tree
version=v4
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] [-2.9409999999999998:2.9700000000000002] [-1.7410000000000001:1.7410000000000001] [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] [0.17199999999999999:13.098000000000001] [0.41899999999999998:7.3920000000000003] [0.46100000000000002:3.6819999999999999] [0.38400000000000001:6.5830000000000002] [0.092999999999999999:7.8600000000000003] [0.38900000000000001:4.5430000000000001] [0.48899999999999999:4.3159999999999998]
tree_sizes=2716 2869 2829 2859 2842 2872 2831 2846 2847 2848 2841 2840 2867 2855 2865 2870 2867 2851 2863 2866

Tree=0
num_leaves=31
num_cat=0
split_feature=25 26 25 25 26 5 5 26 24 22 3 3 25 17 25 22 18 10 3 26 24 25 25 22 3 5 23 17 26 9
split_gain=66.4747 40.3032 22.0859 27.418 9.92925 8.59974 6.62132 6.53611 7.36505 6.30549 5.90451 5.43695 4.11151 4.15546 4.03902 3.39154 3.42976 3.39115 3.35008 3.0978 4.31006 4.25789 3.32119 2.78834 2.75889 3.3177 2.73181 2.71976 2.67407 2.5243
threshold=1.2815000000000001 0.81150000000000022 0.63950000000000007 0.98450000000000004 1.0535000000000003 0.82050000000000012 0.89050000000000018 1.0095000000000003 1.2565000000000002 1.0355000000000001 1.3845000000000003 2.1315000000000004 1.5165000000000002 1.4605000000000004 0.58150000000000002 0.81650000000000011 -1.6684999999999997 0.57750000000000001 1.2635000000000003 0.76750000000000018 0.71850000000000003 0.96550000000000014 0.59250000000000014 0.99250000000000005 1.7525000000000002 1.5755000000000001 1.0045000000000002 1.3585000000000003 0.89450000000000018 0.74550000000000016
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 24 4 6 19 10 17 -9 15 -4 -6 -10 -14 27 -5 -17 23 -15 20 -1 22 -21 -2 25 -3 -26 -7 -12 -30
right_child=7 2 3 9 11 14 -8 8 12 -11 28 -13 13 18 -16 16 -18 -19 -20 21 -22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=0.52614264377678377 0.52593590718945016 0.52768637859108436 0.54248996124350424 0.53365560293309799 0.53741567721792793 0.52425476175830477 0.54750641869944727 0.51399170492266721 0.53250577492953066 0.53683176808531108 0.52098095223449525 0.51908701284055581 0.5151056524743034 0.54264761890116187 0.53627080730695897 0.54479047604401898 0.52401537252435026 0.51681428556782849 0.51859999985354277 0.52131428556782855 0.51780202398744701 0.51454155829510129 0.53677042591870572 0.53931428556782857 0.51293497522300091 0.54240952366306661 0.53078487380312267 0.54295064920419223 0.52689493072911886 0.54741773384369063
leaf_weight=268 111 430 592 167 503 168 661 527 94 286 48 44 139 30 230 21 368 60 28 50 367 44 114 60 58 42 34 22 31 29
leaf_count=268 111 430 592 167 503 168 661 527 94 286 48 44 139 30 230 21 368 60 28 50 367 44 114 60 58 42 34 22 31 29
internal_value=0.530857 0.533569 0.536466 0.538314 0.541631 0.525969 0.543918 0.519615 0.517517 0.530799 0.540529 0.535941 0.523902 0.519797 0.531814 0.527696 0.525137 0.527042 0.531038 0.523057 0.521322 0.528353 0.532058 0.53063 0.527453 0.528996 0.519532 0.52642 0.529777 0.536814
internal_weight=0 4577 3314 2750 1908 1263 1361 1049 818 842 700 547 291 197 420 556 389 231 58 843 635 208 164 171 564 472 92 190 108 60
internal_count=5626 4577 3314 2750 1908 1263 1361 1049 818 842 700 547 291 197 420 556 389 231 58 843 635 208 164 171 564 472 92 190 108 60
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=27 26 24 22 5 5 3 22 27 26 27 26 5 22 24 22 26 3 24 22 22 24 24 18 0 21 21 3 23 10
split_gain=43.6571 49.8694 21.3943 24.015 10.6066 9.28659 6.75927 5.23592 4.13497 3.89747 3.78423 5.63256 3.66208 3.62724 3.81028 3.54383 3.4898 3.48857 3.23911 3.18387 3.82943 3.21872 3.11832 3.0892 2.97741 2.92197 2.83606 2.74484 2.95588 2.65131
threshold=0.90250000000000019 0.81150000000000022 1.0265000000000002 1.0485000000000002 0.82050000000000012 0.89350000000000007 2.0310000000000001 1.0605000000000002 1.0175000000000003 1.3665000000000003 0.84050000000000014 0.90150000000000008 1.3665000000000003 0.78450000000000009 0.73950000000000016 1.5530000000000002 0.77250000000000008 0.77350000000000019 0.82250000000000012 1.0465000000000002 0.76250000000000007 1.2285000000000001 0.71850000000000003 -0.78599999999999992 0.7855000000000002 0.93450000000000022 0.83750000000000002 0.60050000000000014 0.99650000000000005 0.027500000000000004
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 13 16 7 19 10 -8 18 24 -12 17 -2 -15 -11 22 -6 -5 20 -4 -22 -1 -19 -3 -24 -20 28 -7 -25
right_child=2 5 6 9 12 27 8 -9 -10 15 11 -13 -14 14 -16 -17 -18 23 26 -21 21 -23 25 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0049629805016606944 -0.0059039153384439873 0.0019557455713864152 0.0067746320585592079 0.0083906511073572592 0.0057565038309157273 0.01051749392623795 0.0083216647738995758 0.013320281751994982 -0.014775888900446699 -0.018527337374552241 -0.013806617215498172 0.003526463273626108 0.013497502943783097 -0.0091567052307949277 -0.020311358732797258 -0.0021961589542667521 -0.0011435724711150266 0.011338637530803681 0.0099577482890438399 0.0031539115270866809 -0.0086624420577227478 -0.0009940223553918015 -0.015107432770729066 -0.015009095049821414 0.0089470102661355615 -0.005477224225583284 -0.0055730919946323744 0.0142914975178428 -0.00360073468019796 -0.0007822959034731894
leaf_weight=267 66 269 109 114 159 269 23 179 123 53 67 156 66 93 433 89 178 25 37 537 198 443 250 65 351 115 143 640 43 66
leaf_count=267 66 269 109 114 159 269 23 179 123 53 67 156 66 93 433 89 178 25 37 537 198 443 250 65 351 115 143 640 43 66
internal_value=0 0.00398856 -0.00489025 -0.0103944 -0.00409156 0.00886365 -0.000941707 0.00555373 -0.0111372 -0.00148942 0.0039046 -0.00168123 0.00278835 -0.0169528 -0.0183391 -0.0082916 -0.00732767 0.000544531 0.00179598 0.000214895 -0.00188944 -0.00336274 -0.00906939 -0.00476767 0.0059137 -0.0120733 -0.00238064 0.0124169 0.00857171 -0.00784139
internal_weight=0 3165 2461 1028 1191 1974 1433 1022 146 436 843 223 381 592 526 142 810 315 294 1287 750 641 632 156 620 365 180 952 312 131
internal_count=5626 3165 2461 1028 1191 1974 1433 1022 146 436 843 223 381 592 526 142 810 315 294 1287 750 641 632 156 620 365 180 952 312 131
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 5 25 25 5 27 24 27 25 21 25 25 25 9 4 26 27 25 26 25 3 3 17 5 6 4
split_gain=58.344 33.7407 38.3954 11.6912 19.665 9.98212 7.7083 7.73902 6.96693 6.48788 7.83226 6.18077 5.00391 4.46377 4.29892 4.25913 5.09932 4.04866 4.52276 3.88713 5.60745 3.57414 3.47143 3.38662 3.49517 3.38127 4.51524 3.23458 3.22039 3.03819
threshold=1.2815000000000001 0.81150000000000022 0.90450000000000019 1.0485000000000002 1.0515000000000001 0.88150000000000006 1.0975000000000004 0.66550000000000009 0.82050000000000012 0.89550000000000007 1.2485000000000002 0.9195000000000001 0.69450000000000001 1.0925000000000002 1.4755000000000003 0.6905 1.0455000000000003 1.2815000000000001 1.5885000000000002 0.86950000000000005 0.79950000000000021 0.62350000000000005 0.9295000000000001 0.99250000000000005 1.6895000000000002 1.8975000000000002 1.4605000000000004 1.3665000000000003 -1.6799999999999999 -0.039499999999999993
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 5 4 -4 6 7 -3 -1 13 -11 27 -5 -2 -12 -7 -17 18 28 20 -9 -6 -8 24 -23 26 -16 -10 -14 -22
right_child=9 2 3 12 21 15 22 19 11 10 14 -13 17 -15 25 16 -18 -19 -20 -21 29 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0070380873226893199 -0.0061925473682423859 -0.0010861298047948158 -0.014046499682100198 -0.0033086598845002077 -0.0070918777263632013 0.0067152369121710465 -0.014483564475487019 0.010200137091246812 0.00067604586245521674 -0.016707416923987108 0.0030265899418398393 -0.018113954441669661 -0.012296642425159614 0.013712704461067916 -0.012478243295601973 0.017953310242268893 0.0062309793658084705 0.013205974535670822 -0.015867001922042281 0.013541559815546717 -0.019624719948604191 0.0095211970342530157 0.0064667537311712906 -0.0021482542157173156 -0.0037213523872196676 -0.025217390619218349 0.0055231934102873007 0.012849513938029609 0.006685079744568577 0.0039134555711196018
leaf_weight=843 235 174 323 161 102 150 58 148 315 489 86 39 24 32 127 565 111 167 27 426 29 225 30 180 64 32 48 66 324 26
leaf_count=843 235 174 323 161 102 150 58 148 315 489 86 39 24 32 127 565 111 167 27 426 29 225 30 180 64 32 48 66 324 26
internal_value=0 0.00253706 0.00518728 -0.000393133 -0.00418677 0.0103777 0.00670699 0.00824654 -0.00441689 -0.0105364 -0.012834 0.000844234 0.00443121 -0.0038069 -0.0063696 0.0143372 0.0160285 0.00673032 0.0038465 0.0108282 0.00513425 0.00139062 -0.00734141 0.00323543 0.00658859 -0.0102733 -0.00754071 0.00278484 0.005376 -0.00849758
internal_weight=0 4577 3314 1597 894 1717 891 803 1263 1049 782 420 703 267 293 826 676 542 375 629 203 571 88 469 289 207 175 381 348 55
internal_count=5626 4577 3314 1597 894 1717 891 803 1263 1049 782 420 703 267 293 826 676 542 375 629 203 571 88 469 289 207 175 381 348 55
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=25 26 27 26 22 24 25 25 25 25 5 27 27 24 27 9 25 26 10 21 21 25 9 4 25 24 22 25 22 3
split_gain=52.6555 30.6925 31.2904 12.1248 11.329 18.1621 10.6603 7.43606 6.69168 8.37228 6.52015 6.10364 5.85532 7.06862 4.9752 4.54914 4.53408 4.39741 4.11773 4.22399 3.9786 3.87978 3.65392 4.08179 3.5761 3.26269 3.19209 3.10743 3.07474 3.05159
threshold=1.2815000000000001 0.77650000000000008 0.90450000000000019 0.87350000000000005 1.0485000000000002 1.0435000000000001 0.94550000000000012 0.62350000000000005 0.67850000000000021 0.98450000000000004 0.85250000000000015 0.79950000000000021 0.89550000000000007 1.2485000000000002 0.9195000000000001 0.68950000000000011 0.69450000000000001 0.95850000000000002 1.1075000000000002 1.0535000000000003 0.82450000000000012 1.4755000000000003 1.2815000000000001 1.5885000000000002 0.62350000000000005 0.71850000000000003 1.0865000000000002 0.99250000000000005 0.94750000000000012 1.8975000000000002
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 6 5 -4 7 20 15 -10 25 -9 18 -14 -12 -5 -6 -11 19 28 -3 -15 23 -18 -7 26 -1 -26 -2 -23
right_child=12 2 4 8 16 24 -8 11 9 17 14 -13 13 21 -16 -17 22 -19 -20 -21 -22 29 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.0057372341261190535 -0.010438009627439359 -0.012099220793125995 -0.013487937070784115 -0.0086164132806292749 -0.0031169594796888671 -0.0071399201995858523 -0.0069053809050210694 0.013765091838679095 0.016457048336747278 -0.00061071544187143447 0.003160775198723919 0.00029968286419773964 -0.015872046244778275 0.0028752605062584546 -0.019397512243853679 0.0088428987673035385 0.0051071957181925065 0.012420282143217918 -0.023840889010740364 0.012928199622689224 0.00367412144137967 -0.0071636707442147398 0.012545676226030568 -0.015073651682447503 0.0061620085719502424 -0.010861102928375376 0.011196925370923934 -0.002170711582866163 0.0018944139857041209 -0.023956520482897758
leaf_weight=272 108 59 336 57 163 107 172 348 723 128 258 111 489 86 27 108 348 131 23 41 124 175 167 27 293 406 31 181 95 32
leaf_count=272 108 59 336 57 163 107 172 348 723 128 258 111 489 86 27 108 348 131 23 41 124 175 167 27 293 406 31 181 95 32
internal_value=0 0.0024102 0.00456678 0.0088163 -0.000570881 -0.00423484 0.0041493 0.00711099 0.0121284 0.0136938 -0.00536346 0.0105088 -0.0100096 -0.0121923 0.00102367 0.0028115 0.00419486 0.00598025 -0.00361655 -0.00171016 -0.00141127 -0.00605112 0.00639381 0.00365417 0.00111635 -0.00793093 -0.0040047 0.0029801 -0.00466668 -0.00975967
internal_weight=0 4577 3583 1961 1622 917 814 642 1147 982 994 459 1049 782 285 165 705 259 267 244 183 293 542 375 581 709 303 474 203 207
internal_count=5626 4577 3583 1961 1622 917 814 642 1147 982 994 459 1049 782 285 165 705 259 267 244 183 293 542 375 581 709 303 474 203 207
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=25 25 25 26 3 5 5 21 9 13 0 25 26 13 5 22 26 0 10 9 13 15 5 5 12 1 3 14 8 19
split_gain=47.5215 27.797 19.0019 21.5624 7.2609 6.51511 6.32379 6.0886 5.247 4.93915 4.85141 4.7618 4.25014 4.11297 4.07942 4.01502 4.00245 3.67478 3.22897 3.0506 3.04751 2.93308 2.89041 2.79106 2.74549 2.73619 2.68959 2.66454 2.66036 2.64543
threshold=1.2815000000000001 0.62350000000000005 0.98450000000000004 0.77650000000000008 1.5465000000000002 1.1815000000000002 0.82050000000000012 1.0625000000000002 0.90750000000000008 0.93650000000000022 1.3285000000000002 1.8760000000000001 1.1705000000000003 0.73250000000000004 0.49450000000000005 1.0265000000000002 1.0565000000000002 1.0575000000000003 0.68250000000000022 1.0415000000000003 1.0675000000000001 0.45350000000000007 0.63450000000000017 0.82550000000000001 1.6610000000000003 0.72850000000000004 1.8795000000000002 0.79900000000000015 1.6300000000000001 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 9 3 6 7 8 27 10 20 19 -5 17 28 -6 -9 -14 25 18 26 24 -4 -8 -22 -15 -1 -12 -2 -3 -7 -21
right_child=11 2 5 4 13 12 21 14 -10 -11 16 -13 15 23 -16 -17 -18 -19 -20 29 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0058691965032452095 -0.0017865257347650068 -0.01096945690850799 -0.010708770116839962 0.013098099299366082 0.0099729228049817709 0.005613902497750063 0.011784497638271281 -0.017692759707570078 0.0010794410215956825 0.00013000571524909656 0.011793260960187313 -0.014831980024774869 -0.013131487435764736 -0.010035160007445436 0.0055304723789094158 0.0067712230415179807 -0.0044888275688973025 -0.012671233746304848 -0.012374687602377346 0.00470813404282798 -0.015426341891288759 -0.00467685925406079 0.0020489548865173543 0.002097004581065405 -0.012834574336852504 -3.5862973891198639e-05 -0.017346438517173133 0.00099081650376319874 0.019897944905928205 -0.010831023905521785
leaf_weight=403 374 208 267 1097 99 78 73 20 308 382 207 300 45 76 347 58 69 228 117 92 30 43 112 126 218 64 30 60 56 39
leaf_count=403 374 208 267 1097 99 78 73 20 308 382 207 300 45 76 347 58 69 228 117 92 30 43 112 126 218 64 30 60 56 39
internal_value=0 0.00228969 0.00452592 0.00682557 0.00881325 -0.0014739 -0.0040704 0.0100128 -0.00384949 -0.00449984 0.0114807 -0.00950908 0.00571301 0.00162415 0.0042649 -0.00192414 0.0062623 -0.00737708 -0.00506025 -0.00685171 -0.00756124 0.00568244 -0.00164301 -0.00246757 -0.00831437 0.00899967 -0.00294196 -0.00829178 0.0115834 8.19725e-05
internal_weight=0 4577 3443 2489 2105 954 384 1804 717 1134 1437 1049 237 301 367 103 340 749 521 752 409 116 142 202 621 271 404 268 134 131
internal_count=5626 4577 3443 2489 2105 954 384 1804 717 1134 1437 1049 237 301 367 103 340 749 521 752 409 116 142 202 621 271 404 268 134 131
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=27 26 24 22 5 5 22 27 24 24 22 22 24 26 9 26 27 24 27 24 13 22 23 27 22 0 22 22 0 21
split_gain=27.5346 33.4838 16.5414 13.242 7.13828 7.02641 4.30482 4.37418 4.03622 4.03469 3.89476 4.12216 3.51925 3.50476 3.20706 2.84539 2.79752 3.42941 2.79502 2.79993 3.13399 2.78793 3.25068 2.58279 2.62563 2.55729 2.32947 3.00104 2.32899 2.30186
threshold=0.90450000000000019 0.81150000000000022 0.99350000000000016 1.0215000000000003 0.89350000000000007 0.94650000000000001 1.0575000000000003 0.82250000000000012 1.0405000000000002 0.79950000000000021 1.0285000000000002 0.76250000000000007 1.6850000000000003 0.72850000000000004 1.1665000000000003 0.83850000000000013 1.1775000000000002 1.2895000000000001 1.0885000000000002 0.73550000000000015 0.78850000000000009 0.73150000000000015 1.2665000000000002 0.72450000000000003 0.83150000000000002 1.6205000000000003 0.71350000000000013 0.94750000000000012 1.2835000000000003 0.68150000000000011
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 18 6 13 7 15 -9 25 11 -4 29 14 21 -3 -13 -18 19 20 -2 -1 -23 -15 -25 -5 -6 -28 -19 -12
right_child=2 4 10 9 26 -7 -8 8 -10 -11 12 16 -14 23 -16 -17 17 28 -20 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00049954963402009344 -0.016964989900588989 -0.0014377909135227362 0.0057555026722990949 0.005563473567880433 0.01722896697948564 0.0041584115259903518 0.010906080809450642 -0.0074153672589595057 0.0045921023965867103 -0.0066494876907454981 -0.0090778205543756482 -0.0022720198999728837 -0.0053359181158185946 0.0024787415179514118 0.011673437356948854 0.007283149688567931 -0.017859000994546997 -0.0014507225832017532 -0.019871187626316563 -0.014160345622305739 0.0082657786551862955 -0.011064855004225885 0.0090721098440034054 0.005668659993382388 -0.0080475447870589599 -0.013105503576142447 0.0064766817154555487 0.012450063517843477 -0.01628911201568211 0.0047531632639734867
leaf_weight=71 20 121 115 145 106 242 194 166 121 278 32 474 127 186 20 412 74 119 179 257 32 439 21 43 185 21 435 407 34 502
leaf_count=71 20 121 115 145 106 242 194 166 121 278 32 474 127 186 20 412 74 119 179 257 32 439 21 43 185 21 435 407 34 502
internal_value=0 0.00309318 -0.00399882 -0.00921461 0.00712434 -0.00345955 0.00420824 0.00262363 -0.00235298 -0.00296637 -0.000707617 -0.00301849 0.00214514 -0.00536997 -0.00798189 0.00530335 -0.00445787 -0.00902217 -0.0148995 -0.0120194 -0.00143836 -0.0087222 -0.0101456 -0.00189371 -0.00546072 0.00320174 0.0102435 0.00936405 -0.00474814 0.00392434
internal_weight=0 3169 2409 932 1962 1207 1014 820 287 444 1477 816 661 965 551 533 701 227 488 309 52 531 460 414 228 166 948 842 153 534
internal_count=5578 3169 2409 932 1962 1207 1014 820 287 444 1477 816 661 965 551 533 701 227 488 309 52 531 460 414 228 166 948 842 153 534
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 26 25 24 25 5 24 27 5 25 24 0 5 24 9 13 7 0 17 25 27 3 9 5 24 2
split_gain=48.2209 29.943 21.9992 9.34656 7.8101 7.39979 7.24718 5.77077 5.36333 5.19205 4.96208 4.32915 6.09916 4.03007 3.67757 3.49565 3.86831 3.39433 3.36977 3.10326 3.03006 2.99247 2.88481 3.16601 2.71256 2.68001 2.63767 2.61979 2.7193 2.57686
threshold=1.0675000000000001 0.79050000000000009 0.90450000000000019 0.64950000000000008 1.5585000000000002 0.85650000000000015 0.68650000000000022 1.0265000000000002 0.89550000000000007 1.3365000000000002 1.0435000000000001 0.9405 0.88650000000000018 0.52350000000000019 0.75450000000000006 1.6975000000000002 1.4685000000000004 0.73550000000000015 1.6725000000000001 0.9405 1.3325000000000002 0.90350000000000008 0.61350000000000005 0.94150000000000011 0.78650000000000009 1.8335000000000001 0.88050000000000017 1.1045000000000003 1.7695000000000001 -1.3964999999999999
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 9 5 18 10 8 19 14 13 17 11 12 -2 21 -5 16 29 22 -4 -7 26 -3 -1 -24 -10 -6 -12 -9 -29 -16
right_child=4 2 3 7 25 6 -8 27 24 -11 20 -13 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0079328295607597396 -0.0098027552498711479 -0.015133176418021322 -0.0087704800891087349 0.0073919512769755197 -0.010757859620485415 -0.00038053896157972278 0.013550792875346438 0.0034548146302228449 0.00036156429694249082 0.0088608543218021679 -0.0070573524060383655 -0.013382128155925899 0.0028096679709628675 0.0093629789733069707 0.01010088250041008 -0.017770379001186009 0.01323572405747005 -0.0081119230963656152 0.008886995216210683 0.012855162856078918 0.012920646904370723 0.0054971858094900079 0.0015180744821342027 -0.01729478742927313 -0.016454725555683437 -0.021987582869448907 0.0016918324716559284 0.012720132908672866 -0.0014585473551982789 -0.0066719336978470281
leaf_weight=156 225 32 272 85 534 155 928 364 65 71 142 206 167 321 26 42 35 488 30 62 39 39 328 24 38 59 219 193 41 192
leaf_count=156 225 32 272 85 534 155 928 364 65 71 142 206 167 321 26 42 35 488 30 62 39 39 328 24 38 59 219 193 41 192
internal_value=0 0.00296551 0.00558481 0.000672343 -0.00733049 0.00941893 0.0116272 0.00304658 0.00431084 -0.00420259 -0.00463011 -0.00751358 -0.00442961 0.00697869 -0.00177152 -0.00441184 -0.00219422 -0.00513382 -0.00701643 0.00340109 -0.000319319 -0.00380101 -0.00227297 0.000235379 -0.0058425 -0.0118752 -0.00174968 0.00610826 0.0102358 -0.00467151
internal_weight=0 3987 2920 1280 1591 1640 1145 978 495 1067 998 598 392 392 380 295 253 996 302 217 400 71 508 352 103 593 361 598 234 218
internal_count=5578 3987 2920 1280 1591 1640 1145 978 495 1067 998 598 392 392 380 295 253 996 302 217 400 71 508 352 103 593 361 598 234 218
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 22 25 21 5 9 22 27 5 26 27 19 9 5 3 9 25 0 5 10 27 14 3 21 3 9
split_gain=43.5193 27.0236 19.8543 8.43527 7.04861 7.05219 6.72719 5.02839 4.98 4.82745 4.80651 3.54764 3.71468 3.24829 7.04522 3.0849 3.04122 2.56558 2.53968 3.42251 2.55581 2.53178 4.15102 3.46082 2.89605 2.8141 2.41871 2.32397 2.30637 2.26924
threshold=1.0675000000000001 0.79050000000000009 0.90450000000000019 0.64950000000000008 1.5585000000000002 1.0265000000000002 0.52350000000000019 0.54750000000000021 0.88150000000000006 0.99050000000000005 1.0515000000000001 1.0545000000000002 0.98050000000000004 0.89250000000000018 0.82250000000000012 1.4500000000000002 1.6725000000000001 1.0025000000000002 0.46150000000000008 0.6735000000000001 0.60450000000000015 1.0575000000000003 1.1275000000000002 -0.85299999999999987 1.0885000000000002 -0.77949999999999997 1.8335000000000001 0.90750000000000008 1.3425000000000002 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 9 6 16 5 7 -3 -2 13 15 21 12 -9 14 29 18 -4 27 19 -1 -21 22 23 -5 25 -23 -6 -11 -25 -8
right_child=4 2 3 10 26 -7 8 11 -10 17 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 24 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.007231499222309693 0.0061397638051740588 -0.0011448385417461395 -0.0083319560241173294 -0.012845828308134664 -0.010219966583930599 0.0014615563824113493 0.0043944002674506594 -0.0100414768844429 0.013043154364072832 -0.0084925499061743424 0.0066833238280533157 -0.015594971700482171 -0.0005958921704555583 0.010858013636744809 -0.0084387280220209176 -0.015580758851178936 0.0084426453212896983 0.010048760511452639 -0.0061378819712503696 0.004147811799213804 -0.015059529660746111 -0.011789742570656998 0.011713281002911656 0.0073024547373761938 -0.01272174995392561 0.0040231363608105352 -0.020888203609797915 0.0055432354067933972 -0.0041391485370695594 0.012614951387599663
leaf_weight=92 62 150 272 49 534 339 222 288 698 60 451 146 163 349 86 71 30 79 635 29 43 39 88 98 72 101 59 58 80 135
leaf_count=92 62 150 272 49 534 339 222 288 698 60 451 146 163 349 86 71 30 79 635 29 43 39 88 98 72 101 59 58 80 135
internal_value=0 0.00281723 0.00530557 0.000638726 -0.00696397 -0.00439861 0.00894798 -0.00741317 0.00996404 -0.00399246 0.00289426 -0.00882067 -0.00662766 0.00725037 0.00440823 -0.00559283 -0.0066656 0.00307516 -0.00470529 0.000841614 -0.00732324 -0.000348382 0.0024947 -0.00107902 -0.00457278 -0.00038188 -0.0112814 -0.0015936 0.00216016 0.00750301
internal_weight=0 3987 2920 1280 1591 998 1640 659 1490 1067 978 597 451 792 443 870 302 197 799 164 72 527 315 227 212 140 593 118 178 357
internal_count=5578 3987 2920 1280 1591 998 1640 659 1490 1067 978 597 451 792 443 870 302 197 799 164 72 527 315 227 212 140 593 118 178 357
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 22 26 25 24 22 25 21 5 25 24 27 24 13 9 27 17 22 19 21 22 3 24 22 23 6
split_gain=39.2762 24.3888 17.9185 7.61283 6.36137 6.3646 6.30658 6.19545 5.17093 9.07015 4.88089 4.53812 4.41123 3.38791 3.20555 3.62251 2.96799 2.79242 2.7447 2.56438 2.55329 3.46001 2.58763 2.43879 2.40645 2.40332 2.39672 3.64945 2.39629 2.39309
threshold=1.0675000000000001 0.79050000000000009 0.90450000000000019 0.64950000000000008 1.5585000000000002 1.0265000000000002 0.85650000000000015 0.68650000000000022 1.0265000000000002 1.0605000000000002 0.89550000000000007 0.54750000000000021 1.3365000000000002 0.52350000000000019 1.0605000000000002 1.0175000000000003 0.73550000000000015 0.9405 1.6725000000000001 1.0655000000000003 0.63950000000000007 0.73150000000000015 1.4845000000000004 0.99750000000000016 1.0265000000000002 1.5655000000000003 0.73250000000000004 0.80150000000000021 1.1525000000000001 0.057500000000000009
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 6 18 5 11 10 17 9 26 13 -2 16 -3 19 -16 20 -8 -4 -13 -1 -22 24 -11 -23 -10 -5 -28 -12 -26
right_child=4 2 3 8 -6 -7 7 -9 25 23 28 14 -14 -15 15 -17 -18 -19 -20 -21 21 22 -24 -25 29 -27 27 -29 -30 -31
leaf_value=-0.0069743345327237076 0.0058327757062450539 -0.0035537133754139217 -0.0079153582563295088 0.0021372981156621662 -0.010717323510381465 0.0013884785252686448 -0.00065384492758781677 0.012317764662720006 0.0074083921750212655 0.0131601181668295 -0.0020415953564934613 -0.0094200924552720177 0.0082483207885648176 0.0085160162311476717 0.0021141791852509104 -0.01080834970031817 -0.0074359899295158077 0.011901490822915108 0.0080205130080382037 -0.020849468790251634 0.016457746922969817 -0.0023467829779667015 -0.015018274088700613 0.0015047217612383797 0.016454377062618732 -5.8821329833767942e-05 0.005086745321750641 -0.015812655860983481 -0.020971224705378214 -0.0017352641531915376
leaf_weight=170 62 71 272 35 593 339 155 928 457 71 82 319 71 321 123 97 488 62 30 58 31 204 30 122 40 141 25 127 21 33
leaf_count=170 62 71 272 35 593 339 155 928 457 71 82 319 71 321 123 97 488 62 30 58 31 204 30 122 40 141 25 127 21 33
internal_value=0 0.00267637 0.00504029 0.00060679 -0.00661577 -0.00417868 0.00850058 0.0105392 0.00274954 -0.00181129 0.00378489 -0.00704251 -0.00379284 0.00632992 -0.00837964 -0.00358348 -0.0046512 0.00293339 -0.00633232 -0.0111785 -0.00197604 0.000537898 -0.00106964 0.00579246 0.000441038 0.00564773 -0.009659 -0.0123753 -0.00590103 0.00823166
internal_weight=0 3987 2920 1280 1591 998 1640 1145 978 380 495 659 1067 392 597 220 996 217 302 377 508 338 307 193 277 598 187 152 103 73
internal_count=5578 3987 2920 1280 1591 998 1640 1145 978 380 495 659 1067 392 597 220 996 217 302 377 508 338 307 193 277 598 187 152 103 73
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=25 26 27 25 25 22 26 25 24 22 25 21 9 25 24 24 27 22 22 17 13 9 27 24 22 4 13 5 3 10
split_gain=35.4468 22.0109 16.1715 6.87058 5.74114 5.76745 5.69169 5.59139 4.66677 8.22598 4.405 4.27564 4.22495 3.05759 3.02281 2.94843 2.94542 2.58019 3.58911 2.66202 2.52016 2.47709 2.32582 2.28132 3.49334 2.25567 2.62901 2.22003 2.43054 2.18414
threshold=1.0675000000000001 0.79050000000000009 0.90450000000000019 0.64950000000000008 1.5585000000000002 1.0065000000000002 0.85650000000000015 0.68650000000000022 1.0265000000000002 1.0515000000000001 0.89550000000000007 0.54750000000000021 1.1475000000000002 0.52350000000000019 0.73550000000000015 1.0605000000000002 1.0175000000000003 1.0705000000000002 0.73150000000000015 0.61750000000000005 0.9405 1.6725000000000001 0.78650000000000009 0.73250000000000004 0.80150000000000021 0.63450000000000017 0.81950000000000001 1.1045000000000003 2.0015000000000005 0.12450000000000001
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 6 21 5 11 10 20 9 23 13 -2 14 -3 17 -13 25 18 19 -1 -8 -4 -12 -5 -25 26 -17 -10 -29 -16
right_child=4 2 3 8 -6 -7 7 -9 27 -11 22 15 -14 -15 29 16 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0039025628361208688 0.0055411367166426882 -0.0033760277947909399 -0.0075195903232430708 0.0020304333312170845 -0.010181457286741441 0.00092945524056752536 -0.00062115285665758193 0.011701876434080046 0.0029227204661775425 0.0052952026302491009 0.00013880974971331085 -0.011046371470843808 0.0057243678958044143 0.0080902154850439872 -0.010449150607541757 -0.016182268582857574 -0.010293740216228697 0.0068562898163994149 -0.0054369829616684844 0.016452941877974404 0.011306416315417137 0.0076194874942302707 -0.015432601108362802 0.0048324082493782046 -0.015698306016192948 0.011371715553104879 0.0034880955000312964 0.010887672624417715 -0.0059086303537090627 -0.0036132150194019951
leaf_weight=29 62 71 272 35 593 375 155 928 364 199 65 356 109 321 270 26 90 72 345 36 62 30 38 25 121 40 49 210 24 206
leaf_count=29 62 71 272 35 593 375 155 928 364 199 65 356 109 321 270 26 90 72 345 36 62 30 38 25 121 40 49 210 24 206
internal_value=0 0.00254255 0.00478827 0.00057645 -0.00628498 -0.00396974 0.00807555 0.0100123 0.00261207 -0.00172072 0.00359565 -0.0069187 -0.0036032 0.00601342 -0.00466448 -0.00829572 -0.00351898 -0.00187339 -0.00340641 0.00737126 0.00278672 -0.00601571 -0.00560598 -0.00943436 -0.0121828 0.00178301 -0.00333096 0.00536534 0.00916497 -0.00749074
internal_weight=0 3987 2920 1280 1591 998 1640 1145 978 380 495 623 1067 392 958 561 205 482 410 65 217 302 103 181 146 115 75 598 234 476
internal_count=5578 3987 2920 1280 1591 998 1640 1145 978 380 495 623 1067 392 958 561 205 482 410 65 217 302 103 181 146 115 75 598 234 476
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=25 25 25 26 27 5 5 0 3 5 3 14 26 0 5 9 27 26 27 27 24 3 1 13 9 27 25 5 21 1
split_gain=30.1805 15.0483 13.5483 11.2444 9.30218 5.46767 4.70908 4.41639 3.90006 3.59393 3.58785 3.52374 3.48716 3.37927 3.7765 3.46054 3.14625 3.101 4.78957 2.94897 4.49483 2.80945 2.93067 2.73831 2.77555 2.51872 2.48877 3.75927 2.49321 2.38276
threshold=1.2815000000000001 0.66550000000000009 0.98450000000000004 0.77650000000000008 0.90450000000000019 0.80150000000000021 1.1815000000000002 1.9325000000000003 1.8335000000000001 1.3365000000000002 2.0310000000000001 0.77350000000000019 0.94650000000000001 1.7805000000000002 0.81250000000000011 1.3035000000000003 0.92450000000000021 0.87350000000000005 0.80150000000000021 0.95050000000000001 0.96550000000000014 0.42050000000000004 0.83950000000000002 0.9405 1.1375000000000002 0.84450000000000014 2.1950000000000007 1.7625000000000002 0.58250000000000013 0.54950000000000021
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 9 3 5 17 11 12 19 26 21 13 -3 25 14 15 16 -6 18 -5 -8 -21 22 -1 24 -23 -4 27 28 -2 -15
right_child=8 2 6 4 10 -7 7 -9 -10 -11 -12 -13 -14 29 -16 -17 -18 -19 -20 20 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0051775401431909751 0.0022723650336265565 -0.010239705427096842 -0.0053852739256794986 0.0095524471187027268 -0.018594569999438065 0.0057854902413156306 0.014109923322310395 -0.015543503810962042 -0.017190872287998597 0.004690968710929156 -0.007415166320769411 0.00566649665666181 -0.00051985402611920439 0.0012080046481319838 0.0083022663302910645 0.015837486535310748 0.00015052069233070992 0.011997346555262063 -0.002763296953104075 -0.014371436257516185 0.0078016948083351398 -0.0074603405476562565 -0.012521706574729511 -0.00066483728713058064 0.0028385578361276079 -0.017082130464545469 -0.013043485843498287 0.0087657014990961835 -0.0073014073308930311 -0.015729695829478179
leaf_weight=142 75 183 239 338 26 126 87 24 96 144 76 43 411 56 390 30 161 722 103 31 87 630 28 297 73 57 131 43 729 33
leaf_count=142 75 183 239 338 26 126 87 24 96 144 76 43 411 56 390 30 161 722 103 31 87 630 28 297 73 57 131 43 729 33
internal_value=0 0.00174717 0.00358582 0.00565971 0.00715503 -0.00256033 -0.00148148 0.00475001 -0.00757392 -0.00276267 0.0029 -0.0072133 -0.00349989 0.00402637 0.00536043 7.32701e-05 -0.00245575 0.00997953 0.00667598 0.00712584 0.00197655 -0.00368005 0.00226237 -0.00469026 -0.0063909 -0.00763771 -0.00662993 -0.00563799 -0.00640833 -0.00507227
internal_weight=0 4537 3223 2287 1935 352 936 229 1074 1314 772 226 707 696 607 217 187 1163 441 205 118 1170 170 1000 703 296 978 847 804 89
internal_count=5611 4537 3223 2287 1935 352 936 229 1074 1314 772 226 707 696 607 217 187 1163 441 205 118 1170 170 1000 703 296 978 847 804 89
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=25 25 5 27 26 25 0 27 25 5 9 9 3 22 24 3 25 5 13 24 24 27 9 26 22 27 25 5 17 6
split_gain=27.2379 13.7008 11.9211 9.03734 8.53005 7.39909 6.48774 4.90576 4.69596 3.8111 3.77785 3.63663 3.5198 3.72652 3.4644 3.44807 3.73433 4.07894 2.97086 2.92542 2.97713 2.79781 2.53746 2.53319 2.46179 3.05163 2.45078 2.84651 2.42896 2.41774
threshold=1.2815000000000001 0.59250000000000014 0.81250000000000011 0.90650000000000019 0.77650000000000008 0.94550000000000012 1.7460000000000002 0.82250000000000012 1.0025000000000002 1.1815000000000002 1.0415000000000003 1.3035000000000003 1.8335000000000001 1.0465000000000002 0.71850000000000003 2.0310000000000001 0.99250000000000005 1.3045000000000002 0.9405 1.0755000000000001 1.4775000000000003 0.83650000000000013 0.68950000000000011 0.88850000000000018 0.74450000000000005 0.87250000000000016 2.1950000000000007 1.6690000000000003 1.5170000000000001 0.23500000000000001
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 18 4 8 -3 7 15 -6 -4 -10 14 23 13 24 -7 16 -5 -18 28 -8 -21 -20 29 -9 -2 -26 27 -15 -1 -16
right_child=12 2 3 6 5 10 19 11 9 -11 -12 -13 -14 26 22 -17 17 -19 21 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0060905492129903404 0.0029343162070621146 -0.007091623812149732 0.010164003737532255 0.0076097020917229412 0.0089408969485692772 0.0081997824065825533 -0.01678776312292668 -0.0091757083023098155 -0.00250337917932728 0.011710276897402777 0.0046019605988142443 0.014518989724191753 -0.016331328668942057 -0.0017356484448266723 -0.010227355153061623 -0.0055314376784695524 -0.004515441839235375 0.0094080291204638299 0.0049413862267890614 0.0069827054475629056 -0.012362741336629198 -0.0045477287614182254 -0.012436767012783977 0.0013337287776822213 -0.0034379264546765226 -0.011452734343121562 -0.011364531072608212 0.01484496490708713 0.0074344758476529802 0.0065396589248679403
leaf_weight=644 44 351 912 443 356 34 57 71 149 69 98 44 96 241 43 90 166 77 166 43 37 146 165 298 162 445 57 29 35 43
leaf_count=644 44 351 912 443 356 34 57 71 149 69 98 44 96 241 43 90 166 77 166 43 37 146 165 298 162 445 57 29 35 43
internal_value=0 0.00165982 0.00311235 0.00559894 -0.000267626 0.00181156 0.00189929 0.00463949 0.00858812 0.00199544 -0.00386646 0.000931747 -0.00719523 -0.00629843 -0.0067784 0.00367026 0.00487748 -0.000103478 -0.00353764 -0.00813188 -0.00196456 0.000500967 -0.00880732 -0.000688412 -0.00848587 -0.00931369 -0.00194363 4.52322e-05 -0.00539338 -0.00184385
internal_weight=0 4537 3546 2043 1503 1152 913 769 1130 218 383 413 1074 978 285 776 686 243 991 137 80 312 251 369 651 607 327 270 679 86
internal_count=5611 4537 3546 2043 1503 1152 913 769 1130 218 383 413 1074 978 285 776 686 243 991 137 80 312 251 369 651 607 327 270 679 86
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=25 25 25 26 5 3 9 5 21 5 5 3 22 14 3 13 22 14 3 21 9 13 13 26 15 0 15 22 26 25
split_gain=24.5822 12.4479 11.2024 9.10458 5.64275 4.4096 4.22093 4.10535 3.48752 3.72535 3.20647 3.17662 3.36318 3.05443 2.90619 2.94653 2.78166 2.67456 2.65423 2.88721 3.05492 2.6463 2.49653 2.45115 2.31525 2.29542 2.27486 2.2383 2.40192 2.21183
threshold=1.2815000000000001 0.66550000000000009 0.96550000000000014 0.77650000000000008 0.87650000000000017 1.5465000000000002 1.0415000000000003 0.80150000000000021 1.0715000000000001 0.62550000000000006 1.5755000000000001 1.8335000000000001 1.0465000000000002 0.77350000000000019 1.7675000000000003 1.3135000000000001 1.0045000000000002 -0.16549999999999998 0.42050000000000004 0.86750000000000005 1.1375000000000002 0.77750000000000019 0.9405 0.88850000000000018 -1.2794999999999999 1.3915000000000002 -1.5714999999999997 0.77950000000000019 0.91550000000000009 2.1950000000000007
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 7 6 8 17 13 16 -10 18 12 26 -3 15 24 25 -4 23 20 -20 -7 -21 -1 -6 -5 -2 -28 -29 -14
right_child=11 2 4 5 14 21 -8 -9 9 -11 -12 -13 29 -15 -16 -17 -18 -19 19 22 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.0057767310517805592 0.0067286271452903753 -0.0091028299827815434 -0.0024912457076870665 0.0086900699474757783 0.010707191466274909 0.0071553718956077804 0.0033156400530234631 0.0052195263056715666 -0.011019835130470557 0.005117617025971413 0.0069265668058679222 -0.015514762187376619 4.2970644103156197e-05 0.0057377531084903451 -0.0069549435417946073 0.010743338336115299 0.012400836860522247 -0.011250848079396185 -0.0086992542104174699 -0.0042598726182449158 0.0055038873638425558 -0.0030430018549134747 0.0023722117740987082 -0.0080541532309282397 -7.2042862884700296e-05 0.0024585175514221192 -1.6284300320184054e-05 0.00054668408746902754 -0.010736958826552248 -0.010796304622240235
leaf_weight=135 25 179 147 665 59 102 115 121 41 280 84 96 270 43 73 115 390 214 384 410 42 169 217 42 320 190 67 52 507 57
leaf_count=135 25 179 147 665 59 102 115 121 41 280 84 96 270 43 73 115 390 214 384 410 42 169 217 42 320 190 67 52 507 57
internal_value=0 0.00157683 0.00324907 0.00528804 -0.00101261 0.00668429 -0.00502646 -0.00218986 0.00770336 0.00305645 -0.0025249 -0.00683547 -0.00598351 -0.0062283 0.00235704 0.00373311 0.00890148 -0.00768392 -0.00317036 -0.00412263 -0.00729894 0.0007955 -0.00196456 0.00249483 0.00160599 0.00730528 -0.00806158 -0.00865224 -0.00968732 -0.00184644
internal_weight=0 4537 3223 2180 1043 1837 476 343 1566 321 1314 1074 978 222 567 494 1245 361 1230 1053 426 271 627 177 379 855 651 626 559 327
internal_count=5611 4537 3223 2180 1043 1837 476 343 1566 321 1314 1074 978 222 567 494 1245 361 1230 1053 426 271 627 177 379 855 651 626 559 327
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=25 25 25 26 27 0 26 24 27 22 3 24 3 22 27 26 27 23 9 13 27 14 23 10 0 9 17 27 24 24
split_gain=22.1855 11.34 8.60553 9.90365 8.30283 3.6564 3.56599 3.43033 3.05709 3.35732 2.99214 2.98031 2.8669 3.03527 2.72824 2.71358 5.08656 2.55179 2.53905 2.44747 2.55531 2.42563 2.40187 4.38427 3.1442 2.15575 2.15517 2.10304 2.54064 2.09273
threshold=1.2815000000000001 0.59250000000000014 0.98450000000000004 0.77650000000000008 0.90450000000000019 1.6975000000000002 0.88850000000000018 0.79950000000000021 0.90650000000000019 1.0375000000000003 2.0310000000000001 1.1185000000000003 1.8335000000000001 1.0465000000000002 0.9195000000000001 0.87950000000000006 0.80850000000000011 0.99450000000000005 1.0245000000000002 0.9405 0.72950000000000015 0.33250000000000007 1.0795000000000001 -0.54849999999999988 1.2285000000000001 1.1665000000000003 1.5170000000000001 0.89550000000000007 1.2435000000000003 0.94450000000000001
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 19 3 7 15 10 18 25 -8 11 14 -10 13 27 -6 16 -5 -16 -4 26 -21 -11 23 -19 -24 -3 -1 -2 -29 -7
right_child=12 2 6 4 5 29 8 -9 9 21 -12 -13 -14 -15 17 -17 -18 22 -20 20 -22 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0055715813029626887 -0.0035111162954798111 -0.00054962353897280991 -0.009284924988144188 0.0081528390663752875 -0.0067804259996788177 -0.015657298954633567 0.0049945575728708386 -0.0079877215345003465 -0.011486445480989198 0.0073671990608582738 -0.0060241471880521534 -0.00083350867435738856 -0.014739024064814053 -0.0017541220656593277 0.0076294141167056947 0.01025635486499208 -0.0033970076529706117 -0.018906977730137962 0.0036134934673706688 0.0075418464508321559 -0.0024459956868274793 -0.0043627137723176376 0.011323054937215951 0.0025244110623995463 -0.0087543567212728362 0.013411150295888226 0.0071684041619300837 -0.012152802162483092 -0.0039765564643818403 -0.0016150897884943402
leaf_weight=644 208 256 186 436 51 39 245 171 118 122 78 148 96 327 397 732 122 35 48 90 222 69 78 75 26 31 35 305 138 83
leaf_count=644 208 256 186 436 51 39 245 171 118 122 78 148 96 327 397 732 122 35 48 90 222 69 78 75 26 31 35 305 138 83
internal_value=0 0.00149798 0.00281946 0.00429451 0.0057154 0.0019161 -0.00129367 -0.00238179 0.000488145 -0.00192777 0.00323833 -0.00555925 -0.00649369 -0.00568433 0.00432968 0.00825415 0.0056276 0.00525704 -0.0066391 -0.00323052 0.000435113 0.00312969 0.000855942 -0.00429467 0.0063037 0.000958335 -0.00491488 -0.0076585 -0.0096058 -0.00610399
internal_weight=0 4537 3546 2610 2152 862 936 458 702 457 740 266 1074 978 662 1290 558 611 234 991 312 191 214 110 104 287 679 651 443 122
internal_count=5611 4537 3546 2610 2152 862 936 458 702 457 740 266 1074 978 662 1290 558 611 234 991 312 191 214 110 104 287 679 651 443 122
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=25 25 25 5 27 5 9 0 9 3 5 22 22 0 3 13 3 22 5 4 1 22 24 21 24 24 16 27 5 25
split_gain=20.0224 10.2743 9.22707 5.34792 5.92891 4.95532 3.94115 3.74891 3.6293 3.31677 2.8473 2.66193 4.17807 2.87909 2.59164 2.61356 2.58738 2.74261 2.55049 2.46267 2.3148 2.28098 5.09811 2.95615 2.80074 2.75689 2.50125 3.23633 2.1876 2.15953
threshold=1.2815000000000001 0.66550000000000009 0.96550000000000014 0.81650000000000011 0.95050000000000001 0.87650000000000017 1.2475000000000003 1.7805000000000002 1.0415000000000003 2.0310000000000001 1.3365000000000002 1.0605000000000002 0.80150000000000021 0.95250000000000001 1.7675000000000003 1.3135000000000001 1.8335000000000001 1.0325000000000002 0.77950000000000019 0.67450000000000021 0.62150000000000005 0.97550000000000014 0.98550000000000015 1.0715000000000001 0.64150000000000007 1.1635000000000002 1.0000000180025095e-35 0.82050000000000012 1.1175000000000004 1.0455000000000003
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 6 -5 8 21 9 -4 -6 11 12 13 18 15 29 17 -2 -1 -14 -15 22 24 25 -3 -23 27 -26 -13 -7
right_child=16 2 5 4 7 14 -8 -9 -10 -11 -12 28 19 20 -16 -17 -18 -19 -20 -21 -22 23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0093465663839218237 -0.0073988432199193419 0.009147950374718869 -0.0071510115984073962 0.0094788154642475725 0.0060489187537620366 0.0063230767640574228 0.012171129368502519 -0.0088359242135828183 0.0030485746912334278 -0.0089626046518484753 0.0043310236806670824 0.0040281527429013647 -0.004556898808913675 0.010775719384352365 -0.0065612981784833619 0.010134056651073954 -0.014002072919781009 -0.0018924965573028779 0.0039569768453797984 -0.011374356190144028 -0.0043782575641359602 0.0096462182550117233 0.0051630066110278077 -0.0036074577895707869 0.002434182975251796 -0.0045985071033966254 -0.010872942853618313 -0.013454457474025815 -0.009289980256879651 -0.0014425591016427066
leaf_weight=86 623 33 361 808 297 145 87 66 115 42 144 185 494 90 73 115 96 355 62 181 35 198 212 86 118 41 148 44 37 234
leaf_count=86 623 33 361 808 297 145 87 66 115 42 144 185 494 90 73 115 96 355 62 181 35 198 212 86 118 41 148 44 37 234
internal_value=0 0.00142308 0.00294234 0.00479282 0.00700397 -0.000925408 0.00201917 0.00206649 -0.00468683 0.00418908 -0.00230336 -0.0031199 -0.00427401 0.000945434 0.00223233 0.00353179 -0.00616901 -0.00540012 -0.00377346 -0.00638499 0.00653261 0.00101551 -0.000932465 0.00434206 -0.00469993 0.00720256 -0.00617406 -0.00188125 0.00180846 0.00152846
internal_weight=0 4537 3223 2180 1213 1043 967 405 476 339 1314 1170 948 273 567 494 1074 978 148 675 125 880 555 325 343 239 310 162 222 379
internal_count=5611 4537 3223 2180 1213 1043 967 405 476 339 1314 1170 948 273 567 494 1074 978 148 675 125 880 555 325 343 239 310 162 222 379
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 24 25 5 5 27 3 24 25 2 19 17 27 13 5 5 26 24 10 21 25 27 26 25 22 25
split_gain=19.023 10.7624 11.0846 5.5302 8.76886 3.5194 3.45394 3.34987 3.22592 3.20809 3.17383 4.74415 4.31422 3.45579 3.21736 3.14008 2.93844 2.86115 2.76766 2.75624 2.5184 2.45777 2.36217 2.42275 2.30742 2.29884 2.97023 3.00345 2.22661 2.9619
threshold=1.2115000000000002 0.81150000000000022 0.85950000000000004 1.0445000000000002 1.0405000000000002 0.74250000000000005 1.1785000000000003 0.86450000000000016 1.4220000000000004 1.3645000000000003 1.8335000000000001 1.3295000000000001 1.8325000000000002 0.36550000000000005 1.5765000000000002 1.5035000000000001 1.0145000000000002 1.3685000000000003 1.3585000000000003 1.4790000000000003 0.89850000000000019 0.9085000000000002 0.38750000000000007 0.95750000000000013 0.81050000000000011 0.83850000000000013 0.73350000000000015 0.96550000000000014 0.83850000000000013 0.63450000000000017
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 18 7 20 9 28 11 12 13 14 -2 -13 -5 25 -1 22 21 -3 23 -15 -18 26 -7 -28 -6 -30
right_child=10 2 3 16 8 17 -8 -9 -10 -11 -12 15 -14 19 -16 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.00053299820306254369 -0.0082531071956593888 0.0058768243550165605 -0.007601514406108136 0.0076065131235588642 0.0064332967034623594 -0.0086308147207550378 -0.012537337062151536 0.0096890604709917727 0.010488891873949318 -0.012697445930436599 -0.013775624008405776 -0.0015973450984069688 -0.012659962894847094 -0.0029584776689397531 0.010596307925879955 0.012084373831748964 -0.0028671103424018195 0.0071140335305877357 0.012489548461003738 0.01342362139154883 0.0084889274220986115 -0.0017700544235729936 -0.0089490663308601885 0.010409962146911983 0.0041872788893265863 -0.012871215223651573 0.0014125481841310991 -0.013004224452861521 -0.011150649738939186 0.0013688018086595814
leaf_weight=561 399 219 397 307 158 230 23 613 93 43 105 167 206 94 24 56 194 46 44 34 257 202 77 53 288 97 226 43 57 276
leaf_count=561 399 219 397 307 158 230 23 613 93 43 105 167 206 94 24 56 194 46 44 34 257 202 77 53 288 97 226 43 57 276
internal_value=0 0.00160532 0.00317154 0.000637206 -0.00178678 -0.00232219 0.00666831 0.00701047 0.00189496 0.000398264 -0.00546679 -0.00468082 -0.00631981 -0.00440194 -0.00718364 0.00183842 0.00378316 -0.00490077 0.000414096 0.000158745 0.00458868 0.00220778 -0.00185467 0.00186144 0.00134796 -0.00582809 -0.00445898 -0.000891992 0.00154514 -0.000774167
internal_weight=0 4374 3127 1813 1024 1247 1314 1291 627 534 1215 1110 887 681 423 223 789 642 605 258 678 421 224 147 482 596 499 269 491 333
internal_count=5589 4374 3127 1813 1024 1247 1314 1291 627 534 1215 1110 887 681 423 223 789 642 605 258 678 421 224 147 482 596 499 269 491 333
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=27 5 24 26 3 0 5 24 24 27 24 21 26 5 26 24 24 21 23 23 0 17 26 27 11 15 26 2 5 10
split_gain=12.0364 10.562 6.7668 5.6226 3.92286 3.75613 3.36493 3.03134 2.80329 2.72369 3.28873 3.39414 3.41232 2.4738 2.42539 2.40088 2.32804 2.18443 2.10432 2.05674 1.99297 2.23286 2.09343 3.2167 2.25896 1.98932 1.98122 1.99553 2.16453 1.9811
threshold=1.0105000000000002 0.88450000000000017 1.0035000000000001 0.73350000000000015 1.8535000000000001 1.3615000000000002 1.5525000000000002 0.75750000000000017 0.71850000000000003 0.85750000000000004 1.1965000000000001 1.6305000000000003 0.9295000000000001 1.8805000000000003 1.0805000000000002 0.76450000000000007 0.80850000000000011 0.93950000000000011 1.3645000000000003 1.2555000000000003 1.8155000000000003 0.57750000000000001 0.83850000000000013 0.88650000000000018 -1.2414999999999998 -1.2139999999999997 0.7945000000000001 -1.2954999999999999 1.0525000000000002 -0.5149999999999999
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 3 5 8 13 16 9 -5 -1 26 11 12 17 -4 -6 -14 29 -11 -15 -10 21 -9 -23 24 -24 -17 27 -3 -29 -2
right_child=2 6 4 7 14 -7 -8 20 19 10 -12 -13 15 18 -16 25 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0017733085597783011 -0.00765687204126654 -0.013056012175299905 -0.00062845783175453354 0.004858776162499967 0.0039347974743161882 -0.014102348518722198 0.010592788585809747 -0.0048860041505616649 -0.010394535579814993 -0.017633616924285889 0.0072153331156362566 0.015756530083459001 0.0094261778108144217 0.012226092474801199 -0.010750012422775056 0.0069064084897961543 -0.0081003303421474295 -0.0013470384478569031 -0.0061639709770679478 0.005601843378760598 0.0067481253500823145 -0.0034882472157478335 -0.0044539492176129273 -0.0029155133352164304 0.0056195675133118642 -0.0034040565177855366 0.0067774210005037252 -0.0026455454362763302 0.0082315819878731999 0.0040702805079911889
leaf_weight=283 58 22 758 345 35 170 198 276 232 50 171 29 59 70 143 57 269 35 20 22 91 275 65 248 387 261 682 90 93 95
leaf_count=283 58 22 758 345 35 170 198 276 232 50 171 29 59 70 143 57 269 35 20 22 91 275 65 248 387 261 682 90 93 95
internal_value=0 0.00154563 -0.00357056 -0.000739823 -0.00111438 -0.00782738 0.0044551 0.000678584 -0.00519579 0.00367056 0.00124363 -0.000836124 -0.00187765 0.000302094 -0.00786255 0.000162735 -0.00529955 -0.0109274 0.00813941 -0.00900902 -0.000396056 -0.000915737 0.000208154 0.00166031 0.00417094 -0.00155595 0.00548186 0.00117174 0.00288218 -0.000375307
internal_weight=0 3971 1618 2224 1026 592 1747 1687 537 1549 662 491 462 848 178 377 422 85 90 254 1342 1251 975 700 452 318 887 205 183 153
internal_count=5589 3971 1618 2224 1026 592 1747 1687 537 1549 662 491 462 848 178 377 422 85 90 254 1342 1251 975 700 452 318 887 205 183 153
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=25 25 5 0 25 26 21 24 9 22 24 27 15 22 21 21 26 26 27 11 17 27 0 27 24 26 5 27 5 17
split_gain=16.8218 9.4362 6.71794 5.542 4.94877 5.59725 4.80347 3.47868 2.81651 2.81348 2.73015 4.5679 3.86723 3.05209 2.93349 3.3787 2.93361 2.71819 2.46145 2.33775 2.25717 2.25165 3.45777 3.25073 2.35084 2.47446 2.29149 2.20955 2.58759 2.11428
threshold=1.2115000000000002 0.59250000000000014 0.88150000000000006 1.7125000000000001 0.96550000000000014 0.76750000000000018 1.0775000000000003 0.6665000000000002 1.0875000000000001 1.0735000000000003 1.3295000000000001 0.97750000000000015 -1.4964999999999999 1.0885000000000002 0.57350000000000001 1.0925000000000002 1.0065000000000002 0.88650000000000018 0.90450000000000019 -0.94399999999999984 1.6115000000000002 0.83850000000000013 0.9425 0.81650000000000011 0.94450000000000001 0.55900000000000016 1.5755000000000001 1.2915000000000003 2.0505000000000004 0.70250000000000001
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 21 4 27 5 9 8 -5 18 -3 11 12 -2 14 -14 29 -17 -6 20 -12 -7 22 23 -1 25 -24 -23 -4 -29 -16
right_child=10 2 3 7 17 6 -8 -9 -10 -11 19 -13 13 -15 15 16 -18 -19 -20 -21 -22 26 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0058302695194228753 0.014424788157145183 -0.0054052928315220976 0.0069068717286109166 0.015657129697501659 -0.0093769997455082944 0.0048074277299853226 -0.003485103377274105 -0.0045105041441868762 0.011351888154338047 0.010036312946767519 0.007355739265235502 -0.0099194004400960933 0.0069575060068107243 0.0070047044367701917 -0.015486587682268122 0.01650036470248149 -0.0089707602560520176 -0.0010747504060285805 -0.001263729938955018 -0.0033770508814656565 0.017314313963437692 -0.0071996812589132965 0.01667651968697707 0.012270529016300484 0.015345899931022101 -0.00026268532394238238 0.0057562747676121566 -0.0023792632042415559 0.015533906842271487 -0.0063489327780329261
leaf_weight=305 30 278 1258 24 154 481 182 196 164 33 67 469 41 54 91 26 20 274 165 209 39 335 24 27 35 212 38 126 24 208
leaf_count=305 30 278 1258 24 154 481 182 196 164 33 67 469 41 54 91 26 20 274 165 209 39 335 24 27 35 212 38 126 24 208
internal_value=0 0.00150701 0.00275165 0.00506977 0.000619505 0.00211257 0.00388607 -0.0023104 0.00546623 -0.00376679 -0.00514335 -0.00642834 -0.0029447 -0.00412898 -0.00568654 -0.00718917 0.00542596 -0.00406201 0.0040571 -0.000771627 0.00574544 -0.00282626 -0.000937437 -0.00435822 0.00325333 0.00145995 -0.00587977 0.00622292 0.000486844 -0.00912996
internal_weight=0 4374 3398 1628 1770 1342 1031 220 849 311 1215 939 470 440 386 345 46 428 685 276 520 976 603 332 271 236 373 1408 150 299
internal_count=5589 4374 3398 1628 1770 1342 1031 220 849 311 1215 939 470 440 386 345 46 428 685 276 520 976 603 332 271 236 373 1408 150 299
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=25 25 25 26 27 26 14 24 25 13 6 17 3 24 25 17 1 11 19 27 9 3 15 9 21 22 22 9 7 18
split_gain=15.1817 8.51662 6.13383 6.65751 4.57103 3.8888 3.15308 3.0697 3.23014 3.23583 3.01893 2.92514 2.59262 3.82404 3.58534 2.77984 2.59228 2.51378 2.63899 2.65564 2.4764 4.05024 2.36308 2.27725 2.18452 2.38167 2.15707 3.00743 2.25511 2.13566
threshold=1.2115000000000002 0.67850000000000021 0.96550000000000014 0.72850000000000004 1.2475000000000003 0.88850000000000018 0.41050000000000003 0.75750000000000017 0.5375000000000002 0.83250000000000013 -0.59649999999999992 1.1435000000000002 1.8335000000000001 1.3295000000000001 1.9785000000000001 1.5035000000000001 0.98550000000000015 -0.54649999999999987 -0.42199999999999993 0.99950000000000017 1.0555000000000001 1.7030000000000001 -1.1894999999999998 1.5875000000000001 1.2440000000000004 1.0085000000000002 0.96950000000000014 0.8155 0.42350000000000004 0.070500000000000021
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 22 24 -4 10 8 11 -10 -7 -1 13 14 17 16 -15 -2 -19 -20 -6 -22 -3 -21 25 -5 27 -12 -29 -9
right_child=12 2 5 4 20 6 -8 29 9 -11 26 -13 -14 15 -16 -17 -18 18 19 23 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0038002994991299037 -0.0083816587743235811 0.0097432324290275575 -0.0061289540581081223 0.0053909269846703477 -0.0081119568302081193 -0.0020735876272908217 -0.0030731363952159886 -0.0061570656819399019 0.00064385341535700433 0.014105437546968462 0.010806109125797566 0.0089244359345347791 -0.012395803949662618 -0.0042912069495235168 -0.012868141848593952 0.011317520083061286 0.012629693415429858 -0.006641655683517456 0.0044668263116398373 -0.0087133715277189737 0.010277350057685188 -0.014237277404121732 -0.006765903130265101 0.0095530576649166289 0.0010440884080405036 0.0096533685591835821 0.011323793285281946 -0.010979993123075238 0.0053637586725063819 -0.0011620862593113537
leaf_weight=276 246 25 230 1067 91 139 250 430 101 80 65 54 105 140 144 56 27 200 185 91 63 23 163 21 192 473 141 46 39 426
leaf_count=276 246 25 230 1067 91 139 250 430 101 80 65 54 105 140 144 56 27 200 185 91 63 23 163 21 192 473 141 46 39 426
internal_value=0 0.00143166 0.00291925 0.00440686 0.00529097 -0.000508806 0.00139213 -0.00184059 0.00122603 0.00659372 0.00398821 -0.00171807 -0.00488619 -0.00417582 -0.00564732 0.00167719 -0.00155549 -0.00424786 -0.00220175 0.000788082 -0.00236256 0.00372111 -0.00457054 -0.00528842 0.00607311 0.00670011 0.00688371 0.00271003 -0.0034811 -0.00367125
internal_weight=0 4374 3007 2097 1909 910 680 1367 511 181 430 330 1215 1110 887 223 167 743 497 297 177 86 188 112 1732 1540 291 150 85 856
internal_count=5589 4374 3007 2097 1909 910 680 1367 511 181 430 330 1215 1110 887 223 167 743 497 297 177 86 188 112 1732 1540 291 150 85 856
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 25 27 5 23 27 21 1 27 5 24 15 26 5 26 25 3 17 24 21 21 22 26 27 25 26
split_gain=13.7015 7.8948 8.46529 4.8145 7.5348 2.99451 2.87555 3.03655 2.91725 2.69746 2.67406 2.66615 2.41196 4.45468 3.26931 2.63936 2.36986 2.82906 2.35175 2.35058 2.31409 2.36421 2.30364 2.76823 2.44599 2.65145 2.59791 2.24941 2.20253 2.19422
threshold=1.2115000000000002 0.81150000000000022 0.85950000000000004 1.0375000000000003 1.1585000000000003 1.1785000000000003 0.73350000000000015 0.70050000000000001 1.2485000000000002 1.4855000000000003 0.40200000000000008 1.8530000000000004 1.0515000000000001 1.4930000000000001 1.3545000000000003 -1.5714999999999997 0.85650000000000015 0.61250000000000016 0.72850000000000004 0.88950000000000007 1.8335000000000001 1.6985000000000003 1.2485000000000002 0.57350000000000001 1.0925000000000002 1.0885000000000002 1.0165000000000002 1.1385000000000003 0.93050000000000022 0.98550000000000015
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 29 10 7 18 19 -6 -3 27 13 15 -14 -2 28 -18 -1 -8 21 -16 23 -17 25 -25 -26 -5 -12 -4
right_child=12 2 3 11 9 -7 8 -9 -10 -11 16 -13 14 -15 20 22 17 -19 -20 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.0052897706192422227 0.01334186927838759 -0.0071717719773988471 -0.0098563499471475916 0.0061204440023872883 0.0034905652669460878 -0.01212542069994885 -0.0049864918730842568 0.0032587452048666019 0.0083652150389310481 -0.014833907995905197 0.0049482277765565998 -0.013810623369433665 -0.0097504011372725186 0.012845928966999055 -0.0020738213555887342 0.0063240263528294045 0.0016907192186101693 0.0091420899384138232 0.003063264836011262 -0.016946930729824564 -0.011453553760538297 0.013120916904881597 0.0042494446255158689 -0.0097712397752773208 0.012050586803392931 0.0040016737885964224 -0.0066002244173094292 0.00070770849215697103 -0.0049780397527459741 -0.0032742192702633999
leaf_weight=308 22 37 215 455 460 23 384 356 37 21 294 22 375 44 128 45 154 737 116 46 49 32 69 336 33 39 43 332 69 308
leaf_count=308 22 37 215 455 460 23 384 356 37 21 294 22 375 44 128 45 154 737 116 46 49 32 69 336 33 39 43 332 69 308
internal_value=0 0.00136008 0.00270152 0.000486763 -0.00182612 0.00575734 -0.00200373 -0.000145894 -0.00510676 0.00269054 0.00607593 0.00335714 -0.00464188 -0.0024987 -0.00695754 -0.00364889 0.00646681 0.0078542 -0.00300451 -0.00626598 -0.00194643 0.000965126 -0.00431048 -0.00550127 -0.00668118 -0.00833886 0.00149815 0.00383705 0.00306142 -0.00598007
internal_weight=0 4374 3127 1813 1004 1314 1247 780 467 481 1291 809 1215 631 584 587 1254 891 424 430 209 160 565 496 451 375 76 787 363 523
internal_count=5589 4374 3127 1813 1004 1314 1247 780 467 481 1291 809 1215 631 584 587 1254 891 424 430 209 160 565 496 451 375 76 787 363 523
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
26=92
28=65
25=60
6=59
27=59
23=53
4=37
10=31
22=26
1=20
14=17
18=15
11=9
24=9
15=7
16=7
2=6
5=5
20=5
7=4
3=3
12=3
19=3
8=2
9=1
13=1
17=1

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2,l1]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 20]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 3]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[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: 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: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 0]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[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]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]