@@ -0,0 +1,655 @@
|
||||
tree
|
||||
version=v4
|
||||
num_class=1
|
||||
num_tree_per_iteration=1
|
||||
label_index=0
|
||||
max_feature_idx=98
|
||||
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=2312 2651 2758 2331 2348 2534 2554 2662 2359 2770 1932 1926 2552 2145 2460 2555 1931 2453 1831 2020 2352 2348 2035
|
||||
|
||||
Tree=0
|
||||
num_leaves=21
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||||
num_cat=0
|
||||
split_feature=77 77 95 50 40 97 37 25 73 56 81 57 35 17 50 97 25 23 23 9
|
||||
split_gain=87.208 23.2965 12.6569 10.5307 10.1901 9.83622 9.59439 7.56522 7.2843 6.81795 6.60435 5.65211 7.74871 6.22559 5.61137 5.14301 3.28504 2.92219 2.6911 0.0931822
|
||||
threshold=1.3750000000000002 2.6550000000000007 166.34375000000003 0.73851279305095374 11.062500000000002 5.9687500000000009 3.7750000000000004 1.8802083333333337 0.5344873150105709 30.803571428571434 1.5750000000000004 41.062500000000007 6.6937500000000005 -4.7749999999999977 0.71663103786665172 -3.4241071428571384 7.7864583333333348 1.0000000180025095e-35 1.0000000180025095e-35 -39.015151515151508
|
||||
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 2 14 -1 -4 7 -7 -6 -3 -10 -5 12 -11 -13 -2 -16 18 -17 -12 -20
|
||||
right_child=1 8 4 10 5 6 -8 -9 9 11 16 13 -14 -15 15 17 -18 -19 19 -21
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||||
leaf_value=-0.14765628269715012 -0.15600540791535678 -0.23353299922727577 -0.12151989070972055 -0.13344020462290634 -0.11780070546597361 -0.21612555668738542 -0.16327023115717296 -0.15881183656013212 -0.15004174704520915 -0.17986005139594724 -0.10382337530156519 -0.2025678370168939 -0.21889492254600434 -0.15072330828751174 -0.17027559642606713 -0.19596193574534582 -0.1164283857771044 -0.23353299922727577 -0.079223274212206221 -0.072514155733290175
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||||
leaf_weight=11.17881618440151 6.70728971064091 6.210453435778617 11.427234321832655 9.1914710849523527 7.94938039779663 9.1914710849523562 13.662997558712958 76.015950053930283 6.7072897106409064 14.159833833575247 8.943052947521215 6.4588715732097617 19.128196582198143 8.6946348100900632 6.9557078480720582 7.4525441229343361 8.1977985352277738 5.9620352983474731 5.9620352983474714 7.4525441229343414
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||||
leaf_count=45 27 25 46 37 32 37 55 306 27 57 36 26 77 35 28 30 33 24 24 30
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||||
internal_value=-0.160244 -0.171796 -0.16307 -0.113358 -0.157421 -0.161262 -0.184527 -0.154929 -0.192463 -0.187838 -0.103712 -0.193072 -0.202291 -0.172821 -0.187739 -0.198187 -0.0947688 -0.21266 -0.0868269 -0.075496
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||||
internal_weight=257.61 206.684 145.325 50.9257 118.247 106.82 22.8545 83.9653 61.3593 55.1488 39.7469 48.4415 33.288 15.1535 27.0776 20.3703 30.5554 13.4146 22.3576 13.4146
|
||||
internal_count=1037 832 585 205 476 430 92 338 247 222 160 195 134 61 109 82 123 54 90 54
|
||||
is_linear=0
|
||||
shrinkage=1
|
||||
|
||||
|
||||
Tree=1
|
||||
num_leaves=24
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||||
num_cat=0
|
||||
split_feature=78 78 95 46 40 97 37 41 13 50 75 83 22 17 50 97 15 81 65 43 23 43 25
|
||||
split_gain=80.2042 21.5716 11.6989 11.0897 9.36546 9.08525 8.91556 8.1723 7.75226 7.09679 6.96929 6.56155 6.17385 5.70382 5.20301 4.788 4.74542 3.71513 3.26193 3.12932 2.73996 1.35961 0.11562
|
||||
threshold=0.39285714285714285 0.68693349935065817 166.34375000000003 0.34153389001132711 11.062500000000002 5.9687500000000009 3.7750000000000004 14.612500000000002 109.93750000000001 0.74692579813599125 0.36503968253968255 0.47970222696600762 1.5000000000000002 6.5625000000000009 0.71663103786665172 -3.4241071428571384 1.5166666666666659 1.635 0.35759117986701622 0.52557970719916269 1.0000000180025095e-35 0.51924929840975398 3.0312500000000004
|
||||
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
|
||||
left_child=3 2 14 8 -4 7 -7 -6 9 -1 16 -12 17 21 -2 -16 18 -13 -3 -20 -17 22 -5
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||||
right_child=1 10 4 13 5 6 -8 -9 -10 -11 11 12 -14 -15 15 20 -18 -19 19 -21 -22 -23 -24
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||||
leaf_value=0.0055530680640734674 0.0032845293651423612 -0.072766645625454485 0.036292826760507588 0.077436849336701308 -0.0022894176915147862 -0.054725292524358454 -0.003689958048423233 0.027881485430822688 -0.013760354637319356 0.059619560028970849 -0.050594773409676115 -0.0085801885492360844 -0.033840627756109222 0.036366913393967221 -0.010423432121785391 -0.035188847843671808 -0.021864921616209863 0.033823144597002808 -0.060759072260146665 -0.021284474578964662 -0.071669256311519158 0.058239915950701049 0.085149025961743521
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||||
leaf_weight=6.4684473276138368 6.7090961784124401 9.4034554809331912 11.457648575305937 5.9847112745046669 65.60038697719574 9.142817825078966 13.658771887421606 18.391589343547821 6.4761682301759711 9.7236045598983747 7.1794854700565365 7.4327530264854449 8.1723358631134015 9.9696762263774854 6.9495052695274415 7.4284560978412575 10.15483947098255 5.9542565494775772 6.6812664419412595 6.190190851688385 5.9189314842224121 5.978186532855033 6.4756923913955688
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||||
leaf_count=26 27 38 46 24 264 37 55 74 26 39 29 30 33 40 28 30 41 24 27 25 24 24 26
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||||
internal_value=-0.000786037 -0.0118905 -0.00349945 0.0440926 0.00192543 -0.00176177 -0.0241537 0.00431706 0.0232273 0.0380209 -0.0318166 -0.0174741 -0.00644452 0.0607419 -0.0272534 -0.0373477 -0.0445269 0.0102799 -0.0548581 -0.0417748 -0.0513662 0.0739213 0.0814449
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||||
internal_weight=257.502 206.426 145.257 51.0765 118.251 106.794 22.8016 83.992 22.6682 16.1921 61.1686 28.7388 21.5593 28.4083 27.006 20.2969 32.4298 13.387 22.2749 12.8715 13.3474 18.4386 12.4604
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||||
internal_count=1037 832 585 205 476 430 92 338 91 65 247 116 87 114 109 82 131 54 90 52 54 74 50
|
||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=2
|
||||
num_leaves=25
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||||
num_cat=0
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||||
split_feature=77 76 10 46 51 75 75 42 12 51 74 44 9 61 86 41 49 17 85 44 27 49 74 97
|
||||
split_gain=73.8475 19.9927 10.9898 10.1665 9.79528 8.50828 11.1493 9.23472 9.00307 8.63936 8.14649 7.11143 7.43675 10.0884 8.56935 6.6516 6.48284 5.22574 5.21615 4.45089 3.01631 2.88722 1.39723 0.105613
|
||||
threshold=1.3750000000000002 1.2250000000000003 80.937500000000014 0.34153389001132711 0.011242161620033652 0.44508064516129037 0.39517441860465125 -0.61249999999999971 2.5499999999999976 0.012462680598456451 0.40642170329670335 0.55897334407178179 8.7121212121212164 11.866071428571431 1.635 14.225000000000001 0.78414366883116904 6.5625000000000009 6.0000000000000009 0.51258507460016867 -0.10937499999999993 0.73610958414604988 0.62250000000000016 1.1937499999999945
|
||||
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
|
||||
left_child=3 11 19 4 18 6 8 10 -4 -9 -7 12 13 -2 -15 20 -8 22 -1 -3 -14 -21 23 -5
|
||||
right_child=1 2 5 17 -6 7 16 9 -10 -11 -12 -13 15 14 -16 -17 -18 -19 -20 21 -22 -23 -24 -25
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||||
leaf_value=0.017705783755189462 0.028974497745101052 -0.0060737041061852126 0.028384924190391733 0.081917709440956332 -0.011007695119626166 0.051971315475459197 -0.05418693058345065 -0.015490981812325239 -0.030486429608756988 0.017134873390643509 0.01007092726093781 -0.071582917658417497 -0.024872499607636107 0.0039725729814389819 -0.046514665309970234 -0.0035756501646253529 -0.0037995538175229883 0.034855017993211231 0.06661466771004268 -0.026672382631287159 -0.057894168683677763 -0.065766238281201289 0.054894232678188361 0.074556160849369266
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leaf_weight=6.7373062372207659 7.4330984354019192 7.1768550276756313 11.678280815482141 6.4950603991746956 8.7123459726572019 11.683709740638731 11.923531427979471 30.992172449827194 6.4527826756238928 22.351678267121315 20.364999443292618 5.9138691127300254 5.9248394817113939 9.3952521085739154 12.583362787961958 6.4179672747850409 6.2149500101804724 9.9856856316328031 7.2363171875476837 6.1660670638084394 17.493629351258278 5.9290464669466019 5.9967442750930777 5.9974743723869324
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||||
leaf_count=27 30 29 47 26 35 47 48 125 26 90 82 24 24 38 51 26 25 40 29 25 71 24 24 24
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||||
internal_value=-0.000757575 -0.0114353 -0.00296399 0.0422564 0.0222795 0.00148162 -0.0147493 0.00837551 0.00743281 -0.00182038 0.0253462 -0.0297572 -0.0255824 -0.011309 -0.0249328 -0.0396526 -0.0369223 0.058172 0.0430335 -0.0310287 -0.0495397 -0.0458363 0.0707651 0.0783835
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||||
internal_weight=257.257 206.096 140.934 51.1609 22.686 121.662 36.2695 85.3926 18.1311 53.3439 32.0487 65.162 59.2481 29.4117 21.9786 29.8364 18.1385 28.475 13.9736 19.272 23.4185 12.0951 18.4893 12.4925
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||||
internal_count=1037 832 568 205 91 490 146 344 73 215 129 264 240 119 89 121 73 114 56 78 95 49 74 50
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=3
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||||
num_leaves=21
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||||
num_cat=0
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||||
split_feature=77 77 95 46 51 86 49 42 73 69 54 7 31 85 50 81 61 44 53 77
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||||
split_gain=68.0698 18.5538 10.4158 9.36539 9.01462 7.14355 8.22377 7.01134 6.54248 6.34821 10.3019 8.78745 4.815 4.79475 4.79 3.98009 3.96113 2.92643 3.60798 2.21945
|
||||
threshold=1.3750000000000002 2.6550000000000007 166.34375000000003 0.34153389001132711 0.011242161620033652 2.2450000000000006 0.80827483213138251 -0.61249999999999971 0.5344873150105709 4.6500000000000012 23.062500000000004 40.833333333333343 23.550000000000004 6.0000000000000009 0.71663103786665172 1.7750000000000001 12.062500000000002 0.53723539037745083 24.803571428571434 1.925
|
||||
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 2 14 4 13 6 7 -4 -3 11 -11 -10 -8 -1 -2 19 -13 18 -5 -16
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||||
right_child=1 8 5 17 -6 -7 12 -9 9 10 -12 16 -14 -15 15 -17 -18 -19 -20 -21
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||||
leaf_value=0.016987942399224069 0.0035814571364199662 -0.068907535589063609 0.01429912015371851 0.079098125792394905 -0.010575188509827679 -0.033022257030977734 0.059900457392998388 -0.008250813675967944 0.00010937594628987166 -0.040766144429216389 0.025542986379799158 -0.019382488279346841 0.013986965287345072 0.063856791784991249 -0.032605400222488659 -0.0094169329033003141 -0.05275351833756161 0.039347381597312048 0.041332957240490006 -0.064822733951046208
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leaf_weight=6.7410361915826815 6.703504994511607 6.0858818590641013 35.323686808347702 11.494772866368299 8.7060475498437864 8.6918699741363508 5.9581677168607703 58.758967056870461 9.3814801126718503 6.6312184035778037 8.6243968755006772 7.6371410340070751 9.4523572921752912 7.2466183453798294 7.3598874658346194 6.4097239673137656 22.335135906934738 10.743333801627157 6.2475921660661689 6.3931281566619873
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leaf_count=27 27 25 142 46 35 35 24 237 38 27 35 31 38 29 30 26 91 43 25 26
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||||
internal_value=-0.000730438 -0.0109991 -0.00322902 0.0405507 0.0213801 0.00188154 0.0046523 0.000215644 -0.0295683 -0.0251842 -0.00327986 -0.0336755 0.0317385 0.0412694 -0.0257105 -0.0354492 -0.0442504 0.0558234 0.0657999 -0.0475817
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||||
internal_weight=256.926 205.747 145.051 51.1794 22.6937 118.185 109.493 94.0827 60.6953 54.6094 15.2556 39.3538 15.4105 13.9877 26.8662 20.1627 29.9723 28.4857 17.7424 13.753
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||||
internal_count=1037 832 585 205 91 476 441 379 247 222 62 160 62 56 109 82 122 114 71 56
|
||||
is_linear=0
|
||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=4
|
||||
num_leaves=21
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||||
num_cat=0
|
||||
split_feature=77 76 10 46 38 52 90 13 63 35 27 50 50 12 36 17 44 49 74 45
|
||||
split_gain=62.8093 17.2545 9.84388 8.65527 8.50818 8.94286 7.35721 7.1083 6.79729 7.71767 6.73811 6.55324 5.90783 5.04228 9.19595 4.75428 4.11592 2.77884 1.29074 0.102719
|
||||
threshold=1.3750000000000002 1.2250000000000003 80.937500000000014 0.34153389001132711 2.6904761904761911 26.562500000000004 0.19724305626860048 109.93750000000001 0.55212996425566885 6.2750000000000012 -0.020833333333333648 0.76335870360422431 0.74692579813599125 7.3125000000000009 -0.26190476190476181 6.5625000000000009 0.51258507460016867 0.73610958414604988 0.62250000000000016 -0.0013187490579748998
|
||||
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 8 16 7 11 6 -6 12 9 -2 -7 -4 -1 14 -11 18 -3 -18 19 -5
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||||
right_child=1 2 4 15 5 10 -8 -9 -10 13 -12 -13 -14 -15 -16 -17 17 -19 -20 -21
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leaf_value=0.0050560182108375287 0.01454555314741844 -0.0053774531433530308 0.0088078452630964664 0.076512274772428487 0.012372105311854016 0.04280070757761658 -0.015898578376521092 -0.014892135795344198 -0.057603106440945573 -0.013716056812372755 -2.743210612548636e-05 0.06049972094546327 0.054367671817810027 -0.0053464224261316716 -0.054858503781032956 0.031440123411904081 -0.024849777283710722 -0.063361316106082435 0.050431436557637821 0.069244124813442359
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||||
leaf_weight=6.4694478660821977 7.8782515972852698 7.1609281748533276 10.659276410937311 6.4840846359729793 19.36934831738472 10.460701778531076 61.473121464252472 6.4756214618682852 10.231325536966322 16.168815225362774 13.415295347571371 6.2101935893297187 9.7394945174455625 11.545304596424101 18.798230275511745 9.9960098117589933 6.1246920526027662 5.871805265545845 5.9897889196872702 5.9808590859174755
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leaf_count=26 32 29 43 26 78 42 248 26 42 66 54 25 39 47 77 40 25 24 24 24
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||||
internal_value=-0.0007041 -0.010581 -0.00272469 0.0389631 0.00147434 -0.00277256 -0.0091251 0.0205332 -0.0276919 -0.0220654 0.0187367 0.0278373 0.034686 -0.0282665 -0.0358342 0.0536577 -0.029375 -0.0436996 0.0656918 0.0730249
|
||||
internal_weight=256.503 205.367 140.745 51.1353 121.588 104.718 80.8425 22.6846 64.6219 54.3906 23.876 16.8695 16.2089 46.5124 34.967 28.4507 19.1574 11.9965 18.4547 12.4649
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||||
internal_count=1037 832 568 205 490 422 326 91 264 222 96 68 65 190 143 114 78 49 74 50
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=5
|
||||
num_leaves=23
|
||||
num_cat=0
|
||||
split_feature=77 77 49 8 59 55 59 9 40 35 50 74 36 58 97 86 49 8 95 56 52 48
|
||||
split_gain=59.2137 16.5141 9.9144 11.7486 12.1383 8.99339 10.5611 8.66857 10.2694 8.14362 7.72674 7.72484 12.0149 7.4839 7.07919 6.69422 4.48655 4.69909 4.36454 2.6211 3.68984 2.53359
|
||||
threshold=1.3550000000000002 2.2550000000000003 0.75657876131221735 31.666666666666668 17.267857142857146 19.535714285714288 18.937500000000004 -2.6785714285714266 12.937500000000002 8.3875000000000011 0.73851279305095374 0.54575358851674649 0.066964285714285574 24.354166666666668 2.9821428571428616 1.7450000000000003 0.77175549922512843 65.151515151515156 173.36607142857147 40.38750000000001 20.937500000000004 0.0091659973707001029
|
||||
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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||||
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Tree=7
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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
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Tree=9
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split_feature=77 77 52 75 51 26 74 17 75 82 54 32 27 33 81 83 85 32 72 61 77 52
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split_gain=32.7624 7.68874 8.64181 8.25451 7.32214 6.8233 6.75593 6.44176 8.25947 8.69321 6.36363 7.17186 5.52164 5.23358 7.14313 7.28422 6.71979 4.33821 3.0057 2.88005 2.0103 1.97945
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threshold=1.3550000000000002 2.7750000000000004 26.437500000000004 0.36503968253968255 0.0031256509629944006 8.0104166666666696 0.53482673267326752 5.7142857142857162 0.37048387096774199 1.5250000000000001 21.387500000000003 23.401785714285719 0.041666666666666609 0.48750000000000077 1.5450000000000002 0.49675474226372424 7.0000000000000009 23.937500000000004 168.45500000000001 12.866071428571431 3.5750000000000006 20.937500000000004
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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=13 2 7 17 -4 6 -5 8 -2 -10 -9 -12 -6 14 -1 16 -16 18 -3 -15 -20 -17
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right_child=1 3 4 5 12 -7 -8 10 9 -11 11 -13 -14 19 15 21 -18 -19 20 -21 -22 -23
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leaf_weight=7.3369961380958548 7.6220861226320258 8.4552565813064628 11.61829833686352 9.1469356268644351 8.95874175429344 7.0741493850946418 5.7027423083782187 10.210099041461946 13.296437010169027 70.522654443979263 8.4501094073057192 10.635228663682936 6.2034237682819358 6.9417874813079816 6.5973821580410021 6.2351381480693799 5.7690534591674805 6.4230835288763037 9.5591890364885312 7.5070647299289703 5.4950702935457221 6.273080438375473
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leaf_count=30 31 36 47 39 36 29 24 42 54 288 34 43 25 29 27 26 24 27 41 31 24 26
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internal_value=-0.000221457 -0.00728287 -0.00262557 -0.0205316 0.0179311 -0.00188419 -0.0172862 -0.00718521 -0.0124149 -0.01604 0.0091383 0.022774 0.0362399 0.0299509 0.0209788 0.0312089 0.00943936 -0.0341897 -0.0421493 0.049953 -0.0528681 0.0527316
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internal_weight=246.034 199.374 147.517 51.8564 26.7805 21.9238 14.8497 120.737 91.4412 83.8191 29.2954 19.0853 15.1622 46.6605 32.2117 24.8747 12.3664 29.9326 23.5095 14.4489 15.0543 12.5082
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internal_count=1013 820 600 220 108 92 63 492 373 342 119 77 61 193 133 103 51 128 101 60 65 52
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
|
||||
Tree=13
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||||
num_leaves=19
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||||
num_cat=0
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||||
split_feature=77 27 31 81 14 38 21 55 43 97 42 50 49 41 11 29 36 46
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||||
split_gain=30.365 7.27107 9.52487 12.2996 9.0589 7.41691 9.90203 7.25389 5.08675 7.54296 5.07106 4.74587 4.44817 3.59305 3.39298 3.01366 2.9941 0.448837
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||||
threshold=1.3550000000000002 -9.1770833333333304 19.267857142857146 1.7250000000000003 122.31250000000001 2.6904761904761911 0.083333333333333273 24.291666666666668 0.517251622710314 -3.4687499999999996 -1.0000000180025095e-35 0.74140914232826016 0.76659506707061065 13.937500000000002 82.225000000000009 31.645833333333339 0.25833333333333336 0.36329415664585835
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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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||||
left_child=8 10 3 13 5 6 -4 -7 9 -1 -2 -5 -10 15 -13 -3 17 -11
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right_child=1 2 4 11 -6 7 -8 -9 12 16 -12 14 -14 -15 -16 -17 -18 -19
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leaf_weight=8.055756524205206 6.7893940508365631 6.2344330102205339 6.6629877835512143 9.740582004189493 9.6089727431535703 49.483073160052299 6.3268143832683563 58.00315548479557 7.2527140378952009 9.1974637508392352 6.9395729303359968 6.112829089164733 6.8431497812271118 6.5173709690570822 9.326295539736746 17.179670557379723 9.3787097781896573 5.6604025810956946
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leaf_count=33 28 26 27 40 40 203 26 237 30 39 28 26 28 27 39 73 39 24
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internal_value=-0.000213824 -0.00700969 -0.00909187 -0.0230288 -0.00318742 -0.000206347 0.028343 -0.00365656 0.0289287 0.03768 0.0210777 -0.00242612 0.00888028 -0.0403607 -0.0162196 -0.0476725 0.0488255 0.0599954
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||||
internal_weight=245.313 198.925 185.196 55.1112 130.085 120.476 12.9898 107.486 46.3882 32.2923 13.729 25.1797 14.0959 29.9315 15.4391 23.4141 24.2366 14.8579
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internal_count=1013 820 764 231 533 493 53 440 193 135 56 105 58 126 65 99 102 63
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
|
||||
Tree=14
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||||
num_leaves=22
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||||
num_cat=0
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||||
split_feature=77 77 46 75 82 55 32 17 38 46 57 30 61 33 98 65 51 27 98 47 61
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||||
split_gain=28.1527 7.12874 8.477 7.73926 6.50746 5.98775 7.72785 8.6859 7.74875 5.93269 5.06747 5.06776 4.95308 4.91574 6.80815 7.34665 4.31144 3.2933 2.95919 4.65978 2.76263
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||||
threshold=1.3550000000000002 2.7750000000000004 0.31724837366825204 0.36503968253968255 1.6250000000000002 25.387500000000003 23.162500000000005 5.4375000000000009 4.5357142857142865 0.38268646215659091 43.267857142857146 1.616071428571429 12.937500000000002 0.48750000000000077 -7.4374999999999991 0.33749469440953833 -0.013613105968960247 -1.0000000180025095e-35 -3.8124999999999996 0.35584581233114326 12.866071428571431
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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=13 2 17 9 -5 6 7 -4 -8 18 11 -7 -6 14 -1 -16 -17 -2 19 -3 -15
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right_child=1 3 5 4 12 10 8 -9 -10 -11 -12 -13 -14 20 15 16 -18 -19 -20 -21 -22
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leaf_value=0.049192658968065413 -0.0067623296175654806 -0.0059097661371454915 -0.0050944451331990034 -0.03421558742429949 0.036155385236969206 0.014169839641633519 -0.043477105235728328 0.028316035394997729 0.0010581675575233177 0.003886886786396461 -0.0086753300433371153 0.054580295048802033 -0.0096808854134481682 0.065934772628735538 -0.023746444878321241 0.051631222052607971 0.0076433857618228972 -0.040918404046466461 -0.058216504004969173 -0.052238605686860437 0.030637453650431135
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||||
leaf_weight=8.7887725979089755 7.5061362385749844 6.7677073627710378 50.746787026524544 6.7268268465995815 7.4960924834012967 19.041952610015873 13.521969988942148 16.497406467795372 11.624812230467795 5.6693915277719489 10.139670595526693 6.716789945960044 7.5927126258611679 6.7980895787477476 7.8056097179651287 5.6656755805015573 9.6161311566829646 11.340498879551886 10.0033008903265 7.136577308177948 7.4203208535909653
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leaf_count=37 31 29 208 29 31 77 55 67 47 24 41 27 32 29 32 24 40 47 44 31 31
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||||
internal_weight=244.623 198.529 147.136 51.3926 21.8156 128.289 92.391 67.2442 25.1468 29.577 35.8984 25.7587 15.0888 46.0946 31.8762 23.0874 15.2818 18.8466 23.9076 13.9043 14.2184
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internal_count=1013 820 600 220 92 522 377 275 102 128 145 104 63 193 133 96 64 78 104 60 60
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is_linear=0
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shrinkage=0.04
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||||
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||||
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Tree=15
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split_feature=77 78 26 31 57 17 43 18 88 36 86 43 43 83 26 73 29 74 16 55 49 68
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split_gain=30.6549 12.7043 7.98721 10.8099 12.9808 8.83958 9.66696 7.6233 8.30341 7.00237 7.84435 6.65312 6.67534 5.83636 5.52421 4.95185 4.66908 4.3802 2.29615 1.92109 0.661162 0.1601
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||||
threshold=1.9950000000000003 0.33644919786096261 21.770833333333339 20.133928571428573 35.187500000000007 -5.0624999999999991 0.53857630126707601 1.8541666666666716 0.53866359200690284 0.82291666666666663 1.8550000000000002 0.45900318339543572 0.4818732325807798 0.47597575932472408 12.94791666666667 0.53851851851851873 32.38750000000001 0.45972972972972981 3.4375000000000004 22.133928571428573 0.73531540336276224 213.70833333333334
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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=1 14 3 13 -5 17 -7 8 11 10 -9 -3 -13 -2 15 -1 -15 -6 -12 -17 -18 -21
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right_child=2 7 -4 4 5 6 -8 9 -10 -11 18 12 -14 16 -16 19 20 -19 -20 21 -22 -23
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leaf_weight=5.6847298443317476 11.006925001740454 5.903722643852233 9.1704158484935743 6.0783775299787512 7.7922967374324825 29.886689186096191 14.913227543234823 7.632679730653769 8.1395289301872236 10.812797814607618 5.8884793967008573 9.226744741201399 53.322611838579178 10.414219856262209 5.7322616279125205 5.7362669706344631 5.4735058695077923 9.8010887205600721 5.9245722442865372 6.8773611485958082 11.245072126388548 5.6040449738502502
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||||
leaf_count=24 47 25 38 25 33 123 62 31 33 44 24 38 218 44 24 24 24 42 24 29 48 24
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||||
internal_value=-0.00100969 0.011833 -0.0161489 -0.0192302 -0.00972405 -0.0151601 -0.00572503 0.00540609 -0.00130932 0.0224046 0.0367534 -0.00585081 -0.00201967 -0.0362963 0.0350059 0.0434633 -0.0462625 -0.0391855 0.0571747 0.0536336 -0.0593586 0.0624394
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||||
internal_weight=252.268 136.486 115.782 106.611 68.4717 62.3933 44.7999 106.851 76.5926 30.2585 19.4457 68.4531 62.5494 38.1397 29.6347 23.9024 27.1328 17.5934 11.8131 18.2177 16.7186 12.4814
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||||
internal_count=1048 562 486 448 285 260 185 437 314 123 79 281 256 163 125 101 116 75 48 77 72 53
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is_linear=0
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||||
shrinkage=0.04
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||||
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||||
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||||
Tree=16
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||||
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split_feature=76 76 33 62 60 32 55 73 17 64 98 25 97 51 64 46
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||||
split_gain=28.3621 12.2502 8.00023 7.56697 8.78584 8.59503 10.2753 7.68395 7.41413 7.20524 7.00591 5.23347 2.9989 2.73623 2.05561 2.04323
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threshold=1.4350000000000003 2.4650000000000003 4.2946428571428585 0.47839506172839513 11.437500000000002 16.162500000000005 19.854166666666668 0.53494186046511638 -7.4374999999999991 0.32494646077353467 5.2142857142857162 7.713541666666667 3.7187500000000004 -0.004282105062106599 0.35502948224071251 0.3406679635524858
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=3 2 8 15 12 -6 -7 -8 -2 -10 -11 13 14 -3 -5 -1
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right_child=1 11 -4 4 5 6 7 -9 9 10 -12 -13 -14 -15 -16 -17
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leaf_value=-0.029356541192986724 0.037955112610862249 0.059695040893734667 0.043145015879701695 -0.032469843140688813 -0.046002450801952505 0.045093595797352712 -0.042281712918251578 -0.0013799114657325063 0.028081928029134246 -0.010286395434884021 0.025869758711122577 0.011074792109595291 -0.016203413481459306 0.029391271532808353 -0.066050254966225394 -0.059556082391998284
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leaf_weight=8.2328822761774045 8.3526985198259336 10.85255688428879 8.1492396891117078 6.0218881517648715 7.7615482956171027 6.8014763444662085 8.401523217558859 58.652556464076042 11.53392608463764 68.72949393093586 9.7969980090856534 10.286443859338759 7.4116774648427954 8.5023315101861971 5.6562657654285431 6.3488157242536536
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leaf_count=36 34 47 33 26 33 28 36 245 47 282 40 43 31 36 24 27
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internal_value=-0.000973738 0.0113848 0.00505797 -0.0155743 -0.0116748 -0.00596092 -0.00175292 -0.00650469 0.00190411 -0.00143945 -0.00577554 0.03413 -0.0361041 0.046383 -0.0487344 -0.0425053
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internal_weight=251.492 136.204 106.562 115.289 100.707 81.6171 73.8556 67.0541 98.4131 90.0604 78.5265 29.6413 19.0898 19.3549 11.6782 14.5817
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internal_count=1048 562 436 486 423 342 309 281 403 369 322 126 81 83 50 63
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is_linear=0
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||||
shrinkage=0.04
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||||
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Tree=17
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num_leaves=22
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||||
num_cat=0
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split_feature=76 76 33 26 31 57 43 97 60 18 96 88 18 83 26 39 73 7 55 45 68
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split_gain=26.2331 11.4465 7.36965 7.34122 10.0074 11.7565 7.00539 6.9993 6.88815 10.1637 8.77606 8.04063 5.85928 5.44514 5.13063 4.51191 4.39613 4.1986 1.8532 1.64881 0.156111
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||||
threshold=1.4350000000000003 2.4650000000000003 4.2946428571428585 21.770833333333339 20.133928571428573 35.187500000000007 0.53857630126707601 4.7812500000000009 12.937500000000002 7.8125000000000009 227.02083333333337 0.50795806360821849 -4.2250000000000076 0.47597575932472408 12.94791666666667 -0.14642857142857144 0.53851851851851873 38.750000000000007 22.133928571428573 -0.022501766737042645 213.70833333333334
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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 2 8 4 13 -6 7 -7 10 12 11 -2 -10 -1 16 -8 -3 -15 -18 -19 -20
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right_child=1 14 -4 -5 5 6 15 -9 9 -11 -12 -13 -14 17 -16 -17 18 19 20 -21 -22
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leaf_value=-0.010786926974099898 -0.010875891059966199 0.011190352480577235 0.041404682122757074 0.019321738062697564 0.044141656903284171 0.0050650165981334172 -0.0061370748531028195 -0.031081442136894771 0.0018664483503017856 0.037131975018793693 0.045073208415421694 0.031828378125081415 -0.026128862170482447 -0.019454829109928577 -0.00098318851507109848 -0.04740967911986986 0.032230447411375152 -0.036142993762053356 0.064020839936514432 -0.062063497067667478 0.054909341919742859
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leaf_weight=10.931022465229033 21.17684800922871 5.8557388037443223 8.1520167738199216 9.167889401316641 6.0991687178611746 30.766112342476845 6.2713132798671749 11.881261780858038 21.166444480419155 7.1458795964717856 10.812558114528654 10.578455105423926 27.506209731101993 7.7223432809114483 5.709469035267829 13.0707770884037 5.6604651659727123 5.5588853806257275 6.7105195671319944 13.371022954583166 5.4539281576871872
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leaf_count=47 87 25 33 38 25 128 26 50 87 29 44 43 113 33 24 56 24 24 29 59 24
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internal_value=-0.00093843 0.0109531 0.00485653 -0.0150137 -0.0179926 -0.00884725 -0.0140609 -0.00500514 0.00182825 -0.00741437 0.013948 0.00334993 -0.0139544 -0.034561 0.0330532 -0.0340278 0.0412595 -0.0443116 0.0511376 -0.0544518 0.0599357
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internal_weight=250.768 135.929 106.538 114.84 105.672 68.0886 61.9895 42.6474 98.3864 55.8185 42.5679 31.7553 48.6727 37.5833 29.3901 19.3421 23.6807 26.6523 17.8249 18.9299 12.1644
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internal_count=1048 562 436 486 448 285 260 178 403 229 174 130 200 163 126 82 102 116 77 83 53
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||||
is_linear=0
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||||
shrinkage=0.04
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||||
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||||
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||||
Tree=18
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||||
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||||
num_cat=0
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||||
split_feature=78 79 27 72 42 35 26 33 9 30 47 48 55 36 10
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||||
split_gain=24.4334 9.31464 8.11491 7.61266 8.41054 8.43587 6.62119 7.15164 9.45035 5.28003 4.33177 4.03099 3.63878 2.72794 1.40327
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||||
threshold=0.39285714285714285 0.25425685425685435 -9.1770833333333304 165.36681435533896 -3.4833333333333329 9.133928571428573 2.0104166666666674 0.48750000000000077 -37.987012987012982 -0.56249999999999989 0.37693449058527589 0.029982232931730853 20.062500000000004 0.19374999999999967 112.93750000000001
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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=6 11 -3 10 -5 -6 14 8 -8 -10 12 13 -4 -2 -1
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||||
right_child=1 2 3 4 5 -7 7 -9 9 -11 -12 -13 -14 -15 -16
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||||
leaf_value=0.063369704073235666 -0.060192057816396222 0.028277022360530538 -0.016384609809915053 0.044115984475752157 -0.002478065592223366 -0.051567336834095104 0.039068426318397236 0.043825566156782063 0.011510346359810335 -0.030717352367799409 0.0045260873425609898 -0.0079952149779249845 -0.050175542136173798 -0.02646344151553905 0.03565855117598455
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leaf_weight=6.1944728344678861 7.4922285825014132 11.610384106636046 9.429924696683889 5.9105293601751319 126.33686858415604 5.8609887659549704 9.0260636359453184 10.688595429062842 9.03087270259857 9.9656709432601982 5.7869970500469199 8.0647390484809858 11.101787701249121 7.8635760098695755 5.5375995486974716
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leaf_count=27 34 47 40 24 521 24 39 46 38 41 24 36 48 35 24
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internal_value=-0.000905355 -0.00719526 -0.00404233 -0.00632444 -0.00256724 -0.00465444 0.0239656 0.0159876 0.00536936 -0.0106425 -0.0260405 -0.0308938 -0.0346558 -0.0429199 0.0502899
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||||
internal_weight=249.901 199.458 176.037 164.427 138.108 132.198 50.4433 38.7112 28.0226 18.9965 26.3187 23.4205 20.5317 15.3558 11.7321
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||||
internal_count=1048 833 728 681 569 545 215 164 118 79 112 105 88 69 51
|
||||
is_linear=0
|
||||
shrinkage=0.04
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||||
|
||||
|
||||
Tree=19
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num_leaves=18
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||||
num_cat=0
|
||||
split_feature=76 76 62 60 60 32 55 33 17 64 86 25 97 63 12 64 81
|
||||
split_gain=23.1068 9.98848 7.01309 7.92354 7.95102 8.25678 10.3579 6.71651 6.62639 6.59888 6.66891 4.82438 2.76159 2.56144 2.27179 1.91893 0.744688
|
||||
threshold=1.4350000000000003 2.4650000000000003 0.47839506172839513 11.437500000000002 15.225000000000001 16.162500000000005 19.854166666666668 4.2946428571428585 -7.4374999999999991 0.32494646077353467 2.1850000000000005 7.713541666666667 3.7187500000000004 0.4972961247664654 -0.52499999999999847 0.35502948224071251 1.675
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=2 7 14 12 5 -5 -7 8 -2 -10 -11 13 15 -3 -1 -4 -15
|
||||
right_child=1 11 3 4 -6 6 -8 -9 9 10 -12 -13 -14 16 -16 -17 -18
|
||||
leaf_value=-0.020188921856989679 0.035859126989343022 0.020130209700355124 -0.030330032249617687 -0.042500863549311367 -0.05090993952028721 0.051411801287769635 -0.0022541904826031737 0.03956776202840788 0.026837614548232368 -0.0020673320148814839 -0.04439110542553347 0.008982843264200761 -0.014705883428948159 0.04205717024579949 -0.053006940553933922 -0.063196273867381317 0.061135640318500738
|
||||
leaf_weight=5.4853323251008979 8.3379970937967283 5.4507957398891511 5.8967574089765566 7.1303204596042624 5.6088133603334418 6.3442998528480521 61.878040820360184 8.1366265416145307 11.526250436902044 71.76362943649292 6.4958909302949897 10.161600232124327 7.33974365890026 5.8689189553260785 8.7720085084438306 5.4874216467142105 7.4020354598760605
|
||||
leaf_count=24 34 24 26 31 24 26 261 33 47 295 27 43 31 26 39 24 33
|
||||
internal_value=-0.000872267 0.0103144 -0.0141404 -0.0103874 -0.00496412 -0.00154418 0.00273645 0.00464481 0.00174893 -0.00141873 -0.00558039 0.0311724 -0.0338375 0.0432163 -0.0403806 -0.0461723 0.0526984
|
||||
internal_weight=249.086 135.144 113.943 99.6854 80.9615 75.3527 68.2223 106.26 98.1238 89.7858 78.2595 28.8834 18.7239 18.7218 14.2573 11.3842 13.271
|
||||
internal_count=1048 562 486 423 342 318 287 436 403 369 322 126 81 83 63 50 59
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=20
|
||||
num_leaves=21
|
||||
num_cat=0
|
||||
split_feature=77 85 42 26 33 48 29 51 51 88 47 49 9 43 18 45 13 97 90 77
|
||||
split_gain=21.5323 9.97521 10.2057 13.3659 8.32088 7.657 7.45302 7.27519 7.64625 7.10753 6.89749 6.08818 4.68215 4.36106 4.27259 4.17883 3.76513 3.4333 0.930107 0.105107
|
||||
threshold=1.3050000000000004 -5.9999999999999991 1.0000000180025095e-35 9.0104166666666696 4.4375000000000009 0.059692514253813854 39.812500000000007 0.045203152003977003 0.023949864400422651 0.52433570113128136 0.36314281963351264 0.78248216953695626 -13.09523809523809 0.51328944240770225 -16.645833333333325 -0.0072528547698737485 85.062500000000014 1.0937500000000002 0.19841107122821819 3.1550000000000007
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=12 2 6 9 5 7 16 8 -3 15 -9 17 14 -14 -1 -4 -2 -8 -16 -18
|
||||
right_child=1 4 3 -5 -6 -7 11 10 -10 -11 -12 -13 13 -15 18 -17 19 -19 -20 -21
|
||||
leaf_value=0.013957264641046819 -0.027472132914840498 -0.0020934000360734932 0.022613724189803789 0.050832305755293579 0.037916740044630914 0.040588735510979898 0.027960766295875104 -0.003405364332683979 -0.031143520168862283 -0.05384418391600191 0.040275812485981034 -0.044330514984326927 0.030259337595429918 -0.015671661984799638 0.062645279427693656 -0.020045453140862098 -0.066399946636320761 -0.01585144878027565 0.043445571662247148 -0.058570658366565144
|
||||
leaf_weight=7.1345093548297873 8.8107999712228793 87.334490463137627 6.9631915688514745 6.7626315653324118 9.8303922265768033 6.9817947149276725 5.6945501416921633 11.879387885332109 17.382111921906471 5.3163712173700324 11.272227853536604 5.8104494661092749 7.708228871226309 5.7933596074581146 6.5536312311887803 7.778242379426958 5.6191599071025831 5.7529874593019485 10.513165161013601 5.361001193523407
|
||||
leaf_count=31 39 362 29 28 40 29 24 49 72 24 46 25 33 25 29 33 24 25 47 25
|
||||
internal_value=0.00160475 -0.00342443 -0.0165911 0.00220167 0.002388 -0.000201998 -0.0301955 -0.00242923 -0.00691549 -0.0141945 0.0178624 -0.0109833 0.0294231 0.0105509 0.0399517 0.000104827 -0.0469487 0.00594283 0.0508182 -0.0625773
|
||||
internal_weight=246.253 208.55 63.8694 26.8204 144.68 134.85 37.0489 127.868 104.717 20.0578 23.1516 17.258 37.7029 13.5016 24.2013 14.7414 19.791 11.4475 17.0668 10.9802
|
||||
internal_count=1039 874 276 114 598 558 162 529 434 86 95 74 165 58 107 62 88 49 76 49
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=21
|
||||
num_leaves=21
|
||||
num_cat=0
|
||||
split_feature=77 85 42 26 25 51 29 88 90 36 49 14 9 18 61 43 13 59 90 77
|
||||
split_gain=20.02 9.2622 9.52085 12.2814 7.88967 7.82256 7.04841 6.6998 6.53054 7.87452 5.68149 5.30824 4.42523 4.07084 4.07033 4.04241 3.62375 3.25279 0.898801 0.0879165
|
||||
threshold=1.3050000000000004 -5.9999999999999991 1.0000000180025095e-35 9.0104166666666696 1.8541666666666667 0.080538861184771923 39.812500000000007 0.52433570113128136 0.19969875129044842 -1.0875000000000001 0.78248216953695626 118.93750000000001 -13.09523809523809 -16.645833333333325 13.816666666666668 0.51328944240770225 85.062500000000014 23.535714285714288 0.19841107122821819 3.1550000000000007
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=12 2 6 7 -3 8 16 14 11 -10 17 -6 13 -1 -4 -14 -2 -8 -15 -18
|
||||
right_child=1 4 3 -5 5 -7 10 -9 9 -11 -12 -13 15 18 -16 -17 19 -19 -20 -21
|
||||
leaf_value=0.013447805314569216 -0.026577780088672762 0.034080468035460186 0.017293051569916593 0.048557724592127684 0.007825469574374657 0.040280280315047955 -0.016199932862450934 -0.052623204127446775 -0.047796064224015833 -0.0064826859346349495 -0.043040720837339654 -0.024990244369414837 0.029249467101270982 0.061303641269563863 -0.025610761209309305 -0.014994478156697251 -0.064751343135519002 0.026458734247185672 0.042272167151271647 -0.057522795432648433
|
||||
leaf_weight=7.10912762582302 8.7443605959415454 11.499579980969427 8.8282703608274513 6.7955194860696784 70.869819477200508 7.13891777396202 5.5701393187046069 5.2240076065063468 9.2205274105072004 37.017053097486496 5.7464897632598868 8.8745380789041501 7.6564510315656644 6.4316389113664689 5.9041270762681952 5.8124003708362579 5.5334616154432279 5.8780088722705841 10.375598087906836 5.2427052408456802
|
||||
leaf_count=31 39 47 37 28 292 29 24 24 39 154 25 37 33 29 25 25 24 25 47 25
|
||||
internal_value=0.00154432 -0.00329759 -0.0160366 0.0021131 0.00229294 -0.000453006 -0.029261 -0.0137021 -0.00276121 -0.0147212 -0.0105873 0.0041735 0.0284946 0.0388221 9.90026e-05 0.0101563 -0.0457098 0.005703 0.049555 -0.0612346
|
||||
internal_weight=245.473 208.088 63.4671 26.7519 144.62 133.121 36.7152 19.9564 125.982 46.2376 17.1946 79.7444 37.3852 23.9164 14.7324 13.4689 19.5205 11.4481 16.8072 10.7762
|
||||
internal_count=1039 874 276 114 598 551 162 86 522 193 74 329 165 107 62 58 88 49 76 49
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
Tree=22
|
||||
num_leaves=18
|
||||
num_cat=0
|
||||
split_feature=77 78 25 48 51 25 9 35 9 48 27 30 9 18 43 50 72
|
||||
split_gain=18.621 8.70394 7.91958 7.02031 6.21305 7.48529 6.53645 5.17821 7.11278 5.11576 6.50119 6.92842 4.18572 3.88527 3.74781 0.796232 0.173612
|
||||
threshold=1.3050000000000004 0.69515163347650677 1.7395833333333337 0.059692514253813854 0.043626967279394004 7.8802083333333348 8.333333333333341 6.6937500000000005 8.7121212121212164 -0.018202373884811395 0.98958333333333315 0.22500000000000142 -13.09523809523809 -16.645833333333325 0.51328944240770225 0.74854124348714812 225.04250000000002
|
||||
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
||||
left_child=12 2 -2 4 6 -6 -4 8 -3 -9 11 -11 13 -1 -14 -15 -17
|
||||
right_child=1 7 3 -5 5 -7 -8 9 -10 10 -12 -13 14 15 -16 16 -18
|
||||
leaf_value=0.012956313378187341 0.036677286509223014 0.027307971594871701 -0.0022506819015889979 0.032532340700343249 0.001223625287223337 0.048438323769350811 -0.026039625377917281 -0.053747110254001744 -0.024750955618137494 -0.0073465850093818175 0.015119548741830309 -0.055928592960106001 0.028278098346949592 0.036190897477542942 -0.014350124084243559 0.059344625765782907 0.049204905261110286
|
||||
leaf_weight=7.0841730237007132 9.6115598380565626 8.2046131193637866 86.82922887802124 9.458725377917288 19.787809953093532 7.3747483491897574 23.477235645055771 8.3150889277458173 8.6016630232334119 10.108060508966451 7.039140820503234 8.7735196799039823 7.6037576496601087 5.6597618609666887 5.8300840854644775 5.8845966756343824 4.9951938986778259
|
||||
leaf_count=31 39 35 359 39 81 30 97 39 39 45 31 40 33 25 25 27 24
|
||||
internal_value=0.00148631 -0.00317645 0.00150065 -0.0008005 -0.00309401 0.0140426 -0.00731384 -0.0175205 0.000663559 -0.026447 -0.0176894 -0.0299207 0.0276052 0.0377427 0.00977809 0.0483592 0.0546892
|
||||
internal_weight=244.639 207.581 156.539 146.928 137.469 27.1626 110.306 51.0421 16.8063 34.2358 25.9207 18.8816 37.0576 23.6237 13.4338 16.5396 10.8798
|
||||
internal_count=1039 874 645 606 567 111 456 229 74 155 116 85 165 107 58 76 51
|
||||
is_linear=0
|
||||
shrinkage=0.04
|
||||
|
||||
|
||||
end of trees
|
||||
|
||||
feature_importances:
|
||||
Column_77=25
|
||||
Column_46=15
|
||||
Column_76=15
|
||||
Column_97=14
|
||||
Column_43=13
|
||||
Column_50=13
|
||||
Column_49=12
|
||||
Column_27=11
|
||||
Column_78=11
|
||||
Column_9=10
|
||||
Column_26=10
|
||||
Column_51=10
|
||||
Column_55=10
|
||||
Column_61=10
|
||||
Column_17=9
|
||||
Column_18=8
|
||||
Column_25=8
|
||||
Column_36=8
|
||||
Column_42=8
|
||||
Column_52=8
|
||||
Column_74=8
|
||||
Column_75=8
|
||||
Column_81=8
|
||||
Column_33=7
|
||||
Column_40=7
|
||||
Column_48=7
|
||||
Column_73=7
|
||||
Column_86=7
|
||||
Column_10=6
|
||||
Column_31=6
|
||||
Column_32=6
|
||||
Column_44=6
|
||||
Column_57=6
|
||||
Column_88=6
|
||||
Column_13=5
|
||||
Column_29=5
|
||||
Column_35=5
|
||||
Column_60=5
|
||||
Column_64=5
|
||||
Column_85=5
|
||||
Column_90=5
|
||||
Column_15=4
|
||||
Column_23=4
|
||||
Column_30=4
|
||||
Column_37=4
|
||||
Column_38=4
|
||||
Column_41=4
|
||||
Column_45=4
|
||||
Column_47=4
|
||||
Column_54=4
|
||||
Column_58=4
|
||||
Column_59=4
|
||||
Column_62=4
|
||||
Column_65=4
|
||||
Column_83=4
|
||||
Column_95=4
|
||||
Column_98=4
|
||||
Column_8=3
|
||||
Column_12=3
|
||||
Column_63=3
|
||||
Column_72=3
|
||||
Column_82=3
|
||||
Column_7=2
|
||||
Column_11=2
|
||||
Column_14=2
|
||||
Column_16=2
|
||||
Column_56=2
|
||||
Column_68=2
|
||||
Column_21=1
|
||||
Column_22=1
|
||||
Column_28=1
|
||||
Column_34=1
|
||||
Column_39=1
|
||||
Column_53=1
|
||||
Column_69=1
|
||||
Column_79=1
|
||||
Column_89=1
|
||||
Column_96=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