tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=39
objective=binary sigmoid:1
feature_names=ps_int_amt_avg shd_pre_repay_amt_rate orig_prcp_avg_m12 repay_amount_m6_all_shd_amt_pc ps_int_amt_sum avg_tnr loan_os_prcp_credit_amount_m12 suc_apprv_num_m6 cre_now_l60_used_amt_m_max useratemore70_m6_num max_loan_os_prcp_m12 m_s_ps_instm_amt useratemore70monthsubcurmonth cre_now_l30_used_amt_d_max setl_prcp_ratio last_loan_setl_tnr s_ps_od_days_max t_ps_od_days_max cre_now_l30_limit_left_d_min f_ps_od_days_max cre_now_l90_limit_left_d_min available_limit_amt cre_l90_used_limit_amt_min loan_os_prcp_credit_amount_m6 loan_os_prcp_credit_amount_m3 useratemore50maxcontimonsm12 cre_now_p1m_used_rate_m cre_l60_used_limit_rate_min end_loan_to_cur_freq cre_now_l60_limit_left_d_max apprv_num_m1 orig_prcp_avg_m3 cre_l30_l90_used_amt_m_min cre_usedrate_u30_daydelta_max setl_rem_prcp_paym_m3_num cre_now_l60_used_amt_d_min cre_now_l60_used_amt_m_min apprv_amt_day suc_apprv_num_m1 cre_now_l30_used_amt_d_min
feature_infos=[0:1194.0856000000001] [0:1] [0:163133.3333] [-9998:100] [0:40772.739999999998] [0:24] [-9998:4920] [0:287] [0:166000] [0:6] [0:196700] [0:37443.699999999997] [0:99999] [0:1] [0:1] [-99999:24] [0:99] [0:196] [-1680:235044.5] [0:107] [-1680:728536] [0:195506.28] [0:148000] [-9998:4571.6099999999997] [-9998:4935.3500000000004] [0:12] [-60:9.1311] [0:26.666699999999999] [-2329:0] [-15685.8824:309.70909999999998] [0:397] [0:196700] [0:132000] [0:91] [0:3] [1:186225] [0:133000] [0:316000] [0:63] [1:8000]
tree_sizes=678 697 916 821 692 923 1018 699 808 695 918 1023 808 924 919 700 701 812 808 811 804 915 808 800 811 595 915 700 702 702 598 480 705 589 922 591 811 699 705 590 598 595 483 489 380 483 379 483 490 374 589 487 703 378 487 600 487 377 373 488 364 366 598 694 364 363 478 364 378 490 481 585 380 377 476 590 490 587 380 490 375 597 484 378 475 375 370 593 378 367 371 376 364 367 366 371 374 364 476 365 366 382 368 380

Tree=0
num_leaves=5
num_cat=0
split_feature=37 22 22 26
split_gain=162.904 92.3994 32.8842 19.7168
threshold=1.0000000180025095e-35 6082.2750000000005 705.05500000000018 0.053750000000000006
decision_type=10 10 10 10
left_child=1 2 -1 -3
right_child=-2 3 -4 -5
leaf_value=-2.4365547017369238 -2.4609858143896512 -2.3582188960816763 -2.415284664959449 -2.3973549006859902
leaf_weight=674.98905432224274 567.33455405384302 118.26002852246165 1146.0830549709499 249.98253418505192
leaf_count=9056 7543 1635 15498 3405
internal_value=-2.42584 -2.41651 -2.42342 -2.38365
internal_weight=2756.65 2189.31 1821.07 368.243
internal_count=37137 29594 24554 5040
is_linear=0
shrinkage=1


Tree=1
num_leaves=5
num_cat=0
split_feature=38 22 1 1
split_gain=152.012 81.9813 43.6968 40.06
threshold=1.0000000180025095e-35 6082.2750000000005 0.78025000000000011 0.78345000000000009
decision_type=10 10 10 10
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=-0.024779808140293347 -0.053099212370433843 0.0020599060352859398 0.057262774537165537 -0.001340075172075534
leaf_weight=1114.0568093806505 551.04165337607265 250.80682143568993 120.6650450900197 668.0971188955009
leaf_count=15183 7669 3353 1644 9199
internal_value=-0.0186172 -0.00956312 0.0211542 -0.016234
internal_weight=2704.67 2153.63 371.472 1782.15
internal_count=37048 29379 4997 24382
is_linear=0
shrinkage=0.0734155


Tree=2
num_leaves=7
num_cat=0
split_feature=16 4 6 24 39 16
split_gain=178.067 137.011 54.4516 38.3016 37.3522 23.14
threshold=1.0000000180025095e-35 1888.6250000000002 47.625000000000007 100.00500000000001 1.0000500000000001 7.5000000000000009
decision_type=10 8 10 10 8 10
left_child=1 2 -1 5 -3 -2
right_child=3 4 -4 -5 -6 -7
leaf_value=-0.041399192870329907 -0.046254237015741016 0.043601937439419924 -0.0029894579620021546 -0.0061800537193161999 -0.014914711736472689 -0.0012412079356606495
leaf_weight=288.06957130506635 968.78709924221039 375.34029871597886 718.91087525710464 202.94279430434108 53.503782235085964 56.677362874150276
leaf_count=4046 13418 5163 10082 2786 784 793
internal_value=-0.0172129 1.05006e-05 -0.0144299 -0.0377057 0.0349533 -0.0435785
internal_weight=2664.23 1435.82 1006.98 1228.41 428.844 1025.46
internal_count=37072 20075 14128 16997 5947 14211
is_linear=0
shrinkage=0.0734155


Tree=3
num_leaves=6
num_cat=0
split_feature=16 38 10 38 18
split_gain=156.748 94.0968 41.5557 32.1788 41.7423
threshold=1.0000000180025095e-35 1.0000000180025095e-35 12908.265000000001 1.0000000180025095e-35 1.0000500000000001
decision_type=10 10 10 10 8
left_child=1 2 -1 4 -2
right_child=3 -3 -4 -5 -6
leaf_value=0.00010542348896345924 -0.00021696492546453131 -0.039072976935217302 0.03225264651222956 -0.061643338613176092 -0.037706411411350921
leaf_weight=871.27589037641883 219.33816757425666 270.72377786412835 297.99695973470807 244.69718265905976 727.11587696149945
leaf_count=12133 3038 4017 3959 3680 10290
internal_value=-0.0166214 -2.77979e-05 0.00869521 -0.0362971 -0.0292647
internal_weight=2631.15 1440 1169.27 1191.15 946.454
internal_count=37117 20109 16092 17008 13328
is_linear=0
shrinkage=0.0734155


Tree=4
num_leaves=5
num_cat=0
split_feature=35 18 4 20
split_gain=139.068 77.2873 28.6331 24.6787
threshold=1.0000500000000001 1.0000500000000001 10079.500000000002 0.55980000000000008
decision_type=8 8 10 8
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=0.0041829541142397357 -0.044954079603893284 -0.017615278605045841 0.018755663194062432 0.039181657137744567
leaf_weight=307.52776676043868 653.95879402756691 1318.6584877260029 112.79636692628264 197.675089340657
leaf_count=4187 9898 18698 1548 2723
internal_value=-0.0156582 -0.00551509 -0.0143888 0.0187157
internal_weight=2590.62 1936.66 1431.45 505.203
internal_count=37054 27156 20246 6910
is_linear=0
shrinkage=0.0734155


Tree=5
num_leaves=7
num_cat=0
split_feature=16 31 14 30 18 6
split_gain=143.841 92.6842 48.146 32.8581 31.1079 20.6382
threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.73690000000000011 1.0000000180025095e-35 1.0000500000000001 44.800000000000004
decision_type=10 10 10 10 8 10
left_child=1 2 -1 4 -2 -3
right_child=3 5 -4 -5 -6 -7
leaf_value=0.02517333893754228 -0.00018765291885945295 -0.042402604259403565 -0.013121350258250548 -0.056348964345880999 -0.03384918495438579 -0.0099604078771920179
leaf_weight=679.48635543510318 215.2091501802206 204.2255138233304 218.31440736725926 294.39902792870998 630.19386299699545 315.28570619225502
leaf_count=9316 2950 3108 3001 4725 9345 4639
internal_value=-0.0145685 0.000719259 0.0152974 -0.0339669 -0.0256445 -0.0235271
internal_weight=2557.11 1417.31 897.801 1139.8 845.403 519.511
internal_count=37084 20064 12317 17020 12295 7747
is_linear=0
shrinkage=0.0734155


Tree=6
num_leaves=8
num_cat=0
split_feature=16 11 11 33 24 24 24
split_gain=128.961 77.1845 53.3206 50.2956 21.8769 20.9407 10.8608
threshold=1.0000000180025095e-35 27.585000000000004 37.360000000000007 83.500000000000014 110.88000000000001 117.56500000000001 207.42500000000004
decision_type=10 8 10 10 10 8 10
left_child=1 3 6 -1 -3 -4 -2
right_child=2 4 5 -5 -6 -7 -8
leaf_value=-0.0325745522491468 -0.048888997006294677 0.023293845863273811 -0.019504912766717678 0.0013557382304118172 0.082192247023413087 0.022652176799741089 -0.003128321936852173
leaf_weight=310.03655106201768 608.24617784842849 202.44560974836349 418.02081248164177 854.99339253082871 51.822114862501621 62.437642283737659 20.930170111358166
leaf_count=4661 9421 2851 6442 11844 705 883 295
internal_value=-0.0139815 0.000349022 -0.0327099 -0.00730109 0.0370658 -0.0130537 -0.0470583
internal_weight=2528.93 1419.3 1109.63 1165.03 254.268 480.458 629.176
internal_count=37102 20061 17041 16505 3556 7325 9716
is_linear=0
shrinkage=0.0734155


Tree=7
num_leaves=5
num_cat=0
split_feature=39 26 1 1
split_gain=110.665 62.5538 41.4025 19.1072
threshold=1.0000500000000001 1.0000000180025095e-35 0.78345000000000009 0.63975000000000015
decision_type=8 8 8 10
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=0.00058107726475363866 -0.049152137737158708 -0.019252216620622261 0.0026882878014695723 0.0486310665270498
leaf_weight=87.179009296000004 392.33915844559669 1186.1128217279911 702.77934347093105 127.24903101474047
leaf_count=1174 6701 17388 10064 1735
internal_value=-0.0133281 -0.00640797 -0.0108425 0.0303495
internal_weight=2495.66 2103.32 1888.89 214.428
internal_count=37062 30361 27452 2909
is_linear=0
shrinkage=0.0734155


Tree=8
num_leaves=6
num_cat=0
split_feature=36 24 1 18 24
split_gain=102.906 49.366 49.9079 16.6954 15.5075
threshold=1.0000000180025095e-35 96.265000000000015 0.78705000000000014 0.27045000000000002 55.805000000000007
decision_type=8 10 10 10 10
left_child=1 2 -1 -3 -2
right_child=4 3 -4 -5 -6
leaf_value=-0.022295001905200083 -0.054640286251160866 -0.0024842284097930305 0.0050693340329473428 0.025178100066139252 -0.02564163459928313
leaf_weight=847.89707088842988 262.26413302123547 133.65657467767596 579.69683184102178 337.90531457588077 302.85642516240478
leaf_count=12701 4577 1836 8281 4554 5081
internal_value=-0.0123173 -0.00387552 -0.010855 0.0162783 -0.0398313
internal_weight=2464.28 1899.16 1427.59 471.562 565.121
internal_count=37030 27372 20982 6390 9658
is_linear=0
shrinkage=0.0734155


Tree=9
num_leaves=5
num_cat=0
split_feature=38 18 4 14
split_gain=94.2942 50.5001 32.009 22.0274
threshold=1.0000000180025095e-35 1.0000500000000001 10079.500000000002 0.73690000000000011
decision_type=10 8 8 10
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=0.020849248509412551 -0.043075116010833789 -0.015186093288101714 0.022995252998015411 -0.016880140047455663
leaf_weight=463.1101256981492 419.065987046808 1354.7583473809063 117.67317452281713 84.772802866995335
leaf_count=6183 7674 20384 1649 1142
internal_value=-0.0113708 -0.00455078 -0.0117864 0.0140564
internal_weight=2439.38 2020.31 1472.43 547.883
internal_count=37032 29358 22033 7325
is_linear=0
shrinkage=0.0734155


Tree=10
num_leaves=7
num_cat=0
split_feature=19 35 24 35 24 24
split_gain=227.369 54.8471 21.1231 18.1431 16.1787 10.4083
threshold=1.0000000180025095e-35 1.1233000000000002 96.265000000000015 1.0000500000000001 29.445000000000004 125.90500000000002
decision_type=10 8 8 8 10 8
left_child=1 2 -1 5 -3 -2
right_child=3 4 -4 -5 -6 -7
leaf_value=0.0094728901662808705 -0.031969628737721086 -0.056091021582054694 0.03363488416493296 -0.053827085048351611 -0.0080690542439465635 -0.00048227713516617809
leaf_weight=793.91976404190063 701.48885927349329 57.413048446178436 301.12070967257023 281.61690823733807 189.64968643337488 90.273032981902361
leaf_count=11552 10726 1053 3962 5238 3315 1200
internal_value=-0.0106143 0.00924055 0.0165359 -0.0358512 -0.0209975 -0.0289099
internal_weight=2415.48 1342.1 1095.04 1073.38 247.063 791.762
internal_count=37046 19882 15514 17164 4368 11926
is_linear=0
shrinkage=0.0734155


Tree=11
num_leaves=8
num_cat=0
split_feature=17 17 28 14 14 24 28
split_gain=99.313 86.691 65.1697 29.059 27.648 27.5962 17.9052
threshold=1.0000000180025095e-35 7.5000000000000009 -120.49999999999999 0.38605000000000006 0.73690000000000011 63.785000000000004 -89.499999999999986
decision_type=10 10 10 10 10 10 10
left_child=2 6 4 -3 -1 -4 -2
right_child=1 3 5 -5 -6 -7 -8
leaf_value=0.02831990730018474 -0.024180508563102637 0.10209005048486307 -0.028861437991724602 0.0021123721239983172 -0.0044497728744829698 -4.7028646611634927e-05 -0.047669679088432136
leaf_weight=492.75697249174118 614.71742918342352 28.490544494241476 309.23274554684758 48.306767541915178 158.45597569644451 382.3164362795651 361.66320367157459
leaf_count=6713 9271 447 5278 745 2255 5858 6502
internal_value=-0.0102592 -0.0271518 0.00265985 0.0441292 0.0195749 -0.0125927 -0.0333454
internal_weight=2395.94 1053.18 1342.76 76.7973 651.213 691.549 976.381
internal_count=37069 16965 20104 1192 8968 11136 15773
is_linear=0
shrinkage=0.0734155


Tree=12
num_leaves=6
num_cat=0
split_feature=35 24 24 31 6
split_gain=75.4453 30.0804 19.4088 13.0222 9.72133
threshold=1.0000500000000001 96.265000000000015 55.805000000000007 1.0000000180025095e-35 144.39000000000001
decision_type=8 8 10 10 10
left_child=1 3 -2 -1 -3
right_child=2 4 -4 -5 -6
leaf_value=-0.0041573503966836345 -0.050767214711226465 0.018878419045639822 -0.018425007452208098 -0.02349291071615876 -0.002431868453647438
leaf_weight=1120.082273427397 239.13079120591283 376.81301381066442 275.82881785556674 250.27357202023268 112.02545941248536
leaf_count=16756 4804 5009 5077 4018 1394
internal_value=-0.00939807 -0.00225472 -0.0342564 -0.00802547 0.0129892
internal_weight=2374.15 1859.19 514.96 1370.36 488.838
internal_count=37058 27177 9881 20774 6403
is_linear=0
shrinkage=0.0734155


Tree=13
num_leaves=7
num_cat=0
split_feature=21 16 4 11 16 16
split_gain=112.726 69.8073 59.786 38.1551 25.1271 13.8516
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2917.9450000000002 27.585000000000004 1.0000000180025095e-35 2.5000000000000004
decision_type=10 10 10 8 10 10
left_child=3 2 -2 4 -1 -5
right_child=1 -3 -4 5 -6 -7
leaf_value=0.0099939238575884343 -0.016785080007097383 -0.039497896135553476 0.030639656452806509 0.043746095434717774 -0.025962311516329811 0.0080958682878190455
leaf_weight=349.0703757032752 710.45927635580301 646.55000378936529 171.63545499742031 207.2981919310987 145.42782873101532 127.44431131705642
leaf_count=4859 11016 11631 2402 2897 2308 1977
internal_value=-0.00912383 -0.0210449 -0.00701807 0.0122911 3.93758e-05 0.0313843
internal_weight=2357.89 1528.64 882.095 829.241 494.498 334.743
internal_count=37090 25049 13418 12041 7167 4874
is_linear=0
shrinkage=0.0734155


Tree=14
num_leaves=7
num_cat=0
split_feature=16 22 16 22 24 3
split_gain=91.084 64.2719 24.7819 14.1325 12.219 9.55787
threshold=1.0000000180025095e-35 742.91500000000008 5.5000000000000009 7478.5300000000007 117.56500000000001 92.00500000000001
decision_type=8 10 10 10 10 8
left_child=1 5 4 -3 -2 -1
right_child=2 3 -4 -5 -6 -7
leaf_value=-0.00024960444789139601 -0.032927929804577309 0.0092827103006397939 0.0043535617498617514 0.032431105847292536 -0.0028641455492788167 -0.025302871166688001
leaf_weight=106.32901524379849 747.34069428220391 726.37898143753409 106.84961464628577 213.38918756321073 115.35021251440048 323.13652561977506
leaf_count=1684 13651 10402 1740 2689 1626 5314
internal_value=-0.00788971 0.00400665 -0.0251462 0.0150238 -0.0293904 -0.0189652
internal_weight=2338.77 1369.23 969.541 939.768 862.691 429.466
internal_count=37106 20089 17017 13091 15277 6998
is_linear=0
shrinkage=0.0734155


Tree=15
num_leaves=5
num_cat=0
split_feature=39 1 22 18
split_gain=65.1537 39.6083 50.1787 25.3278
threshold=1.0000500000000001 0.76675000000000015 3726.7450000000003 1.0000500000000001
decision_type=8 8 10 8
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=0.0029354906065601309 -0.038793298737275141 -0.00046011864829056628 0.039469514976892481 -0.019037993682032104
leaf_weight=389.63848489895463 308.92310336977243 619.46841397881508 219.55995607376099 777.60431483015418
leaf_count=5180 6689 9356 2951 12832
internal_value=-0.00745867 -0.00238845 0.00947066 -0.011297
internal_weight=2315.19 2006.27 839.028 1167.24
internal_count=37008 30319 12307 18012
is_linear=0
shrinkage=0.0734155


Tree=16
num_leaves=5
num_cat=0
split_feature=28 24 24 9
split_gain=58.9353 22.4546 15.1327 10.8841
threshold=-68.499999999999986 62.785000000000004 76.995000000000019 5.5000000000000009
decision_type=10 10 8 10
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.0050974944383598278 -0.038272676276144668 -0.010591771915698916 0.019110419434854267 5.8388548493319059e-05
leaf_weight=965.28073846176267 358.54134254716337 383.64034926146269 313.57986598461866 283.86149851605296
leaf_count=14987 7309 6769 4435 3583
internal_value=-0.00753133 -0.0245419 0.000268311 0.00970016
internal_weight=2304.9 742.182 1562.72 597.441
internal_count=37083 14078 23005 8018
is_linear=0
shrinkage=0.0734155


Tree=17
num_leaves=6
num_cat=0
split_feature=27 28 28 14 36
split_gain=67.2063 19.9236 19.3925 16.1118 11.6246
threshold=0.28085000000000004 -68.499999999999986 -137.49999999999997 0.55725000000000013 19353.265000000003
decision_type=10 10 10 10 10
left_child=2 3 -1 -2 -4
right_child=1 -3 4 -5 -6
leaf_value=-0.010214417355425581 0.013615604098826872 -0.011639475532790908 -0.038510301754578882 -0.004566099107242174 -0.0017449240947913448
leaf_weight=373.45886790007353 753.72879453748465 390.58521861210465 396.60764154791832 352.28980807214975 22.138037281110883
leaf_count=5860 10803 6995 7971 4956 458
internal_value=-0.00675609 0.00211295 -0.0240635 0.00740099 -0.0353992
internal_weight=2288.81 1496.6 792.205 1106.02 418.746
internal_count=37043 22754 14289 15759 8429
is_linear=0
shrinkage=0.0734155


Tree=18
num_leaves=6
num_cat=0
split_feature=16 35 1 16 35
split_gain=79.9303 31.0312 27.8102 23.5672 15.8539
threshold=1.0000000180025095e-35 1.5392000000000001 0.70415000000000016 7.5000000000000009 1.0000500000000001
decision_type=10 8 8 10 8
left_child=1 2 -1 4 -2
right_child=3 -3 -4 -5 -6
leaf_value=-0.0026940469801758639 -0.019922342724766954 -0.021044822895838363 0.019636498321915021 0.015764843422001032 -0.047057915209738045
leaf_weight=488.80553400889039 679.36040034517646 198.67868910171092 660.40403144434094 61.803053148090839 186.56070663034916
leaf_count=6963 11493 4082 9019 980 4517
internal_value=-0.0063009 0.0048275 0.00973626 -0.0229459 -0.0263099
internal_weight=2275.61 1347.89 1149.21 927.724 865.921
internal_count=37054 20064 15982 16990 16010
is_linear=0
shrinkage=0.0734155


Tree=19
num_leaves=6
num_cat=0
split_feature=17 17 38 10 23
split_gain=70.958 73.6451 35.2787 24.0391 15.7009
threshold=1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 14177.845000000003 70.52500000000002
decision_type=10 10 10 10 8
left_child=2 4 3 -1 -2
right_child=1 -3 -4 -5 -6
leaf_value=0.0034837125888231139 -0.038058092075855691 0.04368852292681831 -0.022813361652161537 0.029118781226392835 -0.015855418129595542
leaf_weight=827.83685314841568 441.43109993450344 78.757575064897537 195.34404480829835 279.77645109593868 439.82713967561722
leaf_count=12274 8569 1196 4285 3511 7221
internal_value=-0.00585235 -0.0210668 0.0050169 0.0103782 -0.0274807
internal_weight=2262.97 960.016 1302.96 1107.61 881.258
internal_count=37056 16986 20070 15785 15790
is_linear=0
shrinkage=0.0734155


Tree=20
num_leaves=6
num_cat=0
split_feature=22 4 28 24 22
split_gain=47.5418 28.5289 15.3816 11.7046 8.57046
threshold=1031.6350000000002 5428.9450000000006 -98.499999999999986 93.395000000000024 4889.2700000000013
decision_type=10 10 10 10 10
left_child=2 -2 -1 -4 -3
right_child=1 4 3 -5 -6
leaf_value=-0.0080718711288996787 -0.0021920013608667521 0.0014001679516317874 -0.035312224659017503 -0.00042851774753215022 0.033022338708928872
leaf_weight=449.04477266594768 1094.590867633 99.444422664120793 341.34966799803078 75.06357260607183 187.56822503730655
leaf_count=7236 16876 1557 7361 1321 2665
internal_value=-0.00534017 0.0028214 -0.0188805 -0.0294947 0.0234642
internal_weight=2247.06 1381.6 865.458 416.413 287.013
internal_count=37016 21098 15918 8682 4222
is_linear=0
shrinkage=0.0734155


Tree=21
num_leaves=7
num_cat=0
split_feature=19 4 6 14 19 31
split_gain=159.841 78.1912 22.4796 15.1463 11.5211 10.6039
threshold=1.0000000180025095e-35 5428.9450000000006 35.035000000000004 0.39085000000000009 11.500000000000002 1.0000000180025095e-35
decision_type=10 8 10 8 10 10
left_child=1 2 -1 -3 5 -2
right_child=4 3 -4 -5 -6 -7
leaf_value=-0.020858547163290359 -0.021936875173594175 0.086100732272122588 0.0083145152302036528 0.030607920277148072 0.0091139480330628287 -0.041688086223274003
leaf_weight=157.31065767072141 562.46540507301688 75.02927209623158 988.96279952302575 92.410969268530607 21.797869924455881 345.62567561119795
leaf_count=3011 9195 1040 14762 1104 340 7670
internal_value=-0.00507956 0.0111435 0.00389924 0.0577909 -0.028472 -0.0299577
internal_weight=2243.6 1313.71 1146.27 167.44 929.889 908.091
internal_count=37122 19917 17773 2144 17205 16865
is_linear=0
shrinkage=0.0734155


Tree=22
num_leaves=6
num_cat=0
split_feature=19 4 23 14 23
split_gain=141.583 60.4948 19.9109 11.5106 11.1127
threshold=1.0000000180025095e-35 5428.9450000000006 31.495000000000001 0.39085000000000009 80.905000000000015
decision_type=10 8 10 8 10
left_child=1 2 -1 -3 -2
right_child=4 3 -4 -5 -6
leaf_value=-0.018282582616549369 -0.034321989060875392 0.07419866170511473 0.0080685909501937974 0.025803715503842008 -0.014460644398084787
leaf_weight=173.50861598737538 564.05539709888399 80.462889077141881 973.98548860102892 95.295187771320343 341.17258187755942
leaf_count=3252 11505 1040 14471 1112 5660
internal_value=-0.00482011 0.0102224 0.00367577 0.0502008 -0.0272947
internal_weight=2228.48 1323.25 1147.49 175.758 905.228
internal_count=37040 19875 17723 2152 17165
is_linear=0
shrinkage=0.0734155


Tree=23
num_leaves=6
num_cat=0
split_feature=23 4 35 36 4
split_gain=40.9423 23.3452 14.0366 11.3455 9.42918
threshold=48.975000000000001 10812.615000000002 1.0293000000000003 16399.730000000007 1713.4550000000002
decision_type=8 8 8 10 10
left_child=2 -2 4 -4 -1
right_child=1 -3 3 -5 -6
leaf_value=-0.02116716315973979 -0.00096197058371295127 0.030970614033352387 -0.044800717943237825 -0.00068227595201810355 -8.5988349965533363e-05
leaf_weight=259.58312606066465 1456.0659005399793 130.09283751063049 166.97136941924691 12.028221789747475 191.60374186746776
leaf_count=4534 23044 1754 4348 297 3064
internal_value=-0.00462542 0.00139453 -0.0204695 -0.039033 -0.01212
internal_weight=2216.35 1586.16 630.186 179 451.187
internal_count=37041 24798 12243 4645 7598
is_linear=0
shrinkage=0.0734155


Tree=24
num_leaves=6
num_cat=0
split_feature=19 17 14 37 37
split_gain=125.305 30.3046 19.4952 22.144 10.4204
threshold=1.0000000180025095e-35 11.500000000000002 0.73690000000000011 82.500000000000014 857.50000000000011
decision_type=10 10 10 10 10
left_child=2 4 3 -1 -2
right_child=1 -3 -4 -5 -6
leaf_value=0.018443446093839303 -0.024240960211737658 0.044438137668541579 -0.0083351491158405802 -0.010063570764185761 -0.054217520599231121
leaf_weight=951.18527227267623 755.17034291103482 24.823668822646141 226.18081252090633 148.64029380679131 100.70178375206888
leaf_count=13128 13860 385 3381 3337 2943
internal_value=-0.00405851 -0.0256345 0.00994018 0.0141463 -0.028327
internal_weight=2206.7 880.696 1326.01 1099.83 855.872
internal_count=37034 17188 19846 16465 16803
is_linear=0
shrinkage=0.0734155


Tree=25
num_leaves=4
num_cat=0
split_feature=39 14 22
split_gain=36.9715 25.6252 14.9253
threshold=1.0000500000000001 0.6573500000000001 742.91500000000008
decision_type=8 10 10
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-0.0092776589792600943 -0.030541406482241733 -0.014679297469544727 0.0084612077768530993
leaf_weight=305.67751485854387 249.73133157379925 512.52750266715884 1131.6153548061848
leaf_count=5553 6679 8243 16564
internal_value=-0.00406386 -0.000423913 0.00435952
internal_weight=2199.55 1949.82 1437.29
internal_count=37039 30360 22117
is_linear=0
shrinkage=0.0734155


Tree=26
num_leaves=7
num_cat=0
split_feature=16 4 16 22 24 22
split_gain=43.0834 40.341 19.2354 14.7037 10.6733 9.86014
threshold=1.0000000180025095e-35 3258.5650000000005 7.5000000000000009 200.07000000000002 117.56500000000001 1106.0700000000002
decision_type=8 10 10 10 10 10
left_child=1 3 4 -1 -2 -3
right_child=2 5 -4 -5 -6 -7
leaf_value=-0.021834279234727107 -0.023927201795243141 0.0010837302741800012 0.018316354806109394 0.001165540440756331 -0.00019609764034970856 0.035326722507260003
leaf_weight=170.88956345431507 669.31156273186207 49.165688971057534 61.303746826946735 898.70570707134902 116.05367578193545 229.33879541791975
leaf_count=3602 14346 741 978 13124 1705 2602
internal_value=-0.00390364 0.00397084 -0.016965 -0.00210307 -0.0203646 0.0288433
internal_weight=2194.77 1348.1 846.669 1069.6 785.365 278.504
internal_count=37098 20069 17029 16726 16051 3343
is_linear=0
shrinkage=0.0734155


Tree=27
num_leaves=5
num_cat=0
split_feature=16 16 6 14
split_gain=42.5859 18.774 18.7514 13.3033
threshold=1.0000000180025095e-35 5.5000000000000009 35.035000000000004 0.6573500000000001
decision_type=10 10 8 10
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.01588082255765088 -0.020604414276133572 0.010151812585918291 0.013007722900817696 -0.0041698394198797029
leaf_weight=187.32321905903518 731.40521606057882 101.85436677373946 880.37614816986024 283.76142870821059
leaf_count=3683 15268 1746 12351 4028
internal_value=-0.0030961 -0.0162515 0.00468727 0.00841696
internal_weight=2184.72 833.26 1351.46 1164.14
internal_count=37076 17014 20062 16379
is_linear=0
shrinkage=0.0734155


Tree=28
num_leaves=5
num_cat=0
split_feature=16 4 16 6
split_gain=35.9318 33.7129 17.6067 16.571
threshold=1.0000000180025095e-35 1888.6250000000002 5.5000000000000009 47.625000000000007
decision_type=10 8 10 10
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=-0.022639813961788192 -0.019651517524211494 0.019734515958058651 0.0099950986831229601 0.00069388399419436687
leaf_weight=200.67260280996561 715.89792999252677 480.5632119178772 103.19549377821386 676.96235020831227
leaf_count=4047 15225 5955 1752 10072
internal_value=-0.00307591 0.00397956 -0.0153162 -0.00413733
internal_weight=2177.29 1358.2 819.093 877.635
internal_count=37051 20074 16977 14119
is_linear=0
shrinkage=0.0734155


Tree=29
num_leaves=5
num_cat=0
split_feature=39 13 13 22
split_gain=31.1533 21.6998 13.5308 9.06286
threshold=1.0000500000000001 0.97615000000000007 0.76245000000000007 350.63000000000005
decision_type=8 10 10 10
left_child=1 2 -1 -3
right_child=-2 3 -4 -5
leaf_value=-0.010949803503572587 -0.02810394497475998 0.0019199494509585971 0.0021831189519895202 0.036644808667270136
leaf_weight=630.94048500433564 236.62156467884779 21.781688449904323 1163.4456941317767 116.25898199342191
leaf_count=10605 6676 417 17802 1540
internal_value=-0.00310815 -2.17167e-06 -0.00218543 0.0277162
internal_weight=2169.05 1932.43 1794.39 138.041
internal_count=37040 30364 28407 1957
is_linear=0
shrinkage=0.0734155


Tree=30
num_leaves=4
num_cat=0
split_feature=27 16 16
split_gain=34.2716 25.6073 13.2576
threshold=0.091350000000000015 1.0000000180025095e-35 12.500000000000002
decision_type=10 10 10
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-0.025923386908042603 0.0074451519895926445 -0.012704611878121538 0.037917565731679606
leaf_weight=296.9030859619379 1174.5562214106321 668.64178230799735 22.673511993139982
leaf_count=7012 16133 13563 330
internal_value=-0.00282216 0.000627386 -0.0102879
internal_weight=2162.77 1865.87 691.315
internal_count=37038 30026 13893
is_linear=0
shrinkage=0.0734155


Tree=31
num_leaves=3
num_cat=0
split_feature=23 35
split_gain=24.6625 9.82397
threshold=48.975000000000001 1.0293000000000003
decision_type=8 8
left_child=1 -1
right_child=-2 -3
leaf_value=-0.008064960563987306 0.0023087994731833435 -0.03206235120271346
leaf_weight=430.52723387815058 1570.4470365066081 154.72643307596445
leaf_count=7603 24791 4660
internal_value=-0.00223378 -0.0151728
internal_weight=2155.7 585.254
internal_count=37054 12263
is_linear=0
shrinkage=0.0734155


Tree=32
num_leaves=5
num_cat=0
split_feature=16 28 28 16
split_gain=26.1678 14.872 12.832 12.0444
threshold=1.0000000180025095e-35 -57.499999999999993 -21.499999999999996 5.5000000000000009
decision_type=10 10 10 10
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=0.0073664787405544399 -0.011062069838755297 -0.03161080434501462 -0.010981762954631064 0.016588707285991284
leaf_weight=1127.1567728444934 521.88273478299379 184.1635911334306 231.85943770036101 87.828502204269171
leaf_count=15423 10125 5473 4637 1393
internal_value=-0.00204346 -0.0127511 0.00388473 -0.00631229
internal_weight=2152.89 793.875 1359.02 609.711
internal_count=37051 16991 20060 11518
is_linear=0
shrinkage=0.0734155


Tree=33
num_leaves=4
num_cat=0
split_feature=39 14 24
split_gain=21.3069 18.385 12.0958
threshold=1.0000500000000001 0.6573500000000001 96.265000000000015
decision_type=8 10 8
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=7.2331627959343886e-06 -0.023257001809515922 -0.011540649480123295 0.01495450613396811
leaf_weight=995.90428136102855 222.73819544538856 491.83198948763311 439.15414128825068
leaf_count=16583 6700 8234 5562
internal_value=-0.00184806 0.000406962 0.0048263
internal_weight=2149.63 1926.89 1435.06
internal_count=37079 30379 22145
is_linear=0
shrinkage=0.0734155


Tree=34
num_leaves=7
num_cat=0
split_feature=4 16 16 13 16 31
split_gain=23.5019 15.2148 13.7749 12.7928 11.8426 9.6812
threshold=4531.1000000000013 1.0000000180025095e-35 1.0000000180025095e-35 0.73665000000000014 5.5000000000000009 99.33335000000001
decision_type=8 10 10 10 10 10
left_child=1 5 3 -2 -3 -1
right_child=2 4 -4 -5 -6 -7
leaf_value=0.0036058000409887646 0.0010927558107739336 -0.019967645028232252 0.0001028205399583453 0.035119871259254073 0.0057934089337177358 -0.010920760637353267
leaf_weight=788.63173422031105 46.818815758451819 505.09334833174944 192.77662801370025 175.95586302690208 85.477506497874856 350.37717980146408
leaf_count=10580 563 11588 3947 1924 1460 7023
internal_value=-0.00189852 -0.0058455 0.0134052 0.0258156 -0.0154244 -0.000481813
internal_weight=2145.13 1729.58 415.551 222.775 590.571 1139.01
internal_count=37085 30651 6434 2487 13048 17603
is_linear=0
shrinkage=0.0734155


Tree=35
num_leaves=4
num_cat=0
split_feature=37 4 28
split_gain=22.3327 19.4677 9.75854
threshold=82.500000000000014 10812.615000000002 -22.499999999999996
decision_type=10 8 8
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.0014447778546659317 -0.0002910071253345705 0.024451145749685356 -0.030456695761276815
leaf_weight=1721.2883067075163 58.996361473575234 167.78901898674667 193.25198294688016
leaf_count=27475 1693 2150 5770
internal_value=-0.00187451 0.000632858 -0.022338
internal_weight=2141.33 1889.08 252.248
internal_count=37088 29625 7463
is_linear=0
shrinkage=0.0734155


Tree=36
num_leaves=6
num_cat=0
split_feature=19 21 4 21 21
split_gain=75.654 33.6453 30.0305 23.7734 8.86494
threshold=1.0000000180025095e-35 1.0000000180025095e-35 3147.5050000000006 247.94000000000003 14057.315000000001
decision_type=10 10 8 10 10
left_child=2 -2 3 -1 -4
right_child=1 -3 4 -5 -6
leaf_value=0.015089815555030328 -7.24155911984483e-05 -0.031146978102577008 0.035401217651256124 -0.0071074476523982208 0.00092978489270005593
leaf_weight=454.95848463103175 292.31905976682901 508.45242591761053 243.31363945268095 574.94107546284795 60.105554468929768
leaf_count=6666 5165 11987 2772 9693 757
internal_value=-0.00175261 -0.0197326 0.00871578 0.00227529 0.029058
internal_weight=2134.09 800.771 1333.32 1029.9 303.419
internal_count=37040 17152 19888 16359 3529
is_linear=0
shrinkage=0.0734155


Tree=37
num_leaves=5
num_cat=0
split_feature=19 17 17 17
split_gain=71.905 22.5108 17.9753 20.7378
threshold=1.0000000180025095e-35 11.500000000000002 5.5000000000000009 1.0000000180025095e-35
decision_type=10 10 10 10
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=0.011638879092038042 -0.021531158121849324 0.040705260944954587 0.055520724085959455 -0.011699258418161954
leaf_weight=1065.7412460185587 762.82667965255678 25.658504731953144 43.13326832279563 232.64321933686733
leaf_count=15535 16821 382 593 3750
internal_value=-0.00107194 -0.018823 0.00903331 0.0070945
internal_weight=2130 788.485 1341.52 1298.38
internal_count=37081 17203 19878 19285
is_linear=0
shrinkage=0.0734155


Tree=38
num_leaves=5
num_cat=0
split_feature=11 16 16 30
split_gain=63.2573 29.646 23.6555 9.23166
threshold=27.585000000000004 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35
decision_type=8 10 10 10
left_child=1 -1 3 -2
right_child=2 -3 -4 -5
leaf_value=-0.003265211457837809 0.032049950371546822 -0.027267047895311664 0.00010220654759337447 0.0012878711758878385
leaf_weight=1105.1135036572814 365.88522836193442 394.97538230009377 229.00309121608734 31.029484786093235
leaf_count=16509 5496 9617 4616 799
internal_value=-0.00152186 -0.00988906 0.0177859 0.0286388
internal_weight=2126.01 1500.09 625.918 396.915
internal_count=37037 26126 10911 6295
is_linear=0
shrinkage=0.0734155


Tree=39
num_leaves=4
num_cat=0
split_feature=21 23 6
split_gain=49.5058 13.7664 13.6679
threshold=19.745000000000005 33.655000000000008 131.03500000000003
decision_type=10 10 8
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=0.017244274400625221 -0.026845141377734572 -0.0065276894673425463 -0.0026842645748428374
leaf_weight=646.86713313683867 251.10594639275223 1020.6116704382002 205.50293951295316
leaf_count=10111 6141 18067 2756
internal_value=-0.0015446 -0.0108972 0.0118734
internal_weight=2124.09 1271.72 852.37
internal_count=37075 24208 12867
is_linear=0
shrinkage=0.0734155


Tree=40
num_leaves=4
num_cat=0
split_feature=19 28 28
split_gain=57.6077 10.2032 9.92201
threshold=1.0000000180025095e-35 -23.499999999999996 -15.499999999999998
decision_type=10 8 10
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=0.01026058643685379 -0.013265436751287491 -0.041362522042920506 -0.0064852994388754203
leaf_weight=1157.5227856952697 668.57051227241755 101.08094331249595 190.40158465318382
leaf_count=16101 13580 3592 3736
internal_value=-0.00137022 -0.0175447 0.00753835
internal_weight=2117.58 769.651 1347.92
internal_count=37009 17172 19837
is_linear=0
shrinkage=0.0734155


Tree=41
num_leaves=4
num_cat=0
split_feature=14 13 14
split_gain=15.8007 47.254 16.8891
threshold=1.0000000180025095e-35 0.9416500000000001 0.6573500000000001
decision_type=8 10 10
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.016356267604284505 0.0032439224663293668 0.057048379198030769 -0.012904612556317873
leaf_weight=313.78909463528544 1255.4105912130326 75.850312320515513 473.14057978056371
leaf_count=8063 19634 1049 8287
internal_value=-0.00110255 0.00131026 -0.000920417
internal_weight=2118.19 1804.4 1728.55
internal_count=37033 28970 27921
is_linear=0
shrinkage=0.0734155


Tree=42
num_leaves=3
num_cat=0
split_feature=21 39
split_gain=42.8814 9.20718
threshold=19.745000000000005 1.3460500000000002
decision_type=10 8
left_child=-1 -2
right_child=1 -3
leaf_value=0.011282435988953137 -0.0076588559969418563 -0.033673366064543568
leaf_weight=861.14222723804414 1163.7867435952649 90.76831073127687
leaf_count=12876 20913 3267
internal_value=-0.00107117 -0.00991425
internal_weight=2115.7 1254.56
internal_count=37056 24180
is_linear=0
shrinkage=0.0734155


Tree=43
num_leaves=3
num_cat=0
split_feature=22 13
split_gain=15.5322 9.02097
threshold=1.0000000180025095e-35 0.89775000000000016
decision_type=10 10
left_child=-1 -2
right_child=1 -3
leaf_value=-0.020496690599537976 -0.0014763091971070946 0.011034498734173132
leaf_weight=199.38212088495493 1533.333201630041 378.42711689416319
leaf_count=5452 24779 6834
internal_value=-0.00103733 0.000769279
internal_weight=2111.14 1911.76
internal_count=37065 31613
is_linear=0
shrinkage=0.0734155


Tree=44
num_leaves=2
num_cat=0
split_feature=34
split_gain=13.6491
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.00093345849525633634 -0.016938107596970467
leaf_weight=1853.4428986422718 256.02699584700167
leaf_count=31268 5793
internal_value=-0.00103116
internal_weight=2109.47
internal_count=37061
is_linear=0
shrinkage=0.0734155


Tree=45
num_leaves=3
num_cat=0
split_feature=5 22
split_gain=14.4334 13.6286
threshold=10.500000000000002 705.05500000000018
decision_type=8 10
left_child=1 -1
right_child=-2 -3
leaf_value=-0.019547038635037199 0.0050094741134459123 -0.0011558242805945185
leaf_weight=333.6426377473399 991.68092429824173 783.58273444510996
leaf_count=8049 16234 12791
internal_value=-0.00116699 -0.0070534
internal_weight=2108.91 1117.23
internal_count=37074 20840
is_linear=0
shrinkage=0.0734155


Tree=46
num_leaves=2
num_cat=0
split_feature=19
split_gain=52.256
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0078421160215417732 -0.016239329647959717
leaf_weight=1351.3340264800936 752.0593194719404
leaf_count=19854 17172
internal_value=-0.000558552
internal_weight=2103.39
internal_count=37026
is_linear=0
shrinkage=0.0734155


Tree=47
num_leaves=3
num_cat=0
split_feature=4 27
split_gain=17.7052 13.0145
threshold=14416.225000000002 0.28085000000000004
decision_type=8 10
left_child=1 -1
right_child=-2 -3
leaf_value=-0.011713100909311509 0.027437366838326944 0.00088118767376949003
leaf_weight=611.20487408339977 106.63218722306192 1388.7952984794974
leaf_count=13807 1475 21826
internal_value=-0.000985188 -0.00274482
internal_weight=2106.63 2000
internal_count=37108 35633
is_linear=0
shrinkage=0.0734155


Tree=48
num_leaves=3
num_cat=0
split_feature=19 28
split_gain=43.1452 9.00373
threshold=1.0000000180025095e-35 -23.499999999999996
decision_type=10 10
left_child=-1 -2
right_child=1 -3
leaf_value=0.007099878117051657 -0.010838138767298904 -0.038145493034621863
leaf_weight=1358.6534021105617 646.34765889123082 92.837241966277361
leaf_count=19850 13560 3592
internal_value=-0.000435463 -0.0148828
internal_weight=2097.84 739.185
internal_count=37002 17152
is_linear=0
shrinkage=0.0734155


Tree=49
num_leaves=2
num_cat=0
split_feature=6
split_gain=12.5902
threshold=35.035000000000004
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.015659599935696589 0.0012125865093969893
leaf_weight=267.79369868617505 1827.8131722491235
leaf_count=6733 30286
internal_value=-0.000736953
internal_weight=2095.61
internal_count=37019
is_linear=0
shrinkage=0.0734155


Tree=50
num_leaves=4
num_cat=0
split_feature=17 17 15
split_gain=24.5564 39.7476 12.7305
threshold=7.5000000000000009 1.0000000180025095e-35 5.5000000000000009
decision_type=8 10 8
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=0.0046672417425730698 0.060053575288168286 -0.01669723126020067 0.0017339432325712734
leaf_weight=1293.145683830604 50.72939732670784 719.38541947398335 32.408226527273655
leaf_count=20053 716 15772 493
internal_value=-0.000924356 -0.0027489 0.0372056
internal_weight=2095.67 2012.53 83.1376
internal_count=37034 35825 1209
is_linear=0
shrinkage=0.0734155


Tree=51
num_leaves=3
num_cat=0
split_feature=27 14
split_gain=11.9771 11.1635
threshold=0.091350000000000015 0.6573500000000001
decision_type=10 10
left_child=-1 -2
right_child=1 -3
leaf_value=-0.015747732819952176 0.0042132474158556293 -0.009549139915770586
leaf_weight=256.65507259778678 1438.9137850468978 395.88210613559932
leaf_count=7045 23379 6610
internal_value=-0.000856467 0.000990709
internal_weight=2091.45 1834.8
internal_count=37034 29989
is_linear=0
shrinkage=0.0734155


Tree=52
num_leaves=5
num_cat=0
split_feature=21 4 14 14
split_gain=36.4957 18.5018 10.0666 8.86116
threshold=19.745000000000005 3258.5650000000005 0.48325000000000007 1.0000000180025095e-35
decision_type=10 10 10 10
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=0.017249443186241963 -0.034723321039671705 0.0054385700477249527 4.775459036002053e-05 -0.010702002668003073
leaf_weight=516.57287529483438 118.27026221342385 312.69294241629541 346.62456121854484 797.93528643809259
leaf_count=7975 3774 5627 4892 14802
internal_value=-0.000582009 -0.00890236 0.010736 -0.0143124
internal_weight=2092.1 1228.9 863.197 916.206
internal_count=37070 24203 12867 18576
is_linear=0
shrinkage=0.0734155


Tree=53
num_leaves=2
num_cat=0
split_feature=19
split_gain=35.1009
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.006362884474987617 -0.0135782243349201
leaf_weight=1364.7747421059757 724.50387483742088
leaf_count=19878 17201
internal_value=-0.000340627
internal_weight=2089.28
internal_count=37079
is_linear=0
shrinkage=0.0734155


Tree=54
num_leaves=3
num_cat=0
split_feature=17 17
split_gain=20.238 35.3903
threshold=6.5000000000000009 1.0000000180025095e-35
decision_type=8 10
left_child=1 -1
right_child=-2 -3
leaf_value=0.0041705868704901413 0.030395778252054403 -0.016252237578272523
leaf_weight=1299.2802510270849 101.44494551420212 688.01513072568923
leaf_count=20099 1511 15477
internal_value=-0.000834758 -0.00267657
internal_weight=2088.74 1987.3
internal_count=37087 35576
is_linear=0
shrinkage=0.0734155


Tree=55
num_leaves=4
num_cat=0
split_feature=14 14 14
split_gain=9.04456 11.3812 11.1942
threshold=0.90865000000000007 1.0000000180025095e-35 0.31385000000000007
decision_type=10 8 10
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-0.011720059579985497 -0.016420846261333662 0.012541043070829457 -0.00011745150288832064
leaf_weight=298.58089799247682 170.64274433907121 521.31365212984383 1096.0314389495179
leaf_count=8090 3234 8589 17159
internal_value=-0.000179921 0.00104211 0.00368674
internal_weight=2086.57 1915.93 1617.35
internal_count=37072 33838 25748
is_linear=0
shrinkage=0.0734155


Tree=56
num_leaves=3
num_cat=0
split_feature=28 14
split_gain=11.9365 11.4096
threshold=-15.499999999999998 0.65445000000000009
decision_type=10 10
left_child=1 -1
right_child=-2 -3
leaf_value=0.0049627637423050718 -0.015365091841519008 -0.0084128849473975795
leaf_weight=1397.3608606141061 252.85511413216591 438.33735181577504
leaf_count=22930 6352 7822
internal_value=-0.000319992 0.00151671
internal_weight=2088.55 1835.7
internal_count=37104 30752
is_linear=0
shrinkage=0.0734155


Tree=57
num_leaves=2
num_cat=0
split_feature=27
split_gain=9.88596
threshold=0.091350000000000015
decision_type=10
left_child=-1
right_child=-2
leaf_value=-0.014293266327461564 0.0011065124848003806
leaf_weight=250.07506384979934 1835.712172139436
leaf_count=7069 30001
internal_value=-0.000531729
internal_weight=2085.79
internal_count=37070
is_linear=0
shrinkage=0.0734155


Tree=58
num_leaves=2
num_cat=0
split_feature=4
split_gain=15.507
threshold=4531.1000000000013
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0035743252288605348 0.012234914785297884
leaf_weight=1671.5601269248873 413.38821141701192
leaf_count=30673 6437
internal_value=-0.000217376
internal_weight=2084.95
internal_count=37110
is_linear=0
shrinkage=0.0734155


Tree=59
num_leaves=3
num_cat=0
split_feature=17 17
split_gain=17.5159 29.6931
threshold=7.5000000000000009 1.0000000180025095e-35
decision_type=8 10
left_child=1 -1
right_child=-2 -3
leaf_value=0.0043621030729531444 0.031161895353040866 -0.01428061135001359
leaf_weight=1302.2212848784402 87.160751672461629 696.43638868257403
leaf_count=20109 1197 15797
internal_value=-0.000293332 -0.00191156
internal_weight=2085.82 1998.66
internal_count=37103 35906
is_linear=0
shrinkage=0.0734155


Tree=60
num_leaves=2
num_cat=0
split_feature=5
split_gain=10.364
threshold=10.500000000000002
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0051094422971733992 0.0052468767676533985
leaf_weight=1090.4310485348105 989.80151516292244
leaf_count=20848 16202
internal_value=0
internal_weight=2080.23
internal_count=37050
is_linear=0
shrinkage=0.0734155


Tree=61
num_leaves=2
num_cat=0
split_feature=38
split_gain=9.73201
threshold=1.5000000000000002
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.00080732862363181097 -0.024479066828500207
leaf_weight=2002.1745486054569 82.662878733128309
leaf_count=34086 3036
internal_value=0
internal_weight=2084.84
internal_count=37122
is_linear=0
shrinkage=0.0734155


Tree=62
num_leaves=4
num_cat=0
split_feature=1 34 6
split_gain=28.1805 10.3206 10.0572
threshold=0.71735000000000015 1.0000000180025095e-35 77.575000000000003
decision_type=8 10 10
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.016989819656015891 0.010732590322473909 -0.0081658941305942472 -0.0010259151236711871
leaf_weight=488.99435901176184 945.87613983545452 155.99187085777521 487.73903642036021
leaf_count=10528 15195 3716 7621
internal_value=-0.000191897 0.00762266 -0.00946733
internal_weight=2078.6 1101.87 976.733
internal_count=37060 18911 18149
is_linear=0
shrinkage=0.0734155


Tree=63
num_leaves=5
num_cat=0
split_feature=11 19 19 4
split_gain=62.6657 37.6947 31.5445 18.1213
threshold=27.585000000000004 1.5000000000000002 1.0000000180025095e-35 5428.9450000000006
decision_type=8 8 10 10
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.0058600309919351595 0.033319961134292614 -0.0022150591131020565 -0.026397180482980724 0.020308605288074259
leaf_weight=905.94445606414229 393.34321454819292 230.48731668666005 384.91670666541904 162.99754528328776
leaf_count=14218 5794 5153 10189 1692
internal_value=0 0.019413 -0.00835378 -0.00142951
internal_weight=2077.69 623.831 1453.86 1068.94
internal_count=37046 10947 26099 15910
is_linear=0
shrinkage=0.0734155


Tree=64
num_leaves=2
num_cat=0
split_feature=4
split_gain=13.1209
threshold=3258.5650000000005
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0035185215793467782 0.0097433498114375423
leaf_weight=1535.0568523220718 541.71956637781113
leaf_count=28541 8479
internal_value=0
internal_weight=2076.78
internal_count=37020
is_linear=0
shrinkage=0.0734155


Tree=65
num_leaves=2
num_cat=0
split_feature=4
split_gain=10.6282
threshold=14416.225000000002
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0013878239167606048 0.021703853393670453
leaf_weight=1967.9030974535272 110.86541841737926
leaf_count=35604 1470
internal_value=0
internal_weight=2078.77
internal_count=37074
is_linear=0
shrinkage=0.0734155


Tree=66
num_leaves=3
num_cat=0
split_feature=1 19
split_gain=27.2957 14.5535
threshold=0.62295000000000011 1.0000000180025095e-35
decision_type=10 10
left_child=-1 -2
right_child=1 -3
leaf_value=-0.012518242236959862 0.01089545581833116 -0.0043490010230275685
leaf_weight=653.46957826334983 957.16975675150752 466.7821936821565
leaf_count=12286 13392 11383
internal_value=0 0.00557216
internal_weight=2077.42 1423.95
internal_count=37061 24775
is_linear=0
shrinkage=0.0734155


Tree=67
num_leaves=2
num_cat=0
split_feature=1
split_gain=19.5735
threshold=0.62295000000000011
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.010713358108511673 0.0046655564796237951
leaf_weight=644.08120126090944 1433.6208401378244
leaf_count=12253 24801
internal_value=0
internal_weight=2077.7
internal_count=37054
is_linear=0
shrinkage=0.0734155


Tree=68
num_leaves=2
num_cat=0
split_feature=21
split_gain=30.0944
threshold=247.94000000000003
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0088552202694834169 -0.0088200194374393505
leaf_weight=955.92603404447436 1122.0471537625417
leaf_count=14688 22393
internal_value=-0.000471208
internal_weight=2077.97
internal_count=37081
is_linear=0
shrinkage=0.0734155


Tree=69
num_leaves=3
num_cat=0
split_feature=1 19
split_gain=20.1746 11.286
threshold=0.62295000000000011 1.0000000180025095e-35
decision_type=10 10
left_child=-1 -2
right_child=1 -3
leaf_value=-0.011473675949139889 0.0088136908299623635 -0.0046032781031707833
leaf_weight=641.25127066671848 967.68131670821458 466.83233099337667
leaf_count=12289 13381 11396
internal_value=-0.00048073 0.00412508
internal_weight=2075.76 1434.51
internal_count=37066 24777
is_linear=0
shrinkage=0.0734155


Tree=70
num_leaves=3
num_cat=0
split_feature=21 17
split_gain=24.869 14.6583
threshold=247.94000000000003 1.0000000180025095e-35
decision_type=10 10
left_child=-1 -2
right_child=1 -3
leaf_value=0.0084414138983707303 -0.00087630238474142516 -0.019269287153715675
leaf_weight=961.7949735512957 728.01384052541107 385.73155028093606
leaf_count=14675 12352 10041
internal_value=0 -0.00764868
internal_weight=2075.54 1113.75
internal_count=37068 22393
is_linear=0
shrinkage=0.0734155


Tree=71
num_leaves=4
num_cat=0
split_feature=14 14 14
split_gain=9.87163 8.76022 10.562
threshold=0.90865000000000007 1.0000000180025095e-35 0.31385000000000007
decision_type=10 8 10
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-0.0098070502285690867 -0.017006098341421 0.012413330922340107 5.0461946887632752e-06
leaf_weight=287.65077589266002 166.01845169905573 520.94757740758359 1097.6246307361871
leaf_count=8100 3221 8573 17162
internal_value=0 0.00152133 0.00382219
internal_weight=2072.24 1906.22 1618.57
internal_count=37056 33835 25735
is_linear=0
shrinkage=0.0734155


Tree=72
num_leaves=2
num_cat=0
split_feature=34
split_gain=8.81768
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0014298981902422158 -0.013493905027232278
leaf_weight=1836.0999624300748 237.75160831771791
leaf_count=31274 5790
internal_value=-7.14856e-05
internal_weight=2073.85
internal_count=37064
is_linear=0
shrinkage=0.0734155


Tree=73
num_leaves=2
num_cat=0
split_feature=21
split_gain=22.721
threshold=19.745000000000005
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0086899343701423645 -0.0068310344305556993
leaf_weight=878.77388824056834 1195.3150028670207
leaf_count=12861 24206
internal_value=-3.61646e-05
internal_weight=2074.09
internal_count=37067
is_linear=0
shrinkage=0.0734155


Tree=74
num_leaves=3
num_cat=0
split_feature=19 4
split_gain=18.6064 11.4101
threshold=1.0000000180025095e-35 5428.9450000000006
decision_type=10 10
left_child=1 -1
right_child=-2 -3
leaf_value=0.0014104467066661049 -0.010054776430804413 0.020191367626227658
leaf_weight=1165.8537098504603 685.71128293219954 217.90631694160402
leaf_count=17714 17160 2139
internal_value=0 0.0047049
internal_weight=2069.47 1383.76
internal_count=37013 19853
is_linear=0
shrinkage=0.0734155


Tree=75
num_leaves=4
num_cat=0
split_feature=1 14 14
split_gain=16.1546 13.3156 8.64942
threshold=0.62295000000000011 0.55825000000000014 1.0000000180025095e-35
decision_type=10 10 10
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-0.009916373953698137 -0.0036733826456438645 -0.0044859888481700886 0.013185778774327183
leaf_weight=634.49810952413827 158.26833573635668 533.71852602995932 745.14461610093713
leaf_count=12292 4829 8830 11130
internal_value=0 0.00411784 0.00971031
internal_weight=2071.63 1437.13 903.413
internal_count=37081 24789 15959
is_linear=0
shrinkage=0.0734155


Tree=76
num_leaves=3
num_cat=0
split_feature=17 17
split_gain=12.9765 23.7243
threshold=5.5000000000000009 1.0000000180025095e-35
decision_type=10 10
left_child=1 -1
right_child=-2 -3
leaf_value=0.0034082884660879098 0.021484915498880403 -0.013794151326223929
leaf_weight=1309.6988490112126 133.24244121368974 627.72731698770076
leaf_count=20084 2051 14934
internal_value=-0.000197796 -0.00193605
internal_weight=2070.67 1937.43
internal_count=37069 35018
is_linear=0
shrinkage=0.0734155


Tree=77
num_leaves=4
num_cat=0
split_feature=11 19 19
split_gain=56.4554 27.7209 19.3216
threshold=27.585000000000004 2.5000000000000004 1.0000000180025095e-35
decision_type=8 8 10
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.0025837144422282917 0.028433731342419291 -0.0032232082247450129 -0.022736710037300274
leaf_weight=1079.5193610917777 443.62015379033983 185.26857382245362 363.96447266824543
leaf_count=15948 6684 4267 10197
internal_value=0 0.0183298 -0.00797993
internal_weight=2072.37 628.889 1443.48
internal_count=37096 10951 26145
is_linear=0
shrinkage=0.0734155


Tree=78
num_leaves=2
num_cat=0
split_feature=19
split_gain=12.2341
threshold=1.0000000180025095e-35
decision_type=8
left_child=-1
right_child=-2
leaf_value=0.003335455439080242 -0.0086582543138690893
leaf_weight=1395.5139669040218 672.89740642532706
leaf_count=19868 17161
internal_value=-0.000351387
internal_weight=2068.41
internal_count=37029
is_linear=0
shrinkage=0.0734155


Tree=79
num_leaves=3
num_cat=0
split_feature=17 17
split_gain=9.50836 12.3812
threshold=12.500000000000002 1.0000000180025095e-35
decision_type=10 10
left_child=1 -1
right_child=-2 -3
leaf_value=0.0029929475701097703 0.032997546995797766 -0.0089279998974392642
leaf_weight=1313.7840075558051 42.62829552590847 710.79788743983954
leaf_count=20073 506 16463
internal_value=-3.14316e-05 -0.000971669
internal_weight=2067.21 2024.58
internal_count=37042 36536
is_linear=0
shrinkage=0.0734155


Tree=80
num_leaves=2
num_cat=0
split_feature=4
split_gain=9.19869
threshold=1888.6250000000002
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0037320432777335436 0.0061859339752340743
leaf_weight=1212.4800358982757 851.82545906770974
leaf_count=23259 13747
internal_value=0.000143513
internal_weight=2064.31
internal_count=37006
is_linear=0
shrinkage=0.0734155


Tree=81
num_leaves=4
num_cat=0
split_feature=17 17 4
split_gain=10.5999 13.6198 12.6936
threshold=12.500000000000002 1.0000000180025095e-35 807.24000000000012
decision_type=8 10 10
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-0.0061583220123638304 0.034114433230074313 -0.009593706485774442 0.0085191168211063411
leaf_weight=471.33224599715322 43.926532242447138 704.63216065615416 847.90325617510825
leaf_count=8746 509 16446 11355
internal_value=-0.000221878 -0.00121281 0.00292523
internal_weight=2067.79 2023.87 1319.24
internal_count=37056 36547 20101
is_linear=0
shrinkage=0.0734155


Tree=82
num_leaves=3
num_cat=0
split_feature=11 4
split_gain=48.177 12.1114
threshold=27.585000000000004 2157.7350000000001
decision_type=8 10
left_child=1 -1
right_child=-2 -3
leaf_value=-0.012968093563841198 0.016542818381771761 0.00017181164150120086
leaf_weight=895.71102230343968 633.54086354002357 536.50329758692533
leaf_count=17633 10928 8523
internal_value=-5.60365e-05 -0.00772211
internal_weight=2065.76 1432.21
internal_count=37084 26156
is_linear=0
shrinkage=0.0734155


Tree=83
num_leaves=2
num_cat=0
split_feature=21
split_gain=15.9575
threshold=19.745000000000005
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0071975019258655477 -0.0058182042484787814
leaf_weight=885.04156456608325 1179.6111234407872
leaf_count=12853 24230
internal_value=-1.94272e-05
internal_weight=2064.65
internal_count=37083
is_linear=0
shrinkage=0.0734155


Tree=84
num_leaves=3
num_cat=0
split_feature=1 21
split_gain=15.0465 17.1301
threshold=0.72115000000000007 0.67500000000000016
decision_type=10 8
left_child=1 -1
right_child=-2 -3
leaf_value=0.0024861778467177155 0.0058886661483048344 -0.016411679689641086
leaf_weight=471.13323997240514 1105.8388834567741 488.63201524503529
leaf_count=7079 18589 11384
internal_value=0 -0.00665762
internal_weight=2065.6 959.765
internal_count=37052 18463
is_linear=0
shrinkage=0.0734155


Tree=85
num_leaves=2
num_cat=0
split_feature=11
split_gain=38.3316
threshold=27.585000000000004
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0074066459857525663 0.014110633619282709
leaf_weight=1420.0906682601199 645.12788478843868
leaf_count=26116 10949
internal_value=-0.00046164
internal_weight=2065.22
internal_count=37065
is_linear=0
shrinkage=0.0734155


Tree=86
num_leaves=2
num_cat=0
split_feature=19
split_gain=12.8956
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0039203483712935061 -0.008461827047533732
leaf_weight=1398.0910339746624 667.37541482411325
leaf_count=19921 17186
internal_value=0
internal_weight=2065.47
internal_count=37107
is_linear=0
shrinkage=0.0734155


Tree=87
num_leaves=4
num_cat=0
split_feature=1 21 21
split_gain=13.9711 10.2034 9.78589
threshold=0.62295000000000011 1.0050000000000001 849.2750000000002
decision_type=10 10 10
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.0019456042400806878 0.011592403988295268 -0.00067100826670011247 -0.023086376876365933
leaf_weight=424.18607588484883 554.659169501625 883.81266242731363 197.90336463041604
leaf_count=7273 7577 17172 5014
internal_value=-6.0698e-06 0.00374439 -0.00939091
internal_weight=2060.56 1438.47 622.089
internal_count=37036 24749 12287
is_linear=0
shrinkage=0.0734155


Tree=88
num_leaves=2
num_cat=0
split_feature=21
split_gain=11.3669
threshold=247.94000000000003
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0054421989752802937 -0.0054482839495829886
leaf_weight=986.97462403867394 1073.8684143042192
leaf_count=14686 22360
internal_value=-1.37489e-05
internal_weight=2060.84
internal_count=37046
is_linear=0
shrinkage=0.0734155


Tree=89
num_leaves=2
num_cat=0
split_feature=21
split_gain=8.60955
threshold=247.94000000000003
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0048489961914420822 -0.0046398240437600909
leaf_weight=989.49002940766513 1069.2389049977064
leaf_count=14668 22393
internal_value=0
internal_weight=2058.73
internal_count=37061
is_linear=0
shrinkage=0.0734155


Tree=90
num_leaves=2
num_cat=0
split_feature=19
split_gain=11.6367
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0039746979644643549 -0.0078266061078740776
leaf_weight=1398.8839930519462 659.77448023110628
leaf_count=19886 17140
internal_value=0
internal_weight=2058.66
internal_count=37026
is_linear=0
shrinkage=0.0734155


Tree=91
num_leaves=2
num_cat=0
split_feature=13
split_gain=8.77936
threshold=0.77655000000000007
decision_type=10
left_child=-1
right_child=-2
leaf_value=-0.0074619655549056337 0.0027757401994688
leaf_weight=654.83590914960951 1405.9534075940028
leaf_count=12267 24820
internal_value=-0.000261311
internal_weight=2060.79
internal_count=37087
is_linear=0
shrinkage=0.0734155


Tree=92
num_leaves=2
num_cat=0
split_feature=26
split_gain=9.59196
threshold=0.18605000000000002
decision_type=8
left_child=-1
right_child=-2
leaf_value=0.0025287302114866696 -0.010085749320749985
leaf_weight=1653.6354462057352 401.46181340515614
leaf_count=30845 6175
internal_value=0
internal_weight=2055.1
internal_count=37020
is_linear=0
shrinkage=0.0734155


Tree=93
num_leaves=2
num_cat=0
split_feature=21
split_gain=9.44132
threshold=247.94000000000003
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0053070082186238493 -0.0046251680469361154
leaf_weight=993.42015611752868 1064.6975691001862
leaf_count=14666 22377
internal_value=0
internal_weight=2058.12
internal_count=37043
is_linear=0
shrinkage=0.0734155


Tree=94
num_leaves=2
num_cat=0
split_feature=1
split_gain=12.8103
threshold=0.62295000000000011
decision_type=8
left_child=-1
right_child=-2
leaf_value=-0.0088978163249053503 0.0037254815635462952
leaf_weight=615.90280784480274 1443.6067318627611
leaf_count=12253 24811
internal_value=0
internal_weight=2059.51
internal_count=37064
is_linear=0
shrinkage=0.0734155


Tree=95
num_leaves=2
num_cat=0
split_feature=19
split_gain=8.96862
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0034806152640152665 -0.0068906200482333141
leaf_weight=1403.9213955877349 656.53626926336437
leaf_count=19910 17185
internal_value=0
internal_weight=2060.46
internal_count=37095
is_linear=0
shrinkage=0.0734155


Tree=96
num_leaves=2
num_cat=0
split_feature=11
split_gain=36.0139
threshold=27.585000000000004
decision_type=10
left_child=-1
right_child=-2
leaf_value=-0.00631588025505481 0.014550698021511344
leaf_weight=1410.4288626099005 647.92873066850007
leaf_count=26149 10927
internal_value=3.88104e-05
internal_weight=2058.36
internal_count=37076
is_linear=0
shrinkage=0.0734155


Tree=97
num_leaves=2
num_cat=0
split_feature=26
split_gain=8.61524
threshold=0.33265000000000006
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0013763154026561503 -0.01706141735843749
leaf_weight=1913.3049705438316 144.39310156740248
leaf_count=34958 2114
internal_value=0
internal_weight=2057.7
internal_count=37072
is_linear=0
shrinkage=0.0734155


Tree=98
num_leaves=3
num_cat=0
split_feature=11 1
split_gain=26.3314 13.5652
threshold=27.585000000000004 0.70415000000000016
decision_type=8 8
left_child=1 -1
right_child=-2 -3
leaf_value=-0.014483199300823332 0.012055806596457276 -8.4529362896856662e-06
leaf_weight=566.38039559219033 657.13231279235333 837.12492381408811
leaf_count=11576 10939 14573
internal_value=0 -0.00572115
internal_weight=2060.64 1403.51
internal_count=37088 26149
is_linear=0
shrinkage=0.0734155


Tree=99
num_leaves=2
num_cat=0
split_feature=32
split_gain=9.08814
threshold=6034.6650000000009
decision_type=10
left_child=-1
right_child=-2
leaf_value=-0.0011173272361087636 0.023267715552807572
leaf_weight=1974.8910162155516 83.256998312659562
leaf_count=35314 1761
internal_value=0
internal_weight=2058.15
internal_count=37075
is_linear=0
shrinkage=0.0734155


Tree=100
num_leaves=2
num_cat=0
split_feature=26
split_gain=8.58425
threshold=0.33265000000000006
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0011268363432641634 -0.017360592503899711
leaf_weight=1916.9372894666158 142.76221199333668
leaf_count=34927 2110
internal_value=0
internal_weight=2059.7
internal_count=37037
is_linear=0
shrinkage=0.0734155


Tree=101
num_leaves=2
num_cat=0
split_feature=19
split_gain=9.58665
threshold=1.0000000180025095e-35
decision_type=10
left_child=-1
right_child=-2
leaf_value=0.0031854783954262051 -0.0075325864370874695
leaf_weight=1401.6366415312514 656.86658647330478
leaf_count=19875 17173
internal_value=-1.84125e-05
internal_weight=2058.5
internal_count=37048
is_linear=0
shrinkage=0.0734155


Tree=102
num_leaves=2
num_cat=0
split_feature=1
split_gain=9.94799
threshold=0.62295000000000011
decision_type=10
left_child=-1
right_child=-2
leaf_value=-0.0076316858735563367 0.0035161360928246646
leaf_weight=610.59230848308653 1445.2353425989859
leaf_count=12285 24754
internal_value=0
internal_weight=2055.83
internal_count=37039
is_linear=0
shrinkage=0.0734155


Tree=103
num_leaves=2
num_cat=0
split_feature=13
split_gain=8.74448
threshold=0.80825000000000014
decision_type=10
left_child=-1
right_child=-2
leaf_value=-0.0059793444907981627 0.0036723472523306588
leaf_weight=869.62564247334376 1185.4589986763895
leaf_count=15629 21404
internal_value=-0.000193653
internal_weight=2055.08
internal_count=37033
is_linear=0
shrinkage=0.0734155


end of trees

feature_importances:
s_ps_od_days_max=27
setl_prcp_ratio=25
ps_int_amt_sum=24
f_ps_od_days_max=23
t_ps_od_days_max=21
loan_os_prcp_credit_amount_m3=18
shd_pre_repay_amt_rate=17
available_limit_amt=17
cre_l90_used_limit_amt_min=14
end_loan_to_cur_freq=13
m_s_ps_instm_amt=10
loan_os_prcp_credit_amount_m12=9
cre_now_l60_used_amt_d_min=8
cre_now_l30_used_amt_d_max=7
cre_now_l30_used_amt_d_min=7
cre_now_l30_limit_left_d_min=6
loan_os_prcp_credit_amount_m6=6
suc_apprv_num_m1=6
cre_now_p1m_used_rate_m=5
cre_l60_used_limit_rate_min=5
orig_prcp_avg_m3=4
apprv_amt_day=4
setl_rem_prcp_paym_m3_num=3
cre_now_l60_used_amt_m_min=3
avg_tnr=2
max_loan_os_prcp_m12=2
apprv_num_m1=2
repay_amount_m6_all_shd_amt_pc=1
useratemore70_m6_num=1
last_loan_setl_tnr=1
cre_now_l90_limit_left_d_min=1
cre_l30_l90_used_amt_m_min=1
cre_usedrate_u30_daydelta_max=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 150]
[learning_rate: 0.0734155]
[num_leaves: 28]
[num_threads: 4]
[seed: 1010]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 308]
[min_sum_hessian_in_leaf: 0.0430826]
[bagging_fraction: 0.973043]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 17402]
[bagging_by_query: 0]
[feature_fraction: 0.257526]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 25296]
[extra_trees: 0]
[extra_seed: 12866]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 6.14401]
[lambda_l2: 0.09647]
[linear_lambda: 0]
[min_gain_to_split: 8.53025]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 8883]
[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: 23.0726]
[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: 127]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 3336]
[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: 6351]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 0.734965]
[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:[]