tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=122
objective=regression
feature_names=all_correlation_best_percentile25_ratio all_correlation_best_percentile50_ratio all_correlation_best_percentile75_ratio all_correlation_kurtosis all_correlation_percentile5_percentile25_ratio all_correlation_skew all_correlation_stddev_best_ratio all_correlation_stddev_median_ratio all_loss_best_percentile25_ratio all_loss_best_percentile50_ratio all_loss_best_percentile75_ratio all_loss_kurtosis all_loss_percentile5_percentile25_ratio all_loss_skew all_loss_stddev_best_ratio all_loss_stddev_median_ratio log10_cardinality recent_10_correlation_best_percentile25_ratio recent_10_correlation_best_percentile50_ratio recent_10_correlation_best_percentile75_ratio recent_10_correlation_kurtosis recent_10_correlation_percentile5_percentile25_ratio recent_10_correlation_skew recent_10_correlation_stddev_best_ratio recent_10_correlation_stddev_median_ratio recent_10_loss_best_percentile25_ratio recent_10_loss_best_percentile50_ratio recent_10_loss_best_percentile75_ratio recent_10_loss_kurtosis recent_10_loss_percentile5_percentile25_ratio recent_10_loss_skew recent_10_loss_stddev_best_ratio recent_10_loss_stddev_median_ratio recent_15%_correlation_best_percentile25_ratio recent_15%_correlation_best_percentile50_ratio recent_15%_correlation_best_percentile75_ratio recent_15%_correlation_kurtosis recent_15%_correlation_percentile5_percentile25_ratio recent_15%_correlation_skew recent_15%_correlation_stddev_best_ratio recent_15%_correlation_stddev_median_ratio recent_15%_loss_best_percentile25_ratio recent_15%_loss_best_percentile50_ratio recent_15%_loss_best_percentile75_ratio recent_15%_loss_kurtosis recent_15%_loss_percentile5_percentile25_ratio recent_15%_loss_skew recent_15%_loss_stddev_best_ratio recent_15%_loss_stddev_median_ratio recent_25_correlation_best_percentile25_ratio recent_25_correlation_best_percentile50_ratio recent_25_correlation_best_percentile75_ratio recent_25_correlation_kurtosis recent_25_correlation_percentile5_percentile25_ratio recent_25_correlation_skew recent_25_correlation_stddev_best_ratio recent_25_correlation_stddev_median_ratio recent_25_loss_best_percentile25_ratio recent_25_loss_best_percentile50_ratio recent_25_loss_best_percentile75_ratio recent_25_loss_kurtosis recent_25_loss_percentile5_percentile25_ratio recent_25_loss_skew recent_25_loss_stddev_best_ratio recent_25_loss_stddev_median_ratio top_10%_correlation_best_percentile25_ratio top_10%_correlation_best_percentile50_ratio top_10%_correlation_best_percentile75_ratio top_10%_correlation_kurtosis top_10%_correlation_percentile5_percentile25_ratio top_10%_correlation_skew top_10%_correlation_stddev_best_ratio top_10%_correlation_stddev_median_ratio top_10%_loss_best_percentile25_ratio top_10%_loss_best_percentile50_ratio top_10%_loss_best_percentile75_ratio top_10%_loss_kurtosis top_10%_loss_percentile5_percentile25_ratio top_10%_loss_skew top_10%_loss_stddev_best_ratio top_10%_loss_stddev_median_ratio top_20%_correlation_best_percentile25_ratio top_20%_correlation_best_percentile50_ratio top_20%_correlation_best_percentile75_ratio top_20%_correlation_kurtosis top_20%_correlation_percentile5_percentile25_ratio top_20%_correlation_skew top_20%_correlation_stddev_best_ratio top_20%_correlation_stddev_median_ratio top_20%_loss_best_percentile25_ratio top_20%_loss_best_percentile50_ratio top_20%_loss_best_percentile75_ratio top_20%_loss_kurtosis top_20%_loss_percentile5_percentile25_ratio top_20%_loss_skew top_20%_loss_stddev_best_ratio top_20%_loss_stddev_median_ratio top_30%_correlation_best_percentile25_ratio top_30%_correlation_best_percentile50_ratio top_30%_correlation_best_percentile75_ratio top_30%_correlation_kurtosis top_30%_correlation_percentile5_percentile25_ratio top_30%_correlation_skew top_30%_correlation_stddev_best_ratio top_30%_correlation_stddev_median_ratio top_30%_loss_best_percentile25_ratio top_30%_loss_best_percentile50_ratio top_30%_loss_best_percentile75_ratio top_30%_loss_kurtosis top_30%_loss_percentile5_percentile25_ratio top_30%_loss_skew top_30%_loss_stddev_best_ratio top_30%_loss_stddev_median_ratio resultFilteringMode_age resultFilteringMode_loss_rank resultFilteringMode_none resultFilteringMode_random secondaryProbabilityMode_correlation secondaryProbabilityMode_fixed secondaryLockingMode_random secondaryLockingMode_top resultFilteringAgeMultiplier resultFilteringLossRankMultiplier
feature_infos=[-9.0793999999999997:73.988] [-6.1543999999999999:907.00999999999999] [-4.2420999999999998:657.55999999999995] [-4.0632000000000001:41.058999999999997] [-11.725:62.668999999999997] [-10.852:13.845000000000001] [-15.976000000000001:10.722] [-5.9271000000000003:1428.2] [-14854:34862] [-76234:115450] [-1256.4000000000001:49932] [-2.3424:70.739999999999995] [-16559:36710] [-8.2988:19.844000000000001] [-506630:1444500] [-31412:950330] [-4.9066000000000001:5.7077999999999998] [-4.2309000000000001:1253.7] [-2.4914999999999998:305.68000000000001] [-2.2536:220.22] [-2.5891000000000002:31.391999999999999] [-5.0574000000000003:1400.2] [-9.4838000000000005:10.647] [-15.170999999999999:8.0465] [-2.4289999999999998:321.14999999999998] [-7202:17733] [-6734.1000000000004:4019.9000000000001] [-29342:2817.9000000000001] [-1.7628999999999999:2.0127000000000002] [-6411.3999999999996:18631] [-6.274:1.8354999999999999] [-378090:749510] [-7461.5:860260] [-4.3403:5205.1000000000004] [-2.6692:3509.3000000000002] [-2.3054999999999999:2189.6999999999998] [-2.5735000000000001:30.495000000000001] [-5.2473000000000001:4089.5999999999999] [-10.355:10.877000000000001] [-14.411:7.4763999999999999] [-2.6036000000000001:3132.6999999999998] [-10124:15193] [-35314:398300] [-24749:48758] [-1.6065:46.662999999999997] [-12399:13028] [-5.9992999999999999:12.302] [-205640:595080] [-398420:663440] [-4.9035000000000002:9369.6000000000004] [-3.0550999999999999:3327.5999999999999] [-2.6476999999999999:4790.8000000000002] [-2.8029999999999999:42.148000000000003] [-6.0103999999999997:8473.1000000000004] [-10.73:12.619999999999999] [-13.798999999999999:7.9203999999999999] [-2.8595999999999999:2676.5999999999999] [-36737:3010.5999999999999] [-14388:8902.3999999999996] [-7693.8000000000002:15307] [-1.9411:3.7551999999999999] [-45423:3328.5999999999999] [-8.7569999999999997:3.0712000000000002] [-347790:919400] [-9783:1073100] [-3.5528:6421.6000000000004] [-2.3841000000000001:1448.0999999999999] [-1.8844000000000001:1635.7] [-2.2686999999999999:28.308] [-4.1837:4687.1000000000004] [-13.297000000000001:10.804] [-13.407999999999999:6.319] [-2.3730000000000002:1497.3] [-5789.6999999999998:3217.0999999999999] [-5479.1000000000004:5627.8000000000002] [-8474.8999999999996:3911.8000000000002] [-3.0364:117.8] [-6435.1000000000004:4332.6999999999998] [-23.126000000000001:19.193000000000001] [-416300:29520] [-4022:5788] [-3.9630000000000001:9765.2000000000007] [-2.3159000000000001:2588.5] [-1.9112:2222.4000000000001] [-2.4296000000000002:31.773] [-4.7637999999999998:13121] [-14.045:11.459] [-14.471:7.2553999999999998] [-2.3260000000000001:2788.5] [-80788:4474.1000000000004] [-8004.6000000000004:28600] [-6400.5:4656.1000000000004] [-3.8111000000000002:240.63999999999999] [-38099:5575.1999999999998] [-33.740000000000002:22.513000000000002] [-397200:209600] [-31583:47437] [-4.4935999999999998:14203] [-2.3953000000000002:9075.7999999999993] [-2.0042:3692.6999999999998] [-2.6255999999999999:29.876999999999999] [-5.4583000000000004:18586] [-10.101000000000001:10.606999999999999] [-14.869999999999999:7.6917] [-2.3576999999999999:9519.7999999999993] [-3964.1999999999998:23966] [-7795.6999999999998:20742] [-15978:6831.1000000000004] [-4.2074999999999996:318.55000000000001] [-2220.5:27764] [-37.116999999999997:24.831] [-380770:226220] [-23140:26906] none none none none [0:1] [0:1] [0:1] [0:1] none none
tree_sizes=2604 2724 2721 2729 2670 2702 2723 2677 2688 2722 2699 2689 2721 2696 2740 2699 2703 2706 2703 2700 2699 2724 2716 2692 2709 2724 2693 2705 2710 2711 2693 2707 2708 2707 2713 2705 2707 2682 2693 2683 2667

Tree=0
num_leaves=31
num_cat=0
split_feature=76 44 78 44 76 58 13 71 42 81 83 71 13 45 68 5 30 103 87 64 110 7 2 109 47 78 27 6 38 35
split_gain=1.42417 0.351119 0.320882 0.25783 0.140579 0.179142 0.14848 0.122108 0.114742 0.121676 0.107721 0.140026 0.101066 0.109639 0.100148 0.126699 0.0979748 0.0951 0.0938096 0.088 0.0937444 0.0857362 0.085468 0.082928 0.0922289 0.0816357 0.0850705 0.0815107 0.0809636 0.0918113
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -0.34179999999999994 2.3836500000000007 0.17885000000000004 -0.37809999999999994 1.4250500000000004 -0.75766499999999992 6.7066000000000008 -0.76151499999999983 2.9658000000000002 -0.13279999999999997 -18.338499999999996 -1.6920999999999997 -1.2282499999999998 1.5836500000000002 -1.1273499999999996 -0.34921999999999992 -1.6517499999999996 4.1471000000000009 -2.0162499999999999 1.0721500000000004 1.0909000000000002 -0.062267499999999996 1.4348500000000002 -4.3958999999999993 -0.022428499999999994 -3.4691499999999995 0.63771000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 19 5 8 10 16 14 -10 -7 -12 13 -3 15 17 22 -2 -9 20 27 -16 -6 24 -14 26 -26 -1 29 -21
right_child=1 12 -4 -5 7 6 -8 18 9 -11 11 -13 23 -15 21 -17 -18 -19 -20 28 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.8075500606688133 0.80623555381029166 0.81092751773797067 0.80750932321658131 0.80817893426322129 0.80859363566390985 0.80779948844425875 0.80838828549108499 0.80668674771599991 0.80750484634703223 0.80878608231835158 0.80870857892904391 0.8056905843604284 0.80901320658648834 0.80811031374483411 0.80737584636285775 0.80657623003125478 0.80790496171861792 0.80942341284818198 0.80803375289213142 0.80808700927939792 0.80491453118861289 0.80816826164290279 0.80819408656295411 0.80827198019395119 0.80956668621410188 0.80802007063961501 0.8085424691386186 0.80887662153822415 0.80737360686471271 0.80464180371116401
leaf_count=218 32 35 2189 1387 3903 2505 4903 178 2373 201 614 41 1112 2604 376 244 931 87 472 584 22 3704 2037 2777 213 727 4208 247 8408 20
internal_value=0 0.00299641 0.000866842 -0.0100374 0.00198652 0.000225222 0.00344055 0.00551802 -0.0034694 -0.00878216 -0.00190477 0.00951324 0.00751783 0.00207346 -0.000391522 -0.0163085 0.00675733 0.0104434 -0.00758247 -0.011897 0.00119624 0.00102462 0.00825229 0.0091077 0.0111253 0.00934138 0.0109562 0.00421406 -0.0126046 -0.00142149
internal_count=47352 36466 24790 10886 22601 15080 8063 7521 7017 2574 3160 655 11676 2639 4443 363 6871 119 650 9499 487 4080 5940 9037 6260 5148 4421 465 9012 604
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=76 44 78 44 76 58 13 71 78 108 16 22 28 82 44 13 109 87 35 18 43 16 17 98 11 50 99 36 53 11
split_gain=1.28531 0.316885 0.289596 0.232691 0.126872 0.161676 0.134004 0.110202 0.108625 0.113637 0.0962898 0.0949394 0.0913618 0.0900924 0.0871712 0.0871249 0.0856715 0.0846631 0.0824724 0.121593 0.0925436 0.0957476 0.102264 0.0825268 0.0813072 0.0810801 0.0805149 0.080369 0.0800055 0.0919444
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -0.34179999999999994 2.3836500000000007 0.17885000000000004 -0.37809999999999994 1.4250500000000004 -0.090675499999999978 -2.1999999999999997 2.2298000000000004 4.1746000000000008 1.7399500000000001 -0.96586499999999986 -0.8989649999999999 -0.13279999999999997 1.0909000000000002 -0.34921999999999992 -0.52400999999999998 -1.26345 -0.10254999999999999 -3.5182999999999995 -1.3895499999999996 12.222500000000002 10.190500000000002 -1.6235499999999996 9.2440000000000015 -1.2489499999999998 -1.4941499999999996 0.30461500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 28 5 8 13 12 9 -2 15 -12 -6 -7 -11 -3 -17 -9 19 -10 21 -21 -23 -24 27 -14 -15 -4 29 -1
right_child=1 10 24 -5 7 6 -8 17 18 14 11 -13 25 26 -16 16 -18 -19 -20 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00092706273608263558 -0.0015034451988516469 3.6170891508630747e-05 1.628601371512278e-05 0.00012818353315083433 0.00039288493529904424 -0.000337260295492116 0.00032706712236787116 -0.001289393664913231 0.00024751446972404894 -0.00058296244474007519 0.00082650471621878116 -0.0010735851645037749 0.0007703763278384592 0.00028917419651639821 -7.6534053995217907e-05 0.00049636741524176995 0.00014283623575869176 -9.7387545284325798e-06 0.00049023656901397603 -0.002980666935186962 -0.0010883368225888224 -0.0012731031900584386 0.00036405186909131519 -0.0016234677836396976 0.0016977039120364482 -0.00038165383198670026 -0.0013236556196494437 -0.00071521395284254653 -0.00046791117431688813 -0.00024409936164496854
leaf_count=2316 202 2357 485 1387 5946 1704 4903 178 1272 1439 1392 69 193 1374 2075 5333 2525 472 788 29 388 143 624 57 41 732 82 1663 6557 626
internal_value=0 0.00284659 0.000823498 -0.00953553 0.00188719 0.000213959 0.00326852 0.00524211 -0.00329594 -0.00700424 0.00714193 0.0147353 0.00641946 -0.00180953 -0.00567838 0.00605589 0.00765535 -0.00720335 0.000878569 -0.0019204 -0.00896272 -0.00313863 -0.00115104 0.00395391 -0.0101589 -0.00282569 0.00396683 -0.011001 -0.0113022 -0.0156348
internal_count=47352 36466 24790 10886 22601 15080 8063 7521 7017 3716 11676 1461 6871 3160 3514 10215 7858 650 3301 2513 1241 853 824 681 2189 925 1456 2148 9499 2942
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=76 78 11 56 53 58 76 66 10 16 57 75 55 100 7 93 51 47 3 22 62 90 47 102 19 100 41 51 107 83
split_gain=1.15999 0.271927 0.137264 0.127989 0.122773 0.11941 0.10901 0.0991672 0.115352 0.0970128 0.0920617 0.0880714 0.086146 0.0858494 0.0833003 0.0972181 0.087773 0.0822711 0.0938919 0.106052 0.0965768 0.0822471 0.0778325 0.0835819 0.0799741 0.077096 0.0760485 0.0979729 0.0883669 0.0788089
threshold=-1.5780999999999998 3.1120500000000004 -0.29083499999999995 3.8619500000000007 -0.31973499999999994 0.020233500000000005 2.3836500000000007 0.24003500000000003 -2.9579499999999999 -0.99189499999999986 -0.8150099999999999 -21.688499999999994 2.7617500000000006 9.9854000000000003 -2.0998999999999994 -3.0140999999999996 -0.82767499999999983 -0.75327499999999992 1.6061000000000003 1.6433000000000002 -0.92789999999999984 0.19407500000000003 -1.0715499999999998 -2.8294999999999999 1.2319000000000002 0.64595000000000014 1.49075 -1.1690499999999997 -10.088499999999998 -1.3114499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_value=-0.00061129320324712091 0.0014617492258087686 -0.0011692771012185353 5.0072700319373433e-05 -0.00033511111491121528 0.00022892550886341982 -1.1198173997772548e-05 0.00065785118428369365 -0.0026137036423937512 0.00072407373845484501 -0.00036502396399191447 0.0034753964252203055 -0.0017612238305561717 0.0002639212990782006 0.0014463082861599572 3.6212106240893475e-05 -0.00069424454069089158 0.0015318970050429927 0.00017702094305413997 -7.5365670920343053e-05 0.0019394221606061739 -0.00094768436988473034 -0.00018478254403233671 -7.851345810347689e-05 0.00030839459454907168 -0.0016551898133135247 -0.00030670396160647866 0.00029519510419169048 -0.0007203346552948158 0.00037313825891505781 0.00020364856193761895
leaf_count=6877 101 722 408 1806 908 1269 1125 29 241 2831 23 126 201 109 6774 477 104 2881 282 85 598 212 835 3258 89 404 1952 540 11682 403
internal_value=0 0.00270426 0.00346027 0.00118973 -0.00905875 -0.00715939 0.00227765 -0.0114878 0.00731143 -0.00441572 0.00524516 -0.000102612 -0.0137917 0.00121456 -0.00048778 -0.00942166 -0.00532185 0.000504511 -0.00586581 0.00782549 -0.0108605 0.00760401 0.00577336 0.00378708 -0.00460759 -0.0171959 0.00644965 0.00186052 0.00758468 -0.00650923
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Tree=3
num_leaves=31
num_cat=0
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split_gain=1.04689 0.273996 0.238357 0.205844 0.107489 0.151113 0.11119 0.0985552 0.0970186 0.0878636 0.0859604 0.0833885 0.0819344 0.0793925 0.0775721 0.076892 0.0904646 0.0768745 0.0834168 0.0792778 0.0763955 0.075754 0.0824762 0.0740199 0.0731963 0.166671 0.0731771 0.0771021 0.0845257 0.0915978
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -0.18083999999999997 2.3836500000000007 -1.3611499999999996 0.062714000000000006 1.4250500000000004 -0.94719999999999993 -1.0952499999999998 0.023811500000000003 -0.63711499999999988 0.76201000000000019 1.5836500000000002 2.2264000000000004 -0.91590999999999989 -0.98023499999999986 -1.6517499999999996 4.1471000000000009 -0.8637999999999999 -0.34921999999999992 -1.7277499999999997 5.3469000000000007 -7.3248499999999988 -0.87832999999999994 1.4104500000000002 -7.3353499999999991 -0.42701499999999998 -0.38225499999999996 -0.23679499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_count=474 1216 6409 2189 201 3402 4995 248 178 1551 4784 125 1670 227 931 389 56 140 8833 22 246 472 23 98 989 2322 20 234 4329 437 142
internal_value=0 0.00256905 0.000687841 -0.00860581 0.00165286 0.000112735 0.00174131 0.00474088 -0.00604036 0.00433403 0.00656315 0.00965206 0.021343 0.00585428 -0.00165076 0.00720002 0.0101604 -0.0102149 0.00190786 -0.0108771 -0.00702854 0.00314595 0.00638068 0.00906309 0.00282734 -0.0277109 0.00357009 0.00298893 -0.00594651 -0.016939
internal_count=47352 36466 24790 10886 22601 15080 11924 7521 3156 6929 11676 2145 475 6871 1940 5940 3542 9575 496 9079 650 1311 1110 1012 2398 76 5267 5142 813 376
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=76 44 78 44 68 76 78 83 57 119 77 20 5 55 0 57 45 104 97 13 109 10 59 11 36 10 13 45 43 5
split_gain=0.944821 0.247281 0.215117 0.185774 0.109749 0.10148 0.151776 0.0948487 0.112029 0.100296 0.0815747 0.0814855 0.0802071 0.085077 0.0795631 0.0795038 0.0893606 0.0780919 0.107986 0.080433 0.075763 0.0741493 0.0729195 0.072754 0.0733551 0.0752907 0.0721297 0.0932492 0.0715616 0.08061
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -0.18083999999999997 -1.6920999999999997 3.4650500000000002 -1.3611499999999996 -0.77244499999999994 -0.97585499999999981 1.0000000180025095e-35 -1.1534999999999997 5.5286500000000007 1.7173000000000003 -2.1732999999999998 -1.1427499999999997 -0.10697 0.5916300000000001 4.4211500000000008 -1.5337999999999998 1.88385 -0.81539999999999979 3.1397500000000003 1.5932500000000001 10.190500000000002 -1.2489499999999998 1.25275 -0.13279999999999997 -18.338499999999996 1.69635 3.6623000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 22 15 6 -6 9 10 17 20 -7 13 -10 -13 -2 -17 19 -19 -8 -9 26 -1 24 25 -4 27 -3 29 -20
right_child=1 21 23 -5 5 11 7 8 12 -11 -12 14 -14 -15 -16 16 -18 18 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00050802910797619722 -0.00073782539273583398 0.0026581366533147441 -0.00021624367638134663 0.00014943249023169236 -0.00020673876386814884 0.00032258101923375408 -2.2377882040756453e-05 -0.00038290712027213517 -0.00037907972190605137 0.0003074526470123964 0.00078527607477203113 -0.0012955267001719525 0.0012991422732449966 0.00065410473709533233 0.0017832531185240715 0.00062568030294631038 -0.00047883551275204259 -0.0035493113204009006 -0.00061516177950976178 0.00041416715178564607 -0.0030855317442079208 -0.00083202436865706527 0.0003489753861703874 0.0016458166956265525 -0.0006382185072255597 0.001462324448802974 0.00039330408168076466 5.9858967474986418e-05 0.0011077215892071716 0.0012306967568292749
leaf_count=9320 679 35 405 1311 3991 2355 6571 351 245 3657 153 24 365 1067 167 329 413 27 780 1257 28 140 255 41 1663 80 8922 2579 78 64
internal_value=0 0.00244059 0.000653449 -0.00817552 0.00157022 0.002141 0.00133189 0.00282185 0.00886006 0.00174912 -0.00378376 0.00806276 0.0128711 0.0092234 0.0279278 -0.00693728 0.000218053 -8.41465e-05 -0.00865102 0.000954428 -0.0116515 0.00623499 -0.00970411 -0.00881198 -0.00960847 0.00121267 0.0065126 0.00189297 -0.00682558 -0.00950383
internal_count=47352 36466 24790 10886 22601 21180 18634 14643 2209 12434 532 2546 1677 1312 191 1421 742 8777 949 7828 379 11676 9575 2189 2148 485 11536 2614 922 844
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=76 78 11 53 58 58 87 41 23 11 76 89 76 47 29 90 50 11 30 76 27 39 38 56 4 82 12 62 38 107
split_gain=0.852701 0.199666 0.112605 0.108595 0.105411 0.103459 0.097225 0.0953153 0.0961544 0.0839643 0.0821649 0.102162 0.082074 0.0831817 0.0778498 0.0766378 0.0736101 0.0711126 0.0705598 0.0870603 0.0848465 0.0713253 0.0772198 0.0702946 0.0774971 0.0773928 0.0703474 0.0918129 0.0897805 0.0725289
threshold=-1.5780999999999998 3.1120500000000004 0.67391500000000015 -1.4941499999999996 2.0957000000000003 0.020233500000000005 -1.96715 1.1609500000000004 -4.9563499999999996 0.50246000000000013 -1.0248499999999996 -3.0022499999999996 0.055339000000000006 -1.1820499999999996 3.3202000000000003 0.23030000000000003 -1.5176499999999999 4.9715500000000015 -1.0305499999999996 -2.6746999999999996 1.4758500000000001 3.1783000000000006 -2.1893999999999996 -0.34224499999999997 0.16876500000000003 6.301000000000001 -13.432499999999997 -2.6284499999999995 -2.9979499999999999 0.62398500000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 9 7 12 -2 23 -9 18 11 -8 13 -3 -6 -15 -14 -10 19 20 21 -1 -23 26 -25 -26 27 -5 29 -28
right_child=1 5 -4 4 14 -7 10 8 17 -11 -12 -13 16 15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 25 -27 28 -29 -30 -31
leaf_value=-0.0013661094217289479 0.00030322710461488445 -0.0037233588679147695 0.00026264415246464359 -0.0041164231674674047 0.0019686081368879031 1.6103793006064482e-05 -0.0012573813116608362 0.0019400573065994605 -0.00054781955499536624 -0.00013173153267679626 6.2743289673413273e-05 -0.00014761800108773279 0.00046515857159773997 -0.0012879198839426081 -0.00024270639043809047 0.00030368634842728318 -0.00059663340520444037 -0.0021003017501099847 -0.00095457698433875325 6.8967989321609693e-05 0.0022515745286364112 -0.0020079705235548318 0.001813346225147446 0.00050087209291210994 -4.2906422211044689e-05 -0.0014198076033049771 0.00098260329341911504 -0.00080076861129370781 -0.00036350347802313246 -0.00092408798736869362
leaf_count=338 3825 29 13166 26 89 1269 238 38 2505 664 15029 1612 223 371 72 95 609 76 1665 465 20 20 39 656 974 114 226 106 2729 64
internal_value=0 0.00231856 0.00296638 -0.00776675 -0.00572382 -0.00613351 0.00151236 -0.0062663 -0.0111355 -0.0126498 0.000480777 -0.00580775 -0.0123069 -0.0225028 0.0195939 -0.019269 -0.00624085 -0.0118707 -0.0152607 -0.00802908 -0.0185205 -0.0217221 0.0103597 -0.00366112 0.00143261 -0.00374355 -0.00648037 -0.029077 -0.00549238 0.0112363
internal_count=47352 36466 33870 10886 7675 2596 20704 7514 2619 3211 16879 1850 1327 495 161 466 832 2581 2547 882 417 397 59 4895 1744 1088 3151 132 3019 290
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=76 44 46 76 58 13 44 62 50 96 82 16 28 20 19 71 104 64 6 38 62 35 81 28 67 71 39 44 32 56
split_gain=0.769563 0.216574 0.163219 0.133052 0.174548 0.109957 0.101898 0.0972315 0.0917942 0.0925016 0.0863327 0.0835715 0.0790656 0.0771585 0.0767787 0.129744 0.0736441 0.073967 0.0868769 0.0749012 0.090416 0.0860154 0.0750014 0.0800123 0.0759154 0.0748688 0.0734632 0.117078 0.0724016 0.0783214
threshold=-1.5780999999999998 1.4787000000000001 -0.13458999999999996 2.3836500000000007 0.17885000000000004 -0.62211499999999986 -0.8989649999999999 -0.48928499999999991 -1.5851499999999998 3.4379500000000003 -0.96586499999999986 2.2298000000000004 -1.0574499999999998 8.1446500000000004 -0.91590999999999989 0.8098550000000001 11.038000000000002 -1.6816499999999996 -0.25591999999999998 -3.4691499999999995 -2.9853499999999995 0.63771000000000011 33.105000000000011 0.81035500000000005 -0.91146999999999989 -1.8538499999999998 2.6723000000000003 -1.1919499999999996 -1.0526499999999996 21.122500000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 16 4 6 10 8 14 -2 -10 -6 28 26 -13 15 -5 17 18 -1 21 25 -19 24 -24 -22 -21 -7 -28 29 -3
right_child=1 11 -4 7 5 12 -8 -9 9 -11 -12 13 -14 -15 -16 -17 -18 19 -20 20 22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00065996584844902999 0.00011863757541754703 -8.866432919451471e-05 0.00010059843203064653 0.00063272672560953894 -0.00039064881518951681 0.00063580624844042301 -7.285726881795227e-05 -3.8786011154107441e-05 -0.00038871290422196048 -0.0010624094661424077 0.00014447511599589136 0.00071916350317850937 0.00011797767773930847 -0.0010562475446931785 0.00010464182495216438 -0.00034760078701102524 -0.0011221809388864978 0.00020218552569290657 0.0010538347448371436 0.0005103212248693819 -0.00048331378294345998 -0.0031326923868618909 0.0019032226519014402 -0.0015852870536036791 0.00048580681345461365 -0.001259793364495705 -0.0029483481702443802 0.00042914981818227452 0.00028013648313286298 -0.0025317754575927909
leaf_count=126 612 933 1582 2467 1630 1416 4781 2814 2006 683 1402 1397 4291 64 2180 391 389 582 179 67 7095 20 65 22 208 551 38 79 9248 34
internal_value=0 0.00220264 -0.00737841 0.000530132 -0.00104723 0.00201944 -0.00440759 0.00393276 -0.00868087 -0.0111966 -0.00286414 0.00575363 0.00456185 0.0128278 0.0065627 0.00997218 -0.0089751 -0.00838741 0.00691677 -0.00892954 -0.00973822 0.00182784 -0.00876652 0.0204214 -0.00911424 -0.0213578 0.0107263 -0.0133563 0.00474185 -0.0034913
internal_count=47352 36466 10886 24790 16938 8856 8082 7852 3301 2689 3032 11676 5824 1461 5038 2858 9304 8915 305 8610 8008 602 7390 87 7303 618 1533 117 10215 967
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=76 46 78 46 60 16 76 94 55 2 78 59 41 60 17 81 104 11 27 62 9 32 35 19 92 4 41 61 83 18
split_gain=0.69453 0.197057 0.161056 0.147305 0.107906 0.0925792 0.0921164 0.0955877 0.0861255 0.0860702 0.0853271 0.0822855 0.109945 0.0819628 0.141807 0.0818611 0.105769 0.0966298 0.0809345 0.0793731 0.0871402 0.0895535 0.0788888 0.078732 0.0812708 0.0813837 0.0783658 0.136852 0.108165 0.0775571
threshold=-1.5780999999999998 1.0038500000000001 3.1120500000000004 -0.13458999999999996 -0.27119999999999994 2.1705000000000005 2.3254500000000005 -1.5968999999999998 -2.2432999999999992 -0.32848499999999997 1.2632500000000004 1.87585 6.1922500000000005 -1.05975 -1.6499999999999997 -0.21146499999999999 1.2355500000000001 -0.64900999999999998 1.5478000000000003 2.9595500000000006 1.1780000000000002 -1.0211499999999998 1.6164000000000003 5.4953500000000011 -0.35073499999999996 -0.10421499999999999 1.1609500000000004 1.7912000000000001 9.6660000000000021 -1.3102499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 -1 6 -3 7 -2 9 13 -7 15 -13 14 -9 17 -17 22 19 -6 23 -22 -10 24 25 -21 28 -28 -5 -27
right_child=1 5 -4 26 18 10 -8 8 11 -11 -12 12 -14 -15 -16 16 -18 -19 -20 20 21 -23 -24 -25 -26 29 27 -29 -30 -31
leaf_value=-0.00042631703739033237 -0.00027746411545975867 0.00020569213966980182 -0.00040153129487573527 0.00042500530505569376 -0.00022652569752046737 0.00073448322415657229 0.0002980232851482864 0.0021053977383417078 -0.00052812720264572191 0.0001078444664850667 -0.00025365655707633672 0.0010635164481115362 -0.0019342733300149893 -0.001800525284602077 -0.00098450430974125779 0.00053089393380408489 -0.0002050031741195016 0.00024372861180596141 0.00033241186559725393 0.0027916046915392222 0.0012512590719811749 -0.0010530377285451525 0.00058040167861419948 0.0038356188649777325 0.00012524855312901539 0.0018454375714567061 -0.00090653696557609325 0.00083146666361724741 -0.0031186396065591413 -0.0016424110433685463
leaf_count=9304 1897 11618 2099 1017 5556 1525 5506 48 1097 454 255 418 33 154 164 1893 658 1315 940 71 57 162 188 20 273 37 382 161 22 28
internal_value=0 0.0020925 0.000320902 -0.00700949 0.00115689 0.00514276 0.00278759 0.000687591 0.00252991 -0.00704193 0.0118585 0.003931 0.0168833 -0.0184525 -0.00569808 0.00279695 0.00682156 -0.00115182 -0.00199882 -0.00330898 0.00716458 -0.00906578 -0.00731891 0.01545 0.0124543 0.0324261 0.00191137 -0.00782435 0.00699943 0.00685959
internal_count=47352 36466 23068 10886 20969 13398 13825 8319 6422 820 1780 5602 451 366 212 5151 2551 2600 7144 6204 648 219 1285 429 409 136 1582 543 1039 65
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=76 44 78 44 68 67 60 49 119 102 81 93 92 46 52 105 87 62 57 45 34 33 39 40 72 28 20 39 105 107
split_gain=0.626813 0.178335 0.154445 0.13435 0.0929633 0.0843168 0.0848758 0.0838992 0.080634 0.0832731 0.0761083 0.0754282 0.0795901 0.0914283 0.0755621 0.0753781 0.0736888 0.0727835 0.0686486 0.0810848 0.0802136 0.0883735 0.0731747 0.0724349 0.0684647 0.0664129 0.0668547 0.0662038 0.0987155 0.0847202
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -0.18083999999999997 -1.6920999999999997 1.7633000000000003 -0.52871999999999997 4.987000000000001 1.0000000180025095e-35 -4.8569499999999994 18.172000000000004 -9.8612499999999983 1.7533500000000002 0.90090000000000015 4.2230500000000015 -2.1796499999999996 0.023811500000000003 0.8067200000000001 -0.10697 0.5916300000000001 -0.63311499999999987 -1.7804999999999997 2.5896500000000002 13.944500000000003 24.809000000000001 0.62033000000000016 -0.16520499999999996 3.3877000000000002 -2.7472499999999997 -3.5522999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 -1 18 6 8 -8 9 -6 11 -9 -13 14 -14 -7 -3 -12 20 22 21 -2 25 -22 -10 -20 -27 29 -29 -4
right_child=1 16 27 -5 5 15 7 10 24 -11 17 12 13 -15 -16 -17 -18 -19 19 -21 23 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.00039794677081451003 -0.001952334060654815 0.00037437896442582596 -0.0010709705090578478 0.00014175373640317756 -0.0011299312789432548 -0.00035376157914701655 -0.00011027846221161316 0.0027320052147842945 0.00033458665322407921 9.1042450909742812e-05 -0.0025237052423152623 0.00079751230562881891 0.00057963230109845212 0.0014892466856898474 -0.001516477274250122 0.00083193254436475484 0.0001219489395276995 0.00022860892149138042 0.001268091480804807 -0.00046321025628993429 -0.0014512283850409504 0.00018324074632374151 -0.0015384127431186953 0.0015843928292659775 0.002658007841819199 0.0007418452806416012 -0.0024471509115149576 0.0038230829678165415 0.00011820042431354524 -0.00028378925153325668
leaf_count=9575 58 6409 434 1311 142 169 7389 38 3459 8428 41 528 65 56 127 648 5267 58 224 413 306 294 36 21 32 42 27 21 125 1609
internal_value=0 0.00198788 0.00047019 -0.00665901 0.00124699 0.00177231 0.00137266 -0.00108811 0.00306649 0.00141623 0.00795556 0.0111397 0.00900948 -0.00576764 -0.0161371 0.0117333 0.00521017 -0.0182248 -0.00658294 6.59899e-05 -0.0138488 -0.00337287 0.0117784 -0.0251256 0.00711768 0.0170059 -0.0101205 -0.0075501 0.0130219 -0.00902025
internal_count=47352 36466 24790 10886 22601 21180 20363 8302 12061 8570 913 814 776 248 192 817 11676 99 1421 742 679 352 329 327 3491 293 69 2189 146 2043
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=76 46 78 46 87 21 13 62 76 83 40 78 76 2 102 84 13 62 39 55 96 41 61 83 68 75 41 108 16 71
split_gain=0.565699 0.16214 0.139843 0.121507 0.0865859 0.0955312 0.0889849 0.077862 0.0755109 0.083792 0.0850683 0.0830824 0.109735 0.0800658 0.0774807 0.0762576 0.0882979 0.0804714 0.071845 0.0826472 0.0703551 0.0703551 0.123716 0.0975933 0.090671 0.0904666 0.0722166 0.0722088 0.0821338 0.0699508
threshold=-1.5780999999999998 1.0494000000000001 3.0500000000000003 -0.13458999999999996 0.023811500000000003 10.991500000000002 -0.79537499999999983 -0.17160999999999996 2.3254500000000005 -0.71554499999999999 -1.6880499999999998 -1.4657999999999998 0.11085000000000002 1.1059500000000002 1.3494000000000002 -0.82354499999999986 -0.57893499999999987 -3.6069499999999999 -3.0277499999999997 -2.1015499999999996 5.7923000000000009 1.1609500000000004 1.7345500000000003 9.6660000000000021 -0.2527549999999999 -12.212999999999999 1.2882500000000003 -0.73600499999999991 -0.82307999999999992 -1.4178499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 7 -1 -3 -6 -7 8 9 11 -11 12 -2 14 -10 16 -13 -18 -12 -20 -19 23 26 24 25 -5 -23 -28 -29 -4
right_child=1 4 29 21 5 6 -8 -9 13 10 18 15 -14 -15 -16 -17 17 20 19 -21 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.00038518504281345273 -0.0020395729849211025 0.00035285749590463391 0.00015917496367786422 -0.0015773903402132973 0.00015468943585535396 -0.0028646039770534024 -0.00037557921494680066 -8.0623665150403523e-05 0.00030423364261703933 -0.0012034234808939884 0.0016929994631180595 -0.00066692391510938035 -0.00028671664188931949 -1.4528438494667476e-06 0.00094201793704427178 0.00014733122025077357 0.0031420487478109344 -8.9989970252874268e-05 -0.00044056187446971063 0.00047967357900172532 0.0022335759562659352 -0.002419432416354539 0.00072199658716895748 -0.0029648889258334587 -1.1971660488699045e-05 0.0011443474315741447 0.00027366552984449958 0.00014797255234231079 -0.0021439299479045553 -0.00051826035518463722
leaf_count=9304 97 7136 492 33 5436 39 453 7072 3119 87 101 730 1123 1852 562 3937 21 779 295 1411 34 64 175 22 576 408 138 63 103 1690
internal_value=0 0.00188849 0.000313007 -0.00632606 0.00471069 0.00188608 -0.0114576 0.00109689 0.00245118 0.000599741 0.00647464 -0.00105583 -0.00852166 0.00533392 0.00803216 0.000599931 -0.00530732 0.00172236 0.00794518 0.00641095 0.000143651 0.00177605 -0.00744865 0.00659705 0.0080225 0.0188136 -0.0178576 -0.01143 -0.0254822 -0.00731023
internal_count=47352 36466 23402 10886 13064 5928 492 21220 14148 8615 1894 6721 1220 5533 3681 5501 1564 834 1807 1706 813 1582 543 1039 1017 441 368 304 166 2182
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=71 46 59 71 94 46 66 13 45 27 83 21 63 84 30 59 45 1 88 105 2 6 0 0 62 107 52 106 72 106
split_gain=0.387515 0.238561 0.128829 0.135845 0.0977257 0.0974579 0.0946753 0.0795868 0.0935339 0.0750557 0.0720684 0.0964415 0.0954581 0.0817915 0.0763554 0.0860313 0.101682 0.084725 0.0756685 0.0751756 0.0716367 0.0839411 0.0760685 0.0699723 0.0678365 0.0806832 0.089073 0.0767184 0.0929793 0.082113
threshold=2.6149500000000008 1.0038500000000001 0.85119000000000011 0.65202000000000016 1.5896500000000002 -0.16487999999999997 8.6415000000000024 -0.13279999999999997 -21.535499999999995 -1.9967999999999997 -0.74281999999999992 -1.0413999999999997 -0.28324499999999991 1.0932000000000002 -1.92655 1.7157500000000001 1.5062500000000003 4.6582000000000008 6.265200000000001 1.63975 -0.14771999999999999 -0.87692999999999988 -2.3111999999999999 2.6441000000000003 0.26281500000000008 -0.76636999999999988 5.7721000000000009 1.4618500000000003 0.39642000000000005 -0.090204499999999979
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -2 9 8 -3 -1 14 12 13 20 -4 16 24 -17 -18 -20 21 -12 -23 -22 25 26 -16 28 -27 -30
right_child=5 7 10 -5 -6 -7 -8 -9 -10 -11 11 -13 -14 -15 15 17 18 -19 19 -21 23 22 -24 -25 -26 27 -28 -29 29 -31
leaf_value=0.00019662808291994892 -0.00046061226623446091 0.0023637325647065327 0.00042070984910862625 -0.00030601423038390495 -0.00027738664381831254 -7.9587177781053688e-06 0.00095935294190504854 0.00030369773170008677 -1.1088806096539248e-05 -6.9750467267815601e-05 -0.00075347553436443506 0.00071541346762189111 0.0011386748795995294 -0.0021812838790091602 0.0017851889430760192 0.00040191906432455375 -0.00082237650717471758 -0.0012003990325452336 0.0024238073663484004 -0.0012163418322376422 -0.001287458448005166 -0.0014282417116471781 0.001510279698090421 0.0013401306319671374 -0.00036712450314170498 -0.00041578460630819288 -0.0014736824473366142 0.00065443583124720343 -0.00094053526954667181 0.0010964242057926064
leaf_count=4194 5075 42 1201 5441 2812 1553 280 9880 3235 7157 102 1100 134 55 130 1320 694 88 37 23 163 26 144 30 891 836 25 402 64 218
internal_value=0 0.00115409 -0.00051799 -0.00186176 -0.000257479 -0.00709103 0.00102153 0.0046575 0.000386967 0.000573437 0.00295976 0.00859072 -0.00102595 -0.00715888 0.00129393 -0.000514755 -0.00329269 0.00603548 -0.013502 0.0205683 -0.00284561 0.00760967 0.0212172 -0.0175805 -0.000292766 0.00345727 0.0251913 0.00124097 -0.00301914 0.0126827
internal_count=47352 40724 27567 19884 14443 6628 11631 13157 3277 11351 7683 1754 654 520 5929 4728 3320 1408 754 60 465 272 170 193 2566 1675 155 1520 1118 282
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=76 44 78 44 68 94 19 50 98 94 5 92 2 94 71 36 15 95 101 21 38 63 7 92 16 111 5 87 95 76
split_gain=0.47094 0.131499 0.122292 0.102719 0.0778327 0.0805824 0.116224 0.0777552 0.0784825 0.0678257 0.0773688 0.0706862 0.0766775 0.0704239 0.0697837 0.0753466 0.0814389 0.0864903 0.100845 0.0726663 0.0668244 0.0667389 0.0715999 0.0669628 0.0655762 0.0725338 0.0945653 0.0969648 0.0844095 0.065459
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -0.18083999999999997 -1.6920999999999997 3.1820500000000007 6.1249000000000011 7.5343500000000008 9.5018000000000011 4.5021000000000013 0.39579500000000006 -3.0607999999999995 7.2982500000000003 1.35375 -2.2130999999999994 -0.67273499999999986 5.7652500000000009 2.3409000000000009 -1.8455999999999997 13.967500000000003 1.2572500000000002 -1.6132499999999996 5.9978500000000006 -1.0968499999999997 2.2298000000000004 0.25912500000000005 -2.2461999999999995 -0.32597999999999994 0.86148500000000017 4.6777000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 -1 -2 7 21 -6 -9 11 -11 13 14 -4 19 -16 17 29 -19 -13 -18 -7 23 -23 -3 -26 -27 -28 -29 -17
right_child=1 24 9 -5 5 6 -8 8 -10 10 -12 12 -14 -15 15 16 20 18 -20 -21 -22 22 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.00034543030652891291 -0.0003026700834133338 0.00017969043931786595 -0.00049982427426955992 0.00012648030695513256 0.00013403148936835113 0.00076396877612203162 -0.0027529160571383672 -0.00036854007649673504 0.00053589381261392392 -0.0024159514353959822 -5.3197294044749521e-06 0.00033668848010321697 -0.0019950813943006357 -0.0034878343904644928 0.00013732212842785616 -0.00052215146134728752 -0.00078718561809355814 0.0013991484850591337 -0.0018960726414544268 0.0031698391977697613 0.0013042351728181905 0.00051332114966741449 0.0014639261854337711 -0.00063557075614497597 0.00076309738628181894 0.0029699743315577507 0.00037301722896001285 -0.0033469543611216873 -0.00053789003465611203 0.0023219056765637586
leaf_count=9575 1421 10215 49 1311 18237 151 47 1435 288 80 57 239 58 33 671 553 63 26 217 25 97 150 51 821 1037 25 259 36 104 21
internal_value=0 0.00172307 0.00041983 -0.00577196 0.00111105 0.00159173 -0.00629792 0.00207396 -0.00434727 -0.00671693 -0.0282598 -0.00527864 -0.0040812 -0.0340463 -0.0029946 -0.0054126 -0.0110162 -0.0150565 -0.03087 0.0120996 0.00961476 -0.00434418 -0.00724355 -0.0091618 0.00449006 0.0107565 -0.000262741 -0.00400098 -0.0252044 -0.00836201
internal_count=47352 36466 24790 10886 22601 21180 1220 19960 1723 2189 137 2052 1970 82 1912 1648 977 817 243 264 160 1173 1022 971 11676 1461 424 399 140 574
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=76 59 87 46 71 52 78 49 5 5 75 107 5 109 15 36 81 43 74 103 4 61 102 55 55 51 24 102 64 87
split_gain=0.425023 0.12072 0.142163 0.0931886 0.0837457 0.0896796 0.10762 0.088288 0.0846862 0.0798592 0.0797062 0.0893601 0.0797098 0.0796161 0.0853321 0.114059 0.07663 0.0791968 0.102951 0.0835044 0.0790927 0.0955294 0.104033 0.0803276 0.077622 0.0750573 0.0944602 0.0794065 0.0754644 0.0990008
threshold=-1.5780999999999998 0.44897500000000007 -1.4916999999999998 -0.13458999999999996 3.8254500000000005 -1.7786499999999996 3.1120500000000004 2.1161000000000008 -3.7697499999999997 -2.6145499999999995 1.2851000000000001 -0.64816499999999999 3.2581000000000002 1.9366000000000003 1.2854500000000002 2.7579000000000007 7.5409500000000014 -0.10254999999999999 1.1965500000000002 -0.24546999999999999 2.5194500000000004 -0.87984499999999988 -2.9888999999999997 0.6688900000000001 -2.0359499999999993 -1.8067499999999999 7.6918000000000015 -0.36192999999999992 -1.1507499999999997 0.77990500000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 9 -1 5 25 -7 13 -6 -2 -3 -12 -13 14 15 -8 17 18 19 -11 21 22 -19 -23 -24 26 27 -4 29 -27
right_child=1 10 4 -5 8 6 7 -9 -10 16 11 12 -14 -15 -16 -17 -18 20 -20 -21 -22 23 24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.00033449163900534004 -0.00055192779280430941 0.00024293042666811545 -0.00099865920250599184 8.0603435860617781e-05 0.0011397670702654463 -6.6972439744689821e-05 -0.00079291640172706238 0.00030937099147596491 -0.0011662612903180431 0.00064231114169251667 0.0020320725026303317 -6.0596033978513661e-05 0.00081032545024381703 -0.0025705907744790627 2.5864207167166992e-05 -0.0030689077531514206 0.00075919799076399545 0.0013263201348543648 -0.0005413403198319454 -7.964087888554094e-06 0.00071312105575922194 0.00058102033344436101 0.00039708647986337766 -0.00088350398821664838 -0.0022766346952100315 0.0011122809183179037 -0.0025988146441239049 0.00050629455281563129 0.00063086445004161917 -0.00099309693709281953
leaf_count=9304 296 12609 142 1582 46 11182 436 213 296 1600 54 4780 278 61 268 63 740 31 301 714 167 220 33 163 153 82 41 229 1093 175
internal_value=0 0.00163692 -0.000132161 -0.00548337 -0.00166144 -0.00128336 -0.00224481 -0.0119699 -0.0171219 0.00482709 0.00350823 0.000177439 -0.000254561 -0.0166408 -0.0138754 -0.0216053 0.00596639 0.00394954 0.00657031 0.00883329 -0.00498568 -0.0103431 -0.0271065 -0.000845257 -0.0360453 0.00538627 -0.00642813 -0.00139451 0.00899185 -0.00642684
internal_count=47352 36466 18745 10886 14327 13985 12223 1041 342 4418 17721 5112 5058 828 767 499 4122 3382 2615 2314 767 600 217 383 186 1762 412 371 1350 257
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=71 46 59 71 41 1 58 94 11 35 97 71 97 18 32 66 94 56 95 64 54 83 23 64 7 63 16 97 39 22
split_gain=0.302455 0.18384 0.11034 0.109559 0.107597 0.113528 0.0871556 0.0860866 0.101594 0.0898085 0.0971514 0.0835569 0.0807718 0.0898526 0.0784186 0.0775048 0.0980581 0.0836387 0.0973272 0.0799708 0.0732632 0.0795443 0.0758572 0.0731281 0.0710428 0.0930686 0.0708394 0.070274 0.0855663 0.0697293
threshold=2.6149500000000008 1.0494000000000001 1.1748500000000004 -3.2467499999999996 0.43856000000000006 0.95108000000000004 -0.8988799999999999 3.1173500000000005 2.3850500000000006 3.2907500000000005 4.9806000000000008 0.65202000000000016 -2.0661499999999995 -1.4889999999999997 1.2896500000000002 8.6415000000000024 1.56315 7.4137500000000012 5.7444000000000006 -1.4946499999999998 -0.7959949999999999 -0.091365499999999988 2.4771500000000004 -0.41328999999999994 -2.3735499999999994 0.30045000000000005 2.1705000000000005 0.7585900000000001 1.1345500000000002 4.1746000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 14 11 -6 7 8 -2 10 20 15 13 -8 -1 17 -17 18 -5 -19 -9 22 -22 -21 25 -20 -3 -25 -29 -28
right_child=6 26 -4 4 5 -7 12 9 -10 -11 -12 -13 -14 -15 -16 16 -18 19 24 23 21 -23 -24 27 -26 -27 29 28 -30 -31
leaf_value=5.3704942881373211e-05 -0.00042998943464958713 0.00016010411992055279 0.00017782726583072557 0.00016906164638476958 -0.00042345070057757292 2.1678277542872793e-05 0.00092679648530773001 -0.0010651896463244918 0.00090209249830504106 -0.0033784160107323854 -0.0032336998554819731 -0.00022924308639569489 -6.9140073189498277e-05 -0.0024619363560702025 0.00060245315404476726 0.0011558633965870876 -0.0019054163629710994 -0.0017842064375424974 0.0010384278116544012 0.00075772703878087427 -0.0007084916472755538 0.0029396224960113286 0.0021326148231829785 0.00011335982101539435 -0.00023689379239275827 -0.0029750527342772472 0.00056612392228370836 -0.0018223852340995537 0.00038231670748887082 -0.00090909674846833307
leaf_count=3637 2748 11000 5583 5548 4596 2081 27 417 151 37 40 3613 2941 71 793 267 29 104 20 131 146 22 28 186 1055 52 1726 158 61 84
internal_value=0 0.00101959 -0.000419727 -0.00141384 -0.00251572 -0.00569437 -0.00626463 -0.00960147 -0.00721211 -0.0196402 -0.0169246 -0.000624779 -0.00232389 -0.0305661 0.00303869 0.0012551 0.0171188 0.000613181 0.00166022 -0.0103071 -0.0138088 0.00213726 -0.00502604 -0.00538315 -0.00681202 -0.0372039 0.00415599 -0.0120262 -0.0241658 0.00995321
internal_count=47352 40724 27914 22331 17901 6677 6628 3589 2899 690 653 11224 3039 98 4430 7611 296 7315 6675 640 613 196 174 536 1127 72 12810 405 219 1810
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=76 13 76 53 7 35 49 0 28 92 58 61 41 11 109 29 19 9 64 41 23 62 2 30 110 110 103 11 36 35
split_gain=0.353258 0.109289 0.130524 0.0875153 0.0854396 0.104235 0.0997153 0.0927136 0.0802211 0.0782116 0.074234 0.0738153 0.0877497 0.109893 0.0776665 0.0932771 0.0749321 0.0741411 0.0736194 0.0733724 0.0867017 0.0723261 0.082918 0.0778945 0.125138 0.0769085 0.0856025 0.0695683 0.0703053 0.0705418
threshold=-1.5780999999999998 -0.33444499999999994 2.3836500000000007 -1.4941499999999996 -2.0998999999999994 -1.6633499999999997 0.3951400000000001 -2.5476499999999995 1.7399500000000001 -2.6198999999999995 2.0957000000000003 -0.38757999999999998 -0.77628499999999989 2.7412500000000004 1.0909000000000002 -0.69127999999999989 12.255000000000001 -0.56033499999999992 0.6296750000000001 1.1609500000000004 -4.9563499999999996 -2.9853499999999995 -2.2365499999999998 -1.2529499999999996 -1.3476499999999996 -0.15089999999999995 -4.1572499999999986 0.50246000000000013 4.8346000000000009 -1.2966499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 21 -2 6 18 -8 -4 -9 19 12 -3 17 16 -16 -13 -14 -6 -5 -21 -1 -23 24 -24 -25 -27 -28 29 -29
right_child=1 11 8 10 5 -7 7 9 -10 -11 -12 14 13 -15 15 -17 -18 -19 -20 20 -22 22 23 25 -26 26 27 28 -30 -31
leaf_value=-0.001228017324637813 -0.00056121653186305502 0.00010825797707300219 0.00023734826068573997 -6.6730573313129616e-05 -0.00066050178989862662 0.00015030657581519339 -0.0027246535144513475 -0.001974363106493608 -0.00032594665626675126 6.2400381028857431e-05 0.00090406434357409257 0.00031732965771241739 -0.0010579944501428558 0.00031746494646310797 -0.00073678754864032483 0.00011215380423881919 -0.00052319574852102192 -0.0002180912179548094 -0.00012537250922311388 0.0019763070610535676 -0.00042952739498200047 0.0001409384012294924 0.00098965394580343802 -0.0011150232313235247 -0.00051786539746505463 0.0028102109480823857 -0.00070285526900377082 0.0013302048521360295 -0.0019230611493875243 -0.0010574649795094824
leaf_count=286 1082 4515 4796 4895 1548 2940 31 48 728 2611 161 9232 495 455 343 5710 273 560 1099 38 2581 579 197 685 457 20 791 126 29 41
internal_value=0 0.00149234 -0.00059242 -0.00499904 -0.00286758 -0.00177515 -0.00440902 -0.000121236 0.00326225 0.000512659 -0.00316509 0.00292992 -4.1849e-05 -0.00664095 0.00408078 0.00128095 0.00586377 -0.0122434 -0.00876646 -0.00362033 -0.00789241 -0.0093826 -0.00789855 -0.0105436 -0.00127531 -0.0141261 -0.00856551 -0.00987796 0.00698785 0.0148802
internal_count=47352 36466 14883 10886 9359 8277 5337 2690 5524 2659 7675 21583 6025 1510 15558 6053 9505 1055 2647 7514 2619 3211 2925 2346 654 1692 1007 987 196 167
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=76 44 78 53 76 78 92 44 59 84 20 10 44 62 20 39 46 64 99 34 70 92 72 39 43 50 56 17 27 21
split_gain=0.318815 0.0992342 0.0928408 0.0789825 0.0695217 0.125209 0.0788824 0.0784526 0.0782577 0.0985902 0.0735889 0.0728556 0.069775 0.0742858 0.0735311 0.070672 0.0693136 0.0728595 0.0688986 0.099944 0.0775834 0.0866079 0.0658071 0.0826042 0.0680131 0.0728672 0.0784651 0.0653797 0.0712562 0.0654851
threshold=-1.5780999999999998 1.4787000000000001 3.1120500000000004 -1.4941499999999996 3.4650500000000002 -1.3998499999999996 11.555500000000002 1.0000000180025095e-35 1.1315500000000001 -2.1820499999999998 5.5286500000000007 1.5076000000000003 -0.95617999999999992 -3.6993499999999995 9.047150000000002 2.0800500000000004 0.30040000000000006 21.681500000000003 9.2440000000000015 -0.9715149999999998 -1.5823999999999998 2.1203500000000006 -1.5511499999999996 -0.93611999999999995 1.97035 -1.6709499999999997 -1.5603999999999998 -1.6780499999999996 -1.9360999999999997 -1.1672999999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 22 5 6 12 8 -7 -10 -6 -12 13 -2 15 27 -5 -18 -14 -20 -21 -22 -1 -24 25 -25 -27 28 -15 -29
right_child=1 -3 -4 16 10 7 -8 -9 9 -11 11 -13 18 14 -16 -17 17 -19 19 20 21 -23 23 24 -26 26 -28 29 -30 -31
leaf_value=-0.00057312918586333429 0.0018689309539640265 0.00019107036472998691 -0.00029663568090813452 -0.00020634066379374372 0.00020968963275015004 7.720066802138187e-05 -0.001794509824860511 -0.00010898439689266879 -0.0017999813924543561 0.00044357618667875643 0.001575750266937049 -0.0014216201602602783 5.8393089447514575e-06 -0.0016048706865505033 -0.0034674040923294218 -0.0013216728484934891 0.00014050339420264602 0.0019851757895626258 0.0011812478153695983 -0.0042895460434790164 0.0012892132159322502 -0.0027076727230892039 0.0010010477251536319 0.0006294301027445731 -0.0017557745698122487 -0.0023274610941353907 -0.00023518821751250031 -0.0013351386516495206 0.0015443652356824293 -0.00028236647721452076
leaf_count=2438 33 11676 2189 6739 2513 9090 79 4156 50 2369 171 23 2566 23 21 215 879 57 31 28 23 33 152 207 71 53 290 176 82 919
internal_value=0 0.00141772 0.000285593 -0.00474909 0.000887861 0.000240898 -0.0045875 0.0015444 0.00288919 0.00794405 0.00564245 0.0244078 -0.00399161 -0.00953102 -0.010609 -0.00973729 -0.00300683 0.00505678 -0.000956406 -0.0249026 -0.0428116 -0.0213219 -0.00891347 -0.000873706 -0.00598802 -0.00222793 -0.0111697 -0.00674589 0.0170907 -0.00903158
internal_count=47352 36466 24790 10886 22601 19894 4229 15665 11509 2419 2707 194 4150 1469 1436 1415 7675 936 2681 115 84 56 3211 773 621 550 343 1200 105 1095
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=76 94 13 76 66 28 7 35 49 0 92 10 29 55 53 43 60 102 94 5 10 73 42 31 93 109 1 58 29 41
split_gain=0.287731 0.106062 0.095409 0.114846 0.0827173 0.0862387 0.0774419 0.0822214 0.0989563 0.0773565 0.0721398 0.0712868 0.120724 0.0884727 0.0712817 0.0697096 0.068218 0.0679662 0.0850932 0.0856657 0.0672917 0.0767713 0.0828576 0.067233 0.067179 0.111412 0.0746104 0.0660039 0.0686123 0.0690408
threshold=-1.5780999999999998 4.3814000000000011 -0.33444499999999994 2.3836500000000007 6.2863500000000005 1.7399500000000001 -2.0998999999999994 -1.6633499999999997 0.3951400000000001 -2.5476499999999995 -2.6198999999999995 0.65771000000000013 -1.1646499999999997 1.8923000000000003 -1.4941499999999996 -7.4716499999999995 -0.54742999999999997 -0.51026999999999989 -1.7779499999999999 1.8174500000000002 0.86938000000000015 1.0071500000000004 0.60889000000000004 -1.0200499999999997 -3.0140999999999996 -1.5386999999999997 -2.5218499999999993 2.0957000000000003 3.3202000000000003 6.1922500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 2 3 6 5 -5 24 8 -8 -10 -11 13 -13 -9 -1 -3 20 18 19 -12 -14 22 -22 -24 26 -26 -2 -16 -29 -30
right_child=1 15 -4 4 -6 -7 7 11 9 10 17 12 16 -15 27 -17 -18 -19 -20 -21 21 -23 23 -25 25 -27 -28 28 29 -31
leaf_value=-0.00042338984686491943 0.00016608904992975487 -0.0014454533391826101 0.00014914058265921872 0.00020895971595010084 0.0013136129747420601 -0.00038978572171479212 -0.00041876775037912864 -0.0002119661403481014 -0.0025025050295516848 -0.0018688782157065969 -0.0028354789352306401 0.0018597074366184911 0.0015540567480705004 0.00069990208455832841 -0.00016428769180457743 -0.0002686879467966472 0.00078185571205734497 0.00020383415154380307 -0.00012329491086220682 0.00061602617520838988 9.0576521423016047e-05 0.0005666382391826206 0.00031791080003352583 -0.0021129932417345001 0.0011991671385185327 -0.0005717331286849035 -0.0023123278657665803 0.0017872642118776782 -0.0024116431092329549 0.00084050405644217239
leaf_count=3211 44 149 21085 4593 152 692 2506 1486 30 48 64 136 55 324 7514 810 371 2099 329 25 148 168 37 123 100 794 98 89 25 47
internal_value=0 0.00134683 0.00162711 -0.000354925 0.00327272 0.00261124 -0.00255008 -0.00149022 -0.00389335 0.000434933 0.0010254 0.002814 0.00942056 -0.000974734 -0.00451164 -0.00903044 0.00523296 0.00175776 -0.0098868 -0.0373191 -0.00203623 -0.00586281 -0.0152422 -0.0310169 -0.0106822 -0.00747292 -0.0308874 -0.00285649 0.0171775 -0.00577427
internal_count=47352 36466 35507 14422 5437 5285 8985 7949 5101 2595 2565 2848 1038 1810 10886 959 902 2517 418 89 531 476 308 160 1036 894 142 7675 161 72
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=76 94 87 59 77 37 85 16 102 67 24 15 37 65 44 39 53 43 95 18 70 49 86 62 50 2 28 3 110 21
split_gain=0.259677 0.0957209 0.081786 0.108712 0.0849661 0.0689807 0.0714079 0.0723721 0.0694297 0.0687784 0.0665051 0.0710428 0.131312 0.0822938 0.0672983 0.0664396 0.0642745 0.0641923 0.0665735 0.0684629 0.0815506 0.0676153 0.062811 0.0628053 0.0783416 0.0774418 0.0710971 0.0718445 0.0827928 0.0883081
threshold=-1.5780999999999998 4.3814000000000011 -1.4916999999999998 0.44897500000000007 1.2735500000000004 0.58019000000000009 -0.069765499999999994 3.2988000000000004 6.0742500000000001 0.14611000000000002 3.3739000000000003 1.3809500000000001 41.849000000000011 9.2327500000000011 -1.3408499999999999 -2.6534 -1.4941499999999996 -9.6906499999999998 -1.2247499999999998 -1.7261499999999999 -0.7395449999999999 1.1424500000000004 -0.85921499999999995 -2.9853499999999995 -1.7923499999999997 -2.2365499999999998 -0.56550999999999985 1.16185 -1.5283499999999999 -1.6120499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 4 10 -2 6 -5 22 -7 16 11 12 -4 14 -13 -15 23 -3 -19 20 -20 -21 -8 24 -1 -25 27 28 29 -27
right_child=1 17 3 5 -6 8 7 -9 -10 -11 -12 13 -14 15 -16 -17 -18 18 19 21 -22 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=0.00011671859527519576 0.0002758733336685587 -0.0024709978683637706 -9.3980468054510072e-05 0.00011671776933362482 -0.00013995029166810827 -2.6863213799782193e-05 0.0016673949816160734 0.0014898836185334643 0.0027270073283706675 0.00065080374149450418 -0.00036130139959314955 -0.00052376781609081251 -0.0025024731734894184 0.0022437451267614964 0.00027236672301691588 -0.00071748937711844159 -0.00015258933431283651 0.00050679368454876453 0.0025129248948109434 -0.0013088961515882078 -0.00026455042318792763 0.00028810142125676284 0.0003239840276762281 0.00016622981384453289 -0.0016861816745019069 -0.00080889307832503774 -0.000747848733283964 -0.0011884171849406138 -0.00028714274300842545 0.0014231384060958928
leaf_count=87 7503 37 7906 5157 1469 4679 90 152 23 225 1655 287 57 20 3534 358 7485 183 29 329 298 83 2617 578 196 61 1200 156 736 162
internal_value=0 0.00127949 0.00154576 0.000663251 0.0041558 0.00277298 0.00455666 0.00856519 -0.000267851 -0.00428605 -0.00127867 -0.000469354 -0.00222441 0.00285895 0.00425136 -0.0112162 -0.00465121 -0.00857892 -0.00693996 -0.0111685 -0.0003646 -0.0197434 0.00737297 -0.00842065 -0.0226387 -0.00702981 -0.00961506 -0.0038659 -0.000628386 0.0162517
internal_count=47352 36466 35507 26535 8972 12718 8016 2859 4702 10886 13817 12162 7963 4199 3821 378 10661 959 922 739 327 412 2707 3176 283 2893 2315 1115 959 223
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=76 94 13 76 66 28 55 42 58 73 64 57 100 44 42 3 85 16 103 84 19 24 44 87 89 20 93 15 68 2
split_gain=0.234359 0.0863881 0.0832734 0.104697 0.0761363 0.079323 0.0690791 0.0714358 0.0927169 0.0885026 0.101357 0.0879434 0.0766895 0.0849185 0.0899811 0.0726172 0.0690754 0.0726773 0.0688313 0.0673628 0.0706383 0.103399 0.0671066 0.0660973 0.0820254 0.0860424 0.0770901 0.0827095 0.0724167 0.0656307
threshold=-1.5780999999999998 4.3814000000000011 -0.33444499999999994 2.3836500000000007 2.4147500000000002 1.7399500000000001 -3.4686499999999998 0.26208500000000007 -0.96009999999999984 -7.8255999999999988 1.3508500000000001 0.7138500000000001 2.4574000000000003 -1.0873499999999996 0.90597000000000005 2.9940500000000005 -1.3798999999999997 0.33879500000000001 -1.5465499999999996 -1.9924499999999996 0.57789000000000013 -0.7659149999999999 -0.18083999999999997 0.67044000000000004 -3.1667499999999995 0.19136500000000004 -0.55206499999999992 4.7518000000000011 3.0313000000000003 7.7136000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 2 3 6 5 -5 -2 8 9 10 -8 12 29 -14 -15 -13 17 -17 -6 -10 -21 -22 -1 -11 25 -25 28 -28 -26 -9
right_child=1 -3 -4 4 18 -7 7 11 19 23 -12 15 13 14 -16 16 -18 -19 -20 20 21 -23 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.00024952327904339698 -0.00083173802577275855 -0.00040749878149773752 0.0001367509014551163 0.00018495486862012871 0.0025168987402659181 -0.0004017452570357589 -0.00046541225659893823 -0.00068000952983806077 -0.0016816108558321667 -0.00011061535963736596 0.0013036811079511306 -0.00018236333418768014 -0.0010549149746166442 -0.00020577786401104064 0.0021769471402900919 0.00033368004912163242 0.00097754514112171763 -0.002798240200650913 0.000565437562803491 0.0001760156702329482 0.0026490000111024669 0.00051569484207454521 0.00013190779261866711 -0.0022763775716864057 0.00062020517607333655 -0.00027138151047114366 -0.0015133889270222732 0.00099437613823350314 -0.0025367613125126809 -0.0032205934770620213
leaf_count=9575 332 959 21085 4486 56 661 140 1140 44 1216 192 2325 83 84 75 59 270 27 234 1966 71 284 1311 139 198 87 166 41 20 26
internal_value=0 0.00121552 0.00146847 -0.00038323 0.00308042 0.00219217 -0.00247915 -0.00193603 0.000783605 -0.00389062 0.0111536 -0.00497159 -0.011371 0.00482874 0.018363 -0.00161076 0.0116894 -0.0129919 0.0188454 0.00512974 0.00586457 0.0188471 -0.00407175 -0.00656586 -0.0146978 -0.0300909 -0.00651236 -0.0203336 0.0066115 -0.0147332
internal_count=47352 36466 35507 14422 5437 5147 8985 8653 4564 2199 332 4089 1408 242 159 2681 356 86 290 2365 2321 355 10886 1867 651 226 425 207 218 1166
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=59 68 47 56 45 93 14 59 45 32 107 67 55 75 28 54 94 70 59 26 70 97 10 28 69 8 28 15 22 34
split_gain=0.179237 0.149366 0.105086 0.0968825 0.0801493 0.0816187 0.0794187 0.0686087 0.102624 0.0763018 0.0764456 0.0730845 0.068379 0.0960364 0.0838166 0.0695593 0.0684174 0.14282 0.106443 0.0883056 0.101335 0.102969 0.0697999 0.0680416 0.0659417 0.0645293 0.0644421 0.064346 0.0841135 0.0638925
threshold=0.44897500000000007 -1.9738499999999999 -0.83936499999999981 -2.2949499999999996 1.2238000000000002 -2.7130499999999995 1.5041000000000002 1.7932500000000002 1.3056500000000002 -1.0553499999999996 -3.8895499999999994 -0.41883999999999993 4.6939000000000011 -1.6576999999999997 -1.10015 -0.88460499999999997 1.56315 4.4919000000000002 -2.8377999999999997 0.78485000000000016 -2.7514499999999997 7.7576500000000008 1.4522000000000002 2.0122500000000003 -1.1936499999999997 1.8082500000000004 -0.99817499999999992 5.4879000000000007 0.17576500000000003 2.9083500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 27 -2 -6 -1 -7 11 10 -10 -9 16 14 -14 -16 19 18 26 -4 -21 -22 -20 -5 -11 -23 -18 28 -3 -28
right_child=4 2 12 23 5 7 -8 8 9 24 -12 -13 13 -15 15 -17 17 -19 22 20 21 25 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.00072020840505604346 0.00018660065009333592 0.0017697273710767219 0.00010804267450959494 -0.00024806555267084898 -0.0018915279787977163 -0.00015535267328155525 9.4179374322576307e-05 -0.0014307495722804514 0.0026541506468604967 -6.4340302266091822e-07 -8.1849419658814584e-05 0.0013490799398693657 -0.0029876383795150712 0.0012906800078558356 -0.00070236092982709072 0.0014790883537399726 -0.0010821423194328327 0.00094390777825398026 -7.4224001520907125e-05 0.0010507184001917562 -0.00059036278196051618 0.0016734937412852457 0.0016879145917081243 0.0023643588070990521 0.00069280736206565061 -0.00095656428493384738 -0.00023021526457010072 0.0011102341906428926 -0.00013864232342418274 -0.0014465877716202903
leaf_count=1322 13075 65 11117 8257 58 3674 387 152 26 504 1414 28 24 245 89 62 454 260 1808 124 1155 86 58 25 1072 32 938 202 517 122
internal_value=0 -0.00166388 -0.00106053 -0.00379781 0.00227493 -0.000474988 -0.0107158 -0.000159614 0.00322865 0.00461298 -0.000648988 -0.0199666 0.000436765 0.0130336 -0.00485828 0.00386667 0.000109249 -0.00370659 -0.00544388 0.00121918 -0.00627444 -0.00893258 -0.000389046 -0.00480359 0.00942088 0.0192052 -0.011674 0.00682708 0.00148983 -0.00740426
internal_count=47352 27349 25640 9066 20003 6928 1709 6870 3196 3016 1440 180 16574 420 175 151 16154 3640 3380 12514 1397 1273 1866 8282 1576 118 1514 784 582 1060
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=76 67 94 53 40 35 37 96 31 44 46 66 21 56 88 13 25 109 22 56 12 74 101 68 11 68 8 47 16 89
split_gain=0.19934 0.104403 0.081476 0.0721315 0.0763129 0.0706162 0.0827015 0.0672977 0.0827007 0.0668963 0.0826429 0.0795486 0.0784474 0.0735633 0.0886888 0.0760709 0.102579 0.0828962 0.0846262 0.0741876 0.0830922 0.0703397 0.0696664 0.0695208 0.0685398 0.0674764 0.075037 0.0747146 0.10017 0.0691639
threshold=-1.0402499999999997 -0.94297999999999982 4.3814000000000011 -1.4941499999999996 12.414000000000003 13.485000000000001 1.5210000000000001 25.787500000000005 12.502500000000003 1.4787000000000001 1.6148500000000003 4.4966000000000008 1.9157500000000003 7.4137500000000012 29.316500000000001 -0.55572999999999995 -6.9286499999999993 -1.1842499999999998 -0.49174999999999996 11.360000000000001 1.7400500000000003 0.91676000000000013 -2.0173499999999995 -1.2325499999999996 -0.37225999999999992 -1.6920999999999997 -1.1040999999999999 1.2914500000000002 -1.7146499999999998 2.2992500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 9 4 -1 6 -3 8 -5 11 12 13 -11 25 15 -15 -17 23 21 20 -20 -19 -13 -18 -25 26 27 -2 -29 -28
right_child=2 5 -4 7 -6 -7 -8 -9 -10 10 -12 22 -14 14 -16 16 17 18 19 -21 -22 -23 -24 24 -26 -27 29 28 -30 -31
leaf_value=-0.00040679226358645112 -0.0013213074152990756 0.00026489884890729744 -0.00041891394791366367 -0.00013286707626164153 0.0015222605083881017 -0.0017733358542243831 0.0019182109899547205 -0.0010705163147348353 0.00060496521045382858 0.00028369981974799761 0.00012316369961611333 0.0029289549229563113 0.0010280208718624138 -0.00083605628521685584 0.0015951795479411197 0.0027662905862962366 0.0013327811266882 0.0024686437272886576 -0.0015428777777676747 0.00021533729663996833 0.0014901105866388039 -0.00042584498878568412 0.00036142925443047303 0.0010683375759981573 -0.0017366361523514819 5.9804196559956075e-05 1.2263394876518202e-05 0.0016601286636534754 -0.0014227559857726176 -0.0028931833332448845
leaf_count=3644 283 975 835 9273 52 39 82 183 396 1195 8790 27 503 596 58 30 27 61 138 396 27 32 1230 25 169 17327 832 57 49 21
internal_value=0 -0.00306637 0.00137287 -0.00382582 -0.00759304 0.00632134 0.00786319 -0.00241253 -0.00205297 0.00162833 0.00369703 0.000613764 0.0100838 0.000131784 -0.00646605 -0.00794869 -0.00217148 -0.00414282 0.00151528 -0.00311624 -0.0209314 0.0294538 0.00833158 -0.0208867 -0.0275034 0.000685719 -0.00643432 -0.0179444 0.00470043 -0.00118532
internal_count=47352 14644 32708 13548 3696 1096 1057 9852 9669 31873 10488 21385 1698 20128 1559 1501 905 875 654 561 165 93 1257 221 194 18569 1242 389 106 853
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=71 44 67 32 41 76 62 19 108 29 58 30 58 94 11 35 97 53 50 37 35 88 7 15 63 20 41 71 37 55
split_gain=0.180227 0.0922191 0.0896834 0.0806452 0.102829 0.0784194 0.0947283 0.0980318 0.0968876 0.0902746 0.0813845 0.0772794 0.0756395 0.0762785 0.0844695 0.0809848 0.0872665 0.0742673 0.100759 0.138855 0.0741166 0.0733177 0.0720534 0.0711176 0.0695219 0.0694984 0.069295 0.101085 0.0749322 0.0705992
threshold=2.6149500000000008 0.88560500000000009 1.7633000000000003 -1.0190499999999998 1.0635500000000002 2.3836500000000007 -0.48928499999999991 -0.92179999999999984 -2.5175999999999994 -24.600999999999996 2.0629500000000003 1.8294500000000002 -0.8988799999999999 3.1173500000000005 2.1304500000000002 3.2907500000000005 4.9806000000000008 -1.6180999999999999 -1.7923499999999997 1.6086500000000001 -0.71575499999999992 1.1794500000000003 0.87844500000000014 0.11954000000000002 -1.4138499999999998 -2.1921499999999994 1.8379000000000001 -12.366499999999997 -1.9447499999999998 -3.4686499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 10 7 8 -7 -9 26 12 13 14 24 16 17 18 -15 -20 -8 -22 -16 -23 -2 -11 29 28 -28 -5
right_child=11 -3 -4 5 -6 6 20 9 -10 25 -12 -13 -14 15 22 -17 -18 -19 19 -21 21 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00061573145620396003 -0.0011400574455061967 0.00014614116555235741 0.00046780908634406023 -0.00060138872010831066 1.4494696553640725e-06 -0.0025449367248694655 -3.1936802891049273e-05 -0.0018754887989220711 0.00046733720636122055 -0.0027125782798975706 0.00069663686803462794 -0.0011059394145746066 -1.5985829787399542e-05 0.00043376658316393498 0.0015295159319129168 -0.0031126904862970616 -0.0029689335307921286 -0.00020616361693556577 -0.002959665048445673 0.00159666936388021 -0.00098462535665490704 -0.0011945950472727418 -0.00074106659073731873 0.0027091826412028504 -0.00023810224346332656 5.2607222408349366e-05 0.0032761812875715772 -0.00051230290955930262 -0.00012273648467003915 -7.5127215790128809e-05
leaf_count=1037 234 13510 934 667 1986 27 1471 65 2358 23 301 249 2842 51 116 37 40 431 102 20 403 20 50 28 2456 1887 31 1635 34 14307
internal_value=0 0.000787057 -0.000273213 -0.000615445 0.00424341 -0.00124701 0.00177149 0.00434973 0.00866472 -0.000861025 -0.00236408 -0.00483587 -0.00416124 -0.00724793 -0.00498027 -0.0167581 -0.0141442 -0.0111486 -0.0286509 -0.0442545 -0.00407719 -0.0152922 0.0169121 0.0216522 -0.00633125 0.000386184 -0.00265827 -0.00870855 0.0299657 -0.00197138
internal_count=47352 40724 27214 26280 3023 23257 6282 4360 2385 1975 16975 6628 6379 3537 2856 681 644 604 173 122 1922 451 166 48 2690 1910 16674 1700 65 14974
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=76 104 59 15 71 2 66 2 101 36 78 39 7 46 42 67 102 28 48 110 60 73 78 63 35 78 43 95 61 70
split_gain=0.164635 0.118282 0.0851218 0.0772229 0.0759797 0.0840138 0.105125 0.0850297 0.105432 0.0798337 0.11719 0.08047 0.0978217 0.0780735 0.0843351 0.070732 0.0700853 0.0692211 0.0867088 0.0689549 0.0692271 0.068825 0.0782617 0.0688213 0.0730953 0.0680804 0.0757107 0.0847988 0.0674904 0.0646327
threshold=-1.0402499999999997 11.038000000000002 1.1890500000000002 17.930000000000003 0.57543500000000003 1.0721500000000004 8.6415000000000024 -1.7357999999999998 1.9933500000000002 -0.97211499999999995 1.8870500000000001 1.1052500000000001 -1.3407499999999997 -1.7223499999999998 0.39593500000000009 -0.94297999999999982 -4.6082499999999991 -1.4626499999999998 1.3671500000000003 0.71078000000000008 -0.78317499999999984 1.0000000180025095e-35 -3.0881499999999993 -0.40613499999999997 2.4798500000000003 -1.1634499999999999 -3.2589999999999999 6.2327500000000011 -1.8277499999999998 -2.6991499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 15 -4 5 7 -7 8 16 -6 11 17 21 14 -14 -1 -2 18 -11 20 -3 22 -13 -17 -25 26 -18 29 -10 -28
right_child=4 19 3 -5 9 6 -8 -9 28 10 -12 12 13 -15 -16 23 25 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.00018901741976946461 -0.0016856122546067293 -0.0012619778790203973 0.00028974884932117696 -0.00095928188198275829 0.00013275079128492948 -6.1799099480259326e-05 0.00084622221960939262 0.00023372442740432947 -0.001882404506011311 -0.001747913970057631 -0.00067199680452270899 0.00020174794813751113 -0.0035026898604187673 4.7223677365978742e-05 0.00013448397240911923 -0.00022463301833564229 0.0012078326552197012 6.0340294632967344e-05 0.0014772811555303633 -0.0013598932747364133 8.3827746390833602e-05 -0.00056665666411767244 -0.0027922391562518016 0.00096769511636279806 -0.00080980898237880067 0.00030295336396451154 -0.0020301622092329828 -0.0030784356145886708 -0.00043503676263046353 -0.00018021195816497011
leaf_count=11198 55 143 1779 133 3496 7450 333 12650 99 105 967 28 34 551 30 358 74 3975 26 290 288 157 99 387 68 1552 52 30 432 513
internal_value=0 -0.00278669 -0.00213995 0.00405731 0.00124766 0.00222048 -0.000458978 0.00356965 -0.0014094 -0.00114021 -0.00336194 -0.0014148 -0.00998408 -0.0028955 -0.0359553 -0.00312648 0.00155083 0.000461427 -0.022156 -0.0152757 -0.00725385 -0.0253344 -0.042643 0.00587976 0.0140409 0.00242407 -0.00600869 -0.00976034 -0.0140977 -0.00700946
internal_count=47352 14644 13923 1912 32708 23240 7783 15457 2807 9468 5972 5005 899 615 64 12011 2276 4106 131 721 431 284 127 813 455 2221 669 595 531 565
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=71 46 81 50 49 76 67 78 0 60 55 55 0 4 86 15 1 46 17 13 70 18 102 3 81 21 110 15 35 20
split_gain=0.153045 0.0936124 0.077873 0.0755531 0.0770371 0.0727718 0.0783704 0.0960503 0.081325 0.0794412 0.076621 0.0738189 0.0722499 0.0801586 0.0722313 0.067421 0.0663891 0.0656246 0.0708767 0.0633537 0.0651007 0.0716108 0.0953368 0.0699985 0.0653872 0.0722562 0.0628227 0.0618112 0.0613005 0.0608861
threshold=3.0703000000000005 1.0494000000000001 -1.6669499999999997 7.0739500000000008 0.72483000000000009 0.32198500000000008 -0.94263499999999989 -1.3998499999999996 5.7091500000000002 -0.56368999999999991 -0.21531999999999998 -0.50375999999999987 0.92711500000000013 1.7562000000000002 2.2161500000000003 0.21091500000000005 -2.0707499999999999 -0.72356999999999994 -1.1902999999999997 -4.449749999999999 -4.047299999999999 -1.8417499999999998 -0.17791499999999996 -1.5362499999999997 -1.7530999999999997 -0.91306999999999994 6.2735000000000012 1.7374500000000002 70.939500000000024 -1.92865
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 19 4 5 6 8 -8 -1 11 -10 16 13 -5 29 -12 -9 -13 -19 -2 -21 22 -22 24 25 -23 -7 -16 -6 -4
right_child=2 -3 14 12 28 26 7 9 10 -11 15 17 -14 -15 27 -17 -18 18 -20 20 21 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00020068566922304496 -0.0025555877619406731 0.00014232602380259568 0.00048390145570847959 -0.0001178999761757356 0.00015514406894599791 7.648498072499291e-05 -0.0019579621657612734 -0.0024314948241226375 0.0020541614988186861 0.00076080209333648468 0.001105914659311589 0.0010727882969324941 -0.00061754743908512045 0.0021571994919941063 -0.001584432515231644 -0.0010397132935738057 -0.00029256676475236578 -0.0020661370106695577 0.00047034594377691978 0.00048516669037269844 0.0035025219369510356 -0.0018398569475721162 -0.00061391520211588786 -0.00058226109415628351 -0.0031179532526384095 0.00067458460683326397 -0.0012588101757031061 0.00023918689916392784 -0.0024303798695378331 -0.00018225056649176974
leaf_count=9590 43 13130 378 1206 7020 8568 48 41 76 562 78 197 987 40 157 69 315 42 80 121 22 100 39 461 58 40 89 66 23 3706
internal_value=0 0.000630826 -0.00512354 -0.000371277 9.44038e-05 -0.000917966 -0.0026131 0.0047304 -0.00357472 0.00643347 0.0153038 -0.000878833 -0.00595986 -0.000897262 -0.00336882 0.00197566 -0.0107781 0.0101686 -0.00805739 -0.0136728 -0.0117586 -0.0153654 0.017414 -0.0183996 -0.0341256 -0.0224289 0.00125514 -0.0208941 0.00293401 -0.00241188
internal_count=47352 42161 5191 29031 26798 19755 11098 1285 9813 1237 223 675 2233 1246 4307 147 356 319 122 884 841 720 61 659 198 140 8657 223 7043 4084
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=71 58 119 15 100 43 86 5 56 56 73 59 4 18 43 63 87 41 71 87 48 23 74 78 19 73 54 72 64 72
split_gain=0.138665 0.0923133 0.0894906 0.0828236 0.0770904 0.0787866 0.0763032 0.0720778 0.105313 0.104518 0.0718928 0.0804713 0.0995641 0.0851499 0.0845351 0.0815493 0.0789333 0.0950359 0.0827781 0.116299 0.0824649 0.0773214 0.0733564 0.0715081 0.0876784 0.110034 0.0875552 0.071281 0.0823109 0.0709172
threshold=0.57543500000000003 0.53008500000000014 1.0000000180025095e-35 -1.7107999999999999 -1.4372499999999999 7.7577500000000006 -3.8425499999999997 0.77227000000000012 10.4335 18.854000000000003 1.2017500000000003 -0.23733499999999999 0.52929000000000015 23.236500000000003 -3.0031499999999993 -1.0073999999999999 -0.63154999999999994 0.68733000000000011 -0.26137499999999997 -0.89620999999999984 -0.6097499999999999 4.4712000000000005 0.64918500000000012 2.6414500000000003 3.1016500000000007 1.7050500000000002 -2.4288499999999993 0.051455500000000008 -1.3691499999999996 3.0745000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 27 5 -1 -6 29 -9 -10 11 12 14 15 16 22 17 18 -8 -20 -18 -13 -14 -5 26 -26 -25 -2 -29 -4
right_child=1 -3 7 23 6 -7 10 8 9 -11 -12 21 13 -15 -16 -17 20 -19 19 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=0.00025696948496694997 -0.00042545363930470716 4.3957826746642418e-05 0.00028576914516980116 -8.7253118189001418e-05 -0.0005103206318126934 -0.0027452847967982634 0.0010325215871911497 9.9786293673708747e-05 -0.0022184029953452845 9.2617244015193808e-06 -0.00019338095346989944 0.00013038222667239932 0.0010631365630785559 0.0019081800588482468 -0.00050188759869754967 -2.6400025668310025e-05 0.0014302151027654648 -0.0019985026759760721 -0.0015781158522157866 0.0027318124636076394 -0.00050088216693053506 0.001529195404611528 -0.0017600204302289056 0.00044348440482987021 -0.002889664936621746 0.00037008961524593481 -0.00057853186515026791 -0.0021298703594411716 0.0012014030185954734 0.0011638301487099034
leaf_count=3255 1464 6221 4620 8475 780 22 375 2909 101 110 3936 8176 289 66 1854 2069 61 35 72 20 590 100 25 268 77 39 961 118 22 242
internal_value=0 -0.00222041 0.00131885 -0.00390829 0.000266802 0.00473628 -0.000527131 0.00418226 0.000431015 -0.0211412 -9.9814e-05 0.000980151 -0.00200129 0.00273225 -0.00585645 0.00175094 0.000867 0.0102892 0.014056 -0.0128235 -0.00639869 0.00294569 0.0167673 -0.00282007 -0.00959384 -0.0358743 -0.00711335 -0.0105705 -0.0321277 0.00658947
internal_count=47352 17645 29707 11424 21725 3277 18448 7982 3120 211 17668 13732 5456 2449 3007 2383 1153 502 467 92 651 8276 314 9820 1345 116 1229 1604 140 4862
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=71 46 55 67 85 86 60 15 15 92 87 39 13 60 65 28 76 78 58 52 89 31 51 17 3 3 100 103 53 44
split_gain=0.130296 0.0817205 0.0705262 0.0700895 0.0655007 0.085214 0.0727635 0.0649638 0.0929386 0.0818786 0.0795819 0.0645267 0.0640127 0.0736517 0.0621396 0.0619753 0.0757584 0.0901819 0.0696566 0.0961272 0.0817477 0.0865273 0.0800536 0.0761734 0.0798552 0.0854591 0.0755986 0.0802567 0.0812799 0.0825673
threshold=3.0703000000000005 1.0494000000000001 2.8100500000000004 1.7633000000000003 -1.7094499999999997 2.3010000000000006 3.5234500000000004 -1.7529499999999996 -1.3582999999999998 -0.56612999999999991 0.59841000000000022 -1.5899499999999998 -1.0331999999999997 -0.46595499999999995 -0.12972499999999998 1.8356500000000002 2.3254500000000005 -1.4657999999999998 0.47926000000000007 -2.4017999999999993 1.5802000000000003 -1.0354499999999998 -1.4848499999999998 -0.8657149999999999 -2.0056499999999997 -0.79130499999999981 0.29044500000000006 0.33749500000000004 9.9503000000000021 0.75752500000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 15 6 11 7 10 9 -9 -2 -6 13 -4 -14 16 17 -1 -19 -20 21 23 -23 -21 -25 -26 -22 28 29 -28
right_child=2 -3 12 -5 5 -7 -8 8 -10 -11 -12 -13 14 -15 -16 -17 -18 18 19 20 26 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.00036780066368300129 -0.0033746994728971916 0.00013261208660567751 0.00017114769141290728 0.00039297556556257068 0.00042068493084874113 -0.0012981831364271721 -0.0034239848377183081 8.090758823580447e-05 -0.00064561686056302536 0.0031744054139351413 -0.00090530472602667281 -0.00023749012805981216 0.00040374989602766652 -0.0022912954659246184 0.0022948637688532474 -0.00021141093378654189 0.00014455833656393675 -9.7868857875458244e-05 -0.0021072558984087664 0.0015941440607606964 0.00018811299224725272 -6.9272809490610973e-05 0.00041939749369886343 -0.0016206276549911667 0.0017091233088663454 0.00017198388206195135 -0.00029475205978694863 -0.0015450323658013885 0.0014052289425145225 -0.0028211998136933236
leaf_count=2044 40 13130 98 1003 420 173 24 69 449 31 177 3285 331 44 50 4124 6472 9517 48 202 880 1781 1583 43 130 297 662 144 67 34
internal_value=0 0.000582059 -0.00472745 -0.000354234 -0.00596122 -0.00427052 -0.0142606 -0.0125619 -0.00677205 0.0207978 -0.0272099 -0.00325758 0.00628451 -0.0118373 0.0130386 -0.000648168 -3.05255e-05 -0.00111527 -0.000286302 0.00242254 0.00278992 0.00528309 0.00321362 0.0156427 0.0086629 0.0127993 -0.00284098 -0.00924765 -0.00516111 -0.00836341
internal_count=47352 42161 5191 29031 4668 3878 790 766 549 100 217 3705 523 142 381 28028 23904 17432 15388 5871 5823 4036 3364 672 470 427 1787 907 763 696
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=76 104 94 59 15 59 92 43 29 22 102 24 33 92 26 89 2 16 19 92 76 66 109 28 86 60 86 68 61 71
split_gain=0.11849 0.106137 0.0667246 0.0662059 0.0723156 0.0794872 0.068896 0.0648114 0.0693864 0.0638087 0.0859926 0.10457 0.0686153 0.0702518 0.0630242 0.0751738 0.0630631 0.0788195 0.0983134 0.0959183 0.078466 0.0768995 0.07867 0.0750228 0.0705636 0.105268 0.071374 0.0770656 0.0702274 0.0695032
threshold=-1.0402499999999997 11.038000000000002 4.3814000000000011 1.4470500000000002 17.930000000000003 1.6654500000000001 -1.7400499999999999 -9.6906499999999998 -0.84158999999999995 -1.2223999999999997 -1.2777499999999999 -0.52909499999999998 -0.095517999999999978 4.9445500000000004 -37.340499999999992 5.7996000000000008 1.4950000000000003 1.2176000000000002 17.984000000000005 -1.3507499999999999 2.3836500000000007 8.6415000000000024 3.9308500000000008 -0.58059999999999989 1.9109000000000003 3.7487500000000007 1.7637000000000003 -0.23094999999999996 0.72252500000000008 -1.5701499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 14 -1 6 -6 -5 -4 -9 10 -10 -12 -11 -14 15 -2 17 20 19 23 -16 22 -18 -19 25 26 -21 -28 -20 -23
right_child=2 -3 7 4 5 -7 -8 8 9 12 11 -13 13 -15 16 -17 21 18 28 24 -22 29 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00012294828417074485 0.0031954947759753427 -0.00070972876375927237 -0.00255991016465211 -0.00079574053719018911 0.0018444878875743598 -0.0016512256241457046 0.00048036113768001941 -0.0009920197601140132 -0.0025893157475657064 0.0009521095831727368 0.0012915874583296291 -0.0029626736447971782 -0.00075039464088794833 0.0014795722752751319 -2.5034502722968256e-05 0.00042726306543375942 -6.7207765620452625e-05 0.0002630241893269365 -0.0022345480832285181 0.000368070939240075 0.00020422874579225639 0.0017390325875917022 -0.001226715829993767 -0.00047167426385712365 0.00079699211369890516 -0.0020008237181915619 0.001654565256321803 -0.0018762263541301602 0.00021427640189918188 0.00022605341416700775
leaf_count=12597 34 721 33 117 20 87 1102 249 50 208 52 20 179 44 11669 88 8030 756 67 3482 5487 104 149 643 894 49 20 68 52 281
internal_value=0 -0.00236411 0.00105846 -0.00175148 0.00496968 -0.0199564 0.00715761 -0.00776592 -0.00597881 0.000262663 -0.0199273 0.00219697 0.0059777 -0.00620802 0.00128964 0.0239747 0.00120247 0.00205897 0.00516859 0.00574141 0.000965814 -0.00111648 -0.00176662 -0.00149307 0.00798405 0.00601874 0.00665059 -0.0214755 -0.0232895 0.0126951
internal_count=47352 14644 32708 13923 1326 107 1219 835 802 553 122 72 431 223 31873 122 31751 23187 6031 5912 17156 8564 8179 1399 4513 3619 3570 88 119 385
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=71 30 72 37 18 37 23 55 58 59 92 12 34 50 104 94 107 25 99 38 71 81 109 24 24 53 33 104 17 65
split_gain=0.111943 0.0726134 0.072111 0.11277 0.0907556 0.0880662 0.0799867 0.0971423 0.0735133 0.0722264 0.0747945 0.0706944 0.0917489 0.121247 0.0987082 0.0832487 0.0730845 0.0702389 0.0689425 0.068766 0.0679846 0.0743918 0.0687388 0.0648694 0.0641142 0.0657212 0.0728919 0.0637435 0.0631932 0.077869
threshold=2.6149500000000008 1.8294500000000002 -0.86683999999999994 -0.25272499999999992 -0.93380499999999989 -1.1322999999999999 -0.084980499999999987 2.4458500000000005 -1.4309999999999998 1.5602500000000001 9.7964500000000019 -5.7597999999999994 1.5722500000000001 -1.3517499999999998 -0.82406999999999986 3.1173500000000005 -4.3955499999999992 1.7997500000000002 3.6546000000000007 -3.7922999999999996 -0.83411999999999986 -1.7259499999999999 0.57124500000000011 4.416100000000001 -0.65243499999999988 -1.4307999999999998 -0.59134999999999993 35.765000000000008 -0.61418499999999987 -0.89933499999999988
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 4 5 -1 23 -7 8 -8 17 20 12 14 -14 15 -2 -16 -6 24 -17 -11 -22 -23 -4 -9 -26 -27 -13 29 -3
right_child=1 28 3 -5 9 6 7 18 -10 10 -12 27 13 -15 16 19 -18 -19 -20 -21 21 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=5.3909790614269299e-05 -0.00034349694161234023 -0.00088858239312405475 8.3138118559368831e-06 -2.9006251794231949e-05 -0.00014615830470821118 0.0001813563055004905 3.6782921442678277e-05 0.0007618384420505313 0.00098057877236062854 -0.00033049671559964714 0.003235753349560712 -0.00011443418074319314 0.0011820897895908592 -0.0029429483646674294 0.00075169748581488643 0.0007307687191877492 -0.0014894147885735783 -0.00087834365271673436 0.0021954322261735801 -0.0023807167006484435 -0.0018306596033829511 0.0018302732142334241 0.0004119077918907847 0.00081749901711476811 -0.0024866015813721901 -0.0011788156300705547 0.0021857539773918687 0.0016442697466398108 -0.0017841943083182139 0.0021690881208525281
leaf_count=19170 233 91 2578 5332 8944 1360 245 61 1307 351 21 5602 23 79 210 21 44 340 25 115 31 106 440 274 57 60 22 52 131 27
internal_value=0 -0.00381122 0.000620291 0.00276481 -0.000205409 0.00574279 0.00939912 0.0138166 0.0166318 -0.00261005 0.00569957 -0.00315727 -0.0124539 -0.0402559 -0.00790205 -0.0183453 0.00726947 -0.00345945 -0.00560184 -0.0380053 0.00436409 0.0110398 0.0137454 0.00172109 -0.0117906 -0.0236516 -0.00552252 -0.00196519 -0.0205643 -0.00377892
internal_count=47352 6628 40724 11321 29403 5989 3137 1777 1552 10233 949 6379 725 102 623 369 254 9284 225 136 928 577 546 2852 200 139 82 5654 249 118
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=71 66 2 49 0 38 57 19 89 42 49 81 6 97 20 108 26 95 23 19 57 92 103 76 10 7 32 38 86 62
split_gain=0.106604 0.0765701 0.0929771 0.0786448 0.0918204 0.0773298 0.0758505 0.0931453 0.0833676 0.106989 0.0727927 0.0720615 0.0715915 0.0893758 0.0820761 0.0713071 0.0709008 0.0721414 0.0731233 0.0706091 0.0693014 0.0764998 0.0686899 0.0692292 0.0647972 0.0628638 0.0963407 0.0832981 0.0701716 0.0727855
threshold=0.57543500000000003 -0.63598499999999991 1.0721500000000004 2.1815000000000002 -0.021743499999999995 -4.0268999999999986 -0.94342999999999988 2.8046000000000006 0.49027500000000007 1.7856500000000002 2.0588500000000005 41.20300000000001 -0.27723999999999993 -1.8556499999999996 7.4977000000000009 -1.4082499999999998 -0.50109999999999999 2.4097500000000003 4.9996500000000008 -0.33990499999999996 1.5587500000000001 -0.85239999999999994 0.40116500000000005 3.2201500000000007 -1.4286499999999998 -1.2253499999999999 30.350000000000005 -0.9798349999999999 1.32345 1.6274500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 25 5 20 -3 7 11 9 16 -7 19 13 -10 -15 -9 17 18 -8 -2 22 -22 23 -5 -24 27 -27 -1 -29 -30
right_child=6 3 -4 4 -6 10 8 15 12 -11 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 21 -23 24 -25 -26 26 -28 28 29 -31
leaf_value=0.00024008370749459591 -0.0002494687153125068 -0.001386807232098791 -0.00013205191621335063 -0.00023264736325169603 -0.00046081878888458867 0.00028934379062025011 0.00051974814655215854 -0.0016603835521012932 -0.0013225712681678315 -0.00093243506572800346 0.0019477137638978773 0.0022753359396786741 9.7553965483714447e-06 -0.00020723271412194562 -0.0026124820915154287 -0.00047274624156387092 0.00010831197335937194 0.0017229242017034324 -0.0024088566018194385 0.00023465333500927101 0.0019242479663807899 -0.0015560485981404781 -0.00050947457262925033 0.0016270349352535875 0.0021524618128616435 0.0001334105139859995 0.0011983133798565992 -0.00040226008967599394 -0.00018059414304989808 0.00050785613254967241
leaf_count=1638 5334 68 7382 207 834 5345 684 177 208 214 67 30 3874 2400 36 442 3220 127 22 877 20 75 29 66 108 9993 217 1877 1221 560
internal_value=0 0.00115637 0.000280065 0.0040977 -0.00277258 0.00577641 -0.00194686 -0.00454652 -0.000293301 0.00314295 0.00619748 -0.00338604 -0.00254284 -0.00655448 -0.00485557 -0.0162469 0.00429355 0.0125168 0.00856977 -0.0036222 0.00786926 -0.0164671 0.0135082 0.00433892 0.0317797 0.00167073 0.00312087 -0.00112497 -0.00377883 0.000717507
internal_count=47352 29707 22888 6819 1339 5480 17645 6860 10785 4267 5412 6241 6518 2644 2436 619 4053 833 706 6211 505 95 410 273 137 15506 10210 5296 3658 1781
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=0
split_feature=59 87 47 3 15 90 52 111 19 119 3 56 101 41 27 58 47 54 29 19 71 69 72 103 93 19 15 27 33 74
split_gain=0.0967158 0.109402 0.0851335 0.0823384 0.0901856 0.0808228 0.0808066 0.0766623 0.0731594 0.0726795 0.0832611 0.0859746 0.0749549 0.0719439 0.0926728 0.0843945 0.0798318 0.0762224 0.0740291 0.0717909 0.0692285 0.0816074 0.0681983 0.0744204 0.0679272 0.0674846 0.0674558 0.0673895 0.0670586 0.0647744
threshold=0.44897500000000007 -1.4916999999999998 -0.83936499999999981 4.4571500000000013 2.3606000000000003 24.517500000000002 -1.7786499999999996 1.8666000000000003 -1.1720499999999998 1.0000000180025095e-35 2.8001 1.4655000000000002 -0.27956999999999993 1.1750000000000003 0.078121500000000024 1.7798000000000003 6.9022500000000013 3.4502000000000002 -2.1093499999999996 -0.62608999999999992 -1.4883999999999997 0.66750500000000013 4.4258500000000014 0.061552500000000003 -2.7130499999999995 12.255000000000001 -0.64883499999999994 -5.6875999999999989 8.1975500000000014 1.6562500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 22 -4 8 -6 -8 29 -12 -13 17 16 18 20 25 -16 -10 -15 -22 -3 -24 -20 -2 -25 -19 -9 -11
right_child=13 2 6 -5 7 -7 9 28 19 10 11 12 -14 14 15 -17 -18 27 24 -21 21 -23 23 26 -26 -27 -28 -29 -30 -31
leaf_value=0.00012696210939868962 0.0002189051608386037 -0.00038265384578710284 0.00027617554524974377 0.00033011637993726967 -0.00035577841920098567 -0.002764588799504314 -0.00016114014208225378 0.00057262549840646475 0.0029232294186840591 0.00033482628191385493 -9.5431543404354664e-05 -0.0028735004986490328 -0.00045419944710114839 -7.506200853556133e-05 0.0026897539379119521 8.4589930915697839e-05 -0.0012896662869025023 0.0024661376343473145 -0.0021362129993242572 0.00031145770039523309 0.00061169608919511593 0.0021935168284181301 -0.00057478642438713848 0.0027039353047836234 -0.0002609473258376052 -0.00045706968265707502 -8.0055160247462088e-05 -0.00026561464807072096 0.0031892195522905914 -0.00043377125424396399
leaf_count=6028 11035 5874 1774 575 692 35 8595 263 32 2258 447 59 70 183 21 3320 54 23 49 148 259 119 69 55 3333 382 36 1225 27 312
internal_value=0 -0.00122224 -0.00228571 -0.00491501 -0.00583085 -0.00737616 -0.000767076 0.0022401 -0.00244403 -0.00171755 0.00239487 -0.00847182 -0.031214 0.0016711 -0.000820412 -0.00189525 0.0109294 0.00311466 -0.00539481 0.0155155 0.0144642 0.0221935 -0.00709823 0.0132718 -0.00576234 0.00392576 0.0320515 -0.0043054 0.0163248 0.00483036
internal_count=47352 27349 21321 7806 7231 6069 13515 1162 872 11741 3146 576 129 20003 7338 6723 615 12665 3403 180 561 378 6034 160 3382 11417 91 1248 290 2570
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=71 119 13 98 68 46 2 1 60 11 102 58 68 98 89 66 49 8 23 24 10 5 56 56 95 27 66 78 101 43
split_gain=0.0935692 0.0796475 0.066364 0.0690675 0.06315 0.0846027 0.0676773 0.0951882 0.0764258 0.0687575 0.0656549 0.077794 0.0719933 0.0650719 0.0649091 0.0704841 0.0706964 0.069703 0.0669469 0.0620201 0.0615802 0.0612902 0.0936592 0.0932561 0.0694042 0.0872499 0.0685153 0.0674984 0.067195 0.0780116
threshold=0.57543500000000003 1.0000000180025095e-35 -0.46214499999999997 47.364500000000007 0.59324500000000013 0.86556500000000014 -1.3054999999999997 -1.0514499999999998 -1.0420499999999999 -0.5761799999999998 -2.7317499999999995 -7.9452499999999988 -1.2982999999999998 -1.4153499999999999 14.425500000000001 -1.0624999999999998 -1.4818499999999999 -1.5871499999999996 1.22665 -0.19365999999999997 -2.5689499999999996 0.77227000000000012 10.4335 18.854000000000003 -1.7598499999999999 1.5633000000000001 0.38165000000000004 -0.18350999999999998 -0.69795999999999991 -6.6169499999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -2 5 10 -7 8 -8 19 11 -1 13 -13 15 16 18 -18 -9 -10 -14 26 24 -24 27 28 -3 -23 29 -26
right_child=2 21 -4 -5 -6 6 7 14 9 -11 -12 12 20 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0016203560594918341 -0.00020702146734659124 0.00023319061968246643 -4.6592625258738839e-07 0.0015244980436646387 -7.9677248321249281e-05 -0.00010176152404803399 -0.001313072972095989 0.00016017270838626876 -0.0012114910885345105 0.001679721978741813 6.8978216919776415e-05 -0.00035098508682990958 0.0013298510037606725 -0.0027289352562351555 -0.0024672409563901883 7.8238624617509305e-05 0.0017391156177159986 0.00059094104803519593 -0.0026764622835728988 0.0021587218588683755 -0.00017958941300594318 0.0017441231292187902 -0.002097894420148805 6.3340709510322841e-06 0.001267514668215881 -0.0010300725254751937 0.00082577543076265347 0.00027605921127251348 0.00031046302723217195 -0.00036039203873923422
leaf_count=105 8179 4312 9408 58 10994 784 29 104 43 292 6075 66 72 51 21 1202 172 571 26 20 1098 114 101 110 80 191 550 250 1355 919
internal_value=0 0.00108337 -0.00182396 -0.00389658 9.08703e-05 0.00181657 0.00606345 0.00862368 0.0230979 0.0271301 -3.98429e-05 -0.00623445 -0.00409915 -0.0277505 0.00597191 0.00653174 0.0133706 0.0171347 -0.00814309 -0.00283164 -0.00173402 0.00378472 0.000325569 -0.0200181 0.00180116 -4.60948e-05 0.0060045 0.0147167 0.00162174 -0.00460058
internal_count=47352 29707 17645 8237 21725 10731 3264 2480 384 355 7467 1392 1287 117 2096 2075 873 743 130 63 1170 7982 3120 211 2909 2545 4862 364 2354 999
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=0
split_feature=59 87 15 37 27 74 7 74 61 48 48 86 110 13 41 58 27 4 104 49 36 94 103 61 16 13 69 47 3 63
split_gain=0.0847079 0.0976389 0.0782157 0.089625 0.0719026 0.0735589 0.0772076 0.0696967 0.0792973 0.088731 0.0786166 0.0750113 0.0729977 0.0684443 0.0660554 0.0983387 0.0819998 0.0642442 0.0746469 0.110958 0.079727 0.0745498 0.0708701 0.0681776 0.0687679 0.0661325 0.063206 0.0631527 0.071965 0.0759665
threshold=0.44897500000000007 -1.4916999999999998 1.3809500000000001 41.849000000000011 1.0242000000000002 1.8395500000000002 3.9281000000000001 -5.6141999999999994 -47.934499999999993 25.884000000000004 -0.89047999999999983 -5.4279499999999992 0.68876500000000007 0.21292000000000003 1.49075 2.0629500000000003 1.7097500000000003 1.6056000000000001 9.3372500000000027 0.99724500000000005 11.148500000000002 -0.086320999999999995 -0.50912499999999994 -4.671549999999999 -0.59661999999999982 -3.8466999999999998 0.93322500000000008 -0.83936499999999981 -1.5971999999999997 0.77396500000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 17 3 4 27 6 -6 10 9 -9 -4 -10 -12 -7 -2 -16 26 18 20 -20 -1 -22 23 -19 -25 -24 -17 28 -3 -30
right_child=14 2 7 -5 5 13 -8 8 11 -11 12 -13 -14 -15 15 16 -18 22 19 -21 21 -23 25 24 -26 -27 -28 -29 29 -31
leaf_value=0.00010222687793446977 0.0001313069469021321 -0.00062538784249310765 0.0016312035052357494 -0.0018304005028273234 -0.0008832518645392935 -0.00037843015609548291 0.0008553868745313619 -0.0026586195459772015 0.0030341979060904125 0.00085655238558851685 0.0004824107463016836 -3.3790892935456919e-05 -0.00037398626731784015 0.0011544273474568417 -0.00026408016462006945 0.0003416242607102963 1.5578400379883194e-05 -0.00021106714161274812 -0.0019579852540800857 0.00053707881102250336 0.00027190802080440335 -0.0020190476428493202 -0.0021539430430025925 0.001568833614287666 0.00055483702988727047 7.8938908603851129e-05 0.0015547165076430069 -3.8453848241173786e-05 -9.8089876621044366e-05 -0.00078353430732655603
leaf_count=3897 14909 1079 111 81 856 228 69 58 20 26 886 5189 346 107 2956 311 1663 206 112 74 60 87 35 219 707 631 164 7917 3897 451
internal_value=0 -0.00114385 -0.00214852 -0.00343606 -0.00325207 -0.010473 -0.0150712 0.000700704 -0.000931746 -0.0314118 0.00713448 -0.000440226 0.00483793 0.00222338 0.00156393 -0.00154494 0.00362138 0.00240966 0.000281253 -0.0193065 0.00118217 -0.0216793 0.00741699 0.0122326 0.015893 -0.000768095 0.0152092 -0.00257024 -0.0051978 -0.00338376
internal_count=47352 27349 21321 14685 14604 1260 925 6636 5293 84 1343 5209 1232 335 20003 5094 2138 6028 4230 186 4044 147 1798 1132 926 666 475 13344 5427 4348
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=0
split_feature=119 44 102 64 37 100 86 46 69 38 76 6 69 77 3 7 84 30 6 71 55 93 38 39 46 15 20 53 11 88
split_gain=0.083447 0.0980433 0.0850341 0.0783274 0.090431 0.0888784 0.0753621 0.0795008 0.0716631 0.0698635 0.0730058 0.0816453 0.0944414 0.12226 0.0678423 0.0711512 0.0743019 0.0664821 0.0705166 0.0828645 0.0670567 0.0655501 0.0602999 0.0644982 0.0734064 0.0598955 0.0788791 0.0884849 0.0757456 0.060583
threshold=1.0000000180025095e-35 -0.88932999999999984 -5.2613999999999992 -1.6469499999999997 103.61000000000003 3.2268500000000002 2.8999000000000001 -2.6368499999999995 -1.5783499999999997 -4.1566499999999991 4.1080000000000014 1.8722500000000004 -0.89051999999999987 -0.057906499999999993 3.4728000000000008 0.91033000000000019 -0.53178999999999987 1.1705000000000003 2.0042500000000003 0.8098550000000001 1.2617000000000003 -10.687499999999998 5.253400000000001 -3.2793999999999994 -1.1816499999999996 -0.61999499999999996 -1.7958499999999999 -0.31973499999999994 1.2608500000000002 0.42303000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 6 5 9 7 -2 -1 -5 -11 12 13 -12 -9 -16 -17 -4 20 -20 25 -7 23 24 -3 28 -27 -28 29 -19
right_child=3 22 17 4 -6 21 -8 14 -10 10 11 -13 -14 -15 15 16 -18 18 19 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.00072658435598159919 -0.00057765284801638726 0.0027887282312804018 -0.00010792283078029954 0.00069962136893938359 -0.0022524907672223414 -0.0012456758496761002 -0.00054504577121363286 0.00057655756008002891 -0.0034764665189978786 -4.769818258841405e-05 -0.0015811586326921487 0.0016683573933837356 0.00065817015811630263 0.001906522083299933 0.0031112929483418142 0.0025948726125837613 -0.00071492582314814897 -0.00023144736062584166 0.0013491477990266339 -0.00062815858904637914 -0.0018380423347900015 0.00046470962504853826 -0.00054684029304340794 1.2424051507300315e-05 0.00035227169093587452 -0.0022984935435899317 -0.00063479863742655653 0.00089730503617503588 -0.0022319405115116208 -0.0026841288089756213
leaf_count=84 134 32 10183 359 42 58 169 1056 33 8962 117 122 371 32 57 30 39 191 99 114 117 1639 462 21394 911 39 207 173 97 29
internal_value=0 -0.000824743 -0.00322398 0.00213675 0.00126856 0.0014354 0.00897824 0.0115311 -0.0300438 0.000295949 -0.000216029 0.0100852 0.00462286 -0.0166425 0.0141481 0.0360806 0.0144823 -0.00294502 -0.0104587 0.00581742 -0.014523 0.00812504 0.000371349 0.000605237 0.00869902 -0.0109879 -0.00314133 0.00125423 -0.0213593 -0.0110951
internal_count=47352 34165 11366 13187 11702 11660 1485 1316 117 9963 9604 642 520 149 1182 126 69 11249 1066 213 853 1697 22799 22337 943 736 419 380 317 220
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=0
split_feature=76 13 104 63 38 32 103 19 87 16 103 47 16 81 117 53 78 28 44 108 55 81 66 92 37 54 52 38 104 83
split_gain=0.0796718 0.0871777 0.0833401 0.0905745 0.0708973 0.0844548 0.0801067 0.0690493 0.0747992 0.0816838 0.0852075 0.0845227 0.0716437 0.0940293 0.0661419 0.0639975 0.0795206 0.0653959 0.0597279 0.0608446 0.0760576 0.0585519 0.0619283 0.107088 0.0805198 0.0780434 0.0939309 0.0800408 0.0767374 0.0862257
threshold=-0.17118499999999998 2.0953500000000003 9.3372500000000027 -1.50715 5.253400000000001 2.1793500000000003 -0.44210499999999991 17.984000000000005 1.4396000000000002 -1.9989999999999999 -0.93948999999999983 1.8361500000000002 1.2781000000000002 9.7106000000000012 1.0000000180025095e-35 5.5264000000000006 0.36493500000000006 -1.38445 1.4984500000000003 -1.4476999999999998 2.8544000000000005 13.476000000000001 -1.2208499999999998 1.2658500000000001 0.13923000000000005 1.1309500000000001 3.9709000000000008 -3.4691499999999995 -1.3890499999999999 5.6950000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 21 -4 7 -6 -7 12 9 -9 -11 -12 -2 -14 -3 17 -17 -5 19 20 -16 22 25 24 28 27 -27 -1 -24 -30
right_child=1 14 3 15 5 6 -8 8 -10 10 11 -13 13 -15 18 16 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.0003158807058402608 -1.7489840531039143e-05 0.00010344426853380201 -0.001425817857474898 0.0012502327698053579 -0.001239048125598934 0.0014974210008074518 -0.0011623982500168495 0.0017645669333763759 0.00035301881991326811 -0.00025050187948142159 -0.0028553937155434313 0.00022733405182537227 0.00015574629606900252 0.0012041015625137725 -0.0012311731194471563 0.0037524482080092039 9.6656734525573033e-05 -0.00047897526244235623 0.0007744417117005434 0.00037140135939154814 0.0017939961752854287 0.00033001733936479868 -0.00040120312529302502 -0.00044022199387912817 -0.00011753880624795367 0.00029702493355954977 -0.00024197569429121907 -0.00021730180329910154 0.00050956974093802477 -0.00042787320934964819
leaf_count=755 14270 3182 204 58 234 69 48 22 125 92 108 28 4738 224 123 21 51 954 893 929 25 992 323 832 1539 2121 1306 10396 2417 273
internal_value=0 0.00122081 -0.00137822 -0.00918579 0.000274114 -0.0138126 0.00812426 0.000526291 -0.0129128 -0.0228994 -0.0285143 -0.0444143 0.000788337 0.00406145 0.00488814 -0.00554793 0.0232586 -0.00759741 0.00944187 0.00442799 -0.0144033 -0.000898308 -0.00127095 0.00162732 0.00353401 -0.00234135 0.00183233 -0.00362403 0.00653987 0.00828863
internal_count=47352 25110 22242 1288 19958 351 117 19607 375 250 228 136 19232 4962 5152 1084 72 1012 1970 1077 148 20954 19962 5384 4552 14578 3427 11151 3013 2690
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=0
split_feature=119 13 75 101 4 23 2 50 13 53 6 38 103 84 44 9 64 37 100 87 53 1 46 31 6 14 48 27 92 69
split_gain=0.0759539 0.0855334 0.115574 0.108071 0.0807804 0.0781828 0.0776195 0.07425 0.0740145 0.0725042 0.0752521 0.0719906 0.0861075 0.0709674 0.0742291 0.075914 0.0699121 0.0813311 0.0794456 0.0856954 0.0719567 0.0807664 0.0709162 0.0746073 0.0667741 0.0770894 0.0662343 0.0641381 0.0822325 0.0830695
threshold=1.0000000180025095e-35 -0.62211499999999986 0.55365500000000012 18.360000000000003 -1.9403499999999998 -3.8996999999999997 -2.8779499999999998 -1.1569999999999998 -1.7629499999999998 -0.95754499999999987 1.1609500000000004 5.253400000000001 -1.0344499999999999 -1.8594499999999996 -0.85495999999999983 -6.317899999999999 -1.6469499999999997 103.61000000000003 3.2268500000000002 3.4527000000000005 -1.8956499999999996 -1.1087999999999998 -2.6368499999999995 -1.0142499999999999 1.0000000180025095e-35 -0.4256649999999999 2.9400000000000004 -2.5801499999999993 8.1336500000000012 -1.0570499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 13 8 7 -7 -6 -4 -10 -11 -3 -13 14 15 -1 20 18 27 -20 21 -2 23 -22 26 -26 -14 -18 -29 -30
right_child=16 11 4 -5 5 6 -8 -9 9 10 -12 12 24 -15 -16 -17 17 -19 19 -21 22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0011715040169769301 0.00089252184327463357 3.5489970978184505e-05 -0.0012314217533466118 0.0011411863349888105 -0.00044655698653219298 0.0025682364988606422 -0.00022696439565325413 -0.0028982508714521689 0.00050892818067295139 1.7207020234006148e-05 -0.0023268486329846108 1.2376323756135751e-05 -0.0013217590647746833 -0.00011354916010231367 0.0010917357754478276 0.00028261765521196491 0.0002535485192239107 -0.0021353893717917217 0.00043432034238837853 -0.0021778868277579021 -0.0019700081146914851 -0.0015781533424821894 0.00065719509378599217 0.00044772417377316744 0.00013855969125870616 -0.0034613008243593807 0.0015250037415642983 -2.3193210255186545e-05 -0.0022891520764943968 -0.00031750088523205543
leaf_count=103 53 20828 440 193 74 25 3790 53 161 75 63 238 84 6991 244 698 2196 42 1665 32 55 88 1213 76 20 58 27 7523 79 165
internal_value=0 -0.000786843 -0.00281707 -0.000560426 -0.00678415 -0.0049855 -0.00417294 -0.0293941 -0.0163786 -0.00423836 -0.0210581 0.000446289 -0.0124071 -0.00112204 0.00656432 0.00191266 0.00203856 0.00121833 0.00137655 0.00770125 0.00850209 -0.0129892 0.0107568 -0.0113471 -0.0283425 -0.0507652 -0.0125861 0.000299266 -0.00104986 -0.0191173
internal_count=47352 34165 12910 8229 4681 3942 3815 127 739 299 138 21255 427 8036 1045 801 13187 11702 11660 1697 1485 141 1344 131 189 78 111 9963 7767 244
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=0
split_feature=71 14 66 2 49 0 38 49 57 92 110 57 19 74 43 74 3 108 81 50 95 61 26 19 102 57 3 65 33 6
split_gain=0.0735681 0.0620681 0.0628944 0.0820647 0.0697253 0.0818859 0.0692013 0.0655179 0.0626475 0.0689483 0.0580938 0.0580596 0.0813819 0.0759267 0.0929676 0.0851467 0.0687809 0.0637709 0.0634862 0.0625029 0.0623527 0.0785755 0.0789267 0.0618495 0.0941805 0.0602691 0.0598454 0.0579172 0.0571153 0.0562408
threshold=0.57543500000000003 -93.388499999999979 -0.63598499999999991 1.0721500000000004 2.1815000000000002 -0.021743499999999995 -4.0268999999999986 2.0588500000000005 1.5587500000000001 -0.85239999999999994 0.30891500000000005 -0.94342999999999988 2.8046000000000006 0.61090000000000011 1.8095500000000004 0.39242000000000005 -3.1299499999999996 -1.4082499999999998 41.20300000000001 -1.3749499999999999 0.19265500000000005 -1.5015499999999997 1.7362500000000003 -0.33990499999999996 2.2625500000000005 -11.334499999999998 -1.4366999999999999 -1.6012499999999996 -1.8240499999999999 -0.27723999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 6 8 10 -8 -6 -10 -4 12 16 14 -13 19 -2 25 23 -16 29 26 28 -18 -25 -14 -22 -28 -23 -15
right_child=11 2 4 -5 5 -7 7 -9 9 -11 -12 13 17 20 15 -17 18 -19 -20 -21 21 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.001102123731311131 0.0013163062774106038 6.8797926542202376e-05 -0.00014344386177182926 -0.00013419263386123763 0.00062293314524051709 -0.00045242951625678468 0.00025612139195957086 0.0018294726383747226 0.0018064053799025715 -0.0014976555452837299 -0.003130309714254475 0.00019580041851267245 0.00063128179107378767 -0.00026214275162720528 0.00012932736376699593 0.00091584756493914973 -0.00023481340083487303 -0.00042026675970465393 0.0021352389028955563 -0.0023607894807517165 -0.0011502410349399166 0.0013239895616425201 0.00090761260859532433 0.00030793665758988508 -0.0029350527271637238 -0.0019348348056470667 0.0038024646212025323 0.00032883831601273933 -0.0014341927554450508 5.1838876467339855e-05
leaf_count=139 80 15413 41 7355 410 831 5329 67 20 75 27 4263 27 2408 35 43 5267 442 30 90 26 20 48 841 23 150 21 28 305 3498
internal_value=0 0.000960632 0.000861525 6.44726e-05 0.00353025 -0.00294554 0.00511364 0.00551314 0.00709729 -0.0160413 -0.0265881 -0.00161731 -0.00389175 -0.000170615 0.0030067 -0.020067 -0.00280702 -0.0148284 -0.00318532 -0.0332711 -0.00238633 -0.0137603 -0.0196989 -0.00340986 0.00443214 -0.0308679 0.0157741 0.0363507 -0.0252892 -0.00152356
internal_count=47352 29707 29568 22768 6800 1336 5464 5396 505 95 68 17645 6860 10785 4431 168 6241 619 6161 125 6354 448 373 6131 864 177 75 49 325 5906
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=0
split_feature=119 44 102 69 64 37 100 87 97 38 23 45 48 87 52 20 108 62 62 5 45 1 46 110 31 53 79 21 68 69
split_gain=0.0691258 0.0792828 0.0764677 0.0643861 0.0621884 0.0734007 0.0718155 0.0772608 0.0686704 0.0616665 0.0633733 0.0691727 0.077368 0.0673364 0.073196 0.0899546 0.0637697 0.0626714 0.0843389 0.0624955 0.0743537 0.0782586 0.0599474 0.0724683 0.0668788 0.0821354 0.0590634 0.0785831 0.0765251 0.0748252
threshold=1.0000000180025095e-35 -0.88932999999999984 -5.2613999999999992 -1.5783499999999997 -1.6469499999999997 103.61000000000003 3.2268500000000002 3.4527000000000005 27.539000000000005 -4.1566499999999991 -2.1023999999999994 2.3276000000000008 -1.20095 1.1623500000000002 2.4781000000000009 1.6697500000000003 -2.4496999999999995 -1.2105499999999998 -3.2693999999999996 0.5524150000000001 -16.280999999999995 1.6156500000000003 -2.6368499999999995 2.9769000000000001 -1.0200499999999997 -0.98618499999999987 -0.056635499999999991 -1.3275499999999998 -1.3652499999999999 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 8 6 9 -8 22 -6 11 12 -11 14 -14 -16 17 18 -12 -18 21 -21 24 -24 25 -2 27 28 -22 -30
right_child=4 -3 -4 -5 5 -7 7 -9 -10 10 16 -13 13 -15 15 -17 19 -19 -20 20 26 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00068188804590525775 -0.0043637787402119668 1.6247099002872366e-05 -0.00013218125240708778 -0.0032884153207608812 0.00065825807619060027 -0.0020279239870086758 0.00041351104003644094 -0.0020668127335738973 -0.0015213448706344935 0.0026387733802443513 -0.002766371105892838 -0.0019651602698793412 -0.00021780275909993223 0.00079784957883230869 -0.0015474400377050708 0.0011942766285411707 8.9405103767969344e-05 -0.0010727594198027164 0.0005472831248416757 0.0028299350917577837 0.0020945526775117411 -0.0002232255285360775 0.00068763679326989697 -0.0005924692940261296 0.00031010524342656772 -0.00028669060440734029 -0.00048232876618239603 -0.00019835479784616672 -0.00050528365746665656 0.0014008718438812398
leaf_count=84 21 22799 11249 33 359 42 1665 32 45 36 22 33 681 442 35 206 4569 295 151 41 74 43 1179 122 88 30 1384 1375 133 84
internal_value=0 -0.000750643 -0.00290815 -0.0283412 0.00194477 0.00117117 0.00132149 0.0073348 0.00804082 0.000297238 -0.000183768 0.0059502 0.00701689 0.00580919 0.000944401 0.015922 -0.00125952 -0.0125934 0.00251787 -0.000570928 -0.00401011 0.0253402 0.00924294 0.0113519 -0.0104965 -0.0393098 -0.00481845 -0.000807568 0.0141215 0.00465166
internal_count=47352 34165 11366 117 13187 11702 11660 1697 1485 9963 9604 1433 1400 1364 922 241 8171 468 173 7703 3134 84 1440 1301 139 51 3050 1666 291 217
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=0
split_feature=71 81 86 18 102 44 46 71 108 15 14 0 28 81 102 36 11 18 85 36 14 97 9 111 56 78 16 31 50 87
split_gain=0.0656271 0.0633277 0.0606452 0.054372 0.0854481 0.0542225 0.062569 0.0623307 0.0600654 0.0521563 0.10298 0.0510056 0.0581696 0.0507045 0.0979156 0.0817588 0.0651177 0.0645911 0.0601189 0.0571595 0.0526002 0.0575694 0.0540855 0.0755033 0.0656361 0.057942 0.0613584 0.0667658 0.0548062 0.0532919
threshold=3.0703000000000005 -1.6669499999999997 2.2161500000000003 -1.8417499999999998 -0.17791499999999996 -0.7397149999999999 -0.86933999999999989 3.8254500000000005 -1.1122499999999997 1.7374500000000002 6.9772500000000006 -1.8797499999999998 0.067247500000000016 2.3777000000000004 3.5845000000000007 -0.41290499999999991 -1.8833499999999999 -1.0598499999999997 2.6986500000000002 -0.14223499999999997 -12.380499999999998 11.327500000000002 -4.3779499999999993 2.7772500000000004 -0.34224499999999997 0.94008500000000017 -0.85467499999999985 -0.77475999999999989 -0.5398949999999999 1.8000500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 13 4 -2 6 -5 -8 -7 -4 -11 -9 -13 14 18 16 -15 -17 20 -20 -3 22 -22 -24 25 -25 27 -27 -28 -29
right_child=1 2 9 5 -6 8 7 11 -10 10 -12 12 -14 15 -16 17 -18 -19 19 -21 21 -23 23 24 -26 26 28 29 -30 -31
leaf_value=2.0654392873207568e-05 0.0032089885621341334 -0.0023748239748480654 -0.0013873375497983065 -0.00074622296067641803 -0.00056478176326209002 -0.0029105071024341494 -0.0020414654474141414 0.0028656640657573011 -0.00081568891854518508 0.002386405851763313 -0.0015709382633212956 0.0012164108554652434 -0.0010537221710641778 -0.0013209255588229835 -0.0023197627092931541 -0.0010536627914898775 0.001645957052472025 0.00084412260495810194 -0.0028315871982302174 6.1529865882719949e-05 0.00051092456124071108 0.0021548892341403795 5.3950465191547172e-06 -0.0020136110335365535 0.00032342955541999279 0.0027900441102974584 -0.00085436668765199227 -0.0012259095422056515 -0.0031142621903200054 0.00066533298963190033
leaf_count=42161 24 24 157 499 40 51 23 24 104 31 35 73 46 21 49 102 155 80 38 31 390 30 2561 94 142 20 166 75 32 74
internal_value=0 -0.00335508 -0.0017727 -0.0110647 0.0170076 -0.0132557 -0.00932981 0.00748783 -0.030099 -0.0178311 0.00575629 0.0152591 0.00677761 -0.000895859 -0.00198805 0.0104715 0.0258391 -0.00438943 -0.00139628 -0.0306356 -0.000837102 -0.000524651 -0.000892876 -0.00226248 -0.0123297 -0.0181201 -0.0124463 0.00154939 -0.024392 -0.00573269
internal_count=47352 5191 4307 884 64 820 665 166 155 223 66 143 119 4084 3726 358 176 182 3677 69 3608 3584 3554 3164 603 461 367 169 198 149
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=0
split_feature=68 120 2 13 48 35 39 35 54 23 80 23 105 39 2 10 101 85 55 42 88 7 98 42 76 94 92 76 55 103
split_gain=0.0637536 0.0684036 0.0634226 0.0672521 0.0665573 0.0611494 0.103753 0.0673312 0.0666782 0.0651144 0.0638899 0.0769059 0.0625933 0.0600755 0.0594721 0.0798375 0.0960073 0.0793129 0.0781103 0.0940866 0.0761254 0.0706769 0.0740022 0.0706243 0.0814004 0.0778096 0.0687757 0.0684713 0.0662356 0.0824898
threshold=-1.9738499999999999 1.0000000180025095e-35 -3.7375999999999991 1.88385 0.70168500000000011 -0.58004999999999984 -3.2793999999999994 70.939500000000024 4.3722500000000002 0.83746500000000001 7.1921500000000007 2.8134500000000005 -16.108999999999998 3.3877000000000002 1.3049000000000002 -0.34222499999999995 3.2133500000000006 -1.7234999999999998 0.16214500000000001 0.41613500000000009 3.1896500000000008 -1.0311999999999999 1.1661000000000001 1.8471500000000003 -1.1082499999999997 1.0260000000000002 -2.3108999999999997 0.055339000000000006 0.79105500000000017 -0.93948999999999983
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 9 -7 8 12 -4 -11 -12 -8 -13 15 16 18 23 19 20 -5 22 28 24 -16 -26 -17 -21 -20 -30
right_child=1 2 3 14 -6 6 7 -9 -10 10 11 13 -14 -15 17 26 -18 -19 21 27 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0002677853023983919 0.00011217719643131758 0.0010216286473425701 -0.00010323792768928005 -0.00083595581533806192 3.2764286203147011e-05 0.0018559981938988833 -0.0021408196234915522 -0.0017915624161890032 -0.0024353195682461203 -0.00040366110333034757 0.00092616393451361528 -0.0015455663619239046 8.1458580663509956e-05 0.001566681271287962 -0.0045046814456803815 -0.0012982741378252971 0.0013025460097319292 -3.4851367858047865e-05 0.0022810469958044234 -0.00020604925989804756 0.0012072287357680254 0.0012039067367554824 -0.0016184567138278747 0.0011578493268677482 -0.00012281935323948321 -0.0027847194374771792 0.00010774494558701193 0.0021380788142172 -0.0019553706023054057 0.00066190129342210259
leaf_count=2123 12480 144 7973 326 9911 78 32 51 27 3777 196 69 3232 20 21 89 304 1779 42 59 53 312 51 27 73 44 3822 66 39 132
internal_value=0 0.000251391 -0.000507779 -0.000600262 -0.00136749 -0.00266466 0.00106674 0.000225282 0.000784043 -0.00372501 -0.0069838 0.00745387 0.00119343 -0.0169237 0.00208816 0.00382489 0.0103524 -0.00264229 0.00593354 -0.00315802 -0.0110047 0.0138886 0.00184653 -0.0236157 -0.0327669 -0.0224775 0.00151498 0.020633 0.010039 0.00129959
internal_count=47352 45229 32749 32605 25366 15455 3420 3342 3291 12035 4062 285 3264 89 7239 5295 1384 1944 1080 504 379 576 264 165 138 117 3911 125 213 171
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=0
split_feature=76 59 110 13 117 38 32 87 44 97 68 49 42 28 19 19 87 69 30 44 58 44 9 28 86 3 71 104 57 2
split_gain=0.0610589 0.0750602 0.0992652 0.0699633 0.0658059 0.0613028 0.0749508 0.0728761 0.0600415 0.0643889 0.100905 0.0887739 0.0742212 0.0668041 0.0612335 0.0589527 0.0673731 0.0673144 0.0714249 0.0663462 0.0638992 0.0598861 0.0583398 0.0799452 0.0642121 0.0633723 0.0660426 0.0592224 0.0621599 0.0557312
threshold=-0.11765999999999999 1.1315500000000001 1.8287500000000001 2.0953500000000003 1.0000000180025095e-35 5.253400000000001 2.1793500000000003 0.3744650000000001 1.8551000000000002 -0.64237999999999984 0.64840000000000009 -0.57744999999999991 0.41613500000000009 1.9871500000000004 -1.0108999999999997 17.984000000000005 1.4396000000000002 -0.78156999999999988 0.62551000000000012 -1.0283499999999999 -4.2412499999999991 -0.084603499999999984 -2.4020999999999995 -1.3926499999999999 3.8185000000000007 -1.3226999999999998 -2.5335499999999995 1.8533500000000001 -10.536499999999998 -1.0990499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 29 5 22 15 -7 -8 9 12 11 14 -4 -14 -11 -2 17 18 -17 -19 -18 -21 23 -5 25 -25 -27 28 -28 -3
right_child=3 2 8 4 -6 6 7 -9 -10 10 -12 -13 13 -15 -16 16 20 19 -20 21 -22 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.00010630169091717967 3.5985956961079358e-05 -5.1395061983589117e-05 0.0021487720086865703 -0.0018046641222538491 0.00044967751048800023 -0.0011675999414695649 0.00097934054469652962 -0.0022754290839657187 -0.00092521355802854225 -0.0015876720783420323 -0.00041718636767149693 0.0022464870786298541 -0.001243782565782147 0.0017890846292721108 0.0017527293565723558 -0.0029496241226193631 -0.0022469926101621241 0.0022658685524947941 7.763727550843249e-05 -0.0026657432783395055 0.00083664227216061031 -0.00019334125724670135 3.3016612502589392e-06 -0.00042424791437738088 0.003224412867400263 -0.0013599968991581013 -0.00046734464731776999 -0.00027906391744701459 0.002494953256677342 0.00034954919777678404
leaf_count=17908 18815 1274 21 29 1934 231 95 21 310 34 180 97 197 20 23 70 20 20 27 33 105 95 2778 85 28 22 21 35 113 2711
internal_value=0 -0.00117962 0.0023027 0.00109313 0.00441294 0.000235638 -0.0129373 0.0078023 -0.00729678 -0.00122278 0.00773339 0.0265248 -0.0137915 -0.0192851 -0.00479582 0.000473898 -0.0120265 -0.0216651 -0.0421397 -0.00824589 0.00686521 -0.0166151 0.00156533 0.014073 0.0188586 0.0142295 0.024338 0.0310471 0.0406143 0.00442736
internal_count=47352 22775 4867 24577 5045 19532 347 116 882 572 334 154 238 217 57 19185 370 245 97 148 125 128 3111 333 304 276 191 169 134 3985
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=71 66 2 49 0 66 38 103 7 119 33 11 41 1 27 45 45 107 50 44 45 51 21 54 1 11 52 37 39 103
split_gain=0.0585164 0.0545465 0.0745266 0.0638912 0.0727979 0.0627537 0.0754861 0.0578154 0.0550145 0.0731539 0.0590602 0.0806683 0.0740605 0.0742258 0.0864839 0.0682961 0.0596681 0.0835809 0.0785858 0.0638766 0.0581615 0.0580841 0.0572209 0.124073 0.0705411 0.0730108 0.0730774 0.0661468 0.0655769 0.0599139
threshold=0.57543500000000003 -0.63598499999999991 1.0721500000000004 2.1815000000000002 -0.021743499999999995 8.6415000000000024 -4.0268999999999986 0.40116500000000005 1.3116000000000001 1.0000000180025095e-35 0.70658500000000013 5.155050000000001 -4.6332499999999994 1.5363000000000002 0.58316000000000012 -0.06188649999999999 1.5923500000000004 -0.17742499999999997 -1.3847499999999997 -1.1852499999999997 -21.535499999999995 6.9986000000000006 17.040500000000005 -2.6590499999999992 -1.28345 4.6296500000000007 4.2230500000000015 1.87985 2.2259500000000005 -0.81746999999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 5 7 6 -3 -5 9 22 11 21 -12 -14 16 -16 17 18 -15 -20 -11 -10 -1 -24 27 26 -26 28 -25 -29
right_child=-2 3 -4 4 -6 -7 -8 -9 10 20 12 -13 13 14 15 -17 -18 -19 19 -21 -22 -23 23 24 25 -27 -28 29 -30 -31
leaf_value=-6.9826136583446584e-05 -7.2120433691802083e-05 -0.0015320919565056101 -0.00012490688691705365 -5.1675390495584431e-05 -0.00042953706273500731 0.00065579635643507053 0.0001969087274788577 0.0010788126830937482 0.00028581674196591253 0.0016810284022445124 0.0023758132641917462 -0.0014432612121295693 0.0016372056304999581 -0.0013969528502784671 0.0029027839191257954 0.00055294925096607492 0.002124986588023603 -0.0018721305725616835 -0.0011282286653568009 0.0020595892195970837 0.00019455569503288848 -0.0019077917461418699 -0.0031876300216105813 -0.0025526963605327496 0.0011083653763782775 0.0026147702687281979 -0.00038493341604500255 0.0018791762242714564 0.00075487901816483245 -0.00049420413686535687
leaf_count=9241 17645 64 7382 334 834 787 4629 171 1137 67 61 77 121 50 38 166 21 86 22 55 3691 31 23 47 268 54 118 45 22 65
internal_value=0 0.000856744 0.000117121 0.00333929 -0.00285312 0.00485237 0.0034666 0.00662247 0.00136218 0.000665703 0.00645633 0.00248516 0.0144307 0.0108203 0.00476373 0.0198133 -0.00835639 -0.0133704 0.00293051 0.0229757 0.00442115 0.00455192 -0.000762301 0.00836673 0.0110465 0.0178553 0.0130373 -0.00569047 -0.0299621 0.00953448
internal_count=47352 29707 22888 6819 1339 5480 4693 505 15506 13641 1865 1245 620 559 438 204 234 213 127 77 3758 1168 9883 642 619 440 386 179 69 110
shrinkage=0.05



feature importances:
top_10%_loss_kurtosis=47
recent_15%_loss_kurtosis=35
top_10%_correlation_stddev_best_ratio=33
top_10%_loss_skew=29
all_loss_skew=25
top_20%_correlation_stddev_best_ratio=24
recent_15%_loss_skew=22
recent_10_correlation_best_percentile75_ratio=22
recent_25_loss_best_percentile50_ratio=20
recent_25_loss_best_percentile75_ratio=19
all_correlation_best_percentile75_ratio=19
all_loss_kurtosis=19
top_20%_loss_skew=18
recent_10_loss_kurtosis=18
top_20%_loss_kurtosis=18
all_loss_stddev_median_ratio=18
recent_25_correlation_stddev_best_ratio=18
recent_15%_correlation_skew=17
recent_25_correlation_percentile5_percentile25_ratio=17
log10_cardinality=16
recent_15%_loss_best_percentile25_ratio=16
recent_25_loss_skew=16
top_30%_correlation_skew=16
top_10%_correlation_best_percentile50_ratio=15
recent_15%_correlation_stddev_best_ratio=15
top_10%_correlation_kurtosis=15
recent_15%_correlation_best_percentile75_ratio=15
recent_25_correlation_best_percentile25_ratio=14
top_30%_correlation_stddev_best_ratio=14
recent_25_correlation_stddev_median_ratio=14
top_20%_correlation_best_percentile25_ratio=14
recent_25_loss_stddev_median_ratio=13
recent_25_correlation_best_percentile50_ratio=13
recent_15%_correlation_percentile5_percentile25_ratio=13
all_correlation_kurtosis=13
all_correlation_stddev_median_ratio=13
recent_15%_loss_percentile5_percentile25_ratio=13
recent_15%_loss_best_percentile75_ratio=12
all_correlation_skew=12
recent_10_loss_best_percentile75_ratio=12
recent_25_loss_best_percentile25_ratio=11
all_correlation_best_percentile25_ratio=11
top_30%_loss_skew=11
top_20%_correlation_skew=11
recent_10_correlation_stddev_best_ratio=11
recent_10_correlation_kurtosis=11
top_30%_correlation_stddev_median_ratio=11
top_10%_correlation_percentile5_percentile25_ratio=10
recent_25_loss_kurtosis=10
all_loss_best_percentile75_ratio=10
recent_25_loss_percentile5_percentile25_ratio=10
top_30%_correlation_best_percentile25_ratio=10
recent_15%_loss_stddev_best_ratio=10
recent_10_loss_skew=10
top_10%_correlation_best_percentile75_ratio=10
top_20%_correlation_best_percentile75_ratio=9
top_30%_loss_best_percentile75_ratio=9
top_30%_loss_percentile5_percentile25_ratio=9
secondaryLockingMode_random=9
all_correlation_best_percentile50_ratio=9
recent_10_correlation_percentile5_percentile25_ratio=9
all_correlation_stddev_best_ratio=9
recent_15%_loss_best_percentile50_ratio=9
recent_10_correlation_best_percentile50_ratio=9
recent_15%_correlation_kurtosis=9
recent_25_correlation_kurtosis=8
recent_10_loss_stddev_median_ratio=8
top_10%_loss_best_percentile50_ratio=8
top_20%_loss_stddev_best_ratio=8
top_30%_correlation_kurtosis=8
top_30%_loss_kurtosis=8
recent_25_loss_stddev_best_ratio=8
top_30%_correlation_percentile5_percentile25_ratio=7
top_20%_loss_percentile5_percentile25_ratio=7
all_correlation_percentile5_percentile25_ratio=7
top_20%_loss_best_percentile25_ratio=7
recent_10_correlation_stddev_median_ratio=7
recent_25_correlation_skew=7
recent_10_loss_percentile5_percentile25_ratio=7
recent_15%_loss_stddev_median_ratio=7
recent_10_loss_stddev_best_ratio=7
top_10%_correlation_stddev_median_ratio=7
top_20%_correlation_kurtosis=6
recent_10_correlation_best_percentile25_ratio=6
top_10%_correlation_skew=6
recent_15%_correlation_best_percentile25_ratio=6
recent_10_correlation_skew=6
recent_25_correlation_best_percentile75_ratio=5
all_loss_best_percentile50_ratio=5
all_loss_stddev_best_ratio=5
top_30%_correlation_best_percentile50_ratio=5
top_10%_loss_best_percentile25_ratio=5
top_10%_loss_best_percentile75_ratio=5
top_20%_correlation_stddev_median_ratio=5
top_20%_correlation_percentile5_percentile25_ratio=5
recent_10_loss_best_percentile50_ratio=4
top_10%_correlation_best_percentile25_ratio=4
top_30%_loss_best_percentile25_ratio=4
recent_15%_correlation_stddev_median_ratio=4
recent_15%_correlation_best_percentile50_ratio=4
top_10%_loss_percentile5_percentile25_ratio=4
top_30%_correlation_best_percentile75_ratio=3
recent_10_loss_best_percentile25_ratio=3
top_20%_loss_best_percentile50_ratio=3
all_loss_percentile5_percentile25_ratio=3
top_20%_correlation_best_percentile50_ratio=3
top_20%_loss_stddev_median_ratio=3
all_loss_best_percentile25_ratio=3
top_30%_loss_stddev_best_ratio=3
top_30%_loss_best_percentile50_ratio=2
secondaryProbabilityMode_correlation=2
top_10%_loss_stddev_best_ratio=1
secondaryLockingMode_top=1
top_10%_loss_stddev_median_ratio=1

pandas_categorical:null
