tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=151
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 Column_99 Column_100 Column_101 Column_102 Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109 Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116 Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123 Column_124 Column_125 Column_126 Column_127 Column_128 Column_129 Column_130 Column_131 Column_132 Column_133 Column_134 Column_135 Column_136 Column_137 Column_138 Column_139 Column_140 Column_141 Column_142 Column_143 Column_144 Column_145 Column_146 Column_147 Column_148 Column_149 Column_150 Column_151
feature_infos=[1150.3663761896189:1903.4781806887747] [1158.5088961211511:1916.84579108047] [-496.81477567713546:573.10259120534784] [1159.8767670517543:1884.5959848901657] [1151.7894548779084:1919.4116678360419] [1426.1496448360797:1585.9817930954068] [1427.9817118206745:1588.9895054335384] [-113.02538114266532:114.69704651598067] [0:5.9333333333333336] [0:6.2666666666666666] [0:6.0666666666666664] [0:5.2000000000000002] [0:1] [0:1] [0:1] [0:1] [0:5] [0:5] [0:5] [0:5] [0:8] [0:1] [0:1] [0:11] [0:1] [0:1] [0.20999999999999999:0.81000000000000005] [0.22500000000000001:0.76000000000000001] [0:13] [0:13] [0:6.333333333333333] [0:6.666666666666667] [0:4.5] [0:4.5] [0:22.550000000000001] [0:17.5] [0:35.5] [0.065285302506677897:0.80962131918207236] [0.1044438556117265:0.4288719106684401] [0.056651501780225801:0.79902050363656307] [0:26] [0:5.0899999999999999] [0:26.5] [0:1.0900000000000001] [0:13.050000000000001] [0:1.76] [0:13.25] [0:3.7400000000000002] [0:7.6500000000000004] [0:8.5600000000000005] [0:3.5299999999999998] [0:1.72] [0:7.3300000000000001] [0:5.0199999999999996] [0:2.5800000000000001] [0:3.77] [0:4.1299999999999999] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:6.2666666666666666] [0:5.2000000000000002] [2.0046118370484245:4.1840324763193504] [0.018042399639151999:0.1552651806302843] [0:0.45000000000000001] none none [0:0.1575] [-0.92000000000000004:1] [0:7] none none [0:1] [-1:0.61250000000000004] [-1:0.59166666666666667] [-1.2908333333333333:1.3799999999999999] [0:40.799999999999997] [0:36.299999999999997] [-29.999999999999996:31.499999999999996] [0:10] [0:10] [0:1] [0:1] [0:5.7999999999999998] [0:5] [0:5] [0:6.25] [0:4] [0:5] [0:1] [0:1] [0:10] [0:11] [0:42.100000000000001] [0:41.799999999999997] [0:1] [0:1] [0:8] [0:8] [-1:1] [0:1] [0:5.7999999999999998] [0:6.5] [0:5.2000000000000002] [0:6.5] [0:4.4119999999999999] [0:6.5] [0:5.3330000000000002] [0:4.7999999999999998] [0:5.3330000000000002] [0:4.5] [0:1] [0:1] [0:7] [0:8] [0:6] [0:7] [-1.8:1.8] [-2.2000000000000002:2] [1:30] [1.2:30] [1:12] [0:1] [0:1] [-4.4669999999999996:4.5999999999999996] [-5.2000000000000002:5] [-4.133:5.3330000000000002] [-0.045499999999999999:0.088099999999999998] [0.063600000000000004:1] [0:0.088800000000000004] [0.35623409669211198:0.51556156968876865] [0.1051136363636363:0.32744043043812449] [0.40430438124519602:0.64185836716283262] [0.32129131437355879:0.77537212449255755] [0.70399999999999996:1]
tree_sizes=946 1005 993 986 1007 997 994 1005 992 1009 984 1007 997 684 1002 999 897 992 991 990 1001 905 1003 995 896 1010 908 1005 1007 1014 1012 1005 1005 691 688

Tree=0
num_leaves=8
num_cat=0
split_feature=45 54 46 96 4 3 16
split_gain=174.584 35.5641 24.9346 16.8552 14.3832 11.0732 10.8094
threshold=1.155 1.405 2.5850000000000004 4.5000000000000009 1704.4687685416313 1441.3975280143418 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2
left_child=1 3 5 -1 -4 -2 -3
right_child=2 6 4 -5 -6 -7 -8
leaf_value=0.87683759709368503 0.84782001969484888 0.90404985782878589 0.85793883408869098 0.90097077069702014 0.73127673195863474 0.81008235044809496 0.93515098554525133
leaf_weight=939.87957760691643 113.51603642106056 283.89385342597961 418.36988925933838 472.32632339000702 9.9611878395080549 330.17187193036079 212.09029108285904
leaf_count=4529 547 1368 2016 2276 48 1591 1022
internal_value=0.875686 0.893342 0.837052 0.884909 0.85499 0.819737 0.91735
internal_weight=2780.21 1908.19 872.019 1412.21 428.331 443.688 495.984
internal_count=13397 9195 4202 6805 2064 2138 2390
is_linear=0
shrinkage=1


Tree=1
num_leaves=8
num_cat=0
split_feature=47 48 49 86 141 133 150
split_gain=140.072 28.5634 26.9673 23.4898 19.0464 14.6224 10.7313
threshold=1.6850000000000003 2.1650000000000005 3.3850000000000002 3.3279569892473124 1.2620000000000002 0.31650000000000006 0.48538789856891795
decision_type=2 2 2 2 2 2 2
left_child=1 3 5 -1 -4 -2 -3
right_child=2 6 4 -5 -6 -7 -8
leaf_value=0.0068305934170468773 -0.15031955758812821 -0.031384052219233315 -0.052289652303345355 0.062911487393225371 0.031971580220150592 -0.011449057668411599 0.04709896679065162
leaf_weight=1284.6507234424353 8.3659095764160138 19.989385187625885 501.71516834199429 86.587033972144127 30.929726287722588 495.32643516361713 353.17835873365402
leaf_count=6221 40 98 2370 419 146 2373 1730
internal_value=-0.000699774 0.0173296 -0.0310475 0.0103722 -0.0473963 -0.0137584 0.0428942
internal_weight=2780.74 1744.41 1036.34 1371.24 532.645 503.692 373.168
internal_count=13397 8468 4929 6640 2516 2413 1828
is_linear=0
shrinkage=0.104222


Tree=2
num_leaves=8
num_cat=0
split_feature=45 50 53 39 96 28 150
split_gain=110.988 23.3948 18.1465 13.3271 12.0676 11.8858 11.7377
threshold=1.155 1.4150000000000003 3.3250000000000006 0.36187197152743827 4.5000000000000009 3.9500000000000006 0.48538789856891795
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -4 -1 -2 -3
right_child=2 6 3 -5 -6 -7 -8
leaf_value=0.0012888166907150367 -0.037269165059036741 -0.040251887739062138 -0.05134333704385069 -0.13896201271441588 0.020859848952961575 -0.011322757210899898 0.041785901483228478
leaf_weight=991.85861267149448 395.00907251238823 20.026126876473427 106.85419258475304 22.895305529236794 522.50144763290882 372.75306884944439 348.38899676501751
leaf_count=4802 1851 97 494 106 2555 1751 1741
internal_value=-0.000605268 0.0137719 -0.0307651 -0.0668133 0.00804152 -0.0246723 0.0373256
internal_weight=2780.29 1882.78 897.512 129.749 1514.36 767.762 368.415
internal_count=13397 9195 4202 600 7357 3602 1838
is_linear=0
shrinkage=0.104222


Tree=3
num_leaves=8
num_cat=0
split_feature=45 48 86 11 53 144 104
split_gain=91.2855 30.6398 20.2224 17.4942 14.4128 10.3549 10.2483
threshold=1.155 2.2850000000000006 3.3279569892473124 0.30952380952380959 3.4950000000000006 0.0075500000000000003 1.0005000000000002
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=0.0040069597334026 -0.027086096902533729 -0.1715719381102207 0.053726932967164444 0.048773966775503941 -0.061900987427835959 -0.23396750965062757 0.016338062312498316
leaf_weight=1510.6300098896027 782.38381478190422 3.9652889966964713 94.400425717234612 257.22131448984146 73.248439565300941 3.9991354644298545 63.84617380797863
leaf_count=7369 3628 20 471 1306 331 18 297
internal_value=-0.000943352 0.0123188 0.00693156 0.0454226 -0.0277441 -0.0708364 -0.0238097
internal_weight=2789.69 1866.22 1605.03 261.187 923.478 77.2476 846.23
internal_count=13440 9166 7840 1326 4274 349 3925
is_linear=0
shrinkage=0.104222


Tree=4
num_leaves=8
num_cat=0
split_feature=49 35 6 53 44 126 38
split_gain=70.6071 28.8927 21.165 13.8246 12.9797 16.2351 8.96833
threshold=2.8350000000000004 3.3550000000000004 1541.1282734213053 1.9650000000000001 6.5150000000000006 1.8450000000000002 0.27603289214361998
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -6
right_child=4 3 -4 -5 6 -7 -8
leaf_value=-0.0027517198054468608 -0.029319791370752923 0.043695199840511914 0.083541694807877556 0.015347179328011443 -0.028790250204289367 -0.099217570104222469 -0.0022072689999685109
leaf_weight=937.29022094607353 417.85833202302456 320.03798474371433 31.915322333574295 449.0833810120821 218.10735833644867 39.50090055167675 374.63410261273384
leaf_count=4582 1898 1642 157 2211 1027 181 1742
internal_value=-0.000829778 0.0120602 9.06525e-05 0.0271434 -0.0221677 -0.0353586 -0.0119891
internal_weight=2788.43 1738.33 969.206 769.121 1050.1 457.359 592.741
internal_count=13440 8592 4739 3853 4848 2079 2769
is_linear=0
shrinkage=0.104222


Tree=5
num_leaves=8
num_cat=0
split_feature=51 50 35 143 44 147 11
split_gain=63.712 19.0005 13.7227 11.8206 10.6018 10.4763 6.84163
threshold=1.2550000000000001 1.4650000000000001 5.035000000000001 -1.7974999999999997 7.2550000000000008 0.47199397614381194 2.6904761904761911
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -3 -2
right_child=3 5 -4 4 -6 -7 -8
leaf_value=0.0047544573525090221 -0.065940592898403594 0.046851958603355899 0.063639968219378742 -0.028402060075216558 -0.0037183287940315865 -0.010933729592520421 -0.2419531318087022
leaf_weight=1547.0932241082191 6.1367039680480939 207.7856714874506 44.20663620531559 674.41967558860779 262.60369572043419 40.760551080107689 3.9397892653942108
leaf_count=7584 28 1099 222 3053 1221 215 18
internal_value=-0.000729499 0.0105766 0.00639068 -0.0226927 -0.0214845 0.0373753 -0.134921
internal_weight=2786.95 1839.85 1591.3 947.1 937.023 248.546 10.0765
internal_count=13440 9120 7806 4320 4274 1314 46
is_linear=0
shrinkage=0.104222


Tree=6
num_leaves=8
num_cat=0
split_feature=41 130 54 48 99 34 105
split_gain=42.6482 15.4832 11.8244 11.5616 10.5481 8.08864 5.28375
threshold=1.9950000000000003 2.1835000000000004 1.6950000000000001 2.0250000000000004 0.13392857142857142 2.1550000000000007 1.0765000000000002
decision_type=2 2 2 2 2 2 2
left_child=1 3 4 -1 -2 -3 -4
right_child=2 5 6 -5 -6 -7 -8
leaf_value=-0.012930103603477631 -0.025837088447404372 0.009985288944886676 0.093598551064641447 0.0827918792790409 0.017739499999769957 0.067684395437451708 -0.011462427181900188
leaf_weight=1452.7631230950356 63.837418377399445 116.17519751191139 30.260349631309509 13.827319353818892 1098.0612086355686 34.140560820698738 6.2758191227912894
leaf_count=6763 321 560 163 70 5525 162 34
internal_value=0.00228156 -0.00876197 0.0171813 -0.0120271 0.0153451 0.0230937 0.0755539
internal_weight=2815.34 1616.91 1198.43 1466.59 1161.9 150.316 36.5362
internal_count=13598 7555 6043 6833 5846 722 197
is_linear=0
shrinkage=0.104222


Tree=7
num_leaves=8
num_cat=0
split_feature=41 135 130 21 53 102 16
split_gain=34.421 15.4189 13.9177 13.4109 11.0563 13.2179 9.32957
threshold=1.9950000000000003 -0.78349999999999997 2.1340000000000003 0.4642857142857143 2.0250000000000004 2.1120000000000005 1.5000000000000002
decision_type=2 2 2 2 2 2 2
left_child=1 3 -3 -1 6 -6 -2
right_child=4 2 -4 -5 5 -7 -8
leaf_value=-0.039029586512136658 0.021256889774663217 -0.0093694924607743823 0.024219953555788796 -0.18450744298912586 0.010656362766355395 -0.067587490182026186 0.059808579820180507
leaf_weight=29.468837857246399 324.64188092947006 1435.6618839651346 147.77664601802826 8.9744612574577314 753.81818389892578 24.195777088403702 86.313260063529015
leaf_count=138 1721 6659 716 42 3733 122 467
internal_value=0.00205658 -0.00781819 -0.00623458 -0.0730278 0.0155268 0.00822224 0.0293551
internal_weight=2810.85 1621.88 1583.44 38.4433 1188.97 778.014 410.955
internal_count=13598 7555 7375 180 6043 3855 2188
is_linear=0
shrinkage=0.104222


Tree=8
num_leaves=8
num_cat=0
split_feature=86 41 30 92 147 8 85
split_gain=36.407 25.9777 15.256 11.9724 10.8984 10.2187 7.72256
threshold=3.2679487179487183 1.8750000000000002 0.46841755319148942 -0.76249999999999984 0.40846280364372473 1.1083333333333336 -0.021724137931034445
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -6
right_child=4 3 -4 -5 6 -7 -8
leaf_value=-0.012159457825842523 0.064307005786210347 -0.085506751396820332 -0.10592968794102031 0.0081406001340509019 0.027805156010338752 -0.1311253894779951 0.074917050140623179
leaf_weight=1030.2416722476482 5.0686567574739438 14.960604444146155 19.18836584687233 1572.8768468499184 63.189212292432785 6.7883874922990799 94.08995346724987
leaf_count=4724 25 75 92 7835 328 34 485
internal_value=0.00185481 -0.00115146 -0.0138749 0.00725775 0.0487278 -0.0475971 0.055992
internal_weight=2806.4 2637.27 1049.43 1587.84 169.136 11.857 157.279
internal_count=13598 12726 4816 7910 872 59 813
is_linear=0
shrinkage=0.104222


Tree=9
num_leaves=8
num_cat=0
split_feature=49 150 52 133 30 91 30
split_gain=26.3296 13.6848 11.0511 10.5586 10.2017 14.0051 13.9274
threshold=2.7850000000000006 0.60942003008724055 2.9650000000000003 2.7320000000000007 0.10822072072072071 -0.0024999999999999497 0.12681311751103638
decision_type=2 2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2 -6
right_child=4 2 -4 -5 6 -7 -8
leaf_value=0.0056197323214787877 0.0092359089138059399 0.013793895571876906 0.055269467591862222 -0.056030521488072138 0.020769131467870516 -0.044189842169712931 -0.012941111969465513
leaf_weight=1335.4049420952797 73.188210651278496 194.0794630497694 108.95535556972027 30.86374768614769 165.2346598058939 196.06340071558952 684.92604845762253
leaf_count=6712 329 987 589 157 747 879 3130
internal_value=0.000378046 0.00867093 0.0287076 0.00422669 -0.0119885 -0.0296678 -0.00638913
internal_weight=2788.72 1669.3 303.035 1366.27 1119.41 269.252 850.161
internal_count=13530 8445 1576 6869 5085 1208 3877
is_linear=0
shrinkage=0.104222


Tree=10
num_leaves=8
num_cat=0
split_feature=86 41 0 6 110 102 53
split_gain=38.5149 20.3558 13.2957 10.1636 9.93058 14.9217 6.02783
threshold=3.0790020790020796 1.925 1413.5914823844723 1484.8073996434571 2.9500000000000006 0.65050000000000019 2.2150000000000003
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=0.0140954684441122 0.085154679849317738 0.026410531501952182 -0.017501548280296479 0.0014621478522681489 -0.046636790759956186 0.037447698249607933 0.031794502065436499
leaf_weight=167.52074213325977 60.752241030335426 211.7988056242466 1059.5275938510895 1090.8869259208441 27.780392900109291 130.96362222731113 37.02421498298645
leaf_count=765 323 1076 4848 5512 140 685 181
internal_value=0.000347101 -0.00355495 -0.0131877 0.00551857 0.0388267 0.0227309 0.0649542
internal_weight=2786.25 2529.73 1227.05 1302.69 256.52 158.744 97.7765
internal_count=13530 12201 5613 6588 1329 825 504
is_linear=0
shrinkage=0.104222


Tree=11
num_leaves=8
num_cat=0
split_feature=86 122 0 132 136 148 145
split_gain=31.5628 19.7563 17.5348 15.2483 8.699 11.6526 8.53686
threshold=3.0790020790020796 1.0250000000000001 1444.5595683182339 0.68350000000000011 11.950000000000001 0.25070180469638537 0.63955000000000006
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=-0.0029563172992086786 0.032749371502154893 -0.027078470578097272 -0.04142343191974563 0.004355282116605525 0.042836068356502124 -0.043229223026257771 0.082015555649337976
leaf_weight=268.76511310040951 128.29142379760742 184.50364246964455 247.01660700142384 1831.7398000508547 37.845243006944656 31.138597756624222 54.413731098175049
leaf_count=1259 680 882 1128 8932 205 158 286
internal_value=0.000321355 -0.0031776 -0.0213793 0.00147871 0.0355201 0.00398648 0.0474254
internal_weight=2783.71 2532.03 515.782 2016.24 251.689 68.9838 182.705
internal_count=13530 12201 2387 9814 1329 363 966
is_linear=0
shrinkage=0.104222


Tree=12
num_leaves=8
num_cat=0
split_feature=86 41 94 4 100 132 111
split_gain=16.7583 14.9692 11.4051 9.36529 9.15568 6.8883 6.86331
threshold=3.2679487179487183 2.5250000000000004 19.050000000000004 1454.7040164610194 2.1000000000000005 2.5855000000000006 1.6500000000000001
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 -3 -5
right_child=3 5 -4 6 -6 -7 -8
leaf_value=-0.0077031612935488866 -0.037300665068035477 0.045270021664037818 0.0069515620157151858 0.08783804546768309 0.1145092464596736 -0.063294467679354607 0.032433508236858831
leaf_weight=1642.7547204941511 28.476281866431236 95.693837076425552 889.01127083599567 33.729012683033943 5.0763863474130622 6.7911695241928092 86.767844557762146
leaf_count=7824 156 540 4317 188 29 38 478
internal_value=0.000977474 -0.000976496 -0.00255725 0.0343884 -0.0143067 0.0380708 0.0479478
internal_weight=2788.3 2634.25 2531.77 154.05 33.5527 102.485 120.497
internal_count=13570 12719 12141 851 185 578 666
is_linear=0
shrinkage=0.104222


Tree=13
num_leaves=5
num_cat=0
split_feature=49 91 105 52
split_gain=12.5399 11.9283 13.2239 11.4266
threshold=6.7950000000000008 0.46333333333333332 0.66550000000000009 3.1450000000000005
decision_type=2 2 2 2
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=-0.00096173862485333158 -0.18852641170062942 -0.26944729151735436 0.0083924991906715318 0.019698628791158867
leaf_weight=2444.542382568121 3.7820855826139441 3.7145474255084983 3.7179097086191177 330.02280321717262
leaf_count=11674 16 18 18 1844
internal_value=0.000884212 0.00114235 -0.13063 0.00149578
internal_weight=2785.78 2782 7.43246 2774.57
internal_count=13570 13554 36 13518
is_linear=0
shrinkage=0.104222


Tree=14
num_leaves=8
num_cat=0
split_feature=35 136 1 3 120 119 137
split_gain=12.9995 12.1396 9.67922 10.2069 8.87434 8.76233 7.82142
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Tree=17
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decision_type=2 2 2 2 2 2 2
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Tree=18
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decision_type=2 2 2 2 2 2 2
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Tree=19
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decision_type=2 2 2 2 2 2 2
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internal_weight=2762.44 1370.25 1392.19 1175.2 216.993 1345.94 24.312
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Tree=20
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decision_type=2 2 2 2 2 2 2
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Tree=21
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Tree=22
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Tree=23
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decision_type=2 2 2 2 2 2 2
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Tree=24
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Tree=25
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decision_type=2 2 2 2 2 2 2
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Tree=26
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Tree=27
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Tree=28
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Tree=29
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Tree=30
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Tree=31
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Tree=32
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left_child=2 4 6 -4 -2 -3 -1
right_child=1 5 3 -5 -6 -7 -8
leaf_value=0.0034609471658556285 0.020050548549636428 -0.009082334773132807 -0.11004659616173273 -0.007594432301873808 -0.021486441758403186 -0.13291664093499478 0.038221762386595907
leaf_weight=820.33589915931225 594.67776323109865 13.120999380946161 13.791079476475714 1142.1561977639794 68.70460732281208 12.293409973382948 84.046657353639603
leaf_count=3903 3054 71 65 5495 382 70 446
internal_value=0.0016558 0.0126202 -0.00200979 -0.00881763 0.0157484 -0.0690103 0.00669173
internal_weight=2749.13 688.797 2060.33 1155.95 663.382 25.4144 904.383
internal_count=13486 3577 9909 5560 3436 141 4349
is_linear=0
shrinkage=0.104222


Tree=33
num_leaves=5
num_cat=0
split_feature=91 141 123 7
split_gain=9.64033 9.54985 10.2025 8.96435
threshold=0.46333333333333332 -0.77399999999999991 2.2565000000000004 33.104396552584838
decision_type=2 2 2 2
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=-0.015732035707484552 -0.12133869515037762 0.0038526132779362976 0.057630556320633561 0.031446003016811871
leaf_weight=450.80555958300829 6.9056807309389105 2188.2216669544578 38.992827542126179 48.440718069672585
leaf_count=2162 31 10769 213 250
internal_value=0.00156231 0.00187402 0.00479437 -0.011154
internal_weight=2733.37 2726.46 2227.21 499.246
internal_count=13425 13394 10982 2412
is_linear=0
shrinkage=0.104222


Tree=34
num_leaves=5
num_cat=0
split_feature=45 98 80 123
split_gain=8.19305 8.37131 12.6079 10.3403
threshold=1.6150000000000004 0.58114035087719318 0.043836402184014855 2.1715000000000004
decision_type=2 2 2 2
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=0.008356015193296689 -0.14816646007318571 -0.033602776052007143 0.00019618273212945178 0.070940775625300892
leaf_weight=749.49989224970341 3.9628616422414771 128.32899699360132 1819.463518589735 29.807201541960239
leaf_count=3713 16 704 8830 162
internal_value=0.00140384 0.0016217 -0.00203079 0.0107506
internal_weight=2731.06 2727.1 1947.79 779.307
internal_count=13425 13409 9534 3875
is_linear=0
shrinkage=0.104222


end of trees

feature_importances:
Column_86=18
Column_49=9
Column_53=8
Column_41=6
Column_54=6
Column_120=6
Column_141=6
Column_45=5
Column_91=5
Column_104=5
Column_1=4
Column_94=4
Column_96=4
Column_132=4
Column_136=4
Column_148=4
Column_3=3
Column_4=3
Column_6=3
Column_11=3
Column_30=3
Column_35=3
Column_38=3
Column_48=3
Column_50=3
Column_85=3
Column_92=3
Column_105=3
Column_115=3
Column_123=3
Column_127=3
Column_130=3
Column_133=3
Column_149=3
Column_150=3
Column_0=2
Column_7=2
Column_10=2
Column_16=2
Column_29=2
Column_40=2
Column_44=2
Column_51=2
Column_52=2
Column_55=2
Column_56=2
Column_89=2
Column_93=2
Column_98=2
Column_100=2
Column_102=2
Column_106=2
Column_110=2
Column_111=2
Column_122=2
Column_134=2
Column_135=2
Column_137=2
Column_143=2
Column_144=2
Column_147=2
Column_8=1
Column_12=1
Column_14=1
Column_17=1
Column_21=1
Column_27=1
Column_28=1
Column_31=1
Column_34=1
Column_37=1
Column_39=1
Column_46=1
Column_47=1
Column_78=1
Column_80=1
Column_84=1
Column_95=1
Column_99=1
Column_107=1
Column_112=1
Column_119=1
Column_121=1
Column_125=1
Column_126=1
Column_145=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1500]
[learning_rate: 0.104222]
[num_leaves: 8]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 17]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.709098]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 3]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.58888]
[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: 7.81041e-07]
[lambda_l2: 0.00942891]
[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