tree
version=v4
num_class=3
num_tree_per_iteration=3
label_index=0
max_feature_idx=27
objective=multiclass num_class:3
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
feature_infos=[0.27500000000000002:6.6950000000000003] [-2.4169999999999998:2.4300000000000002] [-1.7430000000000001:1.7430000000000001] [0.019:5.7000000000000002] [-1.7430000000000001:1.7430000000000001] [0.159:4.1900000000000004] [-2.9409999999999998:2.9700000000000002] [-1.7410000000000001:1.7410000000000001] [0:2.173] [0.19:5.1929999999999996] [-2.9039999999999999:2.9089999999999998] [-1.742:1.7430000000000001] [0:2.2149999999999999] [0.26400000000000001:6.5229999999999997] [-2.7280000000000002:2.7269999999999999] [-1.742:1.742] [0:2.548] [0.36499999999999999:6.0679999999999996] [-2.4950000000000001:2.496] [-1.74:1.7430000000000001] [0:3.1019999999999999] [0.17199999999999999:13.098000000000001] [0.41899999999999998:7.3920000000000003] [0.46100000000000002:3.6819999999999999] [0.38400000000000001:6.5830000000000002] [0.092999999999999999:7.8600000000000003] [0.38900000000000001:4.5430000000000001] [0.48899999999999999:4.3159999999999998]
tree_sizes=559 1080 667 1532 983 1110 1324 883 1107 1335 1096 1122 1005 1202 1439 1541 994 894 1323 782 1114 1006 890 1214 1227 1103 1222 1225 998 1112

Tree=0
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=4645.7 4.56263 2.27374e-13
threshold=0.6755000000000001 0.68150000000000011 3.0625000000000004
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-0.89872657950877044 -1.1331183235559872 -1.1987480118892078 -1.1987480118892078
leaf_weight=775.27796959877014 10.665904998779295 1526.8909624814987 20.331881403923035
leaf_count=2326 32 4581 61
internal_value=-1.09876 -1.1983 -1.19875
internal_weight=2333.17 1557.89 1547.22
internal_count=7000 4674 4642
is_linear=0
shrinkage=1


Tree=1
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 0 0 0
split_gain=1163.92 3469.89 4.46177 1.90017 4.54747e-13 2.27374e-13 1.13687e-13 3.55271e-15
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 1.0265000000000002 0.66350000000000009 1.1145000000000003 0.6715000000000001
decision_type=2 2 2 2 2 2 2 2
left_child=1 5 -3 4 -4 -1 -2 -7
right_child=6 2 3 -5 -6 7 -8 -9
leaf_value=-1.1995628123172879 -1.1995628123172879 -0.9650704558338753 -0.89941259601851975 -0.94743663062632266 -0.89941259601851975 -1.1995628123172879 -1.1995628123172879 -1.1995628123172879
leaf_weight=744.96031606197357 36.315149575471878 10.661328315734862 678.99334710836411 8.3291627466678602 82.292127937078476 20.656323611736298 740.62915143370628 9.3286622762680071
leaf_count=2236 109 32 2038 25 247 62 2223 28
internal_value=-1.09961 -1.04968 -0.900822 -0.899932 -0.899413 -1.19956 -1.19956 -1.19956
internal_weight=2332.17 1555.22 780.276 769.615 761.285 774.945 776.944 29.985
internal_count=7000 4668 2342 2310 2285 2326 2332 90
is_linear=0
shrinkage=1


Tree=2
num_leaves=5
num_cat=0
split_feature=0 0 0 6
split_gain=4654.68 1.90863 4.54747e-13 2.27374e-13
threshold=1.0865000000000002 1.0785000000000002 3.3245000000000005 1.6320000000000003
decision_type=2 2 2 2
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=-1.1975272540340971 -0.89769840644454124 -1.1495546384197681 -0.89769840644454124 -1.1975272540340971
leaf_weight=1478.5101245343685 764.76961776614189 8.3380900323390943 13.007420450448988 70.039956271648407
leaf_count=4433 2293 25 39 210
internal_value=-1.09747 -1.19727 -0.897698 -1.19753
internal_weight=2334.67 1556.89 777.777 1548.55
internal_count=7000 4668 2332 4643
is_linear=0
shrinkage=1


Tree=3
num_leaves=13
num_cat=0
split_feature=0 0 0 0 0 2 0 1 0 0 1 2
split_gain=3611.46 4.2373 9.89428e-07 2.2661e-05 4.54747e-13 4.54747e-13 1.13687e-13 1.13687e-13 5.68434e-14 2.84217e-14 7.10543e-15 3.55271e-15
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.6715000000000001 1.5095000000000003 1.6205000000000003 1.5310000000000004 1.2355000000000003 1.3285000000000002 1.9140000000000001 0.57050000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 7 5 -1 8 -3 -4 -10 11 -9
right_child=1 2 6 -5 -6 -7 -8 10 9 -11 -12 -13
leaf_value=0.1654604087930798 -0.031134859204179011 -0.095033244603883765 -0.09502988523197943 -0.095203847803408626 0.1654604087930798 0.1654604087930798 -0.09502988523197943 -0.095033244603883751 -0.09502988523197943 -0.09502988523197943 -0.095033244603883765 -0.095033244603883765
leaf_weight=770.44053286314011 10.452560424804686 678.43713283538818 165.83225727081299 7.8712202608585349 10.104138135910032 58.820518434047699 290.8346027135849 16.332745790481571 80.717594921588898 195.04134804010391 13.19183313846588 9.7368292212486249
leaf_count=2135 32 2160 528 25 28 163 926 52 257 621 42 31
internal_value=-2.87317e-07 -0.0945776 -0.0950325 -0.0950351 0.16546 0.16546 -0.0950299 -0.0950332 -0.0950299 -0.0950299 -0.0950332 -0.0950332
internal_weight=2307.81 1468.45 1458 725.57 839.365 829.261 732.426 717.699 441.591 275.759 39.2614 26.0696
internal_count=7000 4674 4642 2310 2326 2298 2332 2285 1406 878 125 83
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=8
num_cat=0
split_feature=0 0 0 0 0 0 1
split_gain=967.8 2636.81 2.92947 1.24343 4.54747e-13 1.13687e-13 1.13687e-13
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 1.0725000000000002 3.3245000000000005 1.1505000000000003
decision_type=2 2 2 2 2 2 2
left_child=1 -1 -3 4 -4 6 -2
right_child=5 2 3 -5 -6 -7 -8
leaf_value=-0.094998983293933997 -0.094996969730340178 0.11390345501219708 0.16556846555358859 0.12795244734949285 0.16556846555358859 -0.094996969730340178 -0.094996969730340178
leaf_weight=730.22025430202484 647.32201075553894 11.298274993896483 813.93185091018677 8.8824145495891553 10.462776452302931 12.243238806724547 72.517645239830017
leaf_count=2326 2062 32 2256 25 29 39 231
internal_value=5.87098e-07 0.0441626 0.164482 0.165167 0.165568 -0.094997 -0.094997
internal_weight=2306.88 1574.8 844.575 833.277 824.395 732.083 719.84
internal_count=7000 4668 2342 2310 2285 2332 2293
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 0 0 0
split_gain=3619.55 1.79423 6.95774e-07 4.73371e-05 4.54747e-13 1.13687e-13 1.13687e-13 2.84217e-14
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 1.1415000000000002 0.66750000000000009 0.97550000000000014 1.1195000000000002
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 7 -1 -5 -2
right_child=4 -3 3 6 -6 -7 -8 -9
leaf_value=-0.09508131824285615 0.16529862699019715 -0.047858200087495112 -0.095300790525902165 -0.095082663579904816 0.16529862699019715 -0.09508131824285615 -0.095082663579904816 0.16529862699019715
leaf_weight=711.90192192792892 49.092830657958984 8.0896541476249677 10.088831901550291 566.38927716016769 764.90961885452271 19.172634541988373 151.81244221329689 27.795205593109131
leaf_count=2265 136 25 32 1802 2119 61 483 77
internal_value=-3.02426e-07 -0.0948232 -0.0950835 -0.0950857 0.165299 -0.0950813 -0.0950827 0.165299
internal_weight=2309.25 1467.45 1459.37 728.291 841.798 731.075 718.202 76.888
internal_count=7000 4668 4643 2317 2332 2326 2285 213
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=11
num_cat=0
split_feature=0 0 0 0 0 1 0 0 0 0
split_gain=2892.32 4.02784 2.90776e-06 0.000109193 2.27374e-13 2.27374e-13 1.13687e-13 1.13687e-13 1.42109e-14 1.77636e-15
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.6605000000000002 -1.6564999999999996 1.0645000000000002 3.0625000000000004 0.66750000000000009 1.0725000000000002
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 6 5 -1 -3 -4 -6 -8
right_child=1 2 7 -5 8 -7 9 -9 -10 -11
leaf_value=0.14280362205831887 -0.027910626197381074 -0.090893811491099819 -0.090888782597524254 -0.091280442861757641 0.14280362205831887 0.14280362205831887 -0.090893811491099805 -0.090888782597524254 0.14280362205831887 -0.090893811491099805
leaf_weight=72.430049240589142 10.230118751525877 653.64759483933449 665.89946937561035 7.3852077126502982 21.280993849039078 751.92844933271408 7.9176693856716165 17.886335372924805 22.774396926164627 8.5041634142398834
leaf_count=194 32 2229 2271 25 57 2014 27 61 61 29
internal_value=-2.80728e-07 -0.0904236 -0.0908934 -0.090898 0.142804 0.142804 -0.0908938 -0.0908888 0.142804 -0.0908938
internal_weight=2239.88 1371.47 1361.24 677.455 868.414 824.358 670.069 683.786 44.0554 16.4218
internal_count=7000 4674 4642 2310 2326 2208 2285 2332 118 56
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=7
num_cat=0
split_feature=0 0 0 0 1 0
split_gain=812.186 2075.72 2.24253 0.961215 2.27374e-13 1.13687e-13
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 0.10350000000000001 2.4805000000000006
decision_type=2 2 2 2 2 2
left_child=1 4 -3 -4 -1 -2
right_child=5 2 3 -5 -6 -7
leaf_value=-0.090865993835145778 -0.090862981328032486 0.098457955856536397 0.14287729627285317 0.11039498864999325 -0.090865993835145778 -0.090862981328032486
leaf_weight=367.53446853160858 634.50226753950119 11.701966285705565 853.0516205728054 9.2085182666778547 314.19214534759521 48.943131029605865
leaf_count=1254 2165 32 2285 25 1072 167
internal_value=2.13578e-06 0.039921 0.14194 0.14253 -0.090866 -0.090863
internal_weight=2239.13 1555.69 873.962 862.26 681.727 683.445
internal_count=7000 4668 2342 2310 2326 2332
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 0 1 1
split_gain=2899.48 1.73398 2.69605e-06 0.000228385 2.27374e-13 2.27374e-13 1.13687e-13 2.84217e-14
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 3.3245000000000005 2.0925000000000007 -1.7954999999999999 0.98550000000000015
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 -2 -5 -7
right_child=4 -3 3 6 -6 7 -8 -9
leaf_value=-0.090930528655661355 0.14269326634725255 -0.043739153348170384 -0.091426849549918462 -0.090932534882951027 0.14269326634725255 0.14269326634725255 -0.090932534882951027 0.14269326634725255
leaf_weight=682.57474654912949 734.82463645935059 7.8293539583683005 9.4788646697998029 22.009925544261932 14.562073588371275 109.02885866165161 648.55913937091827 12.321754574775694
leaf_count=2326 1968 25 32 75 39 292 2210 33
internal_value=-1.85022e-06 -0.0906653 -0.090935 -0.0909394 0.142693 0.142693 -0.0909325 0.142693
internal_weight=2241.19 1370.45 1362.62 680.048 870.737 856.175 670.569 121.351
internal_count=7000 4668 4643 2317 2332 2293 2285 325
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=11
num_cat=0
split_feature=0 0 0 0 1 0 1 0 2 1
split_gain=2361.86 3.89883 4.81978e-06 0.000251985 2.27374e-13 1.13687e-13 1.13687e-13 5.68434e-14 2.84217e-14 1.42109e-14
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 1.8120000000000001 2.7735000000000007 0.62150000000000005 1.5415000000000003 -1.1874999999999998 1.9495000000000002
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 6 -1 7 -3 -4 -9 -8
right_child=1 2 5 -5 -6 -7 9 8 -10 -11
leaf_value=0.12693650372636925 -0.024744590979526099 -0.087417539511945641 -0.087411851280085606 -0.088025584059771539 0.12693650372636925 -0.087411851280085606 -0.087417539511945641 -0.087411851280085606 -0.087411851280085606 -0.087417539511945641
leaf_weight=824.02700993418694 10.004638671874998 462.16688960790634 343.1814136505127 6.8913049995899192 46.007863014936447 27.964941143989563 148.80579054355621 42.626172423362732 219.37546062469482 9.5040194690227491
leaf_count=2203 32 1702 1264 25 123 103 548 157 808 35
internal_value=-7.99344e-08 -0.0869245 -0.087418 -0.0874242 0.126937 -0.0874119 -0.0874175 -0.0874119 -0.0874119 -0.0874175
internal_weight=2140.56 1270.52 1260.52 627.368 870.035 633.148 620.477 605.183 262.002 158.31
internal_count=7000 4674 4642 2310 2326 2332 2285 2229 965 583
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 0 0 1
split_gain=686.277 1672.48 1.91031 0.83368 2.27374e-13 1.13687e-13 5.68434e-14 5.68434e-14
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 0.88950000000000007 3.3245000000000005 0.6715000000000001 1.5055000000000003
decision_type=2 2 2 2 2 2 2 2
left_child=1 6 -3 4 -4 7 -1 -2
right_child=5 2 3 -5 -6 -7 -8 -9
leaf_value=-0.087394713390799586 -0.087391305207323078 0.086359029987696456 0.1269894936943842 0.096974816854302065 0.1269894936943842 -0.087391305207323078 -0.087394713390799586 -0.087391305207323078
leaf_weight=623.64584416151047 596.45559030771255 11.92136764526367 491.89435392618179 9.3553461134433729 362.84222304821014 10.583151966333388 7.5988179445266715 25.77947273850441
leaf_count=2298 2198 32 1315 25 970 39 28 95
internal_value=4.23339e-06 0.036697 0.126116 0.126665 0.126989 -0.0873913 -0.0873947 -0.0873913
internal_weight=2140.08 1507.26 876.013 864.092 854.737 632.818 631.245 622.235
internal_count=7000 4668 2342 2310 2285 2332 2326 2293
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 1 0 7
split_gain=2368.22 1.71148 5.50684e-06 0.000527877 2.27374e-13 1.13687e-13 5.68434e-14 5.68434e-14
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 2.1685000000000003 0.62150000000000005 1.0415000000000003 -0.83849999999999991
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 7 -5
right_child=4 -3 3 6 -6 -7 -8 -9
leaf_value=-0.087446112487864769 0.12685714190097655 -0.039743228721265567 -0.088225617405531864 -0.087448387048308873 0.12685714190097655 -0.087446112487864769 -0.087448387048308873 -0.087448387048308873
leaf_weight=424.72899806499481 752.53359723091125 7.5641021132469168 8.8631525039672834 158.16155451536179 119.68725204467773 207.33731639385223 45.111371219158173 417.68781664967537
leaf_count=1563 2012 25 32 582 320 763 166 1537
internal_value=-4.15202e-06 -0.0871684 -0.0874527 -0.0874593 0.126857 -0.0874461 -0.0874484 -0.0874484
internal_weight=2141.68 1269.45 1261.89 629.824 872.221 632.066 620.961 575.849
internal_count=7000 4668 4643 2317 2332 2326 2285 2119
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=8
num_cat=0
split_feature=0 0 0 0 0 0 0
split_gain=1955.21 3.82656 6.37568e-06 0.000420011 2.27374e-13 5.68434e-14 5.68434e-14
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.30950000000000005 1.0725000000000002 3.0625000000000004
decision_type=2 2 2 2 2 2 2
left_child=4 -2 3 5 -1 -3 -4
right_child=1 2 6 -5 -6 -7 -8
leaf_value=0.1153080552968182 -0.021675999964120202 -0.084484673605077665 -0.084478878933956544 -0.085299176979636293 0.1153080552968182 -0.084484673605077665 -0.084478878933956544
leaf_weight=44.266180574893951 9.7813301086425763 563.17366003990173 566.81160190701485 6.4020901918411246 806.66882783174515 7.239377722144126 15.224794238805769
leaf_count=121 32 2256 2271 25 2205 29 61
internal_value=3.00216e-07 -0.0839605 -0.0844863 -0.0844937 0.115308 -0.0844847 -0.0844789
internal_weight=2019.57 1168.63 1158.85 576.815 850.935 570.413 582.036
internal_count=7000 4674 4642 2310 2326 2285 2332
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=10
num_cat=0
split_feature=0 0 0 0 0 3 0 0 1
split_gain=583.001 1369.83 1.75231 0.782143 2.27374e-13 2.27374e-13 1.13687e-13 5.68434e-14 1.42109e-14
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 1.0645000000000002 2.0015000000000005 0.61950000000000005 1.9155000000000002 1.1635000000000002
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 6 -3 4 5 -4 -1 -2 -8
right_child=7 2 3 -5 -6 -7 8 -9 -10
leaf_value=-0.084465758060592339 -0.0844622898332716 0.076539687293542089 0.11534762935261625 0.086285904735868849 0.11534762935261625 0.11534762935261625 -0.084465758060592339 -0.0844622898332716 -0.084465758060592339
leaf_weight=474.26231874525547 451.00971865653992 11.998420715332029 781.15942597389221 9.3644246459007245 20.48942756652832 34.392967700958252 93.056204572319984 130.71299368143082 12.972982943058012
leaf_count=1901 1808 32 2135 25 56 94 373 524 52
internal_value=6.64599e-06 0.0341846 0.114487 0.115026 0.115348 0.115348 -0.0844658 -0.0844623 -0.0844658
internal_weight=2019.42 1437.7 857.405 845.406 836.042 815.552 580.292 581.723 106.029
internal_count=7000 4668 2342 2310 2285 2229 2326 2332 425
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=12
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 1 0
split_gain=1960.88 1.71597 8.53122e-06 0.000881227 2.27374e-13 5.68434e-14 5.68434e-14 5.68434e-14 3.55271e-15 3.55271e-15 1.77636e-15
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 3.3245000000000005 0.66750000000000009 0.37350000000000005 1.0415000000000003 1.0645000000000002 -0.16199999999999998 1.0725000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 6 -1 -5 9 -9 -10
right_child=4 -3 3 7 -6 -7 -8 8 10 -11 -12
leaf_value=-0.084507252115162981 0.11524877777236396 -0.035880086573635867 -0.085550126578798638 -0.084509567544438613 0.11524877777236396 -0.084507252115162981 -0.084507252115162981 -0.084509567544438613 -0.084509567544438627 -0.084509567544438613 -0.084509567544438613
leaf_weight=99.926602840423584 838.70223242044449 7.3000058531761161 8.2563905715942365 529.40096375346184 14.264887511730192 15.238806933164595 465.90778574347496 13.24126997590065 6.7455526292324048 14.240611106157303 7.245223194360733
leaf_count=400 2293 25 32 2119 39 61 1865 53 27 57 29
internal_value=-6.9409e-06 -0.0842117 -0.0845158 -0.0845244 0.115249 -0.0845073 -0.0845073 -0.0845096 -0.0845096 -0.0845096 -0.0845096
internal_weight=2020.47 1167.5 1160.2 579.13 852.967 581.073 565.834 570.874 41.4727 27.4819 13.9908
internal_count=7000 4668 4643 2317 2332 2326 2265 2285 166 110 56
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=13
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 1 1 1
split_gain=1634.96 3.79436 7.46452e-06 0.000582613 1.13687e-13 5.68434e-14 5.68434e-14 5.68434e-14 1.42109e-14 7.10543e-15 7.10543e-15 3.55271e-15
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.64750000000000008 1.0415000000000003 3.3245000000000005 2.2790000000000004 0.66350000000000009 0.41750000000000004 -0.18149999999999997 1.1195000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 5 -1 -3 7 -4 9 -6 -10 -7
right_child=1 2 6 -5 8 11 -8 -9 10 -11 -12 -13
leaf_value=0.10649905372124058 -0.018734157323671299 -0.082000494389050216 -0.081994913938982311 -0.082997588753567497 0.10649905372124058 -0.082000494389050216 -0.081994913938982311 -0.081994913938982311 0.10649905372124056 0.10649905372124058 0.10649905372124058 -0.082000494389050216
leaf_weight=739.96191555261612 9.5644779205322248 483.22407458722591 474.22227144241333 5.9267930686473838 30.202527165412903 33.06630052626133 8.8916675895452482 48.562184527516365 15.803647935390474 15.10126358270645 15.803647935390471 4.7889124900102606
leaf_count=2107 32 2119 2080 25 86 145 39 213 45 43 45 21
internal_value=8.55426e-07 -0.0814368 -0.0820033 -0.0820117 0.106499 -0.0820005 -0.0819949 -0.0819949 0.106499 0.106499 0.106499 -0.0820005
internal_weight=1885.12 1068.25 1058.68 527.006 816.873 521.079 531.676 522.784 76.9111 45.3038 31.6073 37.8552
internal_count=7000 4674 4642 2310 2326 2285 2332 2293 219 129 90 166
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=8
num_cat=0
split_feature=0 0 0 0 0 0 0
split_gain=497.416 1135.58 1.69019 0.773165 5.68434e-14 5.68434e-14 5.68434e-14
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 0.6715000000000001 0.54950000000000021 3.3245000000000005
decision_type=2 2 2 2 2 2 2
left_child=1 4 -3 -4 5 -1 -2
right_child=6 2 3 -5 -6 -7 -8
leaf_value=-0.081984707209220326 -0.081981365151735125 0.06834249879978406 0.10652945220042426 0.077484819746163613 -0.081984707209220326 -0.081984707209220326 -0.081981365151735125
leaf_weight=322.9292935281992 522.49508410692215 11.968445777893065 802.62829750776291 9.271032363176344 6.3811010718345633 200.77678729593754 8.886745870113371
leaf_count=1417 2293 32 2285 25 28 881 39
internal_value=9.23993e-06 0.0321878 0.105648 0.106198 -0.0819847 -0.0819847 -0.0819814
internal_weight=1885.34 1353.95 823.868 811.899 530.087 523.706 531.382
internal_count=7000 4668 2342 2310 2326 2298 2332
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=7
num_cat=0
split_feature=0 0 0 0 0 0
split_gain=1640.06 1.73996 1.1333e-05 0.00122385 5.68434e-14 5.68434e-14
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 0.64350000000000007 1.0265000000000002
decision_type=2 2 2 2 2 2
left_child=1 2 4 -4 -1 -5
right_child=-2 -3 3 5 -6 -7
leaf_value=-0.082018583830763936 0.10645350474205462 -0.03215705476971556 -0.083293348881092355 -0.0820208222164579 -0.082018583830763936 -0.0820208222164579
leaf_weight=473.76767671108246 818.74378907680511 7.0421479642391196 7.6689329147338858 465.1379928290844 57.052947580814362 56.373446628451347
leaf_count=2076 2332 25 32 2038 250 247
internal_value=-1.00928e-05 -0.0816998 -0.0820289 -0.0820393 -0.0820186 -0.0820208
internal_weight=1885.79 1067.04 1060 529.18 530.821 521.511
internal_count=7000 4668 4643 2317 2326 2285
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=11
num_cat=0
split_feature=0 0 0 0 0 4 14 0 0 14
split_gain=1377.72 3.79013 8.13e-06 0.000719138 1.13687e-13 1.13687e-13 5.68434e-14 7.10543e-15 1.77636e-15 1.77636e-15
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.65650000000000019 -1.6104999999999998 2.0045000000000006 0.66350000000000009 0.90750000000000008 2.2395000000000005
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 5 -1 8 -4 -6 -3 -8
right_child=1 2 6 -5 7 -7 9 -9 -10 -11
leaf_value=0.099655847100256795 -0.015941343798113961 -0.07988893582475258 -0.079883723590532196 -0.081041946506341375 0.099655847100256795 -0.079888935824752594 -0.079883723590532196 0.099655847100256795 -0.079888935824752594 -0.079883723590532196
leaf_weight=723.4754980802536 9.3574438095092756 11.808851078152658 467.25862169265747 5.4718814790248862 19.266106009483337 454.74435292184353 6.8349000513553611 29.895681738853455 6.8367032557725897 8.9060818850994092
leaf_count=2178 32 57 2256 25 58 2195 33 90 33 43
internal_value=1.5932e-06 -0.0792767 -0.0798929 -0.0799021 0.0996558 -0.0798889 -0.0798837 0.0996558 -0.0798889 -0.0798837
internal_weight=1743.86 971.219 961.861 478.862 772.637 473.39 483 49.1618 18.6456 15.741
internal_count=7000 4674 4642 2310 2326 2285 2332 148 90 76
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=6
num_cat=0
split_feature=0 0 0 0 0
split_gain=425.912 950.093 1.68536 0.790511 5.68434e-14
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 0.66750000000000009
decision_type=2 2 2 2 2
left_child=1 4 -3 -4 -1
right_child=-2 2 3 -5 -6
leaf_value=-0.079875681301748325 -0.079872564770408841 0.061342793395499577 0.099679727809001306 0.070037167781376045 -0.079875681301748325
leaf_weight=468.93168769776821 482.72647249698639 11.860620498657225 759.20364171266556 9.1044433414936048 12.629065319895743
leaf_count=2265 2332 32 2285 25 61
internal_value=1.19411e-05 0.030575 0.098751 0.0993285 -0.0798757
internal_weight=1744.46 1261.73 780.169 768.308 481.561
internal_count=7000 4668 2342 2310 2326
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 0 1 1
split_gain=1382.36 1.77795 1.3647e-05 0.00151186 1.13687e-13 5.68434e-14 5.68434e-14 2.84217e-14
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 1.7805000000000002 0.44050000000000006 2.0125000000000006 1.4815000000000003
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 -5 -6
right_child=4 -3 3 6 7 -7 -8 -9
leaf_value=-0.079903604031927394 0.099620062345245328 -0.028581409127170151 -0.081375035379974731 -0.079905693977798786 0.099620062345245328 -0.079903604031927394 -0.079905693977798786 0.099620062345245328
leaf_weight=161.50733314454556 545.2299587726593 6.7945383489131919 7.1077494621276847 468.19256687164307 221.14686512947083 320.73407493531704 5.5984053611755362 7.9692564010620108
leaf_count=779 1642 25 32 2258 666 1547 27 24
internal_value=-1.35351e-05 -0.0795559 -0.0799155 -0.0799274 0.0996201 -0.0799036 -0.0799057 0.0996201
internal_weight=1744.28 969.935 963.14 480.899 774.346 482.241 473.791 229.116
internal_count=7000 4668 4643 2317 2332 2326 2285 690
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=8
num_cat=0
split_feature=0 0 0 0 0 0 0
split_gain=1167.98 3.80486 8.43873e-06 0.000819701 1.13687e-13 5.68434e-14 1.42109e-14
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.64050000000000018 3.3245000000000005 0.64350000000000007
decision_type=2 2 2 2 2 2 2
left_child=4 -2 3 -3 -1 -4 -6
right_child=1 2 5 -5 6 -7 -8
leaf_value=0.094234072176265546 -0.013314641786659351 -0.078088372360916605 -0.078083603790689571 -0.079370959581722481 0.094234072176265546 -0.078083603790689571 0.094234072176265546
leaf_weight=636.0949265062809 9.1627197265624982 428.00071746110916 429.3722186088562 5.0415869802236548 8.3819243609905225 7.3028855323791495 77.610410749912262
leaf_count=2049 32 2285 2293 25 27 39 250
internal_value=2.51347e-06 -0.0774181 -0.0780934 -0.0781033 0.0942341 -0.0780836 0.0942341
internal_weight=1600.97 878.88 869.717 433.042 722.087 436.675 85.9923
internal_count=7000 4674 4642 2310 2326 2332 277
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=7
num_cat=0
split_feature=0 0 0 0 0 1
split_gain=365.776 800.634 1.71666 0.825343 5.68434e-14 8.88178e-16
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 3.0625000000000004 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 -4 -2 -6
right_child=4 2 3 -5 5 -7
leaf_value=-0.078077182510918997 -0.078074324999508338 0.05525640256813992 0.09425315530232542 0.063590562895296771 -0.078074324999508324 -0.078074324999508338
leaf_weight=435.37831744551659 425.0080089122057 11.698584556579588 709.56276819109917 8.8883958756923658 6.9243929237127304 4.4914981126785261
leaf_count=2326 2271 32 2285 25 37 24
internal_value=1.47045e-05 0.0292546 0.0932551 0.0938738 -0.0780743 -0.0780743
internal_weight=1601.95 1165.53 730.15 718.451 436.424 11.4159
internal_count=7000 4668 2342 2310 2332 61
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=10
num_cat=0
split_feature=0 0 0 0 0 0 0 1 1
split_gain=1172.23 1.82568 1.53842e-05 0.00172381 1.13687e-13 5.68434e-14 7.10543e-15 7.10543e-15 3.55271e-15
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 2.5615000000000006 0.75450000000000006 3.0625000000000004 1.4215000000000002 0.17550000000000002
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -2 7 8 -5 -6
right_child=4 -3 3 5 6 -7 -8 -9 -10
leaf_value=-0.07810038466763719 0.094205473844831744 -0.02516133490185354 -0.079733592433528067 -0.07810229746350783 0.094205473844831716 -0.07810229746350783 0.094205473844831744 -0.07810229746350783 0.094205473844831744
leaf_weight=436.00434818863869 678.64342099428177 6.5601631999015799 6.5771946907043448 84.736569762229919 16.136011838912967 336.69663560390472 18.928783118724823 6.9364006221294394 9.9298534393310529
leaf_count=2326 2187 25 32 452 52 1796 61 37 32
internal_value=-1.72228e-05 -0.0777178 -0.0781137 -0.078127 0.0942055 -0.0781023 0.0942055 -0.0781023 0.0942055
internal_weight=1601.15 877.511 870.951 434.947 723.638 428.37 44.9946 91.673 26.0659
internal_count=7000 4668 4643 2317 2332 2285 145 489 84
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=10
num_cat=0
split_feature=0 0 0 0 1 0 0 1 1
split_gain=994.954 3.83169 8.48222e-06 0.000882471 1.13687e-13 5.68434e-14 2.84217e-14 3.55271e-15 1.77636e-15
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 -1.9864999999999997 0.71250000000000002 3.3245000000000005 0.52750000000000019 0.27450000000000008
decision_type=2 2 2 2 2 2 2 2 2
left_child=4 -2 3 5 -1 7 -4 8 -3
right_child=1 2 6 -5 -6 -7 -8 -9 -10
leaf_value=0.089870353857267882 -0.010866859332614241 -0.076548538189138871 -0.076544227216186811 -0.077936142046275497 0.089870353857267882 -0.076548538189138871 -0.076544227216186811 -0.076548538189138871 -0.076548538189138871
leaf_weight=23.270681262016296 8.9820203781127912 21.923448294401172 386.5706383138895 4.638374224305152 644.97135102748871 349.42603743076324 6.5749040096998206 10.118514597415922 3.8787639290094367
leaf_count=81 32 130 2293 25 2245 2072 39 60 23
internal_value=3.62332e-06 -0.0758097 -0.0765546 -0.076565 0.0898704 -0.0765485 -0.0765442 -0.0765485 -0.0765485
internal_weight=1460.35 792.113 783.131 389.985 668.242 385.347 393.146 35.9207 25.8022
internal_count=7000 4674 4642 2310 2326 2285 2332 213 153
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 0 0 1
split_gain=314.921 678.548 1.77134 0.87232 1.13687e-13 5.68434e-14 2.84217e-14 1.42109e-14
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 1.0145000000000002 2.7735000000000007 0.64350000000000007 1.0735000000000003
decision_type=2 2 2 2 2 2 2 2
left_child=1 6 -3 4 -4 -2 -1 -6
right_child=5 2 3 -5 7 -7 -8 -9
leaf_value=-0.076539051930711893 -0.076536461467886424 0.049887991508980253 0.089885823338472448 0.057905908568867695 0.089885823338472448 -0.076536461467886424 -0.076539051930711893 0.089885823338472448
leaf_weight=349.85105395317078 375.56183530390263 11.501121520996092 571.03390970826149 8.6417026817798597 74.432703882455826 17.354360267519951 42.130425572395325 11.20801332592964
leaf_count=2076 2229 32 1987 25 259 103 250 39
internal_value=1.75184e-05 0.0281606 0.0887978 0.0894704 0.0898858 -0.0765365 -0.0765391 0.0898858
internal_weight=1461.72 1068.8 676.817 665.316 656.675 392.916 391.981 85.6407
internal_count=7000 4668 2342 2310 2285 2332 2326 298
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=10
num_cat=0
split_feature=0 0 0 0 0 0 0 0 1
split_gain=998.871 1.87982 1.65498e-05 0.00185538 1.13687e-13 2.84217e-14 2.84217e-14 2.84217e-14 1.77636e-15
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 3.0625000000000004 0.6715000000000001 0.64050000000000018 1.0725000000000002 -0.41049999999999992
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 6 -1 -5 -6
right_child=4 -3 3 7 8 -7 -8 -9 -10
leaf_value=-0.076558460547394847 0.089847178159578683 -0.021906106224355598 -0.078320845132770434 -0.07656018989236496 0.089847178159578642 -0.076558460547394847 -0.076558460547394847 -0.07656018989236496 0.089847178159578683
leaf_weight=345.80450963973999 652.12555861473083 6.3410945236682883 6.079627037048339 380.78868842124939 6.6045300960540798 4.7254886627197257 42.023095607757568 4.8948900550603858 10.911832332611082
leaf_count=2049 2271 25 32 2256 23 28 249 29 38
internal_value=-2.11613e-05 -0.0761345 -0.076573 -0.0765875 0.0898472 -0.0765585 -0.0765585 -0.0765602 0.0898472
internal_weight=1460.3 790.657 784.316 391.763 669.642 392.553 387.828 385.684 17.5164
internal_count=7000 4668 4643 2317 2332 2326 2298 2285 61
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=10
num_cat=0
split_feature=0 0 0 0 0 1 4 0 0
split_gain=850.878 3.86538 8.33441e-06 0.000910531 5.68434e-14 5.68434e-14 5.68434e-14 2.84217e-14 8.88178e-16
threshold=0.6755000000000001 0.68150000000000011 1.0865000000000002 1.0785000000000002 0.6715000000000001 1.7295000000000003 -0.80849999999999989 0.74950000000000017 1.3745000000000003
decision_type=2 2 2 2 2 2 2 2 2
left_child=4 -2 3 7 6 -4 -1 -3 -7
right_child=1 2 5 -5 -6 8 -8 -9 -10
leaf_value=0.086313034146500239 -0.0086069814589138944 -0.075228228094234961 -0.075224359024888582 -0.076698622514621215 0.086313034146500239 -0.075224359024888582 0.086313034146500239 -0.075228228094234961 -0.075224359024888568
leaf_weight=164.81980681419373 8.8163928985595685 69.741619125008583 344.80570793151855 4.2633458971977225 7.383927345275878 4.2344560623168936 441.18965888023376 275.94080972671509 3.6295337677001953
leaf_count=625 32 461 2280 25 28 28 1673 1824 24
internal_value=4.93727e-06 -0.0744095 -0.0752352 -0.0752461 0.086313 -0.0752244 0.086313 -0.0752282 -0.0752244
internal_weight=1324.83 711.432 702.615 349.946 613.393 352.67 606.009 345.682 7.86399
internal_count=7000 4674 4642 2310 2326 2332 2298 2285 52
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=8
num_cat=0
split_feature=0 0 0 0 0 2 4
split_gain=271.716 577.724 1.84107 0.927878 1.13687e-13 2.84217e-14 2.84217e-14
threshold=1.0865000000000002 0.6755000000000001 0.68150000000000011 1.0785000000000002 1.0045000000000002 -1.6844999999999997 1.6275000000000002
decision_type=2 2 2 2 2 2 2
left_child=1 6 -3 4 -4 -2 -1
right_child=5 2 3 -5 -6 -7 -8
leaf_value=-0.075220139443415102 -0.075217819360355986 0.045100386526800623 0.086325712930704443 0.052817708309250748 0.086325712930704443 -0.075217819360355986 -0.075220139443415102
leaf_weight=340.44155246019363 4.6853812485933295 11.282862663269041 510.46152547001839 8.3789378404617292 92.331542074680328 347.77620171010494 11.186800569295881
leaf_count=2252 31 32 1935 25 350 2301 74
internal_value=2.0379e-05 0.0272445 0.0851274 0.0858663 0.0863257 -0.0752178 -0.0752201
internal_weight=1326.54 974.083 622.455 611.172 602.793 352.462 351.628
internal_count=7000 4668 2342 2310 2285 2332 2326
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=9
num_cat=0
split_feature=0 0 0 0 0 2 2 1
split_gain=854.516 1.9376 1.71988e-05 0.00191293 5.68434e-14 2.84217e-14 2.84217e-14 1.77636e-15
threshold=1.0865000000000002 1.0785000000000002 0.6755000000000001 0.68150000000000011 3.0625000000000004 -1.6404999999999996 0.94550000000000012 -0.50249999999999984
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 -5 -6
right_child=4 -3 3 6 7 -7 -8 -9
leaf_value=-0.075236480973353004 0.086294015703925059 -0.018825655354103892 -0.077098554718275911 -0.075238029958575717 0.086294015703925003 -0.075236480973353004 -0.075238029958575717 0.086294015703925059
leaf_weight=10.597720444202421 598.57351782917976 6.1386186629533759 5.615914821624755 264.37429377436638 5.2714532613754299 341.54939031600952 81.613828375935555 10.806479185819624
leaf_count=70 2271 25 32 1746 20 2256 539 41
internal_value=-2.53481e-05 -0.0747642 -0.0752521 -0.0752677 0.086294 -0.0752365 -0.075238 0.086294
internal_weight=1324.54 709.89 703.751 351.604 614.651 352.147 345.988 16.0779
internal_count=7000 4668 4643 2317 2332 2326 2285 61
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_0=196
Column_1=29
Column_2=6
Column_4=3
Column_14=2
Column_3=1
Column_6=1
Column_7=1

parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 10]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 2147483647]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 29739]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 11141]
[extra_trees: 0]
[extra_seed: 7870]
[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: 3374]
[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: 35]
[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: 31308]
[num_class: 3]
[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
