@@ -0,0 +1,790 @@
|
||||
tree
|
||||
version=v4
|
||||
num_class=1
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||||
num_tree_per_iteration=1
|
||||
label_index=0
|
||||
max_feature_idx=98
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||||
objective=binary sigmoid:1
|
||||
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 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98
|
||||
feature_infos=none none none none none none none [0:100] [0:100] [-100:100] [54:128.875] [61:138] [-41.333333333333329:24] [61:130.125] [59:133] [-50:34.916666666666671] [-28.666666666666657:32.5] [-24.5:27] [-35.5:31.833333333333329] [0:1] [0:1] [-1:1] [0:12] [0:12] [-12:10] [0.91666666666666663:186.1875] [0.85416666666666663:185.08333333333337] [-179.02083333333334:184.16666666666663] [20:54] [22:56] [-21:15.833333333333332] [11:34.5] [9:36] [-15:13.333333333333332] [2:13] [3:13] [-8:5.5] [0.875:9] [0:12] [-9:4.875] [7:22] [8:23] [-10:10] [0.41025641025641019:0.67647058823529416] [0.39730639730639727:0.76744186046511631] [-0.3174418604651163:0.22647058823529409] [0.20419254658385089:0.4825000000000001] [0.1875:0.54166666666666663] [-0.22171945701357459:0.17923280423280419] [0.47826086956521741:0.87898457080200498] [0.42857142857142849:0.88636363636363635] [-0.29647435897435898:0.38962801311591622] [11:39.666666666666664] [15.5:40] [10:31.875] [11.5:34] [15:56] [17:57] [12:32.125] [10:38] [8:20] [7:22] [0.40000000000000002:0.69047619047619047] [0.3902439024390244:0.71739130434782605] [0.23753976670201479:0.51851851851851849] [0.1707317073170731:0.54545454545454541] [0:8] [0:1] [120:295] [-38:36] [0:1] [0:1] [140.39130434782609:233.09999999999999] [0:1] [0:1] [0:1] [1.05:4.1100000000000003] [1.05:4.1299999999999999] [0.2034883720930232:0.79729729729729726] [0.20270270270270269:0.79651162790697683] [145.5:257.5] [1.3:7.7599999999999998] [1.4099999999999999:7.5599999999999996] [0.1789976133651551:0.75977653631284914] [0.24022346368715081:0.82100238663484482] [-15.5:12.5] [1.3:2.7200000000000002] [1.1799999999999999:2.7799999999999998] [0.36298076923076922:0.64953271028037374] [0.35046728971962621:0.63701923076923073] [0.1918833727344364:0.21555133935749429] none none none none [132:250.6875] [126.25:256.625] [-63.5:88.6875] [-35.5:27.5]
|
||||
tree_sizes=1917 2132 1711 1718 2135 1820 1814 2034 1817 1826 2446 2567 2567 2150 2344 1601 1499 1400 990 1399 1731 1721 2040 1829 1725 1721 1504 1717 1516 1931
|
||||
|
||||
Tree=0
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||||
num_leaves=17
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||||
num_cat=0
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split_feature=87 40 77 86 73 40 95 12 17 82 74 40 55 71 81 53
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||||
split_gain=15.1457 13.2046 13.5042 11.2099 13.4357 11.4245 10.2245 9.8615 9.24196 7.11979 6.96376 9.0178 6.02258 5.9784 5.26359 4.73348
|
||||
threshold=1.5850000000000002 11.267857142857144 1.7850000000000004 1.7450000000000003 0.5344873150105709 11.79166666666667 228.96875000000003 0.14583333333333573 -3.8124999999999996 1.905 0.63245614035087727 15.401785714285717 22.645833333333339 0.22500000000000003 1.7350000000000001 23.437500000000004
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=15 8 6 4 -4 -6 10 -8 -2 13 11 -3 -12 -5 -10 -1
|
||||
right_child=1 2 3 9 5 -7 7 -9 14 -11 12 -13 -14 -15 -16 -17
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||||
leaf_value=-0.097004150398104866 -0.032826856509161513 -0.0043502309061410754 0.01431771893192204 -0.091075161948939082 -0.0036225823237434548 -0.050018228661574106 -0.029276859267249353 -0.092899466087143945 -0.061043546543381851 -0.031637052746051886 -0.012858122023405583 -0.051389190877909906 -0.063112770479224672 -0.058465725478527159 -0.099324189356474121 -0.059651523168360317
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leaf_weight=10.494576394557955 9.2452220618724805 41.228692978620529 7.2462551295757285 13.49302679300308 9.9948346614837629 56.47081583738327 9.7449637949466723 6.4966425299644461 11.494059860706331 9.9948346614837629 6.4966425299644461 7.7459968626499167 9.2452220618724805 26.986053586006165 11.494059860706328 11.244188994169233
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leaf_count=42 37 165 29 54 40 226 39 26 46 40 26 31 37 108 46 45
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internal_value=-0.0457273 -0.0428007 -0.0390611 -0.0473474 -0.0374027 -0.0430414 -0.0263504 -0.0547259 -0.0666008 -0.0618705 -0.0192291 -0.0117901 -0.0423728 -0.0693355 -0.0801839 -0.0776838
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||||
internal_weight=259.116 237.377 205.144 124.186 73.7119 66.4657 80.9582 16.2416 32.2333 50.4739 64.7166 48.9747 15.7419 40.4791 22.9881 21.7388
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||||
internal_count=1037 950 821 497 295 266 324 65 129 202 259 196 63 162 92 87
|
||||
is_linear=0
|
||||
shrinkage=1
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||||
|
||||
|
||||
Tree=1
|
||||
num_leaves=19
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||||
num_cat=0
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split_feature=87 40 75 64 30 36 33 63 36 17 39 47 17 64 15 30 11 25
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||||
split_gain=13.9729 12.1763 14.362 13.4541 10.6931 12.6392 11.2985 10.0326 8.61679 8.52999 8.49866 8.85202 6.83713 6.53966 4.98946 6.17658 4.17697 6.76785
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||||
threshold=1.5850000000000002 11.267857142857144 0.4095454545454546 0.35791741982096692 -3.850000000000001 -0.13125000000000001 2.8660714285714275 0.50088993919059788 -0.17708333333333343 -3.8124999999999996 0.4702380952380954 0.34444905543815357 -7.8374999999999977 0.33306045819490598 -4.4732142857142838 -2.0744047619047588 90.687500000000014 3.9114583333333335
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=16 9 3 12 5 -4 8 -8 -6 -2 11 -5 -3 -14 -11 -16 -1 -18
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||||
right_child=1 2 4 10 6 -7 7 -9 -10 14 -12 -13 13 -15 15 -17 17 -19
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leaf_value=-0.057851344720467247 0.012127031371442692 -0.065070317857066393 -0.046234344564243093 -0.034302041708384759 0.0097538558374562559 0.015919168977055184 -0.044150175296378553 0.012931828545225675 0.032691802732617729 -0.063902755868288641 0.044060792595361865 0.025258066535241798 0.0038131771685337061 -0.035910700877364692 0.0058413187436127693 -0.043222266889543948 -0.041738488387342523 0.012479643131747724
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leaf_weight=6.4850978553295162 9.2475084811449033 6.2444083094596854 9.9929635822772997 8.2424890547990817 47.478157848119736 10.994390726089476 8.24348331987858 12.243208199739454 58.476858302950859 6.238056123256686 8.4939699023962003 7.743343085050582 11.740369915962221 15.236236929893492 7.2386563420295742 9.484264671802519 8.9887140691280347 6.2415239214897147
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leaf_count=26 37 25 40 33 190 44 33 49 234 25 34 31 47 61 29 38 36 25
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internal_value=-0.00025478 0.00255523 0.0061453 -0.0107729 0.0127667 -0.0136747 0.0171556 -0.010037 0.0224134 -0.0203093 0.011728 -0.00545185 -0.0273532 -0.0186226 -0.033373 -0.0219847 -0.0309668 -0.0195193
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||||
internal_weight=259.054 237.338 205.13 57.7008 147.429 20.9874 126.442 20.4867 105.955 32.2085 24.4798 15.9858 33.221 26.9766 22.961 16.7229 21.7153 15.2302
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internal_count=1037 950 821 231 590 84 506 82 424 129 98 64 133 108 92 67 87 61
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=2
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||||
num_leaves=15
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||||
num_cat=0
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split_feature=87 79 86 40 80 29 95 46 61 76 27 42 51 53
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||||
split_gain=12.8995 11.4587 12.6562 11.6114 9.74256 9.00377 8.40775 12.7519 9.12686 9.48882 6.86723 5.78581 4.37714 4.21145
|
||||
threshold=1.5850000000000002 0.47526524006473664 1.425 11.437500000000002 159.00000000000003 40.312500000000007 228.96875000000003 0.35543310268494094 12.225000000000001 2.6550000000000007 -13.968749999999998 -0.61249999999999971 -0.024362426215342146 23.437500000000004
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=13 2 5 -3 -4 -2 8 -8 12 -10 -6 -12 -5 -1
|
||||
right_child=1 3 4 6 10 -7 7 -9 9 -11 11 -13 -14 -15
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leaf_value=-0.048059265540188849 0.06036588533776735 -0.030072544599413102 0.030990903589822205 0.026560568681132761 -0.051938571878065741 0.0015271190921610995 0.033770613746158619 -0.039908770322941725 0.026584849929801698 -0.017941657017813275 -0.018812929986079977 -0.0011568414139026314 0.070670836690303579 -0.012775033151309585
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leaf_weight=10.448318898677828 7.7465823441743877 8.4830420017242414 9.4921096563339216 5.9989815205335608 6.2402391731739035 8.9906333237886411 6.7452828139066687 8.4876060187816602 35.739069759845734 9.7458354085683805 52.919037282466888 67.668311461806297 8.9985922873020154 11.229458034038542
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leaf_count=42 31 34 38 24 25 36 27 34 143 39 212 271 36 45
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internal_value=-0.000245346 0.00245334 -0.00406662 0.0143054 -0.00809702 0.0287598 0.0192774 -0.00728277 0.0259668 0.0170444 -0.0110225 -0.00890511 0.0530269 -0.0297814
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||||
internal_weight=258.933 237.255 153.057 84.1984 136.32 16.7372 75.7154 15.2329 60.4825 45.4849 126.828 120.587 14.9976 21.6778
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||||
internal_count=1037 950 613 337 546 67 303 61 242 182 508 483 60 87
|
||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=3
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||||
num_leaves=15
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||||
num_cat=0
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||||
split_feature=87 79 33 88 72 60 95 12 15 52 14 30 65 53
|
||||
split_gain=11.9137 10.5659 11.7467 12.0731 10.7663 8.68363 8.59661 13.4701 7.47172 9.03668 6.50335 5.61483 4.0183 3.91278
|
||||
threshold=1.5850000000000002 0.47526524006473664 5.4583333333333348 0.57686355548965829 164.17133924969747 13.133928571428573 228.96875000000003 0.14583333333333573 -3.4499999999999953 18.645833333333339 82.937500000000014 -2.0119047619047588 0.34544552124032007 23.437500000000004
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=13 2 3 4 10 -6 8 -8 -3 -10 -2 -11 -5 -1
|
||||
right_child=1 6 -4 12 5 -7 7 -9 9 11 -12 -13 -14 -15
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||||
leaf_value=-0.046319955261748876 0.037448948902587834 -0.0088284694187992091 -0.057678550882037501 0.059995488602543341 -0.019214067900304579 0.0032492412381891801 0.018976181265562397 -0.053115091799964251 -0.018039785729919627 0.013382514787688078 -0.0088821137810651384 0.041942269689724629 0.013681980687733714 -0.012271034609450827
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leaf_weight=10.407825455069544 13.739773482084276 11.737559467554091 6.2349889278411856 5.9960742145776731 66.626564428210258 46.927813142538071 9.7444915026426333 7.219090297818183 6.492861956357955 16.732775956392288 7.4898996800184241 32.22684919834137 5.9935915470123291 11.223179444670675
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leaf_count=42 55 47 25 24 267 188 39 29 26 67 30 129 24 45
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internal_value=-0.000235931 0.00235599 -0.00390538 -0.00162108 -0.00504269 -0.00993082 0.0137405 -0.0117033 0.0201643 0.0263011 0.0211032 0.0321815 0.0368435 -0.0286538
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internal_weight=258.793 237.162 153.009 146.774 134.784 113.554 84.1536 16.9636 67.19 55.4525 21.2297 48.9596 11.9897 21.631
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||||
internal_count=1037 950 613 588 540 455 337 68 269 222 85 196 48 87
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=4
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||||
num_leaves=19
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||||
num_cat=0
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||||
split_feature=87 40 75 64 80 66 15 15 61 64 88 17 95 39 81 63 59 33
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||||
split_gain=11.0085 10.3158 11.8546 12.6055 10.3939 11.5844 9.67074 10.8155 9.0703 7.92497 7.91682 7.84355 6.80908 5.80185 4.70535 3.79881 3.16026 2.99516
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||||
threshold=1.5850000000000002 11.267857142857144 0.4095454545454546 0.35791741982096692 165.00000000000003 1.0000000180025095e-35 -9.1071428571428523 -3.725000000000001 12.690476190476192 0.33306045819490598 0.51341535239840341 -3.8124999999999996 225.46875000000003 0.33333333333333331 1.7350000000000001 0.4972961247664654 21.775000000000002 -1.0000000180025095e-35
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=15 11 3 8 5 17 12 -8 -3 -10 -5 -2 -6 -12 -13 -1 -17 -4
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||||
right_child=1 2 4 10 6 -7 7 -9 9 -11 13 14 -14 -15 -16 16 -18 -19
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leaf_value=-0.00040554144175779727 0.012283500305906152 -0.058979450937986018 0.078347880748130691 -0.01274589698312884 0.010508267343845815 0.0014292549509687211 -0.030425427623467446 0.0073372268956942068 0.014443127755364691 -0.032407221257139643 0.0078896532861558941 -0.013267174082330087 0.063584791906166116 0.060934134607739728 -0.049547993082610223 -0.054100670196884616 -0.017902921750126199 0.042409147472346274
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leaf_weight=5.95706579089165 9.2431617081165296 9.4672348201274854 5.9933577626943579 11.224958077073099 7.9917045235633832 10.236197039484976 13.982299685478209 91.852746203541756 9.9857960343360919 13.705725058913229 6.9919697046279889 11.458065599203112 7.4933722615242004 6.2467137277126312 11.419983848929403 8.6485812216997129 6.9683696925640097 9.7404364198446292
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leaf_count=24 37 38 24 45 32 41 56 368 40 55 28 46 30 25 46 35 28 39
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internal_value=-0.000227018 0.00226278 0.00556662 -0.00981529 0.0115843 0.0345507 0.00666807 0.00234825 -0.0258849 -0.0126602 0.0119659 -0.0188136 0.0361925 0.0329189 -0.0313774 -0.0275824 -0.037949 0.056099
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||||
internal_weight=258.608 237.034 204.913 57.6224 147.29 25.97 121.32 105.835 33.1588 23.6915 24.4636 32.1212 15.4851 13.2387 22.878 21.574 15.617 15.7338
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internal_count=1037 950 821 231 590 104 486 424 133 95 98 129 62 53 92 87 63 63
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=5
|
||||
num_leaves=16
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||||
num_cat=0
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||||
split_feature=33 88 55 55 17 54 73 52 77 17 41 97 29 62 40
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||||
split_gain=15.351 13.8158 14.9232 12.5185 11.4912 11.3671 8.05265 14.2571 9.45676 11.7484 10.6395 4.12203 3.9043 3.69138 2.1447
|
||||
threshold=5.4583333333333348 0.54438855792157115 24.062500000000004 21.387500000000003 -9.4642857142857064 26.312500000000004 0.53494186046511638 25.387500000000003 2.0850000000000004 3.0625000000000004 12.775000000000002 0.7544642857142777 35.562500000000007 0.5081756463571766 12.803571428571431
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 4 3 -3 11 13 7 12 9 -8 -10 -1 -6 -4 -5
|
||||
right_child=-2 2 5 14 6 -7 8 -9 10 -11 -12 -13 -14 -15 -16
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leaf_value=-0.019289747362067435 -0.049291431039616411 0.0079530049109373772 -0.0023167773542189392 0.049152011733235204 0.016609632632338327 0.040013888589411864 0.013951234712260528 -0.0188765863308245 -0.039607282005252709 -0.012366184034748687 -0.0024271531554327401 -0.063622619627354979 0.056973143291589742 -0.043118301029727156 0.079727872448937878
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leaf_weight=6.9703347086906415 10.684137105941771 11.479128912091257 6.2386636584997204 7.7240137755870801 6.2296538949012819 5.9881500154733649 54.543849483132362 10.221605300903319 23.669574245810509 54.01922245323658 25.669763669371605 6.4709125310182571 9.9719207286834699 8.2252761721611005 6.9943185448646545
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leaf_count=28 43 46 25 31 25 24 219 41 95 217 103 26 40 33 28
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internal_value=-0.00235947 -0.000307937 0.0192731 0.0392628 -0.00492675 -0.00633208 -0.00232303 0.018115 -0.0057431 0.000856114 -0.0202636 -0.0406326 0.041453 -0.0255196 0.063682
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internal_weight=255.101 244.416 46.6496 26.1975 197.767 20.4521 184.326 26.4232 157.902 108.563 49.3393 13.4412 16.2016 14.4639 14.7183
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||||
internal_count=1024 981 187 105 794 82 740 106 634 436 198 54 65 58 59
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=6
|
||||
num_leaves=16
|
||||
num_cat=0
|
||||
split_feature=60 62 73 75 86 9 86 68 9 75 55 17 12 53 82
|
||||
split_gain=10.7843 10.6542 9.72935 12.6928 12.2359 16.8146 10.0524 12.101 8.66024 8.63902 8.35887 7.20778 6.43585 4.33555 3.6338
|
||||
threshold=15.225000000000001 0.4697988539447821 0.53158244680851074 0.64508064516129038 1.7450000000000003 -8.3333333333333233 1.4450000000000001 207.25000000000003 -37.987012987012982 0.61348484848484863 24.291666666666668 -2.7083333333333353 3.2678571428571463 22.387500000000003 1.8350000000000002
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 11 4 6 -3 -6 7 -4 -5 -8 13 -1 -10 -2 -13
|
||||
right_child=10 2 3 8 5 -7 9 -9 12 -11 -12 14 -14 -15 -16
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leaf_value=-0.014255420135607853 0.023310237479360944 0.060688099681206698 0.047635605094340575 -0.022508370276938035 0.03702793647430791 -0.038866757036159119 -0.017236539926759407 -0.026749878847924364 0.026448512176737455 -0.054467609884275854 -0.007621975235864803 0.052597905023238606 -0.014975239364821315 0.067546521320461253 0.012566451021375784
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leaf_weight=6.2201643437147167 8.2134438902139681 6.9778638184070614 7.975793316960333 11.688230097293852 9.2276621013879812 9.4580885171890223 113.23386019468307 6.2343348562717438 27.121811106801033 10.934748843312262 8.4812200069427472 9.2266680598258954 7.7061219811439505 6.2366772443056098 5.9792356044054022
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leaf_count=25 33 28 32 47 37 38 455 25 109 44 34 37 31 25 24
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internal_weight=254.916 231.985 210.559 184.895 25.6636 18.6858 138.379 14.2101 46.5162 124.169 22.9313 21.4261 34.8279 14.4501 15.2059
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internal_count=1024 932 846 743 103 75 556 57 187 499 92 86 140 58 61
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shrinkage=0.04
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||||
|
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Tree=7
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split_gain=10.4246 11.2262 10.7967 9.95568 11.3883 8.90539 8.65133 12.0582 11.6055 8.30861 8.22307 8.46564 6.54104 5.03193 4.78896 4.43026 4.16993
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threshold=0.45561144207842896 24.062500000000004 26.387500000000003 31.666666666666668 0.45725155221122971 175.77083333333337 -6.2083333333333348 11.162500000000001 0.19645540169586981 21.387500000000003 2.3541666666666674 1.7812500000000002 0.71927164205124738 212.00000000000003 0.35922103320833165 1.0312500000000002 0.50486813817504161
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=1 9 16 5 -5 -2 10 14 -9 -1 11 -6 -12 -7 -8 -11 -3
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shrinkage=0.04
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Tree=8
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split_feature=33 88 55 55 17 54 27 62 59 60 11 86 27 15 39
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threshold=5.4583333333333348 0.54438855792157115 24.062500000000004 21.535714285714288 -9.4642857142857064 26.312500000000004 -7.9791666666666661 0.47163958632520975 19.162500000000005 15.225000000000001 114.68750000000001 1.885 -0.06770833333333344 -1.0000000180025095e-35 -0.11249999999999999
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 4 3 12 11 10 8 13 -6 -9 -4 -1 -3 -8 -5
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right_child=-2 2 5 14 6 -7 7 9 -10 -11 -12 -13 -14 -15 -16
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internal_count=1024 981 187 105 794 82 740 680 60 611 58 54 50 69 55
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Tree=9
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threshold=5.4583333333333348 0.54438855792157115 24.062500000000004 21.535714285714288 26.312500000000004 31.666666666666668 0.45725155221122971 -6.2083333333333348 3.0625000000000004 0.77107730652069451 175.77083333333337 212.00000000000003 114.68750000000001 3.0625000000000004 -0.11249999999999999
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 5 3 13 12 10 -7 9 -9 -8 -1 -12 -4 -3 -5
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right_child=-2 2 4 14 -6 6 7 8 -10 -11 11 -13 -14 -15 -16
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internal_weight=254.101 243.527 46.3628 26.0215 20.3413 197.164 172.426 162.254 93.4491 68.8046 24.7376 16.779 14.3813 12.4575 13.564
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internal_count=1024 981 187 105 82 794 694 653 376 277 100 68 58 50 55
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is_linear=0
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shrinkage=0.04
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Tree=10
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split_gain=10.0606 13.2442 13.2354 7.28198 9.27874 9.24179 8.65882 8.65277 7.77526 9.89423 8.92987 8.43675 7.69243 6.47202 5.91656 6.71204 5.41747 5.66364 4.6817 4.44902 4.42172
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threshold=0.58007633587786267 1.5850000000000002 229.28125000000003 117.31250000000001 115.18750000000001 0.59375000000000011 24.803571428571434 24.354166666666668 42.261904761904766 17.062500000000004 13.35416666666667 20.062500000000004 24.562500000000004 5.4375000000000009 20.145833333333339 220.46875000000003 20.775000000000002 0.19788825188533934 0.60416666666666796 -4.3541666666666705 0.35905136104149266
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=3 18 13 4 8 7 19 -5 11 -10 -11 -1 -13 16 -15 -16 -3 -18 -2 -6 -4
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internal_count=1013 382 303 631 530 101 89 69 441 257 210 184 146 247 90 49 157 120 79 58 56
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is_linear=0
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shrinkage=0.04
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Tree=11
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threshold=0.38135121729750621 6.8875000000000011 22.775000000000002 7.1406250000000009 -7.5624999999999991 2.0520833333333335 2.6904761904761911 13.989583333333334 3.0625000000000004 0.026346315240645454 0.014637337657707453 41.401785714285722 17.354166666666668 -2.9999999999999996 -0.03868421822005879 -3.0312499999999996 1.7550000000000001 0.050581642342345606 0.78802449932964647 0.44915558749550849 7.4226190476190483 3.7857142857142851
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=12
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=7 8 4 17 5 -3 16 13 9 10 -2 -12 -7 -1 15 21 -6 -4 19 20 -9 -15
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internal_count=1013 765 411 102 309 89 220 248 354 323 282 239 51 148 113 87 194 69 100 74 48 61
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is_linear=0
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Tree=13
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=14
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split_feature=75 79 28 27 14 60 31 69 47 53 31 75 36 41 56 46 49 46 77 74
|
||||
split_gain=8.04256 13.9131 8.58147 7.46144 10.122 9.11597 10.0351 11.5688 9.90082 8.37289 8.31104 8.15738 7.02093 6.34993 5.18118 6.69615 5.11523 3.3449 3.22441 5.46203
|
||||
threshold=0.6718233349078887 0.6464920911223796 41.687500000000007 -2.3020833333333326 91.062500000000014 12.937500000000002 25.803571428571434 1.7083333333333337 0.37218684558476361 25.812500000000004 17.354166666666668 0.3980198019801981 -0.26190476190476181 12.775000000000002 40.062500000000007 0.37106571647400344 0.76572220694348403 0.35494543794947025 1.4850000000000001 0.49543388429752072
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=3 18 12 4 13 6 14 -8 10 -10 -7 -12 -3 -1 15 -5 -16 -6 19 -2
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||||
right_child=1 2 -4 5 17 8 7 -9 9 -11 11 -13 -14 -15 16 -17 -18 -19 -20 -21
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leaf_weight=8.626388296484949 5.9154238402843493 10.863973572850233 6.1918527483940116 30.794128924608231 9.0536976456642169 6.6757322102785102 11.092378646135332 6.415662854909896 11.35324338078499 9.6619694828987104 16.008781462907791 43.380531519651413 10.852814644575117 6.4449361413717261 6.8486602157354382 13.751119881868361 12.741591066122053 7.6055790930986396 7.6382495164871207 7.6053119897842407
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leaf_count=35 24 44 25 125 37 27 45 26 46 39 65 176 44 26 28 56 52 31 31 31
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||||
internal_weight=249.522 49.0676 27.9086 200.454 31.7306 168.724 81.6435 17.508 87.0803 21.0152 66.065 59.3893 21.7168 15.0713 64.1355 44.5452 19.5903 16.6593 21.159 13.5207
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||||
internal_count=1013 199 113 814 129 685 332 71 353 85 268 241 88 61 261 181 80 68 86 55
|
||||
is_linear=0
|
||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=15
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||||
num_leaves=14
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||||
num_cat=0
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||||
split_feature=86 40 27 10 41 31 73 65 28 74 14 97 65
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||||
split_gain=9.19077 7.28223 7.35402 9.11593 7.22847 7.50822 7.14398 7.51306 6.94962 5.72956 5.5869 4.91206 4.48842
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||||
threshold=1.425 10.937500000000002 -10.947916666666666 84.062500000000014 13.645833333333334 15.29166666666667 0.5344873150105709 0.32491602042266449 39.687500000000007 0.47029411764705881 85.535714285714292 -0.42708333333332854 0.35541085304317482
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=8 11 10 4 5 -4 9 -8 -1 -5 -3 -2 -13
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||||
right_child=1 2 3 6 -6 -7 7 -9 -10 -11 -12 12 -14
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||||
leaf_value=0.059592270356515986 0.0053735337050535084 0.0014536342489078382 -0.0042774365987278294 0.047077753667467796 -0.014197369069938693 0.036529368742735643 0.01583862591245707 -0.0087913938399981923 0.0061247756213370069 0.0052192588836833601 -0.050790366696786798 -0.012402789325272627 -0.059610908501483095
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||||
leaf_weight=7.3100549280643454 6.1067151725292232 5.9317886233329755 9.6296757310628873 7.8829693347215679 8.6421001106500608 28.761566951870918 23.91489639878273 115.60252341628075 8.3125372529029828 15.558673441410063 7.3123210966587067 5.9148542433977109 7.0790839940309525
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||||
leaf_count=30 25 24 39 32 35 117 97 469 34 63 30 24 29
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||||
internal_value=0.00140631 -0.00051071 0.00151755 0.00334081 0.0188538 0.0262938 -0.00113655 -0.00456952 0.0311431 0.0192955 -0.0273913 -0.0242158 -0.0381217
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||||
internal_weight=257.96 242.337 223.237 209.992 47.0333 38.3912 162.959 139.517 15.6226 23.4416 13.2441 19.1007 12.9939
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||||
internal_count=1048 984 906 852 191 156 661 566 64 95 54 78 53
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=16
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||||
num_leaves=13
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||||
num_cat=0
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||||
split_feature=33 88 64 14 97 55 33 27 95 11 62 89
|
||||
split_gain=8.94152 9.44973 8.34757 9.96923 9.2269 7.77034 6.84612 6.71789 8.91623 11.1245 5.59099 2.07466
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||||
threshold=5.4583333333333348 0.5709995709995711 0.32539627952456907 83.535714285714292 -1.5982142857142916 24.062500000000004 0.3184523809523796 -12.94270833333333 170.79017857142858 87.645833333333357 0.50771095194186133 0.48370246267843525
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 2 3 4 -1 -3 11 -4 10 -10 -9 -5
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||||
right_child=-2 5 7 6 -6 -7 -8 8 9 -11 -12 -13
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||||
leaf_value=-0.021346605099593578 -0.036738482853078236 0.058873571365345455 -0.029645258704030009 -0.03604840849327056 0.042575470200724393 0.0048157514196816237 -0.0070588968786982603 0.037451850608501855 -0.041717482942480864 0.0036108240465800787 0.0091615077619154172 -0.067942279025163504
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leaf_weight=7.6162292957305908 9.497162461280821 8.4247576445341128 9.057781442999838 6.4219828844070452 6.8739977478981 8.594713091850279 9.099840894341467 19.09737765789032 9.280805364251135 130.09927693009377 26.950699493288994 6.6345582008361816
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leaf_count=31 39 35 37 26 28 35 37 78 38 528 109 27
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internal_value=0.00135171 0.00280948 0.00069135 -0.0168207 0.0089773 0.0315748 -0.0336925 0.00399111 0.00563418 0.000592579 0.0208943 -0.052255
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||||
internal_weight=257.649 248.152 231.133 36.6466 14.4902 17.0195 22.1564 194.486 185.428 139.38 46.0481 13.0565
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||||
internal_count=1048 1009 939 149 59 70 90 790 753 566 187 53
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||||
is_linear=0
|
||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=17
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||||
num_leaves=12
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||||
num_cat=0
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||||
split_feature=33 88 55 27 10 32 31 60 75 90 14
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||||
split_gain=8.28401 8.76598 7.29837 6.5019 6.36672 9.86493 7.51301 7.17497 6.93615 6.2403 5.35126
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||||
threshold=5.4583333333333348 0.5709995709995711 24.062500000000004 -12.94270833333333 84.062500000000014 20.062500000000004 25.803571428571434 12.937500000000002 0.42318766937669378 0.19774467682950328 85.535714285714292
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 3 -3 10 5 8 7 -6 -5 -8 -1
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||||
right_child=-2 2 -4 4 6 -7 9 -9 -10 -11 -12
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||||
leaf_value=5.5780973020133532e-06 -0.035467582222402753 0.05716359984226644 0.004623749836194309 -0.010644706886582317 -0.01582380049665728 -0.034391445298106116 0.046794179848204068 0.0026044549279971439 0.028201993083561465 0.0052060024656404988 -0.051579011297576027
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||||
leaf_weight=6.1612475216388685 9.4450326114892942 8.3315776139497775 8.5935685932636243 9.1481379419565183 59.708019092679024 5.8809057772159568 8.1617092192173022 77.918728813529015 37.500212237238884 19.722670719027519 6.7347901910543442
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leaf_count=25 39 35 35 37 243 24 33 316 153 80 28
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||||
internal_weight=257.307 247.862 16.9251 230.936 218.04 52.5293 165.511 137.627 46.6484 27.8844 12.896
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||||
internal_count=1048 1009 70 939 886 214 672 559 190 113 53
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=18
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||||
num_leaves=8
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||||
num_cat=0
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split_feature=33 88 55 11 17 87 45
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||||
split_gain=7.67811 8.13711 6.86921 6.16429 9.02438 5.74349 6.3002
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||||
threshold=5.4583333333333348 0.5709995709995711 24.062500000000004 74.354166666666671 -10.687499999999998 2.1450000000000005 -0.0034592463243838995
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||||
decision_type=2 2 2 2 2 2 2
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||||
left_child=1 3 -3 -1 -5 6 -6
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||||
right_child=-2 2 -4 4 5 -7 -8
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||||
leaf_value=0.036528500712599402 -0.034255437987614025 0.0555735632038485 0.004439425576339767 -0.038357932926460371 -0.0070697236803132311 0.030356748335144887 0.0070235502949047429
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leaf_weight=7.4107095897197715 9.3892168849706632 8.2292238324880618 8.5923809558153135 9.6656254380941373 105.90707743167877 10.260427355766295 97.451314657926559
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||||
leaf_count=30 39 35 35 40 431 42 396
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||||
internal_value=0.00124942 0.00259625 0.0294545 0.000637822 -0.000553374 0.00115717 -0.00031609
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||||
internal_weight=256.906 247.517 16.8216 230.695 223.284 213.619 203.358
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||||
internal_count=1048 1009 70 939 909 869 827
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=19
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||||
num_leaves=12
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||||
num_cat=0
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||||
split_feature=33 86 64 12 27 95 11 49 62 29 63
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||||
split_gain=7.11864 7.56899 6.11087 12.4985 5.73268 8.29302 10.1577 5.48698 5.06855 4.93802 3.11264
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||||
threshold=5.4583333333333348 1.4150000000000003 0.32539627952456907 1.9375000000000002 -12.94270833333333 170.79017857142858 87.645833333333357 0.77175549922512843 0.54605872496633345 41.401785714285722 0.51856200631031568
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decision_type=2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 9 3 8 -4 7 -7 -6 10 -1 -3
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||||
right_child=-2 2 4 -5 5 6 -8 -9 -10 -11 -12
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||||
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leaf_count=31 39 42 37 47 149 38 536 40 26 25 38
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||||
internal_weight=256.635 247.305 233.946 37.4701 196.476 187.487 141.165 46.3217 25.9527 13.359 19.5804
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internal_count=1048 1009 953 153 800 763 574 189 106 56 80
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
|
||||
Tree=20
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||||
num_leaves=15
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||||
num_cat=0
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split_feature=60 18 88 26 36 31 9 24 61 35 75 60 95 51
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||||
split_gain=8.03818 7.72948 8.40414 12.0656 10.8001 9.64736 8.20128 6.93288 5.91815 6.68838 6.79855 4.79664 4.70914 4.49622
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||||
threshold=15.225000000000001 -0.29166666666667135 0.56584311806914556 14.937500000000002 -0.83124999999999971 19.645833333333339 16.515151515151516 -1.0000000180025095e-35 15.645833333333334 8.5669642857142865 0.58007633587786267 15.775000000000002 222.78125000000003 0.0018411019890782001
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 6 3 4 13 -6 8 -2 9 10 -1 -9 -4 -3
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||||
right_child=7 2 12 -5 5 -7 -8 11 -10 -11 -12 -13 -14 -15
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leaf_count=219 27 35 26 47 77 160 25 25 30 34 210 41 29 54
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internal_value=-0.00155888 -0.00379275 -0.0118627 -0.0161736 -0.0106771 -0.00167662 0.00283011 0.0210883 0.000545703 -0.00171195 0.00102442 0.0351816 0.0180434 -0.0347422
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internal_weight=254.218 231.394 104.302 91.1613 79.7797 58.0636 127.092 22.8243 120.978 113.581 105.219 16.2025 13.1405 21.7161
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||||
internal_count=1039 946 428 373 326 237 518 93 493 463 429 66 55 89
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
|
||||
Tree=21
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||||
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||||
num_cat=0
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split_feature=60 18 88 26 36 31 9 9 61 35 35 95 51 28
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||||
split_gain=7.42241 7.14338 7.76759 11.245 10.0048 8.89861 7.56719 6.33462 5.44938 6.18568 6.60464 4.38569 4.18924 2.06881
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||||
threshold=15.225000000000001 -0.29166666666667135 0.56584311806914556 14.937500000000002 -0.83124999999999971 19.645833333333339 16.515151515151516 -4.2748917748917838 15.645833333333334 8.5669642857142865 8.2678571428571441 222.78125000000003 0.0018411019890782001 41.187500000000007
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=1 6 3 4 12 -6 8 -2 9 10 -1 -4 -3 -9
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||||
right_child=7 2 11 -5 5 -7 -8 13 -10 -11 -12 -13 -14 -15
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||||
leaf_value=-0.0020580613462284694 -0.0067757984042552816 -0.011632476414499757 0.042031501598029888 -0.052911002493618228 0.021055706218397436 -0.012438211689475422 0.046156795546078516 0.022002629364403069 0.033775328851131076 -0.034815903882803013 0.034011731538430165 -0.0043576236343065185 -0.047663392508499491 0.052589999762468774
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leaf_count=393 35 35 26 47 77 160 25 30 30 34 36 29 54 28
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||||
internal_weight=253.854 231.072 104.04 90.9452 79.6475 58.0145 127.032 22.7822 120.924 113.521 105.187 13.0945 21.633 14.1718
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||||
internal_count=1039 946 428 373 326 237 518 93 493 463 429 55 89 58
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
|
||||
Tree=22
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||||
num_leaves=18
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||||
num_cat=0
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split_feature=75 10 73 56 97 33 54 28 63 53 73 64 38 53 14 13 63
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||||
split_gain=6.8389 8.24825 6.33351 8.88087 6.18565 5.67783 6.55094 5.59704 6.85557 8.66603 7.65659 7.21773 11.1113 8.66033 3.97328 3.82022 2.45765
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||||
threshold=0.71055555555555572 112.31250000000001 0.53158244680851074 39.937500000000007 -0.42708333333332854 -3.077380952380953 21.145833333333339 44.937500000000007 0.51560927336724371 25.687500000000004 0.63958726168028501 0.34495732674280544 4.3875000000000011 27.437500000000004 110.18750000000001 98.625000000000014 0.51800407176145413
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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||||
left_child=2 5 3 15 -5 -2 -7 8 9 10 -4 12 -10 -13 -11 -1 -8
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||||
right_child=1 -3 7 4 -6 6 16 -9 11 14 -12 13 -14 -15 -16 -17 -18
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leaf_weight=5.9841428995132464 7.3666127473115912 8.3540667146444303 65.92797489464283 6.133746981620793 10.522817611694332 9.2578747272491508 5.8667192012071592 11.480442628264425 29.450126886367798 6.6407066881656638 6.3565134406089774 47.05113098025322 6.0492770820856085 6.4109846800565711 8.3170198649167997 6.4289718419313431 5.8796851336956024
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leaf_count=25 30 34 271 25 43 38 24 47 121 27 26 193 25 26 34 26 24
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||||
internal_weight=253.479 36.725 216.754 29.0697 16.6566 28.3709 21.0043 187.684 176.204 87.2422 72.2845 88.9615 35.4994 53.4621 14.9577 12.4131 11.7464
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||||
internal_count=1039 150 889 119 68 116 86 770 723 358 297 365 146 219 61 51 48
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
|
||||
Tree=23
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num_leaves=16
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||||
num_cat=0
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split_feature=60 18 35 26 21 11 72 34 42 69 65 24 60 29 16
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||||
split_gain=6.76622 6.44432 7.43603 8.61975 6.98342 7.45293 9.26335 8.42599 8.25952 6.4395 7.95854 6.13581 4.32375 3.78406 2.36778
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||||
threshold=15.225000000000001 -0.29166666666667135 8.8229166666666696 14.937500000000002 0.16515151515151519 123.68750000000001 227.82000000000002 8.4687500000000018 -0.84166666666666667 8.2500000000000018 0.32491602042266449 -1.0000000180025095e-35 15.775000000000002 32.708333333333336 4.9375000000000009
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||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 4 3 9 5 6 7 -1 -8 10 -3 -2 -13 -5 -11
|
||||
right_child=11 2 -4 13 -6 -7 8 -9 -10 14 -12 12 -14 -15 -16
|
||||
leaf_value=0.0068377190178299978 -0.012999968486144695 0.046209360196903707 -0.047916200210550458 -0.016602574178768866 0.044382956007966268 0.041711064554847729 0.012542729748890782 -0.040858831579305734 -0.041878353739748291 -0.047809843446037739 -0.0025966166987321858 0.059424945850961183 0.016650328155874659 -0.061312735990994086 -0.01220746979923833
|
||||
leaf_weight=86.415405079722404 6.6122610569000271 5.8188596814870825 7.9874863028526297 5.9741610884666425 6.0946186929941168 6.6349345445632926 6.355574399232867 6.3623842000961295 14.977498367428778 6.0902193337678892 65.746306836605072 6.0662906020879772 10.036743447184561 6.1432460248470306 5.8692503720521927
|
||||
leaf_count=353 27 24 33 25 25 27 26 26 61 25 271 25 41 26 24
|
||||
internal_value=-0.00138606 -0.00343895 -0.0108389 -0.0077424 0.00260686 0.000498221 -0.00189808 0.00356685 -0.0256652 -0.00316857 0.00137173 0.0194426 0.0327643 -0.0392696 -0.0303376
|
||||
internal_weight=253.185 230.47 103.63 95.642 126.84 120.746 114.111 92.7778 21.3331 83.5246 71.5652 22.7153 16.103 12.1174 11.9595
|
||||
internal_count=1039 946 428 395 518 493 466 379 87 344 295 93 66 51 49
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=24
|
||||
num_leaves=15
|
||||
num_cat=0
|
||||
split_feature=60 18 88 27 62 9 11 72 12 48 36 24 43 95
|
||||
split_gain=6.25224 5.95135 7.10947 8.50211 8.95714 6.45695 6.86321 8.56032 7.77198 7.68621 6.38574 5.67858 4.21565 3.98223
|
||||
threshold=15.225000000000001 -0.29166666666667135 0.56584311806914556 -6.9999999999999973 0.46489792570397087 16.515151515151516 123.68750000000001 227.82000000000002 -0.75595238095237949 0.025274304665849606 -1.705357142857143 -1.0000000180025095e-35 0.50860236372279055 222.78125000000003
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 5 3 -3 -5 6 7 9 -9 -1 -6 -2 -13 -4
|
||||
right_child=11 2 13 4 10 -7 -8 8 -10 -11 -12 12 -14 -15
|
||||
leaf_value=0.0087138894445027461 -0.01248475536504879 -0.052100240369848241 0.040799272900499305 0.024363685744045852 -0.051816351953662361 0.042735686521304467 0.040009035522266888 -0.046006108176515285 0.00273483800408156 -0.021635092287458264 -0.0115203606180113 0.0090547062831142257 0.050240538556617337 -0.0035196794361016148
|
||||
leaf_weight=76.604642063379288 6.6097762733697918 8.6576687693595868 6.0909906178712827 10.348592042922972 6.9732603579759589 6.0767100751399985 6.6403718292713156 11.978713899850847 9.2968079298734647 16.170377686619759 64.432133376598358 7.2736790329217937 8.7717214673757535 6.9399073719978333
|
||||
leaf_count=313 27 37 26 43 29 25 27 49 38 66 264 30 36 29
|
||||
internal_value=-0.00133294 -0.00330607 -0.0104257 -0.0144068 -0.0104152 0.0025036 0.000477939 -0.00182368 -0.0247077 0.00342416 -0.0154556 0.0187169 0.0315702 0.0171962
|
||||
internal_weight=252.865 230.21 103.443 90.4117 81.754 126.768 120.691 114.051 21.2755 92.775 71.4054 22.6552 16.0454 13.0309
|
||||
internal_count=1039 946 428 373 336 518 493 466 87 379 293 93 66 55
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=25
|
||||
num_leaves=15
|
||||
num_cat=0
|
||||
split_feature=33 87 85 10 83 10 39 86 72 49 13 16 38 27
|
||||
split_gain=7.25855 6.38507 8.41516 9.2502 8.14048 7.48236 8.40852 7.85339 11.0386 8.60242 6.83818 5.86449 5.49791 3.04698
|
||||
threshold=5.4583333333333348 1.5850000000000002 1.0000000180025095e-35 117.22500000000001 0.54234668644906048 116.93750000000001 -1.0000000180025095e-35 1.5650000000000002 162.69282608695656 0.75102962846491172 104.77500000000002 -8.9374999999999982 4.1833333333333345 0.020833333333333655
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 10 5 4 11 7 -7 9 -9 -3 -1 -4 -8 -6
|
||||
right_child=-2 2 3 -5 13 6 12 8 -10 -11 -12 -13 -14 -15
|
||||
leaf_value=-0.041539672781130549 -0.031422067002150791 0.042995214924070081 0.042296436297125074 -0.023883650662784965 0.072297264891014304 -0.009582647504040049 0.058812399794648744 0.021985462315431858 -0.014896003510037621 -0.0040262327529876152 0.0035283522947714635 0.0075685995167286092 0.011039775290075307 0.0323219849604569
|
||||
leaf_weight=10.137894913554193 10.139534831047056 10.71300193667412 9.8288029283285123 7.8387844264507285 5.8450987040996534 9.664890334010126 8.7909274846315366 15.362282529473303 83.881821304559708 14.860007524490355 11.493947580456732 37.329559937119484 6.8639661371707907 6.381435826420784
|
||||
leaf_count=42 43 45 40 32 24 40 36 63 345 62 47 153 28 26
|
||||
internal_value=0.00172561 0.00313194 0.0051945 0.0169566 0.0223475 -7.19483e-05 0.0197544 -0.00409382 -0.00918701 0.0156719 -0.0175931 0.0148066 0.0378663 0.0514328
|
||||
internal_weight=249.132 238.992 217.361 67.2237 59.3849 150.137 25.3198 124.817 99.2441 25.573 21.6318 47.1584 15.6549 12.2265
|
||||
internal_count=1026 983 894 275 243 619 104 515 408 107 89 193 64 50
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=26
|
||||
num_leaves=13
|
||||
num_cat=0
|
||||
split_feature=48 87 75 13 13 26 98 83 54 28 63 26
|
||||
split_gain=6.07316 5.62173 8.54781 6.21306 5.95377 6.62941 7.29602 6.07248 5.64674 6.51449 5.46195 3.27744
|
||||
threshold=0.064872666259492118 1.5850000000000002 0.69045454545454554 104.77500000000002 120.56250000000001 15.072916666666668 -11.562499999999998 0.49675474226372424 20.535714285714288 40.187500000000007 0.51085383914331295 6.072916666666667
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 3 4 -1 5 6 -3 -7 -4 11 -2 -10
|
||||
right_child=10 2 8 -5 -6 7 -8 -9 9 -11 -12 -13
|
||||
leaf_value=-0.039674658535771484 -0.052512934017087537 -0.014023176104202862 -0.005798976431383154 0.0036351517375994916 -0.026305412473366974 0.0062814492481233046 0.010148203473004854 -0.041049983242601396 0.028561765576098901 0.0087152875473318417 -0.0029143682076594587 0.066287713324515871
|
||||
leaf_weight=9.8422116041183489 6.0319006294012061 23.719328477978706 7.8761165887117377 11.48290069401264 11.350633054971693 7.9110089093446758 126.75102043151855 9.5997582674026471 6.5257693231105831 10.448119834065436 8.6423251926898939 8.462289631366728
|
||||
leaf_count=41 25 97 32 47 47 33 522 41 27 43 36 35
|
||||
internal_value=0.00166 0.00322559 0.00518911 -0.0163537 0.00173262 0.00362718 0.00633796 -0.0196666 0.0237966 0.0329606 -0.0233021 0.0498619
|
||||
internal_weight=248.643 233.969 212.644 21.3251 179.332 167.981 150.47 17.5108 33.3123 25.4362 14.6742 14.9881
|
||||
internal_count=1026 965 877 88 740 693 619 74 137 105 61 62
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=27
|
||||
num_leaves=15
|
||||
num_cat=0
|
||||
split_feature=33 40 43 64 56 29 74 7 16 12 36 53 32 33
|
||||
split_gain=6.67537 6.00723 6.58775 6.4086 6.22146 8.22654 7.17113 5.57557 10.8982 10.7588 6.64454 7.95563 6.24334 4.86842
|
||||
threshold=5.4583333333333348 10.937500000000002 0.53985767334155887 0.34495732674280544 30.562500000000004 32.791666666666679 0.62250000000000016 59.166666666666679 3.7916666666666647 9.1339285714285712 -0.34166666666666673 22.387500000000003 23.791666666666668 -0.29166666666666602
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 3 7 -1 -4 -6 -7 8 9 -3 12 -12 -9 -5
|
||||
right_child=-2 2 4 13 5 6 -8 10 -10 -11 11 -13 -14 -15
|
||||
leaf_value=-0.04539631182232725 -0.030331123415790143 0.0036500818553591068 -0.017115468469559102 -0.026046588004955247 0.065457960355147352 0.02547423439415672 -0.018488966847576102 0.017724882848208653 -0.041424367213409224 -0.047501812723565191 -0.0045522301063454888 0.04416916038732871 -0.038718688099103261 0.024752126334750945
|
||||
leaf_weight=8.1224037855863589 10.053963825106619 115.14034233987331 6.9894797801971427 5.7684260606765747 6.3827460259199134 27.928439050912857 7.5389710813760749 6.7571853250265104 10.671643391251562 6.9777127951383582 8.1633969545364398 15.628093481063841 5.8501180559396744 6.3321559280157071
|
||||
leaf_count=34 43 476 29 24 26 114 31 28 44 29 34 64 24 26
|
||||
internal_value=0.00159555 0.00294283 0.00487723 -0.0179123 0.0178183 0.0236527 0.0161294 0.00114151 -0.00266021 0.00072731 0.0150109 0.0274518 -0.00846641 0.000536049
|
||||
internal_weight=248.305 238.251 218.028 20.223 48.8396 41.8502 35.4674 169.188 132.79 122.118 36.3988 23.7915 12.6073 12.1006
|
||||
internal_count=1026 983 899 84 200 171 145 699 549 505 150 98 52 50
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=28
|
||||
num_leaves=13
|
||||
num_cat=0
|
||||
split_feature=33 27 14 48 24 53 59 57 34 47 81 50
|
||||
split_gain=6.19142 5.48502 8.27407 6.44704 5.11208 5.11786 5.55155 5.07182 5.97421 8.76085 8.56983 3.46147
|
||||
threshold=5.4583333333333348 -2.3020833333333326 85.312500000000014 0.064872666259492118 -1.0000000180025095e-35 21.291666666666668 23.387500000000003 45.687500000000007 6.8875000000000011 0.37218684558476361 1.7150000000000001 0.74075516458343793
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=1 2 11 7 -4 -6 -7 8 10 -10 -3 -1
|
||||
right_child=-2 3 4 -5 5 6 -8 -9 9 -11 -12 -13
|
||||
leaf_value=0.036467676081935275 -0.029325034647802492 0.012704755728250297 -0.051764929617036118 -0.023669451716433799 -0.044508533316403635 0.026446805663908529 -0.027271352696527536 -0.022833580306035422 0.022463638898768467 -0.0033374130186977686 -0.014458359978742813 -0.0028572785771652266
|
||||
leaf_weight=6.0484680682420722 9.9843682050704938 40.375474900007248 7.6424536705017116 11.367303296923636 5.5812820345163372 6.6618274450302106 5.7221347242593765 8.4949828088283521 73.357022643089294 29.534479916095734 34.431760281324387 8.7800204604864103
|
||||
leaf_count=25 43 166 32 47 24 28 24 35 302 121 143 36
|
||||
internal_value=0.0015332 0.00282775 -0.0105946 0.005575 -0.0243635 -0.0127068 0.00162579 0.0073604 0.00880384 0.0150576 0.000202303 0.0131832
|
||||
internal_weight=247.982 237.997 40.4362 197.561 25.6077 17.9652 12.384 186.194 177.699 102.892 74.8072 14.8285
|
||||
internal_count=1026 983 169 814 108 76 52 767 732 423 309 61
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=29
|
||||
num_leaves=17
|
||||
num_cat=0
|
||||
split_feature=87 85 10 83 41 73 86 39 8 44 13 76 61 36 97 45
|
||||
split_gain=5.37924 8.77104 7.1461 6.5763 6.24618 5.74552 7.24104 5.90731 7.82727 5.90939 5.68942 4.92086 12.7968 7.49136 4.69159 2.29423
|
||||
threshold=1.5850000000000002 1.0000000180025095e-35 117.22500000000001 0.54234668644906048 10.812500000000002 0.53158244680851074 1.7450000000000003 -0.61249999999999993 47.727272727272734 0.48331411181158185 104.77500000000002 2.4650000000000003 12.866071428571431 0.28869047619047633 1.4062500000000002 -0.013905145374354397
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=10 4 3 11 -2 6 -6 8 -7 -9 -1 13 -13 -3 -12 -5
|
||||
right_child=1 2 -4 15 5 7 -8 9 -10 -11 14 12 -14 -15 -16 -17
|
||||
leaf_value=-0.039294680659493833 -0.031671221811972641 0.037455766277146953 -0.018600965920339822 0.063774142191859146 0.050889907105456336 -0.036046187526128669 -0.0011468294092016626 -0.016947588402893 -0.00031638211057623142 0.0084049263294318916 0.026762860869410491 0.035225255717854904 -0.041754796373233906 -0.00065805839704901963 -0.023845024484234915 0.029272484285479398
|
||||
leaf_weight=10.1972071826458 10.532053381204603 19.837578102946281 8.7409028112888318 6.0329279154539108 7.6620817482471493 16.978984668850899 9.6890967190265638 18.620566442608833 23.233949556946754 70.049215823411942 5.8855016827583295 6.3545227348804456 7.5724885612726212 14.127186641097067 5.8383642733097076 6.3081436455249769
|
||||
leaf_count=43 44 82 36 25 32 71 40 78 96 290 24 26 31 58 24 26
|
||||
internal_value=0.0014732 0.00331024 0.0151971 0.0201018 -0.00191971 0.000223048 0.021832 -0.00268611 -0.0154025 0.00308092 -0.0174444 0.0133924 -0.00663086 0.0216028 0.00156066 0.0461386
|
||||
internal_weight=247.661 225.74 68.9738 60.2328 156.766 146.234 17.3512 128.883 40.2129 88.6698 21.9211 47.8918 13.927 33.9648 11.7239 12.3411
|
||||
internal_count=1026 935 284 248 651 607 72 535 167 368 91 197 57 140 48 51
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
end of trees
|
||||
|
||||
feature_importances:
|
||||
Column_33=16
|
||||
Column_55=14
|
||||
Column_75=13
|
||||
Column_95=13
|
||||
Column_17=12
|
||||
Column_27=12
|
||||
Column_40=12
|
||||
Column_60=12
|
||||
Column_88=12
|
||||
Column_87=11
|
||||
Column_11=10
|
||||
Column_97=10
|
||||
Column_14=9
|
||||
Column_36=9
|
||||
Column_53=9
|
||||
Column_64=9
|
||||
Column_86=9
|
||||
Column_31=8
|
||||
Column_54=8
|
||||
Column_73=8
|
||||
Column_15=7
|
||||
Column_26=7
|
||||
Column_29=7
|
||||
Column_39=7
|
||||
Column_62=7
|
||||
Column_63=7
|
||||
Column_9=6
|
||||
Column_10=6
|
||||
Column_12=6
|
||||
Column_18=6
|
||||
Column_28=6
|
||||
Column_51=6
|
||||
Column_61=6
|
||||
Column_77=6
|
||||
Column_13=5
|
||||
Column_24=5
|
||||
Column_35=5
|
||||
Column_38=5
|
||||
Column_46=5
|
||||
Column_48=5
|
||||
Column_58=5
|
||||
Column_65=5
|
||||
Column_74=5
|
||||
Column_80=5
|
||||
Column_8=4
|
||||
Column_30=4
|
||||
Column_32=4
|
||||
Column_41=4
|
||||
Column_43=4
|
||||
Column_45=4
|
||||
Column_49=4
|
||||
Column_72=4
|
||||
Column_82=4
|
||||
Column_83=4
|
||||
Column_16=3
|
||||
Column_25=3
|
||||
Column_34=3
|
||||
Column_47=3
|
||||
Column_50=3
|
||||
Column_52=3
|
||||
Column_56=3
|
||||
Column_59=3
|
||||
Column_79=3
|
||||
Column_81=3
|
||||
Column_85=3
|
||||
Column_89=3
|
||||
Column_90=3
|
||||
Column_98=3
|
||||
Column_37=2
|
||||
Column_42=2
|
||||
Column_57=2
|
||||
Column_69=2
|
||||
Column_76=2
|
||||
Column_96=2
|
||||
Column_7=1
|
||||
Column_21=1
|
||||
Column_44=1
|
||||
Column_66=1
|
||||
Column_68=1
|
||||
Column_71=1
|
||||
|
||||
parameters:
|
||||
[boosting: gbdt]
|
||||
[objective: binary]
|
||||
[metric: binary_logloss]
|
||||
[tree_learner: serial]
|
||||
[device_type: cpu]
|
||||
[data_sample_strategy: bagging]
|
||||
[data: ]
|
||||
[valid: ]
|
||||
[num_iterations: 1200]
|
||||
[learning_rate: 0.04]
|
||||
[num_leaves: 31]
|
||||
[num_threads: 4]
|
||||
[seed: 42]
|
||||
[deterministic: 0]
|
||||
[force_col_wise: 0]
|
||||
[force_row_wise: 0]
|
||||
[histogram_pool_size: -1]
|
||||
[max_depth: 6]
|
||||
[min_data_in_leaf: 24]
|
||||
[min_sum_hessian_in_leaf: 0.001]
|
||||
[bagging_fraction: 0.84]
|
||||
[pos_bagging_fraction: 1]
|
||||
[neg_bagging_fraction: 1]
|
||||
[bagging_freq: 5]
|
||||
[bagging_seed: 400]
|
||||
[bagging_by_query: 0]
|
||||
[feature_fraction: 0.82]
|
||||
[feature_fraction_bynode: 1]
|
||||
[feature_fraction_seed: 30056]
|
||||
[extra_trees: 0]
|
||||
[extra_seed: 12879]
|
||||
[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: 17869]
|
||||
[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: 175]
|
||||
[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: 16083]
|
||||
[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
|
||||
Reference in New Issue
Block a user