tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=3
objective=binary sigmoid:0.7
feature_names=Column_0 Column_1 Column_2 Column_3
feature_infos=[-3.3399745577711912:4.1707738356566928] [-3.6206988764446439:4.0150101550124742] [-3.669750195474502:3.3938393754641352] [-3.2842568896517839:4.0130807481199229]
tree_sizes=1391 1363 1383 1378 1388 1390 1393 1390 1389 1387 1391 1393 1386 1386 1390 1374 1389 1397 1390 1396 1403 1398 1385 1387 1393 1386 1382 1384 1383 1389

Tree=0
num_leaves=12
num_cat=0
split_feature=0 1 0 1 3 0 3 0 3 3 2
split_gain=366.239 87.8248 45.8692 49.3842 38.069 27.4602 23.4292 23.237 17.1697 15.7644 17.9663
threshold=0.087683414497840326 -0.14399904125207821 0.9580793363854907 0.86075610071591868 2.1914430225938877 -0.98059601838139587 -1.7856366938535151 -0.50032555241561061 1.9787993219246354 0.4243375069700604 -0.13107356522791427
decision_type=10 8 10 10 8 10 10 10 8 8 10
left_child=1 5 3 6 7 -1 -2 -3 -4 -5 -11
right_child=2 4 8 9 -6 -7 -8 -9 -10 10 -12
leaf_value=-0.31700633743492401 -0.25982947996365652 -0.43373035963378759 -0.036724803886186597 -0.40467367541513044 -0.22649263184225976 -0.20041051685966221 -0.11316732227567422 -0.33415658437862095 -0.20176524672480534 -0.36986012839176363 -0.058600890653551951
leaf_weight=34.787792518734932 12.893377646803854 74.562646202743053 51.816781863570213 9.8524866923689824 13.866462752223013 48.167712718248367 70.183763228356838 34.179614327847958 7.1765026524662963 3.649069145321846 3.7707047834992435
leaf_count=286 106 613 426 81 114 396 577 281 59 30 31
internal_value=-0.240567 -0.32877 -0.126778 -0.167916 -0.382535 -0.249306 -0.135929 -0.402433 -0.0568019 -0.321768 -0.211679
internal_weight=0 205.564 159.343 100.349 122.609 82.9555 83.0771 108.742 58.9933 17.2723 7.41977
internal_count=3000 1690 1310 825 1008 682 683 894 485 142 61
is_linear=0
shrinkage=1


Tree=1
num_leaves=12
num_cat=0
split_feature=0 1 1 0 3 0 1 0 3 2 2
split_gain=297.401 82.5172 30.3414 28.6959 28.2673 31.7705 25.9962 24.2085 20.24 20.9171 20.1023
threshold=0.23715723018383872 -0.14399904125207821 0.099649668406567679 -0.4537805104269495 2.1914430225938877 -0.27931978030936572 0.86075610071591868 1.3057743300952449 inf 1.9773422331954342 1.2988547590896402
decision_type=10 8 10 10 8 10 10 10 8 8 8
left_child=1 3 8 -1 5 -3 -7 -4 9 -2 -5
right_child=2 4 7 10 -6 6 -8 -9 -10 -11 -12
leaf_value=-0.043325996714792661 0.19481469513631608 -0.16990978065361156 0.019074597937629889 0.1035802942400601 0.005164632345655111 0.0027859138608179426 -0.18721870876867525 0.16077153460591009 0.011809765960640661 0.032044654159684945 -0.091892171887417662
leaf_weight=55.330094084143639 61.667276859283447 84.626318387687206 40.671496838331223 30.85770308226347 15.822311401367186 23.53359343111515 10.375538654625414 17.137749195098877 8.6363305225968343 9.0541980117559415 6.3424440398812285
leaf_count=456 504 706 334 253 130 194 86 140 71 74 52
internal_value=0 -0.0703336 0.116186 0.00233651 -0.120381 -0.137138 -0.0553518 0.0610811 0.156328 0.173976 0.0702532
internal_weight=0 226.888 137.167 92.5302 134.358 118.535 33.9091 57.8092 79.3578 70.7215 37.2001
internal_count=3000 1877 1123 761 1116 986 280 474 649 578 305
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=12
num_cat=0
split_feature=0 1 1 3 2 3 0 0 0 1 0
split_gain=242.769 60.323 33.3701 26.7795 24.3632 24.2814 19.7123 19.4431 18.3165 14.7588 13.031
threshold=0.087683414497840326 -0.14399904125207821 0.5165224735885775 2.1914430225938877 2.6091062297147629 -2.1651031351281009 -0.98059601838139587 1.3057743300952449 -0.74862308855734006 -1.0954972059866208 0.9580793363854907
decision_type=10 8 10 8 8 10 10 10 10 8 10
left_child=1 6 4 8 5 -2 -1 -4 -3 -7 -11
right_child=2 3 7 -5 -6 9 -8 -9 -10 10 -12
leaf_value=-0.065080957955935326 0.0086217628898386418 -0.17347908222419617 -0.020035734995897017 0.012136103244299304 -0.006361011184284753 0.23953886792506368 0.033909183082809692 0.13396300862050489 -0.089748997792955559 0.10259976264116884 0.18996434368384565
leaf_weight=34.483613520860672 12.913315318524836 57.775013275444508 33.228129640221596 13.881533056497572 13.449163340032099 16.87828478962183 48.28323308378458 10.883823208510874 47.694277293980122 45.038818269968033 27.495750278234482
leaf_count=286 106 493 274 114 110 138 396 89 401 368 225
internal_value=0 -0.0729366 0.0919726 -0.118431 0.120172 0.136803 -0.00733363 0.0179607 -0.135615 0.155315 0.135717
internal_weight=0 202.118 159.887 119.351 115.775 102.326 82.7668 44.112 105.469 89.4129 72.5346
internal_count=3000 1690 1310 1008 947 837 682 363 894 731 593
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=12
num_cat=0
split_feature=0 1 1 0 3 0 1 0 3 2 1
split_gain=200.883 57.4556 20.8539 20.0324 19.922 23.6445 19.1383 17.2917 14.7469 15.492 13.5
threshold=0.23715723018383872 -0.14399904125207821 0.085000483639327509 -0.98059601838139587 2.1914430225938877 -0.3370426804103846 0.86075610071591868 1.4511250136626865 -1.7856366938535151 2.2742944964398046 1.4874524604911914
decision_type=10 8 10 10 8 10 10 10 10 8 10
left_child=1 3 8 -1 5 -3 -7 10 -2 -10 -4
right_child=2 4 7 -5 -6 6 -8 -9 9 -11 -12
leaf_value=-0.05895838220696932 0.021418464157546783 -0.14739891420112727 0.043520397559496396 0.03747595354652402 0.0036396891066917195 -0.0017251494154606303 -0.15728166998273688 0.15093478884869577 0.16381472711708389 0.014243371308918507 -0.10973184676225989
leaf_weight=34.269625559449196 10.964082717895506 77.514127321541309 38.162157543003559 57.996765904128551 15.835272341966627 25.4112309217453 11.483162671327589 13.118695743381975 59.672519914805889 7.833981826901435 6.7673524692654601
leaf_count=286 90 677 313 475 130 211 98 108 492 64 56
internal_value=0 -0.0587155 0.0953712 0.00165827 -0.101485 -0.116035 -0.0501412 0.0499293 0.128987 0.146457 0.0204373
internal_weight=0 222.51 136.519 92.2664 130.244 114.409 36.8944 58.0482 78.4706 67.5065 44.9295
internal_count=3000 1877 1123 761 1116 986 309 477 646 556 369
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=12
num_cat=0
split_feature=0 1 0 0 1 0 2 3 1 3 1
split_gain=164.543 48.6476 20.5897 18.162 16.3014 14.6213 15.0435 14.4953 13.3979 13.3597 12.7829
threshold=0.23715723018383872 -0.30947424973074128 -0.74862308855734006 0.9580793363854907 0.83453837981731949 -0.4537805104269495 1.4483508479275164 -1.5214519101493025 -1.2399200956415348 0.4243375069700604 0.84920751472830769
decision_type=10 8 8 10 10 10 8 10 10 8 8
left_child=1 5 7 4 -2 8 -7 -3 -1 -6 -4
right_child=3 2 10 -5 9 6 -8 -9 -10 -11 -12
leaf_value=0.053901138820628282 0.076099322808979145 -0.0015189078782229517 -0.031480481419178856 0.12868071128236955 -0.1317570060020625 0.087749618973100421 -0.10468438395567953 -0.16648054858197264 -0.061882568002675442 0.066821055779205524 -0.1064171802749025
leaf_weight=14.304878525435923 63.501874163746834 6.155610390007495 55.108732014894485 58.265084996819496 7.6695021539926511 28.021928511559963 4.7512280121445647 39.559766232967377 33.163588955998421 6.0687102898955345 38.784039534628391
leaf_count=119 524 52 470 485 64 229 39 355 276 50 337
internal_value=0 -0.0535688 -0.0892313 0.0865284 0.0547314 0.00847858 0.0598519 -0.144268 -0.0269905 -0.0440372 -0.0624344
internal_weight=0 219.85 139.608 135.505 77.2401 80.2416 32.7732 45.7154 47.4685 13.7382 93.8928
internal_count=3000 1877 1214 1123 638 663 268 407 395 114 807
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=12
num_cat=0
split_feature=0 1 0 1 3 2 3 1 3 3 2
split_gain=137.832 33.035 32.8696 31.7804 21.8949 18.4482 13.4926 12.9358 12.3621 11.3442 12.6384
threshold=-0.29539645923305685 -1.2399200956415348 0.9580793363854907 0.86075610071591868 -1.0230009065620855 -0.77727720153089563 -1.7856366938535151 -0.052642535884747911 1.9787993219246354 -1.0706481799712233 0.75600521751106364
decision_type=10 8 10 10 10 8 10 8 8 8 10
left_child=1 -1 3 6 5 -3 -2 -6 -5 -7 -11
right_child=2 4 -4 8 7 9 -8 -9 -10 10 -12
leaf_value=0.05857457281545362 -0.029364723380843755 0.12210096187490944 0.11728895911898229 -0.10426467300238607 -0.068225550145368505 -0.13194330622455003 0.063067149209184201 -0.14162351592292607 0.10785024594817356 -0.048114302597508679 0.19444332017756191
leaf_weight=16.808898560702801 18.655398316681385 7.3171613812446594 57.56795122474432 21.051117099821568 39.481151267886162 11.298636935651301 102.90757074207067 61.283180728554726 3.1600329577922848 9.445351138710981 2.7804921716451636
leaf_count=139 153 63 485 182 334 100 852 564 26 79 23
internal_value=0 -0.0734384 0.0533106 0.0280448 -0.0902992 -0.0165735 0.0488823 -0.112865 -0.0765795 -0.0597075 0.00704996
internal_weight=0 148.415 203.342 145.774 131.606 30.8416 121.563 100.764 24.2112 23.5245 12.2258
internal_count=3000 1302 1698 1213 1163 265 1005 898 208 202 102
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=12
num_cat=0
split_feature=0 1 1 3 0 2 2 3 2 3 2
split_gain=114.392 35.7154 16.7554 15.3175 17.9515 17.0037 14.9241 17.1173 14.6801 12.0192 17.1136
threshold=0.23715723018383872 -0.062997365939371178 -0.17137873683136065 1.5853981471881569 -1.1155636077131394 0.73087839736817861 -2.5574155934346403 -1.8344056096998351 -1.9803171829699908 0.3206615756715559 0.038911871442730693
decision_type=10 8 8 8 10 10 10 10 10 10 10
left_child=1 -1 6 4 -3 -5 -2 -8 -6 -4 -11
right_child=2 3 9 5 8 -7 7 -9 -10 10 -12
leaf_value=-0.00095244681111923365 -0.034448705325512155 -0.15795678370005389 0.015940309666955223 -0.054437621250782824 0.068452756396369122 0.16685359428911706 -0.011709478409529886 0.15949378525906044 -0.084512262177138572 0.023758877309065354 0.18286939859121357
leaf_weight=98.15942544490099 5.8568941280245772 33.573359623551369 52.916634485125542 14.099353127181532 7.048419088125228 4.6068195775151244 6.8253079056739798 40.453701294958591 57.104395523667336 14.534426219761373 12.637817852199076
leaf_count=820 48 323 444 119 63 39 56 347 513 122 106
internal_value=0 -0.045384 0.0725866 -0.0828425 -0.0987113 6.03629e-05 0.116125 0.134778 -0.0677061 0.0437002 0.0977612
internal_weight=0 214.592 133.225 116.432 97.7262 18.7062 53.1359 47.279 64.1528 80.0889 27.1722
internal_count=3000 1877 1123 1057 899 158 451 403 576 672 228
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=12
num_cat=0
split_feature=0 1 0 1 3 2 2 3 0 3 1
split_gain=97.711 25.591 24.8882 24.5363 18.2414 15.3255 11.5086 12.9829 11.1589 10.508 10.2587
threshold=-0.29539645923305685 -1.2399200956415348 0.9580793363854907 0.86075610071591868 -1.0230009065620855 -0.77727720153089563 0.75600521751106364 -0.3033175297834716 -1.4259003884789612 1.9787993219246354 -0.062997365939371178
decision_type=10 8 10 10 10 8 8 8 8 8 8
left_child=1 -1 3 -2 5 -3 10 -8 -9 -4 -6
right_child=2 4 9 -5 6 -7 7 8 -10 -11 -12
leaf_value=0.052623712330980212 0.041280754334961325 0.1147953775164343 0.11804725418214837 -0.069968380684606993 -0.074453288454629243 -0.051063756432200437 -0.14605798000172776 -0.18500026055657301 0.027062640523084869 -0.012006607729697191 -0.15442370751306242
leaf_weight=16.865912653505802 120.55628713965416 7.3567318543791771 48.89777173101902 23.726965382695198 26.608380906283855 22.951516754925255 9.2403079569339734 2.8929427117109299 17.441568374633796 7.1168493777513495 40.391028381884098
leaf_count=139 1005 63 426 208 227 202 85 28 160 59 398
internal_value=0 -0.0631043 0.0449496 0.0229862 -0.0784875 -0.0108047 -0.0997286 -0.0477704 -0.00310705 0.101523 -0.122664
internal_weight=0 143.748 200.298 144.283 126.882 30.3082 96.5742 29.5748 20.3345 56.0146 66.9994
internal_count=3000 1302 1698 1213 1163 265 898 273 188 485 625
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=12
num_cat=0
split_feature=0 1 1 2 3 3 0 0 0 3 2
split_gain=80.777 24.7889 17.2904 19.5383 13.9052 13.3067 13.2659 12.8927 12.1872 12.5195 19.662
threshold=0.087683414497840326 -0.58196628057385202 -0.33597369281265249 -1.7011520744649682 -1.7856366938535151 1.2698510924403077 -1.4259003884789612 -0.87454242720118647 1.4511250136626865 0.3206615756715559 -0.13660886847443413
decision_type=10 8 8 10 10 10 8 10 10 10 8
left_child=1 5 3 -2 -5 7 -3 -1 9 -4 -11
right_child=2 6 8 4 -6 -7 -8 -9 -10 10 -12
leaf_value=-0.025614735373539213 -0.04523656313252071 -0.15468142094405057 -0.014916863396959785 -0.0018847464493818142 0.14852160749700796 -0.16161838089283798 -0.055592838214494233 0.078413052941057937 0.10513873456480841 -0.053660960625445224 0.12732472265434278
leaf_weight=22.599336981773376 7.9588957577943793 15.220095612108706 54.425426125526428 7.3145054057240477 38.500870652496815 3.9559613838791838 120.32486765086651 25.196215882897377 17.320929527282715 8.9222121164202672 18.343692548573021
leaf_count=191 66 153 459 60 341 33 1106 207 153 76 155
internal_value=0 -0.04424 0.0537382 0.0993857 0.124509 0.0146369 -0.0667193 0.0292252 0.0289467 0.0127917 0.0681008
internal_weight=0 187.296 152.787 53.7743 45.8154 51.7515 135.545 47.7956 99.0123 81.6913 27.2659
internal_count=3000 1690 1310 467 401 431 1259 398 843 690 231
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=12
num_cat=0
split_feature=0 1 1 3 0 2 2 1 3 0 2
split_gain=68.3429 19.3048 19.296 15.6952 13.1797 12.7797 12.4983 10.825 10.4397 11.6315 10.2434
threshold=-0.29539645923305685 -1.2399200956415348 -0.33597369281265249 -1.0230009065620855 1.4511250136626865 -2.5574155934346403 -0.77727720153089563 0.9457906838142065 0.59811061942808152 0.43396369421915948 0.78212306019267219
decision_type=10 8 8 10 10 10 8 10 8 10 8
left_child=1 -1 5 6 7 -2 -3 -4 -9 -10 -5
right_child=2 3 4 10 -6 -7 -8 8 9 -11 -12
leaf_value=0.046484086223111259 -0.047243566421456211 0.10819834874439463 0.019330778771309089 -0.10972679045257293 0.0967221538151882 0.094645849307697344 -0.041655573680709823 -0.10091081954150008 -0.07111358377632844 0.157787251789968 -0.037104204421690823
leaf_weight=16.875354297459126 7.0681805610656729 7.3899536952376366 84.789099015295506 64.80875701457262 16.964411124587059 62.279179535806179 22.545271843671802 16.879453361034393 4.8970571681857127 4.0607805252075195 27.733636289834976
leaf_count=139 58 63 713 635 153 546 202 151 43 34 263
internal_value=0 -0.0537872 0.0377255 -0.0676029 0.0146488 0.0801839 -0.00466191 0.00206291 -0.0546043 0.0326521 -0.0879628
internal_weight=0 139.353 196.938 122.478 127.591 69.3474 29.9352 110.626 25.8373 8.95784 92.5424
internal_count=3000 1302 1698 1163 1094 604 265 941 228 77 898
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=12
num_cat=0
split_feature=0 1 2 1 3 0 0 3 2 2 3
split_gain=57.8617 20.9602 12.4784 12.0423 11.3794 12.3296 9.67444 10.9009 23.4306 17.6838 15.2132
threshold=0.23715723018383872 -0.062997365939371178 1.7017989888621032 -1.181565250965561 2.1914430225938877 -1.2497309821567528 1.4511250136626865 0.35174168438460296 -0.04346772923714607 0.24028308426309142 -0.052393090968325264
decision_type=10 8 8 8 8 10 10 10 10 8 8
left_child=1 -1 4 -2 5 -3 7 9 -9 10 -5
right_child=3 2 -4 6 -6 -7 -8 8 -10 -11 -12
leaf_value=0.00074650577741037626 0.1354612032164027 -0.15145700094754008 0.02293459275265558 0.10620872966007953 0.012641072787132938 -0.06551264569237851 0.10334369229588028 -0.005858006693975148 0.16947586612181564 -0.056045068161856962 -0.032408756284252931
leaf_weight=96.589331865310669 15.442181237041948 23.448199391365051 14.520056821405886 20.278878800570965 12.377680771052836 57.934882543981075 20.513521790504456 16.314089581370357 14.30463959276676 27.729716874659061 12.988526754081247
leaf_count=820 143 259 137 176 103 558 190 140 127 237 110
internal_value=0 -0.0331199 -0.0633296 0.0526702 -0.0766887 -0.090275 0.0412684 0.0273693 0.0760555 0.00293027 0.0520886
internal_weight=0 204.87 108.281 127.572 93.7608 81.3831 112.129 91.6159 30.6187 60.9971 33.2674
internal_count=3000 1877 1057 1123 920 817 980 790 267 523 286
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=12
num_cat=0
split_feature=0 1 1 3 2 3 3 0 0 2 3
split_gain=49.2917 16.3653 12.15 13.4468 12.0926 13.5151 10.2308 10.1713 10.0599 10.0256 12.6982
threshold=-0.4537805104269495 -0.33597369281265249 -0.58196628057385202 -2.5748586673319562 -1.7011520744649682 -0.61738207167860093 0.05088860913149184 0.9580793363854907 0.54845794715829577 -1.2338912254113521 -0.79346405151473243
decision_type=10 8 8 10 10 10 10 10 10 10 10
left_child=2 4 -1 -4 6 -6 -2 -3 -7 10 -5
right_child=1 7 3 9 5 8 -8 -9 -10 -11 -12
leaf_value=-0.0011535854829180802 0.046885671400557244 -0.0081961476662316558 0.032509816913108648 0.15785167585634607 0.020240214156305947 0.07535580385119231 -0.14511488965564101 0.053909675937199121 0.17567553085917498 -0.10496113774048675 -0.062525413322882514
leaf_weight=34.628352470695972 7.3255248889327031 98.434013612568378 10.885021194815634 3.3512256518006316 21.411492712795734 23.330738037824631 4.4679584205150604 36.019647486507893 17.488987602293491 59.585602208971977 11.895615652203558
leaf_count=293 61 850 91 32 185 201 37 326 172 630 122
internal_value=0 0.0292308 -0.0511445 -0.07134 0.0669906 0.0845856 -0.0258537 0.00844178 0.118337 -0.0864459 -0.014087
internal_weight=0 208.478 120.346 85.7175 74.0247 62.2312 11.7935 134.454 40.8197 74.8324 15.2468
internal_count=3000 1832 1168 875 656 558 98 1176 373 784 154
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=12
num_cat=0
split_feature=0 0 1 1 3 2 1 3 3 3 2
split_gain=40.6494 14.1265 13.0361 11.0597 12.8824 16.5949 9.49785 11.0592 8.85608 8.4584 7.67749
threshold=-0.4537805104269495 0.9580793363854907 0.84920751472830769 -0.052642535884747911 1.5853981471881569 0.73087839736817861 0.12438589667675724 1.9787993219246354 1.9787993219246354 -1.7369455074356888 -1.2338912254113521
decision_type=10 10 10 8 8 10 8 8 8 10 10
left_child=3 2 9 -1 10 -6 -3 -8 -4 -2 -5
right_child=1 6 8 4 5 -7 7 -9 -10 -11 -12
leaf_value=-0.015473864947013336 -0.034010431962228908 0.12019486338909301 -0.076975207221979758 -0.020270465357664386 -0.044936666872140971 0.24647753221341656 0.056901416807708709 -0.13237505886235085 0.091633067471092233 0.035623549657279603 -0.11850556271048317
leaf_weight=57.456165559589863 20.776193484663963 22.768293835222721 22.217310674488544 9.962687283754347 8.8587786778807622 2.5071811601519576 25.197102271020412 3.5179360508918789 3.6232105866074589 108.76304626464844 39.495546132326126
leaf_count=500 171 224 207 107 79 22 231 30 30 939 460
internal_value=0 0.0265607 0.0115185 -0.0469358 -0.0766555 0.0193455 0.0719591 0.0337128 -0.0533339 0.0244553 -0.0987174
internal_weight=0 206.863 155.38 118.28 60.8242 11.366 51.4833 28.715 25.8405 129.539 49.4582
internal_count=3000 1832 1347 1168 668 101 485 261 237 1110 567
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=12
num_cat=0
split_feature=0 1 0 1 1 3 2 0 1 3 2
split_gain=34.7715 13.9904 11.4675 8.96443 7.62752 8.51982 7.82487 7.00557 9.17527 8.12365 18.5909
threshold=0.23715723018383872 0.29134688298791805 -1.7432867703120769 -1.181565250965561 -1.2678599140572409 -0.19082412164348353 1.0042093184615901 1.4511250136626865 1.6396785594042755 0.35174168438460296 -0.22328596445101415
decision_type=10 8 8 8 10 8 8 10 10 10 10
left_child=1 2 -1 -2 5 6 -4 8 9 -5 -11
right_child=3 -3 4 7 -6 -7 -8 -9 -10 10 -12
leaf_value=-0.13475443338901319 0.11603802197385571 -0.059522595840557815 0.18245437466060763 0.0056398390188510516 -0.0099647846329699932 0.00041128039446259928 -0.026472496677992442 0.086407953249748981 -0.11834475010321009 -0.015058671968487284 0.14763513858148133
leaf_weight=6.4495968595147133 14.281305909156798 76.762001991271973 6.8877288326621038 56.858922630548477 93.921535186469555 11.918026275932791 2.4233227446675301 19.310737892985344 4.5503112301230422 13.234106607735159 14.966624170541762
leaf_count=62 143 798 57 495 841 99 20 190 40 115 140
internal_value=0 -0.0260969 -0.00499648 0.0415436 0.00227127 0.056406 0.128078 0.0317762 0.0200031 0.0274041 0.0712858
internal_weight=0 198.362 121.6 123.202 115.151 21.2291 9.31105 108.921 89.61 85.0597 28.2007
internal_count=3000 1877 1079 1123 1017 176 77 980 790 750 255
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=12
num_cat=0
split_feature=0 1 2 1 0 3 0 0 2 1 3
split_gain=29.5693 10.9864 11.301 8.73024 10.4493 6.87917 9.79225 6.70908 7.92092 6.62004 7.07734
threshold=-0.4537805104269495 -0.26002901340141943 -2.5574155934346403 -1.6038812941800613 -1.4259003884789612 -1.6204124879154869 0.54845794715829577 1.4511250136626865 -1.2041666582334851 1.663339670879634 0.43020335019940675
decision_type=10 8 10 8 8 10 10 10 10 10 8
left_child=3 2 -2 -1 -5 -4 -7 9 -9 -3 -11
right_child=1 7 5 4 -6 6 -8 8 -10 10 -12
leaf_value=0.060811614043901931 -0.054220758221199261 0.0024359141832694959 -0.0016790610336572206 -0.11821011369606159 -0.034222013653918158 0.048509290856569416 0.13525249839136089 -0.069272676420946047 0.10603077052274155 -0.17610839367199174 0.047671570940814298
leaf_weight=7.8979910165071487 8.7079538553953153 106.18375463783741 12.013482064008711 17.75275357067585 89.462500408291817 33.859407164156437 21.138817928731441 3.3018228858709326 11.749066717922686 4.2865324094891539 2.1084339171648026
leaf_count=65 72 928 101 198 905 295 226 32 118 41 19
internal_value=0 0.0227715 0.0529486 -0.0406543 -0.0481288 0.0668749 0.0818494 0.00486806 0.0675732 -0.00351512 -0.102328
internal_weight=0 203.349 75.7197 115.113 107.215 67.0117 54.9982 127.63 15.0509 112.579 6.39497
internal_count=3000 1832 694 1168 1103 622 521 1138 150 988 60
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=12
num_cat=0
split_feature=0 1 0 1 1 3 3 2 2 3 3
split_gain=24.7214 10.7852 11.0561 8.45931 7.90151 8.50314 7.6834 7.99997 7.2169 19.4754 15.6955
threshold=0.087683414497840326 -1.5322898622862742 -1.4259003884789612 0.12438589667675724 0.9457906838142065 1.6226496774463637 inf 1.9773422331954342 0.067910532939697635 -0.55020869494106706 1.2698510924403077
decision_type=10 8 8 10 8 10 8 8 10 8 10
left_child=1 -1 -3 6 8 -6 7 -2 10 -10 -4
right_child=3 2 4 -5 5 -7 -8 -9 9 -11 -12
leaf_value=0.06618995179128094 0.077970118148557088 -0.10890054160170362 0.026560082256059766 0.0023576576349584851 -0.078069196544060304 0.14914068883427675 -0.024809292085201114 -0.017442908287698875 -0.13991260930808705 0.00044592463768529768 -0.15675900013947752
leaf_weight=11.955594085156916 60.173287935554981 16.850871205329895 57.887534461915493 60.156825989484787 31.428685739636421 1.7382161617279042 11.293978512287138 10.290467470884321 13.825146630406378 34.693119361996651 5.0803517252206793
leaf_count=99 595 196 536 535 342 17 93 87 128 325 47
internal_value=0 -0.0254575 -0.0322418 0.0308203 -0.0233117 -0.0661615 0.051763 0.0640361 -0.010564 -0.0395489 0.0117696
internal_weight=0 173.46 161.504 141.915 144.653 33.1669 81.7577 70.4638 111.486 48.5183 62.9679
internal_count=3000 1690 1591 1310 1395 359 775 682 1036 453 583
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=12
num_cat=0
split_feature=0 1 2 0 3 2 2 2 3 1 2
split_gain=21.7312 11.6319 10.7491 9.43675 9.31691 11.65 11.5928 8.89047 8.66011 8.53248 6.5452
threshold=-0.74862308855734006 -1.2399200956415348 -2.1941876006253218 0.9580793363854907 -0.14789435693774147 -0.7320162263940212 0.20054894998054493 -1.4731589399330012 -0.17019231609052374 -0.26002901340141943 -1.2041666582334851
decision_type=10 8 8 10 10 10 8 10 8 8 10
left_child=4 -2 -3 -4 5 7 -6 -1 -7 -9 -5
right_child=1 2 3 10 6 8 -8 9 -10 -11 -12
leaf_value=-0.016785322851323736 0.080807671737519932 0.22260883494825948 -0.0056882044561956521 -0.030686687498385701 -0.13258019073498656 -0.081302653955357213 -0.024339250262776644 0.24037707429196212 0.041883000067078929 0.031347453260800164 0.066815093698210079
leaf_weight=8.1038814783096296 24.690759740769863 2.3096309378743172 157.47244109213352 8.6160159632563573 19.881634026765823 22.02687031775713 19.698326546698809 3.7904333621263504 7.7026087343692806 4.0280159786343566 34.267238847911358
leaf_count=80 238 20 1414 78 227 242 213 32 66 44 346
internal_value=0 0.0160048 0.00810983 0.00563716 -0.0432024 -0.012417 -0.0787104 0.0566107 -0.0493865 0.132686 0.0472252
internal_weight=0 227.356 202.665 200.356 85.2318 45.6518 39.58 15.9223 29.7295 7.81845 42.8833
internal_count=3000 2096 1858 1838 904 464 440 156 308 76 424
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=12
num_cat=0
split_feature=0 1 3 2 3 0 1 3 2 0 2
split_gain=17.9749 8.34567 11.3181 9.75027 12.4045 7.35487 6.99693 7.34655 9.94478 6.11552 6.80903
threshold=-0.29539645923305685 -0.052642535884747911 -1.0463679354423794 0.68683209045135973 0.77644787150662642 -0.50032555241561061 0.73255062527458936 -1.7856366938535151 -0.64934974529079981 0.9580793363854907 -1.2041666582334851
decision_type=10 8 10 8 8 8 10 10 10 10 10
left_child=1 -1 -3 -4 -5 -6 7 8 -2 -9 -11
right_child=6 2 3 4 5 -7 -8 9 -10 10 -12
leaf_value=-0.0036611556690622315 0.066397616232875198 0.013297890785671838 -0.11515451215595487 -0.070258192459467544 0.030594887925671201 0.31128135585913708 -0.019250116782908361 0.026732266086027318 -0.067989225863076569 -0.012383178013857613 0.10360373349812918
leaf_weight=63.124485477805138 8.4748156890273112 17.405282638967037 29.683040197938681 11.432195257395504 2.5299949944019318 1.4794301986694325 36.849916756153107 93.434012204408646 15.722209826111792 6.4490528404712704 23.521716043353081
leaf_count=560 71 170 393 135 29 15 345 827 131 60 264
internal_value=0 -0.0293111 -0.055205 -0.0816276 -0.0171796 0.134165 0.0197297 0.0294613 -0.0209213 0.0393403 0.0786459
internal_weight=0 125.654 62.5299 45.1247 15.4416 4.00943 184.452 147.602 24.197 123.405 29.9708
internal_count=3000 1302 742 572 179 44 1698 1353 202 1151 324
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=12
num_cat=0
split_feature=0 1 2 0 3 2 2 3 2 0 1
split_gain=15.6337 9.40971 8.8352 7.85998 7.63134 9.84511 9.64066 7.88795 7.06977 6.57622 6.48426
threshold=-0.74862308855734006 -1.2399200956415348 -2.1941876006253218 1.4511250136626865 -0.14789435693774147 -0.21185185250617097 -0.7320162263940212 -0.92569359018080932 -1.4731589399330012 -1.4829191263950494 -0.26002901340141943
decision_type=10 8 8 10 10 8 10 8 10 8 8
left_child=4 -2 -3 -4 6 -6 8 -8 -1 -7 -10
right_child=1 2 3 -5 5 9 7 -9 10 -11 -12
leaf_value=-0.012841992137058722 0.072566653715199061 0.20275670939312682 -0.0020596178380340889 0.067572706202712773 -0.14300465802686266 -0.14981433542382266 -0.13838767402971866 -0.014931247398692069 0.21358678747507459 -0.012091984964519062 0.031660808119470016
leaf_weight=7.9887819662690163 24.101632416248322 2.2664725705981255 180.53359883278608 17.809826411306858 12.50230525061488 4.1438970640301704 6.7469332292675972 22.21757692843676 3.8424476236104965 21.228811528533701 3.9972749762237054
leaf_count=80 238 20 1646 192 153 56 78 230 32 231 44
internal_value=0 0.0135291 0.00643623 0.00419287 -0.0373321 -0.0703736 -0.00939359 -0.0436889 0.0533633 -0.0345849 0.120827
internal_weight=0 224.712 200.61 198.343 82.668 37.875 44.793 28.9645 15.8285 25.3727 7.83972
internal_count=3000 2096 1858 1838 904 440 464 308 156 287 76
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=12
num_cat=0
split_feature=0 1 3 2 3 0 3 2 2 3 3
split_gain=13.5363 8.17243 8.39366 9.29314 14.3551 6.71156 6.03654 16.4143 8.90045 7.66048 6.88174
threshold=0.23715723018383872 0.86075610071591868 1.6226496774463637 -1.2338912254113521 -0.28757373960971461 -1.4259003884789612 -0.64186656913358398 0.36234075040589736 -1.2338912254113521 -0.12825215172421642 -0.6788012316594324
decision_type=10 8 8 10 10 8 10 10 10 8 8
left_child=1 5 3 4 -3 -1 7 10 9 -8 -2
right_child=6 2 -4 -5 -6 -7 8 -9 -10 -11 -12
leaf_value=-0.072705681139107026 0.072849281836229046 0.16916766506655243 0.033566101623879928 -0.10466414072058994 -0.11071511408474762 0.0013815026154056192 0.12208657742263668 -0.10148600733342222 0.062182602879261355 -0.052672802771235254 -0.027627039159219782
leaf_weight=13.46940730139613 18.831373259425163 3.4916640520095825 8.5259526222944242 26.803440067917109 3.8566108644008628 132.61462358012795 3.0722444802522659 12.183193445205687 58.037519745528698 13.663870491087438 10.684124551713468
leaf_count=158 178 35 75 337 44 1228 28 111 595 121 90
internal_value=0 -0.0166961 -0.0551924 -0.0773509 0.0222762 -0.00544957 0.0266548 -0.00383087 0.0436556 -0.0205923 0.0364785
internal_weight=0 188.762 42.6777 34.1517 7.34827 146.084 116.472 41.6987 74.7736 16.7361 29.5155
internal_count=3000 1877 491 416 79 1386 1123 379 744 149 268
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=12
num_cat=0
split_feature=0 1 2 0 3 2 2 3 1 0 0
split_gain=11.3712 8.29089 6.26233 7.32322 6.22681 9.05907 8.20387 8.52184 6.47895 6.11822 5.93466
threshold=-0.74862308855734006 0.5165224735885775 2.6091062297147629 0.9580793363854907 -0.14789435693774147 0.20054894998054493 0.067910532939697635 -0.17019231609052374 -0.097029087921882792 -0.0072404302650272848 -0.50032555241561061
decision_type=10 8 8 10 10 8 10 8 8 10 10
left_child=4 2 3 -2 6 -6 8 -8 -1 -4 -3
right_child=1 10 9 -5 5 -7 7 -9 -10 -11 -12
leaf_value=0.081130461903320128 0.022135012697818618 -0.11107547549219206 0.057681359709312832 0.084356636547891203 -0.11473611246077429 -0.014904535193476565 -0.10539851335489954 0.046341985203853228 -0.018017782626571908 -0.070511750005428933 -0.0067479026366332228
leaf_weight=12.319293551146982 103.06010563671589 5.8926990628242484 5.4107829034328487 23.16774470359087 17.526574775576591 18.882557861506939 12.353199064731596 5.2843106538057354 14.173452928662302 11.935622960329054 72.994519606232643
leaf_count=108 931 70 46 269 227 213 142 45 169 99 681
internal_value=0 0.0115031 0.025813 0.0335551 -0.0323493 -0.0629613 -0.00709326 -0.0599361 0.0280868 -0.0305251 -0.0145409
internal_weight=0 222.461 143.574 126.228 80.5394 36.4091 44.1303 17.6375 26.4927 17.3464 78.8872
internal_count=3000 2096 1345 1200 904 440 464 187 277 145 751
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=12
num_cat=0
split_feature=0 1 3 2 2 3 1 0 3 3 2
split_gain=9.84705 6.22135 5.94211 20.1446 11.104 16.6454 6.32501 5.59276 5.33464 6.09934 5.87599
threshold=0.23715723018383872 0.9457906838142065 0.36090741050052771 -0.22328596445101415 0.023135678919410499 0.080739486153204379 0.8033873738782592 -1.4829191263950494 -0.64186656913358398 -0.024402741689723673 0.98212828345180536
decision_type=10 8 10 10 8 8 10 8 8 10 10
left_child=1 7 4 -4 5 6 -2 -1 10 -10 -6
right_child=2 -3 3 -5 8 -7 -8 -9 9 -11 -12
leaf_value=-0.071843453450575773 0.12434947609905765 -0.05051666106374271 -0.020574396682423356 0.12792365460796107 -0.037222240306239822 -0.049462702110472268 -0.0019347950380030014 0.00054184386400999123 0.0279415007678207 -0.072739154445433774 -0.18101721018997294
leaf_weight=11.579059794545172 18.501668274402622 37.907155025750399 17.681983564049006 18.899331536144018 10.360836252570151 11.507422905415295 5.0482588037848464 136.55330423265696 20.286470476537943 8.5544843412935752 3.9158533588051787
leaf_count=143 190 454 168 207 96 103 46 1280 191 85 37
internal_value=0 -0.014367 0.0228806 0.0561455 0.00731455 0.0491114 0.0972787 -0.0051163 -0.0266689 -0.00192128 -0.0766628
internal_weight=0 186.04 114.756 36.5813 78.175 35.0573 23.5499 148.132 43.1176 28.841 14.2767
internal_count=3000 1877 1123 375 748 339 236 1423 409 276 133
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=12
num_cat=0
split_feature=1 0 2 0 1 3 2 3 0 3 2
split_gain=8.78763 8.971 7.67825 6.07904 6.43765 9.87521 5.60339 5.19668 5.85224 4.66693 6.19084
threshold=-1.2399200956415348 -1.3028064161326436 2.2742944964398046 1.4511250136626865 1.6106944355032888 0.74179871042127743 -2.1941876006253218 -1.5214519101493025 0.53758406023461702 -0.19082412164348353 1.0042093184615901
decision_type=8 8 8 10 10 8 8 10 10 8 8
left_child=7 2 -2 4 6 -6 -3 -1 9 10 -9
right_child=1 3 -4 -5 5 -7 -8 8 -10 -11 -12
leaf_value=-0.034797170825196559 -0.10056540424690777 0.14463392797136701 0.10218415172499372 0.056549231076413624 -0.14715332156648273 0.05659327262587957 -0.0036638736236737921 0.14019010020378356 0.15070460523877685 -0.00057889953884631177 -0.043064338474136855
leaf_weight=6.2459048330783835 15.247480873018501 2.5781686902046204 2.1286110989749458 16.871219757944345 7.3124236948788148 3.52585768699646 216.9748721756041 7.1604878380894643 6.3240821361541739 11.907326877117162 2.4826579913496971
leaf_count=53 210 25 25 193 84 31 2102 64 86 106 21
internal_value=0 -0.00627418 -0.0757281 -0.00139338 -0.00563643 -0.0808715 -0.00192244 0.0476474 0.0661209 0.0412994 0.0930107
internal_weight=0 264.639 17.3761 247.263 230.391 10.8383 219.553 34.1205 27.8746 21.5505 9.64315
internal_count=3000 2670 235 2435 2242 115 2127 330 277 191 85
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=12
num_cat=0
split_feature=0 1 3 2 3 2 3 2 2 1 3
split_gain=7.46215 6.20238 8.33016 6.20601 5.30744 7.70851 7.37005 6.69052 6.11271 4.97201 4.51665
threshold=-0.74862308855734006 -1.181565250965561 -1.3419259791926399 -2.1941876006253218 -0.48149586370829062 -0.74301826771624191 -0.86064471564014344 1.2988547590896402 -1.497637630790799 -0.4197023608329466 -0.53339520290060605
decision_type=10 8 10 8 10 8 8 8 10 8 8
left_child=4 2 -2 -3 5 8 -7 9 -1 -6 -10
right_child=1 3 -4 -5 7 6 -8 -9 10 -11 -12
leaf_value=-0.069074405686087068 -0.055869315716576329 0.17607356362717783 0.087407586945647403 0.00156813653019998 -0.023039521534377896 -0.097181607580357682 0.017292615062008129 0.031513257211289836 0.19407170635499199 -0.097486684098918544 0.011789611896766887
leaf_weight=1.8933252245187757 5.1503714807331589 2.0597550645470619 19.130565080791712 192.56721122190356 15.197244338691233 8.7892522253096086 15.617677405476572 8.470822047442196 4.2656954117119312 21.896151576191187 1.9951260946691016
leaf_count=19 45 19 209 1823 143 106 157 91 42 328 18
internal_value=0 0.00936032 0.0570163 0.00341494 -0.0266401 0.0041924 -0.023931 -0.0486737 0.0883713 -0.0669855 0.135984
internal_weight=0 218.908 24.2809 194.627 78.1253 32.5611 24.4069 45.5642 8.15415 37.0934 6.26082
internal_count=3000 2096 254 1842 904 342 263 562 79 471 60
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=12
num_cat=0
split_feature=0 3 2 2 3 2 3 1 1 1 3
split_gain=6.84053 4.79673 17.4898 9.02635 10.3349 6.10533 5.70922 6.71945 4.77506 4.73976 4.68704
threshold=0.23715723018383872 0.36090741050052771 -0.22328596445101415 0.36234075040589736 -0.14789435693774147 -0.89723587901865753 -1.6204124879154869 -0.36024785347144545 1.3648400997608323 1.0000000180025095e-35 1.5853981471881569
decision_type=10 10 10 10 8 8 8 8 10 10 8
left_child=8 3 -3 4 5 -2 -5 -8 -1 -7 -10
right_child=1 2 -4 6 -6 9 7 -9 10 -11 -12
leaf_value=-0.0080062338638979356 0.15526233561970654 -0.021236025155227819 0.11920778550887963 -0.21345621950124272 -0.019789181046610843 0.095586706630055474 0.047470163961430445 -0.07252432921123364 -0.12043600300192961 0.0038942409112942 0.023114171231792879
leaf_weight=172.2772570066154 6.279871754348278 17.549485065042973 17.922623876482248 1.8987097367644308 24.899242304265499 10.014048650860792 7.0139408744871616 13.944986142218118 7.4705363623797876 12.899393200874327 3.2701921910047531
leaf_count=1740 66 168 207 17 229 110 79 129 109 118 28
internal_value=0 0.0193012 0.0497246 0.00527674 0.0275405 0.0679084 -0.0474104 -0.032368 -0.0120394 0.0439673 -0.0767298
internal_weight=0 112.422 35.4721 76.9502 54.0926 29.1933 22.8576 20.9589 183.018 22.9134 10.7407
internal_count=3000 1123 375 748 523 294 225 208 1877 228 137
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=12
num_cat=0
split_feature=0 3 1 1 3 2 0 1 1 3 0
split_gain=6.32896 5.67413 6.96372 5.56439 6.01519 4.93925 4.61578 4.88432 4.58188 5.3246 4.50473
threshold=-1.093014234802822 -1.6204124879154869 -0.34357896642386015 -1.0954972059866208 -1.9157945433532009 1.284012285405657 -1.0547303057206079 -1.0074619615020379 1.6396785594042755 0.74179871042127743 -2.0506539722158021
decision_type=8 10 8 8 10 8 8 8 10 8 10
left_child=1 -1 5 4 -2 10 -5 -8 -9 -10 -3
right_child=3 2 -4 6 -6 -7 7 8 9 -11 -12
leaf_value=0.05263426392795615 -0.051000928611925393 -0.19134604917046094 -0.11372291656016952 0.16312667318833687 0.059821361601340585 0.15001714474200717 -0.099155196555029634 0.0032234003721027453 -0.11533701469434909 0.039369334688251989 -0.0043677256244406366
leaf_weight=5.0222227312624481 5.8628721088170996 1.5359337776899327 13.081207957118751 1.7025128938257692 29.752110403031111 1.7113343775272358 5.0740685500204563 211.74607292562723 6.8991297595202905 3.2834892645478249 7.9984745159745207
leaf_count=47 49 17 216 20 309 16 46 2089 84 29 78
internal_value=0 -0.0441373 -0.0641155 0.00481042 0.041578 -0.00641136 -0.00091519 -0.0021455 7.24833e-05 -0.0654504 -0.0344888
internal_weight=0 29.3492 24.327 264.32 35.615 11.2457 228.705 227.003 221.929 10.1826 9.53441
internal_count=3000 374 327 2626 358 111 2268 2248 2202 113 95
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=12
num_cat=0
split_feature=0 1 3 1 3 0 0 2 3 2 3
split_gain=6.08805 5.53665 7.89189 4.88068 10.3745 6.4338 3.98783 4.22823 4.25724 3.54898 4.85157
threshold=0.9580793363854907 0.12438589667675724 1.7161565986453859 1.3648400997608323 1.5853981471881569 -0.15099858351250925 -1.6093561756930479 -0.6666045142732685 -0.79346405151473243 0.2543228439679453 0.70946333419272223
decision_type=10 8 8 10 8 10 8 10 8 8 8
left_child=3 -2 9 6 -5 -6 7 8 -1 -3 -11
right_child=1 2 -4 4 5 -7 -8 -9 -10 10 -12
leaf_value=0.16897401657020109 0.077615454447585358 0.064242480660513121 -0.12971547324598662 -0.10522227326602335 -0.029339908559173896 0.22045103140143552 0.00033115186390771448 -0.11745666401670295 -0.057828576838232594 -0.050880919421566639 0.12277098827417299
leaf_weight=1.2482929751276968 17.642650939524174 12.048606730997557 3.7247373312711742 12.269026026129721 2.4335279762744904 1.7892861515283609 222.93570628017187 5.9573501870036107 2.4558746069669728 8.0560419782996231 2.0103711634874335
leaf_count=13 224 126 33 161 21 15 2183 88 34 78 24
internal_value=0 0.0344308 0.00494559 -0.00612199 -0.0586911 0.0765012 -0.00239468 -0.0652921 0.0186032 0.027626 -0.0162008
internal_weight=0 43.4824 25.8398 249.089 16.4918 4.22281 232.597 9.66152 3.70417 22.115 10.0664
internal_count=3000 485 261 2515 197 36 2318 135 47 228 102
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=12
num_cat=0
split_feature=1 0 3 3 2 3 2 2 0 3 2
split_gain=5.03537 6.19809 7.19685 6.42357 4.19623 6.97974 5.64433 6.63136 3.97459 5.00682 6.30275
threshold=-1.3322593569351295 -1.4259003884789612 -0.73981075095330906 -0.86064471564014344 0.023135678919410499 1.680526681375891 0.1780807802029126 0.39417679074907447 1.4511250136626865 0.014864492246587544 -1.1457081887035228
decision_type=8 8 10 8 8 8 8 8 10 8 10
left_child=4 2 3 -2 5 -1 -6 -8 -3 -10 -11
right_child=1 8 -4 -5 6 -7 7 -9 9 10 -12
leaf_value=0.11561468407867381 -0.070684398778656773 -0.0044075963100700241 -0.12893978606413783 0.19450044723628102 -0.15368868280654233 -0.1140273439055975 0.17743873590849843 -0.0015399963518291974 0.10857586430391047 -0.14623706565109926 0.045407122039038676
leaf_weight=10.192391503602265 2.2161157950758934 234.65235660970211 8.0084153115749341 1.5539414212107652 1.9178518988192097 1.5210550129413594 2.4905921816825871 12.262738391757011 7.251105647534132 2.2921041920781153 6.8286911584436893
leaf_count=111 31 2331 140 16 19 13 25 118 88 21 87
internal_value=0 -0.00441047 -0.0753074 0.0386194 0.0399244 0.0857944 0.00769536 0.0286744 -0.00108387 0.0465539 -0.00275408
internal_weight=0 262.803 11.7785 3.77006 28.3846 11.7134 16.6712 14.7533 251.024 16.3719 9.1208
internal_count=3000 2714 187 47 286 124 162 143 2527 196 108
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=12
num_cat=0
split_feature=0 3 2 2 1 1 1 0 0 0 1
split_gain=4.71452 4.55046 11.6162 11.381 7.37238 6.04987 4.77485 4.51704 4.26807 5.22218 4.15555
threshold=0.087683414497840326 -0.64186656913358398 0.98212828345180536 -1.2338912254113521 -0.930590272082925 1.4874524604911914 -0.76985274846418938 1.2183755665191123 0.23296573935379408 1.1930313452414565 2.3514323388345195
decision_type=10 10 10 10 8 10 8 10 8 10 8
left_child=-1 2 10 8 -4 6 -5 -8 -3 -10 -2
right_child=1 3 4 5 -6 -7 7 -9 9 -11 -12
leaf_value=-0.011636446201643185 0.00094433122100502718 -0.14946112055148897 0.068698580330759068 0.11881828627050886 -0.17147195708932156 -0.06760977576182027 0.028884651271956066 0.10502935758408874 0.014511950385468181 -0.11354546289283277 0.11334988777974297
leaf_weight=159.20033243857324 35.785042710602283 2.9694101735949516 1.6088139489293096 10.180176619440315 6.2177760004997245 4.2091477066278449 40.150221817195415 9.6663015224039537 12.102370303124195 4.3216797374188891 3.6217858567833892
leaf_count=1690 336 26 15 144 55 44 382 125 108 41 34
internal_value=0 0.0139855 -0.0108256 0.0280037 -0.122103 0.0482819 0.0564125 0.0436596 -0.0391312 -0.0191839 0.0112753
internal_weight=0 130.833 47.2334 83.5993 7.82659 64.2058 59.9967 49.8165 19.3935 16.4241 39.4068
internal_count=3000 1310 440 870 70 695 651 507 175 149 370
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=12
num_cat=0
split_feature=1 0 1 2 3 0 2 3 2 2 3
split_gain=4.39924 6.5757 5.54625 4.87733 6.43127 5.78833 5.86867 7.16905 9.13483 7.22613 9.26482
threshold=-0.33597369281265249 -1.3028064161326436 -0.37839096188075677 -1.3724199652926068 0.014864492246587544 0.043287498730621744 0.067910532939697635 -0.099664078865587327 -0.59333842192804864 -0.51823537157047217 -0.92569359018080932
decision_type=8 8 8 10 8 10 10 8 10 10 10
left_child=2 -2 3 4 -1 6 7 9 -9 -5 -11
right_child=1 -3 -4 5 -6 -7 -8 8 -10 10 -12
leaf_value=0.030830803783903529 -0.090095486341816106 -0.004997671398889075 0.11389816056138956 0.18608391900575583 -0.085803805663298316 0.054484636665295787 -0.03214799298271151 -0.12101802131859972 0.056153562631516551 -0.13463986747801418 0.1227027323792782
leaf_weight=8.433063291013239 9.5839561689645034 172.82516695559025 5.5025688409805289 4.8973537683486938 10.75936431437731 32.155862472951412 26.421983167529106 4.9027893617749214 7.160160645842554 2.3053320646286011 3.5583925396203977
leaf_count=78 172 1783 55 42 94 379 234 46 65 20 32
internal_value=0 -0.00946879 0.0161401 0.0107927 -0.0345551 0.0214846 -6.33026e-05 0.0370792 -0.0158549 0.0964173 0.0215281
internal_weight=0 182.409 106.097 100.594 19.1924 81.4019 49.246 22.824 12.063 10.7611 5.86372
internal_count=3000 1955 1045 990 172 818 439 205 111 94 52
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_3=90
Column_0=87
Column_1=77
Column_2=76

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 30]
[learning_rate: 0.1]
[num_leaves: 12]
[num_threads: 1]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 17422]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 7040]
[extra_trees: 0]
[extra_seed: 6516]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 15215]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 61]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[objective_seed: 15521]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 0.7]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null
