lgb_model_1.txt

tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=8
objective=binary sigmoid:1
feature_names=machineID volt rotate pressure vibration errorID model age comp
feature_infos=[1:100] [97.333603782359006:250.870453189317] [138.432075304341:681.03850130292597] [51.237105773425299:185.951997730866] [19.5383814544928:71.972128159730005] [0:5] [0:3] [0:20] [0:4]
tree_sizes=3278 3322 3324 3338 3328 3336 3337 3335 3343 3382

Tree=0
num_leaves=31
num_cat=0
split_feature=8 2 3 4 1 7 6 4 8 8 1 2 7 7 4 8 3 2 0 8 6 7 1 4 2 0 8 7 2 4
split_gain=255269 30685.6 25388.7 21003.8 13585.6 11298 9743.06 8514.73 6900.97 3797.72 3311.2 2837.25 4300.5 2320.22 2120.53 1921.58 1827.58 2658.54 1731.34 1667.04 1549 2209.59 1502.88 1442.79 1353.94 1220.81 1188.78 1159.27 1158.04 1157.28
threshold=1.0000000180025095e-35 397.13069907744057 119.33821304373102 46.837583105251809 182.0248282882965 13.000000000000002 1.5000000000000002 40.04708140391616 3.5000000000000004 2.5000000000000004 201.11520944341902 333.50728298708555 13.000000000000002 13.000000000000002 44.588058656019356 1.5000000000000002 94.794294649021367 338.37553127893756 30.500000000000004 2.5000000000000004 1.0000000180025095e-35 13.000000000000002 184.91673022995502 51.227607486882853 418.40198164301256 34.500000000000007 3.5000000000000004 4.5000000000000009 485.75011672722206 40.096293736074458
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 7 3 4 20 28 26 9 23 16 14 -9 19 -8 15 -6 -2 -18 -12 27 21 -3 -17 -7 -22 -23 -4 -13 -5 -26
right_child=1 2 6 5 10 8 13 11 -10 -11 18 12 -14 -15 -16 22 17 -19 -20 -21 24 25 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-6.7124226586302358 22.499646396060783 -3.386632166824719 28.686209458163638 -1.1930969251082715 10.733312432828521 8.1764782689988476 -5.2035158960188994 29.315171678258864 29.586932092490429 2.9849547834099575 7.5611973204833927 24.129834291212418 24.524753048911968 13.699240062870393 15.718064752227177 10.73331243282829 25.064475351099397 6.9664257369190938 22.967231997206568 6.0673524129259544 2.0099958738805093 3.1004104437488742 0.67884042495011876 21.092250846578651 -4.6103783003211509 14.81357340394902 17.821007136973215 12.435422980915741 9.8945319944677745 -1.1054743257437902
leaf_weight=890.84236270061228 0.054770197835750323 0.075149806332775237 0.14265725947916497 0.081518433988094219 0.10317176801618178 0.073876080801710486 0.033116863807663321 0.092981963767670095 0.11845647438894957 0.10826667014043778 0.028021961683407426 0.035664314869791269 0.18086902541108429 0.031843138276599348 0.053496472304686904 0.045854119118303061 0.026748236152343452 0.084065885050222278 0.05222274677362293 0.054770197835750878 0.16048941691406049 0.050949021242558956 0.19615373178385198 0.030569412745535374 0.49930040817707777 0.039485491462983191 0.030569412745535374 0.05222274677362293 0.033116863807663321 0.44580393587239087
leaf_count=699399 43 59 112 64 81 58 26 73 93 85 22 28 142 25 42 36 21 66 41 43 126 40 154 24 392 31 24 41 26 350
internal_value=-6.66326 7.85808 5.11045 3.3459 1.14338 14.7658 20.5762 17.1149 21.3259 10.2667 8.32048 21.6175 19.4051 4.06254 6.45526 5.0197 15.0279 11.3349 17.5873 12.9141 -1.56062 2.94943 2.5839 11.9567 -2.23609 8.21461 26.7688 17.181 2.01 -2.95712
internal_weight=0 3.01618 2.32582 2.08764 1.7501 0.337537 0.238187 0.690359 0.222902 0.273851 0.478921 0.416508 0.323526 0.06496 0.398676 0.34518 0.165584 0.110814 0.0802447 0.142657 1.27118 0.165584 0.242008 0.104445 1.10559 0.0904345 0.173227 0.0878871 0.114635 0.945104
internal_count=701767 2368 1826 1639 1374 265 187 542 175 215 376 327 254 51 313 271 130 87 63 112 998 130 190 82 868 71 136 69 90 742
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=8 2 4 7 7 4 8 7 4 8 1 1 3 6 1 7 0 3 3 3 3 2 2 1 4 7 7 7 8 1
split_gain=1583.24 9165.01 38998.1 78406.5 511241 12872.4 5328.42 12758.1 1625.77 562.951 499.713 1369.34 1844.69 380.067 453.532 914.764 828.943 1097.05 2189.37 322.114 487.095 918.969 220.335 280.798 308.289 605.546 1312.69 2067.32 297.722 249.047
threshold=1.0000000180025095e-35 397.13069907744057 39.738971155391006 9.5000000000000018 13.000000000000002 40.298626649367158 3.5000000000000004 4.5000000000000009 43.1828039273935 3.5000000000000004 200.16459846268404 201.11520944341902 110.53334813429701 1.0000000180025095e-35 186.16857190064903 13.000000000000002 23.500000000000004 80.974234801257168 102.49543664496251 120.54717694876851 105.72251082849151 392.75549886407356 418.40198164301256 181.03828222307854 47.211564298394002 9.5000000000000018 10.500000000000002 11.500000000000002 2.5000000000000004 185.16568387631753
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 2 9 5 -5 -4 7 8 -7 19 13 -12 -13 14 15 -3 -17 -18 -19 20 -2 -22 -15 24 -24 -26 -27 -28 29 -25
right_child=1 10 3 4 -6 6 -8 -9 -10 -11 11 12 -14 22 -16 16 17 18 -20 -21 21 -23 23 28 25 26 27 -29 -30 -31
leaf_value=-0.049117620160919369 -1.8800998362646444 -0.21118742316262384 -1.039280419814584 -34.957552817268002 -903.0110802155292 -37.884540805389399 -17.497889630104535 -85.828849055217887 -10.788357837831461 -0.80942620709067159 -0.18127282613519813 -7.1283029585761986 -0.064769539406180965 -0.28588129040316285 -0.13031440490909701 -1.159922023638196 -1.4028715638151961 -16.806763876972777 -3.5526820657309397 -0.56773510437628494 -6.7046012354521567 -1.5603600365881449 -0.022228311013118101 -1.3388502214452549 -0.11605899534935016 -0.34503565841276274 -0.065164026671155062 -7.6003500062637563 -0.14660728864840064 -0.41396577709964771
leaf_weight=848.20646331994772 1.4488426964989467 2.2244258275435822 0.091591238976267253 0.017139103699774831 0.0018824860801988702 0.0092263916565022003 0.048438553233070863 0.011644294973532809 0.01383958700280237 1.7402335405349729 1.0719538345438144 0.19093129005433568 0.17916732562504994 18.817959430845605 4.3768254650890048 1.2786956038764647 0.20616812237835808 0.041520849929911785 0.12482962964040062 0.32245181934252554 0.16280037777247769 0.18600620230427012 70.222025061433598 0.83825710084647997 3.9286344286410837 0.89312139160392678 0.17855365574359894 0.18568599764448857 21.567307857990748 5.5266242893544648
leaf_count=699399 114 94 6 36 177 26 23 46 18 38 7 65 26 214 42 59 6 27 50 11 40 7 788 49 31 12 1 89 162 104
internal_value=0 -0.232939 -2.57454 -24.4634 -120.865 -13.9694 -28.2125 -43.1648 -21.6268 -1.47588 -0.160941 -1.0866 -3.7088 -0.150705 -0.479113 -0.873016 -1.7646 -3.84018 -6.86088 -2.02292 -2.28394 -3.96136 -0.128519 -0.0998643 -0.0497022 -0.421718 -1.37675 -3.90653 -0.235286 -0.535773
internal_weight=0 135.907 4.0541 0.193762 0.0190216 0.17474 0.0831488 0.0347103 0.023066 3.86033 131.853 1.44205 0.370099 130.411 8.25247 3.87564 1.65121 0.372519 0.16635 2.1201 1.79765 0.348807 122.158 103.34 75.408 5.186 1.25736 0.36424 27.9322 6.36488
internal_count=701767 2368 542 332 213 119 113 90 44 210 1826 98 91 1728 278 236 142 83 77 172 161 47 1450 1236 921 133 102 90 315 153
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=2 8 4 4 7 7 8 6 8 2 4 4 4 2 3 6 3 1 1 1 1 0 2 8 1 0 0 7 4 7
split_gain=204.468 1656.88 21979 124720 205529 872870 28435.7 10028.2 131.072 405.159 13741.9 74038 369415 665424 295.144 488.077 3497.24 202.726 747.894 457.855 1640.11 6641.68 217.76 195.449 1098.22 680.125 2371.09 133.595 84.8293 96.7987
threshold=357.10271879143505 1.0000000180025095e-35 39.638404262331257 39.842602133241961 10.500000000000002 11.500000000000002 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 397.13069907744057 39.586779963442005 39.842602133241961 40.500819694831854 363.5081663831931 118.30373540785551 1.5000000000000002 118.80041666191002 181.03828222307854 185.16568387631753 182.0248282882965 184.91673022995502 16.500000000000004 418.40198164301256 1.5000000000000002 202.19990434329904 18.500000000000004 21.500000000000004 13.000000000000002 44.371593779851501 9.5000000000000018
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 -1 -3 -4 6 -6 7 -5 -2 10 -10 -12 -13 -14 17 16 -16 22 19 -19 21 -21 -11 24 25 -20 -27 -17 -25 -30
right_child=8 2 3 4 5 -7 -8 -9 9 14 11 12 13 -15 15 27 -18 18 23 20 -22 -23 -24 28 -26 26 -28 -29 29 -31
leaf_value=-0.04745344097477755 -0.049147893054314495 -0.34714332955946525 -0.16742284343324496 42.553261114708135 14.156686776724868 923.3959583263063 7.8892226857579422 110.27506812098075 -0.24636733996731627 -0.23113420770418164 -0.14160257028878018 -0.3999174808915153 28.504335267505201 558.42617622778766 -0.02914870383278877 0.060207709514514721 -9.9484610589465738 -0.28848046503100488 -0.75521854974000746 -0.31285141486755763 -0.11224951558656207 -12.448032623212439 -0.039493482094164326 -0.098632573058331341 -0.0031507078103887327 -0.33586858328248453 -8.0824932801483751 -0.71542870839929329 -0.14749164680395924 -0.67018709855138558
leaf_weight=38.396111136535033 769.24905375915102 3.5889034706914145 0.41250228136777889 0.010562527821961855 0.010558276902884245 0.0035194256342947492 0.044083241472016074 0.011330145658181558 12.73560263883938 17.983222761503086 0.70881091803312357 0.10939434170751351 0.017510202960693277 0.0089529278382785987 0.4634501381474998 1.2094044180121275 0.10993805015262847 0.99564219920729757 0.47753601938155427 0.39767611645947887 0.69832643866539001 0.15737164580086271 84.356900272082612 36.108522660355021 2.670493846478351 0.23909803478818503 0.16831429235280199 1.0262169090948416 2.30021277297159 1.4404196941369991
leaf_count=33250 666149 66 3 9 3 76 18 42 137 180 7 2 14 165 4 34 141 30 12 11 3 62 972 175 27 3 71 33 20 48
internal_value=0 0.0543587 1.01215 10.9164 68.0291 241.467 31.0217 77.6014 -0.0578082 -0.098335 0.163245 6.33923 40.1518 207.786 -0.121891 -0.629614 -1.93102 -0.112254 -0.199871 -1.08892 -1.72476 -3.75352 -0.0731686 -0.153805 -0.509012 -2.03554 -3.53623 -0.295833 -0.122113 -0.348768
internal_weight=0 42.4776 4.08146 0.492556 0.0800536 0.0140777 0.0659759 0.0218927 933.632 164.383 13.5803 0.844668 0.135857 0.0264631 150.803 2.80901 0.573388 147.994 45.6536 2.24902 1.25337 0.555048 102.34 43.4046 3.55544 0.884948 0.407412 2.23562 39.8492 3.74063
internal_count=701767 33467 217 151 148 79 69 51 668300 2151 325 188 181 179 1826 212 145 1614 462 106 76 73 1152 356 113 86 74 67 243 68
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=8 2 4 1 2 3 2 2 2 7 8 3 4 2 2 2 4 7 6 1 4 4 4 2 7 2 0 7 4 2
split_gain=155.008 217.382 226.962 968.867 1103.42 153.671 390.577 857.842 1748.17 5042.14 9820.31 13762.2 202.241 102.248 174.492 76.4337 334.039 3329.94 4774.37 100.113 109.843 131.601 80.0493 199.809 234.135 453.749 74.2411 67.6462 203.09 605.202
threshold=1.0000000180025095e-35 354.67185721049151 40.194327102153004 163.26485491995751 294.05805903337256 118.80041666191002 435.15277771095856 503.17391771900105 501.39992306796802 11.500000000000002 3.5000000000000004 119.33821304373102 37.858362336642308 393.63222434712003 419.58436570185955 418.40198164301256 45.305138381081811 13.000000000000002 1.0000000180025095e-35 184.91673022995502 44.371593779851501 46.837583105251809 46.959172076421957 488.42022119487854 17.500000000000004 489.78927027014555 16.500000000000004 9.5000000000000018 40.500819694831854 403.54196415782604
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 2 -2 -4 -5 15 13 8 9 12 11 -11 -8 -7 26 16 27 -18 -19 22 -21 -22 -17 -24 25 -25 -15 -3 -29 -30
right_child=1 5 3 4 -6 6 7 -9 -10 10 -12 -13 -14 14 -16 19 17 18 -20 20 21 -23 23 24 -26 -27 -28 28 29 -31
leaf_value=-0.049014870180709852 -0.27221536338174918 -0.24835937438442826 -0.22814695757040071 0.055286635628982998 -7.4366636723041282 0.37910105328347138 -0.047831924263967707 -0.43947217711414749 -0.057249671393726324 0.050180689756125746 -6.1157027388792056 -130.65844199671511 -5.1343043721852339 -0.37727068153737253 0.1256189263024455 -0.016485384869632462 -0.74356748313644683 0.10184860833394688 11.102984497300653 -0.1016425923088496 -0.76811000939560703 -0.17430936956665707 -0.074557135620346007 -0.13546397988312572 0.0076530544555888386 -2.3923551395540321 -1.4984588840025772 -0.20494692659498426 1.1310299382709221 -0.10919419535377706
leaf_weight=769.05789628892694 4.5725405004610549 16.643823302364858 0.65399535364331907 0.086478635668754356 0.11384498341628047 0.80676753125185197 0.03886082438611449 0.74106873398679252 0.1292902808555052 0.0035878182388842106 0.016217327265621861 0.0045903612450715059 0.039310842467097373 0.27331838599913616 0.88118235008797186 76.678452078570004 1.2358659153116356 0.24992365071610106 0.16291080490282467 38.857574883393561 1.3924647678758271 2.8282547880589997 9.957843676059225 0.46578348491812027 0.69849403437816693 0.42675256088027747 0.32111707625154384 17.746649946084663 1.2090238137805034 5.2767935025357247
leaf_count=699399 73 181 57 4 77 25 17 32 5 1 8 52 26 5 20 898 37 10 62 227 39 48 112 5 11 41 40 154 64 37
internal_value=0 -0.10027 -0.411982 -1.16005 -4.20243 -0.0907179 -0.43108 -1.26993 -3.92424 -8.79874 -28.6434 -73.3158 -2.60571 -0.0735004 -0.320952 -0.084344 -0.142604 0.555165 4.44307 -0.0654758 -0.127956 -0.370211 -0.0349687 -0.157688 -0.677985 -1.21456 -0.982942 -0.170747 -0.117441 0.121996
internal_weight=0 182.513 5.42686 0.854319 0.200324 177.086 3.25531 0.972926 0.231857 0.102567 0.0243955 0.00817818 0.0781717 2.28239 1.47562 173.831 42.525 1.6487 0.412834 131.306 43.0783 4.22072 88.2273 11.5489 1.59103 0.892536 0.594435 40.8763 24.2325 6.48582
internal_count=701767 2368 211 138 81 2157 231 141 109 104 61 53 43 90 65 1926 545 109 72 1381 314 87 1067 169 57 46 45 436 255 101
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=3 8 2 2 8 2 4 1 2 2 4 7 7 1 4 2 2 3 8 6 4 2 7 3 4 7 4 2 2 7
split_gain=52.4707 487.882 1464.06 121.002 73.1313 196.501 241.7 1654.15 3929.25 70.9937 259.161 2071.16 2768.82 114.516 125.891 199.149 287.224 102.793 153.566 150.447 67.5599 156.346 202.407 286.026 66.0586 57.4437 179.707 661.034 1709.2 3433.65
threshold=128.31588432341502 1.0000000180025095e-35 441.34505461568506 394.52565886489106 1.0000000180025095e-35 354.67185721049151 40.194327102153004 163.08608297285502 310.38680538352952 418.40198164301256 45.141071605115457 11.500000000000002 13.000000000000002 184.91673022995502 44.371593779851501 472.79823884142257 562.35221717177467 118.80041666191002 3.5000000000000004 1.5000000000000002 46.959172076421957 489.78927027014555 17.500000000000004 107.64641721488401 47.083093675464006 9.5000000000000018 40.500819694831854 404.30790821419305 401.14962306894409 13.000000000000002
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=4 -2 3 -3 -1 6 -6 -8 -9 10 25 -12 -13 17 -15 24 -17 20 19 -19 -11 -22 23 -23 -16 -7 -27 28 29 -28
right_child=1 2 -4 -5 5 9 7 8 -10 13 11 12 -14 14 15 16 -18 18 -20 -21 21 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.049081461008561783 -0.04131663396360933 0.58394189114736095 4.5785304812629022 -0.75800941006309952 -0.2426026444688858 -0.21787175028276895 -0.14343885125586001 0.048422566688632575 -17.764280516222502 -0.015795858836241523 -0.75455987077753872 -0.30226302789954546 6.8640226521613643 -0.095728003909345605 -0.52180882811512719 -2.0243601142087675 -0.13511042128538317 1.4274582892828356 -0.12255382525056153 0.26809809770520293 -0.074519510808373948 -2.1364350259731091 0.0072854837561791208 -0.26359285140844974 -0.051108158091718564 -0.17705671862638409 -0.31120753453572331 -0.10092217192212234 -0.24048500507211151 9.3059801785839937
leaf_weight=720.90157681715209 11.447104069637131 0.37797592956056636 0.23317382795908159 0.30235103502813221 4.887082833464155 18.787153064946736 0.65524659209133329 0.088186928536743175 0.047707549292714008 76.040998651730746 1.1049722056198921 0.29084281623363484 0.25120180824188187 39.988795543028203 1.1411508931373893 0.40756084349229071 0.39728500512590958 0.44358547549370453 1.0947533488506451 0.75798194605158642 10.27252554159366 0.38799459348537457 0.69708506996470643 0.42958027773476704 2.1492302666964802 19.557827574718775 0.20811569690704235 5.1224804206287047 0.66585157811641693 0.16751689284839699
leaf_count=688467 10932 16 53 30 72 193 55 13 69 898 40 4 78 237 23 40 4 36 15 29 117 35 11 6 30 158 3 38 6 59
internal_value=0 0.0474223 1.15941 -0.0124484 -0.0562942 -0.084243 -0.373854 -1.18463 -6.20496 -0.0751255 -0.128616 0.487291 3.01884 -0.0567293 -0.122767 -0.3868 -1.0918 -0.024427 0.305814 0.696102 -0.0330613 -0.144444 -0.618674 -1.15238 -0.214354 -0.151408 -0.102862 0.132551 1.28088 3.97767
internal_weight=0 12.3606 0.913501 0.680327 906.944 186.043 5.67822 0.791141 0.135894 180.364 46.156 1.64702 0.542045 134.209 44.084 4.09523 0.804846 90.1245 2.29632 1.20157 87.8282 11.7872 1.51466 0.817575 3.29038 44.5089 25.7218 6.16396 1.04148 0.375633
internal_count=701767 11031 99 46 690736 2269 209 137 82 2060 579 122 82 1481 334 97 44 1147 80 65 1067 169 52 41 53 457 264 106 68 62
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=3 8 6 8 2 8 2 8 2 7 2 4 4 0 2 4 4 3 2 4 8 2 2 1 4 8 6 4 0 8
split_gain=51.0066 556.627 1383.49 3763.8 10258.5 48.5802 150.174 187.561 751.144 65.8107 363.176 1189.61 3680.94 5267.8 361.34 4766.43 17835.1 76.2139 162.846 75.1231 114.525 493.582 49.6432 45.8847 528.788 28.4383 27.8686 65.6321 44.2134 21.0429
threshold=128.31588432341502 1.5000000000000002 1.5000000000000002 3.5000000000000004 359.37471048560354 1.0000000180025095e-35 354.67185721049151 2.5000000000000004 345.79898830396411 13.000000000000002 397.13069907744057 39.381190090278004 39.787446280780607 3.5000000000000004 397.13069907744057 39.484523061885461 39.689185211074751 118.80041666191002 497.97940000853055 46.959172076421957 2.5000000000000004 429.21461551809557 418.40198164301256 184.91673022995502 26.773183149745105 3.5000000000000004 1.0000000180025095e-35 39.484523061885461 29.500000000000004 2.5000000000000004
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=5 -2 3 4 -3 -1 7 8 -7 10 11 -8 -13 -14 15 29 -17 19 -19 22 -21 -22 -16 24 -24 -9 -26 28 -28 -11
right_child=1 2 -4 -5 -6 6 9 25 -10 14 -12 12 13 -15 17 16 -18 18 -20 20 21 -23 23 -25 26 -27 27 -29 -30 -31
leaf_value=-0.049030200263299469 -0.032471111542043456 0.05385934946691992 -0.6279953950844368 -0.21711366389075432 33.095121256143429 -3.1813994567301691 -0.1705288816545299 -0.036696011894826228 -0.29352071905053084 -0.29365420631906713 -0.068476066134318572 -0.036192921677857849 -0.46131618652981987 -12.690631206214235 -0.14885098328021013 -0.10790532686337709 15.728850921826814 0.81956640210257192 -0.15442425351335876 -0.13902156863605614 -0.11972015680952292 -2.4498161811373458 26.473611052028765 -0.10334941003904337 -0.11104872086254136 -0.28883714761539486 0.92206626640293043 -0.00718090664605954 0.20688116819090663 -0.11400242554823044
leaf_weight=686.44186071737192 11.179734907560793 0.066521540284157521 0.34874386211683728 0.18433582403531545 0.036316138558447675 0.27205647968190372 6.9788532677389705 2.3349729641706531 1.306448962197801 2.5476451471994395 90.186511628019943 0.80826412553803051 0.18928495049476624 0.16465743076093742 13.356312654645363 0.78281368523162143 0.23001885414123535 0.73925346627165511 1.0230373059796627 5.6263915965479132 0.97107832677608419 0.29672074344462407 0.0018851060885854967 19.21176014950062 5.5839777172564373 2.1461640729804685 0.25706596137024718 27.854612343551864 1.3560916103888301 4.5251816418021917
leaf_count=688467 10954 2 10 11 54 102 63 23 43 36 899 7 4 76 95 6 99 39 21 59 29 78 1 120 65 41 30 177 131 25
internal_value=0 0.0493769 1.4883 4.05834 11.7221 -0.0552074 -0.0776723 -0.322555 -0.791249 -0.0695499 -0.097347 -0.417179 -1.89827 -6.15051 -0.0371518 0.280676 3.48869 -0.0708423 0.25415 -0.0785284 -0.235758 -0.665065 -0.0624985 -0.0412446 -0.00720689 -0.157455 -0.00863105 0.0107765 0.32085 -0.178713
internal_weight=0 11.8157 0.635917 0.287174 0.102838 875.193 188.751 6.05964 1.57851 182.691 98.3276 8.14106 1.16221 0.353942 84.3638 8.08566 1.01283 76.2782 1.76229 74.5159 6.89419 1.2678 67.6217 54.2654 35.0536 4.48114 35.0517 29.4678 1.61316 7.07283
internal_count=701767 11031 77 67 56 690736 2269 209 145 2060 1049 150 87 80 1011 166 105 845 60 785 166 107 619 524 404 64 403 338 161 61
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=3 8 6 1 7 8 2 4 8 7 2 4 4 2 4 4 4 2 3 2 4 8 4 2 1 0 4 3 1 1
split_gain=52.6176 533.531 1411.12 825.172 2198.85 33.7337 113.727 157.81 844.317 68.1302 370.328 4320.48 16700.8 331.23 1115.88 1316.86 4482.47 54.4879 81.3776 158.991 54.6602 51.9175 50.1937 99.7589 38.7149 25.7148 23.5859 18.9673 18.8426 32.3285
threshold=128.31588432341502 1.5000000000000002 1.5000000000000002 157.06727422387203 11.500000000000002 1.0000000180025095e-35 354.67185721049151 40.194327102153004 2.5000000000000004 13.000000000000002 397.13069907744057 39.281428910867056 39.586779963442005 397.13069907744057 39.027938102903555 39.484523061885461 39.842602133241961 418.40198164301256 118.30373540785551 497.97940000853055 48.875147401959708 1.5000000000000002 50.834206694118308 441.88059774340405 184.91673022995502 14.500000000000002 42.530298089698256 102.18320411983002 185.64942376476753 176.14994312804004
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=5 -2 3 -3 -5 -1 7 27 21 13 11 -11 -13 14 -8 -16 -17 -12 20 -20 24 -9 -22 -24 25 -19 -26 -7 29 -15
right_child=1 2 -4 4 -6 6 9 8 -10 10 17 12 -14 28 15 16 -18 18 19 -21 22 -23 23 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.048976669956490367 -0.031880823350070933 1.1957013098305775 -0.52790185817064483 -0.76736292740489931 11.480141540548228 -0.26007620657616215 -0.15427633253484144 -3.3895360152384697 -0.22877203054831785 -0.16305978144811856 -0.15417393430606549 -0.17272706174120234 14.813083513572018 -0.070273480910595862 0.0025357389584773874 -0.16146185411996683 -8.6380806231909215 -0.17488476184460386 0.7424094923215987 -0.14076736488596645 -0.13017453656004518 -5.262498034440366 -0.17955338041641694 -1.2517508811094791 -0.077390063176924359 -0.0067208175069186958 -0.22018547932616106 -0.077820427522595381 -0.10097226614016237 0.016255397874920863
leaf_weight=653.6596956264691 10.826439134865378 0.13174387067556442 0.39279671646499992 0.0609613550882388 0.091883426532149315 3.1356149281543373 7.0667487361608181 0.072770199559150095 0.79382600787131308 6.878913744290398 14.35225188593707 0.80609616402724682 0.24164915887292437 48.104541781377321 0.56089872121810891 0.42384349033267021 0.24675753441260895 2.4228138348581671 0.93940070273038001 1.1137432202258999 2.2794354380442621 0.075270059994940408 0.6052985823086674 0.33812748144988791 15.793882668190422 36.838414771926551 3.5399010610469963 2.6205581682026717 26.886337214065236 13.917617083490638
leaf_count=688467 10954 10 10 22 35 37 62 22 44 59 132 7 100 533 3 6 79 27 30 22 28 71 18 51 82 413 42 35 190 176
internal_value=0 0.0532925 1.41459 4.09567 6.59529 -0.0543676 -0.072909 -0.275275 -0.875253 -0.0655165 -0.0331413 0.292514 3.28356 -0.0942092 -0.396319 -1.78524 -3.28056 -0.0661412 -0.0463597 0.263324 -0.0566451 -4.34183 -0.257119 -0.563833 -0.0456186 -0.0170982 -0.103535 -0.177102 -0.0660118 -0.0508566
internal_weight=0 11.5038 0.677385 0.284589 0.152845 843.714 190.055 6.69804 0.941866 183.357 86.1499 7.92666 1.04775 97.2067 8.29825 1.2315 0.670601 78.2233 63.871 2.05314 61.8179 0.14804 3.22286 0.943426 58.595 39.2612 19.3338 5.75617 88.9085 62.0222
internal_count=701767 11031 77 67 57 690736 2269 209 137 2060 1011 166 107 1049 150 88 85 845 713 52 661 93 97 69 564 440 124 72 899 709
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=3 8 6 7 8 2 8 0 7 7 7 7 2 4 4 2 4 4 3 4 2 3 2 1 6 4 2 8 3 0
split_gain=53.4093 602.541 2689.45 8835.9 19.9934 63.4849 109.904 417.115 800.546 603.01 408.121 61.0045 291.529 3702.23 17526.1 226.225 784.46 4539.34 12015.7 49.6265 46.1182 76.6328 174.468 36.6032 30.5552 43.334 29.9331 26.2475 67.4136 89.114
threshold=128.31588432341502 1.5000000000000002 1.5000000000000002 11.500000000000002 1.0000000180025095e-35 348.88076131453755 2.5000000000000004 51.500000000000007 19.500000000000004 14.500000000000002 6.5000000000000009 13.000000000000002 397.13069907744057 39.281428910867056 39.638404262331257 397.13069907744057 39.484523061885461 41.12507216528401 89.263378720749571 46.837583105251809 418.40198164301256 116.61250868119551 468.91839482232052 184.91673022995502 1.0000000180025095e-35 39.484523061885461 345.79898830396411 2.5000000000000004 107.64641721488401 58.500000000000007
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=4 -2 3 -3 -1 6 7 8 9 10 -6 15 13 -13 -15 16 -7 -18 -19 20 -14 23 -23 24 -22 -26 -9 -21 29 -29
right_child=1 2 -4 -5 5 11 -8 26 -10 -11 -12 12 19 14 -16 -17 17 18 -20 27 21 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.048920745324809937 -0.031282665143779871 -0.37262691484210225 -0.44614157332734855 25.149296239377261 -4.9198759800152647 -0.13690231767267833 -0.10157341874448243 -0.3666125582450786 -0.43153199177754281 -1.1774605712442243 -13.119545562277029 -0.15008963261759845 -0.12612060379382575 -0.2133662024109719 15.772219056214277 -0.063341607007152648 -0.02158823489161078 -0.67835812367519088 -23.873663499492771 -0.12001780016329522 -0.12092678298215082 0.91145009605687088 -0.066068800212150267 -0.094518518322753597 0.22755088389643016 -0.0055639335751311338 0.18137444286660398 -1.2228094281420661 0.00033332755858392745 -0.31067960814436391
leaf_weight=622.47349077113904 10.490386269669148 0.11664383046172666 0.4402489125233302 0.047814278880245809 0.030175276921286708 9.1329417563830546 3.7508202710226128 0.65950795953828245 0.19976939900396412 0.0406993457831962 0.030527851947807834 7.414998972277818 15.060078278176219 0.85329588930248468 0.21458049535096912 88.048346957056509 1.1652132506895538 0.20067287787969693 0.077354671666594793 5.8817235483900792 5.113556792223263 0.70202491400425771 1.3049578487862059 19.02578373050801 2.1510906315572624 27.221817265526624 0.40055570914410055 0.35329019955981578 1.0071549429602724 1.1062884043928067
leaf_count=688467 10954 23 10 44 17 73 51 50 4 11 28 65 99 8 113 899 19 6 75 69 56 26 28 116 154 171 5 46 43 37
internal_value=0 0.057183 1.59187 7.04757 -0.0532641 -0.0674083 -0.241237 -0.626073 -2.26814 -5.88637 -9.04352 -0.0626317 -0.0322184 0.246312 2.9988 -0.0895869 -0.308083 -1.39133 -7.13191 -0.0621538 -0.0485181 -0.0274678 0.275859 -0.0388441 -0.0081291 0.011508 -0.15955 -0.177432 -0.314332 -0.53146
internal_weight=0 11.0951 0.604707 0.164458 813.621 191.147 5.11206 1.36124 0.301172 0.101402 0.0607031 186.035 87.4106 8.48288 1.06788 98.6245 10.5762 1.44324 0.278028 78.9278 70.5793 55.5192 2.00698 53.5122 34.4865 29.3729 1.06006 8.34846 2.46673 1.45958
internal_count=701767 11031 77 67 690736 2269 166 115 60 56 45 2103 1031 186 121 1072 173 100 81 845 650 551 54 497 381 325 55 195 126 83
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=3 8 7 0 8 7 8 2 4 2 2 3 8 2 4 2 4 3 0 3 8 6 2 4 1 4 1 1 2 0
split_gain=55.5371 531.523 2081.48 5352.22 19.0277 14.7472 44.0267 164.934 491.726 917.063 2175.04 2890.69 40.6216 123.205 596.287 763.471 24.8945 75.4123 194.294 24.5549 75.0178 182.489 221.875 271.606 745.898 18.1152 23.7366 38.0997 30.1607 24.4212
threshold=126.50860061293952 1.5000000000000002 11.500000000000002 20.500000000000004 1.0000000180025095e-35 13.000000000000002 1.0000000180025095e-35 400.34805862860406 41.12507216528401 363.5081663831931 399.55912348902854 114.66076750682852 3.5000000000000004 397.96897937931556 37.969111382391851 374.91035852091358 46.604732519719256 111.26381741789501 74.500000000000014 105.72251082849151 2.5000000000000004 1.0000000180025095e-35 398.79162980208207 31.054864710590003 190.71893597813252 42.295528353776355 185.64942376476753 169.23736847515002 413.94910884052155 11.500000000000002
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=5 4 -3 -4 -2 6 -1 8 19 -10 11 -11 -7 14 -14 -16 -15 18 -18 20 21 -8 23 -23 -25 26 27 -9 -29 -30
right_child=1 2 3 -5 -6 12 7 25 9 10 -12 -13 13 16 15 -17 17 -19 -20 -21 -22 22 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.049212901241040115 -0.041924880483341254 -0.15812324746768147 -0.28133785570900965 15.870788913490538 0.46402656951122334 -0.048464020865073655 0.18420882222566984 -0.061296062843114688 -0.020264033886123013 -8.8951036141914077 -0.12078907593288631 -0.6360036116526756 -0.18633526784872723 -0.0020540264304050363 -0.065659956140724798 3.1154705333970552 -2.0390806410270956 0.017531563674874524 0.18556895187352965 -0.033890240630043568 -0.096224544584705266 -0.12581524270374872 -0.1931413548408133 -4.613259360552834 -0.2721984545486868 -0.084557446513785453 -0.077795835381281653 -0.077090043488173568 -0.10849047624561024 0.13537516764252405
leaf_weight=301.1232498720637 12.314704737393182 0.68101238698501032 0.14613706395079148 0.079020658919770198 0.18867352263009074 363.94849332552377 0.7826541109195525 14.558725192449167 1.3184203505157968 0.21188749372959115 0.62197315692901611 0.21188749372959137 1.5651550889015218 11.816871093199495 0.37722442164270376 0.3772243857383728 0.1772120360925879 0.91890815409350368 0.219980372440367 5.1785375503983628 7.913461733260192 0.23947490751743294 0.76220113039016724 0.18223879402131793 0.21651880599828344 36.661709821809801 20.857230770470689 3.072897564910817 1.1784020858540305 7.9697862356161169
leaf_count=349716 13638 42 6 50 25 336877 9 230 52 66 3 5 8 105 27 29 62 24 20 38 40 1 4 37 9 302 128 21 32 161
internal_value=0 0.050455 1.21977 5.38736 -0.0342902 -0.0521679 -0.0588277 -0.0872295 -0.226266 -0.897299 -2.00302 -4.76555 -0.0450929 0.0343068 0.370244 1.52491 -0.0250279 -0.231303 -0.806984 -0.122408 -0.167809 -0.427294 -0.769043 -1.45681 -2.25613 -0.0581366 -0.037803 -0.00665489 0.058438 0.103962
internal_weight=0 13.4095 0.90617 0.225158 12.5034 782.462 403.061 101.938 17.6393 2.36417 1.04575 0.423775 379.401 15.4526 2.3196 0.754449 13.133 1.3161 0.397192 15.2751 10.0965 2.18309 1.40043 0.638233 0.398758 84.2988 47.637 26.7798 12.2211 9.14819
internal_count=701767 13761 98 56 13663 688006 350854 1138 264 126 74 71 337152 275 64 56 211 106 82 138 100 60 51 47 46 874 572 444 214 193
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=3 8 6 8 7 8 4 2 3 0 0 8 2 4 4 4 2 3 8 1 4 2 4 8 2 8 8 3 0 2
split_gain=56.3674 563.353 3051.91 14.5055 12.2927 40.0066 135.692 1479.36 85.8568 352.619 398.241 32.1443 58.8151 60.2389 128.605 30.4878 26.2639 13.6697 849.228 13.1977 15.3386 11.8267 70.8014 1879.03 6323.82 30.709 52.3412 166.662 95.2258 11.2419
threshold=126.50860061293952 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 13.000000000000002 3.5000000000000004 46.604732519719256 444.4464896636386 122.01906562360202 87.500000000000014 16.500000000000004 3.5000000000000004 407.1150731523731 37.969111382391851 39.484523061885461 42.704435111419151 384.70911348052203 119.33821304373102 1.5000000000000002 178.673143244572 37.915394685746612 396.32401810268755 40.500819694831854 1.0000000180025095e-35 345.79898830396411 1.0000000180025095e-35 2.5000000000000004 105.95675979021502 22.500000000000004 400.34805862860406
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=4 3 -3 -2 11 17 15 -8 9 10 -9 29 13 -13 -15 16 -7 21 -19 20 -18 22 25 -24 -25 -6 27 28 -27 -1
right_child=1 2 -4 -5 5 6 7 8 -10 -11 -12 12 -14 14 -16 -17 19 18 -20 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.071619504121952865 -0.041575969812731123 7.1625287127073314 -0.22232856187962621 0.35922763525050794 -0.050041101611311978 -0.21841917844890149 4.2194562580005828 0.052577157071443781 0.033949419025279946 0.17481328590334849 -6.1854849591302203 -0.13488243342984116 -0.072522424716316286 -0.078270918459968461 -0.88559539726893832 0.12575936989276557 -0.08362724055441989 -0.044345008582692219 4.1569305055386137 -0.075770105661004158 0.11213457290465095 -0.05351054504230604 -0.047735455904880542 -0.15977810163362882 10.169598857027498 -0.32150479180825747 -0.051149568725114794 -0.090252681199083806 -1.3757738358908227 -0.048899599756694417
leaf_weight=66.879089981549384 11.809962210245375 0.17599057396786633 0.682281585093101 0.23013898291138524 22.810188607312725 1.8923454756127984 0.22296673425914892 0.046614967401298245 0.64926099125295877 0.21805039741028356 0.056711927244423262 3.8943730490281956 24.244905773883286 1.0064983069896698 0.96743613970744458 3.2347003018010723 1.5022273775621195 8.7781446293379908 0.12195339335601652 4.2950746222801399 2.9967127220222665 288.62576645435786 21.685897722840313 0.58879948368337376 0.19800175571306444 0.38293516961642349 4.0000103060156107 2.1426706376901734 0.4860441635620949 292.87570886115896
leaf_count=64498 13638 80 18 25 27793 16 66 7 4 11 47 20 236 5 37 38 23 10703 36 29 34 271726 26423 39 70 10 19 24 34 286058
internal_value=0 0.0543098 1.29195 -0.0339149 -0.0511036 -0.0445084 0.0351353 0.546763 -0.296897 -0.965288 -3.37124 -0.057277 -0.106901 -0.248934 -0.473945 -0.00873216 -0.049442 -0.0479496 0.0132229 -0.0130805 0.0467683 -0.0495465 -0.0276682 0.0393515 2.43965 -0.0781719 -0.169686 -0.327124 -0.911187 -0.0531233
internal_weight=0 12.8984 0.858272 12.0401 754.803 364.935 15.1147 1.19361 0.970638 0.321377 0.103327 389.868 30.1132 5.86831 1.97393 13.9211 10.6864 349.82 8.9001 8.79401 4.49894 340.92 52.2945 22.4727 0.786801 29.8218 7.01166 3.01165 0.868979 359.755
internal_count=701767 13761 98 13663 688006 337152 275 135 69 65 54 350854 298 62 42 140 102 336877 10739 86 57 326138 54412 26532 109 27880 87 68 44 350556
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
rotate=66
vibration=61
comp=47
age=36
pressure=31
volt=27
machineID=18
model=14

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 10]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 0]
[seed: 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: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[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: 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]
[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: 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: ]
[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:[]