tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=52
objective=binary sigmoid:1
feature_names=eeg_ab eeg_abspow eeg_alpha eeg_alpha2 eeg_ar eeg_as eeg_at eeg_beta eeg_beta2 eeg_beta3 eeg_da eeg_db eeg_delta eeg_delta4 eeg_dn eeg_dr eeg_ds eeg_dt eeg_fdelta eeg_g3a eeg_g3b eeg_g3d eeg_g3n eeg_g3r eeg_g3t eeg_gama eeg_gama0 eeg_gama2 eeg_gama3 eeg_gama4 eeg_gn eeg_gr eeg_iqr eeg_kurt eeg_n_wave eeg_n_wave2 eeg_nzc eeg_petrosian eeg_rem_wave eeg_rem_wave2 eeg_rem_wave3 eeg_rn eeg_sdelta eeg_sigma eeg_sigma2 eeg_sigma3 eeg_skew eeg_std eeg_theta eeg_theta2 age male data_type
feature_infos=[0.00075287996274991248:881.71128389508851] [0:81655.97201887249] [0:2692.5840366032594] [0:3553.3888902944818] [0.00096660471790776972:472.49357794376783] [0.012752203705293603:369.1018949177581] [0.0010770223181159498:564.38426687872675] [0:720.31238043460246] [0:932.32822965747448] [0:780.59059412416741] [0.00232434643540719:inf] [0.0019694947570944935:inf] [0:18763.10513127884] [0:18902.78547404685] [0.0046193979902220076:inf] [0.0025233121258287938:inf] [0.005977490771376495:inf] [0.0059600984474573061:inf] [0:16673.103556130085] [0.00010265986266346327:inf] [0.001749688471736999:inf] [0:11913.871750841405] [7.2974368815849304e-05:inf] [0.00076919557775066661:inf] [4.7882815666815361e-05:inf] [0:2335.300686688443] [0:511.14676633415604] [0:5076.9241800947602] [0:1155.5244883243674] [0:204.55865540748016] [8.4913973165560403e-05:inf] [0.0017504772799110393:inf] [0:517.42475858652028] [-1.6799473066105839:inf] [0:3159.1685693917798] [0:3690.6280101578886] [0:499] [1:1.0570356849323135] [0:726.79613465554235] [0:1683.498141981903] [0:839.80773227311249] [0.00093120520624540774:550.90552717747744] [0:32526.330298875597] [0:1928.2003681402334] [0:1228.3404160383379] [0:1462.6709724310904] [-21.762519524476684:22.2935417555851] [0:261.11329390697654] [0:5419.9706331346597] [0:9329.5953207383918] none none none
tree_sizes=894 886 890 893 889 891 893 891 898 893 896 895 897 900 904 902 902 906 899 906 900 897 911 912 906 904 910 908 908 908 904 902 900 901 907 897 906 904 900 909 898 908 909 899 906 904 896 898 912 897 904 901 901 907 907 900 900 905 907 906

Tree=0
num_leaves=7
num_cat=0
split_feature=18 32 36 42 25 36
split_gain=645729 66958 22544.1 22273.6 7628.46 5964.54
threshold=0.2388613476210972 43.584333670934683 59.500000000000007 0.13238564170891298 0.013242224945589543 93.500000000000014
decision_type=2 2 2 2 2 2
left_child=3 2 -2 -1 -5 -3
right_child=1 5 -4 4 -6 -7
leaf_value=-0.50887345206660584 -0.12415878043018508 -0.31936722898214875 -0.21008345884622465 -0.23740856783432263 -0.41626218179331786 -0.49500741864877185
leaf_weight=130811.97895503044 55905.502060711384 2688.7577194869518 67285.37996211648 2930.0160773992538 12814.334630459547 6882.5311450660229
leaf_count=539496 230566 11089 277499 12084 52849 28385
internal_value=-0.350635 -0.190885 -0.17109 -0.495349 -0.382978 -0.445667
internal_weight=0 132762 123191 146556 15744.4 9571.29
internal_count=1151968 547539 508065 604429 64933 39474
is_linear=0
shrinkage=1


Tree=1
num_leaves=7
num_cat=0
split_feature=13 32 30 32 13 11
split_gain=495573 53113.1 34447.2 19028.1 8241.15 3730.77
threshold=0.23700473065517666 43.584333670934683 0.094959696694230558 2.4853797605511416 0.11052146747294769 2.8414416948242254
decision_type=2 2 8 2 2 10
left_child=2 3 5 -2 -4 -1
right_child=1 -3 4 -5 -6 -7
leaf_value=0.015047463046783005 -0.041415014081504914 -0.089191140172881808 -0.15009048039527495 0.16295926038749495 -0.081687644591515021 0.1759745815617263
leaf_weight=2514.3072499781847 4735.3552107959986 9575.368587911129 116623.74533624947 119988.42389653623 20746.518561452627 3373.3990083634853
leaf_count=10576 19231 40281 496953 483865 87215 13847
internal_value=0 0.137775 -0.129608 0.1552 -0.13976 0.107252
internal_weight=0 134299 143258 124724 137370 5887.71
internal_count=1151968 543377 608591 503096 584168 24423
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=7
num_cat=0
split_feature=42 23 30 35 42 25
split_gain=444153 37613.8 27852.9 19800.8 7435.26 4511.16
threshold=0.2337475638665307 5.3574630611989127 0.082126497937196966 13.799332248588527 0.099184501825498775 0.06636220593383059
decision_type=2 10 8 2 2 2
left_child=2 3 -1 -2 -4 -3
right_child=1 5 4 -5 -6 -7
leaf_value=0.097592577613515558 0.1503598016156138 0.089068892245374023 -0.14398611290001215 -0.036034013638657512 -0.077799629229742484 -0.14802764860415249
leaf_weight=5395.1545782834291 121434.89069609344 948.70531943440437 114164.37802910805 5979.9201723784208 19937.00441364944 5206.7765891253948
leaf_count=22049 487927 3817 506813 24690 84775 21897
internal_value=0 0.129948 -0.125183 0.141612 -0.134146 -0.111485
internal_weight=0 133570 139497 127415 134101 6155.48
internal_count=1151968 538331 613637 512617 591588 25714
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=7
num_cat=0
split_feature=12 32 23 12 29 21
split_gain=383700 36838.3 14889.5 14578.2 7265.99 3188.65
threshold=0.22416286266144592 46.815727541138607 7.6304811730858129 0.1021890013062272 0.0045359049351301316 0.0014709853254371269
decision_type=2 2 10 2 2 10
left_child=3 2 -2 -1 -5 -3
right_child=1 5 -4 4 -6 -7
leaf_value=-0.13608173873461132 0.13697164086916208 0.065758612906468339 -0.11439982099137302 0.14710356326300811 -0.063992471625863231 -0.10950656510970039
leaf_weight=110413.82695306838 123436.05891720951 1213.4232627302408 2402.2524937540293 1773.1730610430241 20272.094852164388 7182.0153820216656
leaf_count=514399 496836 5059 9827 7299 87223 31325
internal_value=0 0.118642 0.132173 -0.121258 -0.0470133 -0.0841749
internal_weight=0 134234 125838 132459 22045.3 8395.44
internal_count=1151968 543047 506663 608921 94522 36384
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=7
num_cat=0
split_feature=12 47 12 37 25 35
split_gain=322287 40155.1 17088.7 13163.9 9732.6 1870.12
threshold=0.25200523875667169 42.398107123688177 0.1021890013062272 1.028453369365778 0.014582905550636132 0.13746269608696796
decision_type=2 2 2 2 2 2
left_child=2 3 5 -2 -4 -1
right_child=1 -3 4 -5 -6 -7
leaf_value=-0.1327390339174877 0.14754962242747516 -0.098861094828635365 0.081739689821704639 0.075236212241625633 -0.070284282517559207 -0.06964486726282576
leaf_weight=99586.03334517777 84758.134293809533 8495.8301017582417 5349.7806867957115 35809.333032265306 19786.65684132278 4930.3303441256285
leaf_count=490891 346126 37303 22222 145743 86175 23508
internal_value=0 0.111265 -0.111958 0.126072 -0.0379291 -0.129763
internal_weight=0 129063 129653 120567 25136.4 104516
internal_count=1151968 529172 622796 491869 108397 514399
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=7
num_cat=0
split_feature=12 36 29 23 12 25
split_gain=272181 26019.4 24246.3 13297.6 11740 6647.71
threshold=0.21600610095679321 152.50000000000003 0.03206054829188499 9.4701304500780399 0.089599521206012819 0.011905329387542367
decision_type=2 2 2 10 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=-0.12602818643976707 0.12424142792998359 0.13594494365684215 -0.07753875196039621 -0.12820584647863068 0.085391041843833046 -0.068544090362064158
leaf_weight=94861.928881570697 105989.69147597253 8460.5208046287298 14332.468702316284 2128.4709619134665 3243.9123345762491 20753.766446396708
leaf_count=496520 442101 34731 61442 9190 13546 94438
internal_value=0 0.0988019 0.00170418 0.119272 -0.110221 -0.0477357
internal_weight=0 130911 22793 108118 118860 23997.7
internal_count=1151968 547464 96173 451291 604504 107984
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=7
num_cat=0
split_feature=18 27 18 30 18 28
split_gain=221405 28485.2 22136.5 11468.8 3536.63 2490.78
threshold=0.19838892586942702 2.4694843558675754 0.50808650553187251 0.10927915011427521 0.089703195158392923 0.0070612302421138992
decision_type=2 2 2 8 2 2
left_child=3 2 -2 5 -5 -1
right_child=1 -3 -4 4 -6 -7
leaf_value=0.1549159109388088 0.016468016747777547 -0.11360192201078417 0.11812749485862502 -0.12324094261555725 -0.075633491885831433 -0.0039434852522068371
leaf_weight=1516.51600715518 27330.794408768415 6824.7829219549894 99037.339373528957 83731.638771981001 19178.143675252795 2826.5865750163794
leaf_count=6510 115154 31142 423926 468601 93812 12823
internal_value=0 0.0853935 0.0961407 -0.107651 -0.114369 0.0515267
internal_weight=0 133193 126368 107253 102910 4343.1
internal_count=1151968 570222 539080 581746 562413 19333
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=7
num_cat=0
split_feature=42 47 30 36 42 25
split_gain=195800 27220.4 19295.1 11058.6 5656.8 3642.97
threshold=0.26596087127070489 42.398107123688177 0.092326396861719742 60.500000000000007 0.089612244965823526 0.01678017085002188
decision_type=2 2 8 2 2 2
left_child=2 3 5 -2 -4 -1
right_child=1 -3 4 -5 -6 -7
leaf_value=0.11773980305479832 0.1356313650478842 -0.089935727082113143 -0.11832100773263576 0.072319228799445495 -0.061312204287066463 -0.036691002740656113
leaf_weight=4597.8562784194946 50823.377729520202 7980.4773365259171 83012.50075289607 60345.668953970075 22023.19674398005 2287.4821075350046
leaf_count=19484 228653 37110 492522 258706 105655 9838
internal_value=0 0.0884575 -0.0957371 0.101264 -0.106368 0.066434
internal_weight=0 119150 111921 111169 105036 6885.34
internal_count=1151968 524469 627499 487359 598177 29322
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=7
num_cat=0
split_feature=42 47 42 30 36 42
split_gain=167292 24123.9 13348.5 11375.9 4289.05 3729.26
threshold=0.18897044519378123 28.095900706418409 0.55585018290639221 0.07066439611863623 158.50000000000003 0.074187395624774846
decision_type=2 2 2 8 2 2
left_child=3 2 -2 -1 -3 -5
right_child=1 4 -4 5 -6 -7
leaf_value=0.083516339404159104 0.026470607199964483 -0.0045517645746211864 0.10911804257834475 -0.1156449263274721 -0.12617711524669603 -0.067311437962454576
leaf_weight=3306.7470211386681 25201.968853026628 6303.6186253577471 87019.057780429721 73800.393820747733 5368.944427549839 20369.487161070108
leaf_count=14064 109155 27913 397931 469793 26395 106717
internal_value=0 0.0763262 0.0905575 -0.0987885 -0.0604949 -0.10519
internal_weight=0 123894 112221 97476.6 11672.6 94169.9
internal_count=1151968 561394 507086 590574 54308 576510
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=7
num_cat=0
split_feature=12 27 12 36 29 26
split_gain=147402 21519.5 14632.7 11276.3 7418.87 1330.2
threshold=0.29325332791710862 2.4694843558675754 0.081568945638319609 150.50000000000003 0.0049029316886151962 9.5425337718121686
decision_type=2 2 2 2 2 2
left_child=2 3 -1 -2 -4 -3
right_child=1 5 4 -5 -6 -7
leaf_value=-0.112001054166718 0.10602760272734105 -0.12876169265614229 0.10909825276259554 0.015870830895134892 -0.047278640146013337 -0.023417555876078255
leaf_weight=70487.122835531831 85878.728580027819 4535.0276044607162 3382.5799159705639 16545.813380032778 29426.615791261196 1629.3105483651161
leaf_count=483044 407466 22886 14900 72983 142831 7858
internal_value=0 0.0805425 -0.086323 0.0914635 -0.0311564 -0.100918
internal_weight=0 108589 103296 102425 32809.2 6164.34
internal_count=1151968 511193 640775 480449 157731 30744
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=7
num_cat=0
split_feature=18 36 32 27 18 41
split_gain=119761 21674 13239.2 5043.34 4604.78 2645.79
threshold=0.16556444415887597 60.500000000000007 43.584333670934683 0.10438802674960117 0.074943832028056503 0.296127574132029
decision_type=2 2 2 2 2 10
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=-0.1102259005977599 0.1204029865469045 0.040312234462003986 -0.10741486478006552 -0.025543236554196703 0.042564096092586587 -0.068336733029607286
leaf_weight=59820.918274104595 46163.016935780644 67677.717681214213 6663.9125364869833 2495.7397296875715 2456.490255177021 17310.982218235731
leaf_count=443531 236838 309345 35284 11092 12474 103404
internal_value=0 0.0610311 0.0270701 0.112917 -0.0963989 -0.0545552
internal_weight=0 123000 74341.6 48658.8 79588.4 19767.5
internal_count=1151968 592559 344629 247930 559409 115878
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=7
num_cat=0
split_feature=42 27 30 37 7 25
split_gain=107729 16698.3 15945.5 9382.08 5228.87 3960.96
threshold=0.31477879469163345 1.7141118466761145 0.1124379153414317 1.0286825667611343 0.35018573111333501 0.01860396753791831
decision_type=2 2 8 2 2 2
left_child=2 3 5 -2 -4 -1
right_child=1 -3 4 -5 -6 -7
leaf_value=0.089409747541370904 0.10283941334884128 -0.083066755603554851 -0.095237871912114525 0.034109884791653 0.094326859838740215 -0.047519283837170287
leaf_weight=6419.0400387793779 65275.469177916646 6562.9902147948742 82591.160481363535 28547.825857788324 1481.1947962492704 3148.8861635029316
leaf_count=29689 338527 34356 594122 133475 7431 14368
internal_value=0 0.0711401 -0.0779771 0.0819269 -0.0918981 0.0443452
internal_weight=0 100386 93640.3 93823.3 84072.4 9567.93
internal_count=1151968 506358 645610 472002 601553 44057
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=7
num_cat=0
split_feature=12 30 36 29 23 12
split_gain=95983 13972.5 12599 14444.5 7515.94 5736.26
threshold=0.32727996891175865 0.12881402118210863 148.50000000000003 0.03206054829188499 6.3302455159317423 0.081568945638319609
decision_type=2 8 2 2 10 2
left_child=1 -1 4 -4 -2 -3
right_child=2 5 3 -5 -6 -7
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leaf_count=50882 401031 473416 31829 55216 9895 129699
internal_value=0 -0.0742461 0.0695776 -0.0053814 0.0873061 -0.08859
internal_weight=0 90882.9 94806.7 18133.9 76672.8 80155.9
internal_count=1151968 653997 497971 87045 410926 603115
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=7
num_cat=0
split_feature=12 36 47 35 35 33
split_gain=82783.4 16559.4 11457.7 3668.07 3611.55 2676.41
threshold=0.13639047097352974 58.500000000000007 49.095566945728955 17.244941018204461 0.12097880316898371 -0.19247079652453666
decision_type=2 2 2 2 2 10
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leaf_count=506940 229743 329293 31425 11080 27867 15620
internal_value=0 0.0504338 0.0219181 0.101565 -0.091819 -0.0225564
internal_weight=0 113572 72910.4 40661.5 63941.3 6735.3
internal_count=1151968 601541 360718 240823 550427 43487
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=7
num_cat=0
split_feature=12 12 47 37 28 36
split_gain=72637.2 12833.7 11755.6 7934.94 5943.79 1803.78
threshold=0.36626832926736741 0.074697285433095464 42.398107123688177 1.028453369365778 0.0061697417860223508 81.500000000000014
decision_type=2 2 2 2 2 2
left_child=1 -1 3 -2 -3 -4
right_child=2 4 5 -5 -6 -7
leaf_value=-0.10080098903167162 0.096885954762453652 0.086828342111224865 -0.00076168422766658978 0.029284193671375663 -0.037017122732923548 -0.1105312949300771
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leaf_count=469794 320229 22013 10734 128705 175752 24741
internal_value=0 -0.0663377 0.064365 0.0748302 -0.0224318 -0.0673783
internal_weight=0 84815.3 85264.6 78989.9 37298.1 6274.67
internal_count=1151968 667559 484409 448934 197765 35475
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=7
num_cat=0
split_feature=35 36 47 21 27 30
split_gain=61427.6 13328.8 9239.39 6331.02 4287.92 2323.82
threshold=0.10954116785996197 57.500000000000007 42.398107123688177 0.094249329569273885 0.068075433628279391 0.18242594638415546
decision_type=2 2 2 8 2 10
left_child=3 4 -3 5 -2 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=0.063527226956853755 0.10723207536956032 0.032005668091352149 -0.1072784401539944 -0.09313342650553369 -0.026196086268088205 -0.038616800311733299
leaf_weight=3135.2085576578975 32543.416228085756 59888.224875055254 5174.0133318081498 51705.165237650275 2601.0323375612497 7691.213912717998
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internal_value=0 0.047734 0.0209292 -0.0785734 0.0973571 -0.00903705
internal_weight=0 100207 65062.2 62531.6 35144.4 10826.4
internal_count=1151968 584005 351713 567963 232292 60122
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=7
num_cat=0
split_feature=12 12 34 25 31 20
split_gain=55016.3 12199.4 10076 8699.58 7272.58 923.359
threshold=0.40935687810828469 0.068827703180165539 6.4838520832422253 0.01612250141016228 1.1979493509725503 2.3424531352149658
decision_type=2 2 2 2 10 10
left_child=1 -1 4 -3 -2 -4
right_child=2 3 5 -5 -6 -7
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leaf_count=456711 375746 57972 31448 166375 50506 13210
internal_value=0 -0.0587702 0.0598814 -0.0199807 0.0720357 -0.048576
internal_weight=0 79959.7 76436 40257.8 68733.4 7702.6
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decision_type=2 10 10 10 2 2
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decision_type=2 2 2 2 2 10
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Tree=42
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Tree=43
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Tree=44
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Tree=46
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Tree=47
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Tree=48
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Tree=49
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Tree=50
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Tree=51
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Tree=55
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right_child=4 2 -4 -5 -6 -7
leaf_value=0.0089979065928744318 -0.12087883321842928 0.12688787072744981 -0.012151644278764622 -0.032566669761180909 -0.11228073581720761 0.064511108695773936
leaf_weight=49776.2495437006 438.37989926268347 2968.2527427915484 2024.5744964964688 16529.037373671774 2430.7012417111546 927.20600015716627
leaf_count=828544 14875 31140 24239 205021 39174 8975
internal_value=0 0.00366938 0.0705078 -0.0013636 -0.0700939 0.0049973
internal_weight=0 71298.1 4992.83 66305.3 3796.29 1365.59
internal_count=1151968 1088944 55379 1033565 63024 23850
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=7
num_cat=0
split_feature=23 0 9 25 21 37
split_gain=1762.91 1900.58 2635.94 2176.46 44.6191 41.9877
threshold=17.304593864383246 0.47924452128235617 0.12739479953610669 0.023798935908158368 4.2802762490044293 1.0152734029088055
decision_type=8 10 2 2 8 2
left_child=1 2 -1 -3 5 -2
right_child=4 3 -4 -5 -6 -7
leaf_value=-0.02274849033837955 0.064889282495025555 0.020449520147011572 0.090872078622979427 -0.017638995908039783 -0.10254187489523237 -0.073341298217379142
leaf_weight=3343.6900690193288 23.261318924371153 23902.290005638963 5244.2693276074715 40292.14751747949 1504.8312136528548 397.13821909716353
leaf_count=75777 1234 444032 58064 463669 103835 5357
internal_value=0 0.00245349 0.0466343 -0.00345704 -0.0944954 -0.0656928
internal_weight=0 72782.4 8587.96 64194.4 1925.23 420.4
internal_count=1151968 1041542 133841 907701 110426 6591
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=7
num_cat=0
split_feature=47 47 29 29 34 36
split_gain=1779.11 4602.09 7265.69 3999.35 3485.01 2867.37
threshold=8.6471896232851382 2.9652022045002306 0.023497782172473346 0.35528323880765139 0.088961390768504831 42.500000000000007
decision_type=2 2 2 2 2 2
left_child=1 2 -1 5 -3 -2
right_child=3 4 -4 -5 -6 -7
leaf_value=-0.028844143766568343 0.025300945493475464 -0.040454753745148841 0.21222315863337143 0.032375862813248953 0.058583169498556222 -0.083255533854985561
leaf_weight=27067.94854811742 3189.0122999495361 4302.7565935819875 1310.8045913213864 7826.6103109607939 20391.763127794955 10265.90207896824
leaf_count=441203 49963 157007 9703 79919 279737 134436
internal_value=0 0.00975969 -0.0177093 -0.0244632 0.0413269 -0.0575261
internal_weight=0 53073.3 28378.8 21281.5 24694.5 13454.9
internal_count=1151968 887650 450906 264318 436744 184399
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=7
num_cat=0
split_feature=27 9 11 33 34 27
split_gain=2027.33 6937.2 2972.34 3904.52 2549.23 1428.4
threshold=0.061814314391710222 0.33876996160182143 7.1300390090383887 -0.11935705898803882 2.6372581112961364 0.0055194808285115825
decision_type=2 2 10 10 2 2
left_child=2 -2 3 -1 -3 -4
right_child=1 4 5 -5 -6 -7
leaf_value=-0.043644846679676677 -0.14301151844814605 0.079291689167798177 0.048850699500246363 0.025347579934998532 -0.032713414694390146 0.0017665738136898831
leaf_weight=18302.704168040538 4114.217571512796 3589.316175609827 17607.910237268079 14864.989547714591 4683.6154143558815 10161.534416672774
leaf_count=367166 58293 41391 284974 261109 39024 100011
internal_value=0 -0.0368926 0.00748448 -0.012724 0.0158814 0.0316214
internal_weight=0 12387.1 60937.1 33167.7 8272.93 27769.4
internal_count=1151968 138708 1013260 628275 80415 384985
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=7
num_cat=0
split_feature=27 7 0 47 23 36
split_gain=1712.78 5404.74 2790.48 2731.58 6516.81 3858.84
threshold=0.083029284840880443 0.35018573111333501 1.1157361875037763 2.9652022045002306 0.50726069150340569 166.50000000000003
decision_type=2 2 10 2 10 2
left_child=3 -2 -3 4 -1 -5
right_child=1 2 -4 5 -6 -7
leaf_value=-0.042443617536498175 -0.14597540543240611 0.069792748859739767 -0.050333486248617512 0.054227209938903412 0.07331963178246978 -0.014812206063582238
leaf_weight=21740.854823384201 3191.4898038676474 3801.4608372645453 3935.931170261465 19655.110163527541 6263.9681568467058 13765.998262685025
leaf_count=317296 49514 44223 31513 341126 132975 235321
internal_value=0 -0.0364789 0.00868578 0.00648665 -0.0165503 0.0257902
internal_weight=0 10928.9 7737.39 61425.9 28004.8 33421.1
internal_count=1151968 125250 75736 1026718 450271 576447
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
eeg_std=38
eeg_delta=33
eeg_nzc=28
eeg_petrosian=21
eeg_g3r=19
eeg_gama=17
eeg_gama4=16
eeg_sdelta=16
eeg_gama2=14
eeg_gn=14
eeg_kurt=14
eeg_g3b=12
eeg_n_wave2=12
eeg_iqr=11
eeg_fdelta=8
eeg_n_wave=8
eeg_ab=7
eeg_beta=7
eeg_gr=6
eeg_skew=6
eeg_beta3=5
eeg_db=5
eeg_g3d=5
eeg_gama0=5
eeg_gama3=5
eeg_g3n=4
eeg_abspow=3
eeg_ds=3
eeg_alpha=2
eeg_beta2=2
eeg_delta4=2
eeg_dr=2
eeg_rem_wave=2
eeg_theta=2
eeg_ar=1
eeg_dn=1
eeg_g3a=1
eeg_rem_wave2=1
eeg_rn=1
eeg_sigma2=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 60]
[learning_rate: 0.1]
[num_leaves: 7]
[num_threads: 4]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[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: 3]
[feature_fraction: 0.5]
[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: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 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]
[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:[]
