model.txt

tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=27
objective=regression
feature_names=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
feature_infos=[0.27500000000000002:6.6950000000000003] [-2.4169999999999998:2.4300000000000002] [-1.7430000000000001:1.7430000000000001] [0.019:5.7000000000000002] [-1.7430000000000001:1.7430000000000001] [0.159:4.1900000000000004] [-2.9410000000000003:2.9700000000000002] [-1.7409999999999999:1.7409999999999999] [0:2.173] [0.19:5.1929999999999996] [-2.9039999999999999:2.9089999999999998] [-1.742:1.7430000000000001] [0:2.2149999999999999] [0.26400000000000001:6.5229999999999997] [-2.7280000000000002:2.7269999999999999] [-1.742:1.742] [0:2.548] [0.36499999999999999:6.0679999999999996] [-2.4950000000000001:2.496] [-1.74:1.7430000000000001] [0:3.1019999999999999] [0.17199999999999999:13.097999999999999] [0.41899999999999998:7.3920000000000003] [0.46100000000000002:3.6819999999999999] [0.38400000000000001:6.5829999999999993] [0.093000000000000013:7.8600000000000003] [0.38900000000000001:4.5430000000000001] [0.48899999999999999:4.3159999999999998]
tree_sizes=2484 2532 2524 2524 2527 2510 2538 2531 2547 2537 2535 2530 2550 2546 2551 2545 2553 2529 2557 2555

Tree=0
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 24 22 5 5 27 26 27 25 26 27 24 3 25 13 3 22 19 5 24 4 4 25 24 13 24
split_gain=64.2638 41.1203 38.5382 15.7445 17.6357 13.1388 20.9834 8.97069 8.36848 6.94986 6.92699 6.62141 6.49419 5.50946 5.46418 8.41181 4.47175 4.33248 4.05326 3.78403 3.60298 3.83289 3.54533 3.34893 3.17171 3.41713 3.15454 3.16484 3.07026 3.59655
threshold=1.2815000000000001 0.78050000000000008 0.90450000000000019 0.98450000000000015 0.6785000000000001 1.0265000000000002 1.0445000000000002 0.82550000000000001 1.0195000000000003 0.9225000000000001 0.86950000000000016 0.78850000000000009 0.62350000000000005 0.88850000000000018 0.88950000000000007 1.1225000000000003 1.9205000000000003 0.98950000000000016 1.3835000000000004 1.8335000000000004 0.94750000000000012 -0.96449999999999991 1.3365000000000002 0.71850000000000014 1.2535000000000001 -0.27149999999999996 0.58650000000000013 0.74550000000000016 0.96150000000000013 0.75150000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 28 6 -4 23 13 22 11 -6 -7 -5 20 -16 17 -14 -19 -17 -2 -22 26 -1 25 -8 27 -9 29 -3
right_child=14 2 5 8 10 12 24 9 -10 -11 -12 -13 16 -15 15 19 -18 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.52569237744062003 0.52042998804716734 0.5422175113742802 0.51538920413460376 0.51981816153682081 0.54510850939454336 0.52481117997776638 0.53024021149375444 0.53098095223449515 0.54359999985354279 0.50431428556782854 0.54912120966902689 0.5308360246982633 0.54009109081946971 0.53374466531466402 0.51296357466735465 0.52530193988881624 0.52566845223449521 0.52869852202103051 0.54378796977835486 0.51133182942747768 0.51585274710629003 0.53764761890116186 0.54466516276081101 0.51861746405193609 0.52135974011328312 0.54153233068061046 0.5359689618268213 0.51383809509163803 0.54156918752861283 0.52867325992680292
leaf_count=283 121 62 307 129 277 161 135 75 112 22 751 115 457 158 422 324 96 203 57 57 26 90 57 409 44 133 139 42 102 234
internal_value=0 0.0542306 0.105429 0.200071 0.245911 -0.00982764 -0.123749 -0.121899 0.0230276 0.0124264 0.309038 0.201286 0.062572 -0.0674425 -0.221242 -0.260621 0.0989092 0.126047 0.022989 -0.152904 -0.0878192 0.0381084 0.0506125 -0.186927 0.0588864 0.0997399 0.000392854 -0.120601 0.0646202 0.0130618
internal_count=5600 4560 3533 1940 1541 1593 619 1027 399 335 1143 392 974 287 1040 803 813 717 260 381 237 116 313 692 312 268 256 117 398 296
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=25 26 25 25 3 5 22 5 26 22 22 26 22 3 26 24 9 25 3 5 24 26 19 13 9 19 24 5 23 3
split_gain=57.998 37.1842 19.7978 29.3277 9.48741 8.47208 4.98385 4.82022 5.37321 4.63142 4.75234 4.4306 5.04589 3.95124 3.55227 3.31417 3.18017 3.17337 3.09025 3.05593 2.88688 2.87323 2.94715 2.86761 2.80621 2.51941 2.4774 2.33827 2.33 2.64844
threshold=1.2815000000000001 0.77650000000000008 0.62350000000000005 0.98950000000000016 1.6175000000000004 0.82550000000000001 1.0445000000000002 0.88150000000000006 1.0375000000000003 1.0025000000000002 0.84950000000000014 0.97650000000000003 0.78450000000000009 0.97650000000000003 0.94950000000000012 0.71850000000000014 0.89250000000000018 2.0390000000000006 1.1435000000000002 1.5755000000000001 1.7450000000000003 1.1205000000000003 0.62900000000000011 0.73250000000000004 0.81850000000000012 1.0425000000000002 1.1005000000000003 0.98050000000000004 0.98050000000000004 0.33650000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 19 4 7 15 11 18 -9 10 -5 24 -13 -7 27 25 -15 -8 -4 -3 23 -16 -23 -6 -2 28 -14 -11 -1 -30
right_child=6 2 3 9 20 13 17 8 -10 14 -12 12 26 16 21 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.01758896773276122 -0.015886550797865943 -0.0045506583784849907 0.010059530599865803 0.0012560363238056501 0.010203735999177012 0.0051373209014083402 -0.0028051813905553302 0.016193213175583934 0.0081649257771430478 -0.012061795704769639 -0.0085845859800006315 -0.0013398051506183187 -0.019440598974625273 -0.012316036035742941 0.011501728870519777 -0.012021098123457198 0.0041094512381452198 -0.013578079881206637 0.0031045699778657694 0.0081468347173470727 -0.01396370530128479 -0.0035369677724791508 0.011944816227663649 -0.00088550306459855756 0.00014402270317077638 -0.014215654288900309 -0.012234684433599916 0.0080025848001241684 0.014099996422345823 -0.003008757403184628
leaf_count=23 39 534 688 216 89 198 258 636 310 53 284 61 300 79 123 399 47 93 208 52 28 102 44 169 91 58 198 20 26 174
internal_value=0 0.051519 0.0995015 0.132645 0.195152 -0.118427 -0.21018 0.221463 0.271248 -0.0253308 -0.0866687 -0.259589 -0.29826 0.0146523 0.0643445 -0.181835 -0.123781 -0.113191 0.1689 -0.0684784 0.0256992 0.117436 0.0225755 0.0587971 -0.093303 -0.0986461 -0.331512 -0.131294 -0.0503561 -0.0156924
internal_count=5600 4560 3556 2970 2128 1004 1040 1842 946 842 500 689 559 324 342 680 126 351 896 586 286 269 146 258 130 281 498 73 223 200
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=27 26 24 22 5 3 5 22 27 26 26 22 22 22 24 26 26 27 5 18 18 27 24 24 22 1 4 26 13 19
split_gain=36.8254 45.6778 22.3028 23.6857 10.0962 6.83244 6.69139 4.7165 5.52377 4.67596 4.03497 3.38164 3.36074 4.61598 3.31797 3.28495 3.25824 3.15948 3.0864 2.92354 2.78007 2.70737 2.68146 2.67363 3.04152 2.66607 2.61054 3.84724 2.54227 2.52315
threshold=0.90250000000000019 0.81150000000000011 1.0265000000000002 1.0445000000000002 0.82050000000000012 1.9205000000000003 0.89650000000000007 1.0355000000000001 0.83850000000000013 1.3665 1.2195000000000003 1.5530000000000002 1.0465000000000002 0.74450000000000016 0.78250000000000008 0.77250000000000008 0.89850000000000019 1.0885000000000002 1.3665 -0.80349999999999988 0.037500000000000012 0.73350000000000015 0.71850000000000014 0.73550000000000015 0.8015000000000001 -0.50249999999999984 -1.2844999999999998 0.86050000000000015 0.78050000000000008 0.8035000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 17 15 12 7 8 26 14 25 -11 13 -4 28 22 -10 23 -6 -13 21 -17 29 -2 -25 -7 27 -3 -5 -1
right_child=2 6 5 9 18 10 -8 -9 16 11 -12 19 -14 -15 -16 20 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0018218447843556683 -0.0041155653780904312 -0.013992449061738122 0.009252751486168968 -0.0026156934684720533 0.00065718168330119661 0.010534546871980032 0.011484560198140604 0.012034066713282041 -0.011874620550695589 -0.020978226966974212 -0.016398299014081762 -0.015725135627914878 0.0039181870907658411 -0.0028525765855160973 -0.001462307080553083 0.0020688150791411705 0.0011429267867309292 -0.021681162311834992 0.012586306310617008 0.0024178368272259835 0.0063205463056628776 -0.014645776599645617 -0.011546035127059835 -0.0052181920834950043 -0.018060125450521596 -0.0084662642019490402 0.0078810564541175014 0.0080475810915231708 0.015065563798827284 -0.012324231408718156
leaf_count=189 58 36 90 29 327 30 934 224 68 41 98 34 526 630 203 47 164 207 65 64 74 50 370 56 261 48 483 44 68 82
internal_value=0 0.0741072 -0.0894119 -0.202172 -0.0790909 -0.00844988 0.168552 0.112513 0.0763995 -0.0268002 -0.192884 -0.17842 0.0176018 -0.0267882 0.0434503 -0.142716 -0.0534512 -0.334454 0.0527045 -0.0775333 -0.0195712 -0.130939 -0.175568 -0.279713 -0.31583 -0.0231652 0.129908 -0.0374086 0.195588 -0.0999938
internal_count=5600 3157 2443 1021 1204 1422 1953 1019 795 439 176 139 1246 720 300 812 232 582 392 98 171 97 641 375 317 78 563 80 97 271
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 25 26 24 22 27 5 22 27 27 3 5 25 3 5 22 17 21 6 4 25 13 27 27 24 21
split_gain=51.0898 36.3911 29.5248 11.8238 10.7494 9.78757 7.53824 7.19914 13.948 6.73145 6.48817 6.0235 6.14041 6.02218 5.64287 5.38636 4.28526 3.91247 3.6847 3.48621 3.2795 3.09359 3.02598 2.86807 3.41042 2.69356 3.12131 2.60438 2.5753 2.57191
threshold=1.0565000000000002 0.78050000000000008 0.90450000000000019 0.6785000000000001 1.4915 0.62350000000000005 0.86950000000000016 1.0065000000000002 0.99950000000000017 0.78250000000000008 0.82550000000000001 1.0025000000000002 1.0445000000000002 0.75650000000000006 1.6740000000000002 0.91550000000000009 0.94850000000000012 1.8335000000000004 1.2445000000000002 0.73650000000000004 2.1615000000000006 1.0475000000000001 -1.2374999999999998 -0.039499999999999993 0.81350000000000011 0.96150000000000013 0.84050000000000014 0.9225000000000001 0.82250000000000012 0.86550000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 25 11 21 9 8 -7 16 -1 12 15 22 18 -2 -5 20 -9 -17 -6 -4 -12 24 -11 26 28 -15 -3 -27
right_child=4 2 5 6 17 7 -8 14 -10 23 13 -13 -14 27 -16 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0079086533997548576 -0.0089789535231918471 0.010057944059371949 -0.011954964856418331 0.014285533681390732 -0.01173099374681562 -0.014296328018491084 0.015373354016059458 0.0057560736948218429 0.0053050917208469417 0.0085785033447401873 -0.011727544730124266 0.001265237040797099 -0.015995401626741384 -0.005084044304562778 -0.003313245618616352 0.017790572345256807 -0.0028227154252141022 -0.024207597672939302 0.015584136706132155 -0.00071337022596881501 0.0038070350471470088 -0.0012283464410790691 0.0074429304167932392 0.0054944920738538112 -0.01529542007125341 -0.00096022188663482668 -0.008445374766985576 -0.024458087100224062 -0.00098965795182470078 0.015653788637031207
leaf_count=667 247 87 178 246 599 156 854 358 217 21 23 361 142 82 131 30 43 60 130 168 36 108 196 75 52 36 75 22 134 66
internal_value=0 0.0641806 0.119576 0.206349 -0.145597 0.00489686 0.252805 0.0518862 -0.0578564 0.145983 -0.101838 -0.0763402 -0.138851 0.0144961 0.118015 -0.0810755 0.2348 -0.240065 0.167484 0.0418051 -0.217002 -0.158087 0.108592 -0.0274495 -0.168552 0.0556586 0.00736648 -0.183648 0.067188 0.1958
internal_count=5600 3957 2967 1689 1643 1278 1291 992 373 437 990 948 587 323 619 445 289 695 488 198 635 286 219 148 73 398 296 104 221 102
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 25 26 24 22 27 5 22 27 27 3 5 25 3 24 17 0 25 22 5 5 6 5 11 21 5
split_gain=46.1085 32.843 26.6462 10.671 9.70137 8.83328 6.80326 6.49824 12.1909 6.07513 5.85558 5.43621 5.54172 5.43502 4.90985 4.86119 3.86744 3.531 3.16612 4.05638 3.55939 3.18483 3.14631 3.13118 2.83846 2.73094 2.70745 2.68151 2.6662 2.67921
threshold=1.0565000000000002 0.78050000000000008 0.90450000000000019 0.6785000000000001 1.4915 0.62350000000000005 0.86950000000000016 1.0185000000000002 0.99950000000000017 0.78250000000000008 0.82550000000000001 1.0025000000000002 1.0445000000000002 0.75650000000000006 1.6740000000000002 0.91550000000000009 0.94850000000000012 1.8335000000000004 1.3545000000000003 1.5825000000000002 1.1075000000000002 2.0390000000000006 0.73650000000000004 1.2445000000000002 1.5755000000000001 -1.2374999999999998 1.2105000000000001 -0.39449999999999991 1.0835000000000001 0.74150000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 3 -3 11 24 9 8 -7 16 -1 12 15 25 23 -2 -5 18 20 -20 21 26 -17 -9 -4 -12 -6 -16 -10 -30
right_child=4 2 5 6 17 7 -8 14 28 -11 13 -13 -14 -15 27 22 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0075132202842961189 -0.0085300057523163709 0.0026437830198649788 -0.0094589562245434335 0.013571256974606011 -0.010460049619800167 -0.013344372144550276 0.014604686181425212 0.0055559381716332196 0.010434506614820673 -0.0013038517655553047 -0.01114116686841716 0.0012019751763740075 -0.01519563076361804 -0.0087232794899206895 0.0058249274412026774 0.016901044050852458 -0.0026815799433131549 -0.022997217451532683 -0.0082738470818315233 0.011911515006795527 -0.019388698728289456 -0.018161428938893713 -0.00067770160912048252 0.014681112638209017 0.0052160053660995085 0.0070707836701553702 0.0001484695314006372 -0.0088333417971928913 -0.014965207278728486 0.0035599129253558897
leaf_count=667 247 398 248 246 190 157 854 354 109 148 23 361 142 104 52 30 43 60 112 32 128 85 168 128 38 196 88 78 25 89
internal_value=0 0.0609716 0.113597 0.196032 -0.138317 0.00465202 0.240165 0.0492919 -0.0534212 0.138684 -0.0967457 -0.0725232 -0.131908 0.0137713 0.113068 -0.0770218 0.22306 -0.228062 -0.206152 -0.0757642 -0.244392 -0.193833 0.0397149 0.159584 -0.150183 0.103162 -0.142039 -0.0594007 0.0968667 -0.0100523
internal_count=5600 3957 2967 1689 1643 1278 1291 992 380 437 990 948 587 323 612 445 289 695 635 144 491 363 198 482 286 219 278 130 223 114
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=25 25 26 26 25 22 9 5 5 25 9 0 24 21 13 22 0 3 0 21 22 24 24 14 5 26 1 9 3 24
split_gain=47.2893 30.3372 18.4397 8.28013 8.01528 7.61539 7.16236 7.067 4.77193 5.65612 4.0085 3.48588 3.24438 3.18265 3.84695 3.4983 3.08209 3.0326 3.10842 2.96968 3.65529 2.71073 2.68347 2.59229 2.48855 2.63477 2.4673 2.46699 2.44789 2.43089
threshold=1.0675000000000001 0.66550000000000009 0.77650000000000008 1.0825000000000002 1.5695000000000003 1.0265000000000002 1.1375000000000002 0.85250000000000015 0.88150000000000006 0.96550000000000014 1.6925000000000001 2.2790000000000004 0.97750000000000015 0.83050000000000013 0.9405 0.70650000000000013 2.4065000000000007 0.45550000000000007 1.3615000000000002 1.2085000000000001 1.0375000000000003 1.2355000000000003 0.6705000000000001 1.2275000000000003 1.1135000000000004 0.90950000000000009 1.1045000000000003 0.8005000000000001 1.8335000000000004 2.1485000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 7 8 5 12 13 23 9 19 16 -10 22 15 24 -1 -5 18 -17 20 26 -16 -2 -3 -15 -26 -4 -28 29 -6
right_child=4 2 3 10 28 -7 -8 -9 11 -11 -12 -13 -14 14 21 17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.0016826361658111696 0.00080145292338870829 -0.010863523256211054 0.0089051890074527892 0.0015492585226581687 -0.011869822257386899 0.0011733103936214394 0.004352498602153909 0.0058155018065510133 0.012594765480747797 -0.0027082998359548877 0.013192127318414924 -0.0023542867928016478 -0.0042541680500862451 -0.0072393736643892419 0.0041674218807123643 0.013453344417654951 -0.01645987868309021 -0.013459372719128927 -0.013153450049105146 -0.0018650950147555427 0.016508804219109673 -0.011522566899657249 -0.012628836237467253 0.0041178089651194493 0.012195082464151914 -0.0091924088696638748 -0.0076757024441446581 0.0098532376482206238 -0.02188783383061146 0.0032702657261065079
leaf_count=62 42 231 439 478 499 351 234 116 798 138 73 41 329 424 197 23 25 255 21 65 140 32 325 33 36 24 49 34 58 28
internal_value=0 0.0532095 0.114524 0.148515 -0.149013 -0.0966285 -0.0714825 -0.0894204 0.183552 0.131434 0.0448637 0.237285 -0.157193 -0.106023 -0.0672883 -0.182527 0.0130834 -0.227354 0.0150929 0.166665 0.186692 0.0394987 -0.221837 -0.179817 -0.117814 0.0728017 0.14821 -0.00990346 -0.242768 -0.221308
internal_count=5600 3968 2660 2280 1632 1047 1308 380 1704 865 576 839 696 1074 713 361 503 299 44 727 662 229 367 264 484 60 522 83 585 527
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=27 26 22 24 5 5 27 22 22 0 27 27 26 10 27 22 24 1 6 21 24 22 27 22 22 9 20 24 10 0
split_gain=27.6807 28.631 13.9739 14.7901 7.22958 6.5073 4.81383 4.48603 4.03531 2.97391 2.96624 2.91087 4.29021 2.85617 2.81065 3.44899 2.80243 2.74126 2.8399 2.69162 3.25172 2.94644 2.55127 2.53245 2.70575 2.50415 2.50399 3.55197 2.41736 2.43501
threshold=0.90650000000000008 0.81150000000000011 1.0325000000000002 1.0935000000000004 0.88150000000000006 0.82050000000000012 1.0105000000000002 0.75750000000000017 1.0605000000000002 1.5645000000000002 1.0885000000000002 0.82250000000000012 0.88850000000000018 -1.0664999999999998 0.99050000000000005 0.87450000000000017 1.0475000000000001 1.7720000000000002 1.7735000000000003 0.91250000000000009 0.74850000000000017 0.82050000000000012 0.72650000000000003 0.70650000000000013 0.95150000000000012 1.2125000000000001 1.0000000180025095e-35 1.2565000000000002 0.65350000000000008 1.1775000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 10 8 9 25 -5 11 -1 19 13 -13 -3 15 -9 -14 18 -8 -2 -21 -22 -7 -6 26 -4 27 -25 29 -24
right_child=2 4 6 7 23 22 17 14 -10 -11 -12 12 16 -15 -16 -17 -18 -19 -20 20 21 -23 28 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.006702665727988423 -0.013912209206157261 -0.0045668211850253019 0.0029096662674261177 0.0070986776500940318 0.016815094705496993 0.0052551314793527135 -0.0020892077833610406 0.01018550971057266 0.010671405887311223 0.0041452203323875652 -0.017553585339412998 -0.012606353470137423 -0.0033875116659689321 0.0058681099393249102 -0.0066221434333660067 -0.0043183386064412303 0.0077963723076714415 -0.015636532476970128 0.01045134918143352 0.011110024094581604 0.0076035633035328081 -0.012155435823258899 -0.0012977961344378336 0.0016356548207635093 0.011590789623845084 0.014138562517131076 0.011387890476632764 0.018752965857000911 0.0064639780359963582 -0.016641865052827977
leaf_count=749 234 77 184 100 107 240 759 64 163 69 247 71 129 442 412 114 99 35 48 25 23 105 70 279 416 68 148 34 48 41
internal_value=0 0.0558498 -0.08609 -0.155193 0.1305 -0.0646826 -0.00245926 -0.0538804 0.0697513 -0.115752 -0.265454 0.0411213 -0.0374715 0.0863992 -0.087076 0.0179306 0.029373 -0.0387488 -0.026866 -0.210809 -0.107672 -0.1721 0.0400171 0.191064 0.173344 0.118794 0.120579 0.0699009 -0.0582253 -0.139309
internal_count=5600 3182 2418 1324 1965 1217 1094 690 981 818 634 818 299 519 590 178 228 842 807 387 153 128 399 984 877 252 461 313 159 111
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 9 5 26 25 24 0 5 24 25 27 3 1 13 10 5 3 27 4 13 3 4 5 24 14 23
split_gain=41.657 26.3848 15.8368 13.9322 6.78488 6.21471 6.00274 5.31748 6.50199 4.64717 4.25526 4.36817 4.02785 3.59652 3.35435 3.20306 3.00722 2.92458 2.85424 2.77804 2.6869 2.48198 2.55016 2.38736 2.54574 2.88548 2.39945 2.38604 2.33597 2.33065
threshold=1.0675000000000001 0.66550000000000009 0.77650000000000008 0.90650000000000008 1.5585000000000002 1.1375000000000002 0.85250000000000015 0.86350000000000016 0.89550000000000007 0.97750000000000015 1.6975000000000002 1.2635000000000003 0.94450000000000012 0.96950000000000014 0.93850000000000011 1.9805000000000004 0.5495000000000001 1.3135000000000003 -0.47449999999999992 0.88450000000000017 1.7525000000000002 0.79950000000000021 -0.13099999999999998 0.9405 0.34850000000000003 -0.56549999999999989 1.3365000000000002 0.6755000000000001 1.2275000000000003 1.1385000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 6 7 9 20 28 8 21 14 11 13 -12 -5 19 -13 -14 18 -11 27 23 -4 -23 24 25 -1 -26 -2 -3 -25
right_child=4 2 3 10 -6 -7 -8 -9 -10 17 12 15 16 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 29 26 -27 -28 -29 -30 -31
leaf_value=0.014677032972535781 0.0057119672298431394 -0.010027033477634579 0.012218331965880517 0.0037836219295697016 -0.011194011349088914 0.0040766765482914752 0.005396655394599356 0.012421220914769783 -0.003231642207653403 0.0024801042163744569 -0.018524692120940187 0.012940940063401877 0.0056268342172921598 -0.0051121077395432837 -0.013345804390657016 -0.0041147035179716169 -0.014138196739885542 0.0048164797376613229 -0.0067856910925374256 0.00050992701979849842 -0.012395152973907966 -0.0098380669951438904 0.01078955795495741 -0.002131536956053661 -0.0074779993176252585 -0.0054340228793166934 0.0075115790856736045 -0.010819370464183563 0.0041943792140845095 0.010601448906319482
leaf_count=31 25 231 234 459 603 234 116 901 139 128 43 166 67 151 181 33 27 147 237 139 108 29 31 249 574 42 28 172 33 42
internal_value=0 0.0501468 0.107328 0.138829 -0.139652 -0.0661394 -0.0816746 0.204656 0.113583 -0.090293 0.0460015 0.0736011 -0.116977 0.0316313 -0.15717 0.202252 -0.00100711 -0.022763 -0.0707263 -0.0980508 -0.0983139 0.197841 0.0163908 -0.0815897 -0.114231 0.0621258 -0.135616 -0.17443 -0.164987 -0.00587573
internal_count=5600 3968 2660 2280 1632 1308 380 1334 433 1029 946 809 137 610 517 199 94 512 365 336 1074 294 60 966 675 73 602 197 264 291
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=25 26 27 5 22 25 25 5 27 0 9 22 22 27 25 21 25 25 18 6 9 25 21 25 9 15 21 26 19 22
split_gain=37.6884 18.1982 21.239 7.63789 7.32723 5.66793 6.00447 5.23316 4.62417 4.31401 3.64523 3.44457 3.86355 3.84506 3.37549 3.16306 2.91222 5.38171 3.20324 3.0499 2.81614 2.7142 2.69126 3.82317 2.63419 2.58613 3.02804 3.05698 2.57201 2.53933
threshold=1.2450000000000003 0.8055000000000001 0.90650000000000008 0.88150000000000006 1.0405000000000002 1.0975000000000001 0.6695000000000001 0.78650000000000009 0.83850000000000013 1.0375000000000003 1.1035000000000001 0.71850000000000014 1.0445000000000002 1.0705000000000002 1.9405000000000003 1.3625000000000003 0.63450000000000017 0.97650000000000003 1.2925000000000002 -0.94249999999999989 0.76650000000000007 0.94550000000000012 1.0625000000000002 0.99250000000000005 0.99650000000000005 -1.4779999999999998 1.0925000000000002 1.0065000000000002 0.028500000000000001 0.95950000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 5 9 6 -3 21 24 16 20 -2 13 25 -14 -12 -4 18 19 -18 -6 -1 23 -8 -9 -13 -27 -28 -19 -10
right_child=11 2 4 -5 10 -7 22 8 29 -11 15 12 14 -15 -16 -17 17 28 -20 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.004996249470445845 0.0059927002713084229 -0.0024085147052325985 -0.0084688164524196353 0.011153367701083867 0.0044051386563494655 -0.0074488937026924553 0.010791647494808446 0.00016947153114503432 -0.018381693078712982 -0.0081327187548200768 0.012866927928158215 0.0069425069368802585 -0.0017691568496092311 -0.016061647440872941 -0.011791715110705151 0.0026055428716871476 -0.0069921769972505245 -0.012725273489135587 -0.012920888438820839 0.010500671078929795 -0.0037983501081093117 -0.015145378957872522 -0.0012352631986141205 -0.0010579594517055946 0.0089526522571478431 -0.010731972088205054 0.017571139931678772 -0.0094382575289769614 3.600446290748064e-05 -3.3564188263633035e-05
leaf_count=675 40 176 97 804 202 90 492 279 44 332 140 26 265 255 123 162 29 73 20 177 217 73 70 79 123 376 20 22 86 33
internal_value=0 0.0362711 0.0754871 0.152103 -0.00991394 0.0891983 0.115436 -0.0674739 0.014136 -0.0749376 0.0634969 -0.168343 -0.178949 -0.223366 -0.0989282 0.14725 -0.0145185 0.0244976 0.123666 0.160762 0.00313108 -0.119735 0.160357 0.183044 0.0571373 -0.167159 -0.186193 0.0684672 -0.116459 -0.210364
internal_count=5600 4473 3246 1711 1535 907 817 1227 479 814 721 1127 1087 699 388 302 482 385 226 206 419 748 641 571 402 444 418 42 159 77
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 22 9 5 26 25 9 27 24 22 21 6 3 13 5 15 22 27 3 24 15 15 27 9 14 9
split_gain=34.1033 22.1955 13.1552 11.2991 5.59822 6.04276 5.17946 5.08861 4.44547 5.69417 3.54339 2.99523 3.62992 2.90602 3.46321 2.79089 2.50506 2.21318 2.88652 2.36678 2.20695 2.7557 2.14887 2.17063 2.11024 2.0974 2.08492 2.43011 2.07882 2.06006
threshold=1.0675000000000001 0.66550000000000009 0.77650000000000008 0.90450000000000019 1.5585000000000002 1.0265000000000002 1.1375000000000002 0.85250000000000015 0.86550000000000005 0.89250000000000018 1.2975000000000001 1.0025000000000002 1.1185000000000003 0.81050000000000011 0.89250000000000018 -1.5384999999999998 2.7455000000000003 0.9405 1.2445000000000002 0.047500000000000007 1.1035000000000001 0.85050000000000014 1.8335000000000004 2.1485000000000007 1.0415000000000003 0.24750000000000003 0.7965000000000001 0.88850000000000018 1.2275000000000003 1.1375000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 7 8 5 11 13 28 9 -4 15 12 -2 -1 20 -5 -17 18 -16 -19 21 -15 23 -6 29 -9 27 -11 -3 -7
right_child=4 2 3 10 22 24 -8 25 -10 26 -12 -13 -14 14 17 16 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-6.615406121401227e-05 -0.0070901243164114757 -0.0092337996799708444 0.009150597843147765 -0.010668819942153417 -0.0099033449327922667 -0.00034822324911753339 0.0036771322990584577 0.011502559110522271 0.011360845701322297 -0.0048655226597419153 0.0076829156040080964 -0.011806366057361215 0.0029341363906860356 -0.0078233694640902785 -0.0072379633841386697 0.0019313764526643828 -0.014515654183924198 -0.0038879164821141727 0.0088999458859043753 0.0090153575169317664 0.0014621181413531305 -0.01765415948061716 -0.019292297830869415 0.0043900926198278158 -0.0069326167145083023 -0.0019520174978034839 -0.012349185844262442 0.011327798416217168 0.0041820310733535074 0.0084248983023459453
leaf_count=272 365 231 298 52 517 162 234 60 884 65 224 206 120 222 261 655 24 77 31 66 40 105 58 28 62 56 42 36 33 114
internal_value=0 0.0453848 0.0978305 0.12654 -0.126345 -0.0815103 -0.0612707 -0.0744295 0.186306 0.104297 0.0436203 -0.135106 -0.0921979 -0.0906434 -0.120937 0.00990143 0.0270008 -0.0605778 -0.110494 0.0413488 -0.192479 -0.219601 -0.202854 -0.18338 0.0280594 0.100145 -0.0597376 0.0181271 -0.151136 0.0655091
internal_count=5600 3968 2660 2280 1632 1029 1308 380 1325 441 955 691 485 1074 802 731 679 435 292 143 367 327 603 545 338 116 143 101 264 276
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=25 25 5 27 25 26 26 24 27 24 22 24 3 25 22 5 13 22 26 25 21 27 26 17 7 22 9 24 21 22
split_gain=33.0645 14.1863 11.6351 11.0268 8.4578 10.0495 4.95443 4.07617 3.77644 3.63894 5.02448 3.52899 3.38896 3.38075 3.37563 3.26103 3.12328 3.04412 2.71481 3.36365 2.45461 2.44311 2.3338 2.53308 3.44746 3.46549 2.36787 2.23336 2.23092 4.09562
threshold=1.2815000000000001 0.59250000000000014 0.88150000000000006 0.90450000000000019 0.96550000000000014 0.72850000000000015 0.88850000000000018 0.64150000000000007 0.83850000000000013 1.1525000000000003 1.0165000000000004 2.2220000000000009 1.3665 1.8325000000000002 1.0445000000000002 1.5755000000000001 1.3085000000000002 1.0355000000000001 0.81150000000000011 0.79150000000000009 0.71450000000000014 0.97050000000000003 0.85650000000000015 0.86050000000000015 -0.27649999999999991 0.77550000000000008 0.96150000000000013 1.1005000000000003 1.0625000000000002 0.98850000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 4 18 5 7 -6 -3 16 10 -5 -11 28 14 21 -10 22 20 19 -4 -8 -2 23 -1 -25 -26 -27 -12 29 -7
right_child=13 2 3 9 6 12 17 -9 15 11 27 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.006219651345929055 -0.0052952223052322653 0.0054568217472827189 0.010833014296681695 -0.0069025178030133255 -0.01157655945566834 0.0043342802588028804 0.0048198845456628239 -0.011279733340192286 -0.0087687589568751206 0.0067289756727404899 0.0054067026580048505 -0.01165751697761672 -0.0011833166937495389 -0.012320479125152399 -0.00092890548151592874 0.0074508257210254671 0.010848578752255908 0.0056690967448477479 0.011324300623980146 -0.0034893768986589031 -0.0077864034839396209 -0.0124632403814177 0.0068172151079544654 0.010993536598369723 0.01021216230733054 -0.012985437394867481 0.003970460696467038 -0.011680330832799277 0.00087602800163237961 0.012239756270584812
leaf_count=292 269 47 89 200 183 479 51 161 350 384 214 28 215 324 215 34 51 106 745 76 159 213 65 61 35 71 29 21 184 249
internal_value=0 0.0370005 0.0661962 0.124352 0.0104822 0.0520004 -0.100594 -0.149958 -0.0691148 0.0422375 -0.021552 0.109588 0.0892741 -0.16201 -0.122778 -0.146653 -0.019819 -0.0247658 0.200781 0.0847207 -0.0944975 -0.169257 -0.0416568 -0.065366 0.0225723 -0.0665773 -0.161365 0.0775955 0.115899 0.140764
internal_count=5600 4579 3591 1757 1834 1335 499 208 988 847 435 412 1127 1021 697 384 604 316 910 165 210 482 553 488 196 135 100 235 912 728
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=25 25 5 27 25 26 0 26 24 3 27 0 3 25 5 1 1 25 6 5 6 14 26 25 0 13 24 6 27 18
split_gain=29.8407 12.8031 10.5007 9.95173 7.63317 9.06971 7.06896 4.47137 3.67875 3.51122 3.40824 3.24344 3.05854 3.05113 2.94308 2.89054 2.79657 2.73778 2.78849 2.64559 2.62605 2.51324 2.45011 3.03569 2.61466 2.28789 2.8095 2.82013 2.3743 2.26448
threshold=1.2815000000000001 0.59250000000000014 0.88150000000000006 0.90450000000000019 0.96550000000000014 0.72850000000000015 1.7985000000000004 0.88850000000000018 0.64150000000000007 2.6165000000000007 0.83850000000000013 0.90750000000000008 1.3665 1.8325000000000002 1.5755000000000001 0.5495000000000001 -1.6234999999999999 0.98450000000000015 0.83850000000000013 0.66350000000000009 -0.33599999999999997 -1.2704999999999997 0.81150000000000011 0.79150000000000009 0.75950000000000017 0.50750000000000017 0.94450000000000012 0.21000000000000005 0.68650000000000011 -0.28349999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 4 22 5 8 9 -6 -3 16 11 19 -7 -2 -12 20 -5 21 -19 -1 -8 -18 23 -4 -25 -13 27 28 -27 -21
right_child=13 2 3 6 7 12 15 -9 -10 -11 14 25 -14 -15 -16 -17 17 18 -20 29 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0093734965032460735 -0.0058319364528744942 0.0051839807566176075 0.010291363499807509 -0.0077952583276090174 -0.010997731560240679 0.0055052173372946295 0.004893973504388055 -0.0011763759570408471 -0.010715746879577638 -0.012499037673396449 -0.0083303209968975615 -0.005981848073207726 -0.0011241508847059205 -0.01170445515509741 0.0070782845949425412 -0.021471742608330468 -0.0029505243767862736 0.0040595051661835918 -0.009204082429409028 0.0074975922948024316 -0.011599767370657488 0.0094687350680319124 0.010758085712890497 0.0057182393777064789 -0.012836333787119068 0.018315724950087698 0.018099720478057864 -0.0036245223655495596 0.0027519971132278446 -0.0046806018872588293
leaf_count=147 697 47 89 42 183 912 43 316 161 31 350 59 215 324 34 33 46 191 50 61 55 356 745 39 37 38 35 93 69 102
internal_value=0 0.0351504 0.0628864 0.118134 0.0099581 0.0494004 0.0401257 -0.0955639 -0.14246 0.0792021 -0.065659 -0.018828 0.0848104 -0.15391 -0.13932 -0.173452 0.0940994 0.110429 0.0261545 -0.0901918 -0.0872544 0.160953 0.190742 0.0804846 -0.0662982 0.0564195 0.100621 0.0548805 0.165586 -0.00246236
internal_count=5600 4579 3591 1757 1834 1335 847 499 208 716 988 604 1127 1021 384 131 685 643 241 310 98 402 910 165 76 294 235 200 107 163
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=25 26 27 24 22 5 24 25 26 13 1 22 27 25 19 22 25 25 5 21 0 3 25 26 26 21 6 21 27 22
split_gain=26.9313 11.7244 15.0675 7.09153 10.4776 6.46158 4.5515 4.2672 4.2596 3.35784 2.92191 2.86896 2.90508 2.86601 2.86189 2.80553 2.79676 3.17677 3.94753 2.82543 2.72288 3.02296 2.67093 2.58404 2.48266 2.51487 4.38605 2.4621 3.45085 3.05272
threshold=1.2815000000000001 0.81150000000000011 0.90650000000000008 1.0265000000000002 1.0485000000000004 0.88150000000000006 0.71450000000000014 0.6695000000000001 0.86950000000000016 1.3685000000000003 1.4215000000000002 1.0125000000000002 0.84650000000000014 0.85250000000000015 0.9255000000000001 0.74450000000000016 0.98450000000000015 0.76450000000000007 0.84250000000000014 1.0675000000000001 1.3375000000000001 1.1885000000000001 0.53150000000000019 0.95650000000000013 0.99350000000000016 0.94650000000000012 0.72350000000000014 0.90950000000000009 0.79950000000000021 0.84350000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 4 -4 8 14 -5 13 27 -9 15 -13 22 -1 -2 17 18 -10 -19 21 -15 -3 -18 25 26 -17 28 -8 -29
right_child=11 2 3 7 -6 -7 9 10 16 -11 -12 12 -14 20 -16 24 23 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00325634462256876 0.0034573522133704948 -0.0091403920948505395 -0.011018153923478994 -0.0044973116429125673 0.0020883297387337841 0.0096297536300838215 -0.005926244914531708 0.0049839385077038445 0.0054119545457174453 0.0069884781403975055 -0.0055272961316043387 0.0080300493335182018 -0.0055542320492440195 0.0012944465503096582 -0.0053926694606031694 -0.015070600993931295 -0.0061607579390207928 0.012728945933855497 -0.017846233149369558 -0.0045581544821078962 -0.022787522816139719 -0.020265699071543561 0.0052610565947763845 0.0074540593794413983 -0.012120307674589714 0.0072687843867710661 0.011754495650529863 0.0082068943817700662 -0.017087808166715231 -0.0048334728234109628
leaf_count=397 39 40 308 183 302 831 325 701 139 55 73 44 373 72 126 64 78 260 21 26 23 21 165 63 446 35 20 56 88 226
internal_value=0 0.0333929 0.0647924 -0.00632643 -0.0905874 0.128877 -0.048152 0.0473822 0.0705625 -0.0980845 0.0798514 -0.146214 -0.0824176 -0.0220582 0.0234529 -0.19026 0.121212 0.160023 0.0471863 0.223148 -0.147671 -0.0714795 0.0490204 -0.00155083 -0.208166 -0.0798355 -0.173673 -0.116907 -0.16609 -0.0448779
internal_count=5600 4579 3306 1567 610 1739 1273 957 908 750 774 1021 417 321 523 604 587 446 160 286 116 93 205 141 565 119 84 695 413 282
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=25 25 5 25 26 0 3 26 24 24 25 13 5 19 22 3 25 22 22 22 15 21 24 13 18 9 22 7 21 14
split_gain=24.3055 10.78 8.84315 6.62863 7.84355 5.8965 4.52604 3.81493 3.37753 3.21611 3.13361 3.17254 3.10192 3.06465 2.83488 2.7642 2.69495 3.3102 2.6224 2.32389 2.9332 2.49475 2.48186 2.41073 2.26699 2.23132 2.22444 2.21505 2.16257 2.16162
threshold=1.2815000000000001 0.59250000000000014 0.88150000000000006 0.96550000000000014 0.72850000000000015 1.7125000000000001 1.7675000000000003 0.88850000000000018 0.66650000000000009 0.64150000000000007 1.0455000000000003 1.3135000000000003 1.5755000000000001 0.72200000000000009 1.4685000000000004 1.3665 2.1950000000000003 1.0125000000000002 1.0355000000000001 0.8015000000000001 0.018500000000000006 0.78150000000000008 0.72450000000000014 1.1595000000000002 -0.68649999999999989 0.9265000000000001 0.77950000000000019 -0.7024999999999999 0.71450000000000014 -0.60249999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 4 9 6 10 -5 -7 -3 14 -12 19 27 -4 29 17 26 28 21 -21 -1 -22 -24 -19 -25 -2 -8 -9 -6
right_child=16 2 5 7 15 8 13 18 -10 -11 11 -13 -14 -15 -16 -17 -18 24 -20 20 22 -23 23 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0073420380844789399 0.00063657401526560561 0.0048539752655840937 0.0095330491450017069 -0.010231462430432846 0.0013231781472388964 0.015214836425506152 -0.0057999143073725152 0.0045632779013876825 -0.0038507156142401039 -0.010012405962677476 -0.00068823287361546566 0.012108828471257138 0.0080780811228994606 -0.010862523234552807 0.00048846265203074412 -0.0011856572711190514 -0.013111183047294618 -0.0080904383423193449 0.005251458259123677 -0.0082975177063467753 0.0040287643418473714 0.0041118918246106258 -0.0075155906337599516 0.015826046156386536 0.00072356750949835165 -0.0067868845909833915 -0.009513446243841258 0.0082112856390999574 -0.0072693591691413012 0.0066786800837000089
leaf_count=68 61 47 984 183 266 26 43 51 218 161 190 65 59 54 95 215 151 106 106 362 118 158 179 24 234 20 469 82 159 646
internal_value=0 0.0317233 0.0571736 0.00860209 0.0453575 0.107874 0.131138 -0.0897316 -0.0363828 -0.133064 0.151173 0.0514753 -0.060779 -0.0181729 0.174734 0.0782871 -0.138904 -0.1175 -0.0231928 -0.0748997 -0.103258 0.0133115 -0.0367043 -0.0987626 -0.0404866 0.110949 -0.166905 0.0678287 -0.0879144 0.102333
internal_count=5600 4579 3591 1834 1335 1757 1513 499 244 208 1334 255 988 179 1079 1127 1021 870 316 929 703 226 341 223 340 44 530 125 210 912
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=25 26 27 24 22 24 26 25 21 27 25 25 25 25 26 1 19 26 11 25 22 0 3 1 24 13 27 3 0 15
split_gain=21.9357 9.85344 13.2659 6.35706 9.26705 3.91399 3.83635 3.67028 2.94927 3.56889 2.86361 3.12719 2.78155 4.11773 2.72122 2.59657 2.56305 2.50288 2.64742 2.49985 2.6576 2.49443 2.6147 2.39179 2.37511 2.34653 2.31619 2.89527 2.3079 2.23996
threshold=1.2815000000000001 0.81150000000000011 0.90650000000000008 1.0265000000000002 1.0485000000000004 0.71450000000000014 0.85650000000000015 0.6695000000000001 0.90950000000000009 0.84050000000000014 0.89750000000000008 0.52350000000000019 0.98450000000000015 0.68650000000000011 0.95850000000000013 1.4215000000000002 0.9255000000000001 0.75750000000000017 0.6805000000000001 1.8325000000000002 1.0445000000000002 1.2935000000000003 1.1955000000000002 -0.55249999999999988 0.69550000000000012 0.65950000000000009 0.72650000000000003 1.0625000000000002 0.98150000000000015 -1.5554999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 6 4 -4 16 10 -5 9 17 11 28 13 -8 -14 -9 24 18 -7 20 29 22 -12 -19 -1 -18 -25 -28 -3 -2
right_child=19 2 3 7 -6 8 12 15 -10 -11 21 -13 14 -15 -16 -17 25 23 -20 -21 -22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=0.0016956413982610189 0.008612843264232983 -0.015786464661359786 -0.010481823148665491 -0.0042159758874627416 0.0018443069266562433 -0.012144549568242666 0.0023530855360958313 0.0045922804108359848 -0.00081068794573507005 -0.017993972095159384 0.0032103302902069643 0.0068184368890421149 -0.0016623389097600201 0.010120750928820648 0.0076641601603478189 -0.0053164879549039562 -0.013677499245624154 -0.0094935530839964418 -0.0011590134529840378 -0.010226687398037794 -0.00028832164614699612 -0.021139267161488534 -0.016256116395411285 0.013043000549077989 0.014015159214084799 0.00031916909403615186 -0.014005025533529428 0.011299120485782625 0.0050157294919093457 -0.0077185445019732346
leaf_count=353 22 30 308 183 302 158 216 701 310 65 69 232 153 812 160 73 49 43 84 324 215 20 23 44 44 77 26 20 24 460
internal_value=0 0.0301371 0.0589225 -0.00780931 -0.0875876 -0.0446188 0.119054 0.043042 -0.0909226 -0.143558 0.0328391 0.0859203 0.144642 0.169773 0.062104 0.0731546 0.0217823 -0.106063 -0.166628 -0.131959 -0.098222 -0.102708 -0.0331256 0.00413849 0.0612206 -0.10248 0.0968319 -0.0600645 -0.130821 -0.139463
internal_count=5600 4579 3306 1567 610 1273 1739 957 750 440 398 286 1341 1028 313 774 523 375 242 1021 697 112 92 133 397 126 90 46 54 482
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=25 25 5 27 3 9 24 27 21 22 9 9 0 13 22 21 9 1 13 25 27 24 27 22 2 3 23 1 3 21
split_gain=19.18 15.2679 7.15726 6.0962 5.38128 5.19893 4.54225 3.93401 3.75021 5.88706 3.65436 2.96218 2.92101 2.87083 2.66465 3.74984 2.66365 2.64927 2.76803 2.63203 2.55693 4.15464 2.91567 2.43204 2.4126 2.27226 2.28738 2.08982 2.02318 1.98066
threshold=1.0895000000000004 0.59250000000000014 0.81250000000000011 1.0105000000000002 1.8335000000000004 1.2475000000000003 1.2895000000000003 0.90250000000000019 1.1605000000000001 1.0235000000000001 1.5710000000000002 1.0365000000000002 1.8945000000000003 1.3005000000000002 1.0885000000000002 0.62050000000000016 0.57350000000000001 0.8015000000000001 1.0225000000000002 0.98950000000000016 0.86150000000000004 0.89650000000000007 0.72250000000000003 0.81650000000000011 1.2535000000000001 0.5445000000000001 1.2485000000000002 -1.4734999999999998 1.5655000000000001 1.0385000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 5 19 6 8 7 14 9 20 12 13 27 23 15 -2 -10 18 -17 -4 22 -22 -3 -1 -9 -25 -27 -5 -29 -20
right_child=4 2 3 10 -6 -7 -8 24 16 -11 -12 -13 -14 -15 -16 17 -18 -19 29 -21 21 -23 -24 25 -26 26 -28 28 -30 -31
leaf_value=-0.0015057988281320469 0.0093048370614343765 -0.0037979433353329119 0.0083527612236047096 -0.013936385382776676 -0.014704960701972481 0.010591148874483819 0.0010526453918687805 -0.0094099090926432882 0.00820089029994878 0.0082083140060586739 0.010871272206306459 0.0013166501002164666 -0.011531961580802656 0.004865718025427599 0.0069584041186000999 -0.0082733193821940866 -0.010688974859753276 -0.014015723164710734 -0.0013563273795719807 0.0016018902381023247 -0.015112615474744849 -0.0010750557187684748 0.0033144814305143631 -0.0013848893272066579 -0.00024674351674964628 -0.010928433959198529 0.0022918120026588439 0.0044086339931155363 -0.004199772894382477 0.013253020675017916
leaf_count=203 49 231 1066 23 127 121 343 534 22 212 75 227 58 65 69 141 123 72 116 167 76 172 383 103 83 359 36 215 100 29
internal_value=0 0.0336757 0.0688004 0.1118 -0.0967939 0.0141197 -0.0793442 -0.11085 -0.00550465 0.0148755 0.0150248 -0.0739974 -0.0233087 -0.10373 -0.0425462 -0.0733528 -0.156459 -0.108864 -0.0657017 0.148768 -0.021841 -0.107538 0.0127727 -0.122372 -0.163545 -0.159978 -0.194471 0.0122688 0.0335161 0.0313108
internal_count=5600 4037 3044 1704 1563 1340 1436 1093 1219 1074 471 993 396 766 476 407 145 358 286 1233 862 248 614 701 617 498 395 338 315 145
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=25 25 26 27 3 24 9 27 26 25 27 5 24 22 9 14 13 12 24 5 22 13 3 22 21 22 13 22 13 21
split_gain=17.3099 13.7792 7.78382 9.82795 4.85661 4.13403 4.06525 3.92794 3.6344 5.41462 4.05133 3.4791 2.72023 5.17258 2.67389 2.61122 2.58934 2.51699 3.55376 2.43862 2.61177 2.29975 3.21514 2.27633 2.17438 2.1644 2.16299 2.12943 2.10909 2.03124
threshold=1.0895000000000004 0.59250000000000014 0.77650000000000008 0.89550000000000007 1.8335000000000004 1.2565000000000002 1.6075000000000002 0.90250000000000019 0.87150000000000005 0.94550000000000012 0.79950000000000021 0.8015000000000001 1.0755000000000001 1.0405000000000002 1.0415000000000003 -0.62549999999999983 1.3085000000000002 1.0000000180025095e-35 1.0225000000000002 1.3105000000000002 1.0885000000000002 0.69450000000000012 1.5935000000000004 1.1705000000000003 0.62050000000000016 0.81650000000000011 1.0125000000000002 0.74450000000000016 0.8155 0.96950000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 14 11 8 5 7 12 19 9 10 -4 -3 13 27 16 -16 25 -12 -19 20 24 -14 -23 -9 -2 -1 -26 -5 -8 -29
right_child=4 2 3 6 -6 -7 28 23 -10 -11 17 -13 21 -15 15 -17 -18 18 -20 -21 -22 22 -24 -25 26 -27 -28 29 -30 -31
leaf_value=-0.001430508890762705 0.0062961454798535601 -0.0057614249367158388 0.0087754154483140525 0.0075416136533021927 -0.013969712487355932 0.00082659838542546325 -0.0014908787427526532 -0.0099332110194906634 0.0091182728625518218 -0.0070606244988338923 0.0043560745660215618 0.003437869976480286 0.0074896011451880146 0.0025104083792046386 0.0099161491271049264 -0.0020803638538460672 0.0047927602415993101 -0.022788669334517588 0.0046361095138958523 0.0095651840525014069 0.0069168324794685633 0.0028801209195271921 -0.0071975943780391016 -0.0030163520629086149 -0.009904310736982596 -0.0075488496616304638 -0.0018568010215299679 -0.012373540007773742 0.013222234976548021 -0.0014694108017559711
leaf_count=203 41 309 354 20 127 365 33 433 873 93 64 154 150 222 63 162 63 27 21 42 57 304 107 164 168 502 166 162 93 58
internal_value=0 0.0319919 0.0653603 0.0867779 -0.0919542 -0.075377 0.0178891 -0.1067 0.142053 0.0790952 0.123062 -0.0540323 -0.00298616 -0.0598094 -0.0702976 0.0255732 -0.0983847 -0.0427048 -0.215807 -0.0387348 -0.0610996 0.0438094 0.00512964 -0.160662 -0.0914139 -0.115742 -0.118093 -0.161576 0.187376 -0.189976
internal_count=5600 4037 3044 2581 1563 1436 1149 1071 1432 559 466 463 1023 462 993 225 768 112 48 474 432 561 411 597 375 705 334 240 126 220
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=27 26 24 0 5 9 3 11 27 0 13 5 9 21 24 0 5 19 15 3 5 5 26 11 5 0 26 23 15 26
split_gain=12.7949 14.8449 9.12081 4.81472 4.28395 4.25212 3.66743 4.01914 3.29962 3.19351 2.73944 3.02095 2.6048 2.54735 2.38154 2.15514 2.08962 2.44982 2.09199 2.07505 2.0481 2.02409 3.00018 3.16905 2.51483 2.32519 2.02203 2.65729 2.01753 2.01457
threshold=0.90250000000000019 0.85650000000000015 1.0265000000000002 1.6975000000000002 1.8210000000000004 0.99050000000000005 1.7315000000000003 -0.78449999999999986 1.0175000000000003 0.52950000000000019 0.63350000000000006 1.0575000000000003 1.0475000000000001 1.0715000000000001 0.78250000000000008 0.98150000000000015 1.0195000000000003 0.93750000000000011 -0.91849999999999987 1.7675000000000003 1.2495000000000003 1.1515000000000002 1.1165 1.5005000000000002 1.0025000000000002 2.2265000000000006 0.76750000000000018 0.98850000000000016 -0.93649999999999989 1.0315000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 14 9 21 20 29 26 11 -3 -13 -7 19 -15 -11 18 -18 -2 -8 24 -23 25 -4 -24 -1 -28 -12 -9
right_child=2 10 6 -5 -6 13 7 8 -10 16 28 12 -14 15 -16 -17 17 -19 -20 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.011672995125667917 0.00062207613336412535 -0.00089597427503182469 0.001084800735261809 -0.014203231182040239 0.0082583070572080277 0.0053590570323655698 0.0098342888630353481 -0.0082248087227344523 -0.012885262882149459 -0.0024153326433706442 0.010691740381298588 0.01236870560484628 -0.0052102288162266773 0.0017444121426549452 -0.0074098605210663852 -0.019590531736612321 -0.0044566099643707276 -0.0086632626929453432 0.012244646966457369 -0.013140792632475496 -0.0060913290489803661 0.011115025794043125 0.0038490097696027058 -0.017900583297014237 -0.0058599523901939395 -0.010722793390353522 -0.0089399876580996945 0.010985578817349894 0.0056426513516670256 0.013948400460538411
leaf_count=144 190 279 511 164 58 291 52 20 149 907 256 96 27 29 610 20 25 28 75 32 33 103 313 20 175 30 44 27 871 21
internal_value=0 0.0401593 -0.0560665 -0.126616 -0.0976032 -0.0274936 -0.00395769 -0.107717 -0.188577 -0.0544641 0.110511 0.0396389 0.170198 0.0716625 -0.115921 -0.139275 -0.031427 0.0881815 0.161387 -0.0272352 0.073028 0.0208113 0.0716692 0.0289281 -0.0137364 0.0514902 -0.165364 -0.0272532 0.135791 0.062644
internal_count=5600 3119 2481 1054 890 1590 1427 275 190 1250 1529 402 123 340 832 49 1035 128 100 222 85 1152 466 363 686 343 215 71 1127 41
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 9 24 27 26 13 2 27 26 5 13 22 7 9 14 13 22 11 22 24 10 22 2 24 26 4
split_gain=15.5978 14.4733 6.73718 6.62419 3.71343 3.69127 3.11041 2.95547 5.93345 2.99521 2.92827 2.82523 3.65812 2.71189 2.60638 2.58132 2.48006 2.26859 2.33313 2.31597 2.21805 2.09963 2.06349 2.15298 2.01784 1.92282 1.92365 2.47635 2.38745 1.91908
threshold=0.98450000000000015 0.59250000000000014 0.76750000000000018 0.85750000000000004 1.5585000000000002 1.6075000000000002 1.2745000000000002 0.90250000000000019 0.9255000000000001 0.69450000000000012 1.5615000000000001 1.3285000000000002 0.9225000000000001 0.7985000000000001 1.5015000000000001 1.0735000000000003 0.13950000000000004 1.0415000000000003 -0.62549999999999983 1.3005000000000002 1.0795000000000001 -0.24199999999999997 0.97750000000000015 1.0185000000000002 -0.26449999999999996 0.81650000000000011 0.50950000000000017 0.76250000000000007 0.72850000000000015 -1.0474999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 13 -4 6 11 7 8 9 -2 14 12 22 15 -9 -3 20 19 21 25 -16 -19 23 -5 -20 26 28 -28 -1 -11
right_child=4 2 3 5 -6 -7 -8 10 -10 29 -12 -13 -14 -15 16 -17 -18 18 24 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.01136245554422631 -0.013136910671187985 -0.0065706681846583043 0.0077078445196537351 -0.013618641091244563 -0.0068806315482151312 0.011077349731382335 0.0019384214752598814 -0.0095848826599190598 0.0045520765299443154 -0.011217363459883996 0.0085555116832256323 -0.0052412945803228797 0.0039754066589184033 0.0037236005067825318 -0.0044480592012405397 0.012122699990868568 -0.0088978412605467301 4.8723336189023913e-05 -0.010133204007377992 0.0044789635218106787 0.017218259087315314 0.018306820048019291 0.0026984530190626785 0.0017175597741323359 0.001819681294939735 -0.0070518900632858279 0.014831583414758957 -0.0039770423514502396 0.0020390000251623301 -0.00058001002191372642
leaf_count=68 93 241 1082 70 610 106 342 343 256 53 30 143 687 129 21 20 42 31 52 65 27 32 66 34 110 500 35 35 65 212
internal_value=0 0.0374332 0.0769445 0.0985272 -0.0723638 0.0441047 -0.0443146 -0.0706975 -0.0252079 -0.108336 -0.131023 0.0252958 0.047008 -0.0441401 -0.151956 -0.102765 -0.000494574 -0.065145 0.0231615 -0.091016 0.154785 0.186454 -0.0843306 -0.172098 -0.0403409 -0.107714 -0.0256358 0.108545 -0.0962574 -0.0541496
internal_count=5600 3571 2578 2188 2029 1106 1419 1077 614 358 463 1000 857 390 433 261 90 993 225 768 48 63 170 104 162 703 203 70 133 265
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=25 25 26 27 0 0 25 24 9 27 21 1 7 26 6 9 14 13 4 1 6 26 27 13 27 7 27 17 19 21
split_gain=14.077 13.0621 6.084 6.03986 3.56068 3.36978 3.26702 3.11398 2.95426 2.92271 2.816 2.60114 2.45841 2.3807 2.37157 2.04762 2.2671 2.09433 2.01064 1.98863 2.03827 1.94536 2.46761 2.37465 2.44917 1.97989 1.82939 1.82597 2.10379 1.80823
threshold=0.98450000000000015 0.59250000000000014 0.77650000000000008 0.85750000000000004 2.4805000000000006 1.6975000000000002 1.6925000000000001 1.0035000000000001 1.6075000000000002 1.0855000000000001 1.0835000000000001 -0.42349999999999993 1.3160000000000001 0.9225000000000001 -0.75249999999999984 1.0365000000000002 -0.62549999999999983 1.3085000000000002 -1.2644999999999997 -1.4074999999999998 -1.5034999999999998 0.9205000000000001 0.89550000000000007 1.0015000000000003 0.82050000000000012 0.47050000000000008 1.3735000000000004 1.0505000000000002 -0.69249999999999989 0.99950000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 -3 29 6 8 7 9 10 21 13 26 -13 14 -5 17 -17 -1 -7 -12 -21 23 -23 25 27 -2 -9 28 -25 -4
right_child=4 2 3 5 -6 18 -8 11 -10 -11 19 12 -14 -15 -16 16 -18 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.005113041547165487 -0.014071645120195314 -0.0018666970922330923 0.0082621004104220398 -0.013351639973766663 -0.015647533741490593 0.007994866343560043 -0.0068919177066952475 0.0061808293356614957 0.011415369711816311 -0.010624487495848111 -0.01712835133075714 -0.0032659049488996208 0.0082291532518728727 0.0058115538162119848 0.0026014296992405042 0.0090508000459522016 -0.0020546117900339372 0.0044030584986247713 -0.0069336636114294518 -0.015234262902628293 0.00072767962108958857 0.0035400369508781625 -0.0044054328075920548 -0.015582431072280521 -0.013496086914693157 -0.002905779824807094 -0.0061222211377961293 0.011312288202737508 0.0029303522486435743 0.0023019810987485421
leaf_count=703 102 418 908 34 58 27 437 221 100 140 20 380 53 470 74 64 163 63 137 22 220 199 192 21 31 65 35 38 57 148
internal_value=0 0.0355615 0.0730973 0.0944677 -0.0687456 0.0427506 -0.0615594 -0.0398294 0.0658274 -0.0805136 0.0464845 0.0100664 -0.0371778 0.0854664 -0.0484167 -0.0618877 0.0215286 -0.0866077 -0.0895184 -0.0395138 -0.0144681 -0.0543056 -0.0072315 -0.112923 -0.020233 -0.194513 0.0899754 0.0464941 -0.0410772 0.148536
internal_count=5600 3571 2578 2160 2029 1104 1971 1534 940 845 840 689 433 578 108 993 227 766 164 262 242 705 391 314 147 167 256 116 78 1056
shrinkage=0.05


end of trees

feature importances:
26=84
23=63
28=63
27=59
25=54
6=51
4=33
10=28
14=27
22=26
1=22
2=13
7=11
20=10
5=8
15=8
16=8
8=5
12=5
19=5
11=4
18=4
24=4
3=3
13=1
21=1

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l1,l2]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 0]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[bagging_freq: 5]
[bagging_seed: 3]
[feature_fraction: 0.9]
[feature_fraction_seed: 2]
[early_stopping_round: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 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: 4]
[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: ]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[verbosity: 0]
[max_bin: 255]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[histogram_pool_size: -1]
[data_random_seed: 1]
[output_model: LightGBM_model.txt]
[snapshot_freq: -1]
[input_model: ]
[output_result: LightGBM_predict_result.txt]
[initscore_filename: ]
[valid_data_initscores: ]
[pre_partition: 0]
[enable_bundle: 1]
[max_conflict_rate: 0]
[is_enable_sparse: 1]
[sparse_threshold: 0.8]
[use_missing: 1]
[zero_as_missing: 0]
[two_round: 0]
[save_binary: 0]
[enable_load_from_binary_file: 1]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[predict_raw_score: 0]
[predict_leaf_index: 0]
[predict_contrib: 0]
[num_iteration_predict: -1]
[pred_early_stop: 0]
[pred_early_stop_freq: 10]
[pred_early_stop_margin: 10]
[convert_model_language: ]
[convert_model: gbdt_prediction.cpp]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[max_position: 20]
[label_gain: ]
[metric_freq: 1]
[is_provide_training_metric: 0]
[eval_at: ]
[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]

end of parameters

pandas_categorical:[]