tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=7
objective=binary sigmoid:1
feature_names=risk_score card_usage_ratio repay_amt_6m_grade bank_997_cnt_3m income_grade query_cnt_3m cust_seg2 tenure_m
feature_infos=[358:773] [0:1] [1:10] [0:7] [1:10] [0:20] [1:8] [1:79]
tree_sizes=660 782 684 682 788 886 890 887 577 785 684 891 682 787 790 688 681 578 681 679 681 788 578 577 579 790 685 689 683 685 581 688 683 580 582 690 577 686 580 581 577 578 583 688 475 472 581 579 690 687 476 473 581 580 477 578 584 472 475 478 474 371 584 582 475 478 476 474 579 474 369 371 474 474 580 370 477 372 367 472 370 371 370 475 477 370 371 476 371 371 371 477 483 373 476 369 373 371 367 371 372 372 374 370 371 373 374 371 371 373 374 375 373 372 372 373 372 373 583 376 371 370 368 372 378 373 362 482 373 373 371 588 377 373 372 373 372 371 372 373 480 373 374 370

Tree=0
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=1280.12 160.108 144.791 44.3515
threshold=587.50000000000011 558.50000000000011 614.50000000000011 516.50000000000011
decision_type=2 2 2 2
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=-1.3096054565552082 -1.2421786915190731 -1.2663319340046133 -1.1964007764779852 -1.2897883782073702
leaf_weight=292.16447886824608 225.27093517780304 296.08915114402771 270.48321270942688 383.51657110452652
leaf_count=1668 1133 1562 1237 2113
internal_value=-1.26353 -1.28882 -1.21534 -1.29885
internal_weight=1467.52 971.77 495.754 675.681
internal_count=7713 5343 2370 3781
is_linear=0
shrinkage=1


Tree=1
num_leaves=6
num_cat=0
split_feature=0 0 0 0 5
split_gain=1120.53 277.903 57.6875 17.8299 8.39149
threshold=564.50000000000011 618.50000000000011 516.50000000000011 587.50000000000011 4.5000000000000009
decision_type=2 2 2 2 2
left_child=2 3 -1 -2 -4
right_child=1 -3 4 -5 -6
leaf_value=-0.02705236006258737 0.021470679484688136 0.080512169743374162 -0.00045225153144238579 0.039271821993695444 -0.01076373055612569
leaf_weight=292.43251511454582 239.15509414672852 267.4776116758585 235.07254676520824 258.99798303842545 202.86698351800442
leaf_count=1694 1233 1160 1280 1264 1127
internal_value=0.0187461 0.050129 -0.0145167 0.0317468 -0.00549096
internal_weight=1496 765.631 730.372 498.153 437.94
internal_count=7758 3657 4101 2497 2407
is_linear=0
shrinkage=0.0377289


Tree=2
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=959.483 173.364 108.341 46.1481
threshold=587.50000000000011 522.50000000000011 622.50000000000011 564.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.025843975396715055 0.038147432704204697 -0.0010607848672818786 0.076441643508292231 0.019624165683204971
leaf_weight=340.21269269287586 291.48869974911213 388.38236758112907 244.55245213210583 232.08116692304611
leaf_count=1992 1384 2124 1011 1184
internal_value=0.0177978 -0.00487546 0.0573524 0.00695896
internal_weight=1496.72 960.676 536.041 620.464
internal_count=7695 5300 2395 3308
is_linear=0
shrinkage=0.0377289


Tree=3
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=916.97 151.95 99.9399 34.2861
threshold=587.50000000000011 522.50000000000011 618.50000000000011 564.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.024741410550119389 0.035102535886998187 -0.00091741848615812269 0.070995956293681814 0.016728489579656291
leaf_weight=334.39698638021946 271.59701938927174 388.45112919807434 289.90989015996456 240.54427556693554
leaf_count=1986 1272 2125 1159 1219
internal_value=0.0175852 -0.00484483 0.0551004 0.00606047
internal_weight=1524.9 963.392 561.507 628.995
internal_count=7761 5330 2431 3344
is_linear=0
shrinkage=0.0377289


Tree=4
num_leaves=6
num_cat=0
split_feature=0 0 0 0 7
split_gain=905.248 112.585 70.523 19.6251 12.1095
threshold=586.50000000000011 547.50000000000011 622.50000000000011 516.50000000000011 23.500000000000004
decision_type=2 2 2 2 2
left_child=1 3 -2 -1 -3
right_child=2 4 -4 -5 -6
leaf_value=-0.025156357940317137 0.036015463094177594 -0.00034258719368869116 0.066709123225770287 -0.0099657525212691941 0.012748404123091932
leaf_weight=278.35864625871181 309.03156340122223 158.24105243384838 271.81383195519447 270.00327217578888 240.84218712151051
leaf_count=1687 1407 837 1047 1515 1245
internal_value=0.0154702 -0.007312 0.0518016 -0.0181948 0.00768635
internal_weight=1528.29 947.445 580.845 548.362 399.083
internal_count=7738 5284 2454 3202 2082
is_linear=0
shrinkage=0.0377289


Tree=5
num_leaves=7
num_cat=0
split_feature=6 4 4 6 6 6
split_gain=365.683 91.4274 52.9032 27.9715 22.2256 10.8609
threshold=4.5000000000000009 4.5000000000000009 4.5000000000000009 5.5000000000000009 3.5000000000000004 5.5000000000000009
decision_type=2 2 2 2 2 2
left_child=2 5 -1 -3 -4 -2
right_child=1 3 4 -5 -6 -7
leaf_value=0.011822432659456901 0.031746462994656922 0.0098269186489180621 -0.020658585072015772 0.030669792031239141 -0.0048153492186712573 0.051964682534743768
leaf_weight=167.77661372721195 211.74598014354706 288.36664180457592 208.59592281281948 138.6867868155241 319.54713450372219 206.57776778936386
leaf_count=858 966 1472 1239 633 1763 838
internal_value=0.0144789 0.0308977 -0.00569954 0.0175602 -0.0115301 0.0433284
internal_weight=1541.3 845.377 695.92 427.053 528.143 418.324
internal_count=7769 3909 3860 2105 3002 1804
is_linear=0
shrinkage=0.0377289


Tree=6
num_leaves=7
num_cat=0
split_feature=0 0 0 0 0 0
split_gain=781.673 118.201 82.0599 14.3672 12.5104 12.1461
threshold=587.50000000000011 536.50000000000011 610.50000000000011 501.50000000000006 644.50000000000011 564.50000000000011
decision_type=2 2 2 2 2 2
left_child=1 3 -2 -1 -4 -3
right_child=2 5 4 -5 -6 -7
leaf_value=-0.029126608104405267 0.026055431550134109 -0.0004304460076993981 0.045141611995756586 -0.013490511631109302 0.072617589931998697 0.010863363911937363
leaf_weight=190.75094938278198 210.8289555311203 270.58378812670708 220.65009662508965 239.58720365166664 148.49466213583946 245.34007918834686
leaf_count=1192 953 1471 877 1395 522 1227
internal_value=0.0141484 -0.00702895 0.0479355 -0.0212493 0.0588489 0.00507112
internal_weight=1526.24 946.262 579.974 430.338 369.145 515.924
internal_count=7637 5285 2352 2587 1399 2698
is_linear=0
shrinkage=0.0377289


Tree=7
num_leaves=7
num_cat=0
split_feature=4 5 5 2 5 2
split_gain=258.882 81.1575 72.4044 34.6463 8.97228 7.52805
threshold=4.5000000000000009 3.5000000000000004 5.5000000000000009 5.5000000000000009 1.5000000000000002 5.5000000000000009
decision_type=2 2 2 2 2 2
left_child=1 4 3 -2 -1 -4
right_child=2 -3 5 -5 -6 -7
leaf_value=0.051267819968700737 0.013782897460496041 0.011889682283323665 -0.0063643765438270083 -0.003936207838430723 0.031598924751728333 -0.020265709557193826
leaf_weight=184.90027455985546 448.64776779711246 201.30142475664616 119.61221821606159 224.28337945044041 218.33772532641888 146.05855679512024
leaf_count=711 2216 998 674 1242 951 884
internal_value=0.0138617 0.032731 0.00133135 0.00789117 0.0422923 -0.0147366
internal_weight=1543.14 604.539 938.602 672.931 403.238 265.671
internal_count=7676 2660 5016 3458 1662 1558
is_linear=0
shrinkage=0.0377289


Tree=8
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=619.222 140.397 49.2621
threshold=564.50000000000011 614.50000000000011 524.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.023230035472010052 0.020745969607463267 0.052655431705820231 -0.0032407682313704924
leaf_weight=329.08380989730358 510.78048972785473 346.30767294764519 369.40211622416973
leaf_count=2049 2372 1259 2023
internal_value=0.0132058 0.0343939 -0.012965
internal_weight=1555.57 857.088 698.486
internal_count=7703 3631 4072
is_linear=0
shrinkage=0.0377289


Tree=9
num_leaves=6
num_cat=0
split_feature=0 0 0 0 0
split_gain=565.061 103.465 82.3457 17.6803 7.76036
threshold=587.50000000000011 546.50000000000011 622.50000000000011 507.50000000000006 564.50000000000011
decision_type=2 2 2 2 2
left_child=1 3 -2 -1 -3
right_child=2 4 -4 -5 -6
leaf_value=-0.025203308195546996 0.024442908638685722 0.0011129685309382044 0.053940541021942158 -0.010344848233993254 0.011410591316170426
leaf_weight=220.49358685314655 326.81454719603062 178.46574315428734 296.31082053482533 305.8171314895153 252.3750973045826
leaf_count=1419 1405 958 1029 1765 1227
internal_value=0.0120594 -0.0061615 0.0394868 -0.0171593 0.00734378
internal_weight=1580.28 957.152 623.125 526.311 430.841
internal_count=7803 5369 2434 3184 2185
is_linear=0
shrinkage=0.0377289


Tree=10
num_leaves=5
num_cat=0
split_feature=0 0 0 7
split_gain=540.214 81.025 80.3714 12.0594
threshold=580.50000000000011 610.50000000000011 526.50000000000011 23.500000000000004
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.022175670682115942 0.019546459296805277 0.047074588628391867 -0.0061067072868682317 0.0052675506390802681
leaf_weight=335.33399012684822 301.16139177978039 397.88934589922428 193.97913129627705 334.94095136225224
leaf_count=2135 1340 1414 1037 1757
internal_value=0.0116877 0.0359228 -0.00821341 0.000996836
internal_weight=1563.3 699.051 864.254 528.92
internal_count=7683 2754 4929 2794
is_linear=0
shrinkage=0.0377289


Tree=11
num_leaves=7
num_cat=0
split_feature=5 4 4 2 2 2
split_gain=217.357 60.8344 31.9131 22.3903 15.5502 10.2165
threshold=3.5000000000000004 4.5000000000000009 6.5000000000000009 5.5000000000000009 5.5000000000000009 4.5000000000000009
decision_type=2 2 2 2 2 2
left_child=1 5 3 -2 -3 -1
right_child=2 4 -4 -5 -6 -7
leaf_value=0.039338715241770621 0.0049356989860143748 0.017170067128158516 -0.022093197301823179 -0.0091705353686886339 0.0010824226339425124 0.02182410703469017
leaf_weight=260.73085185885429 377.25283169746399 292.31473083794117 101.04555225372314 250.74097011983395 121.53632868826389 160.76272229850292
leaf_count=971 1923 1346 633 1459 652 687
internal_value=0.0108281 0.0237638 -0.00417425 -0.000776557 0.0127069 0.033727
internal_weight=1564.38 835.345 729.039 627.994 413.851 421.494
internal_count=7671 3656 4015 3382 1998 1658
is_linear=0
shrinkage=0.0377289


Tree=12
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=466.27 103.019 40.061 22.7022
threshold=587.50000000000011 518.50000000000011 646.50000000000011 564.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.025929683803572644 0.027352599162733388 -0.004307522819753406 0.051988883125401598 0.0095196381836160186
leaf_weight=268.36762115359306 494.83525815606117 420.66841500997543 149.04136373102665 256.40389831364155
leaf_count=1777 1953 2334 480 1231
internal_value=0.00991943 -0.00693464 0.0342274 0.00100894
internal_weight=1589.32 945.44 643.877 677.072
internal_count=7775 5342 2433 3565
is_linear=0
shrinkage=0.0377289


Tree=13
num_leaves=6
num_cat=0
split_feature=2 4 4 3 4
split_gain=167.049 57.7648 45.586 21.9407 9.5297
threshold=4.5000000000000009 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 4.5000000000000009
decision_type=2 2 2 2 2
left_child=1 4 -2 -4 -1
right_child=2 -3 3 -5 -6
leaf_value=0.034537042490239457 0.012460161334795574 0.00097996422999110065 -0.013988198270429963 0.00019706179991100994 0.01983881583759254
leaf_weight=354.57382293045521 288.0033952742815 116.81911058723927 231.45247519016266 403.01705929636955 190.1495106369257
leaf_count=1349 1323 595 1371 2209 856
internal_value=0.0109147 0.0251117 0.000452463 -0.0051811 0.0301457
internal_weight=1584.02 661.542 922.473 634.47 544.723
internal_count=7703 2800 4903 3580 2205
is_linear=0
shrinkage=0.0377289


Tree=14
num_leaves=6
num_cat=0
split_feature=0 0 0 0 7
split_gain=429.475 74.1741 42.2302 16.0084 14.1488
threshold=580.50000000000011 546.50000000000011 646.50000000000011 516.50000000000011 23.500000000000004
decision_type=2 2 2 2 2
left_child=1 3 -2 -1 -3
right_child=2 4 -4 -5 -6
leaf_value=-0.023504394329887393 0.025116486582005104 -0.0038665672357343973 0.049325630721682785 -0.0092204980245891351 0.010697240765643589
leaf_weight=255.85280124843121 561.33427652716637 142.58545784652233 150.08338956534863 253.26414670050144 220.9192134141922
leaf_count=1726 2227 738 472 1456 1100
internal_value=0.00985368 -0.00783388 0.0312449 -0.0169235 0.00499838
internal_weight=1584.04 872.622 711.418 509.117 363.505
internal_count=7719 5020 2699 3182 1838
is_linear=0
shrinkage=0.0377289


Tree=15
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=403.664 75.3956 55.2768 14.1255
threshold=587.50000000000011 520.50000000000011 620.50000000000011 562.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.022550087530198229 0.018991750448596051 -0.0041626783081509756 0.042472409475550407 0.0067033121386227759
leaf_weight=273.67352172732353 323.64715424180031 381.81816610693932 332.67514517903328 277.93250013887882
leaf_count=1857 1318 2120 1086 1328
internal_value=0.00937143 -0.00655467 0.0316337 0.000443123
internal_weight=1589.75 933.424 656.322 659.751
internal_count=7709 5305 2404 3448
is_linear=0
shrinkage=0.0377289


Tree=16
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=407.847 69.3011 40.29 14.1677
threshold=581.50000000000011 520.50000000000011 622.50000000000011 546.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.022257995320032808 0.021463148915826614 -0.0070628017658029146 0.041232051583257372 0.0045725956579669453
leaf_weight=272.10489059984684 409.46143674850464 220.40817950665951 316.53827466070652 377.56357464194298
leaf_count=1875 1664 1262 1017 1898
internal_value=0.0102752 -0.00710152 0.0308058 0.000175663
internal_weight=1596.08 870.077 726 597.972
internal_count=7716 5035 2681 3160
is_linear=0
shrinkage=0.0377289


Tree=17
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=327.834 79.744 49.5803
threshold=564.50000000000011 605.50000000000011 518.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.023931472709511487 0.011275517141028823 0.033803664728638355 -0.0030030393747502594
leaf_weight=250.75879782438278 461.06805081665516 468.58158303797245 418.86903129518032
leaf_count=1767 2045 1589 2333
internal_value=0.00870373 0.0230231 -0.0112267
internal_weight=1599.28 929.65 669.628
internal_count=7734 3634 4100
is_linear=0
shrinkage=0.0377289


Tree=18
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=335.17 75.8136 40.1368 8.60068
threshold=565.50000000000011 610.50000000000011 520.50000000000011 644.50000000000011
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=-0.022080413404455077 0.012895565128821241 0.026907481343804378 -0.0034439722403518417 0.044154683833514785
leaf_weight=263.55868205428123 494.51761385798454 253.17297519743443 416.94433245062828 167.05045245587826
leaf_count=1874 2152 873 2310 507
internal_value=0.00885166 0.0235798 -0.0110119 0.0351837
internal_weight=1595.24 914.741 680.503 420.223
internal_count=7716 3532 4184 1380
is_linear=0
shrinkage=0.0377289


Tree=19
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=308.243 53.8125 36.3557 9.84292
threshold=564.50000000000011 609.50000000000011 516.50000000000011 644.50000000000011
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=-0.022235895979606221 0.013216727426843593 0.024316362264212271 -0.0039531299723938968 0.040783276669323763
leaf_weight=234.97581626474857 497.4831440448761 270.8169734030962 426.9661950469017 170.88481061160564
leaf_count=1714 2156 938 2406 518
internal_value=0.00869809 0.0224261 -0.0108259 0.0319423
internal_weight=1601.13 939.185 661.942 441.702
internal_count=7732 3612 4120 1456
is_linear=0
shrinkage=0.0377289


Tree=20
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=259.372 45.1744 41.1148 9.8988
threshold=572.50000000000011 646.50000000000011 516.50000000000011 604.50000000000011
decision_type=2 2 2 2
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=-0.021919580318839157 0.011119366168850281 0.039014922231691618 -0.0029103250338006962 0.021320325513752163
leaf_weight=222.85572284460068 361.15756475925446 156.8921971321106 517.69572497904301 326.67914055287838
leaf_count=1651 1546 472 2837 1149
internal_value=0.00718017 0.0212729 -0.0089904 0.0163779
internal_weight=1585.28 844.729 740.551 687.837
internal_count=7655 3167 4488 2695
is_linear=0
shrinkage=0.0377289


Tree=21
num_leaves=6
num_cat=0
split_feature=6 4 4 2 6
split_gain=131.858 29.9007 19.0444 14.0132 8.4662
threshold=4.5000000000000009 5.5000000000000009 4.5000000000000009 5.5000000000000009 3.5000000000000004
decision_type=2 2 2 2 2
left_child=2 3 -1 -2 -4
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leaf_value=0.0051904185438308402 0.02221339929271849 0.0022302435275499857 -0.014996921065099172 0.0077986530046169648 -0.0045505389562716372
leaf_weight=175.0158174932003 631.71372433006763 172.44215629994869 181.13690702617168 141.76953755319118 308.77498942613602
leaf_count=857 2403 865 1238 653 1776
internal_value=0.00774058 0.0166715 -0.00503796 0.0197875 -0.00880002
internal_weight=1610.85 945.925 664.928 773.483 489.912
internal_count=7792 3921 3871 3056 3014
is_linear=0
shrinkage=0.0377289


Tree=22
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=229.092 67.3333 15.198
threshold=550.50000000000011 616.50000000000011 516.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
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leaf_value=-0.02075047790627485 0.0096339107259002087 0.029303022200632557 -0.0070560694216163459
leaf_weight=220.13172029703856 724.3578764051199 382.79991428554058 282.48119781911373
leaf_count=1663 3212 1220 1647
internal_value=0.00726319 0.0167761 -0.0135143
internal_weight=1609.77 1107.16 502.613
internal_count=7742 4432 3310
is_linear=0
shrinkage=0.0377289


Tree=23
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=202.98 43.8266 27.3429
threshold=564.50000000000011 622.50000000000011 518.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.01778303346746098 0.01269843396049717 0.030089545871454633 -0.0018972189221000549
leaf_weight=234.0142377614975 631.97156223654747 330.80199594795704 413.09281127154827
leaf_count=1776 2612 1032 2313
internal_value=0.00824348 0.0190914 -0.00794409
internal_weight=1609.88 962.774 647.107
internal_count=7733 3644 4089
is_linear=0
shrinkage=0.0377289


Tree=24
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=217.103 40.6901 38.1051
threshold=564.50000000000011 616.50000000000011 516.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.020850960336444006 0.01223318558759672 0.028566639127884614 -0.001922085215103321
leaf_weight=223.73736699670553 580.39834059774876 384.88382981717587 418.25827199220657
leaf_count=1739 2418 1213 2364
internal_value=0.00795158 0.0191245 -0.00887967
internal_weight=1607.28 965.282 641.996
internal_count=7734 3631 4103
is_linear=0
shrinkage=0.0377289


Tree=25
num_leaves=6
num_cat=0
split_feature=5 2 1 4 4
split_gain=118.551 25.2016 16.5124 11.6069 8.29884
threshold=3.5000000000000004 4.5000000000000009 0.61055000000000015 4.5000000000000009 4.5000000000000009
decision_type=2 2 2 2 2
left_child=1 -1 3 -2 -3
right_child=2 4 -4 -5 -6
leaf_value=0.021797978309827701 0.001383154432250602 0.01451867637444239 0.0081459092164962929 -0.0099283935086290787 0.0035582690467921836
leaf_weight=479.13845786452293 169.71680735051632 172.06152734160423 108.67778830230236 445.50753681361675 240.01242159307003
leaf_count=1753 826 686 538 2744 1210
internal_value=0.00686922 0.0159532 -0.00440202 -0.00682451 0.00857011
internal_weight=1615.11 891.212 723.902 615.224 412.074
internal_count=7757 3649 4108 3570 1896
is_linear=0
shrinkage=0.0377289


Tree=26
num_leaves=5
num_cat=0
split_feature=0 0 0 5
split_gain=189.221 41.0714 19.9345 7.2673
threshold=564.50000000000011 612.50000000000011 507.50000000000006 4.5000000000000009
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.018821467467852876 0.010408231735549875 0.026541083371352574 0.0002693902877038024 -0.008949747604786288
leaf_weight=173.78880800306797 545.41865530610085 417.26387616991997 250.91009244322777 210.80970804393291
leaf_count=1384 2279 1324 1417 1278
internal_value=0.00731496 0.0177374 -0.00849633 -0.00408614
internal_weight=1598.19 962.683 635.509 461.72
internal_count=7682 3603 4079 2695
is_linear=0
shrinkage=0.0377289


Tree=27
num_leaves=5
num_cat=0
split_feature=0 0 3 0
split_gain=158.686 43.8199 12.3816 11.9719
threshold=600.50000000000011 526.50000000000011 1.0000000180025095e-35 644.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.01513495269193676 0.016576577443103566 -0.0052484970199725015 0.0047781077158888276 0.030733164104641903
leaf_weight=286.04775308072567 356.44575376808643 235.56717750430107 547.75553154945374 171.63583754003048
leaf_count=2159 1235 1189 2619 513
internal_value=0.00542324 -0.00295943 0.00169186 0.0219792
internal_weight=1597.45 1069.37 783.323 528.082
internal_count=7715 5967 3808 1748
is_linear=0
shrinkage=0.0377289


Tree=28
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=158.139 48.7373 18.5569 16.5532
threshold=550.50000000000011 644.50000000000011 493.50000000000006 598.50000000000011
decision_type=2 2 2 2
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=-0.024689320420461729 0.0051939757811695249 0.031148913706865247 -0.0074091430639623033 0.015540537995172346
leaf_weight=111.92992337793112 550.67054034769535 169.60713982582092 370.46300088614225 385.88308492302895
leaf_count=930 2502 504 2368 1341
internal_value=0.00559276 0.0133976 -0.0121115 0.0096725
internal_weight=1588.55 1106.16 482.393 936.554
internal_count=7645 4347 3298 3843
is_linear=0
shrinkage=0.0377289


Tree=29
num_leaves=5
num_cat=0
split_feature=2 1 7 4
split_gain=51.529 24.0812 17.1257 11.736
threshold=4.5000000000000009 0.53835000000000011 54.500000000000007 5.5000000000000009
decision_type=2 2 2 2
left_child=1 -1 3 -2
right_child=2 -3 -4 -5
leaf_value=0.0072075490123001979 0.0044027682747492213 0.021906928615256858 -0.014849744015087641 -0.0049085781009287266
leaf_weight=445.41301295906305 551.73738005757332 256.29650954902172 87.075266301631927 272.61866065114737
leaf_count=1882 2639 935 597 1714
internal_value=0.00542368 0.0129719 -0.000504259 0.00126781
internal_weight=1613.14 701.71 911.431 824.356
internal_count=7767 2817 4950 4353
is_linear=0
shrinkage=0.0377289


Tree=30
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=146.096 40.1686 17.1822
threshold=564.50000000000011 622.50000000000011 507.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.017644576486207229 0.0095564131603023232 0.025941428083905597 -0.0036801982694865615
leaf_weight=162.94430463016033 651.05140127241611 328.50436337292194 460.54552464932203
leaf_count=1352 2631 1007 2702
internal_value=0.00642001 0.0154025 -0.00769904
internal_weight=1603.05 979.556 623.49
internal_count=7692 3638 4054
is_linear=0
shrinkage=0.0377289


Tree=31
num_leaves=5
num_cat=0
split_feature=5 4 4 7
split_gain=77.6316 15.5268 13.0273 10.1506
threshold=2.5000000000000004 4.5000000000000009 4.5000000000000009 53.500000000000007
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.021886555895070384 0.0058012952743414573 0.0088019302384155056 -0.0011758769993744176 -0.013879987780416778
leaf_weight=353.04062405228615 325.40629041194916 255.8411974683404 575.17473463714123 89.209755808115005
leaf_count=1215 1439 1112 3295 621
internal_value=0.00637777 0.0167675 -0.000176263 -0.00320454
internal_weight=1598.67 608.882 989.791 664.384
internal_count=7682 2327 5355 3916
is_linear=0
shrinkage=0.0377289


Tree=32
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=125.161 32.7162 20.4106 8.73704
threshold=564.50000000000011 651.50000000000011 522.50000000000011 600.50000000000011
decision_type=2 2 2 2
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=-0.015802716705419422 0.0063532429994166435 0.029866239612446641 -0.001963685876830316 0.01443800182436368
leaf_weight=244.83559168875217 437.21630166471004 138.10100738704205 376.23296257853508 412.03915768861771
leaf_count=1964 1846 407 2103 1402
internal_value=0.00542083 0.0136767 -0.00769218 0.0104959
internal_weight=1608.43 987.356 621.069 849.255
internal_count=7722 3655 4067 3248
is_linear=0
shrinkage=0.0377289


Tree=33
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=104.516 30.0803 27.2545
threshold=564.50000000000011 507.50000000000006 644.50000000000011
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.019557119802705615 0.0098233648834741595 -0.0013131273872085628 0.026341760645021361
leaf_weight=161.69129008054733 808.79547008872032 466.6795199662447 169.52770183980465
leaf_count=1383 3109 2732 507
internal_value=0.00547306 -0.00640221 0.0130963
internal_weight=1606.69 628.371 978.323
internal_count=7731 4115 3616
is_linear=0
shrinkage=0.0377289


Tree=34
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=116.499 35.2432 18.7195
threshold=564.50000000000011 614.50000000000011 516.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.016428084203456799 0.0069314176923123434 0.021556095312919365 -0.0026481306412733103
leaf_weight=199.25948847085238 582.89003974199295 406.85297830402851 426.18690069019794
leaf_count=1693 2378 1271 2435
internal_value=0.00524073 0.0132075 -0.00735611
internal_weight=1615.19 989.743 625.446
internal_count=7777 3649 4128
is_linear=0
shrinkage=0.0377289


Tree=35
num_leaves=5
num_cat=0
split_feature=4 2 3 1
split_gain=43.4325 20.7947 17.9933 10.786
threshold=4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 0.34795000000000004
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.017444160161413758 -0.0080708966703507377 0.0039827360628853807 -0.0027298511412038478 0.0070733204760769306
leaf_weight=384.05458820611238 294.785674713552 298.01996970921755 260.39402101188898 360.04999247938395
leaf_count=1355 1788 1312 1489 1750
internal_value=0.00472587 0.0118018 -0.000652385 0.00296902
internal_weight=1597.3 682.075 915.23 620.444
internal_count=7694 2667 5027 3239
is_linear=0
shrinkage=0.0377289


Tree=36
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=107.713 28.1861 18.739
threshold=587.50000000000011 520.50000000000011 644.50000000000011
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.015620505224305381 0.011156618801091681 -0.00042831606688975424 0.026137432127868239
leaf_weight=217.43328455835581 528.67225143313408 672.3006340265274 163.9765440672636
leaf_count=1830 1875 3443 489
internal_value=0.0042805 -0.00437067 0.0152496
internal_weight=1582.38 889.734 692.649
internal_count=7637 5273 2364
is_linear=0
shrinkage=0.0377289


Tree=37
num_leaves=5
num_cat=0
split_feature=0 0 0 0
split_gain=108.624 35.0388 13.8509 8.26966
threshold=614.50000000000011 507.50000000000006 564.50000000000011 644.50000000000011
decision_type=2 2 2 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.017370468238943646 0.013999687755724216 -0.0039848817122660135 0.0046509418022207772 0.027048577510735385
leaf_weight=157.69312067329884 242.32548813521862 456.82473088800907 576.79223835468292 171.94755835831165
leaf_count=1402 781 2707 2349 511
internal_value=0.00404245 -0.00179136 0.000816981 0.0202467
internal_weight=1605.58 1191.31 1033.62 414.273
internal_count=7750 6458 5056 1292
is_linear=0
shrinkage=0.0377289


Tree=38
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=91.7955 25.464 17.2987
threshold=564.50000000000011 636.50000000000011 520.50000000000011
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.015598186335296818 0.0075338091483422532 0.022011247138477172 -0.0024214495268371963
leaf_weight=212.11446009576321 770.57989472150803 220.48483888804913 395.69400507211685
leaf_count=1827 2964 670 2238
internal_value=0.00407185 0.0110798 -0.00731965
internal_weight=1598.87 991.065 607.808
internal_count=7699 3634 4065
is_linear=0
shrinkage=0.0377289


Tree=39
num_leaves=4
num_cat=0
split_feature=4 2 1
split_gain=36.8401 14.7859 14.3901
threshold=5.5000000000000009 4.5000000000000009 0.43345000000000006
decision_type=2 2 2
left_child=1 -1 -2
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leaf_value=0.012434558077237791 -0.0099645396178797974 0.0038530232912822441 0.0037437921488673925
leaf_weight=582.86439584940672 255.72806057333946 594.22437649965286 166.3523420765996
leaf_count=2194 1704 2886 929
internal_value=0.00482338 0.00822395 -0.00457159
internal_weight=1599.17 1177.09 422.08
internal_count=7713 5080 2633
is_linear=0
shrinkage=0.0377289


Tree=40
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=85.1818 30.332 18.9407
threshold=564.50000000000011 646.50000000000011 493.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.020547175959473373 0.0077392901575975871 0.025449111714578154 -0.003540112582286922
leaf_weight=100.36304057389498 826.67962801456451 155.47687527537346 501.30687280744314
leaf_count=936 3133 464 3123
internal_value=0.00416372 0.0109407 -0.00686945
internal_weight=1583.83 982.157 601.67
internal_count=7656 3597 4059
is_linear=0
shrinkage=0.0377289


Tree=41
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=96.5966 27.7248 15.9963
threshold=564.50000000000011 618.50000000000011 493.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.020998068887313023 0.0052471898376352764 0.01843655148917395 -0.0053520293673757213
leaf_weight=103.2071924880147 615.01856528222561 363.12702618539333 510.3217733874917
leaf_count=978 2448 1127 3196
internal_value=0.00308619 0.0103794 -0.00848261
internal_weight=1591.67 978.146 613.529
internal_count=7749 3575 4174
is_linear=0
shrinkage=0.0377289


Tree=42
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=76.2708 29.7257 9.86571
threshold=550.50000000000011 622.50000000000011 505.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.016385438604105955 0.0054296968099482338 0.018792923171163465 -0.0043584526632061025
leaf_weight=137.50950510799885 814.72833769023418 331.19838272035122 319.58574154227972
leaf_count=1291 3402 1022 2022
internal_value=0.00435331 0.00951729 -0.00843146
internal_weight=1603.02 1145.93 457.095
internal_count=7737 4424 3313
is_linear=0
shrinkage=0.0377289


Tree=43
num_leaves=5
num_cat=0
split_feature=0 0 0 3
split_gain=73.0232 23.2616 9.20436 7.07371
threshold=581.50000000000011 505.50000000000006 644.50000000000011 1.0000000180025095e-35
decision_type=2 2 2 2
left_child=1 -1 3 -2
right_child=2 -3 -4 -5
leaf_value=-0.017541406414347128 0.0013383535031314638 -0.001238033746295707 0.019764258607273464 0.011279289602093989
leaf_weight=135.93574173748493 135.56490522623062 675.77752842009068 159.97133618593216 473.95787744224072
leaf_count=1295 501 3716 488 1679
internal_value=0.00356037 -0.00428164 0.0117635 0.00917477
internal_weight=1581.21 811.713 769.494 609.523
internal_count=7679 5011 2668 2180
is_linear=0
shrinkage=0.0377289


Tree=44
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=61.9101 17.7168
threshold=546.50000000000011 646.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0082799814629380738 0.0064162036140031327 0.019922662528488483
leaf_weight=412.75641250610352 1022.0136034786701 150.44953157007694
leaf_count=3092 4126 459
internal_value=0.00401897 0.00842044
internal_weight=1585.22 1172.46
internal_count=7677 4585
is_linear=0
shrinkage=0.0377289


Tree=45
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=61.6245 21.0351
threshold=598.50000000000011 540.50000000000011
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.010053772661220465 0.012393129135743881 0.0011180252485407625
leaf_weight=354.89741388708353 573.9143875837326 658.19045297801495
leaf_count=2779 1894 3040
internal_value=0.00270893 -0.00288037
internal_weight=1587 1013.09
internal_count=7713 5819
is_linear=0
shrinkage=0.0377289


Tree=46
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=46.5192 20.4476 10.6829
threshold=564.50000000000011 644.50000000000011 490.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.015473681148952213 0.0060952024390093567 0.020223641195317683 -0.0020792804055394026
leaf_weight=86.530551753938198 839.82428362965584 167.23229166865349 503.59564075618982
leaf_count=866 3163 511 3198
internal_value=0.00387483 0.00875066 -0.00443214
internal_weight=1597.18 1007.06 590.126
internal_count=7738 3674 4064
is_linear=0
shrinkage=0.0377289


Tree=47
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=51.9054 15.475 13.0352
threshold=547.50000000000011 642.50000000000011 499.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.019179831614076465 0.004351977068264833 0.016267704683559064 -0.0043955724839129214
leaf_weight=110.39010435342789 986.98118956387043 172.51482877135277 304.18287259340286
leaf_count=1105 3996 535 2031
internal_value=0.00225797 0.00634526 -0.00893379
internal_weight=1574.07 1159.5 414.573
internal_count=7667 4531 3136
is_linear=0
shrinkage=0.0377289


Tree=48
num_leaves=5
num_cat=0
split_feature=0 0 3 0
split_gain=46.8048 16.3406 12.8393 9.92486
threshold=564.50000000000011 636.50000000000011 1.0000000180025095e-35 503.50000000000006
decision_type=2 2 2 2
left_child=3 2 -2 -1
right_child=1 -3 -4 -5
leaf_value=-0.01533258413404566 -0.0044526847805124283 0.015424949411047748 0.0066247526147909077 -0.0036807830509484399
leaf_weight=124.98406447470188 180.82726965844631 220.48064212501049 585.6305515319109 464.59512030333281
leaf_count=1255 718 687 2205 2843
internal_value=0.00175772 0.00674317 0.00395162 -0.00651863
internal_weight=1576.52 986.938 766.458 589.579
internal_count=7708 3610 2923 4098
is_linear=0
shrinkage=0.0377289


Tree=49
num_leaves=5
num_cat=0
split_feature=0 0 1 1
split_gain=39.895 12.1929 11.0804 11.9842
threshold=598.50000000000011 642.50000000000011 0.11165000000000001 0.25695000000000007
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.013972217715547675 0.0056701754567638077 0.017681116581959398 0.0062473001927765949 -0.0035663942355701676
leaf_weight=90.090460665524006 395.2557088136673 175.73437924683094 216.53768689185381 702.05028633773327
leaf_count=678 1350 544 1274 3878
internal_value=0.00196631 0.00978087 -0.00253515 -0.00116661
internal_weight=1579.67 570.99 1008.68 918.588
internal_count=7724 1894 5830 5152
is_linear=0
shrinkage=0.0377289


Tree=50
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=47.4394 11.3377
threshold=587.50000000000011 514.50000000000011
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.011711536916291143 0.0095701454774348178 -0.0011988160760213478
leaf_weight=168.3817937746644 707.4934743642807 710.25402141362429
leaf_count=1640 2407 3716
internal_value=0.00241389 -0.00340677
internal_weight=1586.13 878.636
internal_count=7763 5356
is_linear=0
shrinkage=0.0377289


Tree=51
num_leaves=3
num_cat=0
split_feature=7 4
split_gain=16.2328 9.37829
threshold=53.500000000000007 3.5000000000000004
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.010401618026796332 -0.0095014557729817557 0.002322486965947427
leaf_weight=233.80284053832293 126.46911886334419 1213.4391949698329
leaf_count=840 858 5999
internal_value=0.00257507 0.00374215
internal_weight=1573.71 1447.24
internal_count=7697 6839
is_linear=0
shrinkage=0.0377289


Tree=52
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=46.6274 12.8723 7.57844
threshold=587.50000000000011 536.50000000000011 646.50000000000011
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.010215075930341549 0.0062431104224889861 -0.00077189862416636207 0.016046081084518306
leaf_weight=314.96299708634615 553.56339901685715 551.209144115448 143.75917138159275
leaf_count=2613 1923 2698 449
internal_value=0.00145624 -0.00434343 0.00860913
internal_weight=1563.49 866.172 697.323
internal_count=7683 5311 2372
is_linear=0
shrinkage=0.0377289


Tree=53
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=36.6488 10.0976 9.89207
threshold=564.50000000000011 516.50000000000011 651.50000000000011
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.01264601144374789 0.0049418550886522333 -0.0018298413142171957 0.015809651226802387
leaf_weight=164.70461028069258 871.94501100480556 406.89107877761126 128.3182618021965
leaf_count=1627 3247 2382 402
internal_value=0.00227243 -0.00522993 0.00658998
internal_weight=1571.86 571.596 1000.26
internal_count=7658 4009 3649
is_linear=0
shrinkage=0.0377289


Tree=54
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=34.0373 16.9623
threshold=609.50000000000011 503.50000000000006
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.013738845871708819 0.010778803560120141 0.00031634701604273574
leaf_weight=120.32702562958002 443.41187530755997 1010.8304762244225
leaf_count=1260 1431 5064
internal_value=0.00213705 -0.00135092
internal_weight=1574.57 1131.16
internal_count=7755 6324
is_linear=0
shrinkage=0.0377289


Tree=55
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=35.5216 13.2191 7.14768
threshold=546.50000000000011 651.50000000000011 490.50000000000006
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.017137021932599982 0.003428582161048349 0.015596068319237126 -0.0047947875508840901
leaf_weight=78.396024726331234 1029.307447835803 130.27062398195267 312.72854798287153
leaf_count=854 4142 410 2224
internal_value=0.00169981 0.00501409 -0.00788576
internal_weight=1550.7 1159.58 391.125
internal_count=7630 4552 3078
is_linear=0
shrinkage=0.0377289


Tree=56
num_leaves=4
num_cat=0
split_feature=0 0 3
split_gain=41.3869 12.1577 9.80349
threshold=609.50000000000011 493.50000000000006 1.0000000180025095e-35
decision_type=2 2 2
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-0.013311397509965826 0.012141621017984381 -0.0053585705136397713 0.0024406538010348618
leaf_weight=88.530142053961754 448.71526157855988 312.86870131641626 727.88233862817287
leaf_count=969 1442 1739 3619
internal_value=0.00268673 -0.00118545 3.36559e-05
internal_weight=1578 1129.28 1040.75
internal_count=7769 6327 5358
is_linear=0
shrinkage=0.0377289


Tree=57
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=30.3855 12.3363
threshold=564.50000000000011 651.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0046400709441290116 0.0042731896826140401 0.016229363688076811
leaf_weight=576.64429572969675 863.607845723629 130.67445214092731
leaf_count=4099 3211 412
internal_value=0.0021443 0.00610525
internal_weight=1570.93 994.282
internal_count=7722 3623
is_linear=0
shrinkage=0.0377289


Tree=58
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=31.9697 15.2721
threshold=600.50000000000011 520.50000000000011
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.010443856499941159 0.009852276962343802 0.00085243438325937042
leaf_weight=193.94125926494598 530.15617001056671 846.0021989941597
leaf_count=1918 1743 4088
internal_value=0.00247316 -0.00137586
internal_weight=1570.1 1039.94
internal_count=7749 6006
is_linear=0
shrinkage=0.0377289


Tree=59
num_leaves=3
num_cat=0
split_feature=7 1
split_gain=13.0118 7.99437
threshold=52.500000000000007 0.61055000000000015
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.00094128617820848871 -0.0088406620443252527 0.0076972701071792221
leaf_weight=1106.2789176702499 141.71092166751623 307.73007598519325
leaf_count=5464 966 1240
internal_value=0.00136578 0.00249428
internal_weight=1555.72 1414.01
internal_count=7670 6704
is_linear=0
shrinkage=0.0377289


Tree=60
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=38.4503 12.4368
threshold=550.50000000000011 642.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0071869393090821122 0.0039832896300593702 0.014686822147445211
leaf_weight=431.25374861061573 952.62313003838062 173.42337208986282
leaf_count=3354 3774 550
internal_value=0.00218139 0.00583693
internal_weight=1557.3 1126.05
internal_count=7678 4324
is_linear=0
shrinkage=0.0377289


Tree=61
num_leaves=2
num_cat=0
split_feature=6
split_gain=17.3913
threshold=4.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0021606526876941246 0.0059408845102899184
leaf_weight=605.92527824640274 940.11742816865444
leaf_count=3812 3796
internal_value=0.00276764
internal_weight=1546.04
internal_count=7608
is_linear=0
shrinkage=0.0377289


Tree=62
num_leaves=4
num_cat=0
split_feature=0 7 0
split_gain=28.5386 15.3176 7.91666
threshold=609.50000000000011 53.500000000000007 507.50000000000006
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-0.0095188956640039121 0.0094354142714624858 -0.013477613721398836 0.0010841726858356856
leaf_weight=93.959979996085167 444.46240890026093 119.53090949356556 904.40524157881737
leaf_count=1008 1441 859 4390
internal_value=0.00154412 -0.00167855 -5.01508e-05
internal_weight=1562.36 1117.9 998.365
internal_count=7698 6257 5398
is_linear=0
shrinkage=0.0377289


Tree=63
num_leaves=4
num_cat=0
split_feature=3 7 4
split_gain=13.3824 8.4317 7.7713
threshold=1.0000000180025095e-35 47.500000000000007 4.5000000000000009
decision_type=2 2 2
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=0.0025919913501073954 0.0050796802286119198 -0.0037217204138301368 -0.0074996434285837001
leaf_weight=155.32173226773739 962.47332948446274 167.8509324863553 282.9465694129467
leaf_count=663 4293 963 1814
internal_value=0.00155817 0.0037199 -0.00391567
internal_weight=1568.59 1130.32 438.268
internal_count=7733 5256 2477
is_linear=0
shrinkage=0.0377289


Tree=64
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=19.9655 8.71582
threshold=536.50000000000011 651.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0064483364277098743 0.0029110637134242374 0.012832786454599707
leaf_weight=302.06150135397911 1121.3142716735601 127.54325625300407
leaf_count=2595 4647 411
internal_value=0.00198339 0.00409503
internal_weight=1550.92 1248.86
internal_count=7653 5058
is_linear=0
shrinkage=0.0377289


Tree=65
num_leaves=3
num_cat=0
split_feature=0 5
split_gain=31.105 11.3411
threshold=600.50000000000011 5.5000000000000009
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.00021459543491532428 0.0084858438105810674 -0.009104233604167556
leaf_weight=771.93453726172447 532.08586114645004 261.32847829163074
leaf_count=4103 1756 1913
internal_value=0.00122319 -0.00258315
internal_weight=1565.35 1033.26
internal_count=7772 6016
is_linear=0
shrinkage=0.0377289


Tree=66
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=18.1439 9.99938
threshold=536.50000000000011 630.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0066123596290301968 0.0017068385123079645 0.0099293709975947931
leaf_weight=298.10167752206326 1006.3378235548735 252.74913677573204
leaf_count=2598 4287 814
internal_value=0.00148532 0.00347774
internal_weight=1557.19 1259.09
internal_count=7699 5101
is_linear=0
shrinkage=0.0377289


Tree=67
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=24.9494 9.24501
threshold=555.50000000000011 651.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.00646994093143887 0.0024388884280757799 0.012863869987714905
leaf_weight=464.14914780855179 968.42349041998386 122.80411358177662
leaf_count=3564 3743 398
internal_value=0.000692771 0.00380516
internal_weight=1555.38 1091.23
internal_count=7705 4141
is_linear=0
shrinkage=0.0377289


Tree=68
num_leaves=4
num_cat=0
split_feature=0 1 1
split_gain=27.6378 10.7456 9.0314
threshold=547.50000000000011 0.24115000000000003 0.33855000000000007
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-0.006457362501570061 0.01279382252444298 -0.0043102316720692105 0.0048883787480290758
leaf_weight=389.53853914141655 189.35029572248459 169.66528967022896 788.89258168637753
leaf_count=3150 770 677 3006
internal_value=0.00201367 0.0049543 0.00319649
internal_weight=1537.45 1147.91 958.558
internal_count=7603 4453 3683
is_linear=0
shrinkage=0.0377289


Tree=69
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=13.9331 7.17071
threshold=516.50000000000011 655.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0077470663277646578 0.0027155818444950584 0.012274174274136983
leaf_weight=154.75230682641268 1296.119972102344 107.11049614846706
leaf_count=1656 5682 349
internal_value=0.00238493 0.00359465
internal_weight=1557.98 1403.23
internal_count=7687 6031
is_linear=0
shrinkage=0.0377289


Tree=70
num_leaves=2
num_cat=0
split_feature=0
split_gain=18.8327
threshold=587.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.002558307567591519 0.0056735895209506972
leaf_weight=852.6409670561552 706.13395172357559
leaf_count=5327 2411
internal_value=0.00118393
internal_weight=1558.77
internal_count=7738
is_linear=0
shrinkage=0.0377289


Tree=71
num_leaves=2
num_cat=0
split_feature=2
split_gain=9.20585
threshold=4.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0040355921623855904 -0.0017630060893808197
leaf_weight=691.72106689959764 844.1865768879652
leaf_count=2776 4856
internal_value=0.000856139
internal_weight=1535.91
internal_count=7632
is_linear=0
shrinkage=0.0377289


Tree=72
num_leaves=3
num_cat=0
split_feature=0 7
split_gain=16.3615 9.69641
threshold=655.50000000000011 54.500000000000007
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.00093551223810150899 0.014782531714837848 -0.01033903958232295
leaf_weight=1357.8182789608836 97.271732300519943 99.295813821256161
leaf_count=6638 316 766
internal_value=0.00113001 4.51831e-05
internal_weight=1554.39 1457.11
internal_count=7720 7404
is_linear=0
shrinkage=0.0377289


Tree=73
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=19.3041 10.8789
threshold=536.50000000000011 644.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0077021142215492437 0.0014014429955434206 0.011808763793652173
leaf_weight=292.41684055328369 1091.3923139572144 147.5613330155611
leaf_count=2605 4558 483
internal_value=0.000718823 0.0027964
internal_weight=1531.37 1238.95
internal_count=7646 5041
is_linear=0
shrinkage=0.0377289


Tree=74
num_leaves=4
num_cat=0
split_feature=6 7 7
split_gain=20.6137 7.94406 7.92371
threshold=4.5000000000000009 18.500000000000004 53.500000000000007
decision_type=2 2 2
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-0.0105115637081342 0.0052366237858962631 0.0015072168279674514 -0.010615834868726616
leaf_weight=153.96066401898861 941.66633366793394 368.44015890359879 77.497859060764313
leaf_count=899 3820 2313 645
internal_value=0.00178799 -0.00359785 -0.00089564
internal_weight=1541.57 599.899 445.938
internal_count=7677 3857 2958
is_linear=0
shrinkage=0.0377289


Tree=75
num_leaves=2
num_cat=0
split_feature=0
split_gain=13.4386
threshold=505.50000000000006
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0098591769906054127 0.002660607762734247
leaf_weight=114.64614149928093 1437.6037000715733
leaf_count=1318 6380
internal_value=0.00162681
internal_weight=1552.25
internal_count=7698
is_linear=0
shrinkage=0.0377289


Tree=76
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=18.7072 9.6841
threshold=600.50000000000011 501.50000000000006
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.012145999792812633 0.0065679375378529031 -0.00069609174515411465
leaf_weight=101.27928664535284 533.7131859511137 917.01866842061281
leaf_count=1194 1774 4755
internal_value=0.000959687 -0.00202839
internal_weight=1552.01 1018.3
internal_count=7723 5949
is_linear=0
shrinkage=0.0377289


Tree=77
num_leaves=2
num_cat=0
split_feature=1
split_gain=9.97369
threshold=0.78090000000000015
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00034570241943367966 0.011374144882703713
leaf_weight=1451.5455116033554 92.464631989598274
leaf_count=7324 349
internal_value=0.000468564
internal_weight=1544.01
internal_count=7673
is_linear=0
shrinkage=0.0377289


Tree=78
num_leaves=2
num_cat=0
split_feature=0
split_gain=17.132
threshold=536.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0069350864443002 0.0029808599722128308
leaf_weight=289.80241195857525 1249.2443546503782
leaf_count=2620 5061
internal_value=0.00104807
internal_weight=1539.05
internal_count=7681
is_linear=0
shrinkage=0.0377289


Tree=79
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=16.1628 8.50469
threshold=507.50000000000006 655.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.01068794230002044 0.0019559434962669923 0.012322926027242411
leaf_weight=118.4280695989728 1331.6357983127236 106.32436832785606
leaf_count=1384 5996 352
internal_value=0.00172047 0.00286893
internal_weight=1556.39 1437.96
internal_count=7732 6348
is_linear=0
shrinkage=0.0377289


Tree=80
num_leaves=2
num_cat=0
split_feature=0
split_gain=14.4524
threshold=564.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0037804534388943389 0.003709198008581392
leaf_weight=552.77845895290375 1005.3045619875193
leaf_count=4099 3663
internal_value=0.00103114
internal_weight=1558.08
internal_count=7762
is_linear=0
shrinkage=0.0377289


Tree=81
num_leaves=2
num_cat=0
split_feature=1
split_gain=11.4232
threshold=0.61055000000000015
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0021803366098298283 0.0055496735881713916
leaf_weight=1214.4131289720535 330.59095965325832
leaf_count=6348 1377
internal_value=-0.000474474
internal_weight=1545
internal_count=7725
is_linear=0
shrinkage=0.0377289


Tree=82
num_leaves=2
num_cat=0
split_feature=0
split_gain=14.2884
threshold=657.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0010305647271424058 0.012878842055515514
leaf_weight=1434.1452297568321 94.701874509453773
leaf_count=7342 314
internal_value=-2.3981e-05
internal_weight=1528.85
internal_count=7656
is_linear=0
shrinkage=0.0377289


Tree=83
num_leaves=3
num_cat=0
split_feature=7 1
split_gain=19.9833 11.7089
threshold=52.500000000000007 0.61055000000000015
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.0011196226790535487 -0.011412177369090304 0.0093414380744321329
leaf_weight=1094.2992375940084 132.97275795042515 303.68977096676826
leaf_count=5474 948 1229
internal_value=0.0016287 0.00300528
internal_weight=1530.96 1397.99
internal_count=7651 6703
is_linear=0
shrinkage=0.0377289


Tree=84
num_leaves=3
num_cat=0
split_feature=0 7
split_gain=14.5688 10.1626
threshold=655.50000000000011 54.500000000000007
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.00053460997255211124 0.013150268739852391 -0.011320484246120687
leaf_weight=1349.7033906131983 104.84140881896019 92.666086710989475
leaf_count=6637 349 743
internal_value=0.000698789 -0.000345142
internal_weight=1547.21 1442.37
internal_count=7729 7380
is_linear=0
shrinkage=0.0377289


Tree=85
num_leaves=2
num_cat=0
split_feature=7
split_gain=10.2176
threshold=53.500000000000007
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0021591009780003467 -0.0087770770547961254
leaf_weight=1442.5812558978796 114.01024786382914
leaf_count=6881 851
internal_value=0.00126023
internal_weight=1556.59
internal_count=7732
is_linear=0
shrinkage=0.0377289


Tree=86
num_leaves=2
num_cat=0
split_feature=0
split_gain=9.54593
threshold=564.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0032201351774594541 0.0028584404325496422
leaf_weight=557.30519679188728 997.99930226802826
leaf_count=4117 3648
internal_value=0.000660539
internal_weight=1555.3
internal_count=7765
is_linear=0
shrinkage=0.0377289


Tree=87
num_leaves=3
num_cat=0
split_feature=0 1
split_gain=13.8746 10.5813
threshold=501.50000000000006 0.6170000000000001
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.011580873206196622 0.00030162378205641973 0.0079196756466303787
leaf_weight=95.784239709377289 1135.8651744350791 319.63567018508911
leaf_count=1171 5296 1257
internal_value=0.00108448 0.00205571
internal_weight=1551.29 1455.5
internal_count=7724 6553
is_linear=0
shrinkage=0.0377289


Tree=88
num_leaves=2
num_cat=0
split_feature=0
split_gain=11.145
threshold=526.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0067438837606744167 0.0022467531387195656
leaf_weight=210.72728630900383 1342.8781269267201
leaf_count=2134 5611
internal_value=0.000957171
internal_weight=1553.61
internal_count=7745
is_linear=0
shrinkage=0.0377289


Tree=89
num_leaves=2
num_cat=0
split_feature=6
split_gain=8.28063
threshold=5.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0011653655512006476 0.0049628958479434604
leaf_weight=1130.490458868444 413.03882956504822
leaf_count=6244 1502
internal_value=0.000503646
internal_weight=1543.53
internal_count=7746
is_linear=0
shrinkage=0.0377289


Tree=90
num_leaves=2
num_cat=0
split_feature=0
split_gain=11.6489
threshold=657.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-7.2269216668970873e-05 0.012408157164942396
leaf_weight=1452.1441906839609 96.083463951945305
leaf_count=7422 323
internal_value=0.000824864
internal_weight=1548.23
internal_count=7745
is_linear=0
shrinkage=0.0377289


Tree=91
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=14.6094 8.677
threshold=657.50000000000011 507.50000000000006
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.0098275834215131325 0.013159674292777618 0.00018690583213559135
leaf_weight=117.12209532409906 97.757245048880577 1310.1127203404903
leaf_count=1421 329 5915
internal_value=0.000287819 -0.000734861
internal_weight=1524.99 1427.23
internal_count=7665 7336
is_linear=0
shrinkage=0.0377289


Tree=92
num_leaves=3
num_cat=0
split_feature=3 0
split_gain=10.1216 9.08868
threshold=1.0000000180025095e-35 522.50000000000011
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-0.0041282571357723176 -0.0071594543702177002 0.0037388501894567703
leaf_weight=427.82096069306135 103.83830300718546 992.27246808260679
leaf_count=2472 1085 4063
internal_value=0.000673008 0.00259402
internal_weight=1523.93 1096.11
internal_count=7620 5148
is_linear=0
shrinkage=0.0377289


Tree=93
num_leaves=2
num_cat=0
split_feature=1
split_gain=9.98655
threshold=0.61055000000000015
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00099787054807688237 0.0062683459032516911
leaf_weight=1216.7406498789787 325.6177332252264
leaf_count=6374 1346
internal_value=0.000581137
internal_weight=1542.36
internal_count=7720
is_linear=0
shrinkage=0.0377289


Tree=94
num_leaves=3
num_cat=0
split_feature=6 7
split_gain=16.5868 8.44606
threshold=6.5000000000000009 54.500000000000007
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.00015666316271106991 0.014456483844286386 -0.010644001809161951
leaf_weight=1354.072428368032 92.719577342271805 92.739250093698502
leaf_count=6630 313 755
internal_value=0.000408881 -0.000645952
internal_weight=1539.53 1446.81
internal_count=7698 7385
is_linear=0
shrinkage=0.0377289


Tree=95
num_leaves=2
num_cat=0
split_feature=0
split_gain=14.135
threshold=646.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00015168579202421383 0.011696917239379923
leaf_weight=1405.5740716308355 140.75818634033203
leaf_count=7249 474
internal_value=0.00103778
internal_weight=1546.33
internal_count=7723
is_linear=0
shrinkage=0.0377289


Tree=96
num_leaves=2
num_cat=0
split_feature=0
split_gain=9.38921
threshold=600.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0027218102978855156 0.0034441536211078745
leaf_weight=1004.0046584829688 516.86056138575077
leaf_count=5903 1738
internal_value=-0.000602643
internal_weight=1520.87
internal_count=7641
is_linear=0
shrinkage=0.0377289


Tree=97
num_leaves=2
num_cat=0
split_feature=6
split_gain=7.24389
threshold=6.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0004177241390849358 0.0095119141227110182
leaf_weight=1437.3486664742231 93.983906134963036
leaf_count=7351 322
internal_value=0.000284922
internal_weight=1531.33
internal_count=7673
is_linear=0
shrinkage=0.0377289


Tree=98
num_leaves=2
num_cat=0
split_feature=0
split_gain=9.15571
threshold=657.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.00035969538927769162 0.01166205671870177
leaf_weight=1427.8240697979927 91.580835998058319
leaf_count=7248 313
internal_value=0.00117423
internal_weight=1519.4
internal_count=7561
is_linear=0
shrinkage=0.0377289


Tree=99
num_leaves=2
num_cat=0
split_feature=0
split_gain=10.669
threshold=614.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00092708134441539471 0.0063061078084045976
leaf_weight=1152.6428558453918 367.25264693796635
leaf_count=6411 1210
internal_value=0.000864129
internal_weight=1519.9
internal_count=7621
is_linear=0
shrinkage=0.0377289


Tree=100
num_leaves=2
num_cat=0
split_feature=0
split_gain=11.7471
threshold=564.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0030338578128983225 0.0037824700352516783
leaf_weight=544.01537574082613 980.65687230229378
leaf_count=4064 3562
internal_value=0.00133477
internal_weight=1524.67
internal_count=7626
is_linear=0
shrinkage=0.0377289


Tree=101
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.10729
threshold=505.50000000000006
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0074203716291360335 0.0020200719759846568
leaf_weight=104.62983905524015 1415.1128005459905
leaf_count=1306 6315
internal_value=0.00128371
internal_weight=1519.74
internal_count=7621
is_linear=0
shrinkage=0.0377289


Tree=102
num_leaves=2
num_cat=0
split_feature=0
split_gain=11.0844
threshold=516.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.010699358736902155 -0.00029038058287497628
leaf_weight=144.68493045866489 1388.9819142594934
leaf_count=1701 6022
internal_value=-0.00138952
internal_weight=1533.67
internal_count=7723
is_linear=0
shrinkage=0.0377289


Tree=103
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.01383
threshold=657.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.00030242531643273613 0.010742394379965181
leaf_weight=1443.3849062174559 94.585421025753021
leaf_count=7371 327
internal_value=0.00106619
internal_weight=1537.97
internal_count=7698
is_linear=0
shrinkage=0.0377289


Tree=104
num_leaves=2
num_cat=0
split_feature=7
split_gain=9.27436
threshold=52.500000000000007
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.001022723324901225 -0.0088574088064704831
leaf_weight=1397.9646187201142 130.96160277724266
leaf_count=6726 970
internal_value=7.73259e-05
internal_weight=1528.93
internal_count=7696
is_linear=0
shrinkage=0.0377289


Tree=105
num_leaves=2
num_cat=0
split_feature=6
split_gain=7.99675
threshold=6.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00059670418519951109 0.0097198470598425356
leaf_weight=1441.0271315649152 96.758443668484688
leaf_count=7377 334
internal_value=0.000147229
internal_weight=1537.79
internal_count=7711
is_linear=0
shrinkage=0.0377289


Tree=106
num_leaves=2
num_cat=0
split_feature=1
split_gain=8.01416
threshold=0.75170000000000015
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00044262338149290872 0.0090282314422122194
leaf_weight=1412.1367372348905 120.94702787697315
leaf_count=7235 466
internal_value=0.000390344
internal_weight=1533.08
internal_count=7701
is_linear=0
shrinkage=0.0377289


Tree=107
num_leaves=2
num_cat=0
split_feature=0
split_gain=10.963
threshold=655.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00024034956990464358 0.011800714210259251
leaf_weight=1436.2974124774337 97.565955385565758
leaf_count=7388 337
internal_value=0.000642539
internal_weight=1533.86
internal_count=7725
is_linear=0
shrinkage=0.0377289


Tree=108
num_leaves=2
num_cat=0
split_feature=0
split_gain=9.49016
threshold=528.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0066516199637832894 0.0014950946790121382
leaf_weight=221.32323119044304 1325.7178777009249
leaf_count=2271 5530
internal_value=0.0002601
internal_weight=1547.04
internal_count=7801
is_linear=0
shrinkage=0.0377289


Tree=109
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.1979
threshold=655.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00092525845043626119 0.0090227161063574091
leaf_weight=1438.6602351367474 92.773505449295044
leaf_count=7386 325
internal_value=-0.000218678
internal_weight=1531.43
internal_count=7711
is_linear=0
shrinkage=0.0377289


Tree=110
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.44495
threshold=600.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0025079877929879983 0.0029985215470655227
leaf_weight=1003.1995424553752 512.25364814698696
leaf_count=5959 1733
internal_value=-0.000625318
internal_weight=1515.45
internal_count=7692
is_linear=0
shrinkage=0.0377289


Tree=111
num_leaves=2
num_cat=0
split_feature=3
split_gain=8.54261
threshold=1.0000000180025095e-35
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0036312526686055392 0.0025444937951681905
leaf_weight=423.058260448277 1126.5009660944343
leaf_count=2463 5320
internal_value=0.000828342
internal_weight=1549.56
internal_count=7783
is_linear=0
shrinkage=0.0377289


Tree=112
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.33629
threshold=547.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0046437231943924958 0.0017070062819027935
leaf_weight=373.23414182662964 1163.4925083965063
leaf_count=3192 4549
internal_value=0.000121629
internal_weight=1536.73
internal_count=7741
is_linear=0
shrinkage=0.0377289


Tree=113
num_leaves=2
num_cat=0
split_feature=2
split_gain=8.81611
threshold=6.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0011308613064260258 -0.008203399039975209
leaf_weight=1387.3124359622598 141.91540599241853
leaf_count=6597 1117
internal_value=0.000173201
internal_weight=1529.23
internal_count=7714
is_linear=0
shrinkage=0.0377289


Tree=114
num_leaves=2
num_cat=0
split_feature=0
split_gain=10.3563
threshold=655.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0016368944360007629 0.010264511506642961
leaf_weight=1397.8759605102241 93.656952559947968
leaf_count=7228 328
internal_value=-0.000769791
internal_weight=1491.53
internal_count=7556
is_linear=0
shrinkage=0.0377289


Tree=115
num_leaves=2
num_cat=0
split_feature=4
split_gain=7.16883
threshold=4.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0029472565796132538 -0.0022126302121770035
leaf_weight=659.94318470358849 862.76437688246369
leaf_count=2655 5040
internal_value=2.37566e-05
internal_weight=1522.71
internal_count=7695
is_linear=0
shrinkage=0.0377289


Tree=116
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.65533
threshold=505.50000000000006
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0086485265096795695 0.0013690092390217551
leaf_weight=98.821355421096087 1411.5761232450604
leaf_count=1276 6350
internal_value=0.000612993
internal_weight=1510.4
internal_count=7626
is_linear=0
shrinkage=0.0377289


Tree=117
num_leaves=2
num_cat=0
split_feature=0
split_gain=9.31946
threshold=614.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0014418015160363709 0.0052634071826755495
leaf_weight=1135.7791541516781 377.80511038005352
leaf_count=6380 1256
internal_value=0.000264771
internal_weight=1513.58
internal_count=7636
is_linear=0
shrinkage=0.0377289


Tree=118
num_leaves=4
num_cat=0
split_feature=1 1 1
split_gain=8.38112 11.9252 14.4248
threshold=0.6170000000000001 0.20045000000000004 0.10305000000000002
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-0.0061064709761144307 0.0057496617379710173 -0.0029549791832237634 0.01238800432597548
leaf_weight=76.287939243018627 303.8735623061657 966.89293709769845 157.14388187974691
leaf_count=620 1270 4807 903
internal_value=0.000333604 -0.00109018 0.00624374
internal_weight=1504.2 1200.32 233.432
internal_count=7600 6330 1523
is_linear=0
shrinkage=0.0377289


Tree=119
num_leaves=2
num_cat=0
split_feature=3
split_gain=11.1225
threshold=1.0000000180025095e-35
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0043824838056374148 0.002697452869542752
leaf_weight=420.19422314688563 1108.2573043480515
leaf_count=2485 5243
internal_value=0.000715118
internal_weight=1528.45
internal_count=7728
is_linear=0
shrinkage=0.0377289


Tree=120
num_leaves=2
num_cat=0
split_feature=6
split_gain=7.11759
threshold=6.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.00012368215440672898 0.010141988372377671
leaf_weight=1442.2375093437731 90.182653650641441
leaf_count=7409 312
internal_value=0.000829311
internal_weight=1532.42
internal_count=7721
is_linear=0
shrinkage=0.0377289


Tree=121
num_leaves=2
num_cat=0
split_feature=7
split_gain=10.338
threshold=52.500000000000007
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0014146110319526921 -0.0091320890792444733
leaf_weight=1401.989347293973 127.28979957476258
leaf_count=6787 960
internal_value=0.000434741
internal_weight=1529.28
internal_count=7747
is_linear=0
shrinkage=0.0377289


Tree=122
num_leaves=2
num_cat=0
split_feature=7
split_gain=7.74402
threshold=51.500000000000007
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.002027214182942281 -0.0065847160958472
leaf_weight=1369.2805509194732 147.84354912489653
leaf_count=6602 1063
internal_value=0.00111349
internal_weight=1517.12
internal_count=7665
is_linear=0
shrinkage=0.0377289


Tree=123
num_leaves=2
num_cat=0
split_feature=4
split_gain=8.61681
threshold=6.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0013098162810940787 -0.0091306644665111961
leaf_weight=1421.0304624177516 103.39990973100066
leaf_count=6838 871
internal_value=0.000497166
internal_weight=1524.43
internal_count=7709
is_linear=0
shrinkage=0.0377289


Tree=124
num_leaves=2
num_cat=0
split_feature=3
split_gain=9.37705
threshold=1.0000000180025095e-35
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0058650391242315346 0.00065144432862676322
leaf_weight=416.52900293469429 1113.6212117485702
leaf_count=2464 5291
internal_value=-0.00116011
internal_weight=1530.15
internal_count=7755
is_linear=0
shrinkage=0.0377289


Tree=125
num_leaves=2
num_cat=0
split_feature=7
split_gain=7.80808
threshold=53.500000000000007
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.00054119488033354277 -0.0090936769790858664
leaf_weight=1422.4593834578991 111.95858532190323
leaf_count=6879 891
internal_value=-0.00024888
internal_weight=1534.42
internal_count=7770
is_linear=0
shrinkage=0.0377289


Tree=126
num_leaves=2
num_cat=0
split_feature=0
split_gain=9.5867
threshold=518.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0084975525448991052 0.0010363347501111653
leaf_weight=149.95091523602605 1363.6658742055297
leaf_count=1794 5883
internal_value=0
internal_weight=1513.62
internal_count=7677
is_linear=0
shrinkage=0.0377289


Tree=127
num_leaves=3
num_cat=0
split_feature=1 1
split_gain=9.62349 8.89759
threshold=0.61055000000000015 0.25695000000000007
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=0.0028519787024809317 0.0051121761550003125 -0.004076638011056905
leaf_weight=362.62373028323054 332.89291860163212 843.50157991051674
leaf_count=2208 1381 4175
internal_value=-0.000389712 -0.00197003
internal_weight=1539.02 1206.13
internal_count=7764 6383
is_linear=0
shrinkage=0.0377289


Tree=128
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.99704
threshold=550.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0040181208612133481 0.0020953569230818241
leaf_weight=394.73932519927621 1137.9111922234297
leaf_count=3360 4411
internal_value=0.000485004
internal_weight=1532.65
internal_count=7771
is_linear=0
shrinkage=0.0377289


Tree=129
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.08142
threshold=657.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0012499802557282089 0.0086899743865393193
leaf_weight=1428.4921926110983 91.055069997906685
leaf_count=7387 325
internal_value=-0.000553183
internal_weight=1519.55
internal_count=7712
is_linear=0
shrinkage=0.0377289


Tree=130
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.44395
threshold=503.50000000000006
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0090265195799394161 0.0018055838904425363
leaf_weight=91.487093385308981 1440.1649913489819
leaf_count=1226 6504
internal_value=0.0010546
internal_weight=1531.65
internal_count=7730
is_linear=0
shrinkage=0.0377289


Tree=131
num_leaves=4
num_cat=0
split_feature=1 1 1
split_gain=7.6404 13.5324 8.03504
threshold=0.25695000000000007 0.11165000000000001 0.38565000000000005
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.0075750986486447349 -0.0065143934215948435 0.0085305696558880227 0.00042106922618628296
leaf_weight=82.087045956403017 309.38247667998075 280.97129477933049 846.90195143967867
leaf_count=671 1609 1531 3882
internal_value=5.2637e-06 0.00465419 -0.00149162
internal_weight=1519.34 363.058 1156.28
internal_count=7693 2202 5491
is_linear=0
shrinkage=0.0377289


Tree=132
num_leaves=2
num_cat=0
split_feature=3
split_gain=7.3765
threshold=1.0000000180025095e-35
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0054270527235569166 0.00038873690170426945
leaf_weight=411.20226895064116 1099.1897871121764
leaf_count=2449 5235
internal_value=-0.00122989
internal_weight=1510.39
internal_count=7684
is_linear=0
shrinkage=0.0377289


Tree=133
num_leaves=2
num_cat=0
split_feature=0
split_gain=7.78298
threshold=507.50000000000006
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0088595863051034902 0.0010641684855314084
leaf_weight=103.47069061920047 1410.2600298672915
leaf_count=1372 6294
internal_value=0.000283545
internal_weight=1513.73
internal_count=7666
is_linear=0
shrinkage=0.0377289


Tree=134
num_leaves=2
num_cat=0
split_feature=7
split_gain=7.27474
threshold=23.500000000000004
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0027254423904199132 0.0024885242569462271
leaf_weight=646.32148978859186 872.88098785281181
leaf_count=2982 4722
internal_value=0.000256403
internal_weight=1519.2
internal_count=7704
is_linear=0
shrinkage=0.0377289


Tree=135
num_leaves=2
num_cat=0
split_feature=7
split_gain=12.0658
threshold=18.500000000000004
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0041099044382482556 0.0029103571079278157
leaf_weight=510.33759885281324 1002.6908054947853
leaf_count=2317 5356
internal_value=0.000514205
internal_weight=1513.03
internal_count=7673
is_linear=0
shrinkage=0.0377289


Tree=136
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.10944
threshold=651.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00028823048171069981 0.009496201387440872
leaf_weight=1402.4610113725066 113.10629172623158
leaf_count=7306 401
internal_value=0.000534228
internal_weight=1515.57
internal_count=7707
is_linear=0
shrinkage=0.0377289


Tree=137
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.7128
threshold=581.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0025292810821548528 0.0030909126434900923
leaf_weight=760.73241126164794 772.52401740849018
leaf_count=5058 2705
internal_value=0.00029726
internal_weight=1533.26
internal_count=7763
is_linear=0
shrinkage=0.0377289


Tree=138
num_leaves=2
num_cat=0
split_feature=1
split_gain=8.79665
threshold=0.25695000000000007
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.0054977614317296133 -0.0010898196069355829
leaf_weight=363.3810130469501 1160.1612830348313
leaf_count=2210 5501
internal_value=0.00051774
internal_weight=1523.54
internal_count=7711
is_linear=0
shrinkage=0.0377289


Tree=139
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.03714
threshold=657.50000000000011
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0010499432814876915 0.0095992804286081299
leaf_weight=1438.3284347169101 89.721265271306038
leaf_count=7445 322
internal_value=-0.000314183
internal_weight=1528.05
internal_count=7767
is_linear=0
shrinkage=0.0377289


Tree=140
num_leaves=3
num_cat=0
split_feature=1 1
split_gain=8.34176 10.5271
threshold=0.22115000000000004 0.11165000000000001
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.0049352952960548509 -0.0011460746864370517 0.010303924905177441
leaf_weight=77.320768505334854 1237.5518156737089 198.30980331078172
leaf_count=644 5946 1098
internal_value=0.000184474 0.00591238
internal_weight=1513.18 275.631
internal_count=7688 1742
is_linear=0
shrinkage=0.0377289


Tree=141
num_leaves=2
num_cat=0
split_feature=6
split_gain=7.08459
threshold=6.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00027747248183124994 0.0096980501015776158
leaf_weight=1436.9383896254003 90.231780633330345
leaf_count=7422 317
internal_value=0.000407636
internal_weight=1527.17
internal_count=7739
is_linear=0
shrinkage=0.0377289


Tree=142
num_leaves=2
num_cat=0
split_feature=1
split_gain=7.66382
threshold=0.13505000000000003
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.0088353691331456135 0.00076651864098414445
leaf_weight=110.38733727857471 1418.4122105278075
leaf_count=861 6908
internal_value=-1.14851e-05
internal_weight=1528.8
internal_count=7769
is_linear=0
shrinkage=0.0377289


Tree=143
num_leaves=2
num_cat=0
split_feature=0
split_gain=8.02029
threshold=503.50000000000006
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.00951603196577132 0.001041754544108716
leaf_weight=91.525386031717062 1432.1931798756123
leaf_count=1253 6474
internal_value=0.000297815
internal_weight=1523.72
internal_count=7727
is_linear=0
shrinkage=0.0377289


end of trees

feature_importances:
risk_score=215
card_usage_ratio=27
tenure_m=22
income_grade=21
cust_seg2=14
repay_amt_6m_grade=13
bank_997_cnt_3m=12
query_cnt_3m=9

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 400]
[learning_rate: 0.0377289]
[num_leaves: 9]
[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: 454]
[min_sum_hessian_in_leaf: 0.00291483]
[bagging_fraction: 0.713782]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 17402]
[bagging_by_query: 0]
[feature_fraction: 0.537306]
[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: 0.325729]
[lambda_l2: 16.6196]
[linear_lambda: 0]
[min_gain_to_split: 7.04471]
[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: 4.26743]
[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: 1.55394]
[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:[]
