447759 5.77247 1.29477 4.4777 | |
internal_count=1000 152 130 848 208 640 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=588 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 28 28 5 26 11 | |
split_gain=0.0313511 0.0775278 0.113823 0.104981 0.0613476 0.134787 0.104391 | |
threshold=0 0.23862367868423465 -0.31815470755100245 0.17909467220306399 -1.2619942426681516 -0.0044701920123770824 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.044959505284038193 0.0046675196296067575 0.053720656914295423 0.014333895119408177 -0.0026527288424167714 -0.0045810981445624441 -0.059699339241424856 0.058584508934993056 | |
leaf_weight=0.5268191495076735 0.75218735184114394 0.65870082334117774 0.83994209583579527 0.66267670153695235 1.9276091276187801 0.57327641736594637 0.30272799770318659 | |
leaf_count=94 91 139 141 129 261 113 32 | |
internal_value=0 0.00817742 -0.00852079 0.0254492 -0.00613329 -0.0231718 0.00399249 | |
internal_weight=0 2.68814 1.36676 1.32138 3.5558 1.32546 2.23034 | |
internal_count=1000 503 235 268 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=589 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 10 18 30 4 20 | |
split_gain=0.0311531 0.0692515 0.0611687 0.0577746 0.0723272 0.0654203 | |
threshold=-2.0779349803924556 0.69830441474914562 0.59367427229881298 1.2294318079948428 -0.072602182626724229 1.8299899697303774 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.025336869714923899 0.0035411376256096467 -0.1009403243943468 -0.076678594368587649 0.014570287647468524 -0.055851381617001067 0.078152979878412965 | |
leaf_weight=0.21050068227978602 5.0726240979420254 0.096287849660939173 0.081544265883621847 0.24487950639922929 0.36062098204729398 0.12030299454363547 | |
leaf_count=54 775 27 27 51 45 21 | |
internal_value=0 -0.0273956 -0.0031477 0.00186114 -0.0273711 0.00526965 | |
internal_weight=0 0.388333 0.292045 5.79843 0.6055 5.19293 | |
internal_count=1000 108 81 892 96 796 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=590 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=30 31 31 17 21 26 19 | |
split_gain=0.0306057 0.0892706 0.0761634 0.0543197 0.155423 0.0844776 0.05423 | |
threshold=-0.75394436717033375 0.61904841661453258 -1.2907721400260923 0.75022095441818248 1.2355348467826845 -0.26835612952709192 -0.21885812282562253 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.031812275111150617 0.025453768791090223 0.095500701682686595 -0.040831343013436473 -0.033728253557019867 0.074923713594146818 -0.0040330333542403637 -0.0047948648632126596 | |
leaf_weight=0.17676789926645142 1.7147526485020987 0.10427168504929796 0.78646563123979241 0.86295726049866039 0.15535741174244322 2.2418581562463946 0.11162214243813651 | |
leaf_count=28 231 18 141 146 19 388 29 | |
internal_value=0 -0.0144736 -0.0275001 0.00344515 -0.017152 0.00874623 0.0436456 | |
internal_weight=0 1.17913 0.963234 4.97493 1.01831 3.95661 0.215894 | |
internal_count=1000 216 169 784 165 619 47 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=591 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 22 30 30 4 | |
split_gain=0.0308091 0.0755613 0.0637855 0.0499161 0.0678658 0.0666552 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.57212424278259266 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.080128268209080311 -0.0061809538286116857 0.095386586126492534 -0.017895543523859855 0.054687544735144845 -0.002067173405197882 -0.097266087790018024 | |
leaf_weight=0.084295540780658484 0.22510254260123463 0.11375008747472737 0.31240175716277463 0.21991322450912765 5.024474237771841 0.12492999843789221 | |
leaf_count=20 40 12 64 39 798 27 | |
internal_value=0 0.0235364 0.00293387 -0.00212761 0.000312726 -0.0386901 | |
internal_weight=0 0.510447 0.396697 5.59442 5.24439 0.350033 | |
internal_count=1000 96 84 904 837 67 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=592 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=31 27 0 31 8 4 31 | |
split_gain=0.031449 0.117242 0.12572 0.0992555 0.106893 0.0858245 0.0351845 | |
threshold=-0.1249653398990631 1.0865690112113955 0.38903948664665228 0.38249349594116216 0 -0.38929480314254755 -0.6441834270954131 | |
decision_type=2 2 2 2 1 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.013414288033808423 0.0045571745789482589 -0.01882849868873028 0.031287806227242303 0.027500597001012768 -0.061966043010099725 -0.012941081604648986 -0.086739253317997367 | |
leaf_weight=1.0211386647055185 0.42499444714533785 0.15977608473076543 1.6389065867217594 0.95010320664357606 0.55959763992450462 1.1721258559288112 0.14600841484889304 | |
leaf_count=184 92 32 217 178 95 179 23 | |
internal_value=0 0.00738645 0.0141276 -0.0070102 -0.0332516 0.0051643 -0.0512551 | |
internal_weight=0 2.96583 2.66005 3.10682 0.984592 2.12223 0.305784 | |
internal_count=1000 456 401 544 187 357 55 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=593 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 10 6 3 26 5 | |
split_gain=0.030134 0.0809473 0.133301 0.0853403 0.0803773 0.0801447 | |
threshold=-0.056552402675151818 0.88901996612548839 1.1451571583747866 1.0190169811248782 -1.7280209660530088 -0.15890216827392575 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.01017740375176863 -0.072322209514912347 -0.077621499852321973 0.069831877041266199 0.0093568802794410481 0.00071381142105495638 0.03756348420015175 | |
leaf_weight=1.5199692035346291 0.12831971511332119 0.30452198497209781 0.24129122674034409 0.1791806496701156 2.9039503660111459 0.74076867396445267 | |
leaf_count=275 18 79 50 81 386 111 | |
internal_value=0 -0.00916737 0.000783802 -0.0454016 0.00546466 0.0082033 | |
internal_weight=0 2.24496 1.76126 0.483703 3.77304 3.64472 | |
internal_count=1000 485 325 160 515 497 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=594 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=10 7 4 4 27 20 | |
split_gain=0.0306507 0.083463 0.0538608 0.0569693 0.0431608 0.0230412 | |
threshold=-4.9047172069549552 0.13221701979637149 3.1555353403091435 2.4936379194259648 -0.20260254293680188 -0.024089548736810681 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 | |
right_child=2 -3 4 -5 -6 -7 | |
leaf_value=-0.09878622129722231 0.0013329748150270842 0.021510520309198079 0.0047117368447559729 0.043870378385186121 -0.08112696475022782 -0.032698393450269779 | |
leaf_weight=0.11899220908526331 4.9931939527222653 0.19072947325184941 0.10223468741151009 0.33603532829420135 0.13716878113399378 0.094771570240481995 | |
leaf_count=25 824 31 19 48 29 24 | |
internal_value=0 -0.0265789 0.00193071 0.00401518 -0.0444705 -0.0694864 | |
internal_weight=0 0.404493 5.56863 5.32923 0.239403 0.213764 | |
internal_count=1000 80 920 872 48 49 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=595 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=3 0 15 17 | |
split_gain=0.0288318 0.0341963 0.0463772 0.0227231 | |
threshold=-2.7369303703308101 3.7561185359954838 -1.9646769762039182 -0.088628441095352159 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=0.011155745982043037 -0.054135282766576025 0.036575786422662529 0.00087248536069076859 -0.082358186793796306 | |
leaf_weight=0.039907749908707046 0.15773283257203718 0.25770692091100489 5.4167984236721622 0.074478984392953751 | |
leaf_count=17 27 35 886 35 | |
internal_value=0 0.000962409 -0.000683974 -0.0497326 | |
internal_weight=0 5.83224 5.57453 0.114387 | |
internal_count=1000 948 913 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=596 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 29 19 22 | |
split_gain=0.0299278 0.0450211 0.112765 0.0664821 | |
threshold=-2.0384702682495113 -0.88508096337318409 0.66233554482460033 -1.5809904932975767 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.049364025310939384 -0.049685962850934663 0.06084280656557603 0.033558056736076668 0.00012280742048631843 | |
leaf_weight=0.12025019039720053 0.522337084509786 0.18725438369847314 0.23637072909377821 4.8684171424066278 | |
leaf_count=20 109 43 43 785 | |
internal_value=0 -0.00103704 -0.0237518 0.00237178 | |
internal_weight=0 5.81438 0.758708 5.05567 | |
internal_count=1000 980 152 828 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=597 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=10 1 6 3 0 13 15 | |
split_gain=0.0287971 0.115958 0.117864 0.106381 0.117298 0.101899 0.0658297 | |
threshold=1.8433723449707033 0 -0.44430741667747492 -0.27606296539306635 0.16223448514938357 -0.29094749689102167 0.21945990622043612 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=1 5 -3 6 -5 -1 -2 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.0056504205633200605 -0.088955484760269488 -0.015118481708179397 0.031017627291268141 0.0013158888349881065 0.069709186575764442 -0.037349468868195505 0.0087460032857469873 | |
leaf_weight=0.9325604518844558 0.14477319702325542 0.93854987858276251 1.3505280585682156 0.66269570095704422 0.40341670566590437 1.3473047905624753 0.13169913170349901 | |
leaf_count=131 39 140 189 156 101 222 22 | |
internal_value=0 -0.0037976 0.0121013 0.0128613 0.0271959 -0.0197607 -0.0424148 | |
internal_weight=0 4.56894 2.28908 1.34258 1.06611 2.27987 0.276472 | |
internal_count=1000 682 329 318 257 353 61 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=598 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=24 31 16 20 26 31 | |
split_gain=0.0291424 0.133249 0.0976549 0.0940944 0.0771754 0.06424 | |
threshold=-0.40476341545581812 0.75718194246292125 -1.6970821619033811 -0.41391812264919275 -0.87033566832542408 0.92106091976165783 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -2 -1 -3 -4 | |
right_child=2 4 5 -5 -6 -7 | |
leaf_value=-0.054601535116672754 -0.076124722104265172 -0.03553266123894816 0.015474608695630904 -0.0049407726009918756 0.07313272874963106 -0.017249271937701306 | |
leaf_weight=0.55692129156341263 0.14165689148103444 0.086458081580531143 2.8257406118032127 1.211547827550703 0.26780027281802166 0.76157568983626323 | |
leaf_count=92 32 18 479 201 53 125 | |
internal_value=0 -0.00936619 0.00531165 -0.0205798 0.0466125 0.00852743 | |
internal_weight=0 2.12273 3.72897 1.76847 0.354258 3.58732 | |
internal_count=1000 364 636 293 71 604 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=599 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 13 9 4 5 | |
split_gain=0.0309137 0.0738616 0.0870483 0.0783045 0.0640264 0.159022 0.124924 | |
threshold=0 0.45788866281509405 1.0588229894638064 -0.53143158555030812 0.023247927427291874 -1.803136885166168 -1.8904895782470701 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.010366639251170517 -0.071150352729690072 0.028494883018494638 0.071502386471565413 -0.025586344371996413 0.090119934834755333 -0.0041735090929867621 -0.0058721222806873939 | |
leaf_weight=0.92752227955895727 0.36311966234643467 0.38877254207727674 0.31098962859550738 0.85989146021603324 0.20940284277094168 1.2259024704150645 1.5216836121023791 | |
leaf_count=236 50 60 89 118 31 210 206 | |
internal_value=0 0.0084145 0.0257178 -0.00874811 -0.00633008 0.00958337 -0.0184484 | |
internal_weight=0 2.48718 1.23851 1.24866 3.32011 1.43531 1.8848 | |
internal_count=1000 503 325 178 497 241 256 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=600 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=22 22 24 4 5 | |
split_gain=0.0301987 0.0830408 0.0794869 0.0758088 0.0700457 | |
threshold=0.26117700338363653 0.22058840095996859 1.6863377690315249 1.4291652441024782 -3.3947547674179073 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 3 -2 -1 | |
right_child=2 -3 -4 -5 -6 | |
leaf_value=-0.071453358936171926 0.014015790392311493 -0.084749476585284145 0.082731038496854536 -0.030213341048114635 0.00019627191373437628 | |
leaf_weight=0.14270470589781403 1.7330116824012982 0.12901945269550186 0.13651138263821838 0.49914369970261407 3.1099345136389616 | |
leaf_count=41 303 20 20 84 532 | |
internal_value=0 -0.00606823 0.0086557 0.00412549 -0.00294725 | |
internal_weight=0 3.38166 2.36867 2.23216 3.25264 | |
internal_count=1000 593 407 387 573 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=601 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=9 11 4 9 7 16 | |
split_gain=0.0290601 0.134489 0.110841 0.113441 0.0842407 0.0346628 | |
threshold=-2.3239196538925166 2.9679244756698613 -3.4333997964859004 -2.1211913824081416 1.6765210628509524 0.81611305475234996 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 4 5 -4 -1 -2 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.064010853038510146 0.098803042538273267 0.055286389919209623 0.077017732044395784 -0.0035354222429293774 0.034456500737545276 0.01163395613797474 | |
leaf_weight=0.42791468725408766 0.15175868746428012 0.18281324646159192 0.18173082326848078 4.6015100872027972 0.10901859850673645 0.065224667436154959 | |
leaf_count=77 64 39 22 760 16 22 | |
internal_value=0 -0.0187951 0.00269613 -0.000474947 -0.0440181 0.0726002 | |
internal_weight=0 0.719747 5.00022 4.78324 0.536933 0.216983 | |
internal_count=1000 132 868 782 93 86 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=602 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 4 11 31 7 9 | |
split_gain=0.0303043 0.110767 0.100428 0.0578405 0.11172 0.0892096 0.057723 | |
threshold=1.0618134737014773 -1.5804541110992429 0.4314530491828919 0.95515820384025585 -0.097648568451404558 1.6478592157363894 1.6154040694236758 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.023934558366692574 0.02429409492153578 0.069774125357596084 0.0071549167406958856 0.028992916854707236 -0.018558161890446168 0.037735103962144918 -0.072183328705585068 | |
leaf_weight=1.8388295083744881 0.088509126536337024 0.35534734559132608 0.91717134627995733 1.102358555329374 0.89544715444844758 0.26886529895557476 0.20717573616934715 | |
leaf_count=327 22 89 127 129 145 76 85 | |
internal_value=0 0.0118301 0.0246412 -0.00451179 0.00767979 -0.0160677 -0.0433042 | |
internal_weight=0 1.5682 1.27252 4.1055 1.99781 2.10769 0.295685 | |
internal_count=1000 323 216 677 274 403 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=603 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=20 14 25 5 30 17 | |
split_gain=0.0301286 0.0904426 0.062657 0.0517902 0.0502698 0.0473846 | |
threshold=-1.1364628076553343 0.032352834939956672 -0.69616228342056263 1.0000000180025095e-35 -1.713110029697418 0.75022095441818248 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=0.10183146252995286 -0.061391176277567711 -0.061837787075608143 0.018041421646133867 0.023010646552970106 0.0039610385715070249 -0.021014960680805893 | |
leaf_weight=0.15352243267807353 0.14153365621461933 0.15212038344725443 0.21315684246758326 0.13648016268882657 3.8815694446025475 0.94443415269324749 | |
leaf_count=16 28 36 38 30 670 182 | |
internal_value=0 0.0201636 0.0531229 -0.0217127 -0.00264943 -0.000926688 | |
internal_weight=0 0.65528 0.366679 0.288601 4.96754 4.826 | |
internal_count=1000 120 54 66 880 852 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=604 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 5 12 0 | |
split_gain=0.0281183 0.0342345 0.0735372 0.0540635 | |
threshold=1.9680437445640566 -3.3303779363632198 0.095968864858150496 3.7561185359954838 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.078488228830598139 0.046999629992595382 -0.0012221905452437579 0.016293717441309766 0.049517197232446124 | |
leaf_weight=0.16832045079763691 0.12453887471201586 4.9210161804014092 0.15935279379800704 0.21935790003226419 | |
leaf_count=43 18 863 43 33 | |
internal_value=0 -0.0010547 -0.0323942 0.000943038 | |
internal_weight=0 5.46805 0.327673 5.14037 | |
internal_count=1000 982 86 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=605 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 26 26 6 29 9 | |
split_gain=0.028743 0.0655456 0.0937959 0.0904058 0.0632562 0.0960668 0.0864019 | |
threshold=0 -0.29410147666931147 -0.25996835529804224 -0.81025269627571095 0.77008655667305004 -0.19384890794754026 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.016694134335653074 -0.046651626722158251 0.022140075780814332 -0.027876405740857937 0.051841491856392835 0.005951327434081828 -0.061753953769525152 0.0097683602393633887 | |
leaf_weight=0.28306732055625627 0.313291028858658 0.70674823034960355 0.79860280952465224 0.60136534232515282 0.39752996293827891 0.44323245123496224 2.0313891456568172 | |
leaf_count=55 51 102 133 213 60 95 291 | |
internal_value=0 0.00830008 -0.00439414 0.0299063 -0.00620878 -0.0297415 0.00222965 | |
internal_weight=0 2.38978 1.50535 0.884433 3.18544 0.840762 2.34468 | |
internal_count=1000 503 235 268 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=606 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=9 31 31 | |
split_gain=0.0294597 0.0477486 0.07621 | |
threshold=-4.2942843437194815 -2.0173729658126827 -1.7747542858123777 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.055443066033458513 0.06706085225622542 -0.078325948983901911 0.0014712468611306311 | |
leaf_weight=0.094189611540059448 0.10714401443510713 0.12250187424251624 5.2032896015570316 | |
leaf_count=20 22 20 938 | |
internal_value=0 0.000965485 -0.000364219 | |
internal_weight=0 5.43294 5.32579 | |
internal_count=1000 980 958 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=607 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 20 30 4 11 4 | |
split_gain=0.0276874 0.0606337 0.0518407 0.061455 0.051654 0.0402715 | |
threshold=-2.0779349803924556 0.5318211317062379 1.2294318079948428 -1.1332715749740598 -1.9419997930526731 -1.7280503511428831 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=0.023373812479917367 -0.014243664793075185 0.02987687470451101 0.036190166543711204 -0.04566731051551124 0.010946112687713734 -0.08053149865547618 | |
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internal_value=0 -0.0275488 0.00182319 -0.0276639 0.00522307 -0.0584067 | |
internal_weight=0 0.34217 5.17101 0.534582 4.63643 0.222571 | |
internal_count=1000 108 892 96 796 80 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=608 | |
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num_cat=0 | |
split_feature=22 7 31 12 24 | |
split_gain=0.0280475 0.0702039 0.0522794 0.0747348 0.0617644 | |
threshold=1.4963601827621462 -0.96313458681106556 1.3691098093986513 0.49494431912899023 -0.34516233205795283 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
leaf_value=-0.020165175373107247 -0.0185736719615355 0.061277210558770993 -0.01438150564280672 0.064143989346040722 0.0037608711413523316 | |
leaf_weight=1.7564074188754544 0.20589176346948079 0.23666249234850045 0.21984163071715546 0.27011591382961342 2.7972506861955821 | |
leaf_count=324 32 35 59 31 519 | |
internal_value=0 0.0241278 -0.00212814 0.02891 -0.00546773 | |
internal_weight=0 0.442554 5.04362 0.489958 4.55366 | |
internal_count=1000 67 933 90 843 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=609 | |
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num_cat=0 | |
split_feature=9 6 27 7 2 7 18 | |
split_gain=0.0276139 0.0946765 0.0959331 0.0539419 0.0772259 0.0657621 0.0510981 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.1444159746170042 -3.3866791725158687 3.5605782270431523 -3.9560654163360591 -0.77683129906654347 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.0016972801065290061 0.032260341878417045 0.091787038072069921 0.012058546320539194 -0.0047047678077582348 0.060875387419198804 -0.1013551632192586 -0.065852991899770216 | |
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leaf_count=32 27 27 189 577 52 16 80 | |
internal_value=0 0.0115538 0.0235848 -0.00437712 -0.00136237 -0.0495598 -0.0409001 | |
internal_weight=0 1.50025 1.22034 3.96007 3.71236 0.247703 0.279903 | |
internal_count=1000 323 216 677 629 48 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=610 | |
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num_cat=0 | |
split_feature=0 4 21 9 3 7 | |
split_gain=0.0284844 0.0646005 0.0841356 0.0503791 0.121502 0.0565083 | |
threshold=-1.608339190483093 -0.97413113713264454 0.79399952292442333 1.2183623313903811 0.74455237388610851 0.88489025831222545 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.074584342232674364 -0.0089386561951635603 -0.070966191818926536 0.026813146414033873 0.058182271522458674 -0.0085575618600963899 0.022321588840212479 | |
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internal_value=0 -0.0239707 -0.0384023 0.00219283 0.0210141 -0.00319982 | |
internal_weight=0 0.454194 0.39618 4.96364 1.10545 3.85819 | |
internal_count=1000 152 130 848 208 640 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=611 | |
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num_cat=1 | |
split_feature=8 7 22 4 6 11 0 | |
split_gain=0.0281662 0.0653467 0.0718573 0.0702351 0.0550598 0.0667243 0.0367367 | |
threshold=0 -0.80342191457748402 0.11495012417435647 1.5504462718963625 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.01258662040737666 -0.010358769597559089 0.008685767546194512 0.073740901234444586 -0.0315156941524656 -0.10055341959893152 0.028235142722046927 -0.0060382541857979489 | |
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leaf_count=181 356 136 107 79 46 78 17 | |
internal_value=0 0.00837195 0.0332958 -0.00302171 -0.00625217 -0.00302247 -0.0616121 | |
internal_weight=0 2.30115 0.721925 1.57923 3.07947 2.90972 0.169754 | |
internal_count=1000 503 243 260 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=612 | |
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num_cat=0 | |
split_feature=3 9 4 30 26 9 | |
split_gain=0.0267908 0.0549933 0.065006 0.0476089 0.0562426 0.0514263 | |
threshold=-2.0779349803924556 -1.6292568445205686 -1.5022985935211179 1.2294318079948428 0.18188352137804034 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.06847791466164245 -0.022530719004074745 0.031614979047942714 -0.0757370982734758 0.00090164045215899167 -0.066423040292257596 0.0092217415200079953 | |
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internal_value=0 -0.0277168 -0.0451821 0.00181065 -0.0271281 0.00508993 | |
internal_weight=0 0.327328 0.27703 5.01684 0.510634 4.5062 | |
internal_count=1000 108 98 892 96 796 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=613 | |
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num_cat=0 | |
split_feature=13 13 7 20 25 30 | |
split_gain=0.0262963 0.0593513 0.0547174 0.043669 0.0704573 0.0635612 | |
threshold=-1.2598152160644529 -1.3131613731384275 -2.1114803552627559 -1.1364628076553343 -0.69616228342056263 -1.713110029697418 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.063436831752615122 0.077008536421630594 0.094541547333777107 0.027884057948644292 -0.077615969008728233 -0.00096747949926521612 -0.0033552442027403708 | |
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internal_value=0 0.0235318 0.00434407 -0.00211107 0.0253255 -0.00537213 | |
internal_weight=0 0.4356 0.342935 4.88072 0.518487 4.36223 | |
internal_count=1000 96 84 904 111 793 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=614 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 15 14 10 3 1 4 | |
split_gain=0.0271777 0.0600018 0.0763365 0.0459505 0.121004 0.105058 0.00177541 | |
threshold=-1.608339190483093 0.47169506549835211 -0.22910016030073163 1.8433723449707033 -0.27606296539306635 0 1.0003155469894411 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.054888204985348146 -0.019463551459678714 -0.074154564377687207 -0.043302537690666699 -0.040652774614258702 0.041810865315601145 0.013404071432210826 -0.10076120297697631 | |
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leaf_count=36 318 23 68 53 183 294 25 | |
internal_value=0 -0.0240514 -0.00299199 0.00213565 0.0216781 -0.00270663 -0.0900755 | |
internal_weight=0 0.431536 0.327177 4.85581 0.96426 3.89155 0.104358 | |
internal_count=1000 152 104 848 236 612 48 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=615 | |
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num_cat=0 | |
split_feature=19 19 19 9 | |
split_gain=0.0433738 0.0399106 0.058029 0.0473605 | |
threshold=2.1676498651504521 1.4199815392494204 0.83948722481727611 -0.37272256612777704 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0026598007180948162 0.065294818762119067 -0.073795160203229279 0.034085328768863651 0.0042180956490512735 | |
leaf_weight=4.3587488475521354 0.099782200049958081 0.1604672410285275 0.47679195702573895 0.15108651992204603 | |
leaf_count=803 15 32 116 34 | |
internal_value=0 -0.00127182 0.000963327 -0.035963 | |
internal_weight=0 5.14709 4.83554 0.311554 | |
internal_count=1000 985 919 66 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=616 | |
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num_cat=0 | |
split_feature=5 6 5 3 7 4 15 | |
split_gain=0.0280721 0.0899729 0.0866314 0.082046 0.0763798 0.0674809 0.0365428 | |
threshold=-0.94487735629081715 -0.69330593943595875 -1.0857784152030943 2.7546696662902836 -1.2958345413208006 -1.2004670500755308 -0.22039064019918439 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 -3 4 -2 -1 -5 | |
right_child=3 2 -4 6 -6 -7 -8 | |
leaf_value=0.0096297923220363749 -0.019921325674909264 0.0065449337063579653 -0.068284932512932939 0.010089294518007634 0.014738032212594114 -0.085312695512308856 0.10127508951269165 | |
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leaf_count=19 181 306 20 23 330 83 38 | |
internal_value=0 -0.00828243 4.9874e-05 0.0064794 0.00203389 -0.055272 0.0694308 | |
internal_weight=0 2.29798 1.95187 2.93177 2.73839 0.34611 0.19338 | |
internal_count=1000 428 326 572 511 102 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=617 | |
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num_cat=0 | |
split_feature=11 5 7 7 9 7 2 | |
split_gain=0.0258602 0.0772173 0.099865 0.0857373 0.0705822 0.118591 0.103191 | |
threshold=-0.056552402675151818 -0.15890216827392575 -0.15783268213272092 -1.4692696928977964 -0.89385390281677235 1.6765210628509524 0.66216212511062633 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.051521219289152376 0.020950638518961784 0.009762923810425865 0.09297198191084656 -0.016761116673417478 0.02838425254492585 0.043568366118317714 -0.034649602883493176 | |
leaf_weight=0.6356273454988467 0.97144206687858092 0.46460256111868148 0.20917296251633422 1.5889061011062038 0.75672870849928109 0.16525350760639412 0.39542263014817536 | |
leaf_count=127 160 62 54 239 204 29 125 | |
internal_value=0 0.005474 0.0355951 -0.0024526 -0.00909894 -0.0319005 0.0067508 | |
internal_weight=0 3.23412 0.673776 2.56035 1.95303 0.800881 1.15215 | |
internal_count=1000 515 116 399 485 156 329 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=618 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 24 15 22 5 24 4 | |
split_gain=0.0249719 0.0492948 0.0646977 0.0485416 0.0501193 0.0487036 0.030914 | |
threshold=1.3691098093986513 -0.13472241908311841 -0.72084006667137135 1.4963601827621462 -1.7038906216621397 -0.34516233205795283 -0.16142201423645017 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.018770037815922836 0.092210410886263527 0.051594737192739749 -0.049193945770113476 -0.019193637464254076 0.058580140208823843 0.0031736137531125593 0.019212025681428355 | |
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leaf_count=324 26 16 33 18 42 519 22 | |
internal_value=0 0.0213194 -0.00823758 -0.00228422 0.0324058 -0.00530134 0.0549322 | |
internal_weight=0 0.496176 0.264017 4.63786 0.371095 4.26676 0.232159 | |
internal_count=1000 97 49 903 60 843 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=619 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 0 4 9 | |
split_gain=0.0382249 0.0355603 0.0710726 0.0438634 | |
threshold=2.1676498651504521 -1.608339190483093 -0.97413113713264454 1.2183623313903811 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=0.074267660724844656 0.062158848997333843 -0.0039781585793740096 -0.048335291502713838 0.019451130282190039 | |
leaf_weight=0.055304809851804748 0.097077858161355723 3.5998021927086938 0.32595834057136119 1.0270484797006245 | |
leaf_count=22 15 629 127 207 | |
internal_value=0 -0.00119631 -0.0305509 0.00122257 | |
internal_weight=0 5.00811 0.381263 4.62685 | |
internal_count=1000 985 149 836 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=620 | |
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num_cat=1 | |
split_feature=8 4 21 11 12 25 0 | |
split_gain=0.0252659 0.0590498 0.0764433 0.0763465 0.0535609 0.0729197 0.0621059 | |
threshold=0 0.45788866281509405 -0.81699246168136586 -0.17832047492265699 0.91698181629180919 0.97147566080093395 1.5622318387031557 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.0028518241078257407 -0.011669221037761919 -0.056841441158606731 0.0062190495885607773 0.057076606328456819 -0.013632300957978571 -0.0969581418383543 0.022184612991140631 | |
leaf_weight=0.64206259090656204 1.4786317683676209 0.24945201103155057 0.83803235374716656 0.43595544229441452 0.45109921518644558 0.13689464360749071 0.85538347264809989 | |
leaf_count=205 280 32 146 120 72 22 123 | |
internal_value=0 0.00819508 -0.00824605 0.0247806 -0.00605772 -0.0330319 0.000737729 | |
internal_weight=0 2.1655 1.08748 1.07802 2.92201 0.587994 2.33402 | |
internal_count=1000 503 178 325 497 94 403 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=621 | |
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num_cat=0 | |
split_feature=18 6 18 10 24 | |
split_gain=0.0244964 0.0850099 0.0497338 0.0743269 0.0550606 | |
threshold=-1.6409752964973447 -0.59109562635421742 -0.79747301340103138 -1.5154966711997984 -1.4793840646743772 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 | |
right_child=2 -3 4 -5 -6 | |
leaf_value=-0.042639140202238808 0.010188544456047442 0.071199659978483348 0.042346090750584597 -0.055242269592598439 -0.00084464625233317758 | |
leaf_weight=0.10464380374469329 0.31185373662992788 0.17580261171542577 0.32042023905677286 0.39164718731271353 3.7443082794580391 | |
leaf_count=21 59 31 63 105 721 | |
internal_value=0 0.0287227 -0.00168872 -0.0262376 0.00256005 | |
internal_weight=0 0.280446 4.76823 0.703501 4.06473 | |
internal_count=1000 52 948 164 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=622 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 6 7 6 10 27 | |
split_gain=0.0254406 0.0604809 0.0782327 0.0606581 0.0557822 0.0575401 | |
threshold=-0.49797442555427546 -1.4588729143142698 -0.25185197591781611 1.5605731010437014 -4.9047172069549552 -1.1444159746170042 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.017637177265973341 -0.057598459707433297 -0.036266726764479285 0.093657081405637804 0.010653333371759952 0.04004827686141578 0.0019971622507435516 | |
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leaf_count=41 25 151 32 100 90 561 | |
internal_value=0 -0.0110137 0.0333518 -0.0202299 0.00460005 0.00713106 | |
internal_weight=0 1.47918 0.254423 1.22475 3.54342 3.40487 | |
internal_count=1000 324 73 251 676 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=623 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=16 25 11 25 16 14 26 | |
split_gain=0.0245767 0.103696 0.102697 0.09885 0.0685265 0.081888 0.0657484 | |
threshold=0.5102781653404237 -0.58068689703941334 -1.2800413966178892 -0.88575279712676991 -0.053894041106104844 0.72178807854652416 -0.72909244894981373 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=0.015969060512249531 0.0088496907619326649 -0.027039352850232675 0.04469305804283448 -0.09062364188044103 -0.072409130212679376 -0.024727237292528126 -0.012464489531381932 | |
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internal_value=0 0.0107582 0.0270892 -0.0318264 -0.00457276 0.00457319 -0.0259782 | |
internal_weight=0 1.49107 1.07776 0.413314 3.5003 2.45244 1.04786 | |
internal_count=1000 311 226 85 689 488 201 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=624 | |
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num_cat=0 | |
split_feature=5 7 9 5 3 26 15 | |
split_gain=0.0252818 0.0720302 0.115619 0.0942456 0.0662695 0.0610218 0.0368056 | |
threshold=-0.94487735629081715 -1.3431769609451292 0.79456663131713878 -1.129051089286804 2.7546696662902836 -1.2671917080879209 -0.22039064019918439 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
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internal_value=0 -0.00806237 -0.023952 0.0127426 0.00634347 0.00229667 0.0656091 | |
internal_weight=0 2.17889 1.23538 0.943509 2.76312 2.5865 0.176613 | |
internal_count=1000 428 251 177 572 511 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=625 | |
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num_cat=0 | |
split_feature=9 4 9 11 | |
split_gain=0.0265412 0.0313149 0.100373 0.0442472 | |
threshold=-4.2942843437194815 -3.8757916688919063 -2.1211913824081416 -5.2096197605133048 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.055617083681177397 -0.066379729352362957 -0.049293280485951357 0.088004423540504612 0.0012685888790473271 | |
leaf_weight=0.084366526665689778 0.061091855604900047 0.18010122728833255 0.13555676235353065 4.4377296033244988 | |
leaf_count=20 14 67 64 835 | |
internal_value=0 0.000960895 0.0400427 -0.000703388 | |
internal_weight=0 4.81448 0.196649 4.61783 | |
internal_count=1000 980 78 902 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=626 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 15 29 29 24 7 | |
split_gain=0.0253534 0.0892547 0.0750686 0.0482767 0.0724462 0.0290383 0.0265851 | |
threshold=2.090929508209229 0.44619986414909368 -0.8999110460281371 -1.5866907835006712 -1.1235041022300718 0.12283229455351831 -0.7118559181690215 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.011818899106647544 -0.10029534736250004 -0.075333030403881507 0.041660509434710717 -0.061134638785967234 0.0030409833048261926 0.093147275080052827 -0.019163661465298274 | |
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leaf_count=29 44 12 73 47 753 21 21 | |
internal_value=0 -0.0217333 0.0127084 0.00238294 0.000244371 0.0537317 -0.0752858 | |
internal_weight=0 0.483912 0.294504 4.39627 4.2205 0.175775 0.189408 | |
internal_count=1000 150 85 850 800 50 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=627 | |
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num_cat=0 | |
split_feature=5 11 6 29 29 | |
split_gain=0.026188 0.0296545 0.0682059 0.0539851 0.0204313 | |
threshold=-3.7824122905731197 4.6643924713134775 1.2833580970764162 0.51327875256538402 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.0025592664712206295 -0.0097549508091869415 0.050866758436595438 -0.014009423864661431 0.015097618777558592 -0.081083335024438208 | |
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leaf_count=19 601 53 50 248 29 | |
internal_value=0 0.00121535 0.0210064 -0.00196357 -0.0438 | |
internal_weight=0 4.71349 0.652322 4.06116 0.132878 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=628 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 4 16 6 29 10 | |
split_gain=0.0260258 0.0553486 0.058449 0.057729 0.0516613 0.0839765 0.0688524 | |
threshold=0 -0.80342191457748402 1.5504462718963625 0.47390982508659368 0.77008655667305004 -0.19384890794754026 1.819823205471039 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.012452689833235376 -0.0056184008462517518 0.013056467733356024 -0.030343018833644476 0.078297398405039548 0.0060126855172055174 -0.060990356845821547 0.046563158947232314 | |
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leaf_count=181 279 162 79 81 60 95 63 | |
internal_value=0 0.0085622 -0.00257361 0.0329099 -0.00629952 -0.028752 0.00195613 | |
internal_weight=0 2.0414 1.40074 0.640652 2.78708 0.749284 2.0378 | |
internal_count=1000 503 260 243 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=629 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 31 14 22 10 | |
split_gain=0.0250789 0.0266314 0.0463948 0.0409658 0.0168517 | |
threshold=-2.7369303703308101 1.3691098093986513 -0.46064618229866022 1.4963601827621462 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.014718514331488925 -0.0042876992919247724 -0.047380279159184559 0.039118787649383834 0.032047970767931581 -0.10062831544243558 | |
leaf_weight=0.053573748610688199 3.9212125870218415 0.074689225577458274 0.36520478561146763 0.33694278997870686 0.039791636611027914 | |
leaf_count=27 798 21 72 57 25 | |
internal_value=0 0.00100742 0.0244322 -0.0014125 -0.0513326 | |
internal_weight=0 4.69805 0.439894 4.25816 0.0933654 | |
internal_count=1000 948 93 855 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=630 | |
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num_cat=0 | |
split_feature=3 18 20 10 27 | |
split_gain=0.0232217 0.0711273 0.0895401 0.0449393 0.0488851 | |
threshold=-0.84586244821548451 1.2640730142593386 0.47881735861301428 -5.9636945724487296 -0.56510543823242176 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.024273386379327008 -0.070374865325783784 -0.10067613930387974 0.042302834460104646 0.023906278210507836 -0.0019058423363328778 | |
leaf_weight=0.71293214023812346 0.080008689925307741 0.085071147026610561 0.28188726407597642 1.0230817221186046 2.5941422528605926 | |
leaf_count=169 15 21 70 210 515 | |
internal_value=0 -0.0129136 -0.00540867 0.00375509 0.00539476 | |
internal_weight=0 1.07989 0.994819 3.69723 3.61722 | |
internal_count=1000 260 239 740 725 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=631 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 10 9 26 2 25 | |
split_gain=0.0237769 0.0724467 0.0980349 0.0785549 0.0682125 0.0711288 0.0348981 | |
threshold=-0.53437867760658253 0 2.3550301790237431 2.2335890531539921 -0.85785791277885426 -0.49497580528259272 -0.50435936450958241 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.083803611771359157 -0.018795101486679205 0.012482016270132438 0.042342936206120604 0.091162613094879219 0.040897984332750714 -0.038909762572841712 0.0022884069907267678 | |
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leaf_count=19 307 258 98 41 45 190 42 | |
internal_value=0 0.00374745 -0.00923693 0.018822 -0.0133002 -0.0262253 0.0369475 | |
internal_weight=0 3.70129 1.9885 1.71278 1.0503 0.83541 0.214891 | |
internal_count=1000 704 405 299 296 235 61 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=632 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=25 28 4 12 6 31 | |
split_gain=0.0249344 0.0663929 0.0850694 0.0642845 0.123346 0.0725086 | |
threshold=0.10375598073005678 -1.5466411709785459 1.6072534918785097 -0.03644080460071563 -2.0841283798217769 0.49908749759197241 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.075763770660453353 0.039010638757374663 0.0056197021365029763 -0.043146073130216928 0.087905436487912395 -0.024199186864944898 -0.018981224516023673 | |
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leaf_count=30 168 417 90 39 182 74 | |
internal_value=0 -0.00648336 -0.00283576 0.00816609 -0.0110534 0.0242229 | |
internal_weight=0 2.62726 2.49586 2.08307 0.94816 1.13491 | |
internal_count=1000 537 507 463 221 242 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=633 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 28 6 9 11 6 | |
split_gain=0.0247208 0.0512274 0.075031 0.0700452 0.0449799 0.0666031 0.0617517 | |
threshold=0 0.23862367868423465 0.17909467220306399 2.1336631774902348 1.3687919378280642 3.7105647325515752 -1.5258474349975584 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.0027040922503677582 -0.020074826382748712 0.053044227895693657 -0.0027095374453588593 -0.077148309625017522 -0.042141540048124468 0.022173401846518857 0.048342152872557394 | |
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leaf_count=205 310 139 129 30 57 64 66 | |
internal_value=0 0.00853548 0.0249615 -0.00733776 -0.00620147 -0.0115255 0.0250192 | |
internal_weight=0 1.96473 0.965553 0.99918 2.70602 2.31179 0.394231 | |
internal_count=1000 503 268 235 497 374 123 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=634 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 5 6 7 | |
split_gain=0.0343394 0.0310251 0.0699413 0.0624268 | |
threshold=2.1676498651504521 -0.94487735629081715 -0.69330593943595875 -1.2958345413208006 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.054919761881499267 0.061385229124463009 -0.014313756651192725 -0.0026283491549676063 0.017906224568926748 | |
leaf_weight=0.30232813094437472 0.089375087554799282 0.95378735366045919 1.66144397348944 1.6273425439379141 | |
leaf_count=101 15 198 319 367 | |
internal_value=0 -0.00120649 -0.0106788 0.00600019 | |
internal_weight=0 4.5449 1.96377 2.58113 | |
internal_count=1000 985 420 565 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=635 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 3 15 29 | |
split_gain=0.0236994 0.0259955 0.0606019 0.0473946 0.0178178 | |
threshold=-3.7824122905731197 4.6643924713134775 -0.40226960182189936 0.14212975651025775 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.003387459048573196 -0.012460840817750342 -0.027812532186670041 0.040590656368337724 0.0096829573114931514 -0.079374034405505375 | |
leaf_weight=0.058927555456193659 2.0179449104705616 0.18447913806812721 0.43474395794692089 1.8551006071797926 0.064785596139017687 | |
leaf_count=19 456 32 71 393 29 | |
internal_value=0 0.00118721 0.020212 -0.00185447 -0.0431798 | |
internal_weight=0 4.49227 0.619223 3.87305 0.123713 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=636 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 5 14 5 11 7 | |
split_gain=0.022994 0.150329 0.0862195 0.0694774 0.0626672 0.0904152 0.0378365 | |
threshold=-1.6112870573997495 -0.89385390281677235 2.2212116718292241 -0.88285130262374867 2.0177078247070317 -1.102678596973419 -1.0754944086074827 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.057629952593527045 -0.044844239136345748 0.07461462317392191 -0.049568641923777634 -0.027819888286475615 -0.015222092185243339 -8.0950621550838348e-05 0.076187327988309753 | |
leaf_weight=0.11134585984109435 0.54525086327100813 0.39383726251401163 0.065158497626725875 0.6542818402363082 0.065252245018200483 2.6167859860711933 0.14796194718590516 | |
leaf_count=21 150 142 19 138 23 463 44 | |
internal_value=0 0.011735 0.0569857 -0.0153928 -0.0042615 -0.00779978 0.0482123 | |
internal_weight=0 1.22462 0.458996 0.765628 3.37525 3.16204 0.213214 | |
internal_count=1000 320 161 159 680 613 67 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=637 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 19 13 16 | |
split_gain=0.03023 0.0313731 0.0480013 0.0466857 | |
threshold=2.1676498651504521 1.3722550272941592 0.76807212829589855 -0.047902289777994149 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0046428181718034143 0.058541618825471292 0.026525177561440735 0.021150744006096109 -0.060184434190262349 | |
leaf_weight=3.2493985803908885 0.086577430520264786 0.090438302986967756 0.92740982976681596 0.19812343013416001 | |
leaf_count=701 15 31 210 43 | |
internal_value=0 -0.00111884 0.00108433 -0.0330087 | |
internal_weight=0 4.46537 4.17681 0.288562 | |
internal_count=1000 985 911 74 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=638 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 19 20 4 30 | |
split_gain=0.0246659 0.0509401 0.0467654 0.0356363 0.0661426 0.0555093 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.29766309261322016 -1.0864183306694029 1.1755555868148806 -1.713110029697418 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.038101803128103531 -0.0011692762168649122 0.095205720157240645 0.042107356999950163 -0.078108797882489367 0.075273084320733707 -0.0036420360511667037 | |
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internal_value=0 0.0246476 0.00529362 -0.00219375 0.0218153 -0.00575765 | |
internal_weight=0 0.373029 0.292732 4.16478 0.538312 3.62647 | |
internal_count=1000 96 84 904 123 781 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=639 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 2 7 3 7 24 | |
split_gain=0.0235799 0.0849098 0.092715 0.087957 0.0747605 0.0776808 6.90256e-05 | |
threshold=-0.15890216827392575 -0.96759614348411549 0.23355075716972354 -0.37251955270767206 2.4806873798370366 -1.6289549469947813 -0.12474490702152251 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.00043345762626395882 -0.02540537702750725 0.016266290974180996 -0.097429384070112895 -0.022421008445418167 0.094886922693398948 0.021313718478014349 0.10083979081776216 | |
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leaf_count=46 121 263 77 202 25 239 27 | |
internal_value=0 -0.00542378 -0.0485396 0.00141657 0.00961868 0.00449185 0.098901 | |
internal_weight=0 2.87901 0.394213 2.48479 1.63327 1.54457 0.0886936 | |
internal_count=1000 588 123 465 412 360 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=640 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=13 30 31 31 | |
split_gain=0.0237214 0.022958 0.0679058 0.0436894 | |
threshold=-1.9400736093521116 -0.75394436717033375 0.61904841661453258 -1.3578727841377256 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.060467337158264661 -0.029596820742389004 -0.030756996855992359 0.044924144842156954 0.0062307221574235466 | |
leaf_weight=0.063968163607512341 0.66913621171154591 0.35433239837675534 0.14962002328957169 3.2342239455576873 | |
leaf_count=24 165 78 45 688 | |
internal_value=0 -0.000868875 -0.0159788 0.00257857 | |
internal_weight=0 4.40731 0.818756 3.58856 | |
internal_count=1000 976 210 766 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=641 | |
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num_cat=0 | |
split_feature=3 19 20 30 4 9 | |
split_gain=0.0220401 0.0478408 0.0440268 0.0427617 0.049245 0.0395938 | |
threshold=-2.0779349803924556 0.80434471368789684 0.5318211317062379 1.2294318079948428 -1.1332715749740598 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=-0.039739087546624967 -0.020972892147189583 -0.1006508074774134 0.052651577959123674 0.035996745610285534 -0.046361222250637518 0.0092777572327813786 | |
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internal_value=0 -0.0268988 -0.00413587 0.00184584 -0.0282713 0.00524931 | |
internal_weight=0 0.284968 0.217759 4.17176 0.423574 3.74818 | |
internal_count=1000 108 85 892 96 796 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=642 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 0 31 11 14 4 | |
split_gain=0.0213953 0.071838 0.0804719 0.0703036 0.0818691 0.0662467 0.0288807 | |
threshold=-0.1249653398990631 1.0865690112113955 0.38903948664665228 0.38249349594116216 -2.657573819160461 -0.55371585488319386 -0.77281033992767323 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
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leaf_weight=0.7393827820167761 0.10126179705366667 0.10318287005702587 1.2013481260219405 0.45642521788784063 0.61714077713462279 1.0946744676048179 0.12055924099007587 | |
leaf_count=184 37 31 217 95 150 262 24 | |
internal_value=0 0.00710988 0.0132956 -0.0067869 -0.0326487 0.00519119 -0.0465451 | |
internal_weight=0 2.16447 1.94073 2.2695 0.718403 1.5511 0.223742 | |
internal_count=1000 456 401 544 187 357 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=643 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=10 6 5 7 6 | |
split_gain=0.0209566 0.0366031 0.0352894 0.0948331 0.0939509 | |
threshold=-6.1436679363250724 -2.0294094085693355 0.45862978696823126 -2.8820159435272212 -1.8197036385536192 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 4 -4 -2 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.0091926488560719714 -0.081543610851597947 -0.085630730742480843 -0.055745348820205258 0.03149605188454873 7.7136951973700365e-05 | |
leaf_weight=0.087074947913606593 0.14769927899041624 0.076450091146398225 0.14705978087590665 0.81580025734085371 3.121451747743663 | |
leaf_count=24 85 20 38 229 604 | |
internal_value=0 -0.0351385 0.00134533 0.0181715 -0.00361046 | |
internal_weight=0 0.163525 4.23201 0.96286 3.26915 | |
internal_count=1000 44 956 267 689 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=644 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 4 2 5 9 | |
split_gain=0.0223505 0.0492054 0.0418231 0.0431649 0.0358851 | |
threshold=-5.2096197605133048 -4.2021732330322257 -2.481732845306396 0.45862978696823126 0.49100649356842047 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
leaf_value=0.067077221882325525 0.057899684790180483 -0.085706555468396117 -0.0057899051713321721 0.018922792522501165 0.0086581457249747876 | |
leaf_weight=0.041553687701707531 0.12800012277875783 0.11869553258657095 3.1050036102982119 0.91509110334666832 0.061014404920513243 | |
leaf_count=24 19 36 651 234 36 | |
internal_value=0 -0.030992 0.00162715 -0.000164573 -0.0536682 | |
internal_weight=0 0.221264 4.14809 4.02009 0.17971 | |
internal_count=1000 96 904 885 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=645 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 11 3 29 | |
split_gain=0.0213508 0.023444 0.0520648 0.0424332 | |
threshold=-4.0636310577392569 4.6643924713134775 -0.40226960182189936 0.51327875256538402 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.050247044909117772 -0.0092811920656681746 -0.026976543998743371 0.038182509806686443 0.013913527586793038 | |
leaf_weight=0.083036660536094931 2.5249690405271115 0.17252475386703736 0.42401911267450021 1.1470257585178272 | |
leaf_count=36 605 33 76 250 | |
internal_value=0 0.000951249 0.019338 -0.00203583 | |
internal_weight=0 4.26854 0.596544 3.67199 | |
internal_count=1000 964 109 855 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=646 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=25 19 10 18 14 21 | |
split_gain=0.0212716 0.0614291 0.0795937 0.0703797 0.0559264 0.063058 | |
threshold=0.10375598073005678 0.15210568904876712 -4.1950027942657462 -1.5012420415878294 -1.5815197825431822 0.099660724401474013 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=0.064079435457806394 -0.073887448498427127 -0.086509248099512659 0.023188041521103313 -0.023986219365499203 0.029289610905070085 -0.0079325689771099477 | |
leaf_weight=0.096876143517874769 0.080098506552530924 0.071858234390674625 0.83169329988248808 1.4344305474701289 0.95160773224398532 0.87235912022049433 | |
leaf_count=18 22 20 211 288 230 211 | |
internal_value=0 -0.00621386 0.014464 -0.0184149 0.00789568 0.0114871 | |
internal_weight=0 2.43486 0.903552 1.53131 1.90407 1.82397 | |
internal_count=1000 537 231 306 463 441 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=647 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 13 7 6 10 | |
split_gain=0.020731 0.0574462 0.0612866 0.0539075 0.0455123 0.134341 0.0594207 | |
threshold=0 0.45788866281509405 -0.17832047492265699 -0.53143158555030812 -1.9599047899246214 -0.68222475051879872 -3.7927224636077876 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.050618805082519952 0.0044715281043918908 0.026637918979776271 0.057323561808595914 -0.026163997257530422 0.021125859441449873 0.062053209897196288 -0.021137922602449895 | |
leaf_weight=0.16345544355954189 0.54312606642241668 0.28044109384927651 0.36810258205724722 0.62262851314157786 0.41932468894447139 0.30012359804993627 1.6095704498887353 | |
leaf_count=44 205 60 120 118 72 60 321 | |
internal_value=0 0.00810753 0.0258218 -0.00976678 -0.00594376 0.0223257 -0.012403 | |
internal_weight=0 1.8143 0.911229 0.90307 2.49247 0.463579 2.0289 | |
internal_count=1000 503 325 178 497 104 393 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=648 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 16 11 16 10 | |
split_gain=0.0208358 0.02499 0.0949854 0.0607487 0.0139278 | |
threshold=-2.7369303703308101 0.5102781653404237 -1.0592629313468931 -0.053894041106104844 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.016333864450315115 0.0053915024470156184 -0.037449555488712497 0.02829921504106736 -0.025858710369350064 -0.10053674898351311 | |
leaf_weight=0.04918026647555962 2.0668107503494184 0.28660831349640148 0.94158522403012035 0.88989355607350296 0.032708576885596474 | |
leaf_count=27 465 121 171 191 25 | |
internal_value=0 0.000966448 0.0129562 -0.00401402 -0.0499667 | |
internal_weight=0 4.1849 1.22819 2.9567 0.0818888 | |
internal_count=1000 948 292 656 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=649 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 29 29 24 7 | |
split_gain=0.0213163 0.0684233 0.0611585 0.0425393 0.0534884 0.0234718 0.0197098 | |
threshold=2.090929508209229 0.44619986414909368 2.3993561267852788 -1.5866907835006712 -1.1724481582641599 0.12283229455351831 -0.77381101250648487 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.014129515310885264 -0.1000484421533149 -0.026186140187054736 0.075230418068776256 -0.061807012509932091 0.0025160360116068476 0.092447762470955819 -0.026156628755234692 | |
leaf_weight=0.075233352416944732 0.10081505506084909 0.16629861926139711 0.09255661207726007 0.13417327443906435 3.5438231198965013 0.077878639261939497 0.056234303543533204 | |
leaf_count=29 43 55 30 37 763 21 22 | |
internal_value=0 -0.0215168 0.0100765 0.0023195 0.000169532 0.0539652 -0.0735902 | |
internal_weight=0 0.415905 0.258855 3.83111 3.678 0.153112 0.157049 | |
internal_count=1000 150 85 850 800 50 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=650 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 5 7 25 9 | |
split_gain=0.0212197 0.125699 0.0798729 0.0632756 0.0574833 0.0520411 | |
threshold=-1.6112870573997495 -0.89385390281677235 1.5062254071235659 1.4750462770462038 -1.7371324896812437 -1.6665836572647093 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.02761857128579237 0.070795155683815211 0.078259856184293819 -0.032048754118261059 0.050163163227326994 0.021293573043024424 -0.012919926473208746 | |
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leaf_count=128 22 132 29 31 112 546 | |
internal_value=0 0.0117997 0.0560298 -0.0136367 -0.00427245 -0.00674039 | |
internal_weight=0 1.11727 0.407933 0.709336 3.1028 3.00404 | |
internal_count=1000 320 161 159 680 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=651 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 4 10 3 16 18 | |
split_gain=0.0211907 0.0640083 0.0718919 0.0430201 0.0974607 0.0627593 0.041368 | |
threshold=1.0618134737014773 -1.5804541110992429 0.4314530491828919 1.8433723449707033 0.78698328137397777 -1.5054311752319334 0.031244269572198394 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.070890872208448114 0.0066502754778658612 0.068095807117676807 0.005715853726970181 -0.034681688921578378 0.044958069355164929 -0.0062985875005151411 -0.082128843113629293 | |
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leaf_count=38 58 89 127 77 130 432 49 | |
internal_value=0 0.0117072 0.0230803 -0.00432344 0.0177784 -0.0106982 -0.0381126 | |
internal_weight=0 1.12968 0.919723 3.05337 0.683528 2.36985 0.209959 | |
internal_count=1000 323 216 677 207 470 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=652 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 12 12 25 | |
split_gain=0.0281348 0.0282105 0.0797044 0.0529631 | |
threshold=2.1676498651504521 0.88899955153465282 0.72514092922210704 0.97147566080093395 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0005055829964067584 0.060044289857953285 -0.0050756840015934654 0.073600945313887417 -0.069947317958522312 | |
leaf_weight=3.1402176716715577 0.076607494924246455 0.61904895083432609 0.15216684623328536 0.15796823269371885 | |
leaf_count=758 15 151 36 40 | |
internal_value=0 -0.00112537 0.00291946 -0.0182641 | |
internal_weight=0 4.0694 3.29238 0.777017 | |
internal_count=1000 985 794 191 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=653 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=25 28 4 12 6 31 | |
split_gain=0.0225919 0.0551503 0.0728892 0.0526525 0.100943 0.0561715 | |
threshold=0.10375598073005678 -1.5466411709785459 1.6072534918785097 -0.03644080460071563 -2.0841283798217769 0.49908749759197241 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.073783989671594413 0.038081563733225805 0.0053562955929800293 -0.042707839386484675 0.088448082983549892 -0.02254561446949584 -0.016356086164253988 | |
leaf_weight=0.11588681916100574 0.7308895910271076 1.8143570098952184 0.38193391584390912 0.092177756548693424 0.73752522926906727 0.25591554433174224 | |
leaf_count=30 168 417 90 39 182 74 | |
internal_value=0 -0.00654964 -0.00300203 0.00835263 -0.0102145 0.0239638 | |
internal_weight=0 2.31218 2.19629 1.81651 0.829703 0.986805 | |
internal_count=1000 537 507 463 221 242 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=654 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=15 18 31 18 | |
split_gain=0.021175 0.0250348 0.0627523 0.0456916 | |
threshold=-1.9646769762039182 -1.6409752964973447 -0.1385553181171417 -0.65785545110702504 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.040232472478563756 0.083930754136677443 -0.022759340876031375 -0.026300918016739696 0.0048990272457884142 | |
leaf_weight=0.12671857285386057 0.11625834433925775 0.74483934962241738 0.092920156283071598 3.0150834733719023 | |
leaf_count=28 26 201 23 722 | |
internal_value=0 0.00129316 0.0349642 -0.000580085 | |
internal_weight=0 3.9691 0.209179 3.75992 | |
internal_count=1000 972 49 923 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=655 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 5 2 10 0 | |
split_gain=0.0217078 0.0421759 0.0471844 0.0388074 0.0375224 | |
threshold=-2.0779349803924556 0.68198090791702282 2.2582406997680669 -8.2502570152282697 3.9563815593719487 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.08612151957931069 -0.10066651067914373 0.053372964633573841 0.012803082750943906 0.0011120063402314552 0.058701902683992238 | |
leaf_weight=0.12667896263121736 0.036539424327202474 0.050754905922104854 0.077844559823461168 3.6731292258227204 0.11673065080867662 | |
leaf_count=48 8 34 26 862 22 | |
internal_value=0 -0.0282209 -0.0484694 0.00189697 0.00288582 | |
internal_weight=0 0.255278 0.204524 3.8264 3.78986 | |
internal_count=1000 108 74 892 884 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=656 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 2 9 5 11 | |
split_gain=0.0215067 0.0539744 0.0838626 0.0650729 0.0466172 0.0637362 0.0534375 | |
threshold=0 -0.24360075592994687 1.6863377690315249 3.4516642093658452 1.3687919378280642 -1.2619942426681516 4.8875966072082528 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.018559883271612967 -0.0080994833088367506 0.060143861817624128 0.088529722406089542 -0.048679665087609292 -0.034946706006603677 0.057538302831281675 0.028673250773381828 | |
leaf_weight=1.7304623703017803 1.2307392775290891 0.31963598539545035 0.09688596065097943 0.066355500267007983 0.10964408331489039 0.23257395594544039 0.27800666022449139 | |
leaf_count=332 282 190 15 16 67 56 42 | |
internal_value=0 0.00852169 -0.00104778 0.0414361 -0.00620908 0.0279068 -0.012022 | |
internal_weight=0 1.71362 1.32763 0.385991 2.35069 0.342218 2.00847 | |
internal_count=1000 503 297 206 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=657 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=31 12 14 15 24 | |
split_gain=0.0212914 0.0379159 0.0425675 0.0346674 0.034683 | |
threshold=1.3691098093986513 0.49494431912899023 -0.25662377476692194 -1.9646769762039182 -0.40476341545581812 | |
decision_type=2 2 2 2 2 | |
left_child=3 2 -2 -1 -5 | |
right_child=1 -3 -4 4 -6 | |
leaf_value=-0.058640454684355352 -0.079050292325999014 0.050420896127075988 0.024873524985393941 -0.013813281658335997 0.006797514800551724 | |
leaf_weight=0.1061882432620681 0.061801823525456712 0.21408483992763649 0.1088006899967694 1.2785261329781152 2.2590118580323519 | |
leaf_count=26 19 34 44 316 561 | |
internal_value=0 0.0223952 -0.0127735 -0.00234153 -0.000651576 | |
internal_weight=0 0.384687 0.170603 3.64373 3.53754 | |
internal_count=1000 97 63 903 877 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=658 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=9 31 31 | |
split_gain=0.0211878 0.0357294 0.0527409 | |
threshold=-4.2942843437194815 -2.0173729658126827 -1.7747542858123777 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.054074418488328335 0.068743452754966003 -0.078633659380251422 0.0013968063719989245 | |
leaf_weight=0.071134838493890018 0.076329601201564734 0.084178128092390003 3.7810518561120858 | |
leaf_count=20 22 20 938 | |
internal_value=0 0.000991821 -0.000346121 | |
internal_weight=0 3.94156 3.86523 | |
internal_count=1000 980 958 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=659 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=13 30 9 26 17 | |
split_gain=0.0204488 0.0663334 0.0675015 0.0381575 0.0308521 | |
threshold=1.3883623480796816 0.77336484193801891 0.39663147926330572 1.9975859522819521 -1.4139283299446104 | |
decision_type=2 2 2 2 2 | |
left_child=3 2 -2 4 -1 | |
right_child=1 -3 -4 -5 -6 | |
leaf_value=0.02662783651836614 -0.044749115976452321 0.085709173462728078 0.051328356270835318 -0.061604362176875219 -0.0038700230631535833 | |
leaf_weight=0.37127430218862478 0.17133426344071256 0.11471347841143142 0.12757503515604185 0.10571021377154455 3.1119912960101175 | |
leaf_count=80 40 22 34 26 798 | |
internal_value=0 0.0210655 -0.00374308 -0.00241558 -0.000619317 | |
internal_weight=0 0.413623 0.298909 3.58898 3.48327 | |
internal_count=1000 96 74 904 878 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=660 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=0 4 21 9 3 18 | |
split_gain=0.0209149 0.0486158 0.0527107 0.0335386 0.0868571 0.038397 | |
threshold=-1.608339190483093 -0.97413113713264454 0.79399952292442333 1.2183623313903811 0.74455237388610851 -0.4650785624980926 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.075164301858696381 -0.020284918649585707 -0.069175780134442463 0.023705280356944775 0.057334346688824471 -0.0088141571076810112 0.0048325867583050644 | |
leaf_weight=0.042616471439032466 0.88029701924577453 0.19098374517886219 0.0898436417553512 0.35340208709499155 0.45288032179769289 1.9720429370034931 | |
leaf_count=22 198 106 24 95 113 442 | |
internal_value=0 -0.024358 -0.0394608 0.00217121 0.0201794 -0.00291925 | |
internal_weight=0 0.323444 0.280827 3.65862 0.806282 2.85234 | |
internal_count=1000 152 130 848 208 640 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=661 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 10 30 30 4 31 | |
split_gain=0.0216693 0.0378168 0.0391863 0.0360259 0.0410906 0.031865 | |
threshold=-2.0779349803924556 0.69830441474914562 0.53540417551994335 1.2851886153221133 -1.1332715749740598 1.7282394766807558 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=-0.037014705867815557 0.0030800814672386542 -0.10056576851800872 0.062904475544422397 0.034015318720334149 -0.046695922956487411 0.051430123527681115 | |
leaf_weight=0.13174079969739017 3.2118154121752989 0.056499272667110745 0.055905735804117285 0.081763863536252757 0.27600244452730738 0.14234905466810222 | |
leaf_count=60 770 27 21 33 58 31 | |
internal_value=0 -0.0288414 -0.00724568 0.00191456 -0.0282502 0.00513203 | |
internal_weight=0 0.244146 0.187647 3.71193 0.357766 3.35416 | |
internal_count=1000 108 81 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=662 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 10 20 29 | |
split_gain=0.0199205 0.0230881 0.0302696 0.0142092 | |
threshold=-3.7824122905731197 -8.2502570152282697 1.8299899697303774 -0.21924977004528043 | |
decision_type=2 2 2 2 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.0060610102000417344 -0.076831095075489964 0.00058743832246480054 0.059978793753362895 -0.079346956652861997 | |
leaf_weight=0.052786556309570187 0.037556139375738762 3.7055694282947513 0.087848959470647858 0.053038863023403215 | |
leaf_count=19 16 912 24 29 | |
internal_value=0 0.0011904 0.00196284 -0.0427913 | |
internal_weight=0 3.83097 3.79342 0.105825 | |
internal_count=1000 952 936 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=663 | |
num_leaves=8 | |
num_cat=2 | |
split_feature=0 1 6 9 1 10 10 | |
split_gain=0.0194088 0.0625178 0.0834564 0.0616144 0.0551798 0.0734023 0.0603102 | |
threshold=-0.53437867760658253 0 -0.75322550535202015 2.2335890531539921 1 -0.86157226562499989 -2.7284787893295284 | |
decision_type=2 1 2 2 1 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.083260063546608976 0.028003606260868043 0.01296756366982791 -0.023099291733039679 0.090546718017926159 0.067834524820523823 0.026719892774285603 -0.055613238411939651 | |
leaf_weight=0.071714421112659466 0.43428874382607352 1.32110398408588 1.2098178759598848 0.11097420455826079 0.044764103169086411 0.39458866640950419 0.34142012733090643 | |
leaf_count=35 110 258 295 41 13 111 137 | |
internal_value=0 0.00370445 -0.00960052 0.0189793 -0.0133474 0.00980568 -0.0413039 | |
internal_weight=0 3.07618 1.64411 1.43208 0.852487 0.466303 0.386184 | |
internal_count=1000 704 405 299 296 146 150 | |
cat_boundaries=0 1 2 | |
cat_threshold=2 2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=664 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 0 18 22 30 14 22 | |
split_gain=0.0203715 0.0676514 0.063819 0.0616215 0.0430888 0.0375282 0.00745457 | |
threshold=-1.0270571708679197 0.42796576023101812 0.31057116389274603 -0.91528546810150135 -0.68899607658386219 -0.76566088199615467 -0.96881815791130055 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 6 -3 -5 -2 | |
right_child=3 4 -4 5 -6 -7 -8 | |
leaf_value=0.01292309594658579 -0.095788944421143107 -0.0070642780567356416 -0.094877225087789341 0.020048787623500524 0.074317150156659156 -0.0060538012015242983 -0.046905281527083863 | |
leaf_weight=0.17921965003915863 0.063837972396868281 0.093810586704421439 0.079180229510825484 0.70692006227568605 0.21228525770584383 2.4939517593690317 0.061009105094854799 | |
leaf_count=53 20 20 27 173 48 639 20 | |
internal_value=0 0.0175686 -0.0201096 -0.00297729 0.0493758 -0.000288983 -0.0719009 | |
internal_weight=0 0.564496 0.2584 3.32572 0.306096 3.20087 0.124847 | |
internal_count=1000 148 80 852 68 812 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=665 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=18 13 30 25 | |
split_gain=0.0195622 0.0223537 0.0505909 0.0307867 | |
threshold=1.7860749363899233 1.3883623480796816 0.77336484193801891 1.5966798663139345 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=0.00049745800838207064 -0.04621514353550947 0.0013485782120704916 0.083878416229864389 -0.048219545683024834 | |
leaf_weight=3.2700881251330656 0.089472202493197872 0.26464166870073302 0.10325739340987639 0.13507656419278635 | |
leaf_count=833 38 71 22 36 | |
internal_value=0 0.00109496 0.024512 -0.00143506 | |
internal_weight=0 3.77306 0.367899 3.40516 | |
internal_count=1000 962 93 869 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=666 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 3 21 6 11 0 | |
split_gain=0.0196363 0.0463714 0.0551623 0.0487014 0.0415805 0.0417351 0.0267393 | |
threshold=0 0.45788866281509405 -0.94009315967559803 -0.81699246168136586 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0096594427489024529 -0.0056170012396615987 -0.053756159770726258 0.04733533570691198 0.0047291035797669715 -0.10039742042099893 0.025936552397543541 -0.0076180090954473638 | |
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leaf_count=356 73 32 252 146 46 78 17 | |
internal_value=0 0.00836707 0.0253092 -0.00848972 -0.00609294 -0.00272496 -0.0615188 | |
internal_weight=0 1.6237 0.809801 0.813902 2.22745 2.09985 0.127598 | |
internal_count=1000 503 325 178 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=667 | |
num_leaves=6 | |
num_cat=1 | |
split_feature=13 2 1 13 20 | |
split_gain=0.0209641 0.0416648 0.0418484 0.0337565 0.0335379 | |
threshold=-1.2598152160644529 0.4120739102363587 0 -1.187853932380676 -1.1364628076553343 | |
decision_type=2 2 1 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.045689592538674752 -0.073278382125479699 0.0060587849129091487 0.088808251929950288 0.028341749673466407 -0.0041907675806049909 | |
leaf_weight=0.066090241683923856 0.0655887829561842 0.13426625136600023 0.11217434979880636 0.35304494410627363 3.0938085235234984 | |
leaf_count=29 16 37 30 106 782 | |
internal_value=0 0.0248163 0.0437245 -0.00221093 -0.000858615 | |
internal_weight=0 0.312531 0.246441 3.51244 3.44685 | |
internal_count=1000 96 67 904 888 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=668 | |
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num_cat=0 | |
split_feature=11 4 5 7 7 0 | |
split_gain=0.0196947 0.039575 0.0318256 0.0631405 0.0569568 0.0285906 | |
threshold=-5.2096197605133048 -4.2021732330322257 -0.94487735629081715 -1.3431769609451292 -1.2958345413208006 -0.10111981630325316 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 -3 | |
right_child=2 5 4 -5 -6 -7 | |
leaf_value=0.064742832301236536 0.013944517486370886 -0.0093513811053181888 -0.011613236370108528 -0.025596044841760215 0.023460760199960282 -0.095124099306967524 | |
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leaf_count=24 175 54 171 246 312 18 | |
internal_value=0 -0.0313359 0.00165407 -0.00860168 0.0102296 -0.0529595 | |
internal_weight=0 0.190487 3.61868 1.6479 1.97078 0.155492 | |
internal_count=1000 96 904 421 483 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=669 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=28 21 7 15 28 13 29 | |
split_gain=0.0186002 0.0600189 0.0565225 0.0481086 0.0481056 0.0834002 0.0436536 | |
threshold=0.89896380901336681 -0.65526846051216114 -2.1366169452667232 0.31206700205802923 0.36148001253604894 -0.080186594277620302 -0.052107142284512513 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.017116932339787009 0.013414425686003576 -0.036393661859899035 0.048500423800936249 -0.092178515241379252 0.01421864412195707 -0.062764508866843288 -0.0092678209231175576 | |
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leaf_count=317 25 36 102 19 72 88 341 | |
internal_value=0 0.01496 0.0323008 -0.0358432 -0.0032857 -0.0294443 0.00263567 | |
internal_weight=0 0.681286 0.507918 0.173368 3.10569 0.573253 2.53244 | |
internal_count=1000 182 138 44 818 160 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=670 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=30 21 2 17 21 26 | |
split_gain=0.0184073 0.0532491 0.0515467 0.0336043 0.0918541 0.0439715 | |
threshold=-0.75394436717033375 1.3575386404991152 0.75852215290069591 0.75022095441818248 1.2355348467826845 -0.26835612952709192 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.023363932315921682 0.024182299855662351 -0.094182082129609934 -0.033957612762866712 -0.034084712761928558 0.072256319173098174 -0.0029843059210186321 | |
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leaf_count=96 231 18 102 146 19 388 | |
internal_value=0 -0.0146071 -0.00508372 0.00334529 -0.0174991 0.00862851 | |
internal_weight=0 0.702655 0.627551 3.05146 0.61703 2.43443 | |
internal_count=1000 216 198 784 165 619 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=671 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=10 6 5 6 7 | |
split_gain=0.0183079 0.045105 0.0276716 0.0716525 0.0667002 | |
threshold=-5.3222155570983878 -2.0294094085693355 0.45862978696823126 -1.8197036385536192 -2.8820159435272212 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 | |
right_child=2 -3 4 -5 -6 | |
leaf_value=0.016696346801305783 -0.080482436735772489 -0.076171128455841536 -0.053665958188000587 0.00041701471867171193 0.031071137293962194 | |
leaf_weight=0.10686525963410531 0.11418876582013204 0.10242668050341341 0.10868516148946128 2.6556933360624839 0.63928080608113891 | |
leaf_count=34 82 30 34 603 217 | |
internal_value=0 -0.0287526 0.00169074 -0.00291808 0.0187582 | |
internal_weight=0 0.209292 3.51785 2.76988 0.747966 | |
internal_count=1000 64 936 685 251 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=672 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 22 3 27 27 | |
split_gain=0.0188072 0.04004 0.0366176 0.0284211 0.0458897 0.0440291 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.57212424278259266 -0.49797442555427546 -1.0335794091224668 -1.1444159746170042 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.079766563193559015 -0.071200295413554368 0.094155747183932506 -0.015969345718312874 0.038926130070732014 -0.0079485250789076319 -0.0014905104313347947 | |
leaf_weight=0.051090803618535574 0.13286240679371986 0.063987404382033097 0.18325180969088706 0.30865590296559808 0.83914797607516867 2.1267278418530955 | |
leaf_count=20 40 12 64 77 258 529 | |
internal_value=0 0.0240462 0.00490276 -0.00213799 -0.0165943 0.00363182 | |
internal_weight=0 0.29833 0.234343 3.40739 0.97201 2.43538 | |
internal_count=1000 96 84 904 298 606 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=673 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 30 18 10 1 3 | |
split_gain=0.0179802 0.0407998 0.0456531 0.0320943 0.0790115 0.073994 | |
threshold=-1.608339190483093 -1.0374191403388975 0.21781289577484134 1.8433723449707033 0 -0.27606296539306635 | |
decision_type=2 2 2 2 1 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.073452785817610694 -0.020094940079243107 -0.0070830724152057163 -0.095801351245497476 -0.037301923292479444 0.014050145115063806 0.0398801489778959 | |
leaf_weight=0.037584556693900595 1.3418295947384991 0.1656123394192125 0.089265354675973185 0.16327933539832884 1.3692241562646363 0.51913498116414292 | |
leaf_count=18 318 73 61 53 294 183 | |
internal_value=0 -0.0238119 -0.0381547 0.0020293 -0.00284988 0.021413 | |
internal_weight=0 0.292462 0.254878 3.39347 2.71105 0.682414 | |
internal_count=1000 152 134 848 612 236 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=674 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 12 17 6 10 9 | |
split_gain=0.018881 0.0440954 0.0566679 0.0516518 0.0396779 0.0646792 0.0626453 | |
threshold=0 0.23862367868423465 -0.29050955176353449 -1.7957076430320738 0.77008655667305004 -1.9995312094688413 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.047064814274194788 -0.037348114518074627 -0.084275846000552337 0.016591560560179752 0.031963372637376246 0.03929035238525911 -0.04484057750215114 0.010499299161892101 | |
leaf_weight=0.22063719878497079 0.36006809976534271 0.040397946884582092 0.42426317698925708 0.71164698202886689 0.11357228906126693 0.46766122554083711 1.3206919238720332 | |
leaf_count=51 99 11 136 257 17 138 291 | |
internal_value=0 0.00841811 -0.00817088 0.0257193 -0.00613683 -0.0284015 0.00225915 | |
internal_weight=0 1.53638 0.784331 0.752045 2.12256 0.581234 1.54133 | |
internal_count=1000 503 235 268 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=675 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 11 9 16 9 2 | |
split_gain=0.0184209 0.110423 0.0796801 0.0574409 0.0497805 0.0712771 0.0585527 | |
threshold=-1.6822952032089231 -0.89385390281677235 -3.5487818717956539 -3.0424852371215816 0.5102781653404237 -1.7243103981018064 4.188784360885621 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.086343558993353484 -0.016915560269849302 -0.024003432377083248 0.089203159491434078 -7.2652844128373898e-05 0.075830227173923709 0.0017568540237399817 0.06928946964218316 | |
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leaf_count=27 458 55 99 127 37 176 21 | |
internal_value=0 0.0121693 0.0595012 -0.0131178 -0.00419421 0.016363 -0.0131463 | |
internal_weight=0 0.922581 0.321258 0.601323 2.70502 0.820611 1.88441 | |
internal_count=1000 308 154 154 692 213 479 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=676 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 30 13 11 | |
split_gain=0.017746 0.0469863 0.0475519 0.0315088 0.0429661 0.034097 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 1.2851886153221133 0.28954052925109869 -1.102678596973419 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.086292973520493893 -0.011538196091372859 0.032221385353483241 -0.078425046555469571 -0.051697424814238793 0.027007865186751565 0.011763929585337821 | |
leaf_weight=0.03112474570662016 0.88652514843357799 0.054714837824576534 0.13388223635518448 0.22740893519431882 0.099801554144505644 2.1529376258827142 | |
leaf_count=9 317 17 82 53 38 484 | |
internal_value=0 -0.0275388 -0.0463249 0.00179319 -0.0276917 0.00496736 | |
internal_weight=0 0.219722 0.188597 3.36667 0.32721 3.03946 | |
internal_count=1000 108 99 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=677 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=30 17 27 25 25 | |
split_gain=0.0181902 0.048199 0.0433941 0.0285895 0.0573883 | |
threshold=-0.75394436717033375 1.4510143995285036 0.78608885407447826 -1.5476546287536619 -1.0688085556030271 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.0096484565781132861 0.048143994224816453 0.068335553695998627 -0.075172183605989942 -0.04001955513274906 0.0062380889396848726 | |
leaf_weight=0.4732702630597817 0.13613799708278485 0.062931902310083387 0.12851936970264433 0.30095605000724468 2.4640513264735082 | |
leaf_count=159 39 18 39 73 672 | |
internal_value=0 -0.014934 -0.0236418 0.00340592 0.0012032 | |
internal_weight=0 0.664722 0.60179 2.90115 2.76501 | |
internal_count=1000 216 198 784 745 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=678 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 2 5 2 11 | |
split_gain=0.0179339 0.0427358 0.0680695 0.0566526 0.0368157 0.0828287 0.0600593 | |
threshold=0 -0.24360075592994687 1.6863377690315249 3.4516642093658452 -2.1253163814544673 3.3849450349807744 4.6643924713134775 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0521976170620446 -0.0074884909988097159 0.058891099002298976 0.086900760716714875 -0.048450309125265018 -0.0051855902703837236 0.066839526522033177 0.062953821988045583 | |
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leaf_count=114 282 190 15 16 340 14 29 | |
internal_value=0 0.00832233 -0.000783982 0.0397471 -0.00607835 -0.0324142 0.000725964 | |
internal_weight=0 1.4934 1.15787 0.33553 2.05448 0.421825 1.63265 | |
internal_count=1000 503 297 206 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=679 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 4 9 28 28 13 14 | |
split_gain=0.017469 0.0550014 0.0653223 0.0598471 0.0317006 0.0685256 0.0472892 | |
threshold=0.63260453939437877 1.4679937958717348 -2.3239196538925166 -0.27788183093070978 -0.108426745980978 -0.080186594277620302 0.63039577007293712 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.019878021599582889 -0.054849661016356382 -0.097609336138822014 0.035976353646095631 0.015406877396057672 0.011787265591953635 -0.033073418445298423 -0.024599771007074122 | |
leaf_weight=0.87546153013534034 0.090586640473702573 0.086068624800482496 0.62910383773780143 0.10284323863749023 0.5835128598682221 0.81761362734761123 0.32882844800323596 | |
leaf_count=241 29 25 184 33 164 221 103 | |
internal_value=0 0.0119388 0.0245442 -0.0360835 -0.00416437 -0.0143907 0.00773347 | |
internal_weight=0 0.908602 0.71969 0.188912 2.60542 1.40113 1.20429 | |
internal_count=1000 271 213 58 729 385 344 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=680 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 13 13 11 2 10 | |
split_gain=0.0185677 0.0785972 0.0713641 0.064968 0.0741161 0.0622021 0.0589167 | |
threshold=0.12808340787887576 -1.6327362060546873 -0.79340738058090199 -0.049947589635848992 2.1326044797897343 2.51668393611908 -2.7284787893295284 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 5 -3 6 -5 -2 -1 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.076037520777310436 0.092752097077865345 0.037205587343116124 -0.01367132187366309 -0.01094110516538464 0.044072700686556249 -0.042576528761785151 -0.012780998376321623 | |
leaf_weight=0.19804176715979338 0.16589297222842003 0.37085367862300689 1.0745348740018978 0.67026523521076342 0.38587178098077857 0.042708564811164251 0.57400084915002492 | |
leaf_count=43 98 99 303 189 81 11 176 | |
internal_value=0 0.00766392 -0.000617469 -0.0069588 0.00915882 0.0650452 -0.0290073 | |
internal_weight=0 1.65399 1.44539 1.82818 1.05614 0.208602 0.772043 | |
internal_count=1000 511 402 489 270 109 219 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=681 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 30 13 11 | |
split_gain=0.017723 0.0395169 0.0381015 0.0272932 0.0365728 0.0266919 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 1.2851886153221133 0.28954052925109869 -1.102678596973419 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.083861335273910209 -0.010101211912102372 0.027907440540589308 -0.075208018669277094 -0.049409299496867565 0.025139997054892983 0.010900187810051146 | |
leaf_weight=0.027064632207839168 0.85416963918041311 0.050048910052282736 0.12616628046666312 0.21388429286622557 0.095051937641983386 2.0760830109360597 | |
leaf_count=9 317 17 82 53 38 484 | |
internal_value=0 -0.0286418 -0.045921 0.00179776 -0.0264723 0.00477827 | |
internal_weight=0 0.20328 0.176215 3.23919 0.308936 2.93025 | |
internal_count=1000 108 99 892 91 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=682 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 5 12 9 | |
split_gain=0.0175961 0.0223868 0.0437307 0.0251292 | |
threshold=1.9680437445640566 -3.3303779363632198 0.095968864858150496 1.0618134737014773 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.079913779305108387 0.049495731983799363 -0.0043015290213002542 0.013480140042045502 0.01600158992707397 | |
leaf_weight=0.10075882625889754 0.070328538848116184 2.3284497497457441 0.099789782871255284 0.8258191477084792 | |
leaf_count=43 18 628 43 268 | |
internal_value=0 -0.00104575 -0.0334425 0.00101403 | |
internal_weight=0 3.35482 0.200549 3.15427 | |
internal_count=1000 982 86 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=683 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 5 15 5 2 10 | |
split_gain=0.0168166 0.0896131 0.0684215 0.0573998 0.0481365 0.0647247 0.0257065 | |
threshold=-1.6822952032089231 -0.89385390281677235 1.5062254071235659 1.284161448478699 2.0177078247070317 -2.481732845306396 -4.1328554153442374 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.024502450454426221 0.077742882382599132 0.083166100736435142 -0.036767568570408353 0.06229416383201173 0.0036376060689824654 -0.010802234352630294 0.083979805121986398 | |
leaf_weight=0.48089335500480956 0.085613407689380305 0.22532575240009611 0.060296434463225523 0.090535399894633883 0.070958872316623456 2.3105630356444067 0.090767531028831061 | |
leaf_count=133 18 127 27 21 23 605 46 | |
internal_value=0 0.0121104 0.0578474 -0.0107507 -0.00407469 -0.00763859 0.048729 | |
internal_weight=0 0.857051 0.285622 0.571429 2.5579 2.39618 0.161726 | |
internal_count=1000 308 154 154 692 623 69 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=684 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 17 27 | |
split_gain=0.0167913 0.0245626 0.037257 0.0266504 | |
threshold=-2.2798788547515865 -1.3991433978080747 0.54740771651268016 -0.56510543823242176 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.059180312311368916 -0.0074271018543347993 0.015700431320289168 -0.097336322968230762 -0.004537170876419928 | |
leaf_weight=0.047306041243189489 0.16628859190962053 0.92856415966576911 0.063761593527260629 2.1745755691352349 | |
leaf_count=8 58 263 25 646 | |
internal_value=0 -0.000818713 -0.0323467 0.0015186 | |
internal_weight=0 3.33319 0.23005 3.10314 | |
internal_count=1000 992 83 909 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=685 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 9 6 0 9 | |
split_gain=0.0164446 0.0401071 0.0591887 0.0472552 0.0367188 0.0615275 0.0465099 | |
threshold=0 -0.24360075592994687 1.6863377690315249 -1.1080552935600279 0.77008655667305004 1.5622318387031557 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.0069177686910987957 -0.042995716336952129 0.1003643581849457 0.085076930120280864 0.014832560706724691 -0.058187131920981794 0.010899295496028081 0.0096085476494650254 | |
leaf_weight=1.0368117846801252 0.19477932669724385 0.091308785976949025 0.074996895767981075 0.22078032351393528 0.3002735132848785 0.22588135955902544 1.2259391409389051 | |
leaf_count=282 51 70 15 136 102 53 291 | |
internal_value=0 0.00817964 -0.000712279 0.0398568 -0.00596099 -0.0285279 0.00239655 | |
internal_weight=0 1.4239 1.11181 0.312089 1.94687 0.526155 1.42072 | |
internal_count=1000 503 297 206 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=686 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 28 27 1 10 9 13 | |
split_gain=0.0180221 0.0513905 0.059156 0.0450038 0.0694415 0.0526757 0.00542866 | |
threshold=-0.53437867760658253 -1.1403951048851011 0.44944302737712866 0 2.3550301790237431 2.2335890531539921 0.026189046911895279 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=-0.049865837684059826 0.011988969508011274 -0.022852498768086024 0.044316955152074344 -0.017913661486853766 0.044022805472471699 0.090481763851401859 -0.094954863826501021 | |
leaf_weight=0.045005338110456705 1.1251779788220226 0.43648075363945826 0.18741342373201064 1.1758826160729259 0.2139573429845002 0.092527723060357059 0.065659075728490279 | |
leaf_count=20 258 168 85 307 98 41 23 | |
internal_value=0 -0.013815 -0.00267527 0.00391803 -0.00837892 0.0179533 -0.0766179 | |
internal_weight=0 0.734559 0.623894 2.60755 1.38984 1.21771 0.110664 | |
internal_count=1000 296 253 704 405 299 43 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=687 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 3 13 3 9 0 | |
split_gain=0.0181649 0.0682532 0.0355992 0.0304094 0.0207238 0.0102919 | |
threshold=3.0957533121109013 2.6622943878173833 -0.27612735331058497 2.557470560073853 0.46225464344024664 -0.21962642669677732 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -2 -1 -3 -4 | |
right_child=2 4 5 -5 -6 -7 | |
leaf_value=9.812712463652238e-05 0.027583648617541423 0.10007102166925266 -0.093500876119928036 -0.068077578208247197 0.022979133303268354 -0.034300289946882188 | |
leaf_weight=2.9178073325612153 0.067225643857454997 0.086189853510859282 0.058264204363524641 0.066926459124260762 0.058562711716376725 0.0592074745038359 | |
leaf_count=846 32 25 22 16 27 32 | |
internal_value=0 0.00182169 -0.0304512 -0.00143057 0.0688819 -0.0636629 | |
internal_weight=0 3.12949 0.184697 2.98473 0.144753 0.117472 | |
internal_count=1000 914 86 862 52 54 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=688 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 13 29 29 29 15 24 | |
split_gain=0.0160692 0.0440196 0.0335396 0.0312337 0.0429203 0.0204978 0.0170876 | |
threshold=2.090929508209229 -0.27101422846317286 -0.082558438181877122 -1.5866907835006712 -0.88508096337318409 -0.23903460800647733 0.12283229455351831 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 5 -3 6 -5 -2 -1 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.014520621160538413 -0.091377862999684659 0.058531760991722429 -0.02934888188705367 -0.035307425782922841 0.0044684740746015012 -0.014651356920098606 0.091146174991357617 | |
leaf_weight=0.057820020968848307 0.089743437917604751 0.08339146264449937 0.090621644166009818 0.3034848083441245 2.5567012372816427 0.056892194728220602 0.058595802539713304 | |
leaf_count=29 29 41 53 97 703 27 21 | |
internal_value=0 -0.0212466 0.0127657 0.0023146 0.000247986 -0.0616093 0.0530887 | |
internal_weight=0 0.320649 0.174013 2.9766 2.86019 0.146636 0.116416 | |
internal_count=1000 150 94 850 800 56 50 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=689 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 29 11 2 | |
split_gain=0.0162137 0.0191414 0.0446688 0.0378268 0.0124219 | |
threshold=-3.7824122905731197 4.6643924713134775 0.70937657356262218 3.9955254793167119 2.8269519805908208 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.075428063256582578 0.0010077220535001132 0.040425514480351893 -0.031279973622317256 -0.049107490186625247 0.00097714705528292195 | |
leaf_weight=0.049547168820453513 2.5961882015384115 0.31528872401759134 0.11991875089506721 0.1598879392222442 0.037295275606822997 | |
leaf_count=29 819 74 29 30 19 | |
internal_value=0 0.00117796 0.0206675 -0.00189961 -0.0426152 | |
internal_weight=0 3.19128 0.435207 2.75608 0.0868424 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=690 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=18 22 27 28 | |
split_gain=0.0163329 0.0184071 0.0433302 0.0309434 | |
threshold=1.7860749363899233 -1.4049233794212339 0.59481739997863781 0.89896380901336681 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.00081467321886595034 -0.046695064022811053 -0.0057846602239610169 0.092704455730473354 0.020974453994334095 | |
leaf_weight=0.15939380861726782 0.073188216440030263 2.43637113792045 0.071888871419560019 0.52531511730808222 | |
leaf_count=59 38 726 20 157 | |
internal_value=0 0.00108338 0.0282536 -0.00103839 | |
internal_weight=0 3.19297 0.231283 2.96169 | |
internal_count=1000 962 79 883 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=691 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 2 10 1 6 9 7 | |
split_gain=0.0157299 0.0439545 0.0590028 0.0385264 0.0663862 0.0493019 0.00683948 | |
threshold=-0.53437867760658253 2.5457446575164799 -0.25624310970306391 0 -0.75322550535202015 0.12808340787887576 -1.6289549469947813 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.045398058449858864 -0.0040810573674389975 -0.046015930032127693 0.019502078144071688 0.028659391638256357 -0.021210350095887315 0.036702301014289271 -0.099625439175474451 | |
leaf_weight=0.21586119630541134 0.57731080401481405 0.042707642387256328 0.399029641704573 0.36505250192757932 0.9931315941401665 0.60920057337261824 0.053747845306329367 | |
leaf_count=81 133 29 165 110 295 166 21 | |
internal_value=0 -0.0131267 -0.00328151 0.00369417 -0.00780637 0.0168587 -0.0758887 | |
internal_weight=0 0.711346 0.614891 2.5447 1.35818 1.18651 0.0964555 | |
internal_count=1000 296 246 704 405 299 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=692 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=12 12 19 25 2 | |
split_gain=0.0161542 0.0562415 0.0477375 0.0386341 0.0362575 | |
threshold=0.88899955153465282 0.72514092922210704 0.95981913805007946 0.8608287274837495 -2.1278877258300777 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 3 -2 -1 | |
right_child=2 -3 -4 -5 -6 | |
leaf_value=0.065568577823618676 -0.013512290272018147 0.070956066079736105 0.042501773581051429 -0.081058552583091942 -0.0019447802250109416 | |
leaf_weight=0.082281080861322464 0.40979517854864855 0.11802654675261681 0.12019129991222144 0.10673182290882721 2.3930518214487719 | |
leaf_count=26 123 36 31 39 745 | |
internal_value=0 0.00351505 -0.0142613 -0.0274696 0.000299391 | |
internal_weight=0 2.59336 0.636718 0.516527 2.47533 | |
internal_count=1000 807 193 162 771 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=693 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 4 11 16 25 12 | |
split_gain=0.0159356 0.0367406 0.0493615 0.041647 0.0348208 0.044045 | |
threshold=0 0.45788866281509405 1.0588229894638064 -0.11088475584983824 -2.033527016639709 0.91698181629180919 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=0.0092837338443297716 0.1009679339247406 0.018483352204211129 0.071929257745923555 -0.031391827394089342 -0.00022458518037017576 -0.039750038259193037 | |
leaf_weight=0.50997533267558026 0.029950504555017798 0.31226010395477743 0.16695705059584043 0.36095310594248531 1.4838588442450484 0.34806219408439165 | |
leaf_count=236 7 81 89 97 398 92 | |
internal_value=0 0.00828371 0.0247345 -0.00825795 -0.00598575 -0.00773436 | |
internal_weight=0 1.35015 0.676932 0.673213 1.86187 1.83192 | |
internal_count=1000 503 325 178 497 490 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=694 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 13 7 5 13 4 | |
split_gain=0.0162438 0.0552387 0.0520554 0.0487922 0.0631715 0.0529151 0.0377663 | |
threshold=-0.94487735629081715 -0.69330593943595875 -0.70296543836593617 0.28290793299674993 -0.81435763835906971 1.3032695651054385 -1.2004670500755308 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=0.0054458859286648786 0.064909289673546602 0.038765876431097447 -0.011279335217059781 0.045823552443625105 -0.011340052856562182 -0.040821078879216155 -0.086184312735939336 | |
leaf_weight=0.066901156924359384 0.11982280043594062 0.26958812127099907 0.90752215871521036 0.44050753725362302 1.1657768351217894 0.083911546267245285 0.13728230297014921 | |
leaf_count=19 17 63 263 181 351 23 83 | |
internal_value=0 -0.00814647 0.000182288 0.00625292 -0.00423332 0.0319597 -0.0561615 | |
internal_weight=0 1.38129 1.17711 1.81002 1.2856 0.524419 0.204183 | |
internal_count=1000 428 326 572 368 204 102 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=695 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 13 13 7 10 6 | |
split_gain=0.0160272 0.0664196 0.0637362 0.0512673 0.0622965 0.0492592 0.0469207 | |
threshold=0.12808340787887576 -1.803136885166168 0.20118774473667148 -0.049947589635848992 1.332841753959656 -2.7284787893295284 -4.5184216499328604 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.072663404027649689 -0.048554901311191306 0.018961234705746715 -0.025050951414253883 -0.002198907252643659 0.070250856576318646 -0.011806242899072453 0.1006365550185841 | |
leaf_weight=0.17864465395086881 0.025853056020423537 0.79554945865930526 0.561100339249748 0.8265893426060702 0.13858104042520836 0.52059686856171083 0.1141869420109457 | |
leaf_count=43 7 238 173 217 53 176 93 | |
internal_value=0 0.00752634 0.00075812 -0.00673474 0.00820357 -0.0273542 0.073094 | |
internal_weight=0 1.49669 1.35665 1.66441 0.96517 0.699242 0.14004 | |
internal_count=1000 511 411 489 270 219 100 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=696 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=15 29 25 28 19 22 24 | |
split_gain=0.0160195 0.0625211 0.0627876 0.0599449 0.0459606 0.0523991 0.0477292 | |
threshold=-0.07102774083614348 -0.5831291377544402 -0.52195957303047169 -1.5466411709785459 0.19782204926013949 -0.64317423105239857 -1.174007713794708 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=0.023425673075426305 0.045333061511169712 -0.087223523599645303 -0.05205159983983431 0.020945008827130195 0.07107427264488711 -0.035776614186857833 -0.00061334095424562564 | |
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leaf_count=66 37 22 113 389 24 191 158 | |
internal_value=0 0.00653724 -0.0296334 0.0166329 -0.00784004 -0.0224186 0.014426 | |
internal_weight=0 1.71213 0.373599 1.33853 1.41589 0.855651 0.560234 | |
internal_count=1000 561 150 411 439 257 182 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=697 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 4 28 3 13 7 13 | |
split_gain=0.0164143 0.0396027 0.0545454 0.0487371 0.0292561 0.0621349 0.0393489 | |
threshold=0.63260453939437877 1.4679937958717348 -0.27788183093070978 -1.7815890312194822 1.3883623480796816 -1.6642212867736814 0.20118774473667148 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.0030868986067863883 -0.06157188215743388 -0.096576387712252423 0.019579443190383388 0.032426633246860147 0.084885541279771645 -0.016583666207133089 -0.025239890097948615 | |
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leaf_count=399 21 25 33 192 23 44 263 | |
internal_value=0 0.0122944 -0.0315529 0.0235013 -0.00429927 0.0283899 -0.00820742 | |
internal_weight=0 0.805923 0.164056 0.641867 2.29003 0.244547 2.04548 | |
internal_count=1000 271 58 213 729 67 662 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=698 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 7 2 7 13 13 | |
split_gain=0.0165265 0.0727062 0.0624919 0.053461 0.0530181 0.0811755 0.0621884 | |
threshold=-0.15890216827392575 -0.96759614348411549 -0.37251955270767206 0.23355075716972354 0.18794661760330203 1.3032695651054385 1.2437387108802798 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.0082587541315283872 -0.014278389889740921 0.017261818604520942 -0.02229585760031827 -0.098166468706176596 0.065202861841146056 -0.060446967754094999 0.081027196682005961 | |
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leaf_count=46 223 263 202 77 144 22 23 | |
internal_value=0 -0.00552392 0.00210917 -0.0542565 0.00973503 0.0423065 -0.00486975 | |
internal_weight=0 1.95457 1.68988 0.26469 1.11453 0.345034 0.769494 | |
internal_count=1000 588 465 123 412 166 246 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=699 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=10 6 5 7 6 | |
split_gain=0.0161971 0.0354415 0.0278715 0.0601006 0.056695 | |
threshold=-5.3222155570983878 -2.0294094085693355 0.45862978696823126 -2.499995112419128 -1.5258474349975584 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 4 -4 -2 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.013734519606312999 -0.061776233153202666 -0.076684667171781837 -0.038663724095968917 0.037540162354100189 0.00099830809643260436 | |
leaf_weight=0.090371389920164802 0.15446383753133908 0.083315919182496478 0.13249328806239191 0.47289445541174746 2.0982099853019633 | |
leaf_count=34 100 30 45 206 585 | |
internal_value=0 -0.0296386 0.00181323 0.0208624 -0.00330609 | |
internal_weight=0 0.173687 2.85806 0.605388 2.25267 | |
internal_count=1000 64 936 251 685 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=700 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 11 4 9 4 | |
split_gain=0.0168809 0.044974 0.0553588 0.0320675 0.0601096 0.0597958 0.0279408 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 0.95515820384025585 -2.1853830814361568 -1.7243103981018064 -0.16142201423645017 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=0.017394007646819781 0.01144508908687728 0.052703734279013086 -0.0055282258573215075 0.043542377627873892 -0.031902222070839335 -0.0076505213851403471 -0.078101682815228113 | |
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leaf_count=144 38 114 102 96 259 178 69 | |
internal_value=0 0.0125108 0.0235814 -0.00447679 -0.0161839 0.00786716 -0.0386296 | |
internal_weight=0 0.794377 0.653016 2.21903 1.13889 1.08013 0.141361 | |
internal_count=1000 323 216 677 403 274 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=701 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 19 9 19 | |
split_gain=0.0200919 0.0219398 0.0277446 0.0276286 | |
threshold=2.1676498651504521 1.3722550272941592 -0.37272256612777704 1.1064935922622683 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.0009928994457794819 0.05915074447469483 -0.067633612005044905 0.0097607637527059605 0.048484820466131062 | |
leaf_weight=2.6227660219430589 0.056347401175116718 0.10696536344494234 0.081695493848655931 0.11793466626761517 | |
leaf_count=859 15 37 37 52 | |
internal_value=0 -0.00113443 -0.0341197 0.00113617 | |
internal_weight=0 2.92936 0.188661 2.7407 | |
internal_count=1000 985 74 911 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=702 | |
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num_cat=0 | |
split_feature=0 4 28 9 20 18 | |
split_gain=0.0156881 0.0322567 0.0373544 0.0286244 0.0619844 0.0314634 | |
threshold=-1.608339190483093 -0.97413113713264454 -0.014420712832361458 1.555183529853821 0.19620216637849811 -0.65785545110702504 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.070496953740683585 -0.023124579274772964 -0.0817933441473888 0.0034844194552774051 -0.00098253138586275194 0.079112305263590241 0.0042496098760680945 | |
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leaf_count=22 171 72 58 98 65 514 | |
internal_value=0 -0.0247158 -0.0390474 0.00213394 0.0256519 -0.00230768 | |
internal_weight=0 0.236389 0.205463 2.74029 0.435318 2.30497 | |
internal_count=1000 152 130 848 163 685 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=703 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=30 21 13 31 12 27 | |
split_gain=0.0153028 0.0427594 0.0377023 0.0271934 0.0616572 0.0535134 | |
threshold=-0.75394436717033375 1.3575386404991152 -0.94680064916610707 -0.14971926808357236 0.32925777137279516 1.1217549443244936 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.053396556040242286 0.029560797038996302 -0.09297083495651956 -0.01836035726071672 -0.01388465113103368 -0.023195394842808296 0.048187653245978984 | |
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leaf_count=36 235 18 162 384 99 66 | |
internal_value=0 -0.0150897 -0.00505874 0.00343282 0.0149597 -0.00635628 | |
internal_weight=0 0.547339 0.484886 2.40995 1.10674 1.30321 | |
internal_count=1000 216 198 784 334 450 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=704 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 17 12 24 16 17 25 | |
split_gain=0.0158857 0.027318 0.0257994 0.0253687 0.054316 0.0516653 0.020327 | |
threshold=1.3691098093986513 -0.36764360964298243 0.53920793533325206 -0.40476341545581812 -1.6970821619033811 0.12716285139322284 -0.42061229050159449 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 -3 | |
right_child=1 6 -4 4 -6 -7 -8 | |
leaf_value=0.0038695839046817022 -0.062417085062367456 0.092139897064655668 0.035503678294269397 -0.08253678372260416 0.00858854375846883 -0.043476583210384785 0.021170607263785331 | |
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leaf_count=181 27 22 14 27 552 143 34 | |
internal_value=0 0.0225553 -0.0169145 -0.00239687 0.00493277 -0.0154435 0.0470728 | |
internal_weight=0 0.282298 0.108166 2.65289 1.6986 0.954283 0.174132 | |
internal_count=1000 97 41 903 579 324 56 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=705 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 7 24 9 25 6 | |
split_gain=0.015635 0.0356359 0.0458064 0.0380589 0.0302825 0.0346169 | |
threshold=0 -0.24360075592994687 1.6863377690315249 -1.1080552935600279 -2.033527016639709 1.8600274920463564 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.0062901069664992003 0.10080235269586285 0.10029908845453483 0.08148105232164192 0.017097757448745778 -0.0043904820337119042 -0.066521326196194011 | |
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leaf_count=282 7 70 15 136 428 62 | |
internal_value=0 0.0085405 -0.000486501 0.040511 -0.0062815 -0.00796488 | |
internal_weight=0 1.23479 0.962911 0.271882 1.67991 1.65391 | |
internal_count=1000 503 297 206 497 490 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=706 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 6 0 29 | |
split_gain=0.0167726 0.017492 0.065941 0.0293467 | |
threshold=2.1676498651504521 2.090929508209229 0.44619986414909368 -1.5666655302047727 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=0.053978798614993218 0.055181579679985805 -0.089959729439048133 0.011730442902307753 -0.00063922129734214194 | |
leaf_weight=0.10246858039332218 0.054085102899989468 0.09970919714437787 0.17690161981931851 2.4627664657860322 | |
leaf_count=52 15 64 85 784 | |
internal_value=0 -0.00103376 -0.0249256 0.0015425 | |
internal_weight=0 2.84185 0.276611 2.56524 | |
internal_count=1000 985 149 836 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=707 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 21 5 7 6 6 11 | |
split_gain=0.0156813 0.0293779 0.024258 0.0779949 0.0399329 0.0221327 0.00530467 | |
threshold=-5.2096197605133048 -0.10615760460495947 0.45862978696823126 -2.499995112419128 -1.8197036385536192 0.35712581872940069 -5.9978067874908438 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 4 -4 -2 -3 -1 | |
right_child=2 5 3 -5 -6 -7 -8 | |
leaf_value=-0.047688753571179368 -0.063394147131857412 -0.027379057818913439 -0.047785142335798808 0.038455447699217653 -0.00018365218637213091 0.087551011495909409 -0.10063230302215241 | |
leaf_weight=0.03641677048233305 0.10513982095544427 0.046895409068156702 0.13472542643143015 0.47319508741724536 2.0219722896948724 0.026071220911035198 0.039400037258957354 | |
leaf_count=27 83 38 50 187 584 16 15 | |
internal_value=0 -0.0316095 0.00172666 0.0193431 -0.00330805 0.0136858 -0.0752021 | |
internal_weight=0 0.148783 2.73503 0.607921 2.12711 0.0729666 0.0758168 | |
internal_count=1000 96 904 237 667 54 42 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=708 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 20 10 0 4 | |
split_gain=0.0153465 0.0280477 0.0275985 0.0268342 0.0199126 | |
threshold=-2.0779349803924556 0.50320798158645641 -8.2502570152282697 3.7561185359954838 -1.7280503511428831 | |
decision_type=2 2 2 2 2 | |
left_child=1 4 -2 -4 -1 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=0.01886355285348745 -0.10048322197105658 0.026004311963071666 0.00077393276544629409 0.051606738557158749 -0.082421772602078808 | |
leaf_weight=0.025190243753968389 0.026106713630725475 0.059650409151458916 2.5599550369294946 0.10823963413076843 0.084596974141654235 | |
leaf_count=11 8 30 857 27 67 | |
internal_value=0 -0.0291924 0.00183492 0.00283605 -0.0591823 | |
internal_weight=0 0.169438 2.6943 2.66819 0.109787 | |
internal_count=1000 108 892 884 78 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=709 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 27 11 13 6 22 | |
split_gain=0.0157745 0.0567501 0.0548384 0.0474584 0.0533389 0.0436183 0.0402781 | |
threshold=0.12808340787887576 -1.3023312687873838 -1.1444159746170042 2.6943253278732304 -0.43062326312065119 -2.2170965671539302 0.074298072606325163 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.054091519202971922 0.09715089171300538 0.054039476083288435 -0.0094497963641806508 -0.037820322029002595 0.039626733875621233 -0.0244488335708162 0.0059241189695831116 | |
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leaf_count=37 70 46 338 28 95 329 57 | |
internal_value=0 0.00790699 -0.00065555 -0.00699454 0.0196322 -0.0187537 0.0574779 | |
internal_weight=0 1.33702 1.14009 1.51572 0.464327 1.05139 0.196931 | |
internal_count=1000 511 384 489 123 366 127 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=710 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 15 11 14 9 5 11 | |
split_gain=0.0157773 0.0347018 0.0531526 0.0395325 0.0298553 0.0399825 0.0376498 | |
threshold=0 -0.94553837180137623 3.1882516145706181 1.4200065732002261 1.3687919378280642 -1.2619942426681516 3.7105647325515752 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.010878309823476099 -0.020250557065134314 0.024284442849215285 -0.086152578813254777 -0.042166937967301109 -0.034382977715005543 0.055105042494171343 0.020396024589790934 | |
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leaf_count=74 310 373 20 36 67 56 64 | |
internal_value=0 0.00873507 -0.0250818 0.0173164 -0.00639309 0.0268873 -0.0119041 | |
internal_weight=0 1.19581 0.24203 0.953781 1.62781 0.231259 1.39655 | |
internal_count=1000 503 94 409 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=711 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=0 30 18 9 6 13 | |
split_gain=0.0147103 0.0310087 0.0305359 0.021742 0.050915 0.0384277 | |
threshold=-1.608339190483093 -1.0374191403388975 0.21781289577484134 0.31265056133270269 -2.2170965671539302 -0.049947589635848992 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.071249482852080798 -0.024230602427503627 -0.010680592612337935 -0.095382335441732857 -0.053132672024537558 0.020675754489520158 0.0078161931264827348 | |
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leaf_count=18 217 73 61 61 300 270 | |
internal_value=0 -0.0249447 -0.0397385 0.00211187 0.0132972 -0.00541545 | |
internal_weight=0 0.2179 0.188855 2.58232 1.03876 1.54356 | |
internal_count=1000 152 134 848 361 487 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=712 | |
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num_cat=0 | |
split_feature=5 30 26 3 2 | |
split_gain=0.0146852 0.0164965 0.0365327 0.0297223 0.0114954 | |
threshold=-3.7824122905731197 1.2294318079948428 0.18188352137804034 -2.0779349803924556 2.8269519805908208 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.077486397405292257 -0.042927803896947107 0.006708244124663915 -0.066564533555229496 0.006515947133393288 0.0017970991560422177 | |
leaf_weight=0.042934824934889426 0.12838976666423896 0.17713612629216857 0.11048755881802208 2.2919376295531748 0.031856570153593111 | |
leaf_count=29 93 60 44 755 19 | |
internal_value=0 0.00120252 -0.0214387 0.00389313 -0.0437165 | |
internal_weight=0 2.70795 0.287624 2.42033 0.0747914 | |
internal_count=1000 952 104 848 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=713 | |
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num_cat=0 | |
split_feature=31 14 12 31 27 13 | |
split_gain=0.014576 0.0284409 0.039712 0.0265362 0.0599454 0.0333766 | |
threshold=1.3691098093986513 0.81121668219566356 0.49494431912899023 -0.1249653398990631 1.0865690112113955 -1.0231109261512754 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 | |
right_child=1 -3 -4 5 -6 -7 | |
leaf_value=0.014069752861987112 -0.051840600455743659 0.069739661417702326 0.042879768408682239 0.026121850243748121 -0.054996002927965443 -0.021014918891471852 | |
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internal_weight=0 0.263928 0.178377 2.50863 1.36971 1.13892 | |
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shrinkage=0.1 | |
Tree=714 | |
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split_feature=22 4 9 28 12 5 | |
split_gain=0.015013 0.0350229 0.0528391 0.0439551 0.0285951 0.0302774 | |
threshold=0.63260453939437877 1.4679937958717348 -2.3239196538925166 -0.27788183093070978 1.8228551745414736 -0.18700882792472837 | |
decision_type=2 2 2 2 2 2 | |
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right_child=1 3 -4 -5 -6 -7 | |
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internal_weight=0 0.715241 0.572863 0.142378 2.03856 1.94541 | |
internal_count=1000 271 213 58 729 701 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=715 | |
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num_cat=0 | |
split_feature=11 4 5 9 5 7 7 | |
split_gain=0.0142934 0.0440708 0.0546262 0.0481616 0.038726 0.0539238 0.0370018 | |
threshold=-1.102678596973419 -2.1853830814361568 2.2616981267929082 -2.432652354240417 -0.15890216827392575 0.26619952917099005 -0.50514426827430714 | |
decision_type=2 2 2 2 2 2 2 | |
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internal_value=0 -0.0115266 -0.0292721 0.020562 0.00452269 0.0292438 -0.00346681 | |
internal_weight=0 0.77395 0.498353 0.275597 1.96072 0.478902 1.48182 | |
internal_count=1000 388 239 149 612 155 457 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=716 | |
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split_feature=8 4 11 24 3 3 | |
split_gain=0.0141319 0.035886 0.0408181 0.0390849 0.0273469 0.0451471 | |
threshold=0 0.45788866281509405 1.0588229894638064 -0.54058271646499623 3.0217821598052983 2.6838690042495732 | |
decision_type=1 2 2 2 2 2 | |
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right_child=4 3 -4 -5 -6 -7 | |
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internal_weight=0 1.15058 0.577888 0.572695 1.55693 1.47268 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=717 | |
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split_gain=0.0143108 0.0155428 0.050777 0.0442966 | |
threshold=1.9680437445640566 -0.025607700459659096 -0.56919121742248524 -1.7919425368309019 | |
decision_type=2 2 2 2 | |
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right_child=-2 2 -4 -5 | |
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leaf_weight=0.074464677146039437 0.054938791934546205 0.3123473444466075 1.1203892253914767 1.1265486735936949 | |
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internal_value=0 -0.00105175 0.0059817 -0.00944222 | |
internal_weight=0 2.63375 1.43274 1.20101 | |
internal_count=1000 982 542 440 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=718 | |
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num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.0140731 0.0329997 0.0249869 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.63477313518524159 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
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leaf_weight=0.058050971946642327 0.060312612322832915 0.68597886213540449 1.8727580433676807 | |
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internal_value=0 -0.00107403 0.000649327 | |
internal_weight=0 2.61905 2.55874 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=719 | |
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num_cat=0 | |
split_feature=31 27 17 31 27 13 | |
split_gain=0.0136325 0.02615 0.0341761 0.0227382 0.048623 0.028068 | |
threshold=1.3691098093986513 1.0498425364494326 -0.36764360964298243 -0.1249653398990631 1.0865690112113955 -1.0231109261512754 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 | |
right_child=1 -3 -4 5 -6 -7 | |
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internal_weight=0 0.250667 0.201132 2.4197 1.31869 1.10101 | |
internal_count=1000 97 78 903 456 447 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=720 | |
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num_cat=0 | |
split_feature=5 11 11 29 | |
split_gain=0.0131181 0.0165949 0.0189046 0.00915439 | |
threshold=-3.7824122905731197 7.5153470039367685 6.3956449031829843 -0.21924977004528043 | |
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right_child=1 -3 -4 -5 | |
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internal_value=0 0.00115526 -3.71378e-05 -0.0429018 | |
internal_weight=0 2.58488 2.52887 0.0693976 | |
internal_count=1000 952 935 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=721 | |
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num_cat=1 | |
split_feature=8 7 24 2 31 12 12 | |
split_gain=0.0128218 0.0324879 0.0403171 0.0366089 0.0249628 0.0475889 0.0282032 | |
threshold=0 -0.24360075592994687 1.6863377690315249 3.4516642093658452 1.3691098093986513 0.079420387744903578 0.2954146564006806 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_weight=0 1.124 0.877875 0.246125 1.52488 1.36849 0.156395 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=722 | |
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split_gain=0.0132784 0.0160058 0.0422845 0.0405758 | |
threshold=1.9680437445640566 0.38903948664665228 0.5824035406112672 1.8647432923316958 | |
decision_type=2 2 2 2 | |
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right_child=-2 3 -4 -5 | |
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internal_value=0 -0.00101724 -0.0105311 0.00551897 | |
internal_weight=0 2.57392 1.0482 1.52572 | |
internal_count=1000 982 470 512 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=723 | |
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num_cat=0 | |
split_feature=10 29 20 29 | |
split_gain=0.0127639 0.0187499 0.0183661 0.0181134 | |
threshold=-6.1436679363250724 -2.0384702682495113 -0.10329374670982359 -0.88508096337318409 | |
decision_type=2 2 2 2 | |
left_child=2 -2 -1 -3 | |
right_child=1 3 -4 -5 | |
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leaf_weight=0.044298754495684989 0.047059763526704823 0.3176399083978162 0.050669247293626873 2.157925983096761 | |
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internal_value=0 0.00136778 -0.0359768 0.00017911 | |
internal_weight=0 2.52263 0.094968 2.47557 | |
internal_count=1000 956 44 937 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=724 | |
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num_cat=0 | |
split_feature=11 21 11 11 6 11 | |
split_gain=0.0122844 0.0254803 0.0226412 0.0209796 0.0178159 0.00486625 | |
threshold=-5.2096197605133048 -0.10615760460495947 -4.3944449424743643 -4.0410583019256583 0.35712581872940069 -5.9978067874908438 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
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internal_value=0 -0.0298911 0.00158203 1.96887e-05 0.0151844 -0.0731937 | |
internal_weight=0 0.130542 2.48069 2.41607 0.0639615 0.0665801 | |
internal_count=1000 96 904 868 54 42 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=725 | |
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num_cat=0 | |
split_feature=4 9 9 5 25 5 | |
split_gain=0.0121763 0.067288 0.0413636 0.0362191 0.0328135 0.0334175 | |
threshold=-1.6112870573997495 -0.89385390281677235 -3.0424852371215816 1.5062254071235659 -1.7371324896812437 1.4048260450363161 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
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internal_value=0 0.0113987 -0.0111906 0.0546147 -0.00410382 -0.00648495 | |
internal_weight=0 0.689272 0.452662 0.23661 1.91227 1.85111 | |
internal_count=1000 320 159 161 680 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=726 | |
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num_cat=0 | |
split_feature=19 30 11 0 5 22 | |
split_gain=0.0128361 0.0290367 0.0184038 0.0461744 0.041922 0.0153291 | |
threshold=-1.3991433978080747 -0.17318577319383618 -1.102678596973419 1.4548506140708926 -0.15890216827392575 0.12464970350265504 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 -3 | |
right_child=2 5 4 -5 -6 -7 | |
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internal_value=0 -0.025268 0.0019812 -0.0120377 0.00746407 -0.0504597 | |
internal_weight=0 0.186325 2.39434 0.673164 1.72118 0.132405 | |
internal_count=1000 84 916 358 558 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=727 | |
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num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.0130573 0.0282164 0.0220915 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.63477313518524159 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.047609003476004226 -0.072038420805898951 -0.015113964773203826 0.0062797028138513932 | |
leaf_weight=0.056361230485436287 0.054786338656641287 0.66034604372522054 1.7939344743331973 | |
leaf_count=24 20 287 669 | |
internal_value=0 -0.00106087 0.000523546 | |
internal_weight=0 2.50907 2.45428 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=728 | |
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num_cat=1 | |
split_feature=8 4 10 21 6 11 9 | |
split_gain=0.012301 0.0312271 0.0373064 0.0353415 0.0250625 0.0384661 0.0229796 | |
threshold=0 0.45788866281509405 -3.8521424531936641 -0.81699246168136586 1.8600274920463564 3.7105647325515752 -1.8467977046966551 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_value=0 0.0080629 0.0251317 -0.00874281 -0.0059595 -0.00275473 -0.0591274 | |
internal_weight=0 1.08861 0.540078 0.548532 1.47088 1.38726 0.0836192 | |
internal_count=1000 503 325 178 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=729 | |
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split_feature=5 11 6 9 | |
split_gain=0.0125132 0.0162753 0.0307587 0.0301457 | |
threshold=-4.0636310577392569 4.6643924713134775 1.2833580970764162 -2.2834039926528926 | |
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right_child=1 2 -4 -5 | |
leaf_value=-0.051034883621083285 -0.033508000670940848 0.048657209916334841 -0.010550413495201428 0.0021956721916790655 | |
leaf_weight=0.047163471032419912 0.27071092748894998 0.18699719733712061 0.16530980731295131 1.8703692349418666 | |
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internal_value=0 0.0009587 0.0208758 -0.00231858 | |
internal_weight=0 2.49339 0.352307 2.14108 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=730 | |
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split_feature=0 30 4 25 9 | |
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threshold=-1.608339190483093 -1.0374191403388975 -1.6112870573997495 -2.5403696298599239 1.2183623313903811 | |
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left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
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internal_value=0 -0.0240099 -0.0396393 0.00198209 0.00104806 | |
internal_weight=0 0.193592 0.166201 2.33863 2.31679 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=731 | |
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split_feature=18 6 18 31 24 | |
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threshold=-1.6409752964973447 -0.59109562635421742 -0.79747301340103138 -0.97960603237152089 -1.4793840646743772 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 | |
right_child=2 -3 4 -5 -6 | |
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internal_value=0 0.0289012 -0.00170562 -0.0251889 0.00226951 | |
internal_weight=0 0.140497 2.38074 0.344657 2.03608 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=732 | |
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split_feature=30 21 13 17 30 31 | |
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threshold=-0.75394436717033375 1.3575386404991152 -1.1225419640541074 1.4510143995285036 0.10977993905544282 -0.14971926808357236 | |
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right_child=3 -3 -4 4 -6 -7 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=733 | |
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num_cat=0 | |
split_feature=4 9 14 2 5 | |
split_gain=0.0122907 0.0562638 0.0398706 0.0286913 0.0335157 | |
threshold=-1.6112870573997495 -3.0424852371215816 -0.88285130262374867 -2.481732845306396 2.0177078247070317 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.083048893051711925 0.060507566544650254 0.077144818356128284 0.0089733129253915765 -0.010122537331927559 0.047089731476541802 | |
leaf_weight=0.057113611948807375 0.066072428773623293 0.10388818400289779 0.49252148147913066 1.6653722969457416 0.10910080890713647 | |
leaf_count=27 19 42 251 596 65 | |
internal_value=0 0.0117682 0.0208481 -0.0041957 -0.00660493 | |
internal_weight=0 0.653523 0.59641 1.84055 1.77447 | |
internal_count=1000 320 293 680 661 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=734 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=25 18 19 12 6 15 | |
split_gain=0.011964 0.0316524 0.0365662 0.0297117 0.0652446 0.0319436 | |
threshold=0.10375598073005678 -1.5012420415878294 0.15210568904876712 -0.05293398164212703 -2.0841283798217769 0.72270315885543834 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.052613417441073729 0.010078082069848386 -0.023028060138834308 0.011640046198664586 0.089637846065383497 -0.022981639563045095 0.064820445255617851 | |
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leaf_count=34 180 288 215 40 186 57 | |
internal_value=0 -0.00617506 -0.0100615 0.00781931 -0.00999481 0.023082 | |
internal_weight=0 1.38537 1.29946 1.09278 0.504243 0.588537 | |
internal_count=1000 537 503 463 226 237 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=735 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=15 18 31 18 | |
split_gain=0.0129786 0.0134611 0.0348518 0.0198322 | |
threshold=-2.5938820838928218 -1.6409752964973447 -0.1385553181171417 -0.79747301340103138 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.081216850033829141 0.08164881775172303 -0.023768705175849045 -0.026200670681467364 0.0027266530724578547 | |
leaf_weight=0.01951439133335986 0.066651866684708239 0.32927504068220081 0.054433850949863749 1.9890610149268242 | |
leaf_count=8 26 163 23 780 | |
internal_value=0 0.000661173 0.0331653 -0.0010365 | |
internal_weight=0 2.43942 0.121086 2.31834 | |
internal_count=1000 992 49 943 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=736 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 19 10 9 5 11 | |
split_gain=0.0119156 0.0275363 0.0367657 0.0354587 0.02415 0.0331535 0.0322933 | |
threshold=0 -0.24360075592994687 0.93067857623100292 -3.6609367132186885 1.3687919378280642 -1.2619942426681516 1.5078364014625552 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.063200419605368277 -0.026662876557951434 0.06095942312497752 -0.034633574255532776 0.0064495995247564001 -0.034787655593061559 0.052204285778025307 0.0062656699708367597 | |
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leaf_count=25 239 166 40 272 67 56 135 | |
internal_value=0 0.00808981 0.0389259 -0.000440429 -0.00600485 0.0255939 -0.0114463 | |
internal_weight=0 1.04685 0.226841 0.820009 1.40453 0.206335 1.1982 | |
internal_count=1000 503 206 297 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=737 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 7 25 17 2 13 | |
split_gain=0.0118972 0.0384571 0.0403327 0.0213542 0.054669 0.0340778 | |
threshold=1.3883623480796816 -1.6642212867736814 0.57053279876708995 -1.4139283299446104 0.45218512415885931 1.2606914639472964 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=0.084529335814379505 0.068419411022980089 -0.050934604887443072 0.054877141176672917 -0.003716789920220777 -0.013326554503406023 -0.088640582577455579 | |
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internal_value=0 0.0204834 -0.0110593 -0.00237244 0.0259197 -0.00583771 | |
internal_weight=0 0.254341 0.153401 2.17811 0.23767 1.94044 | |
internal_count=1000 96 62 904 82 822 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=738 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 15 14 9 3 7 4 | |
split_gain=0.0123702 0.0244742 0.0290912 0.017054 0.0568432 0.0276091 0.000959856 | |
threshold=-1.608339190483093 0.47169506549835211 -0.22910016030073163 1.2183623313903811 1.0971081256866457 0.88489025831222545 0.94262233376503002 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.053334544460756077 -0.0085770128456097213 -0.070294118065658204 -0.041187661427767946 0.050766408120652563 -0.017569805778782355 0.023750622598324 -0.1003478436790354 | |
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leaf_count=36 472 22 68 105 103 168 26 | |
internal_value=0 -0.0250797 -0.00396136 0.00206726 0.0185804 -0.0025591 -0.0889306 | |
internal_weight=0 0.181503 0.136392 2.23231 0.48854 1.74377 0.0451108 | |
internal_count=1000 152 104 848 208 640 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=739 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 2 0 15 17 | |
split_gain=0.0125085 0.0153165 0.0449847 0.0272377 0.00849847 | |
threshold=-2.7369303703308101 1.8555500507354739 -0.17902013659477231 0.56692674756050121 -0.023588002659380432 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.00089169425234417394 -0.012211113001106826 -0.030060465737582899 0.027523981799150318 0.016918599459619026 -0.088106064188217134 | |
leaf_weight=0.01791797626810876 1.1903397301053362 0.18088229419916502 0.54263391695569385 0.43951838577534363 0.026744844188869243 | |
leaf_count=20 473 101 198 176 32 | |
internal_value=0 0.00101926 0.0131276 -0.0043558 -0.0524017 | |
internal_weight=0 2.35337 0.723516 1.62986 0.0446628 | |
internal_count=1000 948 299 649 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=740 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 24 29 7 14 12 | |
split_gain=0.011976 0.0223038 0.0421338 0.0408025 0.0221581 0.029696 | |
threshold=1.3691098093986513 -0.40476341545581812 0.51327875256538402 0.26619952917099005 0.81121668219566356 0.18951624631881717 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 | |
right_child=4 3 -4 -5 -6 -7 | |
leaf_value=-0.033618181668694 -0.054497229392223581 -0.005928222287185105 0.014633433952476195 0.031396802544115053 0.0679039422217909 0.036501686741587928 | |
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internal_value=0 -0.00224402 -0.0158101 0.0053446 0.0221766 0.000283305 | |
internal_weight=0 2.16652 0.777175 1.38934 0.221333 0.149673 | |
internal_count=1000 903 324 579 97 69 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=741 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 30 4 30 | |
split_gain=0.0123105 0.014662 0.0309682 0.0261103 | |
threshold=-2.0384702682495113 -1.2146136760711668 1.4679937958717348 -1.1328976750373838 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.050783551800726558 -1.1772160892714894e-05 0.073645335862641895 -0.089911481367805829 -0.00040684589776986607 | |
leaf_weight=0.046828964786073235 0.11995222915622683 0.048718568295044729 0.056303394099131765 2.1003114696862033 | |
leaf_count=20 65 20 23 872 | |
internal_value=0 -0.00100217 -0.0287295 0.00127192 | |
internal_weight=0 2.32529 0.176256 2.14903 | |
internal_count=1000 980 88 892 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=742 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 9 13 7 5 2 11 | |
split_gain=0.0124965 0.0267679 0.0552319 0.0505176 0.0228579 0.0531594 0.0424515 | |
threshold=0 -1.1080552935600279 0.18501289933919909 -1.6642212867736814 -2.1253163814544673 3.3849450349807744 4.6643924713134775 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.014461009092835143 -0.051497594348943 0.019819722644944443 -0.036267809620824785 0.07557424122351665 -0.0057313827969375326 0.062418817244233885 0.064632989571917196 | |
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leaf_count=25 114 235 149 94 340 14 29 | |
internal_value=0 0.00846435 -0.00101234 0.0365478 -0.00624061 -0.0315156 0.000416698 | |
internal_weight=0 1.00579 0.752024 0.253769 1.35846 0.283215 1.07525 | |
internal_count=1000 503 384 119 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=743 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 26 15 13 22 28 22 | |
split_gain=0.0117463 0.0312417 0.0424602 0.039822 0.0311468 0.0609491 0.0414252 | |
threshold=0.26117700338363653 0.82534942030906688 0.56692674756050121 -1.1225419640541074 -0.34518295526504511 -0.78283828496932972 -0.39222112298011774 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.00038430046820863816 0.0028581301139380603 0.086038120489029674 0.055021045426873021 -0.043961987418919379 0.04501759251448284 -0.040074778309142467 0.089542734247840192 | |
leaf_weight=0.75826276104876211 0.55003676563968174 0.027221348282182589 0.2178543691633692 0.17534410279859003 0.10346665614770245 0.45147234150900328 0.055957964089884626 | |
leaf_count=344 229 8 90 80 46 187 16 | |
internal_value=0 0.00844165 0.017657 -0.0264922 -0.00594 -0.0242096 0.00651178 | |
internal_weight=0 0.970457 0.767891 0.202565 1.36916 0.554939 0.814221 | |
internal_count=1000 407 319 88 593 233 360 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=744 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.0112424 0.024811 0.020212 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.84586244821548451 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.047291285079283402 -0.073293775601093569 -0.016911309329068862 0.0057448741747496788 | |
leaf_weight=0.04927210577523089 0.046488806852495013 0.51173280348024897 1.7080816853130885 | |
leaf_count=24 20 251 705 | |
internal_value=0 -0.000992232 0.000521955 | |
internal_weight=0 2.2663 2.21981 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=745 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 3 26 31 12 24 | |
split_gain=0.0106771 0.0249212 0.0365824 0.0319784 0.0220502 0.0322095 0.0205456 | |
threshold=0 0.45788866281509405 -0.94009315967559803 -0.43240021169185633 1.3691098093986513 0.48133440315723425 -0.13472241908311841 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0077822563601995841 0.00087563002692618824 0.021637317091433496 0.047743228914994801 -0.029828672034554672 0.072205836376760091 -0.034592690243044504 -0.0048748870659583053 | |
leaf_weight=0.2069364753097036 0.82107873996093184 0.21062850202054051 0.27813578087084756 0.28286625703043633 0.066222757173818536 0.37205515262127165 0.072370746357535043 | |
leaf_count=73 315 69 252 109 27 132 23 | |
internal_value=0 0.00795917 0.0240555 -0.00786247 -0.0057989 -0.0101845 0.0319558 | |
internal_weight=0 0.978567 0.485072 0.493495 1.33173 1.19313 0.138594 | |
internal_count=1000 503 325 178 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=746 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=18 13 7 17 | |
split_gain=0.0106858 0.0137005 0.0293622 0.0190233 | |
threshold=1.7860749363899233 1.3883623480796816 -1.5511026382446287 -1.4139283299446104 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=0.026544747632144924 -0.043705473615314822 0.06687579418598992 -0.0062263841283379225 -0.0048866255287503121 | |
leaf_weight=0.21565556222407267 0.054529204599020775 0.094715421695127588 0.13085417371257779 1.7977413688505326 | |
leaf_count=78 38 34 59 791 | |
internal_value=0 0.0010983 0.0244688 -0.00152 | |
internal_weight=0 2.23897 0.22557 2.0134 | |
internal_count=1000 962 93 869 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=747 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=0 30 18 10 3 1 | |
split_gain=0.010688 0.0228262 0.0245628 0.0170242 0.0541778 0.0475042 | |
threshold=-1.608339190483093 -1.0374191403388975 0.21781289577484134 1.8433723449707033 -0.27606296539306635 0 | |
decision_type=2 2 2 2 2 1 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.069307342912883305 -0.019479359423211082 -0.0091919519733994325 -0.095327503210328859 -0.04149911925604164 0.040755291074756797 0.01402494447006254 | |
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internal_value=0 -0.0240567 -0.0384032 0.00197555 0.0199131 -0.00250905 | |
internal_weight=0 0.170415 0.147717 2.11631 0.423276 1.69303 | |
internal_count=1000 152 134 848 236 612 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=748 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=30 31 31 19 10 5 | |
split_gain=0.0115302 0.0280498 0.0270696 0.0186232 0.0184872 0.022258 | |
threshold=-0.75394436717033375 0.61904841661453258 -1.2907721400260923 -0.21885812282562253 -6.437849521636962 0.41803804039955145 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=0.033630053718095944 -0.059640569133571478 0.094479661451473657 -0.039949541205275774 -0.0075237518633149252 -0.0010304442589577076 0.025447293723992973 | |
leaf_weight=0.060753518837600495 0.045385529856957985 0.034695549208265675 0.28246946848872267 0.036972076494294015 1.3991436938278305 0.41067454078597632 | |
leaf_count=28 30 18 141 29 547 207 | |
internal_value=0 -0.0150438 -0.0269253 0.0418579 0.00339693 0.00497775 | |
internal_weight=0 0.414891 0.343223 0.0716676 1.8552 1.80982 | |
internal_count=1000 216 169 47 784 754 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=749 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 24 31 16 | |
split_gain=0.0111517 0.0140801 0.0389839 0.0358834 | |
threshold=1.9680437445640566 -0.40476341545581812 0.75718194246292125 -1.6970821619033811 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.021423571741673128 0.047601947791101953 -0.076691716467658932 0.040374612323570258 0.0079485494715800971 | |
leaf_weight=0.65781399648094563 0.048217006870799994 0.051975929123273423 0.12082817485632802 1.3794593145933043 | |
leaf_count=287 18 32 67 596 | |
internal_value=0 -0.00101162 -0.0118338 0.00487523 | |
internal_weight=0 2.21008 0.778642 1.43144 | |
internal_count=1000 982 354 628 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=750 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 5 7 6 7 9 19 | |
split_gain=0.0101398 0.0341799 0.0488062 0.0431863 0.0318032 0.0518681 0.042715 | |
threshold=-0.056552402675151818 -0.15890216827392575 -1.6289549469947813 -0.69330593943595875 1.6478592157363894 -2.2834039926528926 0.79595398902893078 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.08816091946801273 -0.048936784886208104 -0.0038552992584950925 0.077402679258275014 0.005470935613119449 0.067456273106891437 -0.0067489423140524767 -0.071169932078402984 | |
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leaf_count=51 84 39 77 315 71 344 19 | |
internal_value=0 0.00511302 0.0353659 -0.00280042 -0.00883287 -0.0173256 0.036765 | |
internal_weight=0 1.42771 0.296023 1.13169 0.821258 0.692313 0.128945 | |
internal_count=1000 515 116 399 485 395 90 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=751 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 5 25 2 9 | |
split_gain=0.0109788 0.0665508 0.037154 0.0336601 0.029167 0.0320768 | |
threshold=-1.6822952032089231 -0.89385390281677235 1.5062254071235659 -1.0904499888420103 -2.481732845306396 -2.1211913824081416 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.090847896229787242 0.063639138748559643 0.083385931666761212 -0.027780673926658634 -0.00077762671128403429 0.030560138440350111 -0.011969460502878533 | |
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internal_value=0 0.0122208 0.0609025 -0.012462 -0.00402566 -0.006606 | |
internal_weight=0 0.553851 0.186338 0.367512 1.67052 1.60916 | |
internal_count=1000 308 154 154 692 672 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=752 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 21 9 6 11 | |
split_gain=0.0107287 0.0228279 0.0318353 0.030119 0.0203384 0.0302501 0.0263703 | |
threshold=0 0.45788866281509405 -0.63245621323585499 -0.81699246168136586 1.3687919378280642 -1.5258474349975584 1.5078364014625552 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-5.4892516632670301e-05 -0.025811075882174701 -0.052570055666066852 0.052635775479315174 0.0067140976300807086 -0.04607938639363944 0.047967089427031345 0.0054809680039053753 | |
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leaf_count=192 239 32 133 146 57 66 135 | |
internal_value=0 0.0081335 0.0239654 -0.00722593 -0.00597438 0.0247606 -0.0112014 | |
internal_weight=0 0.938763 0.462271 0.476492 1.26598 0.184009 1.08198 | |
internal_count=1000 503 325 178 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=753 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=22 22 5 21 17 19 | |
split_gain=0.0107258 0.0277775 0.0292724 0.0277465 0.0358875 0.0335235 | |
threshold=0.26117700338363653 0.22058840095996859 -3.3947547674179073 0.29127179086208349 -1.6738155484199522 0.29234795272350317 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.074460699469175551 0.078151081500800412 -0.084017478136525686 0.0002295691518409391 0.053008016095141178 -0.014443470939428792 -0.007838343255957848 | |
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leaf_count=41 21 20 532 99 223 64 | |
internal_value=0 -0.00586701 -0.00308943 0.00833935 -0.0064372 0.0289978 | |
internal_weight=0 1.27966 1.23574 0.908945 0.529911 0.379034 | |
internal_count=1000 593 573 407 244 163 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=754 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 13 2 11 2 6 | |
split_gain=0.0107664 0.0482797 0.0440329 0.0345056 0.0334146 0.0382574 0.0307941 | |
threshold=0.12808340787887576 -1.3023312687873838 -0.4607954323291778 2.561444997787476 2.6943253278732304 0.19187331199645999 -2.2170965671539302 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=0.051937934998289165 0.079906341557212296 0.028726119793113309 -0.017935728796474395 -0.054625781691817421 0.084190681322956151 0.0022979994733580726 -0.023891578978350238 | |
leaf_weight=0.057839711286234774 0.12777514310369043 0.31237602972142042 0.57355865293835762 0.022408565051478035 0.071308116326690651 0.28522210030928363 0.72274652055728716 | |
leaf_count=37 117 129 255 10 20 103 329 | |
internal_value=0 0.00740467 -0.001483 0.0598331 -0.00668758 0.018677 -0.0182728 | |
internal_weight=0 1.03612 0.885935 0.150184 1.13712 0.35653 0.780586 | |
internal_count=1000 511 384 127 489 123 366 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=755 | |
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num_cat=0 | |
split_feature=29 22 20 | |
split_gain=0.0112355 0.0130213 0.0151104 | |
threshold=-2.0384702682495113 1.9384591579437258 -1.0864183306694029 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=0.051189772552900838 0.018688115933196258 0.050940382340333046 -0.0056754163876114897 | |
leaf_weight=0.042122643377297542 0.29749638562657033 0.04723999857473149 1.7639182068751962 | |
leaf_count=20 130 23 827 | |
internal_value=0 -0.000969765 -0.00215935 | |
internal_weight=0 2.10865 2.06141 | |
internal_count=1000 980 957 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=756 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=29 17 27 1 10 6 31 | |
split_gain=0.0105667 0.037172 0.0415208 0.034653 0.0547974 0.0422204 0.0298572 | |
threshold=-0.12295129895210265 0.68529933691024791 -1.4307758212089536 0 1.8647432923316958 -0.49244356155395502 -0.54177838563919056 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=3 2 -2 4 -1 -5 -3 | |
right_child=1 6 -4 5 -6 -7 -8 | |
leaf_value=-0.031355965118755373 -0.09076726066768627 -0.091077382386193895 0.0069508774221740677 -0.016227747201318962 0.042152105380145452 0.051968582635417107 -0.016318516169230572 | |
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internal_value=0 -0.00591339 0.00252744 0.00830273 -0.00972252 0.0296488 -0.0412432 | |
internal_weight=0 1.24649 1.00612 0.900619 0.488292 0.412327 0.240376 | |
internal_count=1000 552 433 448 252 196 119 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=757 | |
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num_cat=0 | |
split_feature=27 3 2 25 20 27 | |
split_gain=0.0104724 0.0332777 0.0330757 0.0272922 0.0385574 0.030556 | |
threshold=-0.56510543823242176 -1.7815890312194822 3.0348654985427861 -0.69616228342056263 0.37240926921367651 0.32765662670135504 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=-0.076201602828038228 0.040625255953392544 0.0090002513130016375 0.088114037621073657 -0.029802417592516745 -0.025324053927594781 0.0036124214541201263 | |
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internal_value=0 0.0107889 0.0168167 -0.00455209 0.0180324 -0.0126679 | |
internal_weight=0 0.634634 0.593508 1.489 0.393626 1.09537 | |
internal_count=1000 292 259 708 164 544 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=758 | |
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num_cat=0 | |
split_feature=20 5 12 0 | |
split_gain=0.0109752 0.0121286 0.0329481 0.0172626 | |
threshold=1.9680437445640566 -3.3303779363632198 0.095968864858150496 3.7561185359954838 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.081523123226566033 0.048477264989037483 -0.0011270731505080849 0.020482284415089827 0.044459787087488226 | |
leaf_weight=0.063954226929440083 0.045753400887406204 1.8480250761176824 0.062719037712099635 0.086976324692386808 | |
leaf_count=43 18 863 43 33 | |
internal_value=0 -0.00104043 -0.0310177 0.000922009 | |
internal_weight=0 2.06167 0.126673 1.935 | |
internal_count=1000 982 86 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=759 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 11 21 16 3 9 | |
split_gain=0.010123 0.056481 0.0301001 0.0294615 0.0241914 0.0400274 0.0340742 | |
threshold=-1.6822952032089231 -0.89385390281677235 -3.5487818717956539 -1.0367856621742246 0.5102781653404237 2.2420258522033696 1.2183623313903811 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.059031798854723372 -0.023886330900239429 -0.011277024939484973 0.085914250075016019 -0.022977592479414947 0.0021147937382689826 0.080102422714530663 0.014198038019191745 | |
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leaf_count=22 304 55 99 132 166 47 175 | |
internal_value=0 0.0122937 0.0604485 -0.0107262 -0.00390209 0.0145771 -0.0121301 | |
internal_weight=0 0.509519 0.164792 0.344726 1.59105 0.490173 1.10087 | |
internal_count=1000 308 154 154 692 213 479 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=760 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=25 21 7 31 4 4 16 | |
split_gain=0.0104348 0.0281584 0.0408411 0.0386061 0.0251755 0.0444099 0.0389756 | |
threshold=0.10375598073005678 0.099660724401474013 -1.6289549469947813 -0.023028294555842873 1.5504462718963625 1.1301271319389345 -0.095849983394145952 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.0079903015327566981 0.055825744651881927 -0.051631480597456536 0.011977649547652531 -0.0015994734766596884 0.0080006190124899037 0.054005041118429901 -0.076019061866058293 | |
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internal_value=0 0.00802313 -0.00995795 0.0250933 -0.00624347 0.000902135 -0.0365604 | |
internal_weight=0 0.917389 0.446774 0.470615 1.16213 0.940462 0.221664 | |
internal_count=1000 463 227 236 537 435 102 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=761 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 5 2 21 7 24 22 | |
split_gain=0.0108442 0.0232774 0.0427476 0.0308528 0.0217722 0.0337513 0.0263141 | |
threshold=0 -1.2619942426681516 2.1161124706268315 -0.47198067605495447 -0.24360075592994687 1.6863377690315249 0.18504730612039569 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.005734406489423134 -0.044878511320061043 0.032199701080949925 0.024803804272370861 -0.010386055528752235 0.012515700650515738 0.081386281175111916 0.092481810845663578 | |
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leaf_count=282 153 90 51 203 124 15 82 | |
internal_value=0 -0.00622128 -0.0247974 0.00440024 0.00845313 0.000278748 0.0387663 | |
internal_weight=0 1.17976 0.429172 0.750584 0.878649 0.692033 0.186617 | |
internal_count=1000 497 204 293 503 297 206 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=762 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=0 15 2 25 9 4 | |
split_gain=0.0104568 0.0195464 0.0255996 0.0170102 0.0180598 0.000913478 | |
threshold=-1.608339190483093 0.47169506549835211 1.4031839370727541 -2.5403696298599239 0.31265056133270269 0.78594249486923229 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 -3 | |
right_child=3 5 -4 4 -6 -7 | |
leaf_value=0.019280398100303294 0.10082531083117496 -0.066787262952639426 -0.097148390293504555 -0.0070772212896997371 0.012868246348655604 -0.10026422637557252 | |
leaf_weight=0.090701197700795766 0.017284218221902958 0.012287431115055369 0.023850777522891775 1.0986703081020075 0.77362918906679579 0.024212081736258995 | |
leaf_count=63 3 19 41 485 360 29 | |
internal_value=0 -0.0252666 -0.00496115 0.0020758 0.00116419 -0.0889943 | |
internal_weight=0 0.151051 0.114552 1.88958 1.8723 0.0364995 | |
internal_count=1000 152 104 848 845 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=763 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.00999832 0.022685 0.0160923 | |
threshold=-2.0173729658126827 -1.7747542858123777 -2.0779349803924556 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.048136034974670699 -0.074697860145989906 -0.035737290594803343 0.0028380548434043338 | |
leaf_weight=0.042321522426221114 0.04088977340109079 0.11491998091504929 1.8338880213064563 | |
leaf_count=24 20 103 853 | |
internal_value=0 -0.000983382 0.000563291 | |
internal_weight=0 1.9897 1.94881 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=764 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 17 9 20 5 17 | |
split_gain=0.0098646 0.043681 0.034033 0.027484 0.0346531 0.03417 0.0191396 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -1.8577739000320432 0.1286912485957146 1.4048260450363161 -0.85117408633232106 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=0.023213330293787214 0.089944625157251046 0.054051325694714082 0.0053129759198560344 -0.017191751498255595 -0.018772945067900067 0.045109223773082796 -0.053356487675716074 | |
leaf_weight=0.042557763576780872 0.063378844098224474 0.20157220004330867 0.49534809049707496 0.93266487348871818 0.054555402833102562 0.097210813635563831 0.1401550097530162 | |
leaf_count=22 27 128 274 394 28 55 72 | |
internal_value=0 0.00799964 0.0194097 -0.00607471 0.0396528 -0.0113111 -0.0355217 | |
internal_weight=0 0.879633 0.69692 1.14781 0.117934 1.02988 0.182713 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=765 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=20 11 24 19 30 3 | |
split_gain=0.0100481 0.0284037 0.0364745 0.0330219 0.0210748 0.0277163 | |
threshold=0.35997511446475988 0.77870225906372081 1.2938926815986636 0.12578448653221133 1.7675892114639284 -2.0135819911956783 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 | |
right_child=1 3 -4 -5 -6 -7 | |
leaf_value=-0.068658272687296185 -0.02403080371947321 7.5033200103452388e-05 0.080662061864122156 0.060392279980757295 -0.061452960287482053 0.0010873408055529297 | |
leaf_weight=0.059817212499871597 0.28413017461248546 0.18914844206211257 0.037692497087846277 0.1745020874856209 0.06308320964296843 1.2000909573552827 | |
leaf_count=71 191 89 17 70 18 544 | |
internal_value=0 0.00986946 -0.011769 0.029019 -0.00504817 -0.002224 | |
internal_weight=0 0.685473 0.321823 0.363651 1.32299 1.25991 | |
internal_count=1000 367 208 159 633 615 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=766 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 15 11 0 5 26 0 | |
split_gain=0.00993902 0.0218773 0.0339593 0.0276771 0.0210935 0.0377416 0.0305311 | |
threshold=0 -0.94553837180137623 3.1882516145706181 0.05741167068481446 -1.2619942426681516 -0.0044701920123770824 -0.82265067100524891 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.00991192799445266 0.0017654949178815254 -0.004768700849856213 -0.083326869036770057 0.035592488838960379 -0.050134095829325799 -0.059244199553414971 0.011921490993607176 | |
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leaf_count=74 91 175 20 234 63 113 230 | |
internal_value=0 0.00823792 -0.0239855 0.0162296 -0.00603973 -0.02402 0.00421259 | |
internal_weight=0 0.849541 0.168824 0.680717 1.14428 0.415531 0.728747 | |
internal_count=1000 503 94 409 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=767 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 4 9 7 7 2 | |
split_gain=0.00942059 0.0359794 0.036952 0.0211595 0.0197265 0.0240225 0.0228398 | |
threshold=1.0618134737014773 -1.5804541110992429 0.4314530491828919 1.6154040694236758 -3.3866791725158687 -3.9560654163360591 3.5605782270431523 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=0.0052945116000115457 0.026833046614161589 0.071255981811306587 0.0057648732854811598 -0.074215869353901162 -0.004192974728779374 -0.10049839772886299 0.054993299685118804 | |
leaf_weight=0.040654882816198779 0.029840494084737657 0.11912801790384731 0.31124967964713601 0.067818485515587668 1.293825996576089 0.045468994801922125 0.068660599277848067 | |
leaf_count=32 22 89 127 85 577 16 52 | |
internal_value=0 0.0114583 0.0238927 -0.0433396 -0.00414426 -0.0505587 -0.00121037 | |
internal_weight=0 0.528037 0.430378 0.097659 1.44861 0.0861239 1.36249 | |
internal_count=1000 323 216 107 677 48 629 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=768 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 22 11 2 | |
split_gain=0.00966101 0.0107508 0.0135515 0.00725218 | |
threshold=-3.7824122905731197 -1.9304726123809812 -5.2096197605133048 2.8269519805908208 | |
decision_type=2 2 2 2 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.07405808291403515 0.047793169235673803 -0.03807524914803008 0.0018938438592593359 0.00064931276245848901 | |
leaf_weight=0.030345187348103875 0.048244029822342216 0.089096968892874773 1.7702737931312338 0.022724842045221294 | |
leaf_count=29 29 93 830 19 | |
internal_value=0 0.00118785 -2.13874e-05 -0.042068 | |
internal_weight=0 1.90761 1.85937 0.05307 | |
internal_count=1000 952 923 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=769 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 7 2 9 24 9 | |
split_gain=0.00969253 0.0473722 0.0282811 0.0240133 0.0219336 0.0346411 0.0336046 | |
threshold=-1.6822952032089231 -0.92759951949119557 1.5853881835937502 2.885846853256226 -1.6665836572647093 0.46330842375755316 1.0618134737014773 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.023913084907669954 0.0015188321254331815 0.071911239022119225 0.054347162581408648 -0.044106726842985486 -0.023357514238151474 0.084990568466958127 0.010611882856091418 | |
leaf_weight=0.25931381953614618 0.20486035865834384 0.13849340301200652 0.056179513248139301 0.020478209866269026 0.72520189936779977 0.065650861189851639 0.48664498065857664 | |
leaf_count=121 86 149 29 9 302 34 270 | |
internal_value=0 0.0124524 -0.00997738 0.0569662 -0.00396924 0.0217767 -0.00971632 | |
internal_weight=0 0.474465 0.315493 0.158972 1.48236 0.270511 1.21185 | |
internal_count=1000 308 150 158 692 120 572 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=770 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=10 7 5 6 7 20 | |
split_gain=0.00911778 0.0298223 0.019621 0.0383155 0.0297108 0.00667436 | |
threshold=-4.9047172069549552 0.13221701979637149 0.45862978696823126 -1.5804541110992429 -2.499995112419128 -0.024089548736810681 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 | |
right_child=2 -3 4 -5 -6 -7 | |
leaf_value=-0.099161776426902021 -0.069133874861204855 0.022557238534242473 -0.03133446863141677 0.00068843683876293449 0.037505456334346182 -0.036288396899530076 | |
leaf_weight=0.038215492881136015 0.083446236327585299 0.066732262705045287 0.080153911579969872 1.3514131342828077 0.28783573262631357 0.030247830978169188 | |
leaf_count=25 94 31 41 585 200 24 | |
internal_value=0 -0.0250146 0.00191099 -0.00337218 0.022511 -0.0713836 | |
internal_weight=0 0.135196 1.80285 1.43486 0.36799 0.0684633 | |
internal_count=1000 80 920 679 241 49 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=771 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=9 4 9 11 | |
split_gain=0.00960022 0.0157932 0.0332439 0.020199 | |
threshold=-4.2942843437194815 -3.8757916688919063 -2.1211913824081416 -1.102678596973419 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.05523902731369127 -0.062954743630071419 -0.018962331087374718 0.087579522900900625 0.0052295854296790997 | |
leaf_weight=0.030938223282646615 0.020213627190969419 0.46272417395715582 0.053495784350069076 1.358128596790263 | |
leaf_count=20 14 320 64 582 | |
internal_value=0 0.000918794 0.0462979 -0.000918185 | |
internal_weight=0 1.89456 0.0737094 1.82085 | |
internal_count=1000 980 78 902 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=772 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 7 25 30 26 6 | |
split_gain=0.00925979 0.0319937 0.0247513 0.0147275 0.0269183 0.0219084 | |
threshold=1.3883623480796816 -1.6642212867736814 0.57053279876708995 0.55339282751083385 -0.13672201335430142 -2.9369398355484004 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=0.076898074884998002 0.070096967594870316 -0.048118119129123199 0.048476856033643934 0.0067938648891630723 -0.041005667939802426 0.00098673776481643925 | |
leaf_weight=0.039246883881101868 0.078236591869426775 0.072704822317518958 0.041765547822024018 0.23303699746320916 0.23828186416291419 1.2148196087050589 | |
leaf_count=64 34 43 19 123 140 577 | |
internal_value=0 0.0208108 -0.0128746 -0.0023015 -0.0173719 0.00336244 | |
internal_weight=0 0.192707 0.11447 1.72539 0.471319 1.25407 | |
internal_count=1000 96 62 904 263 641 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=773 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=20 9 4 | |
split_gain=0.00898788 0.0100325 0.0140627 | |
threshold=1.9680437445640566 -4.1324503421783438 -3.8757916688919063 | |
decision_type=2 2 2 | |
left_child=1 -1 -3 | |
right_child=-2 2 -4 | |
leaf_value=-0.055569149412085239 0.046341577297406983 0.044343956555627027 -0.0017384453725390271 | |
leaf_weight=0.033085125719537589 0.040995725400534977 0.068805981658698445 1.763084412322917 | |
leaf_count=23 18 77 882 | |
internal_value=0 -0.000993262 -7.58587e-06 | |
internal_weight=0 1.86498 1.83189 | |
internal_count=1000 982 959 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=774 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 22 4 6 10 11 | |
split_gain=0.00884591 0.0204805 0.0257103 0.0255231 0.0184785 0.0390979 0.0270746 | |
threshold=0 -0.80342191457748402 0.11495012417435647 1.5504462718963625 0.77008655667305004 -1.9995312094688413 0.10654639080166818 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.013127083171066936 -0.021406913351256229 0.0071954625968964243 0.073767602108345792 -0.031236152893417104 0.045773836083489366 -0.044341220628997577 0.016908004126546323 | |
leaf_weight=0.36560591119231822 0.2983655974727204 0.15695773756917242 0.092025746456933177 0.20097016054507755 0.059854181927221362 0.2461247429132527 0.48295764506115546 | |
leaf_count=181 173 136 107 79 17 138 169 | |
internal_value=0 0.00789606 0.0318009 -0.002609 -0.00588149 -0.0267133 0.0022766 | |
internal_weight=0 0.81556 0.248983 0.566576 1.0873 0.305979 0.781323 | |
internal_count=1000 503 243 260 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=775 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 29 29 7 15 | |
split_gain=0.00911722 0.0302565 0.0267184 0.0179627 0.0209324 0.0114397 0.00948824 | |
threshold=2.090929508209229 0.44619986414909368 2.3993561267852788 -1.5866907835006712 -1.1724481582641599 -0.7118559181690215 -0.35176825523376459 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 5 -3 6 -5 -2 -1 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.091279506634322341 -0.099438589548433279 -0.025772268703793233 0.07475022857233958 -0.057453860346058032 0.0024917171839051338 -0.015426828304003486 0.014946467447272214 | |
leaf_weight=0.033178903273437754 0.048411230316646403 0.071746135544344725 0.041873484720213128 0.060487999615656096 1.5753003019417304 0.024366056846702233 0.031979086751917296 | |
leaf_count=16 44 55 30 37 763 21 34 | |
internal_value=0 -0.0209705 0.0112744 0.00232604 0.000275056 -0.0713112 0.0538158 | |
internal_weight=0 0.186397 0.11362 1.70095 1.63579 0.0727773 0.065158 | |
internal_count=1000 150 85 850 800 65 50 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=776 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=22 27 22 28 15 | |
split_gain=0.00925381 0.033078 0.022633 0.0171531 0.0144322 | |
threshold=-1.4049233794212339 0.59481739997863781 -1.3087224364280698 -0.19637223333120343 -1.9646769762039182 | |
decision_type=2 2 2 2 2 | |
left_child=1 3 -2 -1 -4 | |
right_child=2 -3 4 -5 -6 | |
leaf_value=0.038912647364921421 -0.098013706046073498 0.094533082910742916 -0.056882143899645909 -0.046660231864676473 0.00087563124058932643 | |
leaf_weight=0.041874707626845975 0.024200232503062469 0.045753295678423456 0.044415697320573488 0.053164566314535588 1.6660825468174243 | |
leaf_count=26 12 20 23 34 885 | |
internal_value=0 0.0246745 -0.00198279 -0.00895646 -0.000624138 | |
internal_weight=0 0.140793 1.7347 0.0950393 1.7105 | |
internal_count=1000 80 920 60 908 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=777 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=22 22 26 22 18 22 | |
split_gain=0.00919282 0.0348905 0.0273647 0.0263512 0.0194775 0.00312918 | |
threshold=-1.0270571708679197 -1.0524309277534483 -0.82819029688835133 -0.91528546810150135 0.31057116389274603 -0.96881815791130055 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.055818127179020183 -0.094612340330890415 0.10076421194849666 -0.020362519963235369 -0.0089791101182974745 0.014373498283857464 -0.047078175160174172 | |
leaf_weight=0.066347534149144849 0.027456388113932917 0.04205347489914868 0.16297884080307767 0.97661750537635306 0.56308506251124868 0.027943950632106751 | |
leaf_count=33 20 8 107 505 307 20 | |
internal_value=0 0.0170323 0.00167768 -0.00287688 -0.000438821 -0.0706361 | |
internal_weight=0 0.27138 0.229326 1.5951 1.5397 0.0554003 | |
internal_count=1000 148 140 852 812 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=778 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=3 29 22 15 12 10 9 | |
split_gain=0.00952527 0.0322172 0.0287337 0.0177329 0.0288506 0.0247841 0.0165995 | |
threshold=-0.63477313518524159 -0.19991248100996015 -0.81563633680343617 0.91133132576942455 0.060263073071837432 -5.3222155570983878 -1.4426879882812498 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 5 -5 -2 -1 | |
right_child=3 2 -4 4 -6 -7 -8 | |
leaf_value=0.062164680694059594 -0.074394207994009573 0.01854718952947974 -0.053342598255175344 0.05871962872152317 -0.014728395119339247 0.0022656080331884369 0.00028720361486594585 | |
leaf_weight=0.05935081537336373 0.043881520308786892 0.076008558088517475 0.20704306862454136 0.13698863359829605 0.087730525072373666 1.0833928411940261 0.16085272237506842 | |
leaf_count=25 20 40 125 73 42 569 106 | |
internal_value=0 -0.0117212 -0.0340379 0.00439485 0.0300455 -0.000718536 0.0169649 | |
internal_weight=0 0.503255 0.283052 1.35199 0.224719 1.12727 0.220204 | |
internal_count=1000 296 165 704 115 589 131 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=779 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 15 14 9 6 6 31 | |
split_gain=0.00900297 0.0169505 0.0223717 0.0143321 0.0343133 0.0251024 0.000913493 | |
threshold=-1.608339190483093 0.47169506549835211 -0.22910016030073163 0.31265056133270269 -2.2170965671539302 -1.3626608252525327 -0.22304667532443997 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.052190507596846208 0.030749058061669221 -0.064511676836518358 -0.042292703549969522 -0.054663930931390152 0.020127587700767842 -0.012604116604166377 -0.099443058308370483 | |
leaf_weight=0.041459006140343035 0.15884602491280464 0.011523875664465777 0.063358164508535819 0.067879119337248994 0.63694233968199399 0.83898556343391906 0.021367956934003729 | |
leaf_count=36 88 17 68 61 300 399 31 | |
internal_value=0 -0.0245746 -0.00492115 0.0020082 0.0129247 -0.00570267 -0.0872046 | |
internal_weight=0 0.137709 0.104817 1.70265 0.704821 0.997832 0.0328918 | |
internal_count=1000 152 104 848 361 487 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=780 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 26 9 11 5 31 | |
split_gain=0.00942573 0.0383856 0.0345768 0.0221932 0.0370665 0.0288004 0.0160612 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.81025269627571095 -1.8577739000320432 2.5579682588577275 1.4048260450363161 0.61175003647804271 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.054320455369443604 -0.048299001748838437 -0.022527893076561542 0.03252895260889991 -0.016723946942176989 0.07958963423472748 0.043591783975458737 0.017021124930681763 | |
leaf_weight=0.1182227797894484 0.033661571899756271 0.14974345811984335 0.47878173682643788 0.84867328773444572 0.06936127047674745 0.087310237817479042 0.043047111722785303 | |
leaf_count=66 20 76 326 394 35 55 28 | |
internal_value=0 0.00824474 0.0194119 -0.0062488 0.0378034 -0.0110976 -0.0352775 | |
internal_weight=0 0.789795 0.628525 1.03901 0.103023 0.935984 0.16127 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=781 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 26 3 5 2 11 | |
split_gain=0.00849048 0.0196206 0.0318778 0.0296585 0.0185034 0.0341416 0.0272636 | |
threshold=0 -0.29410147666931147 -0.25996835529804224 -0.81044566631317128 -1.2619942426681516 2.1161124706268315 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.0070865107837705769 -0.04260075319711823 0.022593823997906329 -0.028107164965476383 0.058648663137720686 -0.0040503157887390399 0.023639340689692034 0.05423914590108736 | |
leaf_weight=0.12422581296959812 0.2697791373866103 0.23682433971205796 0.2603246512722015 0.1533807828275684 0.5638903728293696 0.10935076316042114 0.093555148358063889 | |
leaf_count=58 153 102 133 210 261 51 32 | |
internal_value=0 0.00793674 -0.00395499 0.0292329 -0.00590155 -0.0234954 0.00424433 | |
internal_weight=0 0.774756 0.497149 0.277607 1.03658 0.37913 0.657446 | |
internal_count=1000 503 235 268 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=782 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 21 2 4 6 28 | |
split_gain=0.0091878 0.0170015 0.014185 0.0168556 0.011165 0.00192143 | |
threshold=-5.2096197605133048 -0.17300483584403989 -2.481732845306396 -1.6822952032089231 0.35712581872940069 0.51755946874618541 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.055468784439819341 0.054162315117120052 -0.023305040613158537 0.018757931721098162 -0.0053790624448911513 0.084399070098904683 -0.097454928109444949 | |
leaf_weight=0.022597509981039821 0.049909619456229737 0.028742168523308576 0.37337044187136559 1.2852186194229762 0.014470559284745832 0.021055659867670329 | |
leaf_count=27 19 40 247 638 16 13 | |
internal_value=0 -0.0317037 0.00163512 5.44957e-05 0.0127616 -0.0757204 | |
internal_weight=0 0.0868659 1.7085 1.65859 0.0432127 0.0436532 | |
internal_count=1000 96 904 885 56 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=783 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 13 6 21 13 7 28 | |
split_gain=0.00902411 0.0339012 0.0452081 0.0437435 0.0253003 0.0332645 0.0297713 | |
threshold=0.12808340787887576 -0.4607954323291778 -0.60408353805541981 -0.83757761120796193 -0.049947589635848992 1.332841753959656 -0.24724199622869489 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.062633513806643948 -0.024752227827877508 -0.058023163619105422 0.060617946236161339 0.0082185506803315583 -0.0028950100539968512 0.068469342405029388 -0.005038938587649068 | |
leaf_weight=0.14292906284146056 0.088773862202398135 0.12927177381703192 0.20590614699113985 0.43563868422592833 0.46916205399490352 0.075879697363227194 0.24121981932285053 | |
leaf_count=94 72 77 89 273 217 53 125 | |
internal_value=0 0.00740331 0.0348997 -0.00693993 -0.00681285 0.0070402 -0.026468 | |
internal_weight=0 0.85959 0.29468 0.56491 0.929191 0.545042 0.384149 | |
internal_count=1000 511 161 350 489 270 219 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=784 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 0 4 18 5 7 6 | |
split_gain=0.0085924 0.0235181 0.0302783 0.0221601 0.0208472 0.0367345 0.0279447 | |
threshold=-1.102678596973419 1.5746666789054873 -4.3594760894775382 0.56031513214111339 -0.15890216827392575 0.26619952917099005 -1.5804541110992429 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.081389854985889576 -0.071786709271356844 0.057354678582387575 -0.03134635881596913 -0.038537699098405126 0.007045801637574645 0.086493061415111927 0.0012651971621144226 | |
leaf_weight=0.025591500805280276 0.055536603430660025 0.079663898935450561 0.34482840670914794 0.034551559685183975 0.2337176850599797 0.077496978973620401 0.9167769138701658 | |
leaf_count=32 59 47 280 29 99 56 398 | |
internal_value=0 -0.0113254 -0.0235577 0.0283461 0.00430282 0.0268293 -0.00290738 | |
internal_weight=0 0.484635 0.37042 0.114215 1.28353 0.311215 0.972314 | |
internal_count=1000 388 312 76 612 155 457 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=785 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 30 13 10 7 9 | |
split_gain=0.00854898 0.0171249 0.0189474 0.0169337 0.018881 0.0168519 | |
threshold=-2.0779349803924556 1.2851886153221133 0.28954052925109869 0.69830441474914562 -2.702191829681396 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 5 -3 4 -1 -2 | |
right_child=1 2 -4 -5 -6 -7 | |
leaf_value=0.081629931699497699 -0.022298483232578045 -0.052080286881644289 0.022863621040887343 -0.10026806443458314 -0.03192466767485963 0.0092847042794685485 | |
leaf_weight=0.019053247116744387 0.19436905289364848 0.11109706175663792 0.048445047561926913 0.024550439286286974 0.06325241863813702 1.2914364440846489 | |
leaf_count=16 116 53 38 27 65 685 | |
internal_value=0 0.00181003 -0.0293235 -0.0273791 -0.00563749 0.00515308 | |
internal_weight=0 1.64535 0.159542 0.106856 0.0823057 1.48581 | |
internal_count=1000 892 91 108 81 801 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=786 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 20 0 | |
split_gain=0.0117002 0.0135713 0.011109 | |
threshold=-8.2502570152282697 1.8299899697303774 3.7561185359954838 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.07725516811472731 -0.0021940287973721108 0.06014171395172984 0.037167300026955945 | |
leaf_weight=0.019376641077769929 1.6108493823897339 0.037804201895823897 0.075043087416361121 | |
leaf_count=16 925 24 35 | |
internal_value=0 0.000886762 -0.000441962 | |
internal_weight=0 1.7237 1.68589 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=787 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=30 0 3 3 26 | |
split_gain=0.00868675 0.0151327 0.0105469 0.0425826 0.0190172 | |
threshold=-1.4530475735664365 1.0968533754348757 2.6622943878173833 3.0217821598052983 -1.1052824258804319 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 4 -4 -2 | |
right_child=2 -3 3 -5 -6 | |
leaf_value=-0.071379486322260932 -0.029558842229632201 0.014178654651263532 0.083520081785434547 -0.018096763035016242 0.0034028135721523335 | |
leaf_weight=0.044391829354225476 0.20262859064087013 0.038689509693785595 0.071988512391726434 0.096541830305366005 1.2854197117217463 | |
leaf_count=30 107 26 42 89 706 | |
internal_value=0 -0.0315366 0.00159966 0.0253093 -0.0010856 | |
internal_weight=0 0.0830813 1.65658 0.16853 1.48805 | |
internal_count=1000 56 944 131 813 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=788 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 30 2 11 6 9 | |
split_gain=0.00837382 0.0340292 0.0418044 0.0228433 0.0184203 0.0237109 0.0219897 | |
threshold=1.2183623313903811 0.4314530491828919 0.87502706050872814 2.5457446575164799 5.1782035827636728 1.6137331724166872 0.90029591321945202 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=-0.0043668325955678738 0.073153137732745385 0.0097568563364112317 -0.089724555631235631 -0.026626097836724108 0.067969363778361963 -0.011829836522996582 -0.056560213170707065 | |
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leaf_count=591 115 145 29 14 26 34 46 | |
internal_value=0 0.011914 -0.00704917 0.0525937 -0.00404729 0.0290166 -0.00836747 | |
internal_weight=0 0.441125 0.300872 0.140254 1.28956 0.149024 1.14053 | |
internal_count=1000 303 174 129 697 60 637 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=789 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 9 6 10 0 | |
split_gain=0.00879973 0.0191004 0.0267575 0.0205115 0.0171185 0.0175361 0.012728 | |
threshold=0 -0.24360075592994687 1.6863377690315249 -1.1080552935600279 1.8600274920463564 1.8647432923316958 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0057993528468314078 -0.0088998971628060971 0.10016966332489485 0.079893433460287502 0.017628035849508686 -0.10020016928509159 0.028536781023251592 -0.0062250387971337241 | |
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internal_value=0 0.00831147 -1.6564e-05 0.0395924 -0.0061689 -0.00284584 -0.058658 | |
internal_weight=0 0.733197 0.579038 0.154159 0.981425 0.922991 0.0584341 | |
internal_count=1000 503 297 206 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=790 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=20 14 22 30 31 20 | |
split_gain=0.00841929 0.0381199 0.0198873 0.0185104 0.0179091 0.0170995 | |
threshold=-1.0864183306694029 0.032352834939956672 -0.033743918873369687 -1.713110029697418 0.59073963761329662 -0.97539258003234852 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -2 -3 -5 | |
right_child=3 4 -4 5 -6 -7 | |
leaf_value=0.085037157745831093 -0.067771118375693648 -0.05656247130808395 0.0086910092794642724 -0.064277067822250691 0.033838660606223647 0.00102262317856727 | |
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internal_value=0 0.0173265 0.051566 -0.00282829 -0.0287726 -0.000878153 | |
internal_weight=0 0.241509 0.13858 1.46157 0.102929 1.41896 | |
internal_count=1000 136 62 864 74 836 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=791 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 28 19 13 20 21 | |
split_gain=0.00863696 0.0228425 0.0235027 0.0180415 0.016419 0.00335714 | |
threshold=-1.2598152160644529 0.039898073300719268 -0.29766309261322016 -1.187853932380676 -1.1364628076553343 -0.32174067199230189 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 -3 | |
right_child=3 5 -4 4 -6 -7 | |
leaf_value=-0.072336628723210547 -0.075749071233496945 0.099315290346922602 0.033107678158245592 0.029833170344648236 -0.0041410235370925056 0.050495427843535327 | |
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leaf_count=20 16 15 33 106 782 28 | |
internal_value=0 0.0233408 -0.00839323 -0.00215967 -0.000574461 0.072881 | |
internal_weight=0 0.145298 0.0885656 1.54658 1.51396 0.0567327 | |
internal_count=1000 96 53 904 888 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=792 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 4 7 6 9 10 | |
split_gain=0.00823091 0.0274311 0.0315222 0.0206386 0.030029 0.0278999 | |
threshold=-0.24213722348213193 -3.3705158233642574 -2.702191829681396 1.7042843699455263 -2.3239196538925166 1.0763437151908877 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.063950849714623545 -0.038863731612627087 0.026652960474179806 -0.029808654147932864 -0.087758733951618623 0.016359045381356109 0.0071351767200469769 | |
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leaf_count=38 71 81 245 27 455 83 | |
internal_value=0 -0.00959074 -0.016001 0.00511272 0.0100581 -0.0327813 | |
internal_weight=0 0.58188 0.535226 1.1013 0.974168 0.127135 | |
internal_count=1000 364 326 636 526 110 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=793 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 6 9 26 2 29 | |
split_gain=0.00857754 0.0293604 0.0347708 0.0282902 0.0220231 0.026501 0.0140409 | |
threshold=-0.53437867760658253 0 -0.75322550535202015 2.2335890531539921 -0.85785791277885426 -0.49497580528259272 0.57423835992813121 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.00025620875773542829 0.027186166243364281 0.013320786897887796 -0.02353097704688072 0.091686458960208411 0.044474073149090382 -0.040016108044817443 0.088178316481503621 | |
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leaf_count=44 110 258 295 41 45 190 17 | |
internal_value=0 0.00375822 -0.0102464 0.0197365 -0.0137157 -0.0267392 0.0335924 | |
internal_weight=0 1.31208 0.699225 0.612854 0.357449 0.280288 0.077161 | |
internal_count=1000 704 405 299 296 235 61 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=794 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 27 3 27 | |
split_gain=0.00836004 0.0115545 0.0245004 0.0156293 | |
threshold=-2.0748205184936519 -0.56510543823242176 -1.8786414861679075 -0.28292369842529291 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.051207351769901648 -0.084008282462292513 -0.032544299288253746 0.017121226697131762 -0.0012070959547258963 | |
leaf_weight=0.031313342122835874 0.025261873676527102 0.19148667749256965 0.46350106947288328 0.94260222053952436 | |
leaf_count=16 30 114 258 582 | |
internal_value=0 -0.000958874 0.0118943 -0.00649827 | |
internal_weight=0 1.62285 0.488763 1.13409 | |
internal_count=1000 984 288 696 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=795 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 28 28 5 15 11 | |
split_gain=0.00803332 0.0191527 0.0280993 0.0267811 0.0167138 0.0353149 0.026866 | |
threshold=0 0.23862367868423465 0.032380197197198875 -0.31815470755100245 -2.1253163814544673 0.34292693436145788 4.6643924713134775 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.044288976953078096 -0.003232083626680279 0.054389207561536063 -0.0024436588560943656 0.012870682195596042 -0.0049775048731345965 -0.095456432114115544 0.063069288092754625 | |
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leaf_count=94 89 126 142 141 340 39 29 | |
internal_value=0 0.00814832 0.0247536 -0.00833109 -0.00597474 -0.0322903 0.000720563 | |
internal_weight=0 0.69991 0.348624 0.351287 0.948619 0.1924 0.756219 | |
internal_count=1000 503 268 235 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=796 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=18 20 30 | |
split_gain=0.00778325 0.0106025 0.0100304 | |
threshold=1.7860749363899233 1.9680437445640566 -0.75394436717033375 | |
decision_type=2 2 2 | |
left_child=1 2 -1 | |
right_child=-2 -3 -4 | |
leaf_value=-0.016940714872827868 -0.043913226123795147 0.056919297923132967 0.0037212858544669221 | |
leaf_weight=0.28814871673122056 0.039365189763316377 0.033314697571768082 1.2725725344517753 | |
leaf_count=205 38 17 740 | |
internal_value=0 0.0010981 -9.34434e-05 | |
internal_weight=0 1.59404 1.56072 | |
internal_count=1000 962 945 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=797 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 0 28 9 | |
split_gain=0.00771207 0.00915764 0.0195873 0.0120236 | |
threshold=-2.0384702682495113 -1.608339190483093 -0.014420712832361458 1.2183623313903811 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.04963819778054334 -0.072366060217520276 -0.0036366598528868375 0.010214739973041577 0.018021082188945013 | |
leaf_weight=0.030725276682460501 0.053537563126224263 1.1550527643360657 0.061965911933512419 0.32944704805058211 | |
leaf_count=20 78 628 69 205 | |
internal_value=0 -0.000940547 -0.0280627 0.00116973 | |
internal_weight=0 1.6 0.115503 1.4845 | |
internal_count=1000 980 147 833 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=798 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 20 2 | |
split_gain=0.009548 0.0104869 0.0105947 | |
threshold=-8.2502570152282697 1.8299899697303774 -2.481732845306396 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.073404507330843458 0.042668849418732106 0.055508216925755527 -0.0019481551417502782 | |
leaf_weight=0.01752585917893168 0.055153869323362303 0.034299502929343251 1.5191583825743249 | |
leaf_count=16 26 24 934 | |
internal_value=0 0.000806721 -0.00038506 | |
internal_weight=0 1.60861 1.57431 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=799 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 0 31 14 14 4 | |
split_gain=0.00755435 0.0316457 0.0269315 0.0264382 0.0327683 0.0243367 0.00939953 | |
threshold=-0.1249653398990631 1.0865690112113955 0.38903948664665228 0.18357837945222857 -0.2194641828536987 0.10202293097972871 -0.77281033992767323 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.010970958530627128 0.029000934930668666 -0.088358653578447702 0.02911878731019368 -0.016084005025842174 -0.068654033747297644 0.022279547373642718 -0.019891183503615715 | |
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leaf_count=184 37 31 217 227 78 202 24 | |
internal_value=0 0.00701825 0.0137603 -0.00663065 -0.0416108 0.00243366 -0.0524394 | |
internal_weight=0 0.789431 0.709032 0.833825 0.1716 0.662225 0.0803992 | |
internal_count=1000 456 401 544 115 429 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=800 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 11 24 12 25 27 28 | |
split_gain=0.00776581 0.0249101 0.0272499 0.0270817 0.0174236 0.0315603 0.0292874 | |
threshold=0.25876171886920935 0.77870225906372081 1.2938926815986636 1.1648615002632143 -0.69616228342056263 -0.28292369842529291 -0.11683378741145133 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.029893862970662557 -0.024478107461136718 0.041831039680587684 0.078618034085845653 -0.036961883684850677 0.0073230124780414296 0.042786584778718328 -0.031650572745195303 | |
leaf_weight=0.092370782745835101 0.23553954584615522 0.25805521066304138 0.028769249522611062 0.052495424299706883 0.37438209955738599 0.16915633807764141 0.39757461092741408 | |
leaf_count=50 200 148 18 25 220 85 254 | |
internal_value=0 0.00930768 -0.0132564 0.0285119 -0.00519172 0.017116 -0.0127492 | |
internal_weight=0 0.574859 0.264309 0.310551 1.03348 0.261527 0.771957 | |
internal_count=1000 391 218 173 609 135 474 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=801 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=10 5 7 6 | |
split_gain=0.00839677 0.00970422 0.0300678 0.0273837 | |
threshold=-8.2502570152282697 -0.18700882792472837 0.18794661760330203 -0.85458046197891224 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.070390329218134387 -0.046637336776721675 -0.0047328186711331904 0.043907991090521188 0.0014009529575535109 | |
leaf_weight=0.016768824884479838 0.13770432274816347 0.39221336103444171 0.18800499236473911 0.85818894016508551 | |
leaf_count=16 124 242 167 451 | |
internal_value=0 0.000747895 0.011028 -0.00524141 | |
internal_weight=0 1.57611 0.580218 0.995893 | |
internal_count=1000 984 409 575 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=802 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 30 5 11 7 | |
split_gain=0.00786849 0.0167094 0.0273426 0.0231909 0.0150373 0.0441048 0.0330545 | |
threshold=0 0.61790910363197338 -0.70885902643203724 0.87502706050872814 -0.18700882792472837 0.10654639080166818 -0.50514426827430714 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.0028828949540389056 0.0082187879776272343 0.0036225562222665705 0.053487413853799654 -0.068919157978569387 -0.016194039014428556 0.05961134736690589 -0.039652273015417676 | |
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leaf_count=189 146 139 142 33 137 51 163 | |
internal_value=0 0.00819013 0.0235422 -0.00795703 -0.00605905 0.0108026 -0.0158409 | |
internal_weight=0 0.67406 0.345537 0.328522 0.911691 0.334717 0.576974 | |
internal_count=1000 503 331 172 497 188 309 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=803 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 4 7 10 2 | |
split_gain=0.00805974 0.0238527 0.0243788 0.0204927 0.0213613 | |
threshold=-0.24213722348213193 -3.3705158233642574 -2.702191829681396 -5.3222155570983878 -0.57413148880004872 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.060983262847305264 -0.070512868405591123 0.022939691193892685 -0.02866134085645999 0.045513230930473658 0.0021277144099741286 | |
leaf_weight=0.043664892177162073 0.034551503813417983 0.12100592299104562 0.37622210835191272 0.13064633593161534 0.86393102396960586 | |
leaf_count=38 19 81 245 107 510 | |
internal_value=0 -0.00988063 -0.0161037 0.00519664 0.00782678 | |
internal_weight=0 0.540893 0.497228 1.02913 0.994577 | |
internal_count=1000 364 326 636 617 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=804 | |
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num_cat=0 | |
split_feature=4 3 4 4 2 | |
split_gain=0.0076627 0.0183393 0.0159439 0.014916 0.0118223 | |
threshold=3.1555353403091435 1.4348896741867068 2.4936379194259648 1.7819178700447085 1.8960080742836001 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 3 -1 -4 | |
right_child=1 -3 4 -5 -6 | |
leaf_value=0.001763008453887011 0.018989157334761517 -0.081926772379221219 0.011691102261914499 -0.038413236721136619 0.084812948499837434 | |
leaf_weight=1.2982477823197518 0.03574549498437396 0.036290426859068248 0.053173953818827502 0.099490593792385229 0.037849784149777577 | |
leaf_count=835 31 22 30 60 22 | |
internal_value=0 -0.0318505 0.00154416 -0.00109672 0.0420969 | |
internal_weight=0 0.0720359 1.48876 1.39774 0.0910237 | |
internal_count=1000 53 947 895 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=805 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 22 28 22 26 15 20 | |
split_gain=0.00751222 0.0203838 0.039857 0.0282518 0.0191244 0.029802 0.0280211 | |
threshold=0.26117700338363653 -0.35068508982658381 -0.78283828496932972 -0.39222112298011774 0.84513708949089061 0.56692674756050121 -0.59975823760032643 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.00095449226572476341 0.001915900863084451 0.045548621676836418 -0.03948257796210753 0.1004045026859065 0.042669144114261974 0.055280236392981387 -0.059927038638743102 | |
leaf_weight=0.50429115937935265 0.38367250864940328 0.067435866804316902 0.30195726222347119 0.030280329956440255 0.039011640106252798 0.14390182635469273 0.083814626265962033 | |
leaf_count=344 233 47 190 12 26 90 58 | |
internal_value=0 -0.00589494 -0.0239594 0.00658775 0.00819777 0.0164716 -0.0273408 | |
internal_weight=0 0.903965 0.369393 0.534571 0.650401 0.527574 0.122826 | |
internal_count=1000 593 237 356 407 323 84 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=806 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=26 5 12 6 | |
split_gain=0.0099063 0.00824041 0.0201575 0.0135101 | |
threshold=-2.4219849109649654 2.0177078247070317 -0.6693873107433318 -2.2757308483123775 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.090856471312369763 -0.044228541552483111 -0.029111765028858278 0.059802805650898905 0.00089740783227329967 | |
leaf_weight=0.011904921566383675 0.069781910620747456 0.040312837338291274 0.069375824700152466 1.3467995175667522 | |
leaf_count=8 102 29 76 785 | |
internal_value=0 0.000719117 0.0271249 -0.00132553 | |
internal_weight=0 1.52627 0.109689 1.41658 | |
internal_count=1000 992 105 887 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=807 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 4 2 5 9 | |
split_gain=0.0075441 0.0131334 0.0130336 0.0136671 0.0120752 | |
threshold=-5.2096197605133048 -4.2021732330322257 -2.481732845306396 0.45862978696823126 -0.50164487957954396 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
leaf_value=0.060871958521192406 0.056993396449903838 -0.090687834176593513 -0.0053373589266024288 0.018120217653755172 -0.00089631741527495873 | |
leaf_weight=0.012776026905385152 0.041249361292329811 0.033621486815718526 1.0976300436516053 0.32101628998737508 0.027007866712146833 | |
leaf_count=24 19 26 651 234 46 | |
internal_value=0 -0.0312724 0.00158188 -2.92959e-05 -0.0506894 | |
internal_weight=0 0.0734054 1.4599 1.41865 0.0606294 | |
internal_count=1000 96 904 885 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=808 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=13 25 19 | |
split_gain=0.00852219 0.00782924 0.0117539 | |
threshold=-1.9400736093521116 -1.7371324896812437 -1.3991433978080747 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.062985825474276322 0.038741321728791106 -0.03687312246905091 0.00013101044775507285 | |
leaf_weight=0.021186425016324617 0.048270679175398956 0.091591061000656171 1.3666555218000649 | |
leaf_count=24 32 74 870 | |
internal_value=0 -0.000881591 -0.00219318 | |
internal_weight=0 1.50652 1.45825 | |
internal_count=1000 976 944 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=809 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 26 17 10 10 2 | |
split_gain=0.00761599 0.0221457 0.026899 0.0217434 0.0181036 0.0177099 | |
threshold=-0.24213722348213193 -0.94587570428848255 -0.33829419314861292 1.9523186683654787 -5.3222155570983878 -0.57413148880004872 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=0.029982359834232399 -0.068043718261019667 0.0086810864895307087 -0.081667093412330485 -0.063789555625912361 0.04288219672064246 0.0024136177832262532 | |
leaf_weight=0.029989277630264155 0.032700907402613666 0.37262716985190636 0.076940954768787151 0.046574883791969057 0.12406971480040596 0.84215739261337852 | |
leaf_count=21 19 253 45 45 107 510 | |
internal_value=0 -0.00973249 -0.0503543 0.000629333 0.00513344 0.00761004 | |
internal_weight=0 0.526132 0.10693 0.419202 0.998928 0.966227 | |
internal_count=1000 364 66 298 636 617 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=810 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=30 9 4 11 | |
split_gain=0.00706281 0.00998814 0.0327917 0.02303 | |
threshold=-1.6789452433586118 0.12808340787887576 -1.3023312687873838 2.6943253278732304 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.036976751980647933 -0.018409397723992395 0.062155150210144644 0.00093097088318426979 0.019181922727196946 | |
leaf_weight=0.049984829669540543 0.52328426215928459 0.10235612245294579 0.60199967986685421 0.23669060359020477 | |
leaf_count=36 355 122 371 116 | |
internal_value=0 0.0012492 0.00982799 -0.00670176 | |
internal_weight=0 1.46433 0.704356 0.759975 | |
internal_count=1000 964 493 471 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=811 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 22 28 28 17 | |
split_gain=0.00732861 0.00910197 0.0225186 0.0133404 0.0076272 | |
threshold=-2.7369303703308101 0.88484010100364696 -0.20270609110593793 -0.108426745980978 -0.040829516947269433 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.016840938967387028 0.0087239838600911071 -0.013222390103581009 0.041404157333513374 -0.012696535412982882 -0.088095654721824193 | |
leaf_weight=0.011006729235305102 0.53071323225320888 0.13914365815121066 0.16488791918671797 0.64299627707968554 0.018684448087488481 | |
leaf_count=18 356 88 105 399 34 | |
internal_value=0 0.000983489 0.0164037 -0.00301087 -0.0491949 | |
internal_weight=0 1.47774 0.304032 1.17371 0.0296912 | |
internal_count=1000 948 193 755 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=812 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 11 9 21 20 0 10 | |
split_gain=0.00705936 0.0210137 0.0249312 0.0234854 0.0151989 0.020418 0.0194154 | |
threshold=0.25876171886920935 0.77870225906372081 1.4011751413345339 -1.2971348762512205 -0.010012246202677487 0.42796576023101812 -4.4069178104400626 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.04858207435108048 -0.02620076169594281 -0.045791375123656552 0.060926105585690921 0.038389691472507426 -0.062026578082843023 0.013948270493285734 0.0051977146747919627 | |
leaf_weight=0.073836018780980339 0.20661404119192994 0.038137119721177726 0.039050013752039092 0.25299500407440689 0.096300157293562449 0.055910202627497796 0.73896294266397522 | |
leaf_count=50 168 16 50 157 51 52 456 | |
internal_value=0 0.00918741 -0.0123513 0.0273623 -0.00511861 -0.0341194 0.000312269 | |
internal_weight=0 0.536796 0.245664 0.291132 0.965009 0.15221 0.812799 | |
internal_count=1000 391 218 173 609 103 506 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=813 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.00715361 0.0165142 0.0113551 | |
threshold=-2.0173729658126827 -1.7747542858123777 -2.0779349803924556 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.048002859525441005 -0.072828292201753797 -0.035185094730810468 0.0027906223240064601 | |
leaf_weight=0.030399165076829715 0.031329979444876588 0.083636752048758534 1.3441039825572998 | |
leaf_count=24 20 103 853 | |
internal_value=0 -0.00100995 0.000566013 | |
internal_weight=0 1.45907 1.42774 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=814 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 4 17 5 2 9 | |
split_gain=0.00705666 0.0190236 0.0201649 0.0189965 0.0142849 0.026271 0.0225262 | |
threshold=0 -0.80342191457748402 1.5504462718963625 -0.87433335185050953 -1.2619942426681516 2.1161124706268315 1.3687919378280642 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.012280500508447131 -0.041286147261973292 0.086787195568519909 -0.032860367509653286 0.015575049561240315 -0.0049826135750633133 0.023152594966347115 0.050662960572931216 | |
leaf_weight=0.27979359596645281 0.22304872984437552 0.050376315391662985 0.15311352161278347 0.14609744887828491 0.45897204913372036 0.088319808471283068 0.086451965320200941 | |
leaf_count=181 153 62 79 181 237 51 56 | |
internal_value=0 0.00802715 -0.00368523 0.033834 -0.00591854 -0.0230081 0.00383744 | |
internal_weight=0 0.629381 0.432907 0.196474 0.856793 0.311369 0.545424 | |
internal_count=1000 503 260 243 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=815 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 17 15 5 7 12 | |
split_gain=0.00689717 0.031163 0.0252734 0.0184779 0.0196226 0.0123681 0.00580841 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 1.2941444516181948 1.4048260450363161 -0.15783268213272092 -0.015528976917266844 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 -3 4 -2 -1 -5 | |
right_child=3 2 -4 6 -6 -7 -8 | |
leaf_value=-0.069168544027645287 -0.0075115953174791266 0.053568764188427112 0.0046140616997974318 -0.023523693349033859 0.044492694726397816 -0.0073309692221516344 -0.091372280074525955 | |
leaf_weight=0.05998680011543911 0.70288320757953571 0.14940260268825867 0.35852353487579336 0.021362767233270574 0.080908851492525358 0.070190084304528 0.030822191602510429 | |
leaf_count=40 394 128 274 24 65 54 21 | |
internal_value=0 0.00782601 0.0190137 -0.00597953 -0.00214333 -0.0358263 -0.0635974 | |
internal_weight=0 0.638103 0.507926 0.835977 0.783792 0.130177 0.052185 | |
internal_count=1000 496 402 504 459 94 45 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=816 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 17 29 29 | |
split_gain=0.00699183 0.00933271 0.0262414 0.0163284 0.00577271 | |
threshold=-3.7824122905731197 4.6643924713134775 -1.1031919121742246 0.51327875256538402 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.0010893948548387552 -0.0099853455483032011 -0.063929443640933531 0.036927801180409343 0.014795308883491773 -0.077275916097756359 | |
leaf_weight=0.018847409443505825 0.83558618811265339 0.030515891188315436 0.16683207024652791 0.39000828283722644 0.021056599397162867 | |
leaf_count=19 601 16 87 248 29 | |
internal_value=0 0.00115012 0.0213323 -0.00209965 -0.0412916 | |
internal_weight=0 1.42294 0.197348 1.22559 0.039904 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=817 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 17 17 6 15 18 | |
split_gain=0.00682361 0.0137264 0.0140462 0.0119604 0.0110509 0.0128091 | |
threshold=1.3691098093986513 -0.36764360964298243 -0.79640007019042958 0.49521195888519293 -1.9646769762039182 -1.7253326773643491 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=-0.054666410555498063 0.034981259794731483 0.07281426468950393 -0.069958294388692152 -0.0035758104784071269 0.047521609611323581 -0.0027178920364146365 | |
leaf_weight=0.03901161480121107 0.024254636781471106 0.05605798417582275 0.026902481558124691 0.032309104175055836 0.052941662730347505 1.2253071682085686 | |
leaf_count=26 22 31 19 25 35 842 | |
internal_value=0 0.0210193 -0.0202043 0.0448842 -0.00223722 -0.000637106 | |
internal_weight=0 0.139524 0.0511571 0.0883671 1.31726 1.27825 | |
internal_count=1000 97 41 56 903 877 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=818 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 22 6 11 0 | |
split_gain=0.00669169 0.0160323 0.0193297 0.018571 0.0143448 0.0136751 0.010972 | |
threshold=0 -0.80342191457748402 1.6863377690315249 0.18504730612039569 1.8600274920463564 4.8875966072082528 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0087306516266640547 -0.0072141744900653037 0.010140105811041307 0.074717012668835667 0.076648349284883538 -0.10017138352174138 0.034703302264056435 -0.0058903282503883934 | |
leaf_weight=0.39580996901922028 0.69697121982916599 0.12741858754842994 0.029852109753846889 0.06261564023657229 0.027486872837783949 0.087612229597482383 0.022404621338864672 | |
leaf_count=247 389 144 13 99 46 45 17 | |
internal_value=0 0.00790358 -0.00287838 0.0320543 -0.00583961 -0.00253337 -0.0578329 | |
internal_weight=0 0.615696 0.425662 0.190034 0.834475 0.784583 0.0498915 | |
internal_count=1000 503 260 243 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=819 | |
num_leaves=6 | |
num_cat=1 | |
split_feature=13 2 1 13 30 | |
split_gain=0.00676364 0.0206498 0.0167977 0.0133236 0.0123911 | |
threshold=-1.2598152160644529 0.4120739102363587 0 -1.187853932380676 -1.3221759200096128 | |
decision_type=2 2 1 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.054866285665399875 -0.073766438940234477 0.0047421092881181279 0.088322318174760481 -0.039801919257635925 0.0017661401305839649 | |
leaf_weight=0.027041119037903738 0.02543844711544796 0.051187784535784431 0.045349419215085618 0.076207658097729225 1.2155516195121601 | |
leaf_count=29 16 37 30 67 821 | |
internal_value=0 0.0223701 0.0440048 -0.00209754 -0.000686178 | |
internal_weight=0 0.123578 0.0965372 1.3172 1.29176 | |
internal_count=1000 96 67 904 888 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=820 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 4 9 9 | |
split_gain=0.00669121 0.00954229 0.0335916 0.0161809 | |
threshold=-1.7371324896812437 -1.6112870573997495 -0.89385390281677235 -1.6665836572647093 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.037571739836116919 -0.0094472704123851267 0.020528608142707488 0.055357772722270084 -0.011961428603157975 | |
leaf_weight=0.045895498409736502 0.23152082226252446 0.18713422541688352 0.12220523507565761 0.84745074202439774 | |
leaf_count=32 155 112 155 546 | |
internal_value=0 -0.001237 0.0129416 -0.00608468 | |
internal_weight=0 1.38831 0.353726 1.03458 | |
internal_count=1000 968 310 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=821 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 0 20 6 2 5 | |
split_gain=0.0070442 0.0191311 0.022702 0.0163066 0.0147472 0.0196065 | |
threshold=-1.102678596973419 1.5746666789054873 1.2085229158401491 1.2514771819114687 -2.3660683631896968 -0.15890216827392575 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.032040073884929361 0.078446686919902697 0.0039878089157079398 0.061377202720313245 0.10033404316905202 -0.0055526198740975729 0.0268764596274512 | |
leaf_weight=0.27774027335389573 0.026200180000159778 0.068592487114315759 0.028702537119585259 0.023614631329820668 0.75561929384439686 0.2475041729922216 | |
leaf_count=274 9 56 38 20 449 154 | |
internal_value=0 -0.0112737 -0.0232903 0.0286625 0.00438316 0.00244872 | |
internal_weight=0 0.39865 0.306443 0.0922071 1.02932 1.00312 | |
internal_count=1000 388 312 76 612 603 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=822 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=3 3 5 30 13 26 17 | |
split_gain=0.00637932 0.033559 0.0161682 0.0117059 0.017535 0.0136542 0.00336016 | |
threshold=2.6622943878173833 3.0217821598052983 -0.63844007253646839 -0.75394436717033375 0.8088592290878297 -0.97528037428855885 -0.77767303586006153 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=-0.038518118520089371 0.049004013048045907 -0.04447307996598529 0.057165066316088989 -0.022553276388037103 0.029366127704326613 0.0073700483381875228 0.09781233283145789 | |
leaf_weight=0.16962565656374451 0.023580021362249681 0.064959203308365687 0.020619116287011963 0.18486461518671127 0.049055363182958445 0.87080467717848009 0.035102337898081371 | |
leaf_count=148 12 54 40 112 38 564 32 | |
internal_value=0 0.0199549 -0.0199845 -0.00223214 -0.0232901 0.00212999 0.0781999 | |
internal_weight=0 0.144261 0.0855783 1.27435 0.218681 1.05567 0.0586824 | |
internal_count=1000 138 94 862 186 676 44 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=823 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=29 29 26 22 | |
split_gain=0.00698818 0.00825518 0.031176 0.0153526 | |
threshold=-2.0384702682495113 -0.88508096337318409 0.49312175810337072 -1.8721634149551389 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.050019257607699145 -0.04906041296809522 0.06905544742153516 0.043644197172103549 7.0473733800648853e-05 | |
leaf_weight=0.027420240547599062 0.12148895420725114 0.033171134343063957 0.051718792363821819 1.1751944933959757 | |
leaf_count=20 107 28 45 800 | |
internal_value=0 -0.000962385 -0.0213794 0.0019642 | |
internal_weight=0 1.38157 0.173208 1.20837 | |
internal_count=1000 980 152 828 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=824 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 18 3 4 10 | |
split_gain=0.00667311 0.0186314 0.0151575 0.00977787 0.0207144 0.0176005 | |
threshold=-1.2598152160644529 -1.3131613731384275 0.67362144589424144 -0.49797442555427546 -3.2548031806945796 -4.3147511482238761 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.025174380363951726 0.055734741328729978 0.094561364769401801 -0.067985240699499461 -0.051482011548047803 -0.023234147870016951 0.007101512911449075 | |
leaf_weight=0.066746453927549965 0.036792583834653669 0.027681562237234059 0.023654705888816352 0.054567698036180334 0.3417953142297655 0.85193321897926744 | |
leaf_count=60 33 12 24 31 265 575 | |
internal_value=0 0.0227784 0.000797885 -0.00206207 -0.0155597 0.00357502 | |
internal_weight=0 0.118083 0.0904012 1.28509 0.378588 0.906501 | |
internal_count=1000 96 84 904 298 606 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=825 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=28 7 6 2 28 13 25 | |
split_gain=0.00652428 0.0240432 0.023065 0.0214525 0.0178315 0.0346913 0.0166152 | |
threshold=0.89896380901336681 -0.53416204452514637 1.045319199562073 -1.2902153730392454 0.33572702109813696 -0.080186594277620302 1.035413980484009 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.0082394032141889142 0.015185694034509029 -0.037761247304944102 -0.071473997161517408 0.066527518901095914 0.016798763607848245 -0.062198901740762091 -0.032074525082073056 | |
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leaf_count=553 52 17 38 75 77 91 97 | |
internal_value=0 0.0143051 -0.0148336 0.0459935 -0.00324686 -0.0283173 0.00302279 | |
internal_weight=0 0.260389 0.135652 0.124737 1.13444 0.226948 0.907495 | |
internal_count=1000 182 90 92 818 168 650 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=826 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 10 9 26 2 25 | |
split_gain=0.00664519 0.0221395 0.0301041 0.022079 0.0201803 0.0207366 0.0098258 | |
threshold=-0.53437867760658253 0 2.3550301790237431 0.023247927427291874 -0.85785791277885426 -0.49497580528259272 -0.50435936450958241 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.079672279787385059 -0.01958665472086096 -0.0035630230837959635 0.04332087239568818 0.038377155575585964 0.041105349173060274 -0.039801905911938336 0.001736461769331009 | |
leaf_weight=0.028777895604349624 0.48537427704553338 0.23369724844796713 0.090209645902177726 0.27116986193910009 0.037733883093810761 0.1973956026708158 0.03694419423472084 | |
leaf_count=19 307 127 98 172 45 190 42 | |
internal_value=0 0.00367917 -0.00972734 0.0189635 -0.0131251 -0.0268178 0.0358624 | |
internal_weight=0 1.08045 0.575584 0.504867 0.300852 0.235129 0.0657221 | |
internal_count=1000 704 405 299 296 235 61 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=827 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=29 22 20 | |
split_gain=0.00649677 0.00767219 0.00807638 | |
threshold=-2.0384702682495113 1.9384591579437258 -1.1364628076553343 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=0.048986547069626997 0.01947108523534289 0.049697198108289431 -0.0049274172858937053 | |
leaf_weight=0.02657569790562786 0.15365214404923211 0.029264698858110338 1.1594057825288531 | |
leaf_count=20 114 23 843 | |
internal_value=0 -0.000943684 -0.00207234 | |
internal_weight=0 1.34232 1.31306 | |
internal_count=1000 980 957 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=828 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 19 25 31 31 | |
split_gain=0.00623822 0.0273058 0.0239104 0.0167777 0.0173591 0.011385 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.49594038724899286 -2.2798788547515865 -0.16177539527416226 0.61175003647804271 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -3 -2 -5 -1 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.053379204464491584 0.092980644443870927 0.050147475027609148 0.0025102144069428845 0.0075015341576259624 -0.022753577569160383 0.015941138366202128 | |
leaf_weight=0.088014290787214122 0.01679869185318239 0.15933241232140816 0.31107244633109232 0.36878356194573669 0.39038948362575887 0.032419711084060054 | |
leaf_count=66 6 133 269 207 291 28 | |
internal_value=0 0.00776802 0.0186456 -0.00586924 -0.00805655 -0.0347188 | |
internal_weight=0 0.590839 0.470405 0.775972 0.759173 0.120434 | |
internal_count=1000 496 402 504 498 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=829 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 12 4 6 29 9 | |
split_gain=0.00663649 0.0144781 0.019868 0.019199 0.0140896 0.02749 0.0164359 | |
threshold=0 0.23862367868423465 -0.29050955176353449 0.61790910363197338 0.77008655667305004 -0.19384890794754026 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.035642080335935931 -0.0406664252644615 0.049932119251861876 0.01679505861565991 -0.0017807018080787515 0.010216590983105291 -0.061655282539277427 0.0090346135433424218 | |
leaf_weight=0.13506669574898389 0.077019919466692954 0.14357958187616759 0.15537884212000108 0.14359179634072916 0.10042210227607029 0.1132150326864263 0.48886113732343972 | |
leaf_count=99 51 193 136 75 60 95 291 | |
internal_value=0 0.0081526 -0.00758993 0.0240746 -0.00599061 -0.0278712 0.00226999 | |
internal_weight=0 0.577617 0.290446 0.287171 0.779518 0.213637 0.565881 | |
internal_count=1000 503 235 268 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=830 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 11 7 5 10 | |
split_gain=0.00647076 0.00742804 0.0189845 0.0168784 0.00461428 | |
threshold=-2.7369303703308101 -0.056552402675151818 2.3343892097473149 -0.15890216827392575 -2.5471062660217281 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.0095251297707671465 -0.015172786530531968 -0.00053512813394633249 0.053233021862741252 0.034596448924265125 -0.093560717235672677 | |
leaf_weight=0.013849258920572538 0.43950956373010885 0.66331300750405109 0.044696758079851406 0.1722681078831716 0.012370083994786563 | |
leaf_count=23 404 376 58 110 29 | |
internal_value=0 0.000996877 -0.00885829 0.0067078 -0.0491725 | |
internal_weight=0 1.31979 0.484206 0.835581 0.0262193 | |
internal_count=1000 948 462 486 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=831 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 12 22 25 21 18 | |
split_gain=0.00603689 0.0122688 0.0120794 0.0101529 0.0177436 0.0164638 | |
threshold=1.3691098093986513 -0.69702842831611622 -0.49475486576557154 0.10375598073005678 0.10627708956599237 -1.5012420415878294 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=0.050897193296303704 -0.050226493219356266 0.081634073948337701 0.010142798326249041 0.025242036477310999 -0.011223798856754808 -0.014205599280873955 | |
leaf_weight=0.041360447569786518 0.020291959992164266 0.036022419869937039 0.068723255740963052 0.28485504399045425 0.25102048027561352 0.63860582530942744 | |
leaf_count=29 25 25 47 219 202 453 | |
internal_value=0 0.0209418 0.0347289 -0.00213328 0.00816032 -0.0102456 | |
internal_weight=0 0.125038 0.104746 1.21584 0.535876 0.679966 | |
internal_count=1000 97 72 903 421 482 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=832 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=18 27 25 22 4 24 | |
split_gain=0.00597587 0.0208459 0.0204465 0.0117961 0.0286339 0.0222521 | |
threshold=-0.65785545110702504 1.2188372015953066 -0.65986099839210499 0.26117700338363653 1.5504462718963625 -1.6121826171874998 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.023664077542242659 0.061085590554929806 0.061233472652501723 -0.036932302669112481 0.030916011103427794 -0.032595025569109141 -0.010704966627289092 | |
leaf_weight=0.075877902343350456 0.046812171837032568 0.034748322383421737 0.20922085900036758 0.32023784028494262 0.091205197370697988 0.5557530840048982 | |
leaf_count=62 26 32 162 240 60 418 | |
internal_value=0 -0.0118921 -0.0208048 0.00378485 0.0168374 -0.00512769 | |
internal_weight=0 0.319847 0.285099 1.01401 0.411443 0.602565 | |
internal_count=1000 256 224 744 300 444 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=833 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 27 22 6 29 10 | |
split_gain=0.00640463 0.0134318 0.0167116 0.0160071 0.0113696 0.0229869 0.0161003 | |
threshold=0 -0.80342191457748402 -0.99950659275054921 0.18504730612039569 0.77008655667305004 -0.19384890794754026 1.819823205471039 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.052361721392499186 -0.0054825748244621865 0.0099390884673481797 0.0063382846100425248 0.074456072721993602 0.0089827071640662115 -0.05785899731464688 0.043143989566968209 | |
leaf_weight=0.056767340439193958 0.47391937308130849 0.11669217178084423 0.33302687224835914 0.057358433474979265 0.098294507189166325 0.10795789960756963 0.079514983450234666 | |
leaf_count=41 279 144 219 99 60 95 63 | |
internal_value=0 0.00810308 -0.00221044 0.0312007 -0.00596442 -0.026004 0.00150387 | |
internal_weight=0 0.563845 0.389794 0.174051 0.759687 0.206252 0.553434 | |
internal_count=1000 503 260 243 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=834 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 2 4 21 24 27 | |
split_gain=0.00642243 0.0111919 0.0103524 0.0100581 0.00689866 0.00228742 | |
threshold=-5.2096197605133048 -2.481732845306396 -1.6822952032089231 -0.17300483584403989 0.15805819630622867 0.091502957046031966 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.044351291300718833 0.058047293062105002 0.017076254545375549 -0.0049801613257005502 -0.026906665944022492 0.07058650910953955 -0.099348342831448028 | |
leaf_weight=0.014716335180104068 0.034143006478416171 0.2748097225752415 0.94304752011512738 0.020227698828989671 0.011319630438265449 0.015557170654389552 | |
leaf_count=27 19 247 638 38 18 13 | |
internal_value=0 0.00157995 -3.12681e-06 -0.0314379 0.00807527 -0.0726136 | |
internal_weight=0 1.252 1.21786 0.0618208 0.0315473 0.0302735 | |
internal_count=1000 904 885 96 56 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=835 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 7 5 11 18 | |
split_gain=0.00616665 0.0282568 0.0248684 0.0151343 0.0238617 0.0212893 0.0127369 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 0.88489025831222545 -1.8325304388999937 0.91672056913375866 -0.77683129906654347 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.027858087671677429 0.024816227801586252 0.053558730655799608 -0.0047416850623215462 -0.042139998650495954 0.042621821767137101 0.0054560218716246858 -0.073503312778445823 | |
leaf_weight=0.36413365656189356 0.01797599016725826 0.14731472636233889 0.14535934479919499 0.043951911502176699 0.13592305731555498 0.40537512043249535 0.049343961531903346 | |
leaf_count=279 27 114 102 39 143 216 80 | |
internal_value=0 0.0111666 0.0246033 -0.00420397 0.0219105 -0.0103083 -0.0472497 | |
internal_weight=0 0.359994 0.292674 0.949384 0.179875 0.769509 0.06732 | |
internal_count=1000 323 216 677 182 495 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=836 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=15 28 29 22 | |
split_gain=0.00635486 0.00631313 0.0222003 0.0162824 | |
threshold=-2.5938820838928218 0.89896380901336681 0.49340428411960607 -1.4049233794212339 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.080773236431257237 0.042695497002436592 -0.0072811305814827008 0.057140625347629426 -0.0060822159715280275 | |
leaf_weight=0.0096626936101530392 0.073574628963043898 0.15139987346051942 0.082719029597456029 0.97956614692673893 | |
leaf_count=8 63 137 43 749 | |
internal_value=0 0.0006274 0.0154804 -0.0026745 | |
internal_weight=0 1.28726 0.234119 1.05314 | |
internal_count=1000 992 180 812 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=837 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=15 7 15 20 18 6 22 | |
split_gain=0.00585737 0.0265591 0.0252543 0.0247449 0.0173243 0.0075644 0.00136302 | |
threshold=0.56999582052230846 0.95269814133644115 0.42414110898971563 -0.52321508526802052 0.63632056117057811 0.12518543004989627 0.10049097612500192 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 3 4 -2 -1 -4 -3 | |
right_child=1 6 5 -5 -6 -7 -8 | |
leaf_value=0.0086002407129240465 -0.04335391502340788 0.061121749688858119 -0.087273214161387613 0.019541500944898489 -0.024656799636676507 -0.024100364370505983 0.10013779135791985 | |
leaf_weight=0.66926907918051848 0.088645451997166447 0.013359659048060024 0.042406811322280191 0.21251538560764516 0.20449466074915534 0.034273980430150175 0.027151908731966046 | |
leaf_count=500 67 28 28 147 173 28 29 | |
internal_value=0 0.0112542 -0.00401213 0.00102849 0.000816801 -0.0590369 0.0872713 | |
internal_weight=0 0.341672 0.950445 0.301161 0.873764 0.0766808 0.0405116 | |
internal_count=1000 271 729 214 673 56 57 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=838 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 20 0 | |
split_gain=0.00634237 0.00717066 0.00858363 | |
threshold=-8.2502570152282697 1.8299899697303774 3.7561185359954838 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.068632281567605632 -0.0021616112217804182 0.050751177866964925 0.038656950044795295 | |
leaf_weight=0.013316992401314676 1.1867020293812882 0.028036936532316648 0.053855625858659439 | |
leaf_count=16 925 24 35 | |
internal_value=0 0.000740673 -0.000389578 | |
internal_weight=0 1.26859 1.24056 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=839 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 15 11 14 5 2 9 | |
split_gain=0.00651113 0.0131709 0.0220619 0.0162242 0.0120448 0.0250098 0.0189572 | |
threshold=0 -0.94553837180137623 3.1882516145706181 1.4200065732002261 -1.2619942426681516 2.1161124706268315 1.3687919378280642 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.011666550273300975 -0.042747407926646185 0.022518565089053078 -0.081259890585548403 -0.041486261753848036 -0.0053048497661972328 0.024458437148524928 0.049401785535122103 | |
leaf_weight=0.069066609354933917 0.1890108905911454 0.3926525886432799 0.040547212206661243 0.044046432574936123 0.39058852659827892 0.07831629072360613 0.075603012523298929 | |
leaf_count=74 153 373 20 36 237 51 56 | |
internal_value=0 0.00828382 -0.0227078 0.0160629 -0.00613661 -0.0230588 0.00356701 | |
internal_weight=0 0.546313 0.109614 0.436699 0.733519 0.267327 0.466192 | |
internal_count=1000 503 94 409 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=840 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 10 9 28 6 26 | |
split_gain=0.00618263 0.0203196 0.0254443 0.0200418 0.0169582 0.0203967 0.00262458 | |
threshold=-0.53437867760658253 0 2.3550301790237431 2.2335890531539921 -1.1403951048851011 -0.96759614348411549 0.16083426773548129 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.097148304007864061 -0.019180865408575533 0.012859596867653273 0.040860592326025319 0.089736791725480325 -0.046699744816734778 0.017085276002967067 -0.046736704775175775 | |
leaf_weight=0.020968828302116549 0.44656992237643678 0.4269989293627745 0.083830679779460127 0.036836573558815644 0.072872878344906411 0.16065566330761882 0.020350761618828983 | |
leaf_count=22 307 258 98 41 103 150 21 | |
internal_value=0 0.0036776 -0.00969122 0.018965 -0.0132674 -0.00281892 -0.0723195 | |
internal_weight=0 0.994236 0.530401 0.463836 0.274848 0.233529 0.0413196 | |
internal_count=1000 704 405 299 296 253 43 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=841 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 11 31 9 7 | |
split_gain=0.00640227 0.0202087 0.0167006 0.0105054 0.0188288 0.0153217 0.00724314 | |
threshold=2.090929508209229 0.44619986414909368 2.3993561267852788 4.8875966072082528 -0.083160869777202592 -2.2834039926528926 -0.7118559181690215 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.034410913114668984 -0.099404818801234127 -0.025494599638938173 0.07016817039742744 0.067176534982175115 -0.010092241317710242 0.0035423990335394537 -0.017609903119216588 | |
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leaf_count=100 44 55 30 34 42 674 21 | |
internal_value=0 -0.0213208 0.0102032 0.00239302 0.0295846 -0.00102007 -0.071965 | |
internal_weight=0 0.126581 0.0780176 1.13196 0.126238 1.00572 0.048563 | |
internal_count=1000 150 85 850 76 774 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=842 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=18 27 25 26 22 17 | |
split_gain=0.00596767 0.016086 0.0153331 0.0111272 0.0130936 0.0120647 | |
threshold=-0.65785545110702504 1.2188372015953066 -0.65986099839210499 1.6146269440650942 0.26117700338363653 0.15684997290372851 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.019748041553376953 -0.0033135321098863922 0.05525736128690413 -0.034670630978203047 0.010315446789105856 0.021373975364473483 -0.080392578575558829 | |
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leaf_count=62 418 32 162 23 285 18 | |
internal_value=0 -0.0123404 -0.0203215 0.00387287 0.00665208 -0.0382094 | |
internal_weight=0 0.298165 0.266679 0.951402 0.892462 0.0589402 | |
internal_count=1000 256 224 744 703 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=843 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=18 13 2 30 | |
split_gain=0.00603771 0.00664748 0.0160887 0.0110523 | |
threshold=1.7860749363899233 -1.2598152160644529 0.8697110414505006 -1.3221759200096128 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.034621242258987044 -0.043740954330892347 -0.040128215827285346 0.052731819510692481 0.0014433175371899463 | |
leaf_weight=0.03042052598777889 0.030778360908300439 0.06812383589443971 0.068702805557471436 1.0446094260379504 | |
leaf_count=35 38 67 57 803 | |
internal_value=0 0.00110875 0.0259235 -0.00110178 | |
internal_weight=0 1.21186 0.0991233 1.11273 | |
internal_count=1000 962 92 870 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=844 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 25 9 20 3 21 | |
split_gain=0.00610233 0.0217315 0.0238914 0.0187325 0.0203792 0.0182726 0.0158913 | |
threshold=-0.44345408678054804 0.19106149673461917 -0.63787114620208729 -1.8577739000320432 0.1286912485957146 -2.0779349803924556 -0.6016876995563506 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.045825127332784654 0.092054499064585626 -0.026946392364445917 0.010522950929098924 -0.07780567279589988 -0.016610373239266348 -0.007174977122258736 0.059641170186654283 | |
leaf_weight=0.10056990617459682 0.038302389970681361 0.02633348320344453 0.29882670140686685 0.039027398972845351 0.031413338527045198 0.59577361403106011 0.10863765074877207 | |
leaf_count=76 27 45 245 67 28 382 130 | |
internal_value=0 0.00805736 -0.00366575 -0.00611355 0.043091 -0.0115173 0.0427475 | |
internal_weight=0 0.534368 0.399397 0.704517 0.0697157 0.634801 0.134971 | |
internal_count=1000 496 321 504 55 449 175 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=845 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 12 26 5 11 7 | |
split_gain=0.00640606 0.0142953 0.0191032 0.0164999 0.0125772 0.0361969 0.0208544 | |
threshold=0 -0.29410147666931147 -0.52472046017646778 -0.25996835529804224 -0.15890216827392575 0.10654639080166818 -0.50514426827430714 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.01171836713478621 0.0057752744094632337 0.019235046650545193 0.054951265750129798 -0.02508226605240484 -0.016844723554250537 0.063243950434380455 -0.036801300640945098 | |
leaf_weight=0.067580487331248662 0.22550031012206695 0.16104673437598649 0.11805875405880428 0.17562655278462813 0.15603315921009653 0.088406466588821786 0.23485784924768005 | |
leaf_count=90 148 102 178 133 129 49 171 | |
internal_value=0 0.00840143 0.0306807 -0.0038832 -0.00621158 0.0121209 -0.0159457 | |
internal_weight=0 0.522313 0.185639 0.336673 0.704798 0.24444 0.460358 | |
internal_count=1000 503 268 235 497 178 319 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=846 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=7 24 6 13 10 7 13 | |
split_gain=0.00736761 0.0333383 0.0298588 0.0253895 0.0214101 0.0195344 0.0166141 | |
threshold=0.25074130296707159 -0.30356071889400477 -1.5804541110992429 1.0895674824714663 -5.0857675075530997 -1.6642212867736814 1.279394865036011 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 -3 | |
right_child=1 6 -4 5 -6 -7 -8 | |
leaf_value=-0.092971437453257894 0.072597665327122474 0.046601210417583118 -0.056166685936471589 0.070601725135514645 -0.0080688824135482021 -0.013447686467263601 -0.028053001934546174 | |
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leaf_count=38 31 184 88 45 539 51 24 | |
internal_value=0 0.0124963 -0.03123 -0.00484027 -0.0115397 0.0384892 0.0348821 | |
internal_weight=0 0.340587 0.115324 0.874649 0.757524 0.117125 0.225263 | |
internal_count=1000 327 119 673 577 96 208 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=847 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 11 3 15 | |
split_gain=0.00614426 0.00822463 0.0187266 0.0126225 | |
threshold=-4.0636310577392569 4.6643924713134775 -0.40226960182189936 0.14212975651025775 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.050618671826362961 -0.012897682256489266 -0.031165683757480706 0.043244314101942904 0.0094665587642847552 | |
leaf_weight=0.023491294169272092 0.53454818004512572 0.047553239763146848 0.11712668410912375 0.47807642645559056 | |
leaf_count=36 461 33 76 394 | |
internal_value=0 0.00103146 0.0217576 -0.00233916 | |
internal_weight=0 1.1773 0.16468 1.01262 | |
internal_count=1000 964 109 855 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=848 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=7 5 24 2 13 10 7 | |
split_gain=0.0059025 0.0288631 0.0257654 0.0245083 0.0212857 0.0193829 0.0170411 | |
threshold=0.25074130296707159 -0.63844007253646839 -0.30356071889400477 -1.2902153730392454 1.0895674824714663 -5.0857675075530997 -1.6642212867736814 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.091451917601211477 -0.072204955988878702 -0.053638602545877045 0.012453301968841764 0.053106577468278293 0.067272493734351388 -0.0072266782754679673 -0.012193628860470642 | |
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internal_value=0 0.0113792 -0.0209641 0.0383437 -0.00432246 -0.0104055 0.036105 | |
internal_weight=0 0.330953 0.150469 0.180484 0.86554 0.752337 0.113204 | |
internal_count=1000 327 132 195 673 577 96 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=849 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 14 14 31 12 24 | |
split_gain=0.00617659 0.0140638 0.0258089 0.0207345 0.0106942 0.0172843 0.0120998 | |
threshold=0 -1.6642212867736814 -0.53346714377403248 -0.67656695842742909 1.3691098093986513 0.48133440315723425 -0.13472241908311841 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.035154655468767199 0.00077150486938315705 -0.024774579497674514 0.045192014325754877 -0.027178682309802783 0.072692712249916733 -0.035829702010252533 -0.0084797758130744829 | |
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leaf_count=48 315 80 231 144 27 132 23 | |
internal_value=0 0.00833055 0.0248692 -0.00837232 -0.00626303 -0.0106778 0.0296814 | |
internal_weight=0 0.509109 0.255812 0.253297 0.673927 0.600209 0.0737182 | |
internal_count=1000 503 311 192 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=850 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 0 4 9 11 | |
split_gain=0.0062724 0.00643735 0.0124679 0.00901616 0.0039357 | |
threshold=-2.7369303703308101 -1.608339190483093 -0.97413113713264454 1.0618134737014773 1.0298662781715395 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.0052410059571978548 0.074767005188863964 -0.0018864884626993124 -0.038071112092837943 0.019830968131375831 -0.089365616231711353 | |
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leaf_count=30 22 595 126 205 22 | |
internal_value=0 0.00104762 -0.0243625 0.00324976 -0.0522055 | |
internal_weight=0 1.15042 0.0917484 1.05867 0.0225515 | |
internal_count=1000 948 148 800 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=851 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=30 31 31 22 27 20 19 | |
split_gain=0.0057745 0.015917 0.0165773 0.00996653 0.013668 0.0123849 0.00797822 | |
threshold=-0.75394436717033375 0.61904841661453258 -1.2907721400260923 -1.4049233794212339 0.63191586732864391 0.44893689453601843 -0.19174370169639585 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.036926863070198726 0.0042017213772521335 0.09020808564147427 -0.041623699323679687 -0.0075384211386825446 0.096776802981014834 0.017797706628692084 -0.0037172195581682854 | |
leaf_weight=0.032963311626360792 0.040581313544606701 0.019034689861840093 0.14526624861988413 0.60465135322623276 0.026273904518916424 0.28334821697571577 0.017229530046506625 | |
leaf_count=28 44 21 141 495 16 229 26 | |
internal_value=0 -0.0148081 -0.0270959 0.00334925 0.0405835 0.000545982 0.0455831 | |
internal_weight=0 0.214494 0.17823 0.954855 0.0668552 0.888 0.0362642 | |
internal_count=1000 216 169 784 60 724 47 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=852 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 22 0 30 28 | |
split_gain=0.00567174 0.0137126 0.0126104 0.0117059 0.00928064 1.5372e-09 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.57212424278259266 -3.1315989494323726 -1.3221759200096128 -0.36485627293586725 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.082777697773966485 -0.10015050532468198 0.093393807372453591 -0.018471431667467769 -0.038580663987345352 0.0013965688446103564 -0.10007900054859027 | |
leaf_weight=0.01558778759613233 0.0058258638594903545 0.021633624224420944 0.058342297497992135 0.061679501503703937 0.99232439349579238 0.0062125272002367948 | |
leaf_count=20 17 12 64 67 795 25 | |
internal_value=0 0.0233677 0.00287644 -0.00206276 -0.000942868 -0.100114 | |
internal_weight=0 0.0955637 0.0739301 1.06604 1.054 0.0120384 | |
internal_count=1000 96 84 904 862 42 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=853 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 0 31 11 10 4 | |
split_gain=0.00577562 0.0193338 0.0186959 0.0169612 0.0222093 0.0172348 0.00828002 | |
threshold=-0.1249653398990631 1.0865690112113955 0.38903948664665228 0.38249349594116216 -2.657573819160461 -1.8559841513633726 -0.77281033992767323 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=-0.01053732894607274 0.050173288716778168 -0.088183847384511127 0.028877847517898531 0.034135871358162498 -0.046827398860534615 -0.0097735141316413754 -0.012856850787415407 | |
leaf_weight=0.19682451828004055 0.027821285067147983 0.026673616191423832 0.30969887523629769 0.13237855683976463 0.15571415809397293 0.27527392665614059 0.032218502261230242 | |
leaf_count=184 37 31 217 103 150 254 24 | |
internal_value=0 0.00725665 0.0135619 -0.00687994 -0.0321235 0.00448535 -0.0469742 | |
internal_weight=0 0.565416 0.506523 0.591188 0.183535 0.407652 0.0588921 | |
internal_count=1000 456 401 544 187 357 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=854 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 30 6 11 0 | |
split_gain=0.00591993 0.0125043 0.0198356 0.0172043 0.010235 0.0127269 0.00835828 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.87502706050872814 1.8600274920463564 3.7105647325515752 1.7931938171386721 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0022171128816829114 -0.010132780397469059 0.0036225660461856862 0.054246043819007141 -0.069585980753191307 -0.100118215275602 0.026356585179769423 -0.0050236141687721734 | |
leaf_weight=0.13408632905591666 0.49858412759289372 0.20398742487451305 0.11608122831225831 0.038095490483215144 0.020420717345537298 0.11825589683019899 0.016885596888187138 | |
leaf_count=195 356 139 136 33 46 78 17 | |
internal_value=0 0.00830412 0.0239826 -0.00789793 -0.00621349 -0.00313732 -0.0570765 | |
internal_weight=0 0.49225 0.250168 0.242083 0.654146 0.61684 0.0373063 | |
internal_count=1000 503 331 172 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=855 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 4 19 10 2 | |
split_gain=0.0061379 0.016334 0.0170969 0.0140054 0.0146203 | |
threshold=-0.24213722348213193 -3.3705158233642574 1.3911387324333193 -5.9636945724487296 0.29434275627136236 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.059925159257861862 -0.10017357669972285 -0.010077344421090558 -0.095014340300179106 0.027976048064183769 -0.0024345250014599293 | |
leaf_weight=0.030681491481459489 0.012373102192213992 0.3355949505087179 0.025499375476329078 0.23041860451707308 0.50363478283529872 | |
leaf_count=38 11 302 24 209 416 | |
internal_value=0 -0.0101234 -0.0160753 0.00533292 0.00711132 | |
internal_weight=0 0.391776 0.361094 0.746426 0.734053 | |
internal_count=1000 364 326 636 625 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=856 | |
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num_cat=0 | |
split_feature=11 4 11 9 2 | |
split_gain=0.00560787 0.0104855 0.0100148 0.00764244 0.00711021 | |
threshold=-5.2096197605133048 -4.2021732330322257 -4.3944449424743643 0.49100649356842047 -2.481732845306396 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -3 -4 | |
right_child=2 3 4 -5 -6 | |
leaf_value=0.062527233373259758 0.060216389791958563 -0.08195084471635472 0.051221602561425585 0.0074305776414694547 -0.0013406107572398619 | |
leaf_weight=0.0096562409036096142 0.028346242360001273 0.029211654116806929 0.026399175950359566 0.014224303375257819 1.0239293842396313 | |
leaf_count=24 36 36 18 36 850 | |
internal_value=0 -0.0317268 0.00156342 -0.0526804 -1.95012e-05 | |
internal_weight=0 0.0530922 1.07867 0.043436 1.05033 | |
internal_count=1000 96 904 72 868 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=857 | |
num_leaves=6 | |
num_cat=1 | |
split_feature=13 2 1 13 20 | |
split_gain=0.00559215 0.0121659 0.0109373 0.00961393 0.00907486 | |
threshold=-1.2598152160644529 0.4120739102363587 0 -1.187853932380676 -1.0864183306694029 | |
decision_type=2 2 1 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.045915739082769358 -0.069972571329269248 0.0073588505515443233 0.086161915883770854 0.02396141890907201 -0.0043335076470326916 | |
leaf_weight=0.019611541321182702 0.020447376924948801 0.038886511644548705 0.03219403249181596 0.12996163487864631 0.88681877601122161 | |
leaf_count=29 16 37 30 118 770 | |
internal_value=0 0.0238122 0.0430506 -0.00208221 -0.00071694 | |
internal_weight=0 0.0906921 0.0710805 1.03723 1.01678 | |
internal_count=1000 96 67 904 888 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=858 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=7 5 13 24 6 5 7 | |
split_gain=0.00549022 0.0248951 0.0244028 0.021757 0.0178426 0.0317053 0.0194237 | |
threshold=0.25074130296707159 -0.63844007253646839 1.3032695651054385 -0.30356071889400477 -0.80244350433349598 0.68198090791702282 -0.37251955270767206 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
leaf_value=-0.064376618917718162 -0.069392910262506519 0.054972111271285755 -0.044585130473548763 0.011641814700917259 0.011686122043179599 0.021529684498377503 -0.034541593707210022 | |
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leaf_count=121 44 171 24 88 384 63 105 | |
internal_value=0 0.0113856 0.037265 -0.0198679 -0.00428868 -0.031831 0.00365361 | |
internal_weight=0 0.307794 0.168373 0.139421 0.815664 0.182565 0.633099 | |
internal_count=1000 327 195 132 673 184 489 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=859 | |
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num_cat=0 | |
split_feature=6 13 29 29 29 15 16 | |
split_gain=0.00561395 0.0129398 0.0123271 0.0100198 0.0124753 0.00633672 0.00584062 | |
threshold=2.249534130096436 -0.27101422846317286 -0.082558438181877122 -1.5866907835006712 -1.1724481582641599 -0.35176825523376459 0.14982429891824725 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.085004348958628073 -0.022143012973668677 0.071779193070276318 -0.034146410792754406 -0.06009715729214328 0.002084120823834299 0.0079593683407465417 -0.099203345985616975 | |
leaf_weight=0.023050409899951774 0.017292545138737125 0.019565880876967867 0.025055332905708272 0.033401014135271967 0.94868961932448226 0.019883920705936364 0.02280815506799172 | |
leaf_count=17 23 34 44 37 790 34 21 | |
internal_value=0 -0.0247478 0.0123007 0.00203656 -3.06715e-05 0.049323 -0.0659728 | |
internal_weight=0 0.0847219 0.0446212 1.02502 0.982091 0.0429343 0.0401007 | |
internal_count=1000 122 78 878 827 51 44 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=860 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=3 26 17 10 6 7 19 | |
split_gain=0.00550885 0.0147994 0.0169683 0.014727 0.0132565 0.0221049 0.018974 | |
threshold=-0.24213722348213193 -0.94587570428848255 -0.33829419314861292 1.9523186683654787 -1.5804541110992429 -0.27817767858505243 0.59844911098480236 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.025547803320925468 -0.077532812594493947 0.0076512434075941705 -0.079091519671492777 -0.064139527957487119 0.0013942486175391906 0.017517110291210686 0.043902955066456223 | |
leaf_weight=0.021684704928802034 0.048027702303020448 0.27192821483468665 0.054309695352600329 0.031929594989328791 0.49232942691770898 0.049876216164831177 0.13346935764486645 | |
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internal_value=0 -0.0097638 -0.0492331 0.000107418 0.0051072 -0.0291105 0.0104604 | |
internal_weight=0 0.379852 0.0759944 0.303858 0.723703 0.0979039 0.625799 | |
internal_count=1000 364 66 298 636 135 501 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=861 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=13 28 19 30 30 4 21 | |
split_gain=0.00527536 0.011112 0.0122934 0.00711022 0.0123803 0.0106427 0.00296634 | |
threshold=-1.2598152160644529 0.039898073300719268 -0.29766309261322016 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 0.034177251160144813 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.068401426465455578 -0.0037122416620943887 0.099048200989374474 0.033059646760277693 0.056122279489722253 -0.002313401594317404 -0.09384572807840573 0.040107724230808536 | |
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leaf_count=20 40 19 33 39 798 27 24 | |
internal_value=0 0.0239317 -0.00590003 -0.00204381 3.58702e-06 -0.0364704 0.0678808 | |
internal_weight=0 0.0847543 0.0504857 1.00876 0.952137 0.0566248 0.0342686 | |
internal_count=1000 96 53 904 837 67 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=862 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=31 18 18 27 2 25 | |
split_gain=0.00525147 0.016244 0.0246573 0.0154807 0.0204564 0.0102135 | |
threshold=-0.14971926808357236 -1.6695563793182371 -0.65785545110702504 1.2188372015953066 0.30985975265502935 0.42905591428279882 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.077111324512503965 0.015230236516284546 -0.043010753943074596 0.01379474024466376 0.068413537302463606 -0.026883410486564452 -0.023574951543036141 | |
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leaf_count=26 168 84 334 45 318 25 | |
internal_value=0 0.0072383 0.00276418 -0.00667247 -0.0122833 0.0418964 | |
internal_weight=0 0.519606 0.488337 0.568075 0.509246 0.0588297 | |
internal_count=1000 444 418 556 486 70 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=863 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 11 9 4 30 | |
split_gain=0.00559985 0.00814293 0.00728831 0.0126291 0.00625724 | |
threshold=-5.2096197605133048 -4.3944449424743643 -1.745622396469116 -2.1543085575103755 -0.75394436717033375 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 -1 -4 -3 | |
right_child=1 4 3 -5 -6 | |
leaf_value=-0.079607731329719711 0.05609760258029324 -0.016942186260519368 0.10008854208787715 -0.04306455352470466 0.0037757965052145439 | |
leaf_weight=0.019926192589764469 0.02667522829423763 0.17704407642111186 0.0086796470298509121 0.021251662708568486 0.82542115587492759 | |
leaf_count=23 36 186 32 41 682 | |
internal_value=0 0.00156784 -0.0327481 -0.00155223 0.000116821 | |
internal_weight=0 1.02914 0.0498575 0.0299313 1.00247 | |
internal_count=1000 904 96 73 868 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=864 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 7 24 19 25 12 | |
split_gain=0.00545634 0.0133356 0.0179814 0.0163434 0.00903881 0.0116832 | |
threshold=0 -0.3504571914672851 1.6863377690315249 0.93067857623100292 -1.7371324896812437 0.91698181629180919 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.0075325994373168547 0.058305869230042821 0.060489659559594539 0.079678438381944716 -0.030985219804657849 -0.0016292723183009416 -0.037262900681780863 | |
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leaf_count=273 15 171 15 44 391 91 | |
internal_value=0 0.00821407 -0.00122235 0.0388993 -0.00618182 -0.00846208 | |
internal_weight=0 0.460548 0.352229 0.108319 0.614683 0.59369 | |
internal_count=1000 503 288 215 497 482 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=865 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.00511749 0.0119751 0.00855794 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.81044566631317128 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.047622971843549466 -0.074364053014795567 -0.01597878622646165 0.0056065768722347647 | |
leaf_weight=0.02209638571714112 0.021790007400568245 0.23982073641945822 0.78455373090655134 | |
leaf_count=24 20 255 701 | |
internal_value=0 -0.00100728 0.000553134 | |
internal_weight=0 1.04616 1.02437 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=866 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 11 21 5 9 11 | |
split_gain=0.00503236 0.00986974 0.00972556 0.00612634 0.00513154 0.0023077 | |
threshold=-4.8831543922424308 -4.3944449424743643 -0.30010202527046198 -0.15890216827392575 -1.6665836572647093 -5.9978067874908438 | |
decision_type=2 2 2 2 2 2 | |
left_child=2 -2 5 -3 -4 -1 | |
right_child=1 3 4 -5 -6 -7 | |
leaf_value=-0.040524842694109331 0.070809178821832561 -0.0052801749424817969 -0.050956129565658773 0.01150604337301064 0.043272101871917046 -0.10013485741299087 | |
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leaf_count=24 28 562 13 306 50 17 | |
internal_value=0 0.00156116 -0.0301596 0.000154488 0.0127188 -0.0732724 | |
internal_weight=0 1.01323 0.0526101 0.993055 0.0263768 0.0262334 | |
internal_count=1000 896 104 868 63 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=867 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 4 5 9 2 5 | |
split_gain=0.00532828 0.0131512 0.0186201 0.017167 0.0114658 0.0126732 | |
threshold=-1.102678596973419 -2.1853830814361568 0.45862978696823126 -2.432652354240417 -2.6145871877670284 -0.15890216827392575 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=-0.058784884437166229 0.10037409758508334 -0.061805966326933984 0.00081987887770535611 0.040634595273699531 -0.0045560575267426934 0.025519008011976686 | |
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leaf_count=28 5 106 133 121 452 155 | |
internal_value=0 -0.0115176 -0.0267419 0.0180928 0.0043505 0.00280077 | |
internal_weight=0 0.291731 0.192669 0.0990616 0.770502 0.758264 | |
internal_count=1000 388 239 149 612 607 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=868 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 3 29 4 9 11 | |
split_gain=0.00525238 0.0137962 0.0190819 0.00986797 0.0230171 0.0180466 | |
threshold=4.6643924713134775 -0.40226960182189936 0.70937657356262218 -0.44345408678054804 0.19106149673461917 3.9955254793167119 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=-0.0056902730701399035 -0.028145444874146015 0.062598567577035483 -0.030351037327173792 -0.0067175193363153947 0.047191588815594598 -0.074429559930336828 | |
leaf_weight=0.31764954236610521 0.047431851680812542 0.078490541437524541 0.030734933331473258 0.42605766313241422 0.11109271280387034 0.043367163479160808 | |
leaf_count=307 37 57 26 378 169 26 | |
internal_value=0 0.0168876 0.0364435 -0.00295571 0.00801211 -0.012973 | |
internal_weight=0 0.156657 0.109225 0.898167 0.428742 0.469425 | |
internal_count=1000 120 83 880 476 404 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=869 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=27 25 11 25 24 12 | |
split_gain=0.00542347 0.0178439 0.0187745 0.0122403 0.019445 0.01932 | |
threshold=-0.59541326761245716 -1.0688085556030271 2.6943253278732304 -0.69616228342056263 -1.0311359167098997 0.88899955153465282 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=-0.050631289347134456 0.09088346937836185 0.0011473997653154364 0.057499991591198819 -0.0043738358889979399 0.0035032610238718946 -0.056962031607815988 | |
leaf_weight=0.040188235461641852 0.030035414288803963 0.16796820887556407 0.091232591698307886 0.46742735385891421 0.1674445729970806 0.082136148567895972 | |
leaf_count=36 21 178 66 458 147 94 | |
internal_value=0 0.0113692 0.0209822 -0.00456033 0.0167932 -0.0122335 | |
internal_weight=0 0.299389 0.259201 0.747043 0.19748 0.549564 | |
internal_count=1000 280 244 720 168 552 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=870 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 4 9 5 2 11 | |
split_gain=0.00527341 0.0118265 0.0141473 0.0127984 0.00885458 0.0194257 0.0175852 | |
threshold=0 -0.80342191457748402 1.5504462718963625 1.5142858624458315 -1.2619942426681516 2.1161124706268315 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=0.013175157113035969 -0.041654132703994123 0.052209856886987531 -0.031589218695008574 -0.017015321887955195 -0.0053752492582002818 0.024054175295354335 0.058181464562348809 | |
leaf_weight=0.20215278088065247 0.15262434264039193 0.096810727088800341 0.10849032626898092 0.036881746656810321 0.32668440368835405 0.063799417165270711 0.050226694923367177 | |
leaf_count=181 153 202 79 41 261 51 32 | |
internal_value=0 0.0082442 -0.00245854 0.0331127 -0.00616269 -0.022284 0.00309424 | |
internal_weight=0 0.444336 0.310643 0.133692 0.593335 0.216424 0.376911 | |
internal_count=1000 503 260 243 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=871 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 26 5 16 16 25 25 | |
split_gain=0.00524044 0.0123027 0.0115775 0.00984848 0.0243416 0.0213501 0.009265 | |
threshold=-1.102678596973419 -0.82819029688835133 -1.4549736380577085 0.5102781653404237 0.015316742006689312 -0.58068689703941334 0.51847451925277721 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.076312970623180099 0.0098218295166546364 -0.067690481882182796 0.0074173216308117268 -0.025848114668837099 -0.039471477054350952 0.040324201893572151 0.0067041347031320826 | |
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leaf_count=51 321 38 273 53 107 131 26 | |
internal_value=0 -0.0115935 -0.000423074 0.00439862 -0.00344177 0.0212189 -0.050595 | |
internal_weight=0 0.282392 0.21952 0.746788 0.509362 0.237426 0.0628724 | |
internal_count=1000 388 311 612 428 184 77 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=872 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 11 10 26 10 | |
split_gain=0.00553573 0.00566508 0.014088 0.0121958 0.00323971 | |
threshold=-2.7369303703308101 -0.056552402675151818 -1.2339448928833006 -1.7280209660530088 -2.5471062660217281 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.012721144658177523 0.0085575539460964398 -0.069346346431242281 -0.031048181836895838 0.0092477244458577454 -0.093655364654642081 | |
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leaf_count=23 200 18 262 468 29 | |
internal_value=0 0.00103406 -0.00890978 0.00672799 -0.0523735 | |
internal_weight=0 1.00055 0.364315 0.636237 0.0197914 | |
internal_count=1000 948 462 486 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=873 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 30 31 3 20 | |
split_gain=0.00511873 0.0112756 0.0163227 0.0143968 0.00876866 0.012928 0.00944277 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.87502706050872814 1.3691098093986513 3.0217821598052983 -0.41391812264919275 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0015786255745518802 -0.0066648936338968325 0.0029123223330457791 0.05295314179056191 -0.06901449722734955 0.073828243967654306 -0.076912631055730374 -0.004458830275691667 | |
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leaf_count=195 416 139 136 33 19 31 31 | |
internal_value=0 0.00820862 0.0240844 -0.00815218 -0.00613725 -0.0104068 0.0291273 | |
internal_weight=0 0.434111 0.220321 0.21379 0.582394 0.519498 0.0628959 | |
internal_count=1000 503 331 172 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=874 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=20 27 13 2 25 10 | |
split_gain=0.00523827 0.0172805 0.0187978 0.0157552 0.0119724 0.0114663 | |
threshold=0.35997511446475988 -0.44899147748947138 -0.6824706196784972 2.1161124706268315 -2.2798788547515865 -4.3147511482238761 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.1004107406904141 -0.040093862117814183 -0.023903843254195881 0.059555465386430341 0.033616435449223152 -0.046536643830175396 -0.0024912860181012571 | |
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leaf_count=5 35 168 90 74 66 562 | |
internal_value=0 0.00994678 0.0403305 -0.0064496 -0.0052227 -0.00693412 | |
internal_weight=0 0.346871 0.121578 0.225293 0.662249 0.651691 | |
internal_count=1000 367 125 242 633 628 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=875 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 6 0 29 17 | |
split_gain=0.00493463 0.0054137 0.0162861 0.011284 0.00398686 | |
threshold=-2.7369303703308101 2.090929508209229 0.44619986414909368 -1.5866907835006712 -0.040829516947269433 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=0.0078765808737972145 0.059391094557142345 -0.074395219821788275 0.011359744156696383 0.001124598059642592 -0.085783349393878799 | |
leaf_weight=0.0073412349998989148 0.034582542079483858 0.036202987646255735 0.057036810246231084 0.85444571700454919 0.011931700610797735 | |
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internal_value=0 0.000986897 -0.021937 0.00339112 -0.0501074 | |
internal_weight=0 0.982268 0.0932398 0.889028 0.0192729 | |
internal_count=1000 948 135 813 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=876 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 4 20 14 30 | |
split_gain=0.00491965 0.0103343 0.0107926 0.00672062 0.013337 0.012082 | |
threshold=-1.2598152160644529 -1.3131613731384275 1.5504462718963625 -1.0864183306694029 -0.37649951875209803 -1.713110029697418 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.031672218289821301 0.055950093874990448 0.091787739000879193 -0.061268237799065955 -0.080796339929857797 -0.011049972317087813 -0.0033495404911559872 | |
leaf_weight=0.042770666571499305 0.055492685209459935 0.017501056403091297 0.017650636891858085 0.020677752326264454 0.063947069215761765 0.77953663168168585 | |
leaf_count=64 45 12 20 25 78 756 | |
internal_value=0 0.0241215 0.00452189 -0.00204813 0.0200788 -0.00535079 | |
internal_weight=0 0.0779224 0.0604213 0.919654 0.11944 0.800214 | |
internal_count=1000 96 84 904 123 781 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=877 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=20 11 25 31 25 25 27 | |
split_gain=0.00450628 0.0121008 0.0175709 0.0136969 0.0112173 0.0166531 0.0152814 | |
threshold=0.25876171886920935 0.77870225906372081 0.27817904949188238 0.12528458237648013 -0.65986099839210499 -0.54769715666770924 -0.28292369842529291 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.023961264519827465 -0.039048809854007285 0.04783057202661517 0.026649231333000081 -0.00701949698991666 -0.074012571550916881 -0.0071225570786367046 0.039781178391337185 | |
leaf_weight=0.057982816746962484 0.094475717128190695 0.11539476867584142 0.071531157573528681 0.075192978484631467 0.040749091067223464 0.42972204753385235 0.10704345570176343 | |
leaf_count=52 123 99 95 74 26 439 92 | |
internal_value=0 0.00899808 -0.01074 0.0261905 -0.00504753 -0.0129161 0.0173849 | |
internal_weight=0 0.356595 0.166007 0.190588 0.635497 0.470471 0.165026 | |
internal_count=1000 391 218 173 609 465 144 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=878 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 4 7 5 11 21 | |
split_gain=0.00477149 0.0213429 0.0203865 0.0107248 0.0143045 0.0129156 0.00951281 | |
threshold=1.2183623313903811 -1.5804541110992429 0.92876344919204723 0.88489025831222545 -1.8325304388999937 3.3369733095169072 -0.10615760460495947 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.018068375672005397 -0.089993332238155754 0.069311061771973631 0.0030373810109070704 -0.036888586102444207 0.039648394188796995 0.016569037007083339 7.6799118669337656e-05 | |
leaf_weight=0.45449571543848521 0.025640903492425871 0.07055058465817865 0.13567804925639848 0.032063176688666317 0.10242528768064219 0.14106541513967841 0.021607182790596369 | |
leaf_count=408 43 94 107 41 146 102 59 | |
internal_value=0 0.0118204 0.0257095 -0.00410444 0.0214013 -0.00986411 -0.0488031 | |
internal_weight=0 0.253477 0.206229 0.73005 0.134488 0.595561 0.0472481 | |
internal_count=1000 303 201 697 187 510 102 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=879 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 15 5 5 11 7 | |
split_gain=0.00517014 0.0302868 0.016304 0.0139449 0.0112009 0.0156192 0.0144859 | |
threshold=-1.6112870573997495 -0.92759951949119557 1.284161448478699 2.2212116718292241 2.0177078247070317 -1.102678596973419 -1.1093668341636655 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.027206501816043532 -0.041261051695783327 0.073359416752665982 0.066420410650323336 -0.041562087987679838 -0.046843302886498309 -0.00072599897217046809 0.076216519588130305 | |
leaf_weight=0.13479735562498263 0.11431970436360661 0.079516378339514304 0.021576127583827542 0.0121755351358388 0.013187094769818941 0.56424728309380634 0.034831886479928187 | |
leaf_count=135 150 146 20 19 22 463 45 | |
internal_value=0 0.0124683 -0.014288 0.0580993 -0.00425215 -0.00755503 0.0424215 | |
internal_weight=0 0.248065 0.156373 0.0916919 0.726586 0.678567 0.048019 | |
internal_count=1000 320 155 165 680 613 67 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=880 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 10 9 9 5 19 | |
split_gain=0.00535122 0.0120941 0.0146145 0.0116683 0.00970704 0.0136209 0.0102424 | |
threshold=0 -0.24360075592994687 -3.6609367132186885 2.3375082015991215 1.3687919378280642 -1.2619942426681516 1.3722550272941592 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.064276764159394054 -0.0081826028073809769 0.056590316297710767 0.006832762890680074 -0.050204375490592534 -0.03550123225488238 0.051600100644242822 -0.068909912263038761 | |
leaf_weight=0.032062154014511179 0.4388980299302645 0.074492979450432095 0.29324380077436984 0.011859581519274798 0.025920917314455671 0.058412370476052189 0.029649968210719635 | |
leaf_count=25 343 191 272 15 67 56 31 | |
internal_value=0 0.00865521 -0.000175792 0.0419232 -0.00640399 0.0248284 -0.0120255 | |
internal_weight=0 0.411659 0.325306 0.0863526 0.552881 0.0843333 0.468548 | |
internal_count=1000 503 297 206 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=881 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 11 4 20 | |
split_gain=0.00477176 0.00626837 0.00645039 0.00341718 | |
threshold=-3.7824122905731197 7.5153470039367685 -0.44345408678054804 0.0071599690709263095 | |
decision_type=2 2 2 2 | |
left_child=3 2 -2 -1 | |
right_child=1 -3 -4 -5 | |
leaf_value=0.00075320833927320795 0.0095722156791170094 0.053870191115360427 -0.007434373858411638 -0.070915601646734258 | |
leaf_weight=0.011387477909636345 0.39427395709225088 0.022086613910346387 0.51347527884913768 0.01600105636888749 | |
leaf_count=18 475 17 460 30 | |
internal_value=0 0.00123303 -4.76914e-05 -0.0411175 | |
internal_weight=0 0.929836 0.907749 0.0273885 | |
internal_count=1000 952 935 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=882 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 4 12 9 6 11 | |
split_gain=0.00470047 0.010753 0.0113501 0.00832557 0.0146191 0.0105202 | |
threshold=0 3.1555353403091435 -0.29050955176353449 1.3687919378280642 -1.5258474349975584 1.5078364014625552 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=-0.0069877156949275298 -0.024993919015411939 -0.057194435870286477 0.02765083430599341 -0.051065916154835571 0.047149973519615758 0.0051573952175386004 | |
leaf_weight=0.17066152822297465 0.25293125709190889 0.023703266696275316 0.21224577679344492 0.020019685067301118 0.06236822257992003 0.21331876361637114 | |
leaf_count=195 239 30 278 57 66 135 | |
internal_value=0 0.0081664 0.0122125 -0.0060208 0.0232842 -0.0111991 | |
internal_weight=0 0.406611 0.382907 0.548638 0.0823879 0.46625 | |
internal_count=1000 503 473 497 123 374 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=883 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 15 2 1 10 6 4 | |
split_gain=0.0047755 0.0107823 0.0129241 0.00796715 0.0236045 0.0157216 0.00037043 | |
threshold=-1.608339190483093 0.47169506549835211 1.4031839370727541 0 1.8433723449707033 -0.44430741667747492 0.94262233376503002 | |
decision_type=2 2 2 1 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.021802662970673209 -0.020599689643504896 -0.071619016074756292 -0.098062636286034482 -0.013157651966373038 0.030192503989708075 0.027340496636002066 -0.10014726059814219 | |
leaf_weight=0.045109992111097341 0.33861854764372445 0.0074688803617846125 0.01123570743952329 0.15275941402205717 0.1253715601149441 0.25734012788240435 0.0116525195330901 | |
leaf_count=63 318 22 41 130 167 233 26 | |
internal_value=0 -0.0241187 -0.00209928 0.00210012 -0.00687548 0.0122552 -0.089004 | |
internal_weight=0 0.0754671 0.0563457 0.87409 0.46399 0.4101 0.0191214 | |
internal_count=1000 152 104 848 485 363 48 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=884 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 29 29 15 7 | |
split_gain=0.0048233 0.0129379 0.0117831 0.00784686 0.00969239 0.0061819 0.00507356 | |
threshold=2.090929508209229 0.44619986414909368 2.3993561267852788 -1.5866907835006712 -0.88508096337318409 -0.35176825523376459 -0.7118559181690215 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.092889264426607943 -0.099175164792206297 -0.026753145819671337 0.067725521081840656 -0.031959952882771613 0.0040559608050882451 0.0074847513575268115 -0.017229819343246057 | |
leaf_weight=0.016675361033321678 0.022112791073046312 0.037029236894213113 0.020513355490493268 0.083187920071510213 0.73412716808511824 0.01723547450219165 0.011476997216959717 | |
leaf_count=16 44 55 30 97 703 34 21 | |
internal_value=0 -0.02186 0.00692755 0.00234588 0.000390191 0.0494817 -0.071176 | |
internal_weight=0 0.0911324 0.0575426 0.851226 0.817315 0.0339108 0.0335898 | |
internal_count=1000 150 85 850 800 50 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=885 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=4 9 5 14 2 5 | |
split_gain=0.00459192 0.0289493 0.0153077 0.0142023 0.0114746 0.0133626 | |
threshold=-1.6822952032089231 -0.89385390281677235 1.5062254071235659 -0.88285130262374867 -2.481732845306396 2.0177078247070317 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=0.060532169637651914 0.063720411890503273 0.084625906421534419 -0.029931565490091863 -0.025784789806937797 -0.0099205389881902254 0.047990607743084841 | |
leaf_weight=0.022390342430298915 0.024204041670600418 0.061331346738478842 0.014403785065937313 0.12823063369285848 0.64380656744247289 0.042472786971686993 | |
leaf_count=21 20 127 27 133 605 67 | |
internal_value=0 0.0124054 0.0628386 -0.0129535 -0.00394988 -0.00633651 | |
internal_weight=0 0.226356 0.0757351 0.150621 0.710483 0.686279 | |
internal_count=1000 308 154 154 692 672 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=886 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 22 3 4 10 | |
split_gain=0.00469636 0.00912131 0.00887382 0.00607885 0.0148067 0.0110196 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.57212424278259266 -0.49797442555427546 -3.2548031806945796 -4.3147511482238761 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.080545073903049991 0.058940868944490722 0.091183661093589385 -0.015273318835327648 -0.050840396640236367 -0.022905202423167039 0.0068019361911079079 | |
leaf_weight=0.012361566464164753 0.024459932176455368 0.015972841498495427 0.04431122024882761 0.035226566225333045 0.22945214947462067 0.56675385264956279 | |
leaf_count=20 33 12 64 31 265 575 | |
internal_value=0 0.0244384 0.00562676 -0.00204449 -0.0150208 0.00342883 | |
internal_weight=0 0.0726456 0.0566728 0.855893 0.253912 0.60198 | |
internal_count=1000 96 84 904 298 606 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=887 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=9 4 9 14 | |
split_gain=0.00458951 0.00549949 0.0239939 0.0107391 | |
threshold=-4.1324503421783438 -2.1543085575103755 -0.92759951949119557 -1.3204876184463499 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=-0.050493400784414957 -0.011673203878740072 -0.043823144652176266 0.074650025845519996 0.001063098183987646 | |
leaf_weight=0.017634031388546134 0.089932634886167762 0.057641454438225992 0.050157459604990962 0.70800999468180503 | |
leaf_count=24 101 74 116 685 | |
internal_value=0 0.00101697 0.0192337 -0.00231613 | |
internal_weight=0 0.905742 0.14009 0.765651 | |
internal_count=1000 976 217 759 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=888 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=10 1 17 9 13 16 15 | |
split_gain=0.00466645 0.0185484 0.0179531 0.015979 0.0117611 0.0163275 0.015294 | |
threshold=-1.8559841513633726 0 -0.67083266377449025 -1.3711115121841428 0.20118774473667148 -0.63479617238044728 -0.24353414028882978 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.025760334902748996 -0.016059345064180955 0.085433175163397934 0.012223464173872123 -0.04266104652533434 0.017339047783422792 -0.036924369928986352 0.026304068903558867 | |
leaf_weight=0.055652683137395798 0.15542046507391105 0.046679369033585161 0.11861019970058351 0.088267329996313038 0.078821737270627246 0.18701011565145453 0.18867191996320187 | |
leaf_count=41 157 38 102 107 78 220 257 | |
internal_value=0 0.0100445 0.0328986 -0.0162031 -0.00503611 -0.0208347 0.00716926 | |
internal_weight=0 0.30921 0.16529 0.14392 0.609924 0.265832 0.344092 | |
internal_count=1000 288 140 148 712 298 414 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=889 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 9 13 7 5 26 21 | |
split_gain=0.00470017 0.00985264 0.0192613 0.018323 0.00860099 0.0163921 0.0148694 | |
threshold=0 -1.1080552935600279 0.18501289933919909 -1.6642212867736814 -1.2619942426681516 -0.0044701920123770824 -0.47198067605495447 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.013262340459320189 0.0019037218426660144 0.019032678662496184 -0.034086288841452282 0.075238640413895566 0.032700824559666351 -0.057985949341773174 -0.011730313172533318 | |
leaf_weight=0.041712963533427683 0.1086236000618328 0.18375608379411457 0.10861088989235768 0.05326796927621924 0.11443613686591014 0.078895115206418787 0.2203648855857665 | |
leaf_count=25 91 235 149 94 90 113 203 | |
internal_value=0 0.00838994 -0.000700393 0.0363715 -0.00614722 -0.0232938 0.0034564 | |
internal_weight=0 0.387348 0.292367 0.0949809 0.52232 0.187519 0.334801 | |
internal_count=1000 503 384 119 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=890 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 21 11 25 29 11 | |
split_gain=0.00467839 0.00774528 0.00626377 0.00612849 0.0043628 0.00182429 | |
threshold=-4.8831543922424308 -0.30010202527046198 -4.3305902481079093 -1.7371324896812437 1.0000000180025095e-35 -5.8962113857269278 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.043479035897361608 0.058575787529382729 -0.02999627119562975 0.049213803322161326 -0.0010879090749918948 0.058489800013105477 -0.10010935534193455 | |
leaf_weight=0.011135311411955229 0.01893472836200516 0.012217628238659017 0.024965607103399901 0.81185590565128884 0.010244027741379114 0.011629353767164119 | |
leaf_count=26 32 32 25 839 31 15 | |
internal_value=0 -0.0313019 0.00169972 0.000412785 0.0103593 -0.0724087 | |
internal_weight=0 0.0452263 0.855756 0.836822 0.0224617 0.0227647 | |
internal_count=1000 104 896 864 63 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=891 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=19 21 6 27 29 24 | |
split_gain=0.00446712 0.00980173 0.00809186 0.00719565 0.013751 0.0115006 | |
threshold=-1.3991433978080747 -0.67316111922264088 0.35712581872940069 -0.56510543823242176 -0.20581085234880445 0.3721322119235993 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=-0.08770329639138788 0.050976370820377738 -0.04557098961827144 0.038580371690813159 -0.013337172443539855 0.00032186189092608616 0.017121851382626539 | |
leaf_weight=0.018116919972698042 0.078153114971584614 0.021494525231460671 0.024396329742558009 0.4071444873601231 0.17052556902411808 0.17822475135851956 | |
leaf_count=28 105 28 28 447 160 204 | |
internal_value=0 -0.0254222 -0.000834748 0.00199057 0.0162412 -0.00406345 | |
internal_weight=0 0.0640078 0.0458909 0.834048 0.248679 0.585369 | |
internal_count=1000 84 56 916 265 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=892 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=22 28 18 19 5 28 4 | |
split_gain=0.00426354 0.0107203 0.0119542 0.00936976 0.00888409 0.011171 0.00846388 | |
threshold=0.88484010100364696 -0.20270609110593793 0.50201496481895458 0.05675127916038037 -3.3947547674179073 -0.108426745980978 -1.6112870573997495 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.010604273500691741 -0.039288599183151904 0.064769126335058616 0.04316269982308743 0.0050493028985711015 0.012843233440589448 -0.0129566850895593 -0.10015430598335724 | |
leaf_weight=0.011208260604234965 0.056521590608449968 0.052001217538894196 0.025525370701615202 0.053097846011937122 0.30837789288183792 0.36820901590878563 0.017947178415689713 | |
leaf_count=13 67 52 26 58 343 397 44 | |
internal_value=0 0.0134508 -0.0136374 0.0345976 -0.00352654 -0.00119748 -0.0575753 | |
internal_weight=0 0.187146 0.082047 0.105099 0.705742 0.676587 0.0291554 | |
internal_count=1000 203 93 110 797 740 57 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=893 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=18 13 30 19 | |
split_gain=0.00437701 0.00544233 0.0137858 0.00775449 | |
threshold=1.7860749363899233 1.3883623480796816 0.77336484193801891 0.83948722481727611 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.0061272043469781327 -0.044244107121373139 -0.0020135835991093531 0.083182747837392448 0.020201734909576677 | |
leaf_weight=0.64117896311877176 0.02178490972784175 0.060651646729922959 0.027651948743368848 0.13550362324593657 | |
leaf_count=692 38 71 22 177 | |
internal_value=0 0.00114084 0.0246653 -0.00153374 | |
internal_weight=0 0.864986 0.0883036 0.776683 | |
internal_count=1000 962 93 869 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=894 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 13 11 6 2 2 | |
split_gain=0.00417721 0.0184177 0.020007 0.015369 0.0159261 0.0151335 0.0116403 | |
threshold=0.12808340787887576 -1.2296712994575498 -0.4607954323291778 2.6943253278732304 -1.3626608252525327 0.19187331199645999 2.8269519805908208 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=0.026987794193012279 0.074817345552104939 0.030799349423269687 -0.018635357430632837 0.08800539388461931 -0.029576495249783275 0.0048436619727101555 -0.04295715059478996 | |
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leaf_count=72 123 127 253 20 294 103 8 | |
internal_value=0 0.00715102 -0.00158849 -0.00660709 -0.0186525 0.021291 0.0565674 | |
internal_weight=0 0.426459 0.362372 0.457352 0.319432 0.13792 0.0640871 | |
internal_count=1000 511 380 489 366 123 131 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=895 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 11 30 5 2 21 | |
split_gain=0.00458291 0.00912426 0.0135118 0.0120967 0.00813337 0.0174435 0.0147733 | |
threshold=0 0.61790910363197338 -0.63245621323585499 0.87502706050872814 -2.1253163814544673 3.3849450349807744 -0.47198067605495447 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.0010378481269593914 -0.052167843352114024 0.0035279402046921454 0.05263383199457921 -0.06736167870193388 0.028145231526688231 0.056305833124328547 -0.013019619755486628 | |
leaf_weight=0.1008948044205038 0.079874937445719496 0.15750796075119089 0.087656474721979905 0.028413897624943729 0.12789722358740541 0.01820312724703399 0.27385604845640188 | |
leaf_count=195 114 139 136 33 107 14 262 | |
internal_value=0 0.00841356 0.0239138 -0.00730591 -0.00621763 -0.0320353 8.51153e-05 | |
internal_weight=0 0.374473 0.188551 0.185922 0.499831 0.0980781 0.401753 | |
internal_count=1000 503 331 172 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=896 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=3 29 29 10 | |
split_gain=0.00444741 0.00534424 0.00523046 0.0031438 | |
threshold=-2.7369303703308101 -2.0384702682495113 -0.88508096337318409 -1.9995312094688413 | |
decision_type=2 2 2 2 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.013363961830957526 0.058545655407213286 -0.021663806691591282 0.0028646617942036804 -0.10011859091599157 | |
leaf_weight=0.0097557624550859146 0.015869281224695442 0.098593427461923788 0.73525917065654856 0.0073046020920263235 | |
leaf_count=27 19 144 785 25 | |
internal_value=0 0.00105851 -3.5546e-05 -0.050509 | |
internal_weight=0 0.849722 0.833853 0.0170604 | |
internal_count=1000 948 929 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=897 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=3 18 20 8 2 6 | |
split_gain=0.00411252 0.01314 0.0156141 0.00705433 0.0175853 0.0103537 | |
threshold=-0.84586244821548451 1.2640730142593386 0.47881735861301428 0 0.29434275627136236 0.77008655667305004 | |
decision_type=2 2 2 1 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.023791708707513293 0.064157347722126348 -0.10013920345788792 0.040799291890173353 0.0046899974827498362 0.0023693946967557754 -0.03226614603704079 | |
leaf_weight=0.12888900410475679 0.060009361379429471 0.015791102820003289 0.052740285651836416 0.30899441946659767 0.19818441336900738 0.10045504242859238 | |
leaf_count=169 119 21 70 266 253 102 | |
internal_value=0 -0.0126432 -0.00503621 0.00378571 0.0167301 -0.00437689 | |
internal_weight=0 0.19742 0.181629 0.667643 0.258194 0.409449 | |
internal_count=1000 260 239 740 372 368 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=898 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 21 11 31 29 11 | |
split_gain=0.00436874 0.00631164 0.00535184 0.00561617 0.00445781 0.00209107 | |
threshold=-4.8831543922424308 -0.30010202527046198 -4.3305902481079093 1.3691098093986513 -0.67078268527984608 -5.9978067874908438 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 -2 -4 -3 -1 | |
right_child=2 4 3 -5 -6 -7 | |
leaf_value=-0.037229549022063248 0.05625498948465555 -0.061492360180970519 -0.0022298151881455209 0.02663125407717068 0.037926972512521216 -0.1000731353618136 | |
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leaf_count=24 32 16 780 84 47 17 | |
internal_value=0 -0.0312702 0.00165755 0.000456658 0.00734807 -0.0698298 | |
internal_weight=0 0.0423855 0.816257 0.798689 0.0211766 0.0212089 | |
internal_count=1000 104 896 864 63 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=899 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=7 15 13 4 10 7 6 | |
split_gain=0.00447532 0.018708 0.0161844 0.0146147 0.0138331 0.0120894 0.00883187 | |
threshold=0.25074130296707159 0.62280827760696422 1.0895674824714663 1.0411096811294558 -4.4574854373931876 -1.6642212867736814 0.077176481485366835 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=2 3 4 -2 -1 -4 -3 | |
right_child=1 6 5 -5 -6 -7 -8 | |
leaf_value=-0.072220626863397752 -0.016683676573082375 0.091731590236008603 0.068115911019065611 0.054859934714824844 -0.0065702674332529382 -0.010403956925082159 0.00050063554969626218 | |
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leaf_count=51 204 47 45 46 526 51 30 | |
internal_value=0 0.0117183 -0.00444642 -0.00307755 -0.0107592 0.0369567 0.0651235 | |
internal_weight=0 0.236757 0.619221 0.185394 0.537298 0.0819222 0.0513633 | |
internal_count=1000 327 673 250 577 96 77 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=900 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=0 15 14 9 6 7 4 | |
split_gain=0.00435451 0.00928823 0.0112752 0.00725608 0.0232955 0.00967588 0.000362666 | |
threshold=-1.608339190483093 0.47169506549835211 -0.22910016030073163 1.555183529853821 -1.5804541110992429 1.6478592157363894 0.94262233376503002 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.053800660441286896 -0.0063193991204734739 -0.069956125990524823 -0.04162016052295664 -0.057524701512965452 0.044663916580065445 0.03462174372107743 -0.1001344973886535 | |
leaf_weight=0.020782945885057913 0.58045875954891679 0.0064498127801471119 0.030639510995945085 0.028216388340354115 0.10654278473650081 0.064100574338817218 0.010408095458982025 | |
leaf_count=36 575 22 68 44 119 110 26 | |
internal_value=0 -0.0241724 -0.0030548 0.0021642 0.0232673 -0.00224786 -0.0885883 | |
internal_weight=0 0.0682804 0.0514225 0.779319 0.134759 0.644559 0.0168579 | |
internal_count=1000 152 104 848 163 685 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=901 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=16 25 28 2 24 5 16 | |
split_gain=0.00374991 0.0111368 0.0162194 0.0115143 0.00991834 0.0146565 0.0124016 | |
threshold=-0.15148764848709104 1.0802553296089175 0.090201854705810561 -1.0602359771728513 -0.72101211547851551 0.82530438899993908 0.5102781653404237 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.041110568027488865 -0.048493312080955607 -0.081581395233253695 0.026269148370548497 0.02126977104760714 -0.016987904962602763 0.032967783350238984 0.021137881770286009 | |
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leaf_count=41 102 38 27 334 194 37 227 | |
internal_value=0 0.00750185 -0.0334353 0.0147791 -0.00593358 -0.0299579 0.00289612 | |
internal_weight=0 0.373832 0.0564244 0.317407 0.467566 0.125661 0.341905 | |
internal_count=1000 440 65 375 560 139 421 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=902 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=6 21 9 10 4 1 0 | |
split_gain=0.00384981 0.0109883 0.00939644 0.00625182 0.0200292 0.017121 0.0033951 | |
threshold=2.249534130096436 0.42549289762973791 -1.6292568445205686 1.8433723449707033 0.41396835446357733 0 0.88687258958816539 | |
decision_type=2 2 2 2 2 1 2 | |
left_child=3 2 -2 5 -5 -1 -3 | |
right_child=1 6 -4 4 -6 -7 -8 | |
leaf_value=-0.019317304879908907 0.085980776365703365 -0.10016022181803813 -0.024559816383661583 0.046746028127142084 -0.027417358306833541 0.014085724316460844 -0.032346752944139995 | |
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leaf_count=342 29 24 48 166 71 299 21 | |
internal_value=0 -0.0237866 0.0157116 0.00195735 0.0197451 -0.00260083 -0.0680708 | |
internal_weight=0 0.0628211 0.0332049 0.771071 0.157285 0.613786 0.0296162 | |
internal_count=1000 122 77 878 237 641 45 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=903 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 7 24 2 3 3 | |
split_gain=0.00386951 0.00966705 0.0131955 0.00961539 0.00746952 0.00965428 | |
threshold=0 -0.24360075592994687 1.6863377690315249 3.4516642093658452 3.0217821598052983 2.6349928379058842 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 | |
right_child=4 3 -4 -5 -6 -7 | |
leaf_value=-0.006378885968662389 -0.0063749468627863626 0.05724184509277034 0.079297064605981793 -0.038747895712746915 -0.058396024311418285 0.058681275602149877 | |
leaf_weight=0.2607603362543609 0.42490350360092499 0.059840419691965963 0.019307712837871804 0.012639866146456846 0.025620847973295113 0.024104966729197486 | |
leaf_count=282 439 190 15 16 35 23 | |
internal_value=0 0.00795151 -0.000472441 0.0405022 -0.00587908 -0.00288241 | |
internal_weight=0 0.352548 0.280068 0.0724803 0.474629 0.449008 | |
internal_count=1000 503 297 206 497 462 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=904 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 4 19 | |
split_gain=0.00485817 0.00573413 0.00911908 0.00589257 | |
threshold=-2.2798788547515865 -1.3991433978080747 -2.3924001455307002 -1.1014074087142942 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.064140254468947624 0.050013239258860288 0.042728199887483782 -0.052971626488546003 -0.00053426264400121886 | |
leaf_weight=0.011650900369304384 0.010740771962446161 0.032915361874323423 0.043101421572423249 0.72371719222291031 | |
leaf_count=8 15 51 68 858 | |
internal_value=0 -0.000896033 -0.0324276 0.00134776 | |
internal_weight=0 0.810475 0.0538422 0.756633 | |
internal_count=1000 992 83 909 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=905 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 17 0 | |
split_gain=0.00410905 0.00478162 0.00819308 0.00537339 | |
threshold=-2.2798788547515865 -1.3991433978080747 0.54740771651268016 1.4968117475509646 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.060176256307898038 -0.0060150894371557642 -0.0043485208942784783 -0.095118880803075748 0.013988709283615675 | |
leaf_weight=0.01120093362635588 0.038321282385695099 0.52665141611374122 0.014122383702385832 0.22941152813119992 | |
leaf_count=8 58 650 25 259 | |
internal_value=0 -0.000809882 -0.0300096 0.00121553 | |
internal_weight=0 0.808507 0.0524437 0.756063 | |
internal_count=1000 992 83 909 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=906 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=30 17 27 22 27 18 | |
split_gain=0.00385394 0.0118709 0.00937258 0.00705518 0.00927102 0.00847525 | |
threshold=-0.75394436717033375 1.4510143995285036 0.85945725440979015 -1.4049233794212339 0.63191586732864391 -0.83437815308570851 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.011452112344574815 0.0049173663580638714 0.066637414103617038 -0.079036701381821825 -0.023410067108707425 0.097204240200746528 0.0061750682105728462 | |
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leaf_count=164 44 18 34 150 16 574 | |
internal_value=0 -0.0145185 -0.0243251 0.00325903 0.0412206 0.000478612 | |
internal_weight=0 0.149157 0.133076 0.668426 0.0456164 0.62281 | |
internal_count=1000 216 198 784 60 724 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=907 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=9 11 4 9 16 16 | |
split_gain=0.00392943 0.0210038 0.0158901 0.0154001 0.0128315 0.00427788 | |
threshold=-2.3239196538925166 2.9679244756698613 -3.4333997964859004 -2.1211913824081416 -0.77104368805885304 0.81611305475234996 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 4 5 -4 -1 -2 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=0.021964218073800123 0.098933886464101353 0.059701050526748456 0.072701691922357481 -0.0036202545852016457 -0.069865766913606339 0.019513685174423923 | |
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internal_value=0 -0.0183155 0.00265513 -0.00052705 -0.0446575 0.0729191 | |
internal_weight=0 0.102203 0.710671 0.67988 0.0764047 0.030791 | |
internal_count=1000 132 868 782 93 86 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=908 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 13 11 6 30 24 | |
split_gain=0.00406014 0.0171322 0.0152513 0.0131001 0.0133616 0.0130005 0.00954905 | |
threshold=0.12808340787887576 -1.3023312687873838 0.17688041925430301 2.6943253278732304 -2.2170965671539302 0.20613317191600802 0.93124806880950939 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=0.059093778715033601 0.080447304561453228 0.016669587827739387 -0.026428073630471345 -0.0067049048153574355 -0.024621997618467173 0.058849282091858281 -0.026456493830158818 | |
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internal_value=0 0.00730096 -0.000998219 -0.00689874 -0.0186478 0.0201092 0.0598148 | |
internal_weight=0 0.393101 0.339454 0.412841 0.287689 0.125151 0.0536466 | |
internal_count=1000 511 384 489 366 123 127 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=909 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 6 0 11 10 | |
split_gain=0.00387497 0.00438987 0.0101127 0.00768083 0.00289511 | |
threshold=-2.7369303703308101 2.090929508209229 0.44619986414909368 4.8875966072082528 -1.9995312094688413 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.012244683261904948 -0.00019530602356537924 -0.071167480093974958 0.0063075392616255667 0.033429522190475486 -0.10010954700181951 | |
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leaf_count=27 743 56 79 70 25 | |
internal_value=0 0.00101897 -0.0224832 0.00340589 -0.0497504 | |
internal_weight=0 0.78254 0.0721486 0.710392 0.0153282 | |
internal_count=1000 948 135 813 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=910 | |
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num_cat=1 | |
split_feature=8 4 18 16 9 28 22 | |
split_gain=0.00406897 0.00894187 0.018024 0.0132463 0.00734474 0.0116518 0.00938102 | |
threshold=0 1.581968426704407 0.091590221971273436 0.5102781653404237 1.3687919378280642 0.090201854705810561 1.4618691205978396 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.0046146540579293091 -0.016701773151256531 0.025770100871480975 -0.058652360176057274 0.057764349703444462 -0.01835417518178413 0.062739137663199995 0.036498064892645628 | |
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internal_value=0 0.0082992 -0.016626 0.018838 -0.00615815 0.0234032 -0.0116221 | |
internal_weight=0 0.340407 0.101159 0.239249 0.454722 0.0709368 0.383785 | |
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cat_boundaries=0 1 | |
cat_threshold=1 | |
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shrinkage=0.1 | |
Tree=911 | |
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split_feature=0 30 18 25 9 | |
split_gain=0.00382033 0.00840401 0.0089989 0.00736176 0.00706186 | |
threshold=-1.608339190483093 -1.0374191403388975 0.21781289577484134 -2.5403696298599239 1.2183623313903811 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
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internal_value=0 -0.0235948 -0.0380687 0.00208663 0.00105381 | |
internal_weight=0 0.0629518 0.054413 0.725314 0.71777 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=912 | |
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num_cat=0 | |
split_feature=3 10 19 30 4 9 | |
split_gain=0.00374125 0.00914399 0.00818304 0.00816552 0.00839476 0.00742122 | |
threshold=-2.0779349803924556 0.69830441474914562 0.79595398902893078 1.2294318079948428 -0.072602182626724229 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
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internal_weight=0 0.0500624 0.0374682 0.734826 0.0755076 0.659318 | |
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shrinkage=0.1 | |
Tree=913 | |
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num_cat=0 | |
split_feature=20 9 19 15 5 20 7 | |
split_gain=0.00356219 0.00986036 0.010327 0.0092084 0.0078614 0.017059 0.0170587 | |
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decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
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internal_weight=0 0.258258 0.218555 0.0397023 0.52237 0.2237 0.29867 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=914 | |
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split_feature=8 4 22 26 31 12 25 | |
split_gain=0.00367691 0.0083201 0.0123615 0.0114682 0.00724044 0.0102199 0.00830716 | |
threshold=0 -0.1948781609535217 0.27585406601428991 -0.25996835529804224 1.3691098093986513 0.53920793533325206 -0.61387494206428517 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_weight=0 0.328816 0.120954 0.207862 0.444737 0.394785 0.0499525 | |
internal_count=1000 503 274 229 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=915 | |
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split_feature=11 5 7 6 4 9 16 | |
split_gain=0.00395517 0.0109297 0.015515 0.0149314 0.0105354 0.0131155 0.0115697 | |
threshold=-1.102678596973419 -0.15890216827392575 -1.6289549469947813 -0.69330593943595875 -2.1853830814361568 -0.25800773501396174 -0.047902289777994149 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
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internal_value=0 0.00439884 0.0287174 -0.00363812 -0.0117385 -0.0273297 0.0206684 | |
internal_weight=0 0.559216 0.138907 0.420309 0.208513 0.140781 0.0677313 | |
internal_count=1000 612 155 457 388 239 149 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=916 | |
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split_feature=11 4 2 4 0 | |
split_gain=0.003731 0.00598109 0.00485274 0.0062323 0.00379432 | |
threshold=-5.2096197605133048 -4.2021732330322257 -2.481732845306396 -1.6822952032089231 -0.10111981630325316 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
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internal_value=0 -0.0331699 0.00149436 0.000141489 -0.0526341 | |
internal_weight=0 0.0324339 0.72768 0.708242 0.0269062 | |
internal_count=1000 96 904 885 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=917 | |
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num_cat=0 | |
split_feature=5 11 3 15 | |
split_gain=0.00373083 0.00574164 0.0108913 0.00684238 | |
threshold=-4.0636310577392569 4.6643924713134775 -0.40226960182189936 0.14212975651025775 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.050947591474339894 -0.01251970732160753 -0.027533927803089626 0.042862144569923162 0.0082310265844382884 | |
leaf_weight=0.014100209698736599 0.33308844898878975 0.030957627724319536 0.075766789047349903 0.30387571650896206 | |
leaf_count=36 461 33 76 394 | |
internal_value=0 0.000976459 0.0224423 -0.00262018 | |
internal_weight=0 0.743689 0.106724 0.636964 | |
internal_count=1000 964 109 855 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=918 | |
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num_cat=0 | |
split_feature=13 13 7 13 20 | |
split_gain=0.00363696 0.00823716 0.00706345 0.00652999 0.00628273 | |
threshold=-1.2598152160644529 -1.3131613731384275 -2.1114803552627559 -1.187853932380676 -1.0864183306694029 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
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internal_value=0 0.0234688 0.00352806 -0.00204178 -0.000685971 | |
internal_weight=0 0.0607763 0.0469901 0.694442 0.681127 | |
internal_count=1000 96 84 904 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=919 | |
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num_cat=0 | |
split_feature=31 27 11 27 2 21 31 | |
split_gain=0.0036295 0.0134841 0.0130105 0.0116695 0.0113613 0.0067062 0.0052974 | |
threshold=-0.14971926808357236 1.0865690112113955 -1.9419997930526731 1.2188372015953066 0.30985975265502935 0.20269078016281131 -0.6441834270954131 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
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leaf_count=131 168 32 261 41 318 29 20 | |
internal_value=0 0.00725715 0.0137078 -0.00664759 -0.0126831 0.0426904 -0.0507532 | |
internal_weight=0 0.360339 0.32428 0.391882 0.349168 0.0427138 0.0360593 | |
internal_count=1000 444 392 556 486 70 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=920 | |
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num_cat=1 | |
split_feature=8 4 17 12 6 11 9 | |
split_gain=0.00359711 0.00736164 0.0111691 0.0104989 0.00699462 0.00898996 0.00699684 | |
threshold=0 -0.1948781609535217 0.1796948313713074 -0.52472046017646778 1.8600274920463564 3.7105647325515752 -1.8467977046966551 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.013353255674829166 -0.010126910621139368 0.01651437879286876 -0.031292188095726807 0.050120303260717473 0.028660848822166698 0.02742495013354734 -0.08968181679810279 | |
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leaf_count=90 356 138 91 184 20 78 43 | |
internal_value=0 0.00810464 -0.00345561 0.0282388 -0.00594621 -0.00277026 -0.0571893 | |
internal_weight=0 0.316281 0.200921 0.115361 0.429789 0.404706 0.0250829 | |
internal_count=1000 503 229 274 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=921 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=13 11 5 3 | |
split_gain=0.00357943 0.0038996 0.0116445 0.0110791 | |
threshold=-1.9400736093521116 -0.056552402675151818 -0.15890216827392575 2.6009738445281987 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=0.058556022404437018 -0.01561303148124684 -0.0034981679504132268 0.035187687525321525 0.072781224676763831 | |
leaf_weight=0.010296511387101859 0.24799350845433787 0.36887576373466091 0.098605666597393338 0.015039236010451873 | |
leaf_count=24 426 391 115 44 | |
internal_value=0 -0.000818657 0.00466182 -0.010559 | |
internal_weight=0 0.730514 0.467481 0.263033 | |
internal_count=1000 976 506 470 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=922 | |
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num_cat=0 | |
split_feature=16 16 22 | |
split_gain=0.00347386 0.00548229 0.00483286 | |
threshold=1.8939462900161745 1.6985672116279604 -1.0270571708679197 | |
decision_type=2 2 2 | |
left_child=1 2 -1 | |
right_child=-2 -3 -4 | |
leaf_value=0.020999199315552251 0.044432663176654646 -0.049549523805628486 -0.0028586247913107432 | |
leaf_weight=0.098922875814029254 0.017196000954445623 0.022573846463379343 0.5992614182572511 | |
leaf_count=144 27 20 809 | |
internal_value=0 -0.00104652 0.000521693 | |
internal_weight=0 0.720758 0.698184 | |
internal_count=1000 973 953 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=923 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=30 17 29 17 | |
split_gain=0.0033445 0.00427816 0.0153335 0.0089995 | |
threshold=-1.6789452433586118 0.75022095441818248 -0.15634847432374951 0.6071450710296632 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.037909862237981054 0.0020417882226926071 0.020174716956882194 -0.044415120147190089 0.056126110664180412 | |
leaf_weight=0.022545439861466399 0.53396153445865957 0.069544717450057192 0.077953722391924885 0.032647426203197938 | |
leaf_count=36 722 95 114 33 | |
internal_value=0 0.00120896 -0.0139614 0.00515807 | |
internal_weight=0 0.714107 0.147498 0.566609 | |
internal_count=1000 964 209 755 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=924 | |
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num_cat=0 | |
split_feature=3 10 7 30 26 9 | |
split_gain=0.00327121 0.00802334 0.0074426 0.00647186 0.00826538 0.00691602 | |
threshold=-2.0779349803924556 0.69830441474914562 -2.702191829681396 1.2294318079948428 0.18188352137804034 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=0.080147930879675477 -0.022491862759279689 -0.10012221516319103 -0.027865114468083603 0.0019022306913591626 -0.067670897313986844 0.0090993217762469283 | |
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internal_value=0 -0.0256489 -0.00249819 0.00174725 -0.0269961 0.00502422 | |
internal_weight=0 0.0465361 0.0355005 0.687099 0.0703177 0.616781 | |
internal_count=1000 108 81 892 96 796 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=925 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 5 12 10 | |
split_gain=0.00344624 0.00428208 0.0102471 0.00650941 | |
threshold=1.9680437445640566 -3.3303779363632198 0.095968864858150496 1.8433723449707033 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.078673247202156779 0.045476774157722367 -0.004057896954819883 0.017941969985835318 0.020381506610101061 | |
leaf_weight=0.022382112293759082 0.016289696706962786 0.53257514287948138 0.021544478818711355 0.13702321311100896 | |
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internal_value=0 -0.00104091 -0.0312868 0.000943259 | |
internal_weight=0 0.713525 0.0439266 0.669598 | |
internal_count=1000 982 86 896 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=926 | |
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num_cat=0 | |
split_feature=4 9 17 9 11 5 16 | |
split_gain=0.00349652 0.0137331 0.0112558 0.00895699 0.013827 0.0107832 0.00618186 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -1.8577739000320432 2.4154888391494755 1.4048260450363161 -0.77104368805885304 | |
decision_type=2 2 2 2 2 2 2 | |
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right_child=3 2 -4 5 -6 -7 -8 | |
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internal_value=0 0.00806596 0.0187344 -0.00596067 0.0393242 -0.0106841 -0.0336267 | |
internal_weight=0 0.308752 0.245844 0.418749 0.039552 0.379197 0.0629073 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=927 | |
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split_feature=9 6 7 7 16 7 9 | |
split_gain=0.00357454 0.0142782 0.0148148 0.00779703 0.00918419 0.00833174 0.00777442 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 -3.3866791725158687 -1.4427587389945982 -3.9560654163360591 1.6154040694236758 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
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internal_value=0 0.0113217 0.0239879 -0.0043762 -0.00120983 -0.0517442 -0.0447063 | |
internal_weight=0 0.201196 0.164099 0.519855 0.487282 0.0325729 0.0370976 | |
internal_count=1000 323 216 677 629 48 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=928 | |
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split_feature=4 3 11 3 31 | |
split_gain=0.00326082 0.00736441 0.0061466 0.0129117 0.00804327 | |
threshold=3.1555353403091435 1.4348896741867068 4.5497055053710946 -0.40226960182189936 1.7282394766807558 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=929 | |
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split_feature=8 7 10 19 5 9 2 | |
split_gain=0.00336603 0.00807695 0.0110461 0.00876386 0.00762515 0.0114807 0.0108405 | |
threshold=0 -0.24360075592994687 -3.6609367132186885 0.93067857623100292 -1.2619942426681516 1.3687919378280642 2.1161124706268315 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.066039696938627407 -0.042172790736835261 0.059537553205887987 0.0066287274819156325 -0.030481453101114941 -0.004953341122153624 0.051736027358794824 0.017593608179596439 | |
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internal_value=0 0.00799189 -0.000404057 0.039797 -0.00592299 0.00420195 -0.0243452 | |
internal_weight=0 0.302469 0.239299 0.0631704 0.408802 0.263811 0.144991 | |
internal_count=1000 503 297 206 497 293 204 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=930 | |
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num_cat=0 | |
split_feature=4 9 7 11 25 5 | |
split_gain=0.00335646 0.0184069 0.0127151 0.0117965 0.00820796 0.00861223 | |
threshold=-1.6822952032089231 -0.89385390281677235 1.5853881835937502 -3.5487818717956539 -1.7371324896812437 1.4048260450363161 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 -3 -2 -6 | |
right_child=4 3 -4 -5 5 -7 | |
leaf_value=-0.026068984382525126 0.064588416172998098 -0.021921618941370655 0.062706586558856595 0.087152385406466318 -0.011097222706977206 0.026626690610579658 | |
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leaf_count=124 22 55 30 99 561 109 | |
internal_value=0 0.0124314 -0.0106171 0.0605447 -0.00382988 -0.00605362 | |
internal_weight=0 0.165987 0.112226 0.0537612 0.539485 0.522503 | |
internal_count=1000 308 154 154 692 670 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=931 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 31 14 14 0 4 | |
split_gain=0.003295 0.0114653 0.0107376 0.013549 0.0104424 0.0100487 0.00435644 | |
threshold=-0.1249653398990631 1.0865690112113955 0.18357837945222857 -0.2194641828536987 0.10202293097972871 0.38903948664665228 -0.77281033992767323 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 5 3 -2 -4 -1 -3 | |
right_child=2 6 4 -5 -6 -7 -8 | |
leaf_value=-0.0092955669712871374 0.027246516644882868 -0.088376877803051188 -0.016261732758639791 -0.068977379445295486 0.021993041330808847 0.027685612045921057 -0.01634778547319244 | |
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internal_value=0 0.00703878 -0.00669128 -0.0413535 0.00197278 0.013132 -0.0479878 | |
internal_weight=0 0.341953 0.357545 0.071499 0.286046 0.307863 0.0340903 | |
internal_count=1000 456 544 115 429 401 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=932 | |
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num_cat=0 | |
split_feature=10 20 2 | |
split_gain=0.00424036 0.00471756 0.0047425 | |
threshold=-8.2502570152282697 1.8299899697303774 -2.481732845306396 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.073046887984806547 0.046744207249526964 0.05666304315453552 -0.0018919781667273167 | |
leaf_weight=0.0078561512936232702 0.020686776336930279 0.014811999791817243 0.65010513998013908 | |
leaf_count=16 26 24 934 | |
internal_value=0 0.000840566 -0.000392071 | |
internal_weight=0 0.685604 0.670792 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=933 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=10 20 5 | |
split_gain=0.00363629 0.00395508 0.00431791 | |
threshold=-8.2502570152282697 1.8299899697303774 -3.3303779363632198 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=-0.069439352241800534 -0.031991612495986393 0.052684564833984072 0.0016842336183777531 | |
leaf_weight=0.007459105990903935 0.040524527394438348 0.014362086319550826 0.62981771780154328 | |
leaf_count=16 86 24 874 | |
internal_value=0 0.000760877 -0.000351589 | |
internal_weight=0 0.684704 0.670342 | |
internal_count=1000 984 960 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=934 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=11 5 7 7 7 9 18 | |
split_gain=0.00334676 0.00438832 0.0130406 0.0110219 0.00378814 0.00500519 0.00253973 | |
threshold=-5.2096197605133048 -0.94487735629081715 -1.3431769609451292 -1.2958345413208006 1.0000000180025095e-35 -2.432652354240417 0.20851406455039981 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.00147371 -0.00754305 0.00883121 -0.0329216 0.0132209 -0.0607007 | |
internal_weight=0 0.661482 0.297226 0.364256 0.0295534 0.0111059 0.0184475 | |
internal_count=1000 904 421 483 96 41 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=935 | |
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num_cat=1 | |
split_feature=8 4 18 16 31 12 20 | |
split_gain=0.00342545 0.00734216 0.0134901 0.00984467 0.0062816 0.00862505 0.006573 | |
threshold=0 1.581968426704407 0.091590221971273436 0.5102781653404237 1.3691098093986513 0.079420387744903578 -0.41391812264919275 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.0054434573950550916 0.0043611996406765462 0.022733585349451319 -0.055488599650163541 0.055175571691299823 0.075043795483870218 -0.027095349101537731 -0.0031108290554258248 | |
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internal_value=0 0.00818149 -0.0159429 0.0185636 -0.00609553 -0.0105921 0.0293776 | |
internal_weight=0 0.293146 0.0881998 0.204946 0.39381 0.349506 0.0443037 | |
internal_count=1000 503 103 400 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=936 | |
num_leaves=8 | |
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split_feature=11 10 6 3 5 7 6 | |
split_gain=0.00337239 0.0094455 0.0145932 0.00914247 0.00868505 0.0141363 0.0139801 | |
threshold=-0.056552402675151818 -1.2339448928833006 1.045319199562073 1.2139297127723696 -0.15890216827392575 -0.15783268213272092 -0.69330593943595875 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 -0.00930354 0.00767383 -0.0317503 0.00531818 0.0327285 -0.00198522 | |
internal_weight=0 0.247857 0.141121 0.106736 0.433844 0.0912762 0.342568 | |
internal_count=1000 485 217 268 515 116 399 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=937 | |
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num_cat=0 | |
split_feature=3 29 30 17 | |
split_gain=0.00359846 0.00416956 0.00404596 0.00305337 | |
threshold=-2.7369303703308101 -2.0384702682495113 -1.2146136760711668 -0.088628441095352159 | |
decision_type=2 2 2 2 | |
left_child=3 -2 -3 -1 | |
right_child=1 2 -4 -5 | |
leaf_value=0.016633587513414282 0.058005369646025907 -0.0293506845647039 0.0020548179996441045 -0.086880037908053709 | |
leaf_weight=0.0042709754484349114 0.012600895425293857 0.044003353926711508 0.60532117513138539 0.0085625949026981729 | |
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internal_value=0 0.00103216 -7.34667e-05 -0.052431 | |
internal_weight=0 0.661925 0.649325 0.0128336 | |
internal_count=1000 948 929 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=938 | |
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num_cat=0 | |
split_feature=3 4 6 10 2 | |
split_gain=0.00320655 0.00893879 0.00957285 0.00859477 0.00898398 | |
threshold=-0.49797442555427546 -3.2548031806945796 -1.6460761427879331 -4.9047172069549552 -0.57413148880004872 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.058321931091533656 -0.060572121738369303 0.035977685498447654 -0.026931344680708826 0.045062908742732499 0.0020488688707808421 | |
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internal_value=0 -0.0105962 -0.0170733 0.00450033 0.00729211 | |
internal_weight=0 0.200247 0.183045 0.473104 0.453642 | |
internal_count=1000 324 290 676 651 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=939 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=27 3 20 27 25 | |
split_gain=0.00328782 0.0110948 0.0108392 0.0078221 0.00567316 | |
threshold=-0.56510543823242176 -1.8786414861679075 0.45991475880146032 -0.53441923856735218 -1.7371324896812437 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=-0.087029243033857076 -0.082703170276651361 0.00047008973479969221 0.051962191897243042 0.060156124266236802 -0.0044714274169181589 | |
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internal_value=0 0.0106036 0.0161784 -0.00462392 -0.00247313 | |
internal_weight=0 0.203843 0.192832 0.465788 0.453301 | |
internal_count=1000 292 262 708 692 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=940 | |
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num_cat=1 | |
split_feature=8 4 26 26 6 11 9 | |
split_gain=0.0034328 0.00700942 0.0103514 0.0102101 0.00666894 0.0076848 0.00493932 | |
threshold=0 -0.29410147666931147 -0.81025269627571095 -0.25996835529804224 1.8600274920463564 3.7105647325515752 -1.8467977046966551 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.019112401608890744 -0.010116086918989601 0.021427008139491166 0.051770470980570374 -0.025390176093436106 0.018318914187541308 0.026808788050651018 -0.089690981145960802 | |
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internal_value=0 0.00833936 0.0301265 -0.0029965 -0.00617891 -0.00296008 -0.0603928 | |
internal_weight=0 0.28381 0.0971297 0.18668 0.382163 0.360744 0.0214184 | |
internal_count=1000 503 268 235 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=941 | |
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split_feature=11 4 2 4 9 | |
split_gain=0.00341009 0.00512066 0.00412066 0.00530983 0.00295435 | |
threshold=-5.2096197605133048 -4.2021732330322257 -2.481732845306396 -1.6822952032089231 -0.50164487957954396 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -2 -4 -3 | |
right_child=2 4 3 -5 -6 | |
leaf_value=0.058184829671015972 0.051146212610841228 -0.08928124163787296 0.017671154840817743 -0.0047288502254879648 -0.016761006881370381 | |
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leaf_count=24 19 26 247 638 46 | |
internal_value=0 -0.0345264 0.0014996 0.000190038 -0.0546763 | |
internal_weight=0 0.0274107 0.633799 0.617511 0.0225169 | |
internal_count=1000 96 904 885 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=942 | |
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num_cat=0 | |
split_feature=13 13 19 30 30 4 | |
split_gain=0.00341088 0.00699317 0.0061443 0.00472128 0.00806354 0.00629558 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.29766309261322016 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 | |
right_child=3 -3 -4 4 -6 -7 | |
leaf_value=-0.039712776273980788 -0.0053756320864823195 0.090291653084570739 0.038594364193092527 0.058105070004613527 -0.0024057006241090147 -0.094737163850327516 | |
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leaf_count=37 40 12 47 39 798 27 | |
internal_value=0 0.0243175 0.00433601 -0.00212571 1.97526e-05 -0.038428 | |
internal_weight=0 0.0530484 0.0407166 0.606183 0.572357 0.0338263 | |
internal_count=1000 96 84 904 837 67 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=943 | |
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num_cat=0 | |
split_feature=11 10 6 12 12 2 | |
split_gain=0.00340859 0.00892636 0.0124188 0.0082084 0.0142249 0.00739848 | |
threshold=-0.056552402675151818 -1.2339448928833006 1.045319199562073 1.5428019762039187 1.1381492614746096 2.1295372247695927 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -3 | |
right_child=3 5 -4 -5 -6 -7 | |
leaf_value=-0.0036565134554018249 0.0065622300398666114 -0.018329423281549604 0.091036057560250683 0.056583891897713783 -0.072132972797897515 -0.085340908990246711 | |
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internal_value=0 -0.00955595 0.00730696 0.00544047 0.00160181 -0.0318208 | |
internal_weight=0 0.23775 0.135287 0.418109 0.388918 0.102463 | |
internal_count=1000 485 217 515 488 268 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=944 | |
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num_cat=1 | |
split_feature=8 4 11 16 6 29 10 | |
split_gain=0.00328618 0.00671756 0.0104362 0.00878598 0.0063799 0.0134231 0.00932608 | |
threshold=0 0.61790910363197338 -0.63245621323585499 -0.23371669650077817 0.77008655667305004 -0.19384890794754026 1.819823205471039 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.00829804 0.0242812 -0.00696785 -0.00608609 -0.0274286 0.00187719 | |
internal_weight=0 0.275313 0.134497 0.140816 0.375385 0.102004 0.273381 | |
internal_count=1000 503 331 172 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=945 | |
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split_feature=3 1 2 6 19 6 10 | |
split_gain=0.00310245 0.00828117 0.0182927 0.0109901 0.00746981 0.010716 0.0095704 | |
threshold=-0.24213722348213193 0 1.5583510398864748 -1.054078161716461 0.82704880833625805 -1.377050459384918 -4.9047172069549552 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
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internal_value=0 -0.00967424 0.0150423 -0.0249739 0.00497042 0.0354622 -0.000777643 | |
internal_weight=0 0.21899 0.0837277 0.135262 0.426193 0.0675991 0.358593 | |
internal_count=1000 364 135 229 636 129 507 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=946 | |
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split_feature=18 27 24 18 11 19 | |
split_gain=0.00303801 0.00875683 0.0133711 0.00713311 0.0109761 0.00565628 | |
threshold=-1.5012420415878294 0.40907128155231481 -0.17995110899209973 -0.79747301340103138 2.3344395160675053 0.61862421035766613 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=0.068778299907434268 -0.057185200622406167 0.079666373184621636 -0.071246606717720651 -0.0034483968404937868 0.020556079764046331 0.021205003752859271 | |
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internal_value=0 0.0249015 -0.0102226 -0.00190449 -0.0297686 0.00241115 | |
internal_weight=0 0.0455239 0.0277354 0.593183 0.0795521 0.51363 | |
internal_count=1000 68 41 932 148 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=947 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=25 21 31 18 4 0 28 | |
split_gain=0.00311831 0.00899588 0.011665 0.0109687 0.00898714 0.0133895 0.0122065 | |
threshold=0.10375598073005678 0.099660724401474013 -0.023028294555842873 0.96616727113723766 1.6072534918785097 0.58521056175231945 -1.6252390146255491 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=-0.089677724891520844 0.055905515858864274 -0.00025188388953355776 -0.0012258764012376558 -0.08928717644038886 -0.085163412872509753 0.0057491144483833266 0.0058633151093184788 | |
leaf_weight=0.014044141077924621 0.066746703685238273 0.1162675429990081 0.076928493761107664 0.015705656871695339 0.032503612184360153 0.032297340108016215 0.27958704959573311 | |
leaf_count=19 116 193 120 34 52 43 423 | |
internal_value=0 0.00800151 0.0253155 -0.0108477 -0.00614503 -0.0398518 0.00129366 | |
internal_weight=0 0.275648 0.143675 0.131973 0.358432 0.064801 0.293631 | |
internal_count=1000 463 236 227 537 95 442 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=948 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 7 2 7 9 | |
split_gain=0.00323261 0.0121865 0.0127856 0.00645762 0.00720659 0.00647395 0.00626764 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 -3.3866791725158687 3.5917694568634038 -3.9560654163360591 1.6154040694236758 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.0023567757977454402 0.021270093684858684 0.054166446989962792 -0.0057011217165183689 -0.0044172574623961578 0.055832794993480886 -0.10014610525008399 -0.074260453559453682 | |
leaf_weight=0.013383749132117373 0.01000289390478315 0.070876639609423364 0.071820505435450377 0.40495111333194367 0.020875907845994135 0.013699817780434387 0.021912894436787678 | |
leaf_count=32 22 114 102 581 48 16 85 | |
internal_value=0 0.0115408 0.0240347 -0.00447492 -0.00146354 -0.051822 -0.0443197 | |
internal_weight=0 0.174613 0.142697 0.452911 0.425827 0.0270836 0.0319158 | |
internal_count=1000 323 216 677 629 48 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=949 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 22 27 5 15 11 | |
split_gain=0.00300197 0.00692833 0.00798424 0.00767818 0.00591214 0.0122169 0.0101473 | |
threshold=0 -0.80342191457748402 0.18504730612039569 -0.99950659275054921 -2.1253163814544673 0.34292693436145788 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.051633177170506799 -0.0043351497112661874 0.010006123234891834 0.077213246937748892 0.0060153244992103587 -0.0083811187150948131 -0.094342249928623265 0.040259537789060079 | |
leaf_weight=0.027126094612533791 0.049501985745135091 0.051737878437410068 0.02685055110333523 0.15580806074333986 0.23729209957368269 0.021686886795258431 0.052351800052861108 | |
leaf_count=41 89 144 99 219 316 39 53 | |
internal_value=0 0.00813522 0.0329681 -0.00253299 -0.00593544 -0.0317548 0.000410456 | |
internal_weight=0 0.261523 0.0785884 0.182934 0.360833 0.0711889 0.289644 | |
internal_count=1000 503 243 260 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=950 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 2 29 29 15 7 | |
split_gain=0.00326198 0.00759364 0.00782388 0.00520406 0.00679402 0.00416243 0.00346027 | |
threshold=2.090929508209229 0.44619986414909368 1.9586753249168398 -1.5866907835006712 -1.1724481582641599 -0.35176825523376459 -0.7118559181690215 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.092338374505439594 -0.099121976048285002 -0.042670759996013795 0.049991639829055967 -0.056468667200947842 0.0025587984017143603 0.0066273588945651692 -0.014411940596629876 | |
leaf_weight=0.01127052491528957 0.014014454887625427 0.017676750179255407 0.018806363513064639 0.020264342865826013 0.51647516497320689 0.011394006555636604 0.0073517583851980808 | |
leaf_count=16 44 44 41 37 763 34 21 | |
internal_value=0 -0.0226314 0.00509498 0.00231223 0.000330245 0.0492494 -0.0699747 | |
internal_weight=0 0.0578493 0.0364831 0.559404 0.53674 0.0226645 0.0213662 | |
internal_count=1000 150 85 850 800 50 65 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=951 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=30 31 31 31 17 31 2 | |
split_gain=0.00296991 0.00972761 0.00802814 0.00599508 0.01143 0.00955528 0.0045124 | |
threshold=-0.75394436717033375 0.61904841661453258 -1.2907721400260923 -1.3696160912513731 -0.33829419314861292 -0.14971926808357236 0.23355075716972354 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 -3 | |
right_child=3 6 -4 5 -6 -7 -8 | |
leaf_value=0.033338059381322081 0.026972935114698574 0.091606092350675392 -0.042838178484182005 0.02452956715401242 -0.073086744308982418 -0.0050585325336274661 -0.0027075250664976326 | |
leaf_weight=0.016991328676738249 0.019763060152911294 0.010896503849721739 0.074474237676398491 0.18175197871629489 0.027031241656004568 0.273223384246013 0.0094919800545980593 | |
leaf_count=28 36 18 141 254 44 450 29 | |
internal_value=0 -0.0147638 -0.0286871 0.00325574 -0.0308276 0.00676122 0.0476978 | |
internal_weight=0 0.111854 0.0914656 0.50177 0.0467943 0.454975 0.0203885 | |
internal_count=1000 216 169 784 80 704 47 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=952 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=13 13 7 27 12 27 | |
split_gain=0.00312123 0.00564257 0.00615931 0.00392625 0.0108564 0.00934021 | |
threshold=-1.2598152160644529 -1.3131613731384275 -2.1114803552627559 -1.4307758212089536 -0.0196370230987668 -1.1444159746170042 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.059930192548487776 0.023139377640331658 0.089782516547897082 0.031361219858376289 0.047804978176461288 -0.093753630193060183 -0.0037503954013712523 | |
leaf_weight=0.010175810858633838 0.015638726957377003 0.010373587165847908 0.027000037943609279 0.037846429635187917 0.016150508299233479 0.49150228681649022 | |
leaf_count=22 31 12 62 49 31 793 | |
internal_value=0 0.0245699 0.00637284 -0.00211424 -0.0362481 -6.43813e-05 | |
internal_weight=0 0.0475494 0.0371758 0.561138 0.0317892 0.529349 | |
internal_count=1000 96 84 904 62 842 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=953 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 7 15 11 5 30 | |
split_gain=0.00301019 0.0174845 0.0106109 0.0102095 0.00804834 0.00940853 0.00828851 | |
threshold=-2.1543085575103755 -0.92759951949119557 1.6765210628509524 1.3031024336814883 -1.9419997930526731 0.56105643510818493 1.2294318079948428 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.035703697915175359 -0.071131023792435508 0.10013260817396336 -0.049706494080218544 0.064765319115203487 0.0072864060535952338 -0.0017309149091391885 -0.036399408831251527 | |
leaf_weight=0.049378211993428067 0.034979801936168453 0.027719566374308613 0.0056974966128371376 0.012719814249066985 0.38124224394249562 0.04424068334547826 0.049014171819880659 | |
leaf_count=94 81 85 31 14 529 99 67 | |
internal_value=0 0.0162618 0.0745855 -0.0151242 -0.00308341 -0.0323745 0.00230978 | |
internal_weight=0 0.0955151 0.0334171 0.062098 0.509477 0.0792205 0.430256 | |
internal_count=1000 224 116 108 776 180 596 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=954 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 4 21 11 3 3 | |
split_gain=0.00287485 0.00637717 0.00865573 0.00807503 0.00553176 0.00641249 | |
threshold=0 0.61790910363197338 -0.81699246168136586 -0.63245621323585499 3.0217821598052983 2.6349928379058842 | |
decision_type=1 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 | |
right_child=4 2 -4 -5 -6 -7 | |
leaf_value=0.00052920003962820183 -0.0061241477986415599 -0.056504857715630602 0.0062236965850700748 0.051832043346028547 -0.058286386998690577 0.057589658492615305 | |
leaf_weight=0.066047191830392205 0.31041566121441333 0.028118530273916531 0.10105071006106314 0.057295441584362727 0.019071594279702175 0.016643393859652633 | |
leaf_count=195 439 30 142 136 35 23 | |
internal_value=0 0.00809771 -0.00743153 0.0243605 -0.00593463 -0.00288188 | |
internal_weight=0 0.252512 0.129169 0.123343 0.346131 0.327059 | |
internal_count=1000 503 172 331 497 462 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=955 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=6 0 11 29 0 9 15 | |
split_gain=0.00296964 0.00641802 0.00755929 0.00430721 0.00587246 0.00416767 0.00375776 | |
threshold=2.090929508209229 0.44619986414909368 2.7965720891952519 -1.5866907835006712 -3.1315989494323726 -1.9994176626205442 -0.35176825523376459 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 5 -3 6 -5 -2 -1 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=0.090581015313805691 0.0069603229402840569 0.082775941966940353 -0.02374336636021547 -0.099835877848754043 0.0015547587462986228 -0.095197573962589335 0.0065682558270136601 | |
leaf_weight=0.010088377204510834 0.0055007892005960448 0.0089885872622446072 0.025742653493892931 0.0057767927523575393 0.51311175274835885 0.014573532044328541 0.011273405150649118 | |
leaf_count=16 11 37 48 40 760 54 34 | |
internal_value=0 -0.0221922 0.00382427 0.00223766 0.000425976 -0.0672041 0.0462444 | |
internal_weight=0 0.0548056 0.0347312 0.54025 0.518889 0.0200743 0.0213618 | |
internal_count=1000 150 85 850 800 65 50 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=956 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 22 4 20 4 | |
split_gain=0.00303844 0.00341451 0.00924993 0.00597883 0.00206458 | |
threshold=-2.7369303703308101 0.63260453939437877 1.4679937958717348 -1.1364628076553343 -0.31387105584144587 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.0084840311894353558 0.028473796354596292 0.027443039549877441 -0.031394660539708144 -0.0079092738932639503 -0.094096519646173257 | |
leaf_weight=0.0056128177397454238 0.051291709208744152 0.11625307348237723 0.034693264867215134 0.37822476737690836 0.0056545594134463917 | |
leaf_count=18 79 203 54 612 34 | |
internal_value=0 0.000982218 0.0139199 -0.0035645 -0.0514489 | |
internal_weight=0 0.580463 0.150946 0.429516 0.0112674 | |
internal_count=1000 948 257 691 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=957 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 11 11 6 9 4 | |
split_gain=0.00311156 0.0111328 0.0126849 0.00617816 0.00774865 0.00725433 0.00567542 | |
threshold=1.2183623313903811 -1.5804541110992429 4.0305128097534189 5.1782035827636728 1.7713328599929812 1.0035436749458315 -0.16142201423645017 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.0057476653233077216 0.0084041378162684581 0.045005632122656708 -0.025033257455011629 0.059298639402893566 -0.023284655356677564 -0.07507457474398696 -0.083597293611286344 | |
leaf_weight=0.37111950673188443 0.011484917367008407 0.089707334282003615 0.036331759597885593 0.031094727221898211 0.01790331603569939 0.015733521862790534 0.01611126555174125 | |
leaf_count=604 36 153 48 30 30 33 66 | |
internal_value=0 0.0122205 0.0248164 -0.00433005 0.0291237 -0.00856723 -0.0453083 | |
internal_weight=0 0.153635 0.126039 0.435851 0.048998 0.386853 0.0275962 | |
internal_count=1000 303 201 697 60 637 102 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=958 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=13 13 22 13 20 | |
split_gain=0.0029768 0.00504379 0.00521563 0.00435717 0.00420653 | |
threshold=-1.2598152160644529 -1.3131613731384275 -0.57212424278259266 -1.187853932380676 -1.0864183306694029 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=0.079095360619145835 -0.067144048278558077 0.08871884150933565 -0.013385798416950624 0.022375465474293546 -0.004258976894359486 | |
leaf_weight=0.0078415818709913765 0.010098833368715532 0.0096637303613569259 0.027428729925647932 0.068043743546927216 0.46132113358162807 | |
leaf_count=20 16 12 64 118 770 | |
internal_value=0 0.0247125 0.00717536 -0.00207673 -0.000835427 | |
internal_weight=0 0.044934 0.0352703 0.539464 0.529365 | |
internal_count=1000 96 84 904 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=959 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=25 18 18 21 11 24 | |
split_gain=0.00287336 0.00756461 0.00911474 0.00736373 0.0097158 0.00963157 | |
threshold=0.10375598073005678 -1.5012420415878294 0.41391530632972723 0.099660724401474013 1.3141521811485293 1.4340658783912661 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.052675214292749212 -0.0026497007338230176 -0.023304453466818396 0.01221116736905295 -0.020107795256096229 0.051689385836746954 0.06714206375819845 | |
leaf_weight=0.020493243091095792 0.066130422585640503 0.19381257380474026 0.11521998972802994 0.10683605596363854 0.065490240685696754 0.014351894641237095 | |
leaf_count=34 146 318 185 212 90 15 | |
internal_value=0 -0.00616109 -0.0100628 0.00801121 0.0243877 -0.00977508 | |
internal_weight=0 0.329526 0.309033 0.252809 0.131621 0.121188 | |
internal_count=1000 537 503 463 236 227 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=960 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 21 17 6 20 9 6 | |
split_gain=0.00284249 0.00536949 0.00575448 0.00483777 0.00701328 0.00632326 0.00416449 | |
threshold=2.0177078247070317 -0.27858874201774592 0.1796948313713074 -2.2757308483123775 0.24033183604478839 0.3670168817043305 -1.054078161716461 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 -3 | |
right_child=1 6 -4 5 -6 -7 -8 | |
leaf_value=-0.080305245775261061 -0.073268942851346303 0.097087059655054292 0.039845130150793488 -0.0096186925169318427 0.024309843750823942 0.012816094899134298 0.011113630553829558 | |
leaf_weight=0.017760833314939717 0.0087773942220028545 0.012335099650613301 0.0092237371776491273 0.28447595081967109 0.010025295477202878 0.22499303859611647 0.010371547230810352 | |
leaf_count=63 24 38 19 439 40 351 26 | |
internal_value=0 0.0254805 -0.0153096 -0.00192707 -0.0425599 0.000289017 0.0578176 | |
internal_weight=0 0.0407078 0.0180011 0.537255 0.0277861 0.509469 0.0227066 | |
internal_count=1000 107 43 893 103 790 64 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=961 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 0 30 9 | |
split_gain=0.00477186 0.00418848 0.00729852 0.00561085 | |
threshold=2.1676498651504521 -1.608339190483093 -0.19639471918344495 1.555183529853821 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=0.011690355476226912 0.066255313262597967 -0.003475356624890253 -0.070272438153182556 0.024100745322206855 | |
leaf_weight=0.02083613265219264 0.010669406926695046 0.4313039513807102 0.022700914799816729 0.089011575879778704 | |
leaf_count=62 15 674 87 162 | |
internal_value=0 -0.00125096 -0.0310464 0.00124215 | |
internal_weight=0 0.563853 0.043537 0.520316 | |
internal_count=1000 985 149 836 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=962 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 19 15 11 5 9 | |
split_gain=0.00302698 0.0159325 0.00933955 0.00885016 0.00644383 0.00791085 0.00762067 | |
threshold=-2.1543085575103755 -1.2797542214393614 1.4531064033508303 1.3031024336814883 -1.9419997930526731 0.56105643510818493 -1.7243103981018064 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.047219926466448445 -0.067777569169457347 0.080047318949585389 -0.049247260689702504 0.05683474242398532 0.029996504411558701 -0.0018276185301800017 -0.0048350879897091662 | |
leaf_weight=0.036168197133179092 0.031972863117943895 0.036830478324449967 0.0065858327315666534 0.010560516509940499 0.077546086393364355 0.042187622159595151 0.33059666911444729 | |
leaf_count=79 81 115 18 12 114 99 482 | |
internal_value=0 0.0168195 0.0604346 -0.023704 -0.00314428 -0.0302607 0.00178283 | |
internal_weight=0 0.090145 0.0434163 0.0467287 0.482303 0.0741605 0.408143 | |
internal_count=1000 224 133 91 776 180 596 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=963 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 18 20 10 4 | |
split_gain=0.00290093 0.00861651 0.00918544 0.00517273 0.00556562 | |
threshold=-0.81044566631317128 1.2640730142593386 0.47881735861301428 -5.7338836193084708 -0.44345408678054804 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.02319254620714311 -0.065357240701650554 -0.10008767599501844 0.038560688560612268 0.019812907680791553 -0.0035557715753257151 | |
leaf_weight=0.084016430351416149 0.010532746985518315 0.010485586753929965 0.033767882927365989 0.16732152220994201 0.26072704189957463 | |
leaf_count=171 17 22 71 364 355 | |
internal_value=0 -0.0132215 -0.00548836 0.00387533 0.0055789 | |
internal_weight=0 0.12827 0.117784 0.438581 0.428049 | |
internal_count=1000 264 242 736 719 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=964 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 19 19 9 | |
split_gain=0.00434821 0.00402418 0.00625323 0.00555139 | |
threshold=2.1676498651504521 1.3722550272941592 0.83948722481727611 -0.37272256612777704 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0024719226013621906 0.064119395184885492 -0.069024171769485859 0.035499561645299056 0.010356368374008607 | |
leaf_weight=0.47004203257517596 0.010380341325515019 0.01979442034286194 0.047778441740711663 0.015875865323875971 | |
leaf_count=803 15 37 108 37 | |
internal_value=0 -0.00120629 0.00103164 -0.0336941 | |
internal_weight=0 0.553491 0.51782 0.0356703 | |
internal_count=1000 985 911 74 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=965 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 10 2 6 0 9 | |
split_gain=0.00272154 0.0063251 0.00827191 0.00674941 0.00563182 0.00925701 0.00808658 | |
threshold=0 -0.24360075592994687 -3.6609367132186885 3.4516642093658452 0.77008655667305004 1.5622318387031557 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.063517623923409303 -0.044487590796532743 0.057462394598258609 0.0067960931983034939 -0.040284062925856484 -0.054765377044940014 0.010951379758738635 0.0093912505732892566 | |
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leaf_count=25 51 190 272 16 102 53 291 | |
internal_value=0 0.00817349 -0.000176915 0.0402673 -0.00592646 -0.0274925 0.0020853 | |
internal_weight=0 0.236014 0.187285 0.0487291 0.32595 0.0882902 0.237659 | |
internal_count=1000 503 297 206 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=966 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=7 2 5 10 2 3 | |
split_gain=0.00268612 0.00899538 0.00843302 0.00458101 0.007122 0.0050337 | |
threshold=1.332841753959656 -1.1187212467193601 -1.8325304388999937 -5.3222155570983878 -0.92810726165771473 -1.5538635253906248 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=0.012756932890038489 -0.067673634866162458 -0.038561337477144381 0.056035094479823723 0.03749762388133026 -0.0044509905570127356 -0.08644796689977044 | |
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internal_value=0 0.0191277 0.0351195 -0.0025292 -0.000470253 -0.0476867 | |
internal_weight=0 0.0648031 0.0547215 0.492704 0.471218 0.0214852 | |
internal_count=1000 171 145 829 780 49 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=967 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 19 21 27 | |
split_gain=0.00266849 0.00450054 0.00542777 0.00460819 | |
threshold=-1.7371324896812437 -1.3991433978080747 -0.092655561864376054 -0.56510543823242176 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.038410516793574823 -0.083249464929251171 0.015977619860762748 -0.0026347830581376248 -0.0050512430464173461 | |
leaf_weight=0.017503736186955887 0.014337387500804155 0.14757806625461889 0.020006642486620763 0.35458878687386841 | |
leaf_count=32 38 257 41 632 | |
internal_value=0 -0.00126644 -0.0362885 0.00112877 | |
internal_weight=0 0.536511 0.034344 0.502167 | |
internal_count=1000 968 79 889 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=968 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 25 19 4 9 | |
split_gain=0.00265923 0.00447782 0.00500572 0.00372229 0.00278172 | |
threshold=-5.2096197605133048 -2.0748205184936519 -1.3991433978080747 -4.2021732330322257 0.49100649356842047 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 -1 -5 | |
right_child=1 2 -4 4 -6 | |
leaf_value=0.052730510483177812 0.072938957559802606 -0.037619625121870032 0.0027757839948074608 -0.081796195512897588 -0.0015642055859977112 | |
leaf_weight=0.0041025590136456449 0.0086120562582698845 0.032732609171914007 0.48830234258474015 0.011828578145639312 0.006808800256356661 | |
leaf_count=24 13 72 819 36 36 | |
internal_value=0 0.00142017 0.000238052 -0.0335029 -0.052485 | |
internal_weight=0 0.529647 0.521035 0.0227399 0.0186374 | |
internal_count=1000 904 891 96 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=969 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 18 20 29 27 15 | |
split_gain=0.00269143 0.00789559 0.00821642 0.00448455 0.0126913 0.00850202 | |
threshold=-0.81044566631317128 1.2640730142593386 0.47881735861301428 -0.5291345715522765 -0.70748955011367787 -0.054635863751173012 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.022475923084564756 0.055600784856224841 -0.10008048220264841 0.036738284599306947 -0.0087004702177847903 -0.034399348762806634 0.023541028988647517 | |
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internal_value=0 -0.0129274 -0.00567385 0.00376729 -0.0154694 0.00924324 | |
internal_weight=0 0.124896 0.1153 0.425725 0.0943342 0.331391 | |
internal_count=1000 264 242 736 212 524 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=970 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=27 26 14 22 | |
split_gain=0.00537112 0.00411915 0.00726711 0.00446006 | |
threshold=2.0770738124847417 1.5869815945625307 0.35118725895881658 0.63260453939437877 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.0046349418397513753 0.071547530259685285 -0.078576369566489293 0.014197036284604765 0.016981318259647198 | |
leaf_weight=0.37406123463493923 0.010288163919405235 0.018029398534295638 0.015880224843883184 0.12815175422098479 | |
leaf_count=674 15 30 27 254 | |
internal_value=0 -0.00139669 -0.0351296 0.000880968 | |
internal_weight=0 0.536123 0.0339096 0.502213 | |
internal_count=1000 985 57 928 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=971 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=13 2 1 30 30 4 | |
split_gain=0.00263513 0.00472304 0.005026 0.00385606 0.0064615 0.00494931 | |
threshold=-1.2598152160644529 0.4120739102363587 0 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 | |
decision_type=2 2 1 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.041676064303097421 -0.0057880349530471352 0.0054028630848063988 0.083914231003340098 0.058335208363598505 -0.0022513062283304871 -0.093662090809002188 | |
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internal_value=0 0.0242121 0.0415085 -0.00202196 8.12675e-05 -0.038474 | |
internal_weight=0 0.0414437 0.0328264 0.502961 0.475524 0.0274371 | |
internal_count=1000 96 67 904 837 67 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=972 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=27 26 14 26 | |
split_gain=0.00461788 0.00346034 0.00639891 0.00433039 | |
threshold=2.0770738124847417 1.5869815945625307 0.35118725895881658 1.4331754446029665 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.00059644643152005335 0.067985209344929895 -0.075474795706876943 0.012890021194526256 0.063135159135853922 | |
leaf_weight=0.48826640386118081 0.0098047151534430554 0.016940578883243518 0.015873940127718811 0.010899478181670474 | |
leaf_count=908 15 30 27 20 | |
internal_value=0 -0.00127271 -0.0327285 0.000795158 | |
internal_weight=0 0.53198 0.0328145 0.499166 | |
internal_count=1000 985 57 928 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=973 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 7 4 6 7 2 14 | |
split_gain=0.00256632 0.0112617 0.0118463 0.0110259 0.0117434 0.0103204 0.00722887 | |
threshold=-0.18700882792472837 -1.6289549469947813 0.92876344919204723 -0.96759614348411549 -0.37251955270767206 0.23355075716972354 -0.81785500049591053 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.0018478064022778079 0.042060382105181537 0.0093908448051167933 0.080027942605456676 0.016627101650921784 -0.025090335125951508 -0.096997241890612873 -0.038414978554433293 | |
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leaf_count=44 23 236 57 260 196 76 108 | |
internal_value=0 0.00897159 0.0266788 -0.00530485 0.00178561 -0.051033 -0.0228366 | |
internal_weight=0 0.199947 0.128444 0.340059 0.294409 0.0456501 0.071503 | |
internal_count=1000 424 293 576 456 120 131 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=974 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 30 29 2 | |
split_gain=0.00248266 0.00396127 0.00680576 0.00619572 0.00187935 | |
threshold=-3.7824122905731197 4.6643924713134775 0.051054997369647033 0.51327875256538402 2.8269519805908208 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.071913374830735122 -0.010470838582368637 -0.011494383794529724 0.050415074226407564 0.014746773947124057 3.8271725154389701e-05 | |
leaf_weight=0.0083076451779287019 0.30361567937437717 0.031954725178025001 0.039964079085791582 0.14346489430310871 0.0064475392412237662 | |
leaf_count=29 601 54 49 248 19 | |
internal_value=0 0.00112529 0.0229077 -0.00237869 -0.0404728 | |
internal_weight=0 0.518999 0.0719188 0.447081 0.0147552 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=975 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 17 9 11 2 7 | |
split_gain=0.00259594 0.0118481 0.00743777 0.00741386 0.00849746 0.00825008 0.00493766 | |
threshold=-0.44345408678054804 -2.2834039926528926 -0.53706440329551686 -1.8577739000320432 2.5579682588577275 -2.481732845306396 -0.15783268213272092 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 6 -3 4 -2 -5 -1 | |
right_child=3 2 -4 5 -6 -7 -8 | |
leaf_value=-0.071049017770471859 -0.035314651906299142 0.052365236524065696 0.0070438181972038785 0.085136515160287515 0.079729497041087408 -0.014156299562949951 -0.005797712157233785 | |
leaf_weight=0.022130363756616589 0.0095560322812957565 0.050397353844305881 0.12863570242964073 0.0086372492150985636 0.019566307239557545 0.26845207349171674 0.024364655261386758 | |
leaf_count=40 20 128 274 11 35 438 54 | |
internal_value=0 0.00812119 0.0198017 -0.00601675 0.0419796 -0.0110612 -0.0368556 | |
internal_weight=0 0.225528 0.179033 0.306212 0.0291223 0.277089 0.046495 | |
internal_count=1000 496 402 504 55 449 94 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=976 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 18 16 28 7 12 | |
split_gain=0.00265674 0.00619252 0.010918 0.00852021 0.00516795 0.00904486 0.00733865 | |
threshold=0 1.581968426704407 0.091590221971273436 0.5102781653404237 0.89896380901336681 -0.50514426827430714 0.53920793533325206 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.0050225644518914299 0.0074351934487686139 0.02224697488032075 -0.058135866681146814 0.057706467834757913 0.043158130214880006 -0.030649020864794058 -0.042468694567360021 | |
leaf_weight=0.11378266801853704 0.1212129005168423 0.03460697881389202 0.033019433052308145 0.042038172761737602 0.040522339396332541 0.12843969285371792 0.013292401797798448 | |
leaf_count=274 200 52 51 126 65 211 21 | |
internal_value=0 0.00826881 -0.0170009 0.0192359 -0.00609935 -0.0121581 0.022008 | |
internal_weight=0 0.223447 0.0676264 0.155821 0.303467 0.249653 0.0538147 | |
internal_count=1000 503 103 400 497 411 86 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=977 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=3 29 2 12 20 14 10 | |
split_gain=0.00295062 0.00763073 0.0097362 0.00889743 0.00461239 0.0060431 0.00509226 | |
threshold=-0.84586244821548451 0.11635308712720872 -0.045516252517700188 -1.1395102143287656 -1.0864183306694029 0.042908877134323127 1.8647432923316958 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.086675309353922994 0.063070252735742821 0.027950523633847923 0.022783681714413154 -0.069325459979939427 -0.0066112845662039165 -0.0076770468940757829 0.021502540675251085 | |
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leaf_count=29 41 21 124 86 406 54 239 | |
internal_value=0 -0.0139831 0.00764418 -0.0441031 0.00403719 0.0327079 6.55641e-05 | |
internal_weight=0 0.117141 0.0681831 0.0489579 0.405059 0.0492839 0.355775 | |
internal_count=1000 260 153 107 740 95 645 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=978 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 7 9 15 7 5 13 | |
split_gain=0.00271475 0.00926605 0.0135795 0.00967598 0.00787472 0.00893711 0.00792019 | |
threshold=-0.94487735629081715 -1.3431769609451292 0.79456663131713878 0.82407149672508251 0.28290793299674993 -0.81435763835906971 1.3032695651054385 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.026317066032753279 0.061046033171016582 -0.0020428050434014491 -0.071025734983665892 -0.064898338373765144 0.046650312482593187 -0.010296100820876113 -0.038950814547168908 | |
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leaf_count=146 17 157 94 31 181 351 23 | |
internal_value=0 -0.00824363 -0.0264859 0.0142369 0.00635504 -0.00377712 0.0329719 | |
internal_weight=0 0.225949 0.124732 0.101216 0.291996 0.211489 0.0805069 | |
internal_count=1000 428 251 177 572 368 204 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=979 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 0 20 14 30 | |
split_gain=0.00256973 0.00673022 0.00608348 0.00399115 0.00868941 0.00521716 | |
threshold=-1.7815890312194822 -1.6665836572647093 0.86551609635353099 -1.1364628076553343 0.042908877134323127 1.2294318079948428 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.085714637999404278 0.064375863208972955 0.010077067780865773 -0.070102961941409345 0.0026682407598328396 -0.015083888661851508 -0.033684340362799235 | |
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leaf_count=10 45 62 64 674 60 85 | |
internal_value=0 -0.0230925 -0.0371143 0.00215467 0.0273801 -0.00122495 | |
internal_weight=0 0.0441132 0.0390774 0.468158 0.0553117 0.412847 | |
internal_count=1000 136 126 864 105 759 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=980 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 4 17 9 4 11 | |
split_gain=0.00252383 0.00627662 0.00626345 0.00592282 0.00523572 0.0120187 0.00802549 | |
threshold=0 -0.80342191457748402 1.5504462718963625 -0.87433335185050953 0.27495875954627996 -1.3023312687873838 3.2451776266098027 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=0.012355066614416398 -0.028457128822961336 0.085785840556500015 -0.030190003130436863 0.01639920413413843 0.080666959151074621 -0.0046234690570153081 0.018428549402591601 | |
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leaf_count=181 225 62 79 181 37 178 57 | |
internal_value=0 0.0082472 -0.0028824 0.0345829 -0.00601526 0.0116275 -0.0160757 | |
internal_weight=0 0.214142 0.150528 0.0636138 0.294979 0.107122 0.187857 | |
internal_count=1000 503 260 243 497 215 282 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=981 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 6 9 28 6 13 | |
split_gain=0.00260624 0.0101305 0.0116129 0.00929464 0.00774925 0.00881014 0.000842256 | |
threshold=-0.53437867760658253 0 -0.75322550535202015 2.2335890531539921 -1.1403951048851011 -0.96759614348411549 0.026189046911895279 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
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internal_value=0 0.00385255 -0.0113073 0.0208942 -0.0134071 -0.00249425 -0.0764632 | |
internal_weight=0 0.392122 0.207518 0.184604 0.112614 0.0959999 0.0166143 | |
internal_count=1000 704 405 299 296 253 43 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=982 | |
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num_cat=0 | |
split_feature=3 10 19 2 2 | |
split_gain=0.00252165 0.00515559 0.00482896 0.0037031 0.00573803 | |
threshold=-2.0779349803924556 0.69830441474914562 0.79595398902893078 4.188784360885621 3.4516642093658452 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 4 -2 | |
right_child=3 -3 -4 -5 -6 | |
leaf_value=0.023189874027566698 0.0025498779108692085 -0.10008260557871461 -0.078821912384361537 0.050055803464057871 -0.053332870941953429 | |
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internal_value=0 -0.0276855 -0.00461268 0.00182336 0.000186482 | |
internal_weight=0 0.0308643 0.0234051 0.46904 0.453644 | |
internal_count=1000 108 81 892 858 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=983 | |
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num_cat=0 | |
split_feature=9 3 2 6 16 4 7 | |
split_gain=0.00241513 0.00860405 0.0113151 0.00853777 0.0049275 0.00718884 0.00556563 | |
threshold=1.0618134737014773 0.73033910989761364 -0.37953710556030268 -0.85458046197891224 -1.4427587389945982 -0.6461447775363921 -3.3866791725158687 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 -6 | |
right_child=1 2 -4 -5 6 -7 -8 | |
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internal_value=0 0.0113255 -0.0111654 0.0393623 -0.0042896 -0.0398969 -0.00046023 | |
internal_weight=0 0.136448 0.0757122 0.0607358 0.361377 0.0350903 0.326286 | |
internal_count=1000 323 172 151 677 67 610 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=984 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=19 19 13 15 | |
split_gain=0.00377688 0.00346565 0.00514556 0.00414852 | |
threshold=2.1676498651504521 1.3722550272941592 0.72543808817863475 -0.39994606375694269 | |
decision_type=2 2 2 2 | |
left_child=1 2 -1 -3 | |
right_child=-2 3 -4 -5 | |
leaf_value=-0.0049877799684155868 0.063415657658921112 -0.088057596218922812 0.019982994857935248 -0.0088708282345123235 | |
leaf_weight=0.34480147741070261 0.0092140554756667825 0.0096404486765493402 0.10848586201314836 0.021087354417028692 | |
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internal_value=0 -0.00121463 0.000988509 -0.0337146 | |
internal_weight=0 0.484015 0.453287 0.0307278 | |
internal_count=1000 985 911 74 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=985 | |
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num_cat=0 | |
split_feature=3 4 5 6 10 9 | |
split_gain=0.00256197 0.00719882 0.00736361 0.00507116 0.00798918 0.0079739 | |
threshold=-0.24213722348213193 -3.3705158233642574 0.47640135884284979 1.7042843699455263 1.0763437151908877 -2.3239196538925166 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.060201607820354955 -0.036408303655062521 -0.030039017316051787 0.019690599186705428 -0.087601506707663798 0.0085175357950564527 0.015392694001983998 | |
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internal_value=0 -0.010236 -0.0164863 0.00508567 -0.0303879 0.0094421 | |
internal_weight=0 0.163514 0.150188 0.32815 0.0358916 0.292258 | |
internal_count=1000 364 326 636 110 526 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=986 | |
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num_cat=0 | |
split_feature=0 4 28 9 20 18 | |
split_gain=0.00263615 0.00497457 0.00681563 0.00415105 0.0106435 0.00557536 | |
threshold=-1.608339190483093 -0.97413113713264454 -0.014420712832361458 1.2183623313903811 0.19620216637849811 -0.59103864431381214 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.07300233157379564 -0.023802486357462817 -0.082499209507184104 0.0053541633492014233 -0.0017068330558670738 0.068942302327403948 0.0047100849825207416 | |
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internal_value=0 -0.0246281 -0.0373777 0.00217584 0.0201583 -0.00297581 | |
internal_weight=0 0.0399646 0.0353485 0.448086 0.0997825 0.348304 | |
internal_count=1000 152 130 848 208 640 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=987 | |
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num_cat=1 | |
split_feature=8 7 24 9 31 3 25 | |
split_gain=0.00262252 0.00576409 0.00765154 0.00546409 0.00496641 0.00584971 0.00562707 | |
threshold=0 -0.24360075592994687 1.6863377690315249 2.3375082015991215 1.3691098093986513 3.0217821598052983 -0.61387494206428517 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
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internal_value=0 0.00870143 0.000122865 0.0420339 -0.00622207 -0.0110372 0.0302019 | |
internal_weight=0 0.20158 0.16032 0.0412605 0.283171 0.250108 0.0330633 | |
internal_count=1000 503 297 206 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=988 | |
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num_cat=0 | |
split_feature=11 5 7 6 4 0 | |
split_gain=0.00251435 0.00385379 0.0113242 0.00929482 0.00319606 0.00225116 | |
threshold=-5.2096197605133048 -0.18700882792472837 -1.6289549469947813 -0.96759614348411549 -4.2021732330322257 -0.10111981630325316 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 -6 | |
right_child=1 2 -4 -5 5 -7 | |
leaf_value=0.046770277870102794 -0.05008683302177093 -0.020296576945186412 0.034532335671306001 0.0017196630789703604 -0.018914311607617099 -0.093133373782610954 | |
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internal_value=0 0.00151614 0.0140058 -0.00517948 -0.0344276 -0.0537985 | |
internal_weight=0 0.460835 0.16083 0.300005 0.0203198 0.0164059 | |
internal_count=1000 904 342 562 96 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=989 | |
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num_cat=1 | |
split_feature=3 1 2 6 26 25 | |
split_gain=0.00240736 0.00623994 0.0114332 0.00759613 0.00481587 0.00486797 | |
threshold=-0.24213722348213193 0 1.5583510398864748 -1.2840110063552854 -1.5425181984901426 0.10375598073005678 | |
decision_type=2 1 2 2 2 2 | |
left_child=1 3 -3 -1 -2 -6 | |
right_child=4 2 -4 -5 5 -7 | |
leaf_value=0.038103317330732689 0.059091043227343779 -0.012382749416942737 0.083946885443043004 -0.037600219141452042 -0.0081929998572105693 0.017628756656168358 | |
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internal_value=0 -0.0100646 0.0153413 -0.0255183 0.00499863 0.002209 | |
internal_weight=0 0.158932 0.0601104 0.0988218 0.319148 0.303496 | |
internal_count=1000 364 135 229 636 599 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=990 | |
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num_cat=0 | |
split_feature=18 3 18 11 30 | |
split_gain=0.002419 0.00638723 0.00498234 0.00726782 0.00437995 | |
threshold=-1.5012420415878294 0.24225854873657229 -0.79747301340103138 2.3344395160675053 -0.75394436717033375 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 3 -2 -4 | |
right_child=2 -3 4 -5 -6 | |
leaf_value=-0.018211633178979392 -0.05497513785296812 0.070519126744959651 -0.019985597510482775 0.018665419913421712 0.0073686183475362224 | |
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leaf_count=35 104 33 171 44 613 | |
internal_value=0 0.0263548 -0.00193197 -0.0290491 0.00222408 | |
internal_weight=0 0.0324514 0.442088 0.0587513 0.383337 | |
internal_count=1000 68 932 148 784 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=991 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 28 28 5 2 11 | |
split_gain=0.0023983 0.00531042 0.00768473 0.0076562 0.00438118 0.00938006 0.00767475 | |
threshold=0 0.23862367868423465 0.032380197197198875 -0.31815470755100245 -2.1253163814544673 3.3849450349807744 4.6643924713134775 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=-0.043275609404972333 -0.050800069860279899 0.054048314101655039 -0.0023187574322904975 0.014003762845480891 -0.0053256913561156851 0.057494252978285733 0.062388706931304411 | |
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leaf_count=94 114 126 142 141 340 14 29 | |
internal_value=0 0.00846976 0.0251202 -0.00782279 -0.00599717 -0.03142 0.000238273 | |
internal_weight=0 0.195756 0.0968147 0.0989412 0.276375 0.0544351 0.22194 | |
internal_count=1000 503 268 235 497 128 369 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=992 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=25 4 9 5 | |
split_gain=0.00232112 0.00330917 0.0131704 0.00606138 | |
threshold=-1.7371324896812437 -1.6822952032089231 -0.89385390281677235 1.4048260450363161 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.039336841909771811 -0.010273067782734773 -0.011269108347438063 0.063940533633059668 0.02767472342307736 | |
leaf_weight=0.014538675211911212 0.073254112114655712 0.29847709355226071 0.035501901978127526 0.046145163210939977 | |
leaf_count=32 150 561 148 109 | |
internal_value=0 -0.00125513 0.0139529 -0.0060545 | |
internal_weight=0 0.453378 0.108756 0.344622 | |
internal_count=1000 968 298 670 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=993 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=13 28 19 30 30 4 21 | |
split_gain=0.00237965 0.00395116 0.00565148 0.00321103 0.00500429 0.00393245 0.00151787 | |
threshold=-1.2598152160644529 0.039898073300719268 -0.29766309261322016 -1.3221759200096128 -1.0931476950645445 0.29749429225921636 0.034177251160144813 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.069408128510598396 -0.0074090808762537902 0.098977309334176783 0.037425735110514301 0.055173902754709493 -0.0022062020157358419 -0.093371642343216849 0.033802481874484779 | |
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leaf_count=20 40 19 33 39 798 27 24 | |
internal_value=0 0.0249188 -0.00253702 -0.00203604 2.33105e-05 -0.0382884 0.065512 | |
internal_weight=0 0.0354517 0.021148 0.430108 0.406989 0.0231194 0.0143038 | |
internal_count=1000 96 53 904 837 67 43 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=994 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 5 7 7 22 7 | |
split_gain=0.00229746 0.00712028 0.00831898 0.00806111 0.00667546 0.00777512 | |
threshold=-0.056552402675151818 -0.15890216827392575 -0.15783268213272092 -1.4436311721801756 1.4963601827621462 2.3343892097473149 | |
decision_type=2 2 2 2 2 2 | |
left_child=4 3 -3 -2 5 -1 | |
right_child=1 2 -4 -5 -6 -7 | |
leaf_value=-0.022107329037634647 0.019764752249241915 0.011042299398208852 0.090744594145437424 -0.01801504218224222 0.061129220407550235 0.055188988882350999 | |
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internal_value=0 0.00532504 0.0356412 -0.00262777 -0.00932791 -0.0149742 | |
internal_weight=0 0.295327 0.0613729 0.233954 0.167801 0.155352 | |
internal_count=1000 515 116 399 485 458 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=995 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 19 30 4 11 20 | |
split_gain=0.00223759 0.00465641 0.00394079 0.00578987 0.00451456 0.00387285 | |
threshold=-2.0779349803924556 0.80434471368789684 1.2294318079948428 -0.072602182626724229 -1.102678596973419 0.5318211317062379 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 5 4 -4 -2 -1 | |
right_child=2 -3 3 -5 -6 -7 | |
leaf_value=-0.036686074906409398 -0.012243221700905083 -0.10006483943669803 0.01680072948276749 -0.055034742048320699 0.011901149179574381 0.050992723436491708 | |
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internal_value=0 -0.0271398 0.001826 -0.0256913 0.00514963 -0.00467942 | |
internal_weight=0 0.0284287 0.430888 0.0464355 0.384453 0.0217346 | |
internal_count=1000 108 892 96 796 85 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=996 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=31 31 8 4 18 18 | |
split_gain=0.00221341 0.0076439 0.00844715 0.00742472 0.00712188 0.0104121 | |
threshold=-0.14971926808357236 0.38249349594116216 0 -0.38929480314254755 -1.6695563793182371 -0.65785545110702504 | |
decision_type=2 2 1 2 2 2 | |
left_child=4 2 -2 -3 -1 -6 | |
right_child=1 3 -4 -5 5 -7 | |
leaf_value=0.07961557402874532 0.0056422010526933917 0.030730458487416269 -0.061618352117056623 -0.012696849293523159 -0.044170593565656571 0.013511004380563081 | |
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internal_value=0 -0.00666953 -0.0327659 0.00566063 0.00726114 0.00277459 | |
internal_weight=0 0.237556 0.0762262 0.16133 0.21939 0.206581 | |
internal_count=1000 556 199 357 444 418 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=997 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=11 2 4 4 16 | |
split_gain=0.00220766 0.00344903 0.00343985 0.00274401 0.00224675 | |
threshold=-5.2096197605133048 -2.481732845306396 -1.6822952032089231 -4.2021732330322257 0.2948185801506043 | |
decision_type=2 2 2 2 2 | |
left_child=3 -2 -3 -1 -5 | |
right_child=1 2 -4 4 -6 | |
leaf_value=0.042677706485453271 0.055619751590048262 0.016687703042186228 -0.0048736582004449656 -0.075887649641806026 0.0090945729659200666 | |
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leaf_count=24 19 247 638 46 26 | |
internal_value=0 0.00148171 1.25467e-05 -0.0331583 -0.0519907 | |
internal_weight=0 0.433637 0.42218 0.0192134 0.0153913 | |
internal_count=1000 904 885 96 72 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=998 | |
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num_cat=1 | |
split_feature=8 25 9 4 18 16 | |
split_gain=0.00226799 0.00509746 0.00516376 0.00488691 0.00808255 0.00673467 | |
threshold=0 -2.033527016639709 0.27495875954627996 1.581968426704407 0.091590221971273436 0.5102781653404237 | |
decision_type=1 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=0.0052139139591741573 0.10015121792010165 -0.018414529155162753 0.01099057469014964 0.020302423228913954 -0.055456235845707948 0.056186618678310533 | |
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internal_value=0 -0.00598112 -0.0078046 0.00839478 -0.0162361 0.0189414 | |
internal_weight=0 0.263394 0.258945 0.188122 0.0564012 0.131721 | |
internal_count=1000 497 490 503 103 400 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=999 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=3 9 4 19 13 22 | |
split_gain=0.00215841 0.00480604 0.0067217 0.00327414 0.0064943 0.00643971 | |
threshold=-2.0779349803924556 -1.6665836572647093 -1.5022985935211179 0.82704880833625805 0.72543808817863475 0.035218209028244025 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 4 -2 -5 | |
right_child=3 2 -4 5 -6 -7 | |
leaf_value=0.080516496497983481 -0.0096888180334740292 0.042531394315970347 -0.076780515340504341 0.053363204270169398 0.022344001047559334 -0.0075080872437715889 | |
leaf_weight=0.0035876684148092855 0.2688704480180879 0.0065317045837218748 0.017040878167638995 0.033288308084060247 0.082776217290259968 0.036366316731507808 | |
leaf_count=9 540 17 82 88 173 91 | |
internal_value=0 -0.0273097 -0.0437205 0.00177508 -0.00214842 0.0215826 | |
internal_weight=0 0.0271603 0.0235726 0.421301 0.351647 0.0696546 | |
internal_count=1000 108 99 892 713 179 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1000 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=22 22 5 4 17 28 | |
split_gain=0.00222993 0.00627556 0.00612418 0.00594459 0.00980916 0.00875645 | |
threshold=0.26117700338363653 0.22058840095996859 -3.3947547674179073 1.4291652441024782 -0.50485016405582417 -0.27788183093070978 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 2 -1 4 -2 -5 | |
right_child=3 -3 -4 5 -6 -7 | |
leaf_value=-0.076115676767380236 0.059975318257805325 -0.086470527523583751 0.00037361713715519798 -0.086020345247227015 0.0017546556539009654 0.0088962424105720646 | |
leaf_weight=0.010945681853160472 0.040291407159292136 0.0093353638106066228 0.23964947359909217 0.014961422865548191 0.10270372326932065 0.02774128453003577 | |
leaf_count=41 104 20 532 35 215 53 | |
internal_value=0 -0.00596634 -0.00296734 0.00838193 0.0181594 -0.024359 | |
internal_weight=0 0.259931 0.250595 0.185698 0.142995 0.0427027 | |
internal_count=1000 593 573 407 319 88 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1001 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 3 3 7 18 | |
split_gain=0.00249618 0.00784263 0.00866906 0.00472491 0.0123703 0.00615317 0.00445686 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 2.6622943878173833 3.0957533121109013 0.88489025831222545 -0.77683129906654347 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 5 -5 -1 -2 | |
right_child=1 2 -4 4 -6 -7 -8 | |
leaf_value=-0.014827025856893054 0.031524566020939067 0.054107181782544533 -0.005469541462716233 0.09828100442146212 -0.042020690673723077 0.02267214877334689 -0.070907954667028858 | |
leaf_weight=0.24412516216466607 0.0058657009254190475 0.048917559501024499 0.048779084814818019 0.014324694128134752 0.011195960785844727 0.053313942267310344 0.015399010878791919 | |
leaf_count=454 27 114 102 31 43 149 80 | |
internal_value=0 0.0123821 0.024361 -0.00456257 0.0367304 -0.00810555 -0.0426528 | |
internal_weight=0 0.118961 0.0976966 0.32296 0.0255207 0.297439 0.0212647 | |
internal_count=1000 323 216 677 74 603 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1002 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=13 11 7 5 | |
split_gain=0.00209536 0.00241366 0.00618929 0.00575341 | |
threshold=-1.9400736093521116 -0.056552402675151818 -1.1093668341636655 -0.15890216827392575 | |
decision_type=2 2 2 2 | |
left_child=-1 2 -2 -3 | |
right_child=1 3 -4 -5 | |
leaf_value=0.058064581997366894 -0.038880136843029711 -0.0026145663745487883 0.0033406771569866574 0.032927135207983259 | |
leaf_weight=0.0061310808818331166 0.052088103041679268 0.21753693600561175 0.10413329519913539 0.057607090444111497 | |
leaf_count=24 176 391 294 115 | |
internal_value=0 -0.000809627 -0.0107368 0.00482682 | |
internal_weight=0 0.431365 0.156221 0.275144 | |
internal_count=1000 976 470 506 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1003 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 4 5 6 3 3 30 | |
split_gain=0.00211105 0.00684106 0.00979984 0.00473698 0.00407791 0.0110297 0.00534763 | |
threshold=1.0618134737014773 0.4314530491828919 -0.51409405469894398 -1.7323389053344724 2.6622943878173833 3.0957533121109013 -0.75394436717033375 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=4 3 -3 -2 6 -6 -1 | |
right_child=1 2 -4 -5 5 -7 -8 | |
leaf_value=-0.038374899994791212 -0.013805833785603136 -0.027098360578863487 0.04914015784504415 0.069484713165288522 0.097846190407044911 -0.038328418938311321 -0.0015629799661151364 | |
leaf_weight=0.046914823857031607 0.009200777935997273 0.05700937605533829 0.023941029794203983 0.026480425142593411 0.012988087671828907 0.010973286606237087 0.24842885320703711 | |
leaf_count=129 48 126 58 91 31 43 474 | |
internal_value=0 0.0115283 -0.00455087 0.0480074 -0.00419159 0.035484 -0.00741049 | |
internal_weight=0 0.116632 0.0809504 0.0356812 0.319305 0.0239614 0.295344 | |
internal_count=1000 323 184 139 677 74 603 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1004 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 10 9 18 7 26 | |
split_gain=0.00230646 0.00786385 0.00948384 0.00700665 0.00639369 0.00660173 0.00591308 | |
threshold=-0.53437867760658253 0 2.3550301790237431 2.2335890531539921 0.07703485339879991 -2.1366169452667232 0.70119792222976696 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 6 -6 -1 | |
right_child=1 3 -4 -5 5 -7 -8 | |
leaf_value=0.028904332329518407 -0.020080079010721209 0.014154848750659194 0.042599643120440366 0.092937301603499639 0.0094289164003377186 -0.071429776454179569 -0.054642191605870138 | |
leaf_weight=0.038760633457591842 0.153737407114515 0.14401305136669951 0.028635974798030261 0.012249068419894371 0.0159160286153055 0.027619130437386841 0.010840767403824947 | |
leaf_count=117 307 258 98 41 48 96 35 | |
internal_value=0 0.00386758 -0.0102382 0.0203304 -0.0139018 -0.0418686 0.0106446 | |
internal_weight=0 0.338636 0.182373 0.156262 0.0931366 0.0435352 0.0496014 | |
internal_count=1000 704 405 299 296 144 152 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1005 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 20 13 20 | |
split_gain=0.00213102 0.00236678 0.00752618 0.00518705 | |
threshold=1.9680437445640566 1.0338996648788454 0.47651505470275884 0.90952742099761974 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=-0.00086962193759628761 0.045943041296564402 -0.048708569742545872 0.037489426969740745 0.05745084103134529 | |
leaf_weight=0.35419323579732581 0.0098763820304839101 0.03279058913858468 0.014657006680715234 0.015936459670391478 | |
leaf_count=805 18 88 45 44 | |
internal_value=0 -0.00105406 -0.0220812 0.00164145 | |
internal_weight=0 0.417577 0.0474476 0.37013 | |
internal_count=1000 982 133 849 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1006 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=5 11 3 9 | |
split_gain=0.0020908 0.00338499 0.00529218 0.00469436 | |
threshold=-4.0636310577392569 4.6643924713134775 -0.40226960182189936 -2.2834039926528926 | |
decision_type=2 2 2 2 | |
left_child=-1 3 -3 -2 | |
right_child=1 2 -4 -5 | |
leaf_value=-0.04876171904344672 -0.032778421471148629 -0.024996543757746233 0.041762803089372781 0.0017230542340975138 | |
leaf_weight=0.0086051238826096998 0.045123032572950805 0.016448406029155649 0.042700559564421425 0.31294660841807304 | |
leaf_count=36 109 33 76 746 | |
internal_value=0 0.00103616 0.0231981 -0.00262473 | |
internal_weight=0 0.417219 0.059149 0.35807 | |
internal_count=1000 964 109 855 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1007 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=16 16 22 | |
split_gain=0.00215803 0.00309234 0.00314374 | |
threshold=1.8939462900161745 1.6985672116279604 -1.0270571708679197 | |
decision_type=2 2 2 | |
left_child=1 2 -1 | |
right_child=-2 -3 -4 | |
leaf_value=0.021596527102082666 0.046673793808318501 -0.05015754594471631 -0.0032410900056334697 | |
leaf_weight=0.059871623936300189 0.0096913634989705955 0.012444773161586431 0.34235200594616794 | |
leaf_count=144 27 20 809 | |
internal_value=0 -0.00106295 0.000456029 | |
internal_weight=0 0.414668 0.402224 | |
internal_count=1000 973 953 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1008 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 9 19 11 9 5 | |
split_gain=0.00206681 0.0126572 0.00702499 0.00671723 0.0048998 0.00624031 0.00590783 | |
threshold=-2.1543085575103755 -0.92759951949119557 -3.0424852371215816 1.5189371109008791 -1.9419997930526731 -1.9159966707229612 0.72707492113113414 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.10002409171285992 -0.066664197275411341 0.10010125826435667 0.003336413186876273 -0.044691867419618968 0.03479797539775379 -0.0043982685927466047 -0.00023351928293938171 | |
leaf_weight=0.0079490436754667826 0.024817565052445811 0.019332499826845595 0.038058035934000145 0.0038405056313699495 0.048419705252817913 0.25208155944008503 0.02906635512533029 | |
leaf_count=22 85 102 86 14 97 499 95 | |
internal_value=0 0.0158348 -0.0145221 0.0761044 -0.00306177 0.00191741 -0.0308298 | |
internal_weight=0 0.0691801 0.0460071 0.023173 0.354385 0.300501 0.0538839 | |
internal_count=1000 224 108 116 776 596 180 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1009 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 27 22 6 10 9 | |
split_gain=0.00215691 0.00507121 0.0063841 0.00489227 0.00417787 0.00768552 0.00540589 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 0.18504730612039569 0.77008655667305004 -1.9995312094688413 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.053804225504594606 -0.041816292186209282 0.011580419307867303 0.0078326270198198142 0.078903551732219246 0.040620293344409593 -0.043856760615656208 0.0090515901352631167 | |
leaf_weight=0.019857786525982135 0.024216829276497265 0.028525015260056463 0.10928112041507571 0.017364960587445522 0.013427477429559076 0.054404944084742723 0.15217014507810134 | |
leaf_count=45 51 134 229 95 17 138 291 | |
internal_value=0 0.00850153 -0.00164532 0.0370558 -0.00604323 -0.0271345 0.00206775 | |
internal_weight=0 0.175029 0.129139 0.04589 0.244219 0.0678324 0.176387 | |
internal_count=1000 503 274 229 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1010 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=26 26 6 | |
split_gain=0.00221913 0.0022872 0.00259466 | |
threshold=-2.4219849109649654 -2.1030595302581783 2.2315721511840825 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.089059637987991158 0.090062590919188612 0.0022769146300253311 -0.027849677739190434 | |
leaf_weight=0.0027774836849232534 0.0028397080791142662 0.37932123588559752 0.03091788916928806 | |
leaf_count=8 12 858 122 | |
internal_value=0 0.000625499 6.40802e-06 | |
internal_weight=0 0.413079 0.410239 | |
internal_count=1000 992 980 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1011 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=28 7 6 28 13 12 21 | |
split_gain=0.00200887 0.00795603 0.00687335 0.00565211 0.0074943 0.00509457 0.00460951 | |
threshold=0.89896380901336681 -0.53416204452514637 1.045319199562073 0.36148001253604894 -0.080186594277620302 0.4341959953308106 -0.6137670874595641 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 6 -5 -3 -1 | |
right_child=1 5 -4 4 -6 -7 -8 | |
leaf_value=0.02486742255569175 0.013425676413488345 0.07268100367302989 -0.07503240343869709 0.0092331412297970063 -0.060972860862605553 -0.0098250475814990676 -0.0046984832854543458 | |
leaf_weight=0.070761356204533998 0.02607961006091486 0.025638390868039096 0.013245230228159599 0.026816016807270193 0.035115719224264375 0.010569303864087942 0.20695759216139864 | |
leaf_count=164 52 66 38 72 88 26 494 | |
internal_value=0 0.0147737 -0.0163684 -0.00325701 -0.0305741 0.0485969 0.00283476 | |
internal_weight=0 0.0755325 0.0393248 0.339651 0.0619317 0.0362077 0.277719 | |
internal_count=1000 182 90 818 160 92 658 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1012 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.00211015 0.00518018 0.00303737 | |
threshold=-2.0173729658126827 -1.7747542858123777 -2.0779349803924556 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.048898947465884857 -0.074938215140384318 -0.035202451558193758 0.0028583551060580746 | |
leaf_weight=0.0086459462221863959 0.0092654346855454151 0.022222185743694278 0.37129057394754517 | |
leaf_count=24 20 103 853 | |
internal_value=0 -0.00103116 0.000709011 | |
internal_weight=0 0.402778 0.393513 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1013 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 10 21 31 12 24 | |
split_gain=0.00202732 0.00450208 0.00565751 0.00529508 0.00368727 0.00646676 0.00405414 | |
threshold=0 0.45788866281509405 -3.8521424531936641 -0.81699246168136586 1.3691098093986513 0.53920793533325206 -0.13472241908311841 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.072951000297033594 0.0007396507642982368 -0.05292682918780113 0.032326915145695405 0.0057561715368477841 0.068573192251891887 -0.037804085077600046 -0.0072638892061037477 | |
leaf_weight=0.0054705342479905985 0.14946504175774245 0.0197247992496562 0.07628306212044389 0.069743883390224859 0.013153372533906804 0.061415088538253171 0.015189449652217579 | |
leaf_count=20 322 32 305 146 27 125 23 | |
internal_value=0 0.00831902 0.0252823 -0.00718143 -0.00593403 -0.0104855 0.0279307 | |
internal_weight=0 0.171222 0.0817536 0.0894687 0.239223 0.21088 0.0283428 | |
internal_count=1000 503 325 178 497 447 50 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1014 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=0 1 10 9 2 10 6 | |
split_gain=0.00213905 0.0060672 0.00785779 0.00644731 0.00540689 0.00789666 0.000776941 | |
threshold=-0.53437867760658253 0 1.8647432923316958 1.555183529853821 2.5457446575164799 -0.25624310970306391 0.09400311112403871 | |
decision_type=2 1 2 2 2 2 2 | |
left_child=4 2 -2 -3 5 -1 -6 | |
right_child=1 3 -4 -5 6 -7 -8 | |
leaf_value=-0.048301803111652733 -0.019883838100878681 0.0092053277350922034 0.032877357969294335 0.064767091294883603 -0.049939294287904203 0.019650610228642548 -0.10006434774112623 | |
leaf_weight=0.026097694859210208 0.13626741271847842 0.12231015282454827 0.035602325673379509 0.025184971992785243 0.006163964077193107 0.049610782834105471 0.0062052799195444486 | |
leaf_count=81 285 224 120 75 26 165 24 | |
internal_value=0 0.00381399 -0.00895451 0.0186926 -0.0137882 -0.00377347 -0.0750855 | |
internal_weight=0 0.319365 0.17187 0.147495 0.0880777 0.0757085 0.0123692 | |
internal_count=1000 704 405 299 296 246 50 | |
cat_boundaries=0 1 | |
cat_threshold=2 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1015 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=22 7 31 12 24 | |
split_gain=0.00207077 0.00648815 0.00334147 0.00658462 0.00463345 | |
threshold=1.4963601827621462 -0.96313458681106556 1.3691098093986513 0.53920793533325206 0.57650366425514232 | |
decision_type=2 2 2 2 2 | |
left_child=2 -2 4 -4 -1 | |
right_child=1 -3 3 -5 -6 | |
leaf_value=-0.012238641141525317 -0.019689620490432654 0.067545234566479678 -0.01409210804685972 0.068964318141134962 0.01502366834090489 | |
leaf_weight=0.24839783016402767 0.017187811835736255 0.01691797682098628 0.019862229941213894 0.018376252508623736 0.083230611528007259 | |
leaf_count=619 32 35 62 28 224 | |
internal_value=0 0.0235827 -0.00216894 0.0258223 -0.00539647 | |
internal_weight=0 0.0341058 0.369867 0.0382385 0.331628 | |
internal_count=1000 67 933 90 843 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1016 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 0 31 29 11 31 | |
split_gain=0.0020982 0.006634 0.00721685 0.00621296 0.00619399 0.00605349 0.00290047 | |
threshold=-0.14971926808357236 1.0865690112113955 0.38903948664665228 0.38249349594116216 0.51846581697464 -2.657573819160461 -0.6441834270954131 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=-0.012284640452823204 0.042968118952908252 -0.011588867561724357 0.029618005017630591 -0.0078713853057972051 0.039060402667704885 -0.044312700453410278 -0.090089868961818032 | |
leaf_weight=0.066451617418334052 0.0092286017995597547 0.0099360761641387185 0.10774600063351858 0.10370118245764293 0.038584584604080874 0.057192114401131533 0.0089430336220504003 | |
leaf_count=179 38 32 213 268 89 161 20 | |
internal_value=0 0.00753101 0.0136333 -0.00693291 0.00485542 -0.0321858 -0.0487748 | |
internal_weight=0 0.193077 0.174198 0.208706 0.142286 0.0664207 0.0188791 | |
internal_count=1000 444 392 556 357 199 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1017 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 0 28 6 5 11 7 | |
split_gain=0.00205867 0.00408315 0.00663378 0.00579816 0.00356237 0.0117077 0.00750905 | |
threshold=0 0.23862367868423465 0.032380197197198875 2.1336631774902348 -0.15890216827392575 0.10654639080166818 -0.50514426827430714 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.002880213652505148 0.0072144475674071401 0.053723373667913799 -0.0031627312161156282 -0.076905199247212494 -0.01766201907338226 0.062023882955346055 -0.037233082641127381 | |
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leaf_count=205 148 126 142 30 129 49 171 | |
internal_value=0 0.00850651 0.0243715 -0.00698322 -0.00607432 0.0109988 -0.0150643 | |
internal_weight=0 0.166154 0.0820829 0.0840715 0.232095 0.0800571 0.152038 | |
internal_count=1000 503 268 235 497 178 319 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1018 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=7 2 20 10 3 2 | |
split_gain=0.00210826 0.00632276 0.00587734 0.00378182 0.00433871 0.00391598 | |
threshold=1.332841753959656 -1.1187212467193601 0.14777838438749316 -4.9047172069549552 -1.6802225112915037 -0.92810726165771473 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=0.021519722603048227 -0.069451648883465097 0.0018312900394664927 0.080697523815203384 0.034066292983178446 -0.077415359148664264 -0.0035363586735514298 | |
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leaf_count=25 26 75 70 82 38 684 | |
internal_value=0 0.0203381 0.0359218 -0.00261733 -0.0447799 -4.82825e-05 | |
internal_weight=0 0.0451865 0.0385039 0.349142 0.0200521 0.32909 | |
internal_count=1000 171 145 829 63 766 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1019 | |
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num_cat=0 | |
split_feature=29 29 27 22 13 | |
split_gain=0.00193084 0.00348971 0.00488621 0.00380607 0.00226359 | |
threshold=-1.7141830921173093 -1.1724481582641599 -0.3407179713249206 -1.0270571708679197 0.37701444327831274 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.0052840222177642504 0.020032715735993162 0.025729372154788828 -0.086008499307625705 -0.0033652030713511175 0.078988890799310707 | |
leaf_weight=0.0061671673493037815 0.0071920928712656531 0.052641079202813579 0.010978074701328056 0.30825494639042716 0.0065964120329340403 | |
leaf_count=21 22 132 38 768 19 | |
internal_value=0 -0.00127431 -0.0440354 0.000878595 0.0382695 | |
internal_weight=0 0.379066 0.0181702 0.360896 0.0127636 | |
internal_count=1000 960 60 900 40 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1020 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=13 13 4 13 20 | |
split_gain=0.00196192 0.00376376 0.00350939 0.00298069 0.00339398 | |
threshold=-1.2598152160644529 -1.3131613731384275 1.5504462718963625 -1.187853932380676 -1.1364628076553343 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=0.030001101122595814 -0.068413836053773741 0.089361423140453922 -0.055603351431082942 0.027076831316872108 -0.0042429343288051553 | |
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internal_value=0 0.0244824 0.00528573 -0.00204505 -0.000797718 | |
internal_weight=0 0.0302198 0.0233198 0.360057 0.353415 | |
internal_count=1000 96 84 904 888 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1021 | |
num_leaves=5 | |
num_cat=0 | |
split_feature=20 10 5 6 | |
split_gain=0.00184238 0.00199098 0.00306223 0.00297841 | |
threshold=1.9680437445640566 -6.1436679363250724 -0.15890216827392575 -2.5814753770828243 | |
decision_type=2 2 2 2 | |
left_child=1 3 -3 -1 | |
right_child=-2 2 -4 -5 | |
leaf_value=0.020282854871077168 0.044724213625937835 -0.0063021957534313711 0.012949303929771262 -0.081834952460120805 | |
leaf_weight=0.0047393507850586047 0.0090021775756667921 0.24255921425485194 0.12530950535170815 0.0071879455831549421 | |
leaf_count=18 18 571 370 23 | |
internal_value=0 -0.00104815 0.000255567 -0.0412581 | |
internal_weight=0 0.379796 0.367869 0.0119273 | |
internal_count=1000 982 941 41 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1022 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=11 2 5 7 9 18 | |
split_gain=0.00181193 0.00276915 0.00331772 0.00188621 0.00237254 0.00137928 | |
threshold=-5.2096197605133048 -2.481732845306396 2.0177078247070317 1.0000000180025095e-35 -2.2614622116088863 0.20851406455039981 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 -2 -3 5 -5 -1 | |
right_child=1 2 -4 4 -6 -7 | |
leaf_value=-0.093273175742475858 0.054998488620309441 -0.0022514027316244524 0.040029674429286843 -0.054706525183657762 0.071237123719295123 -0.019022755524185048 | |
leaf_weight=0.00546533790080872 0.0094052777603224058 0.34275668115871344 0.019621086756095085 0.0028438164840736135 0.0031553949699514297 0.0046138584640873503 | |
leaf_count=28 19 811 74 9 32 27 | |
internal_value=0 0.0014283 3.79228e-05 -0.0328597 0.0115358 -0.0592843 | |
internal_weight=0 0.371783 0.362378 0.0160784 0.00599921 0.0100792 | |
internal_count=1000 904 885 96 41 55 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1023 | |
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num_cat=0 | |
split_feature=11 22 22 15 15 4 | |
split_gain=0.00185781 0.00526594 0.00721908 0.00398049 0.0073814 0.00706378 | |
threshold=4.6643924713134775 1.0790037512779238 -0.973119556903839 0.14212975651025775 0.26647262275218969 -0.31387105584144587 | |
decision_type=2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 | |
right_child=1 -3 -4 4 -6 -7 | |
leaf_value=0.004326153357748606 0.078838544131502444 0.082153222390070849 -0.016770490138152672 0.064101067735535255 9.5728618362477788e-05 -0.03679737322781651 | |
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internal_value=0 0.0163901 0.00274726 -0.00292799 0.00850389 -0.0135474 | |
internal_weight=0 0.0586932 0.048609 0.327883 0.157901 0.169982 | |
internal_count=1000 120 99 880 405 475 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1024 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=13 27 27 30 30 4 18 | |
split_gain=0.0017785 0.00323978 0.00287613 0.00255974 0.00349841 0.00332927 0.0015999 | |
threshold=-1.2598152160644529 -0.25377622246742243 -1.2448605895042417 -1.3221759200096128 -1.1328976750373838 0.29749429225921636 -0.11069494858384131 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 5 -5 -2 -3 | |
right_child=3 6 -4 4 -6 -7 -8 | |
leaf_value=0.035136181521300477 -0.0060592626862490291 0.017201327139840614 -0.059476130764203397 0.059695986124039362 -0.001660969824487281 -0.093234511483252347 0.08067584334265103 | |
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leaf_count=16 40 24 27 32 805 27 29 | |
internal_value=0 0.0237911 -0.013684 -0.00193131 8.87249e-05 -0.0376882 0.0535138 | |
internal_weight=0 0.0290861 0.0128653 0.354386 0.335436 0.01895 0.0162209 | |
internal_count=1000 96 43 904 837 67 53 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1025 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 11 7 3 4 | |
split_gain=0.0019849 0.00215203 0.00543012 0.00478504 0.00114102 | |
threshold=-2.7369303703308101 -0.056552402675151818 2.3343892097473149 1.4809150695800783 -0.31387105584144587 | |
decision_type=2 2 2 2 2 | |
left_child=4 2 -2 -3 -1 | |
right_child=1 3 -4 -5 -6 | |
leaf_value=-0.013115382599031559 -0.015058873999146842 0.017952531365959441 0.057211115105281964 -0.011123448277899359 -0.095031466543404122 | |
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internal_value=0 0.000989582 -0.00904078 0.00671282 -0.0535142 | |
internal_weight=0 0.374878 0.136192 0.238686 0.00680295 | |
internal_count=1000 948 462 486 52 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1026 | |
num_leaves=7 | |
num_cat=1 | |
split_feature=8 25 9 4 11 30 | |
split_gain=0.00184515 0.00408817 0.00427706 0.00390752 0.00542578 0.00502242 | |
threshold=0 -2.033527016639709 0.27495875954627996 0.61790910363197338 -0.63245621323585499 0.33724230527877813 | |
decision_type=1 2 2 2 2 2 | |
left_child=3 -2 -3 4 -1 -5 | |
right_child=1 2 -4 5 -6 -7 | |
leaf_value=-0.00047820764070902649 0.10012436120343876 -0.018102331923905608 0.011157039053473388 0.00908299536919175 0.051997263471886671 -0.045546079735991805 | |
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internal_value=0 -0.0058952 -0.00763956 0.0082258 0.0239728 -0.00736548 | |
internal_weight=0 0.221058 0.21748 0.159155 0.0791822 0.0799732 | |
internal_count=1000 497 490 503 331 172 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1027 | |
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num_cat=0 | |
split_feature=3 4 7 10 2 | |
split_gain=0.00196847 0.00527994 0.00523469 0.00406403 0.00472664 | |
threshold=-0.24213722348213193 -3.3705158233642574 -2.702191829681396 -5.3222155570983878 -0.57413148880004872 | |
decision_type=2 2 2 2 2 | |
left_child=1 -1 -3 -2 -5 | |
right_child=3 2 -4 4 -6 | |
leaf_value=0.05763381131187334 -0.065291964887838283 0.020816728415374627 -0.028452946523654928 0.045394917932879406 0.0023231112642494935 | |
leaf_weight=0.010535921629283962 0.0079329143777613353 0.02862413224314686 0.087429403223294511 0.028913138570330399 0.21444853565162336 | |
leaf_count=38 19 81 245 107 510 | |
internal_value=0 -0.0101473 -0.0163008 0.00514433 0.00744036 | |
internal_weight=0 0.126589 0.116054 0.251295 0.243362 | |
internal_count=1000 364 326 636 617 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1028 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=5 11 29 9 29 | |
split_gain=0.0019365 0.0029075 0.00504014 0.00363079 0.00140765 | |
threshold=-3.7824122905731197 4.6643924713134775 0.70937657356262218 -2.2834039926528926 -0.21924977004528043 | |
decision_type=2 2 2 2 2 | |
left_child=4 3 -3 -2 -1 | |
right_child=1 2 -4 -5 -6 | |
leaf_value=-0.0046890256951732613 -0.030926069251129885 0.042667405809856604 -0.028625821418855325 0.0017097420146877261 -0.077221217689579125 | |
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leaf_count=19 109 74 29 740 29 | |
internal_value=0 0.00124987 0.0235262 -0.00232447 -0.0418915 | |
internal_weight=0 0.365158 0.0504897 0.314668 0.0107098 | |
internal_count=1000 952 103 849 48 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1029 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=31 27 2 11 7 31 25 | |
split_gain=0.00190672 0.00585115 0.00606444 0.00564111 0.00743902 0.00543294 0.0031741 | |
threshold=-0.14971926808357236 1.2188372015953066 0.30985975265502935 0.67859104275703441 0.81064110994339 -0.97162488102912892 0.42905591428279882 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 4 -1 -5 -3 | |
right_child=1 6 -4 5 -6 -7 -8 | |
leaf_value=-0.028612996370099644 0.012698602249216335 0.068063682338571754 -0.026477336672616886 -0.0041431479012196794 0.042577503886086554 0.043711277486388006 -0.017097858629219424 | |
leaf_weight=0.062567486276064344 0.060609928458114526 0.014851802224270627 0.11352706582467564 0.040767467352154085 0.019177026031674371 0.056747863711415381 0.0062051049225999569 | |
leaf_count=187 168 45 318 75 72 110 25 | |
internal_value=0 -0.00682121 -0.0128418 0.00746337 -0.0119119 0.0237052 0.0429681 | |
internal_weight=0 0.195194 0.174137 0.17926 0.0817445 0.0975153 0.0210569 | |
internal_count=1000 556 486 444 259 185 70 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1030 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=5 6 10 4 3 26 15 | |
split_gain=0.00199105 0.00690761 0.00629493 0.00514546 0.00469354 0.00525519 0.00242429 | |
threshold=-0.94487735629081715 -0.69330593943595875 -1.5789780020713804 -1.2004670500755308 2.7546696662902836 -1.2671917080879209 -0.22039064019918439 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.012118535668624045 -0.052354328245377502 0.051261500494705715 -0.0085713793023555734 -0.087927297098878157 0.0086436896614832236 0.0075841906021889231 0.09996205516937462 | |
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leaf_count=19 45 42 284 83 23 466 38 | |
internal_value=0 -0.00826529 0.000364356 -0.0574675 0.00649696 0.00271419 0.0660333 | |
internal_weight=0 0.162686 0.13841 0.0242759 0.208405 0.195955 0.0124504 | |
internal_count=1000 428 326 102 572 511 61 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1031 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=29 22 9 | |
split_gain=0.0017894 0.00217948 0.00213528 | |
threshold=-2.0384702682495113 1.9384591579437258 0.12808340787887576 | |
decision_type=2 2 2 | |
left_child=-1 2 -2 | |
right_child=1 -3 -4 | |
leaf_value=0.048689066699385504 -0.009790871220634656 0.048613568713236938 0.0057927304556965259 | |
leaf_weight=0.0074020742412699283 0.18048639672661351 0.0086487258987203441 0.17145043777404953 | |
leaf_count=20 466 23 491 | |
internal_value=0 -0.000980371 -0.00219912 | |
internal_weight=0 0.360586 0.351937 | |
internal_count=1000 980 957 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1032 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=28 7 6 28 13 29 12 | |
split_gain=0.00176262 0.00660472 0.00560421 0.00436319 0.00621651 0.00437534 0.00369118 | |
threshold=0.89896380901336681 -0.53416204452514637 1.045319199562073 0.36148001253604894 -0.61791321635246266 -0.052107142284512513 0.32925777137279516 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 2 -2 5 -5 -1 -3 | |
right_child=1 6 -4 4 -6 -7 -8 | |
leaf_value=0.017307992443125138 0.01308972381186875 0.072606808132773218 -0.072465253697777704 0.036996192943760366 -0.046221122540847426 -0.0094831758263336126 0.0011007318308979971 | |
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internal_value=0 0.0148023 -0.015591 -0.00322609 -0.0288665 0.00242223 0.0476602 | |
internal_weight=0 0.0661359 0.0343565 0.301273 0.0543866 0.246886 0.0317794 | |
internal_count=1000 182 90 818 160 658 92 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1033 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 27 22 6 11 9 | |
split_gain=0.00182821 0.00405278 0.00488773 0.00433679 0.00336843 0.00448612 0.00307933 | |
threshold=0 -0.53416204452514637 -0.99950659275054921 0.18504730612039569 1.8600274920463564 3.7105647325515752 -1.8467977046966551 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.050601855933971873 -0.010210767928910515 0.010442800473409024 0.007423835187150743 0.078318629010415808 0.02239427181634163 0.027979824694325806 -0.090756607440667603 | |
leaf_weight=0.017124115326918599 0.16174697281853112 0.025488985182228863 0.095336018516343879 0.014925158893244084 0.0033802921721246557 0.037980403216122838 0.0083372818089726408 | |
leaf_count=45 356 134 229 95 20 78 43 | |
internal_value=0 0.00834896 -0.00141164 0.0355097 -0.00600553 -0.0029484 -0.0581148 | |
internal_weight=0 0.152874 0.11246 0.0404141 0.211445 0.199727 0.0117176 | |
internal_count=1000 503 274 229 497 434 63 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1034 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=27 3 20 24 31 21 | |
split_gain=0.00190897 0.00550239 0.00539502 0.00391433 0.00828698 0.00665289 | |
threshold=-0.56510543823242176 -1.7815890312194822 0.45991475880146032 0.3721322119235993 0.6034916639328004 1.0718984603881838 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=-0.077963128916960611 -0.023056850027904682 0.0015356800141905352 0.051579567502888168 0.037245058876956734 -0.034611614932314037 0.023034289011092265 | |
leaf_weight=0.0065080311960201689 0.13933780485084807 0.070188190702479503 0.031081995994359346 0.050894546148072872 0.023441896277148544 0.040395722042337656 | |
leaf_count=33 398 179 80 156 67 87 | |
internal_value=0 0.0111673 0.0168952 -0.00471522 0.0145852 -0.0126977 | |
internal_weight=0 0.107778 0.10127 0.25407 0.0743364 0.179734 | |
internal_count=1000 292 259 708 223 485 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1035 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 4 18 16 5 2 11 | |
split_gain=0.00173475 0.00385824 0.00585813 0.00519351 0.00346431 0.00777198 0.00607992 | |
threshold=0 1.581968426704407 0.091590221971273436 0.5102781653404237 -1.2619942426681516 2.1161124706268315 3.1077305078506474 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 5 -2 -6 | |
right_child=4 2 -4 -5 6 -7 -8 | |
leaf_value=0.0052534941317267918 -0.044302069327157294 0.017756801775152105 -0.054978491430093437 0.0554056396411364 -0.0046798284990223682 0.026098218571412458 0.057634453799491253 | |
leaf_weight=0.077507354411948753 0.052197617030436239 0.023507515768365711 0.020933875476317532 0.028146491625572923 0.11604136740470672 0.022415426588390019 0.018099694037886138 | |
leaf_count=274 153 52 51 126 261 51 32 | |
internal_value=0 0.00821588 -0.0165048 0.0186142 -0.00587939 -0.0231522 0.00372826 | |
internal_weight=0 0.150095 0.0444414 0.105654 0.208754 0.074613 0.134141 | |
internal_count=1000 503 103 400 497 204 293 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1036 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=3 18 20 31 19 | |
split_gain=0.00177013 0.00522796 0.00549496 0.00303422 0.00386245 | |
threshold=-0.81044566631317128 1.2640730142593386 0.47881735861301428 -1.7747542858123777 0.82704880833625805 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.022566636470932003 -0.046851965365647681 -0.10005499155313341 0.037267308012706939 0.00092706119917035671 0.034740980757521307 | |
leaf_weight=0.054000768409096567 0.011306220890780594 0.0063474338230662388 0.021443488462002058 0.22271077090513824 0.03982100722019849 | |
leaf_count=171 35 22 71 563 138 | |
internal_value=0 -0.0128933 -0.00556006 0.00387152 0.00605598 | |
internal_weight=0 0.0817917 0.0754443 0.273838 0.262532 | |
internal_count=1000 264 242 736 701 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1037 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 19 0 11 9 5 | |
split_gain=0.00169621 0.0101858 0.00605333 0.00553498 0.00394122 0.0052216 0.00453955 | |
threshold=-2.1543085575103755 -0.92759951949119557 1.5189371109008791 0.75287938117980968 -1.9419997930526731 -1.9159966707229612 0.56105643510818493 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=0.048152230786041306 -0.06673520064658163 0.10008380615859616 -0.04561786975316208 -0.038305609160333605 0.034711885529260827 -0.0044754277346299052 -0.0023676150363194952 | |
leaf_weight=0.010172925800475241 0.019434364994520115 0.01609887968523338 0.003465203834320362 0.027211457643673498 0.040506037623262436 0.2117846482121456 0.025117203605244498 | |
leaf_count=36 81 102 14 72 97 499 99 | |
internal_value=0 0.0158153 0.074277 -0.014779 -0.00302588 0.00181621 -0.0304462 | |
internal_weight=0 0.0569485 0.0195641 0.0373844 0.296842 0.252291 0.0445516 | |
internal_count=1000 224 116 108 776 596 180 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1038 | |
num_leaves=6 | |
num_cat=0 | |
split_feature=27 2 5 27 25 | |
split_gain=0.0018177 0.00493043 0.00585729 0.00356515 0.00320048 | |
threshold=-0.56510543823242176 3.0348654985427861 -1.6242005228996275 -0.53441923856735218 -1.7371324896812437 | |
decision_type=2 2 2 2 2 | |
left_child=1 2 -1 -2 -5 | |
right_child=3 -3 -4 4 -6 | |
leaf_value=-0.045049434471031678 -0.077492142968230579 0.076783957702253589 0.016676321822980806 0.059814909672160778 -0.00480517516104412 | |
leaf_weight=0.019390273313629081 0.0065418202487421686 0.010299714091211776 0.074205592302014622 0.0079264073031344306 0.23190040355282188 | |
leaf_count=68 16 36 188 23 669 | |
internal_value=0 0.0111151 0.00388859 -0.00465621 -0.00266945 | |
internal_weight=0 0.103896 0.0935959 0.246369 0.239827 | |
internal_count=1000 292 256 708 692 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1039 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=9 6 7 7 7 16 18 | |
split_gain=0.00174417 0.00666172 0.00651139 0.00330976 0.00380291 0.00364933 0.00320032 | |
threshold=1.0618134737014773 -1.5804541110992429 -1.3801147341728208 -3.3866791725158687 -3.9560654163360591 -1.4427587389945982 -0.77683129906654347 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=3 6 -3 4 -1 -5 -2 | |
right_child=1 2 -4 5 -6 -7 -8 | |
leaf_value=-0.0021884020052350818 0.026299183636160579 0.052773358452248259 -0.0051421100775078067 -0.040831414804651633 -0.10008678080518357 0.0025413723064425125 -0.071399457226576313 | |
leaf_weight=0.0083983994404128737 0.0045911152183535356 0.039107664819802324 0.038546975279285522 0.021307993617572518 0.0075216405657556598 0.21652233670580234 0.012431669460289618 | |
leaf_count=32 27 114 102 63 16 566 80 | |
internal_value=0 0.0116053 0.0240247 -0.00429937 -0.0484418 -0.00134454 -0.0450497 | |
internal_weight=0 0.0946774 0.0776546 0.25375 0.01592 0.23783 0.0170228 | |
internal_count=1000 323 216 677 48 629 107 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1040 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=25 4 0 4 21 7 31 | |
split_gain=0.00177577 0.0045215 0.00746028 0.00650245 0.00450738 0.00630187 0.00612343 | |
threshold=0.10375598073005678 1.6072534918785097 0.58521056175231945 1.1301271319389345 0.099660724401474013 -1.6289549469947813 0.48320357501506811 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 3 -3 -1 6 -6 -2 | |
right_child=4 2 -4 -5 5 -7 -8 | |
leaf_value=-0.0077987146637437709 0.045114337511118763 -0.08548693858459025 0.0083113352953111588 0.048016088046264227 -0.05059250876971258 0.01166554210397862 -0.013774947655417072 | |
leaf_weight=0.13714209903316765 0.051220402243381924 0.01727843412120228 0.016650818686628099 0.024619760200958352 0.024866913076800223 0.046964841574059779 0.026946484686612759 | |
leaf_count=395 165 52 43 47 71 156 71 | |
internal_value=0 -0.00626537 -0.0394553 0.000696162 0.00819593 -0.00988712 0.0248134 | |
internal_weight=0 0.195691 0.0339293 0.161762 0.149999 0.0718318 0.0781669 | |
internal_count=1000 537 95 442 463 227 236 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1041 | |
num_leaves=8 | |
num_cat=1 | |
split_feature=8 7 24 9 6 29 9 | |
split_gain=0.00170017 0.00357869 0.00518867 0.00391942 0.00344569 0.00687369 0.00445522 | |
threshold=0 -0.24360075592994687 1.6863377690315249 -1.1080552935600279 0.77008655667305004 -0.19384890794754026 -2.2834039926528926 | |
decision_type=1 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 6 -6 -2 | |
right_child=4 3 -4 -5 5 -7 -8 | |
leaf_value=-0.005363515496035906 -0.042148377067443593 0.10003674375503786 0.08066326960011401 0.017346424758132719 0.0092078192233127371 -0.061383566394657932 0.0091559932713843033 | |
leaf_weight=0.10629860465994365 0.019592691181358646 0.0078391811259908017 0.0075062282637645686 0.021325492885083203 0.026740176787996006 0.028490874379177633 0.12437170311269607 | |
leaf_count=282 51 70 15 136 60 95 291 | |
internal_value=0 0.00831975 0.000310555 0.0395728 -0.00597256 -0.0272067 0.00217378 | |
internal_weight=0 0.14297 0.113805 0.0291647 0.199195 0.0552311 0.143964 | |
internal_count=1000 503 297 206 497 155 342 | |
cat_boundaries=0 1 | |
cat_threshold=1 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1042 | |
num_leaves=8 | |
num_cat=0 | |
split_feature=4 9 15 19 11 9 9 | |
split_gain=0.00171062 0.0089376 0.00529556 0.00508563 0.00344639 0.00448269 0.00438677 | |
threshold=-2.1543085575103755 -1.2797542214393614 1.3031024336814883 1.4531064033508303 -1.9419997930526731 -0.25800773501396174 -1.9159966707229612 | |
decision_type=2 2 2 2 2 2 2 | |
left_child=1 2 -1 -3 5 -2 -6 | |
right_child=4 3 -4 -5 6 -7 -8 | |
leaf_value=-0.045614703853558279 -0.068661797701951896 0.078425308099677668 0.059145105142258861 -0.044571209345626084 0.032283367272202636 -0.0025524901042082997 -0.0043393709092400248 | |
leaf_weight=0.021895398757990847 0.017235089117917823 0.021539438154116741 0.0061892651883681529 0.0039833996894031989 0.038942243120588138 0.025332665387620912 0.20428025262599853 | |
leaf_count=79 65 115 12 18 97 115 499 | |
internal_value=0 0.016397 -0.0225279 0.059229 -0.00306979 -0.0293192 0.00152428 | |
internal_weight=0 0.0536075 0.0280847 0.0255228 0.28579 0.0425678 0.243222 | |
internal_count=1000 224 91 133 776 180 596 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1043 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=31 31 3 | |
split_gain=0.00163572 0.0038003 0.00294609 | |
threshold=-2.0173729658126827 -1.7747542858123777 -0.81044566631317128 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=0.048262852115167454 -0.073166942467489962 -0.017023125434737937 0.0057897576286700001 | |
leaf_weight=0.006881931740168489 0.0071381321900148001 0.073270409159841066 0.24894489321483515 | |
leaf_count=24 20 255 701 | |
internal_value=0 -0.000996607 0.000602204 | |
internal_weight=0 0.329353 0.322215 | |
internal_count=1000 976 956 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1044 | |
num_leaves=4 | |
num_cat=0 | |
split_feature=9 31 31 | |
split_gain=0.00165408 0.00252353 0.00332747 | |
threshold=-4.1324503421783438 -2.0173729658126827 -1.7747542858123777 | |
decision_type=2 2 2 | |
left_child=-1 -2 -3 | |
right_child=1 2 -4 | |
leaf_value=-0.052485708953100646 0.065997067381384653 -0.069570594200818639 0.001251857137961735 | |
leaf_weight=0.0058973003308739882 0.0058575715173496681 0.0067757924564979524 0.31690978331998809 | |
leaf_count=24 22 20 934 | |
internal_value=0 0.000946499 -0.000230687 | |
internal_weight=0 0.329543 0.323686 | |
internal_count=1000 976 954 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=1045 | |
num_leaves=7 | |
num_cat=0 | |
split_feature=0 4 21 9 6 11 | |
split_gain=0.00164483 0.00376637 0.00484871 0.00305176 0.00755169 0.00356864 | |
threshold=-1.608339190483093 -0.97413113713264454 0.79399952292442333 1.2183623313903811 -1.5804541110992429 5.1782035827636728 | |
decision_type=2 2 2 2 2 2 | |
left_child=1 -1 -3 5 -5 -2 | |
right_child=3 2 -4 4 -6 -7 | |
leaf_value=0.075374241070134324 -0.0076530410578960475 -0.068931235436739208 0.025832091075085013 -0.045463376963022814 0.03743939312791808 0.030527469725361186 | |
leaf_weight=0.0033889265977080632 0.21109648 |
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