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=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
num_leaves=17
num_cat=0
split_feature=87 40 77 86 73 40 95 12 17 82 74 40 55 71 81 53
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
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
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
leaf_count=42 37 165 29 54 40 226 39 26 46 40 26 31 37 108 46 45
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
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
internal_count=1037 950 821 497 295 266 324 65 129 202 259 196 63 162 92 87
is_linear=0
shrinkage=1


Tree=1
num_leaves=19
num_cat=0
split_feature=87 40 75 64 30 36 33 63 36 17 39 47 17 64 15 30 11 25
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
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
right_child=1 2 4 10 6 -7 7 -9 -10 14 -12 -13 13 -15 15 -17 17 -19
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
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
leaf_count=26 37 25 40 33 190 44 33 49 234 25 34 31 47 61 29 38 36 25
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
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
internal_count=1037 950 821 231 590 84 506 82 424 129 98 64 133 108 92 67 87 61
is_linear=0
shrinkage=0.04


Tree=2
num_leaves=15
num_cat=0
split_feature=87 79 86 40 80 29 95 46 61 76 27 42 51 53
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
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
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
leaf_count=42 31 34 38 24 25 36 27 34 143 39 212 271 36 45
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
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
internal_count=1037 950 613 337 546 67 303 61 242 182 508 483 60 87
is_linear=0
shrinkage=0.04


Tree=3
num_leaves=15
num_cat=0
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
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
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
leaf_count=42 55 47 25 24 267 188 39 29 26 67 30 129 24 45
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
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
internal_count=1037 950 613 588 540 455 337 68 269 222 85 196 48 87
is_linear=0
shrinkage=0.04


Tree=4
num_leaves=19
num_cat=0
split_feature=87 40 75 64 80 66 15 15 61 64 88 17 95 39 81 63 59 33
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
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
right_child=1 2 4 10 6 -7 7 -9 9 -11 13 14 -14 -15 -16 16 -18 -19
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
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
leaf_count=24 37 38 24 45 32 41 56 368 40 55 28 46 30 25 46 35 28 39
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
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
internal_count=1037 950 821 231 590 104 486 424 133 95 98 129 62 53 92 87 63 63
is_linear=0
shrinkage=0.04


Tree=5
num_leaves=16
num_cat=0
split_feature=33 88 55 55 17 54 73 52 77 17 41 97 29 62 40
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
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
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
leaf_count=28 43 46 25 31 25 24 219 41 95 217 103 26 40 33 28
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
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
internal_count=1024 981 187 105 794 82 740 106 634 436 198 54 65 58 59
is_linear=0
shrinkage=0.04


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
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
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
leaf_count=25 33 28 32 47 37 38 455 25 109 44 34 37 31 25 24
internal_value=-0.00226718 -0.00485385 -0.00758834 -0.0107917 0.0154908 -0.00138736 -0.0168681 0.0150009 0.00728451 -0.0205152 0.0239009 0.0220185 0.017283 0.0424026 0.0368568
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
internal_count=1024 932 846 743 103 75 556 57 187 499 92 86 140 58 61
is_linear=0
shrinkage=0.04


Tree=7
num_leaves=18
num_cat=0
split_feature=89 55 54 8 43 96 98 40 90 55 37 97 49 80 65 97 62
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
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 16 5 -5 -2 10 14 -9 -1 11 -6 -12 -7 -8 -11 -3
right_child=3 2 -4 4 6 13 7 8 -10 15 12 -13 -14 -15 -16 -17 -18
leaf_value=0.0056796349867628713 0.0048498008748587788 0.0010948092386472363 0.038285447553195809 0.03821577456306921 0.045277568585778402 -0.075491676385977521 -0.0073319216517205438 -0.028247542141635638 0.013897886134041438 0.075581548081493269 -0.059494968657228614 -0.018282852479456907 -0.017519335700108753 -0.030147268708022427 -0.056245855074949898 0.032607041143986076 -0.041584861624048911
leaf_weight=11.720010221004488 8.2118753790855425 5.9827445000410107 5.9779978692531577 10.210737749934195 6.474472910165785 5.959468916058543 5.9542931914329511 12.197263866662977 73.146875634789467 6.4630497843027106 6.7146378159523001 6.953786626458168 51.473725467920303 11.417679086327551 6.9297584295272827 9.4506065398454648 9.4453652203083021
leaf_count=47 33 24 24 41 26 24 24 49 294 26 27 28 207 46 28 38 38
internal_value=-0.00217862 0.0143933 -0.00735136 -0.00613051 -0.00281263 -0.0294766 -0.00527918 0.00242922 0.00787452 0.0312376 -0.0158519 0.012363 -0.0223631 -0.0456981 -0.0336406 0.0500604 -0.0250345
internal_weight=254.684 49.0398 21.4061 205.645 180.056 25.589 169.845 98.2282 85.3441 27.6337 71.6166 13.4283 58.1884 17.3771 12.8841 15.9137 15.4281
internal_count=1024 197 86 827 724 103 683 395 343 111 288 54 234 70 52 64 62
is_linear=0
shrinkage=0.04


Tree=8
num_leaves=16
num_cat=0
split_feature=33 88 55 55 17 54 27 62 59 60 11 86 27 15 39
split_gain=14.0335 11.5183 12.3907 10.6473 9.85957 9.50449 8.91174 9.57804 8.94568 7.22924 4.21001 3.63151 3.58218 2.92798 2.2831
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 12 11 10 8 13 -6 -9 -4 -1 -3 -8 -5
right_child=-2 2 5 14 6 -7 7 9 -10 -11 -12 -13 -14 -15 -16
leaf_value=-0.017506959694980919 -0.047093096159148848 -0.013030607518081373 -0.0050211407760301866 0.041861979165786371 -0.0054470000340854632 0.036839736021523913 0.0084047253587021115 -0.0053865642716596834 -0.068322690853454923 0.024130364791092217 -0.048932153004977219 -0.059267051521897846 0.029896871945299459 0.042249585564822965 0.074866216000504499
leaf_weight=6.9434050768613798 10.625629082322119 5.9767347723245621 8.4471292942762393 5.9510868340730667 8.7058147490024549 5.9711179584264746 6.7232442200183895 137.19698540866375 6.1981060206890097 14.698398649692534 5.9571634531021109 6.405640184879303 6.4850186705589312 10.441370263695715 7.6831773668527585
leaf_count=28 43 24 34 24 35 24 27 552 25 59 24 26 26 42 31
internal_value=-0.00209418 -0.000132847 0.017783 0.0360337 -0.0043524 -0.00559187 -0.00194377 0.000670223 -0.0315952 -0.00253031 -0.0231814 -0.0375459 0.00930858 0.0289928 0.0604605
internal_weight=254.41 243.784 46.4714 26.096 197.313 20.3754 183.964 169.06 14.9039 151.895 14.4043 13.349 12.4618 17.1646 13.6343
internal_count=1024 981 187 105 794 82 740 680 60 611 58 54 50 69 55
is_linear=0
shrinkage=0.04


Tree=9
num_leaves=16
num_cat=0
split_feature=33 88 55 55 54 8 43 98 37 50 96 80 11 38 39
split_gain=13.0015 10.6389 11.4582 9.90804 8.77538 8.77091 9.15232 8.52658 12.059 8.78208 8.37899 5.06162 3.90198 3.4714 2.1433
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 13 12 10 -7 9 -9 -8 -1 -12 -4 -3 -5
right_child=-2 2 4 14 -6 6 7 8 -10 -11 11 -13 -14 -15 -16
leaf_value=0.0073464817079793203 -0.045435105019414168 -0.011342813791158599 -0.0048216877875364326 0.040315188023492481 0.035433511001246025 0.035818050318993391 -0.0019489232180927723 -0.01869102791191958 0.013448791274373359 -0.030954345333154155 -0.072293858788171919 -0.026294701048497598 -0.047141285128800781 0.030922033964920961 0.072368292940394013
leaf_weight=7.9585580676794079 10.573872312903402 6.4793082326650637 8.4447395205497759 5.9326046109199524 5.9599837511777869 10.172822326421736 40.264701783657074 25.803554385900497 67.645555391907692 28.539862290024757 5.9069683849811581 10.872051388025282 5.9365375787019721 5.9781518280506134 7.6314401328563672
leaf_count=32 43 26 34 24 24 41 162 104 272 115 24 44 24 24 31
internal_value=-0.0020131 -0.00012773 0.0171133 0.0346948 -0.00537778 -0.00418193 -0.000986385 -0.00329391 0.00457421 -0.0139803 -0.0264556 -0.0424885 -0.0222911 0.00893946 0.058349
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
internal_count=1024 981 187 105 82 794 694 653 376 277 100 68 58 50 55
is_linear=0
shrinkage=0.04


Tree=10
num_leaves=22
num_cat=0
split_feature=75 87 95 14 11 36 58 58 8 58 40 54 31 17 32 95 54 90 30 18 46
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
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 18 13 4 8 7 19 -5 11 -10 -11 -1 -13 16 -15 -16 -3 -18 -2 -6 -4
right_child=1 2 20 5 6 -7 -8 -9 9 10 -12 12 -14 14 15 -17 17 -19 -20 -21 -22
leaf_value=0.016260010087575247 -0.00081200744809965017 0.009281923181331737 0.0032509448060061706 -0.025493613615531322 -0.074632317496072326 0.049617586690472636 0.0010470202171259946 0.03284274215952835 -0.029153960626547033 0.0012674975757078009 0.038103679086545161 -0.037991918317932111 0.0028048182430481369 0.031585379031769001 -0.038777627179031486 0.020611308349097066 0.013481360235318833 0.054225087511587569 -0.04021991897983087 -0.030101771519433589 -0.04216852229361847
leaf_weight=9.4118207991123182 10.595016002655031 9.211836025118826 7.6921787559986097 10.383948802948003 6.9398950040340432 7.9301784783601752 7.663398250937461 6.6885293126106253 11.645323514938353 37.428400799632072 14.651625692844389 25.72077003121376 10.378917679190634 10.19868426024914 6.2205115109682065 5.9642188549041748 7.1979017257690456 22.59254564344883 8.8545045703649503 7.4363927543163308 6.1885804086923599
leaf_count=38 43 37 31 42 28 32 31 27 47 151 59 104 42 41 25 24 29 91 36 30 25
internal_value=0.000384931 0.0106717 0.0182752 -0.00584956 -0.00961775 0.0139354 -0.0332929 -0.00263903 -0.00484104 0.00417752 0.0116306 -0.0174689 -0.0262626 0.0262515 0.00910688 -0.00970775 0.0360908 0.0443807 -0.0187527 -0.0515981 -0.0169988
internal_weight=250.995 94.716 75.2665 156.279 131.277 25.0027 22.0397 17.0725 109.237 63.7254 52.08 45.5115 36.0997 61.3857 22.3834 12.1847 39.0023 29.7904 19.4495 14.3763 13.8808
internal_count=1013 382 303 631 530 101 89 69 441 257 210 184 146 247 90 49 157 120 79 58 56
is_linear=0
shrinkage=0.04


Tree=11
num_leaves=23
num_cat=0
split_feature=46 34 52 26 15 25 38 25 38 45 51 29 31 85 45 97 77 48 50 89 35 15
split_gain=8.75369 11.3656 14.889 8.46246 7.41306 7.3335 8.41222 8.91166 7.82615 7.37315 7.16896 7.00775 6.83601 6.4889 6.43695 6.32157 6.2568 5.61316 5.35895 4.7914 4.5558 2.75508
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 15 20 16 9 8 -8 12 11 18 -7 -5 -6 -3 -1 -12 -2 -16 -4 -17
right_child=10 2 4 13 14 6 7 -9 -10 -11 17 -13 -14 -15 19 21 -18 -19 -20 -21 -22 -23
leaf_value=-0.0054894704946171517 0.0015186659314490275 0.012422457986275524 0.045080183146636456 -0.016969101137900868 -0.040094377162748857 0.019099728305053802 0.028826737553279212 0.048811854341376415 -0.010159784240800534 -0.052368685379215477 -0.057749287922771578 0.032139891068220787 -0.025625732807283655 0.02903959599951628 0.028393278510576315 0.063703565821716004 -0.055469403457085856 -0.0080914581224991559 -0.047345864671010984 -0.006544736689285552 0.00014063060048828728 0.032655129091640721
leaf_weight=7.6778917312622097 9.1392136514186877 8.1994599252939242 8.1893729716539365 8.9037519246339816 7.9227678179740897 9.4139631241560036 11.599057033658026 7.4388175308704367 28.433443784713745 7.6398711800575247 9.4042548984289152 6.4537621885538092 13.044003814458845 10.920071274042128 7.412743777036666 14.361867994070055 8.3833764642477018 5.9441701322793952 5.9151509106159201 41.112754985690117 6.4537106007337561 6.7087357491254798
leaf_count=31 37 33 33 36 32 38 47 30 115 31 38 26 53 44 30 58 34 24 24 166 26 27
internal_value=0.000369477 0.00347289 0.0116128 0.0285547 -8.68246e-05 -0.0069756 -0.00188168 0.00860705 0.00113621 -0.0184248 -0.0176344 -0.00273177 -0.00687765 0.00837506 -0.00666555 0.0422218 -0.0315771 -0.0385177 -0.0176812 -0.00120761 0.0252738 0.053818
internal_weight=250.672 213.816 120.185 49.0939 71.0914 93.6304 77.5692 47.4713 40.0325 30.0978 36.8566 21.5081 22.458 19.8238 56.4483 29.2701 16.0613 15.3484 15.0544 48.5255 14.6431 21.0706
internal_count=1013 864 485 198 287 379 314 192 162 122 149 87 91 80 228 118 65 62 61 196 59 85
is_linear=0
shrinkage=0.04


Tree=12
num_leaves=23
num_cat=0
split_feature=75 60 11 14 27 80 97 64 82 74 61 28 51 77 17 18 26 73 77 29 17 40
split_gain=9.16434 11.0589 9.72885 16.5355 11.7419 10.0895 9.63264 9.40553 6.81505 6.89416 6.69885 7.87536 6.2381 5.78129 6.43908 7.23032 5.6961 5.53399 5.51269 7.0191 3.79526 2.70316
threshold=0.40070422535211275 12.937500000000002 115.68750000000001 116.31250000000001 -0.9583333333333337 166.00000000000003 7.8229166666666581 0.35791741982096692 2.3750000000000004 0.68460526315789483 11.312500000000002 43.669642857142868 -0.00055870543754424991 2.4850000000000008 2.6875000000000004 11.267857142857148 3.0104166666666674 0.54977477477477488 3.5300000000000007 41.937500000000007 -3.0624999999999996 13.062500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 8 4 17 5 -3 16 13 9 10 -2 -12 -7 -1 15 21 -6 -4 19 20 -9 -15
right_child=1 2 3 -5 6 12 -8 18 -10 -11 11 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 -23
leaf_value=-0.054673857447064877 0.031426635667739504 0.027443307507820841 -0.0071693293359852243 0.038925915934784942 0.050420363552369514 -0.055974948859624327 -0.015254363709585871 -0.00096046171680576385 -0.04185499138480625 -0.033145360136453486 -0.0080473225873038019 0.03965940078614745 0.00028714853340948784 -0.057615503467417908 0.017966063373814029 0.0078546298795259799 0.022851321189234875 -0.052721746825391283 0.037758480535269187 0.02828748068011893 -0.046251148347414762 -0.023260226786483273
leaf_weight=8.6124199628829938 10.635522291064261 9.4400324672460574 8.4194629490375572 8.1747892647981626 24.48761148750782 6.1720191240310669 6.4190221130847922 5.9309897720813787 7.6241378188133231 10.108165323734282 52.924647763371468 6.1832769215106955 6.4464221149682981 8.5726141929626518 6.4193207621574393 6.403973162174224 23.496750026941299 8.652211129665373 6.4387345761060706 6.4527361392974845 5.9104709476232546 6.4002304375171652
leaf_count=35 43 38 34 33 99 25 26 24 31 41 214 25 26 35 26 26 95 35 26 26 24 26
internal_value=0.000354686 0.00470563 0.0136746 -0.00785498 0.0207833 -0.00383352 0.0307644 -0.013108 -0.00572256 -0.00227267 0.00220181 -0.00305672 -0.0272322 -0.0260387 -0.0171663 -0.0277163 0.0369205 -0.0302561 0.00592675 -0.00527659 -0.0235666 -0.0429301
internal_weight=250.326 189.184 101.708 25.2465 76.4619 22.0585 54.4034 61.1415 87.4758 79.8516 69.7434 59.1079 12.6184 36.4086 27.7961 21.3768 47.9844 17.0717 24.7329 18.2942 11.8415 14.9728
internal_count=1013 765 411 102 309 89 220 248 354 323 282 239 51 148 113 87 194 69 100 74 48 61
is_linear=0
shrinkage=0.04


Tree=13
num_leaves=19
num_cat=0
split_feature=75 87 95 39 88 58 95 57 51 48 58 32 63 24 83 55 97 82
split_gain=8.61924 11.4411 11.6705 8.28079 6.48928 6.06533 8.08152 14.8066 8.57749 8.46636 7.40152 6.03526 6.41459 8.82896 6.7274 5.49578 4.98309 3.77165
threshold=0.58007633587786267 1.5850000000000002 229.28125000000003 -0.08571428571428534 0.57686355548965829 16.437500000000004 171.09375000000003 38.687500000000007 -0.016939089932731747 -0.033449118040512087 27.387500000000003 17.062500000000004 0.48324752364570916 -1.0000000180025095e-35 0.52167307176691413 21.937500000000004 3.2187500000000004 1.6850000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 15 11 -4 5 -1 8 9 -7 -8 -9 -3 13 -13 -14 -2 -17 -10
right_child=1 2 3 -5 -6 6 7 10 17 -11 -12 12 14 -15 -16 16 -18 -19
leaf_value=-0.037191415145792946 -0.049107836359544479 0.057010861992900341 0.011593508527805042 -0.050683110628723223 0.024122659092291082 -0.013516688468798235 0.0070009506232722408 -0.0048723531932253544 0.015903788969995617 -0.045659362164178104 0.041619476315647989 -0.040633960200292647 0.017460987223942896 0.023949802445685821 0.054172151049742406 0.018705900435433812 -0.030600473896497015 0.053826338845108651
leaf_weight=10.358175262808798 6.0601196587085751 7.9332039654254904 7.6448924392461777 6.1759819239377958 11.035771340131758 11.594122901558878 6.1791122853755978 69.580003947019577 10.684715464711191 23.321105942130089 5.9471079260110846 5.9447444081306458 28.258737400174141 7.8707564771175367 11.133399918675421 7.4004974067211133 5.8894641548395157 6.9099283069372168
leaf_count=42 25 32 31 25 45 47 25 282 43 95 24 24 114 32 45 30 24 28
internal_value=0.000340314 0.00988207 0.0169604 -0.0162354 -0.00544273 -0.00769954 -0.0054235 -0.0105979 0.0131951 -0.0346291 -0.00121152 0.0244643 0.0196117 -0.00384028 0.0278367 -0.0175393 -0.00314428 0.0307971
internal_weight=249.922 94.3118 74.9617 13.8209 155.61 144.574 134.216 105.027 29.1888 29.5002 75.5271 61.1408 53.2076 13.8155 39.3921 19.3501 13.29 17.5946
internal_count=1013 382 303 56 631 586 544 426 118 120 306 247 215 56 159 79 54 71
is_linear=0
shrinkage=0.04


Tree=14
num_leaves=21
num_cat=0
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
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
right_child=1 2 -4 5 17 8 7 -9 9 -11 11 -13 -14 -15 16 -17 -18 -19 -20 -21
leaf_value=-0.019711473750247656 0.056394721780793459 -0.014592747921604247 -0.045243698355551337 0.0010942635313375348 -0.026082382729623245 0.059046481579424839 0.042087030208466859 -0.025395196611899901 -0.0380827165006535 0.012578046288920864 -0.012429649451340766 0.020979301067090405 0.03089449715034762 0.032768838321915822 -0.061831820327718327 -0.032477187860471046 -0.018967296365290393 -0.062065664493685058 0.060078921525471347 0.0051456786696745154
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
leaf_count=35 24 44 25 125 37 27 45 26 46 39 65 176 44 26 28 56 52 31 31 31
internal_value=0.000326808 0.0148417 -0.00370442 -0.00322617 -0.0210218 0.000120512 -0.00948172 0.0173588 0.00912325 -0.0147909 0.0167303 0.0119737 0.00813919 0.00273063 -0.0168088 -0.00926924 -0.0339525 -0.0425101 0.0393039 0.0275675
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
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


Tree=15
num_leaves=14
num_cat=0
split_feature=86 40 27 10 41 31 73 65 28 74 14 97 65
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
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
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
right_child=1 2 3 6 -6 -7 7 -9 -10 -11 -12 12 -14
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
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
leaf_count=30 25 24 39 32 35 117 97 469 34 63 30 24 29
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
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
internal_count=1048 984 906 852 191 156 661 566 64 95 54 78 53
is_linear=0
shrinkage=0.04


Tree=16
num_leaves=13
num_cat=0
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
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -3 11 -4 10 -10 -9 -5
right_child=-2 5 7 6 -6 -7 -8 8 9 -11 -12 -13
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
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
leaf_count=31 39 35 37 26 28 35 37 78 38 528 109 27
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
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
internal_count=1048 1009 939 149 59 70 90 790 753 566 187 53
is_linear=0
shrinkage=0.04


Tree=17
num_leaves=12
num_cat=0
split_feature=33 88 55 27 10 32 31 60 75 90 14
split_gain=8.28401 8.76598 7.29837 6.5019 6.36672 9.86493 7.51301 7.17497 6.93615 6.2403 5.35126
threshold=5.4583333333333348 0.5709995709995711 24.062500000000004 -12.94270833333333 84.062500000000014 20.062500000000004 25.803571428571434 12.937500000000002 0.42318766937669378 0.19774467682950328 85.535714285714292
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 10 5 8 7 -6 -5 -8 -1
right_child=-2 2 -4 4 6 -7 9 -9 -10 -11 -12
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
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
leaf_count=25 39 35 35 37 243 24 33 316 153 80 28
internal_value=0.00129938 0.00270042 0.030487 0.000663966 0.00229624 0.0144291 -0.00155443 -0.00539046 0.0205838 0.0173788 -0.0269338
internal_weight=257.307 247.862 16.9251 230.936 218.04 52.5293 165.511 137.627 46.6484 27.8844 12.896
internal_count=1048 1009 70 939 886 214 672 559 190 113 53
is_linear=0
shrinkage=0.04


Tree=18
num_leaves=8
num_cat=0
split_feature=33 88 55 11 17 87 45
split_gain=7.67811 8.13711 6.86921 6.16429 9.02438 5.74349 6.3002
threshold=5.4583333333333348 0.5709995709995711 24.062500000000004 74.354166666666671 -10.687499999999998 2.1450000000000005 -0.0034592463243838995
decision_type=2 2 2 2 2 2 2
left_child=1 3 -3 -1 -5 6 -6
right_child=-2 2 -4 4 5 -7 -8
leaf_value=0.036528500712599402 -0.034255437987614025 0.0555735632038485 0.004439425576339767 -0.038357932926460371 -0.0070697236803132311 0.030356748335144887 0.0070235502949047429
leaf_weight=7.4107095897197715 9.3892168849706632 8.2292238324880618 8.5923809558153135 9.6656254380941373 105.90707743167877 10.260427355766295 97.451314657926559
leaf_count=30 39 35 35 40 431 42 396
internal_value=0.00124942 0.00259625 0.0294545 0.000637822 -0.000553374 0.00115717 -0.00031609
internal_weight=256.906 247.517 16.8216 230.695 223.284 213.619 203.358
internal_count=1048 1009 70 939 909 869 827
is_linear=0
shrinkage=0.04


Tree=19
num_leaves=12
num_cat=0
split_feature=33 86 64 12 27 95 11 49 62 29 63
split_gain=7.11864 7.56899 6.11087 12.4985 5.73268 8.29302 10.1577 5.48698 5.06855 4.93802 3.11264
threshold=5.4583333333333348 1.4150000000000003 0.32539627952456907 1.9375000000000002 -12.94270833333333 170.79017857142858 87.645833333333357 0.77175549922512843 0.54605872496633345 41.401785714285722 0.51856200631031568
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 8 -4 7 -7 -6 10 -1 -3
right_child=-2 2 4 -5 5 6 -8 -9 -10 -11 -12
leaf_value=0.054127893054378734 -0.033097093119392906 -0.024347971534982155 -0.027558678245584001 0.020697790803193339 0.012679398061121673 -0.0402735013491324 0.0031588930417813959 0.046340548831502577 0.0016157647003835103 0.0053158736723644484 -0.056291390595480988
leaf_weight=7.2425345033407194 9.3303139358758909 10.320196986198431 8.9888450950384122 11.517354950308798 36.484531104564667 9.2175567746162397 131.94763413071632 9.837190628051756 6.3723442256450644 6.1165111809968948 9.2601860165595991
leaf_count=31 39 42 37 47 149 38 536 40 26 25 38
internal_value=0.0012009 0.0024949 0.00082268 -0.0139809 0.00364588 0.00514195 0.000322921 0.0198279 -0.0293706 0.031779 -0.039455
internal_weight=256.635 247.305 233.946 37.4701 196.476 187.487 141.165 46.3217 25.9527 13.359 19.5804
internal_count=1048 1009 953 153 800 763 574 189 106 56 80
is_linear=0
shrinkage=0.04


Tree=20
num_leaves=15
num_cat=0
split_feature=60 18 88 26 36 31 9 24 61 35 75 60 95 51
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
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 13 -6 8 -2 9 10 -1 -9 -4 -3
right_child=7 2 12 -5 5 -7 -8 11 -10 -11 -12 -13 -14 -15
leaf_value=-0.0089530653611645094 -0.013396078382306617 -0.012100783857722328 0.043432242412436123 -0.05470139039712181 0.021915508768684949 -0.01294489712125084 0.048027122146776596 0.063122343027819355 0.035214924114047572 -0.036143728924515048 0.011385864248782825 0.018228963324568446 -0.0045408979170662904 -0.049373438013463097
leaf_weight=53.602775543928146 6.6217800229787853 8.524589270353319 6.1861436218023282 11.381553843617437 18.768473565578461 39.295118644833565 6.1146008819341651 6.1183906942605999 7.3963862508535376 8.3620016276836378 51.616437286138535 10.084086462855337 6.9543650448322296 13.191540747880934
leaf_count=219 27 35 26 47 77 160 25 25 30 34 210 41 29 54
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
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
internal_count=1039 946 428 373 326 237 518 93 493 463 429 66 55 89
is_linear=0
shrinkage=0.04


Tree=21
num_leaves=15
num_cat=0
split_feature=60 18 88 26 36 31 9 9 61 35 35 95 51 28
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
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 12 -6 8 -2 9 10 -1 -4 -3 -9
right_child=7 2 11 -5 5 -7 -8 13 -10 -11 -12 -13 -14 -15
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
leaf_weight=96.316321060061455 8.6104428470134753 8.5132995098829287 6.1375970840454084 11.297693848609923 18.753774255514145 39.26072384417057 6.1079912632703772 7.3507572114467603 7.4030207246541968 8.3342373967170698 8.8703934699296934 6.9569248706102371 13.119665667414663 6.8210117071866989
leaf_count=393 35 35 26 47 77 160 25 30 30 34 36 29 54 28
internal_value=-0.00149909 -0.00364675 -0.0114181 -0.0155653 -0.010268 -0.00161096 0.002718 0.0202838 0.000523866 -0.00164456 0.000983704 0.0173856 -0.033484 0.0367246
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
internal_count=1039 946 428 373 326 237 518 93 493 463 429 55 89 58
is_linear=0
shrinkage=0.04


Tree=22
num_leaves=18
num_cat=0
split_feature=75 10 73 56 97 33 54 28 63 53 73 64 38 53 14 13 63
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
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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 15 -5 -2 -7 8 9 10 -4 12 -10 -13 -11 -1 -8
right_child=1 -3 7 4 -6 6 16 -9 11 14 -12 13 -14 -15 -16 -17 -18
leaf_value=0.015837814614419042 -0.0054090476665669711 -0.020413774544095844 -0.0067905346474414312 0.026068878291681773 -0.024468940768756574 0.010241531744467547 0.073552533225814301 0.020224466305667418 -0.0046266451570048392 -0.021209825690180987 -0.052758572611820695 0.0025546027891674618 -0.064146045205184979 0.052111362242983086 -0.062702945254864487 0.060247018203511145 0.036959564623549768
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
leaf_count=25 30 34 271 25 43 38 24 47 121 27 26 193 25 26 34 26 24
internal_value=-0.00144173 0.0145202 -0.00414618 0.0132275 -0.00585849 0.0248068 0.0354041 -0.00683713 -0.00860031 -0.0165676 -0.0108328 -0.000786974 -0.0147691 0.00849727 -0.0442815 0.0388381 0.0552359
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
internal_count=1039 150 889 119 68 116 86 770 723 358 297 365 146 219 61 51 48
is_linear=0
shrinkage=0.04


Tree=23
num_leaves=16
num_cat=0
split_feature=60 18 35 26 21 11 72 34 42 69 65 24 60 29 16
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
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
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