tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=22
objective=binary sigmoid:1
feature_names=CODE_GENDER AMT_CREDIT AMT_GOODS_PRICE DAYS_BIRTH DAYS_EMPLOYED REGION_RATING_CLIENT REG_CITY_NOT_WORK_CITY EXT_SOURCE_1 EXT_SOURCE_2 EXT_SOURCE_3 DAYS_LAST_PHONE_CHANGE FLAG_DOCUMENT_3 NAME_INCOME_TYPE_Working NAME_EDUCATION_TYPE_Higher_education NAME_EDUCATION_TYPE_Secondary_/_secondary_special CREDIT_TERM DAYS_EMPLOYED_PERC CREDIT_GOODS_DIFF EXT_SOURCE_MEAN EXT_SOURCE_MIN EXT_SOURCE_MAX EXT_SOURCE_PROD AGE_YEARS
feature_infos=[-0.72007195886856556:1.3887500932146826] [-1.3759924269998409:8.566943340682327] [-1.3480606332112541:9.5062715683771852] [-2.1086132236156128:1.9572716638227354] [-7.2997341713692716:1.0529070972967858] [-2.0696950605923488:1.8643283542259439] [-0.54850592555609745:1.8231343608296664] [-3.5032138710801393:3.2025565112780585] [-2.6927115838611688:1.7845999026033192] [-2.9537599926027927:2.1787879850693077] [-4.025130166289598:1.1642119314740504] [-1.5692015285963765:0.63726677662268327] [-1.0337625209120807:0.9673401576966707] [-0.56694090885320392:1.7638522540607957] [-1.5663846726584547:0.63841278419994263] [-1.9560668473455127:3.0304258207609318] [-1.2313018252687695:4.7369686858070654] [-11.611201578388867:11.800028034426914] [-4.3275187029125082:3.1627253585584385] [-2.396029652379617:2.8016247600544104] [-5.2944563266836253:2.8182796788121696] [-1.5800789140328608:5.4795163905553848] [-1.9572716638227348:2.1086132236156132]
tree_sizes=3457 3463 3462 3458 3490 3470 3486 3504 3503 3521 3509 3513 3532 3524 3533 3503 3513 3521 3506 3497 3522 3501 3510 3512 3528 3501 3519 3500 3505 3508 3511 3540 3507 3527 3511 3532 3529 3499 3524 3508 3527 3544 3531 3524 3506 3545 3539 3551 3540 3525 3524 3549 3532 3529 3558 3568 3525 3520 3540 3548 3528 3527 3525 3556 3557 3537 3533 3561 3534 3543 3540 3551 3524 3563 3537 3517 3541 3507 3529 3544 3561 3539 3535 3568 3534 3520 3529 3499 3506 3529 3563 3549 3526 3526 3509 3511 3512 3530 3536 3532 3485 3491 3481 3499 3508 3498 3488 3548 3488 3471 3479 3507 3473 3530 3525 3516 3477 3493 3465 3518 3495 3483 3481 3470 3467 3463 3522 3533 3498 3485 3486 3508 3445 3458 3445 3499 3472 3506 3516 3455 3492 3477 3483 3485 3464 3461 3480 3431 3491 3441 3484 3471 3458 3446 3502 3468 3437 3498 3464 3375 3505 3452 3499 3521 3446 3442 3399 3453 3481 3443 3474 3482 3459 3456 3490 3478 3476 3436 3522 3407 3464 3485 3557 3423 3494 3475 3479 3452 3443 3502 3503 3455 3513 3462 3494 3478 3444 3408 3470 3419 3472 3457 3473 3458 3424 3490 3419 3462 3460 3451 3463 3435 3400 3461 3429 3517 3515 3472 3460 3469 3478 3408 3491 3483 3480 3433 3465 3529 3439 3417 3444 3455 3387 3439 3460 3446 3430 3500 3477 3488 3455 3424 3519 3414 3411 3454 3475 3446 3463 3429 3424 3491 3506 3438 3445 3452 3488 3452 3464 3495 3456 3454 3425 3461 3430

Tree=0
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split_feature=18 18 21 21 16 4 18 14 18 7 0 4 20 15 15 21 20 18 1 15 11 9 20 20 14 6 21 15 2 11
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internal_count=215257 135868 79389 74072 54075 61796 25314 23538 30190 23885 38258 43638 15963 26513 23856 9432 18534 14453 16379 10731 14718 13811 28920 23054 10155 12862 6780 30434 10791 8979
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=18 18 18 17 21 17 2 18 0 3 17 7 9 17 2 14 21 14 10 22 2 3 4 4 4 7 9 17 17 16
split_gain=58614.7 10547 8192.61 2544.6 1739.94 1686.4 1283.13 1258.19 1153.28 1072.73 968.458 847.886 764.384 702.798 654.414 651.218 620.726 640.578 584.248 579.473 547.798 541.706 549.702 538.684 536.017 456.792 431.094 419.015 416.747 377.568
threshold=0.020419284401088766 -0.90970253260458989 0.70396718449104678 -0.56154411629465528 -1.2937066653277265 -0.31060104428268948 -0.23339015459695303 1.356758597498976 1.0000000180025095e-35 -0.97559733065893439 -0.23204687789266029 -0.088109001439109394 0.1676801776638982 -0.041624998109500606 0.37095615986836789 1.0000000180025095e-35 -0.69043502026668124 1.0000000180025095e-35 -0.25463544777237107 -0.78941842572002308 -0.23339015459695303 -0.89010831921505029 -0.19285446753357213 -0.88766439888196558 -0.44513109361376063 0.012573798319902707 0.17792749275939593 -0.25982398546029845 -0.4408497366015578 1.4008012046704226
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leaf_value=0.29172483867157156 0.10124848828479159 0.23023977376144861 0.030253119145105825 0.19594250813056185 0.24803690804168965 0.12157682492159277 0.16499693085045763 0.038110616577962567 0.15376993484982526 0.22960864029583489 0.30888424327932579 0.24899501117691047 0.15132196863784098 0.12543241498781396 0.16907889579524671 0.19351222585791467 0.13825501966701478 0.15374214839225747 0.2221715341422916 0.15340156656216525 0.26672088865035642 0.13334158946921973 0.19084207644708803 0.22655413644211175 0.088273777830137179 0.24944316345328771 0.1072175473008079 0.29951721519955976 0.31769744963441915 0.052675305544096863
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leaf_count=7330 9177 6629 5634 3294 11405 5686 2725 15190 1053 4546 5079 2610 6196 14026 3876 3592 3873 3048 5978 10089 5686 4921 9320 16432 16949 5143 6972 7023 9666 2109
internal_value=0.21052 0.257768 0.126987 0.223171 0.289905 0.159093 0.241337 0.0794281 0.180618 0.261708 0.269955 0.272669 0.192507 0.0935109 0.213962 0.134633 0.203428 0.186193 0.202535 0.147644 0.289047 0.160318 0.173521 0.219379 0.0750722 0.236576 0.135933 0.288107 0.307639 0.117146
internal_weight=37128.3 23714.8 13413.5 11420.2 12294.6 8007.64 7171.56 5405.83 4259.47 3720.22 5785.77 3188.74 4248.67 4031.66 1611.86 3748.17 3358.2 2044.18 1524.48 2697.05 3092.19 2647.61 1974.63 3451.34 2264.8 1071.82 2148.53 2347.23 6508.82 1766.86
internal_count=215257 101520 113737 62354 39166 59829 36630 53908 29999 17473 22170 14179 25724 38718 10072 29830 19528 12899 9026 20653 10765 19927 14241 19157 22583 6196 17061 9633 16996 16135
shrinkage=0.05

Tree=2
num_cat=0
split_feature=18 18 18 21 17 15 14 0 0 17 15 15 15 17 7 15 15 16 3 2 9 14 9 3 15 10 2 17 11 16
split_gain=34208.8 8052.34 2687.47 1626.51 1527.75 1732.32 1089.18 1067.33 1021.86 827.003 934.828 609.008 721.623 592.405 526.26 486.909 475.62 465.331 523.769 454.246 445.788 437.531 440.006 431.482 390.348 376.055 359.539 407.081 334.649 328.531
threshold=0.28744562513014932 -0.6217511186156901 1.0401858944718525 -1.2937066653277265 -0.057569943683634599 -0.020813210084990704 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.33309480678905701 -0.020813210084990704 -1.3969570825295483 -1.1360132127332505 1.2421013045921563 -0.088109001439109394 -1.43850873384804 -1.4520007175536651 1.9048056107071643 -0.89010831921505029 0.37095615986836789 0.15742618953422755 1.0000000180025095e-35 0.13689923661424772 -0.46358003423631494 0.56292294860825243 0.614688170189433 0.37095615986836789 -0.28570288522149212 1.0000000180025095e-35 0.95974525536972632
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Tree=3
num_cat=0
split_feature=18 18 18 17 15 18 14 21 9 11 17 0 14 17 15 3 15 15 16 10 9 14 15 3 16 16 17 0 3 1
split_gain=22578.3 4660.86 2750.2 1111.83 1085.9 773.173 696.177 662.21 630.29 520.072 513.208 488.816 466.11 429.135 456.948 406.372 375.808 515.148 368.031 363.203 330.045 328.262 318.801 342.07 315.937 298.977 314.927 286.734 255.098 254.583
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Tree=4
num_cat=0
split_feature=18 21 21 20 0 16 17 15 9 16 15 17 8 15 14 17 15 14 17 2 14 11 1 9 22 17 4 22 15 14
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Tree=69
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Tree=78
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Tree=81
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Tree=83
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Tree=84
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Tree=89
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Tree=93
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right_child=12 2 3 4 6 -7 7 -9 9 -11 -12 -13 -14 14 15 17 -18 18 -20 -21 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.028081083205655895 -0.14227242396230502 -0.065494537994306323 0.0077058884711632804 -0.15167345547760844 0.0036652642761445713 0.0017820332749865981 0.00018208855128393187 -0.12915490838600444 -0.14045476265584833 0.018202707055298334 -0.0035922744430270763 0.021255846885958687 -3.6846302793416628e-05 -0.17458025217010467 0.0057819317807725253 -0.058611689233478217 -0.1370748019028965 -0.10415057218577545 -0.0081955722250384531 -0.040929523771228146 0.050556863449871349 0.019665959317116326 0.023724954787887571 0.0072187902233791989 -0.18386036481050069 -0.046066151329324685 0.048847164169008792 0.021405065707750026 -0.090172214003298376 -0.0004805812106731225
leaf_weight=18.451187267899513 3.7686632722616187 10.621481791138647 297.88489744067192 8.49500869959593 94.129863902926445 12.094916246831415 10.791524961590769 8.2883724123239499 7.8610139042139071 9.2563192173838598 7.7083849161863327 223.14806730300188 77513.885996162891 2.0056338906288138 7.3194996267557144 9.9481428563594729 7.1201653257012349 9.1110261380672437 25.017309874296188 13.720327973365782 28.329893901944168 23.795495845377445 36.36925084143877 6.0994014814496023 6.3644458651542664 14.243564128875731 22.59457616508007 128.55707897245884 11.807513460516928 35.885712124407291
leaf_count=43 17 31 503 38 157 21 19 34 34 13 14 334 213296 10 12 28 30 34 47 34 23 33 49 11 33 38 20 195 40 66
internal_value=-4.44236e-06 0.00486809 0.000686028 0.00166446 -0.0148761 -0.0615308 -0.00639086 -0.0560023 0.00544996 -0.0388032 -0.0726944 0.0174879 -6.53554e-05 -0.0170464 -0.0133118 -0.010711 -0.0646604 -0.00362403 -0.0338121 0.00996899 0.0212193 -0.00341149 0.00741245 -0.0145763 -0.0903524 0.0040842 0.0102047 0.00836319 0.00351154 -0.0226857
internal_weight=78614.7 970.653 729.053 718.432 133.8 20.5899 113.21 19.0799 584.632 24.8257 15.5694 241.599 77644 130.136 126.367 124.362 14.4397 109.922 34.1283 75.7939 62.0735 33.7436 559.806 63.0767 12.4638 50.6128 496.73 474.135 345.578 47.6932
internal_count=215257 1693 1316 1285 269 59 210 53 1016 61 48 377 213564 268 251 241 42 199 81 118 84 61 955 131 44 87 824 804 609 106

end of trees

feature_importances:
CREDIT_TERM=1255
EXT_SOURCE_3=489
DAYS_LAST_PHONE_CHANGE=486
AMT_GOODS_PRICE=470
DAYS_BIRTH=455
CREDIT_GOODS_DIFF=455
EXT_SOURCE_2=444
EXT_SOURCE_1=440
AMT_CREDIT=429
EXT_SOURCE_MEAN=402
DAYS_EMPLOYED_PERC=391
DAYS_EMPLOYED=372
EXT_SOURCE_PROD=368
AGE_YEARS=361
EXT_SOURCE_MAX=316
EXT_SOURCE_MIN=305
NAME_EDUCATION_TYPE_Secondary_/_secondary_special=114
CODE_GENDER=110
REGION_RATING_CLIENT=98
FLAG_DOCUMENT_3=98
NAME_INCOME_TYPE_Working=58
REG_CITY_NOT_WORK_CITY=34

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 0]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 1]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]