tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=27
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27
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=2739 2855 2854 2849 2859 2853 2857 2882 2861 2866

Tree=0
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 26 5 22 25 9 24 22 27 5 13 3 22 3 22 14 27 0 24 17 26 21 21 24 24 27
split_gain=82.9831 56.3449 33.0936 32.2834 15.7807 12.1197 11.9792 11.3669 8.97397 8.78237 7.57123 16.0588 7.45756 8.1416 6.11304 5.87846 4.5766 4.561 4.45886 4.23333 4.15664 4.01742 3.78542 6.19282 4.31665 3.71421 3.68806 3.64788 3.54284 3.52461
threshold=1.0675000000000001 0.6695000000000001 0.77650000000000008 0.90450000000000019 1.5585000000000002 0.86550000000000005 0.82050000000000012 1.0265000000000002 0.89550000000000007 1.1375000000000002 1.0265000000000002 0.99050000000000005 1.0475000000000001 0.89650000000000019 1.3005000000000002 1.6895000000000002 0.7985000000000001 1.8335000000000001 1.0605000000000002 1.2275000000000003 0.83850000000000013 1.0045000000000002 1.2565000000000002 1.4605000000000004 1.0005000000000002 0.86150000000000004 0.58250000000000013 1.2685000000000002 0.82250000000000012 0.79950000000000021
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 5 7 8 19 12 29 14 11 21 13 -2 16 -12 -1 22 -18 -3 -11 -5 24 -24 -6 -16 -15 -28 -13 -4
right_child=4 2 3 10 17 -7 -8 -9 -10 20 15 28 -14 26 25 -17 18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.52777142827851431 0.50789565188099872 0.50520825138320746 0.55971122760961789 0.51963189339479332 0.52522905539715836 0.56437214770297472 0.54377142827851421 0.53387471466349079 0.52687322468569986 0.55082107366858524 0.5477196148070117 0.55564753447320459 0.49707835897158359 0.55731688282396885 0.51498073060409566 0.52584835135543739 0.51005164805873404 0.47777142827851427 0.52701000695871736 0.54166031716740315 0.52713040263748867 0.49001632623769792 0.50634285684994285 0.54715918338055514 0.49634285684994284 0.55040300722588265 0.5195983513554373 0.54642814469642476 0.53248840941058972 0.53630801364436798
leaf_weight=306 322 277 299 86 59 1112 150 426 167 141 579 113 202 44 43 156 728 69 197 36 156 98 154 49 420 95 208 67 159 82
leaf_count=306 322 277 299 86 59 1112 150 426 167 141 579 113 202 44 43 156 728 69 197 36 156 98 154 49 420 95 208 67 159 82
internal_value=0.530857 0.537792 0.545333 0.54936 0.513762 0.558374 0.520536 0.520561 0.546202 0.522789 0.536797 0.526675 0.513833 0.519113 0.519408 0.543078 0.51717 0.502272 0.513663 0.509401 0.538377 0.503858 0.504751 0.516195 0.499901 0.539366 0.530436 0.526135 0.54211 0.554674
internal_weight=7000 4980 3314 2851 2020 1660 463 1269 548 1666 1191 456 843 641 1369 735 1231 751 925 313 297 184 682 203 479 138 319 275 272 381
internal_count=7000 4980 3314 2851 2020 1660 463 1269 548 1666 1191 456 843 641 1369 735 1231 751 925 313 297 184 682 203 479 138 319 275 272 381
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=25 26 27 5 22 24 25 5 25 27 24 24 21 25 21 3 26 25 27 25 25 22 22 21 25 26 22 26 17 25
split_gain=68.3506 38.2722 43.5496 13.926 13.0314 21.2046 9.71712 9.27683 8.83566 7.4825 9.1016 5.5468 5.50122 4.90094 4.27013 4.25319 4.13863 4.36166 5.08409 4.12002 4.39795 3.77535 3.7633 3.74192 3.71082 3.64729 3.60291 3.5969 3.56449 3.46081
threshold=1.2450000000000003 0.81150000000000022 0.90450000000000019 0.88150000000000006 1.0485000000000002 1.0795000000000001 0.98450000000000004 1.3505000000000003 0.6695000000000001 0.89550000000000007 1.2485000000000002 0.73550000000000015 1.0625000000000002 0.64950000000000008 1.0925000000000002 1.8135000000000001 0.77250000000000008 0.96550000000000014 0.83850000000000013 0.6905 1.0115000000000001 1.0705000000000002 1.0445000000000002 0.61150000000000004 0.62350000000000005 0.86950000000000005 0.73150000000000015 0.95650000000000002 0.61750000000000005 0.98950000000000016
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 6 5 -4 8 11 -3 14 22 21 25 -6 23 -12 -13 18 -18 -5 -21 26 -11 -2 -7 -10 28 -8 -1 -26
right_child=9 2 4 19 13 24 27 -9 12 10 15 16 -14 -15 -16 -17 17 -19 -20 20 -22 -23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.010813828309377035 0.011959047641670495 -0.00060343307118083164 -0.025815504875527806 0.015161083768243376 -0.0077379326089735958 -0.013027818824933923 -0.014732280219754866 0.021238628834486007 0.014641243664874244 -0.03692028279367246 -0.0073314345444589401 -0.020664908696598094 -0.0030137349222157453 0.011898968590386529 0.022252473443053492 -0.034804079418673237 0.0089310602741952266 -0.037672166994639808 -0.028452142058534826 0.035336854357755819 0.016701708876403275 0.013275201068268168 -0.021016059577207029 -0.016274802218702502 0.013052204323757022 0.031343333783589694 -0.010136969506862962 0.013447040878236295 0.031402843528323704 -0.0038151830898047732
leaf_weight=36 57 215 415 184 155 115 155 100 194 418 329 554 74 706 43 68 161 35 47 655 157 111 231 266 329 401 487 64 45 193
leaf_count=36 57 215 415 184 155 115 155 100 194 418 329 554 74 706 43 68 161 35 47 655 157 111 231 266 329 401 487 64 45 193
internal_value=-1.57527e-11 0.00496719 0.0101541 0.0201005 -0.000759277 -0.00822603 0.0123603 -0.00823712 0.017032 -0.0196577 -0.0239638 -0.0102341 0.0226996 0.00836387 -0.0073513 -0.0120371 -0.0158924 -0.00501183 0.000483894 0.0286721 0.0317338 -0.00359253 -0.0312595 -0.0112924 0.00323335 0.0258976 -0.00688886 -0.00649723 0.0126399 0.00681579
internal_weight=7000 5588 4012 2099 1913 1052 1103 1576 884 1412 1046 1476 669 861 366 397 797 243 208 996 812 679 649 323 637 595 568 219 81 522
internal_count=7000 5588 4012 2099 1913 1052 1103 1576 884 1412 1046 1476 669 861 366 397 797 243 208 996 812 679 649 323 637 595 568 219 81 522
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=0
split_feature=25 25 25 26 27 5 5 0 5 3 27 27 24 13 26 27 24 26 27 25 24 3 5 27 22 19 24 9 17 22
split_gain=55.4813 30.5616 20.8785 24.7206 20.1223 11.097 6.70827 6.03853 6.65386 6.75457 5.81732 5.81396 7.09449 5.70314 5.61079 7.39179 5.36382 4.63165 4.44342 3.87623 3.72481 3.31642 3.27914 3.92721 3.05453 4.06276 3.07586 3.05302 3.02922 3.01139
threshold=1.2815000000000001 0.59250000000000014 0.98450000000000004 0.77650000000000008 0.90450000000000019 0.80150000000000021 1.1815000000000002 1.6975000000000002 0.81250000000000011 2.0310000000000001 0.95050000000000001 0.89550000000000007 1.2485000000000002 0.9405 0.87350000000000005 0.80850000000000011 0.96550000000000014 0.88850000000000018 0.90650000000000019 0.78850000000000009 0.94450000000000001 1.8135000000000001 1.3505000000000003 0.91350000000000009 0.94650000000000001 -1.0214999999999999 0.84050000000000014 1.0065000000000002 1.5035000000000001 1.0735000000000003
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 13 3 5 14 29 17 8 -6 -10 -8 24 -13 27 15 -5 -12 28 -19 -16 -9 -14 23 -15 -2 -26 -27 -1 -4 -3
right_child=11 2 6 4 7 -7 10 20 9 -11 16 12 21 22 19 -17 -18 18 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.017241673725622672 -0.01653984537938746 -0.019728942762112477 -0.022588027227078384 0.021657219686620155 -0.0030142322324571156 0.01279574264498318 0.027735505246483119 -0.033886385076450858 0.018579409503365969 -0.015073797951883345 -0.032061854697937188 -0.028940860825175187 -0.0072051527224169677 0.0037984847746513509 0.018502400946375487 -0.0042057710125091227 0.0087603149935603138 0.0079019355225263786 -0.0094312235405764628 0.032218272482926871 -0.0015673433695364437 -0.032041735190611619 0.01963765062391758 -0.019628928197878544 -0.029099059384316207 -0.0051857851800464448 0.025592710589295006 -0.0023175039783466691 0.0097840894352306026 0.014975866013103063
leaf_weight=675 164 338 233 511 315 187 113 53 543 67 43 614 311 216 296 141 128 239 388 678 109 65 72 107 32 63 67 172 33 27
leaf_count=675 164 338 233 511 315 187 113 53 543 67 43 614 311 216 296 141 128 239 388 678 109 65 72 107 32 63 67 172 33 27
internal_value=-1.19209e-10 0.00428376 0.00816109 0.0122774 0.0162023 -0.0070131 -0.00325753 0.00566916 0.00878832 0.0148831 0.0101295 -0.0185022 -0.0223164 -0.00958346 0.0232439 0.0160641 -0.00150491 -0.00751499 -0.00282417 0.02805 -0.0121409 -0.0114987 0.000339464 -0.0039623 -0.00691932 0.00281998 0.010677 -0.014211 -0.0185719 -0.0171617
internal_weight=7000 5684 4442 3265 2713 552 1177 1087 925 610 284 1316 990 1242 1626 652 171 893 627 974 162 376 395 323 326 162 130 847 266 365
internal_count=7000 5684 4442 3265 2713 552 1177 1087 925 610 284 1316 990 1242 1626 652 171 893 627 974 162 376 395 323 326 162 130 847 266 365
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 5 22 5 9 27 27 5 5 0 25 22 26 5 3 0 5 1 27 21 26 24 0 13 3 24
split_gain=45.2958 31.9978 21.1876 17.1225 9.42264 9.01688 8.11165 6.369 5.59142 4.97592 4.96023 5.23423 4.9514 4.94761 4.5428 4.15121 3.80481 3.64914 3.54058 3.96931 4.52405 3.93467 3.92701 3.39238 3.20579 3.24327 3.05953 3.13531 3.01135 2.88944
threshold=1.0675000000000001 0.62350000000000005 0.77650000000000008 0.90450000000000019 1.5585000000000002 0.82050000000000012 1.0265000000000002 0.88150000000000006 1.3175000000000001 1.0285000000000002 0.85250000000000015 1.0445000000000002 0.89650000000000019 1.5795000000000001 0.96550000000000014 1.1175000000000004 0.88650000000000018 1.5755000000000001 2.0310000000000001 1.2285000000000001 0.81250000000000011 0.52750000000000019 0.92450000000000021 1.0625000000000002 0.72850000000000004 0.74250000000000005 0.90350000000000008 1.0275000000000001 1.8335000000000001 1.3025000000000002
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 5 7 6 -3 9 14 18 12 11 13 -2 24 23 17 -16 -12 19 20 22 -21 -5 -4 -1 -26 27 -27 -6 -11
right_child=4 2 3 8 28 -7 -8 -9 -10 29 15 -13 -14 -15 16 -17 -18 -19 -20 21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.015767460235819653 -0.017338013762881042 -0.016813003776534909 0.01924712760321921 -0.036345720291137695 -0.019494432674125494 0.01109950863534496 0.0038705635938286222 0.026080316906938183 0.016737686511543063 -0.036072262184273812 -0.024456792663444173 0.013072982856205532 0.00049250312993441591 0.015547601518959836 -0.020323995489340566 -0.0010524895787239075 0.013275109401771002 0.010911773983389141 -0.017674514138570397 0.0011543008070143443 0.014501360752245727 -0.024249830014175841 0.0017145640320248075 -0.0010544050444838821 0.017580252307564465 -0.027048892208508087 0.0071505741204744514 0.011217192666871208 -0.041416617839232735 -0.012963748443871737
leaf_weight=379 314 372 716 31 682 168 426 832 288 124 330 161 309 87 65 140 70 32 93 189 361 90 216 93 67 91 81 28 69 96
leaf_count=379 314 372 716 31 682 168 426 832 288 124 330 161 309 87 65 140 70 32 93 189 361 90 216 93 67 91 81 28 69 96
internal_value=1.00902e-10 0.0051232 0.0101259 0.0133643 -0.0126305 -0.00812911 -0.00737634 0.0197015 0.00448819 -0.0130598 -0.0077204 -0.00325366 -0.00849431 -0.00683973 0.0140795 -0.0156751 -0.00290224 -0.0213303 0.000888335 0.00283461 0.00736615 -0.00704058 -0.00306223 0.0169133 -0.00985474 -0.00146178 -0.00784086 -0.0180451 -0.0215086 -0.0259885
internal_weight=7000 4980 3584 3044 2020 540 1269 1776 1268 843 1396 894 623 733 944 502 135 362 980 887 608 279 247 809 646 267 200 119 751 220
internal_count=7000 4980 3584 3044 2020 540 1269 1776 1268 843 1396 894 623 733 944 502 135 362 980 887 608 279 247 809 646 267 200 119 751 220
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 5 25 5 25 24 25 22 27 22 13 25 25 1 4 25 26 27 26 27 25 24 24 9 9 23
split_gain=37.1179 21.4419 24.4448 9.47912 16.324 9.00325 6.56831 5.83264 4.8569 4.47775 4.42066 3.7944 3.63937 3.59289 3.42408 3.40345 3.12512 2.98604 2.9029 2.90051 2.86764 6.11468 2.82871 3.6932 3.43701 2.67669 2.49377 2.4819 3.62619 4.40293
threshold=1.2815000000000001 0.81150000000000022 0.90450000000000019 1.0485000000000002 1.0185000000000002 0.88150000000000006 1.0975000000000004 1.3505000000000003 0.51650000000000007 0.71850000000000003 1.8325000000000002 1.0445000000000002 0.97050000000000003 0.75250000000000006 1.3685000000000003 0.46200000000000008 0.62350000000000005 1.8120000000000001 1.5885000000000002 0.96950000000000014 0.89450000000000018 0.82250000000000012 0.73350000000000015 0.84850000000000014 0.94550000000000012 2.1485000000000007 0.73250000000000004 1.0555000000000001 0.76650000000000007 0.99750000000000016
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 5 4 26 6 8 9 -3 -1 11 12 -2 -14 22 -5 -6 18 25 -18 21 -10 -11 24 -24 27 -4 28 -17 -30
right_child=10 2 3 15 16 -7 -8 -9 20 14 -12 -13 13 -15 -16 17 19 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0014119416572530351 -0.0090209108491183659 -0.011386833451260096 -0.0071229214055670634 -0.015031107389009916 -0.012090351581573486 0.021547841342298066 -0.013667598191429587 0.016993693500757218 0.013273930660000556 -0.020432461809742359 -0.023658504401548552 -0.0015561695730983152 0.0099921687885567 -0.028533677794994453 0.010902854132241216 0.017023284750038319 0.011099207339187463 -0.02759608721191233 -0.015516983353814415 -0.0031917593949209386 0.019046959460579924 -0.016410031914711 0.00056633512813148779 -0.028752772013346358 -0.024480081524919064 -0.023167136582461272 -0.027827031276013593 0.018307936983449121 -0.012230561198072231 0.020112693657477698
leaf_weight=613 358 87 72 65 130 1016 119 100 378 387 416 281 27 234 58 178 336 22 43 246 448 85 282 75 68 22 303 350 141 60
leaf_count=613 358 87 72 65 130 1016 119 100 378 387 416 281 27 234 58 178 336 22 43 246 448 85 282 75 68 22 303 350 141 60
internal_value=9.57932e-11 0.00350384 0.00731976 -0.000717934 -0.00696598 0.0147357 0.00853951 -0.0063819 0.0111875 -0.00795814 -0.0151336 -0.0111932 -0.015568 -0.0245482 -0.0125706 0.00699107 0.00192755 0.00874529 0.00975223 0.0050587 0.0133433 0.00782439 -0.0142472 -0.00861505 -0.00429983 0.0111991 -0.0238518 0.0122362 0.00662902 -0.00257586
internal_weight=7000 5684 4101 1968 1087 2133 1117 1583 998 1483 1316 900 619 261 870 881 712 816 794 582 911 463 812 425 350 751 375 729 379 201
internal_count=7000 5684 4101 1968 1087 2133 1117 1583 998 1483 1316 900 619 261 870 881 712 816 794 582 911 463 812 425 350 751 375 729 379 201
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 22 5 26 25 5 22 0 27 21 9 27 26 27 13 24 24 24 3 4 15 14 1 1 24 17
split_gain=30.3772 22.6334 11.9858 11.3047 6.28071 6.01026 5.63473 5.57195 5.95671 5.01922 4.91251 4.88335 4.58249 3.84477 3.68847 3.09486 4.48361 2.97664 2.8418 2.9077 2.79841 4.42828 2.75107 3.31852 2.93773 2.69241 2.6661 3.7982 2.83553 5.0821
threshold=1.0675000000000001 0.6695000000000001 0.77650000000000008 0.90450000000000019 1.8325000000000002 1.0375000000000003 0.85650000000000015 0.85850000000000015 0.83950000000000002 1.3365000000000002 0.77950000000000019 1.3185000000000002 1.0405000000000002 0.62050000000000016 1.5710000000000004 0.84050000000000014 0.79050000000000009 0.98750000000000016 1.3735000000000002 0.68650000000000022 0.71050000000000002 0.97750000000000015 1.6895000000000002 1.2695000000000001 0.8135 1.2275000000000003 0.89550000000000007 0.65900000000000014 0.74250000000000005 0.60550000000000004
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 7 5 10 25 8 -4 15 -2 -10 13 -12 22 16 26 -11 19 -18 -15 -22 23 -5 -25 -3 27 28 29 -1
right_child=4 2 3 14 -6 -7 -8 -9 11 17 12 -13 -14 20 -16 -17 18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.020559660336944494 0.0041366752349969119 -0.016021092759596334 0.017681488969109274 0.0069224336551213629 -0.02129265396640851 0.0013218044090637091 0.011899083387106657 0.020514680852287824 0.0028333226728705723 0.020768255952301376 0.014817905904991286 -0.035054852139382135 -0.026090675060238155 0.0068846375653238007 0.019090394675731662 -0.013413372754149267 0.031494823910973295 -0.0044525914075897967 0.041837984323501588 -0.00016393219431241356 -0.0228176906995185 -0.0046129062771797184 -0.0083187313590730935 -0.019882075691765005 0.020973302830349316 0.011931010698660828 -0.022088735639038733 0.025888152834441926 -0.016092527045735293 0.0085217873470203303
leaf_weight=89 165 296 275 729 416 521 128 1164 179 109 56 42 252 66 142 529 33 82 21 240 308 236 210 88 22 39 118 36 224 185
leaf_count=89 165 296 275 729 416 521 128 1164 179 109 56 42 252 66 142 529 33 82 21 240 308 236 210 88 22 39 118 36 224 185
internal_value=-5.83274e-11 0.00419552 0.00897545 0.011399 -0.0103434 -0.00750371 -0.00594784 0.0167327 0.0078574 -0.0053127 -0.0117494 -0.00436714 -0.0146047 -0.0102587 0.00396486 -0.00728786 -0.00386249 0.00994046 0.00638974 0.00366295 -0.0125608 -0.01492 0.00191736 0.00447943 -0.011711 -0.012767 -0.00848543 -0.00547946 -0.007747 -0.000924376
internal_weight=7000 4980 3314 2851 2020 1604 463 1660 496 1666 1083 221 918 666 1191 1475 946 191 294 273 610 544 1049 839 110 335 652 534 498 274
internal_count=7000 4980 3314 2851 2020 1604 463 1660 496 1666 1083 221 918 666 1191 1475 946 191 294 273 610 544 1049 839 110 335 652 534 498 274
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=31
num_cat=0
split_feature=25 25 5 27 25 26 0 27 13 3 24 27 25 9 3 22 23 5 17 10 21 25 5 25 0 27 24 27 24 26
split_gain=24.9983 15.3249 12.2011 10.1943 7.42862 9.57816 6.30022 5.17986 3.82997 3.52871 3.71497 4.87456 3.51224 3.48174 3.47946 3.36642 3.35627 3.2131 3.13782 3.06152 2.98965 2.92295 2.97554 2.67492 2.53914 2.9364 3.02191 2.77243 2.41912 2.40821
threshold=1.2450000000000003 0.59250000000000014 0.88150000000000006 1.0105000000000002 0.96550000000000014 0.76750000000000018 1.7460000000000002 0.82250000000000012 0.9405 1.8535000000000001 1.3235000000000003 0.89550000000000007 0.86750000000000005 1.0415000000000003 2.0310000000000001 1.0735000000000003 1.1595000000000002 1.7625000000000002 1.5415000000000003 1.1305000000000003 1.0925000000000002 0.98450000000000004 1.1815000000000002 1.5585000000000002 0.90750000000000008 0.95650000000000002 0.97150000000000014 0.69950000000000012 1.3025000000000002 0.88850000000000018
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 21 5 15 14 -7 24 10 11 19 16 -6 17 -3 -9 -5 23 20 -2 -4 -23 -12 -1 26 27 -26 -15 -14
right_child=9 2 3 6 13 7 -8 12 -10 -11 18 -13 29 28 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016223666108147652 -0.0047215833692814653 -0.012883073608310237 0.018492534156286999 0.0051932603721354413 -0.013442038798874076 0.015045774735585608 -0.019938672775939359 -0.0068320722753468233 0.001339518986170805 -0.028756693972830191 0.0064871597169625641 -0.018413055331611927 -0.019005638490552489 -0.0022224828740146671 -0.014455170551935832 0.018852387247858822 0.017186287779738938 0.028020544615510391 0.019527557732597477 -0.035620125276701796 0.024447922185063364 0.00053138534228007006 0.019827886699706088 -0.015402832627296449 0.0073636585203084087 -0.021705261934762715 0.020342927466739311 -0.012704085250911507 0.029909393489360808 0.014966109487745497
leaf_weight=411 289 346 1102 397 440 594 118 371 395 114 99 652 23 107 75 37 69 73 62 28 40 210 129 128 110 87 55 184 30 225
leaf_count=411 289 346 1102 397 440 594 118 371 395 114 99 652 23 107 75 37 69 73 62 28 40 210 129 128 110 87 55 184 30 225
internal_value=8.81297e-11 0.00300397 0.00580351 0.011273 0.000670635 0.00405921 0.00101105 0.00820483 -0.00679216 -0.0118882 -0.0104067 -0.0132699 0.00229855 -0.00910749 0.00554695 -0.00981725 -0.00306556 0.00873877 -0.000410468 -0.00387671 -0.00117514 0.0159946 0.0078743 -0.0058561 -0.0105844 -0.00526845 -0.00117103 -0.00519575 0.00481369 0.0118155
internal_weight=7000 5588 4346 2104 2242 1665 663 1282 1242 1412 1298 1009 688 577 545 383 440 470 289 357 329 1441 339 227 847 436 349 294 137 248
internal_count=7000 5588 4346 2104 2242 1665 663 1282 1242 1412 1298 1009 688 577 545 383 440 470 289 357 329 1441 339 227 847 436 349 294 137 248
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 5 27 5 22 25 27 9 26 26 25 22 22 18 3 4 1 24 6 22 26 21 9 0 26 3
split_gain=20.2724 12.6893 14.4078 6.71028 12.0868 5.65726 4.02204 5.17386 3.34948 3.87018 3.42288 3.31489 3.25992 3.06131 2.9249 3.18172 2.7672 2.67157 3.07646 2.66162 2.59249 2.57478 2.36205 2.33198 2.94695 3.38543 2.90533 2.20084 2.18759 2.33579
threshold=1.2815000000000001 0.81150000000000022 0.90650000000000019 1.0445000000000002 1.0795000000000001 0.88150000000000006 0.72450000000000003 0.70050000000000001 1.0605000000000002 1.1275000000000002 0.83850000000000013 0.87450000000000017 0.72850000000000004 0.90150000000000008 2.1950000000000007 1.0445000000000002 0.76250000000000007 -0.030499999999999996 0.26150000000000007 -0.20899999999999996 1.8120000000000001 0.63550000000000006 -1.1964999999999997 0.77950000000000019 0.99350000000000016 1.0925000000000002 0.81850000000000012 1.3375000000000001 0.86550000000000005 1.4595000000000002
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 27 8 7 12 9 10 28 22 21 -12 15 23 -6 18 -8 -19 -5 -1 -9 -2 25 26 -25 -4 29 -3
right_child=14 2 3 20 16 -7 17 11 -10 -11 13 -13 -14 -15 -16 -17 -18 19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0013183183891257062 0.0025553613554599678 0.005826924528394427 -0.014365643992715952 0.0066175134338248356 0.01722075246550419 0.016538779098813128 0.019689923666772389 -0.031177939474582674 0.017840943045732454 -0.019434784552944243 -0.021336083859205247 0.018043269536324912 0.0063436453541119891 0.0031912453569375079 -0.022521797498476874 -0.0016013183266572332 -0.00034434500736640395 0.0048651646029564642 -0.019860349355205413 -0.013438017273241757 -0.026703365519642832 -0.017685822583042559 0.0029572641664697219 -0.029543243596951169 -0.018973393506202543 0.03373315703301203 -9.8090236251418661e-05 -0.029991058753086969 0.014452340011809199 -0.023782857656478883
leaf_weight=97 86 238 294 862 108 1025 21 22 205 67 76 168 120 154 194 368 529 155 310 163 24 269 258 48 488 21 111 130 359 30
leaf_count=97 86 238 294 862 108 1025 21 22 205 67 76 168 120 154 194 368 529 155 310 163 24 269 258 48 488 21 111 130 359 30
internal_value=-1.2815e-10 0.00258943 0.00552497 -0.000709419 -0.00607413 0.0111602 -0.00501551 -0.000813751 0.00627713 0.00371157 0.00552115 0.00693823 -0.00795961 -0.00491344 -0.0111841 -0.0092238 0.00263372 -0.0110624 -0.0173511 -0.00451666 0.00571492 -0.0126492 0.000275212 -0.0129441 -0.0149395 -0.00400315 -0.00898719 -0.0191565 0.00934882 0.0025124
internal_weight=7000 5684 4101 1947 1061 2154 1583 934 1129 924 857 448 486 230 1316 1122 637 649 331 318 886 366 280 754 668 180 159 424 627 268
internal_count=7000 5684 4101 1947 1061 2154 1583 934 1129 924 857 448 486 230 1316 1122 637 649 331 318 886 366 280 754 668 180 159 424 627 268
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=31
num_cat=0
split_feature=25 25 26 27 22 27 9 26 27 5 3 25 4 24 22 5 21 13 25 14 22 6 24 22 15 23 5 11 11 18
split_gain=17.1517 14.2684 7.59623 7.11291 4.16987 4.53066 3.92436 3.85693 4.91472 3.61419 3.10842 3.07332 3.04127 3.01705 3.23013 3.00619 2.94524 2.95484 2.85461 2.80362 2.60309 2.4853 2.48268 2.36651 2.35432 2.38818 3.18423 2.32187 2.30806 2.29658
threshold=1.0565000000000002 0.67850000000000021 0.77650000000000008 1.0105000000000002 1.0355000000000001 1.0835000000000001 1.0415000000000003 0.87150000000000005 0.7965000000000001 0.82050000000000012 1.6740000000000002 1.9785000000000001 -0.15549999999999997 1.1185000000000003 0.87650000000000017 1.2445000000000002 0.82450000000000012 1.3085000000000002 0.94850000000000001 1.2275000000000003 0.74450000000000005 -0.54649999999999987 1.5945000000000003 0.81650000000000011 0.59650000000000014 0.99150000000000016 0.9425 -0.5724999999999999 0.7350000000000001 -0.31649999999999995
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 9 7 5 13 16 8 18 19 15 -6 -10 27 28 -5 -1 23 -4 -3 -7 -11 -22 -18 25 -25 -27 -2 -15 -28
right_child=4 2 3 10 11 20 -8 -9 12 21 -12 -13 -14 14 -16 -17 17 -19 -20 -21 22 -23 -24 24 -26 26 29 -29 -30 -31
leaf_value=-0.013586173678495492 -0.01840956678390503 -0.014710528285879838 0.014945652360717458 -0.00087894177750537275 0.0015655191009000423 0.0085593588393310018 0.0043331789855773637 0.014996237551252858 -0.020029908719688957 -0.014181634381010728 -0.011515681954418742 -0.015202880995487101 0.0055200015618042516 0.02505174622143785 -0.0087477889500166255 0.014868979239731692 0.0053854803554713726 0.013569216675810762 -0.0076775790615515281 0.015024686770306696 -0.027650306115818396 0.015920929413921429 -0.0084298997789948853 -0.019262150109841905 0.00086971174447964407 -0.013277566839348188 0.040004431524059997 -0.0064593692620595299 -0.0030054288859270059 0.00043361640789292078
leaf_weight=431 250 266 360 380 593 29 416 1423 99 37 164 134 88 73 133 178 160 91 66 36 257 106 91 232 195 132 22 465 49 44
leaf_count=431 250 266 360 380 593 29 416 1423 99 37 164 134 88 73 133 178 160 91 66 36 257 106 91 232 195 132 22 465 49 44
internal_value=5.19412e-11 0.0032119 0.00715924 0.0091154 -0.00762864 -0.0109228 -0.00412609 0.0121396 0.00550818 -0.00496453 0.000587408 -0.00152522 -0.00800642 -0.00730716 0.00203159 0.00414459 -0.00681856 -0.00348883 0.0114406 -0.0111659 -0.0202255 0.00813215 -0.0226243 -0.00546626 -0.0082443 -0.0123774 -0.00431042 -0.0106378 0.0137829 0.0136239
internal_weight=7000 4926 3203 2758 2074 1347 1723 2036 613 445 722 727 187 970 255 558 1307 876 426 302 377 143 348 785 625 430 198 715 122 66
internal_count=7000 4926 3203 2758 2074 1347 1723 2036 613 445 722 727 187 970 255 558 1307 876 426 302 377 143 348 785 625 430 198 715 122 66
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 5 0 9 11 5 21 22 3 7 6 5 21 27 0 5 21 9 15 11 15 3 0 5 25 17
split_gain=14.2845 13.9551 5.96867 4.84316 3.93286 4.35535 3.30599 3.1793 3.15793 3.07938 4.58268 3.60671 2.94424 2.8046 3.20815 2.70816 2.46131 2.66854 2.44908 3.06022 3.20362 2.43134 2.41518 2.53002 2.37303 2.27642 2.41922 2.61975 2.84026 2.43329
threshold=0.98450000000000004 0.67850000000000021 0.77650000000000008 1.0105000000000002 1.4915000000000003 0.88650000000000018 2.4805000000000006 1.0365000000000002 1.0375000000000003 0.81250000000000011 1.0995000000000001 1.0375000000000003 2.0965000000000003 1.3325000000000002 0.85950000000000004 0.82050000000000012 0.90950000000000009 0.86150000000000004 1.5955000000000001 1.1275000000000002 0.93950000000000011 0.96650000000000003 1.5655000000000003 -1.5784999999999998 0.45350000000000007 1.8335000000000001 1.1945000000000003 1.2105000000000004 1.7500000000000002 1.6505000000000003
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 15 9 5 21 8 16 13 10 11 -4 18 14 -7 -3 17 -1 19 20 -5 -2 23 -18 -17 26 27 -6 -29 -30
right_child=4 2 3 12 25 6 -8 -9 -10 -11 -12 -13 -14 -15 -16 24 22 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0061480430079929871 -0.013419583723973278 -0.0090767581501732704 0.0064725729101466614 0.012186756798329245 -0.012329526087616099 0.0066050129078502624 -0.029997659474611284 0.0038764976713645972 -0.0092369020496095924 0.015867616913802042 -0.014568697874035155 0.024429805862142686 -0.018410501861944796 0.020940211071417886 -0.012800913533339134 0.019068273007869722 -0.036413902895791189 -0.019424242204964443 -0.010178532668699822 0.018157092059951231 -0.0095332241016076822 -0.0016330773596997029 0.033002159446477893 -0.0010061626450466694 -0.0090566004936893773 -0.028032475141318222 -0.019525286116575835 0.018702494875708624 -0.01066912070910136 0.020106731210985492
leaf_weight=536 451 276 541 131 349 471 32 418 175 1016 84 141 64 104 104 80 21 211 96 166 141 286 20 517 48 76 197 67 150 31
leaf_count=536 451 276 541 131 349 471 32 418 175 1016 84 141 64 104 104 80 21 211 96 166 141 286 20 517 48 76 197 67 150 31
internal_value=5.64115e-11 0.0033597 0.00773725 0.00964493 -0.00607388 -0.00316588 0.00155876 -0.00371348 0.00274121 0.0122581 0.00747062 0.0101851 0.00185777 0.00582835 0.00309507 -0.00350109 -0.0061446 -0.00989808 0.00428693 0.00745744 0.000927502 -0.00884572 -0.00111978 -0.00238825 0.00852145 -0.0114988 -0.00991622 -0.00674539 0.00111293 -0.00539812
internal_weight=7000 4507 2784 2380 2493 1623 886 1723 854 1782 766 682 598 679 575 404 1305 747 534 438 272 737 558 538 128 870 794 597 248 181
internal_count=7000 4507 2784 2380 2493 1623 886 1723 854 1782 766 682 598 679 575 404 1305 747 534 438 272 737 558 538 128 870 794 597 248 181
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_25=50
Column_27=38
Column_5=31
Column_26=29
Column_22=28
Column_24=28
Column_3=15
Column_21=13
Column_0=12
Column_9=12
Column_13=7
Column_17=6
Column_1=5
Column_4=4
Column_11=4
Column_15=4
Column_6=3
Column_14=3
Column_23=3
Column_18=2
Column_7=1
Column_10=1
Column_19=1

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 10]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 2147483647]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 29739]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 11141]
[extra_trees: 0]
[extra_seed: 7870]
[early_stopping_round: 0]
[early_stopping_min_delta: 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: 3374]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 35]
[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: 31308]
[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: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null
