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Tree=1
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Tree=2
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Tree=3
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Tree=4
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Tree=5
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Tree=7
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left_child=4 8 10 -4 11 6 -6 -7 13 -10 -3 14 -13 -2 -1
right_child=1 2 3 -5 5 7 -8 -9 9 -11 -12 12 -14 -15 -16
leaf_value=-0.00068625736860978843 0.011707057307164637 -0.054519847901167151 -0.0006469184336912046 -0.0075060678426220988 0.0061101748809144225 -0.03277111359533677 -0.0037390651233897257 0.022158414639966522 -0.047845634527024193 0.0082738800607712673 0.01233466095485976 -0.0047136485430482288 0.0013700544278921966 -0.040434105862147574 0.0014557077006685075
leaf_weight=79787.747738182545 49.752339236438274 12.729369074106215 9477.2925572097301 1881.5986672490835 4863.7355416715145 130.31504652649164 1544.8761199116707 27.273301050066948 127.62001743912697 21.639045864343643 637.23998841643333 2007.508651688695 32604.709208868444 26.228297024965286 9988.8805986903608
leaf_count=337986 238 51 38126 7805 20117 559 6586 117 781 112 2579 8190 134521 118 43071
internal_value=-2.95012e-05 -0.00159337 -0.00108989 -0.00178314 0.000116598 0.00308788 0.00373589 -0.0232646 -0.0284368 -0.0397096 0.0110253 -4.02488e-05 0.0010172 -0.00629192 -0.000447934
internal_weight=143189 12234.1 12008.9 11358.9 130955 6566.2 6408.61 157.588 225.24 149.259 649.969 124389 34612.2 75.9806 89776.6
internal_count=600957 49810 48561 45931 551147 27379 26703 676 1249 893 2630 523768 142711 356 381057

end of trees

feature_importances:
Column_6=260
Column_28=242
Column_7=174
Column_17=159
Column_8=137
Column_48=116
Column_9=103
Column_23=98
Column_34=90
Column_1=88
Column_21=82
Column_33=81
Column_0=80
Column_12=70
Column_25=63
Column_18=61
Column_55=61
Column_24=58
Column_16=56
Column_46=55
Column_31=51
Column_13=48
Column_2=45
Column_20=43
Column_14=42
Column_47=42
Column_19=40
Column_51=40
Column_5=37
Column_45=37
Column_26=35
Column_27=35
Column_4=34
Column_29=34
Column_11=33
Column_35=31
Column_3=27
Column_22=27
Column_50=26
Column_37=24
Column_49=24
Column_53=23
Column_44=19
Column_15=12
Column_38=12
Column_52=10
Column_43=4
Column_32=3
Column_54=3
Column_39=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.073]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[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: 17869]
[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: 175]
[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: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null

objective=binary metric=binary_logloss num_leaves=31 max_depth=4 learning_rate=0.073 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=1550 1562 1566 1595 1578 1468 1560 1476 1571 1657 1476 1497 1483 1480 1482 1498 1500 1494 1486 1663 1588 1672 1490 1590 1681 1594 1466 1559 1486 1467 1571 1482 1496 1648 1647 1574 1503 1666 1688 1482 1304 1576 1576 1579 1589 1494 1636 1645 1640 1638 1564 1660 1665 1661 1664 1664 1669 1654 1661 1668 1669 1664 1670 1668 1660 1661 1643 1655 1561 1557 1562 1635 1660 1643 1618 1658 1660 1644 1663 1648 1671 1567 1568 1645 1654 1567 1656 1584 1558 1657 1554 1663 1563 1662 1555 1668 1559 1668 1467 1561 1583 1565

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 0 0 49 29 27 0 25
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 0.0378807 0.32812 0.0249231 0.0297435 0.0174795 0.0168183 0.00858992
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.02376531902700663 -0.3590626567602157
left_child=1 2 13 7 6 -6 -5 8 -2 10 -3 -11 -9 -1
right_child=3 9 -4 4 5 -7 -8 12 -10 11 -12 -13 -14 -15
leaf_value=0.0013765891482132014 0.00010810875180749767 9.1195211225066297e-05 0.052486857820958785 0.00085149549796234396 0.050410203197737632 3.8672913481962691e-05 7.7726667327351914e-05 9.2937549912414536e-05 0.0011797959688643269 0.00013909875367998777 0.0034053290895584183 -0.0010426761613394385 3.6617988257465071e-05 -0.00030972104334043741
leaf_weight=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
leaf_count=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
internal_value=9.86714e-05 0.000611668 0.0104063 9.672e-05 0.000249086 0.00194502 0.000141385 9.36658e-05 0.000186743 0.000141527 0.00163398 9.96491e-05 8.98871e-05 0.000142704
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82

Tree=1
num_cat=0
split_feature=45 17 33 55 34 24 33 6 0 55 49 21 27 13
split_gain=0.0948662 1.65367 7.82165 0.0439332 0.338866 10.2353 0.123844 0.0348068 0.032552 0.289828 0.0214172 0.0274743 0.0150206 0.0146326
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 6.0551392380148179e-05 -0.034956371411681168 -1.3123381733894346 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.25719563663005834
left_child=1 2 -1 8 6 -6 -5 -4 9 -2 11 -3 -12 -10
right_child=3 10 7 4 5 -7 -8 -9 13 -11 12 -13 -14 -15
leaf_value=0.04925239928787397 0.00097322801740180181 0.00026655015633763181 0.00015342472577079509 -2.5759987591058325e-05 0.046634753949367079 -5.9657041128668689e-05 0.0010304922374181841 -0.0032997009281645574 -8.5580595585384549e-06 5.906017155471803e-07 3.3437688821715187e-05 0.0036092176569101865 -0.0010620676424705246 -5.1198765638152982e-05
leaf_weight=21 1773 38 60 10190 26 661 628 21 504694 20619 1998 20 69 46869
leaf_count=21 1773 38 60 10190 26 661 628 21 504694 20619 1998 20 69 46869
internal_value=-4.03846e-06 0.000471509 0.0095511 -5.84737e-06 0.000135395 0.00170753 3.55569e-05 -0.00074183 -8.6786e-06 7.76041e-05 3.5689e-05 0.00141919 -3.13216e-06 -1.21814e-05
internal_weight=587687 2227 102 585460 11505 687 10818 81 573955 22392 2125 58 2067 551563
internal_count=587687 2227 102 585460 11505 687 10818 81 573955 22392 2125 58 2067 551563

Tree=2
num_cat=0
split_feature=45 17 24 23 49 2 47 31 23 24 49 17 31 13
split_gain=0.0815213 1.42104 7.45311 0.0339264 0.21011 8.1043 0.0662029 0.0318139 2.84054 0.0309659 0.0184044 0.024746 0.0146774 0.0120945
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 0.24980354309082034 -1.6757296919822691 0.18783452361822131 -1.2844281196594236 0.25719563663005834
left_child=1 2 9 4 5 -2 -6 13 -9 -1 11 -3 -12 -5
right_child=3 10 -4 7 6 -7 -8 8 -10 -11 12 -13 -14 -15
leaf_value=-0.0020652261143101385 1.9126534913943458e-05 9.3255752577013986e-05 0.047608566189975436 -8.010041111554041e-06 0.00055149903341011202 0.025568092165685702 -1.5924412950564994e-05 0.011837516556744357 -4.0797219082647649e-05 0.0011437775400911711 0.00043474040058507344 0.0031756713096414307 -8.936733565402183e-05 -4.6922236026996574e-05
leaf_weight=59 2449 35 21 504308 1148 68 24071 109 6817 22 341 23 1726 46490
leaf_count=59 2449 35 21 504308 1148 68 24071 109 6817 22 341 23 1726 46490
internal_value=-3.74365e-06 0.000437089 0.00885387 -5.42051e-06 7.33803e-05 0.000709365 9.9054e-06 -9.33933e-06 0.000146141 -0.00119364 3.30837e-05 0.00131559 -2.9035e-06 -1.12944e-05
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 81 2125 58 2067 550798
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 81 2125 58 2067 550798

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 46 18 21 46 4 13
split_gain=0.0360531 0.300051 13.5766 0.0991801 2.40786 0.0315215 0.22912 3.37091 0.201275 0.014295 0.0179819 0.0140794 0.00791482 0.00260267
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 0.12199990078806879 0.012097868602722885 5.3197524547576913 0.075994964689016356 -0.25643424689769739 0.11671986430883409
left_child=5 2 11 12 -5 6 8 -8 -1 13 -11 -2 -3 -7
right_child=1 3 -4 4 -6 9 7 -9 -10 10 -12 -13 -14 -15
leaf_value=-4.1549998785065255e-06 -7.7551653120202564e-05 -0.0013614600009259448 0.056763057222067877 0.020424863941490911 -4.9143073211400003e-05 -5.6086947881413744e-06 -1.2946941655407063e-05 0.011085337495556871 0.0011074105154914573 -4.9028917250444035e-05 -0.00059343373235954571 -0.0018049957587060747 -3.4205518688542958e-05 -2.0223660757169689e-05
leaf_weight=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
leaf_count=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
internal_value=-3.47036e-06 0.000123653 0.00147715 2.2275e-05 0.000839823 -6.04204e-06 4.85556e-05 0.00077584 1.58492e-05 -1.13831e-05 -5.34997e-05 -0.000134476 -3.73581e-05 -7.93597e-06
internal_weight=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007
internal_count=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 0 47 0 0 31 33 0
split_gain=0.0674688 0.588182 9.6537 0.0310162 0.287446 8.72924 0.0897193 0.0256777 0.0233447 0.0231639 0.278083 0.0195876 0.0116464 0.0114012
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 0.10345410183072092 -0.5827713906764983 -0.034956371411681168 -0.037053914740681641 -1.2844281196594236 5.0220639705657968 0.025386652909219268
left_child=1 7 -3 9 6 -6 -5 11 -9 10 -2 -1 -4 -11
right_child=3 2 12 4 5 -7 -8 8 -10 13 -12 -13 -14 -15
leaf_value=0.00050005933297402744 -6.7273956665481187e-06 0.052402067496292871 -0.00022510844105222815 -3.0208281348564291e-05 0.043052201863951409 -7.0112348203439588e-05 0.00086881788716191492 0.00039593977536424063 -0.0019647299581176964 -7.6653477338431158e-06 0.0009798682435970612 -0.00012296088538286715 0.0013430091159908832 -5.5765774795879031e-05
leaf_weight=328 20749 20 256 10190 26 661 628 33 69 523917 1643 1493 28 27646
leaf_count=328 20749 20 256 10190 26 661 628 33 69 523917 1643 1493 28 27646
internal_value=-3.21703e-06 0.000397825 0.00338164 -4.74253e-06 0.000113934 0.00156188 2.19814e-05 -7.38749e-05 -0.00120098 -7.12141e-06 6.56635e-05 -1.0742e-05 -7.05053e-05 -1.00763e-05
internal_weight=587687 2227 304 585460 11505 687 10818 1923 102 573955 22392 1821 284 551563
internal_count=587687 2227 304 585460 11505 687 10818 1923 102 573955 22392 1821 284 551563

Tree=5
num_cat=0
split_feature=15 51 33 49 33 55 34 34 33 14 24 46 33
split_gain=0.13279 23.5656 42.7717 2.49602 7.63539 0.0380617 0.328015 10.9249 0.154614 0.0258535 1.01411 0.0194276 0.0182264
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 -0.099575325846672044 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 0.47881264984607702 -1.7902193665504453 -0.046981150284409516 1.8969854712486269
left_child=5 2 -2 4 -3 9 8 -8 -7 11 -11 -1 -5
right_child=1 3 -4 12 -6 6 7 -9 -10 10 -12 -13 -14
leaf_value=5.2026790627135497e-05 -6.2204122918653096e-05 0.051931104751143348 0.13308406780623425 -3.6166071775233332e-05 -0.0002617371491782004 -2.189246256421611e-05 0.047156479416144953 -0.00044484293963144067 0.0012563173808398606 0.0039946175758851371 -3.8980736554810283e-05 -8.0924049005053443e-06 -0.00032869642632266582
leaf_weight=30294 36 20 20 10209 59 10030 27 531 531 346 8304 526015 1277
leaf_count=30294 36 20 20 10209 59 10030 27 531 531 346 8304 526015 1277
internal_value=4.68949e-06 0.000249002 0.04749 2.0252e-05 0.0129516 -2.38941e-07 0.000133513 0.00185845 4.23751e-05 -2.87133e-06 0.000122363 -4.81859e-06 -6.86893e-05
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 564959 8650 556309 11486
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 564959 8650 556309 11486

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 31 23 23 2 13 14
split_gain=0.137944 1.29323 10.2537 0.458728 9.14585 0.078917 2.88699 62.2857 0.0286271 1.66448 0.0303408 0.028091 0.0110803 0.00430673
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 -0.18475440144538877 2.1410850286483769 0.038437766954302795 0.010622751433402302 2.102653026580811 -0.0097320508211851103 -0.030672303400933739 0.16301129013299945 1.5329554677009585 0.5882677733898164
left_child=1 2 -1 4 -3 8 13 -8 10 -10 -2 -5 -4 -7
right_child=5 3 12 11 -6 6 7 -9 9 -11 -12 -13 -14 -15
leaf_value=0.04407824972995715 7.3502583810888523e-05 0.050571461326744241 7.7751873441229684e-06 1.7846269813486313e-05 -0.00072267477986292052 -1.7964610472055603e-05 0.13185340721409594 -0.00010707444039246918 0.0076983519013657685 -2.9420302920267425e-05 -8.931941142607904e-06 -0.001066504737026676 0.0014823451968545521 -0.00026797695861697048
leaf_weight=32 24897 20 219 6160 251 11766 20 406 152 6507 536729 130 31 379
leaf_count=32 24897 20 219 6160 251 11766 20 406 152 6507 536729 130 31 379
internal_value=4.34716e-06 0.000330189 0.00517078 0.000122135 0.00306287 5.08447e-07 0.000181422 0.00608825 -3.49354e-06 0.000146976 -5.2776e-06 -4.5648e-06 0.000190622 -2.57666e-05
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 6659 561626 6290 250 12145
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 6659 561626 6290 250 12145

Tree=7
num_cat=0
split_feature=15 51 55 5 18 55 46 26 21 14 13 34 31
split_gain=0.102221 20.1071 44.3409 3.46994 6.47118 0.030543 0.313563 2.34511 0.0295097 0.0210375 1.55961 0.0177631 0.0157905
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.08623185753822328 2.0211037397384648 0.014997302554547788 -1.0894942879676817 1.6111459732055666 0.47881264984607702 -0.054623955860733979 1.468370318412781 -1.3418890833854673
left_child=5 2 -2 4 -3 9 11 -8 -5 12 -11 -7 -1
right_child=1 3 -4 8 -6 6 7 -9 -10 10 -12 -13 -14
leaf_value=3.6764095290866183e-05 0.13100531133546556 -0.00036177346394106278 -0.0045613523068382669 -4.0681592019302443e-05 0.051427793372453012 -1.9964564747430285e-05 0.01177570599142257 0.00033542795034669903 -0.00041903360458261555 0.0060411442355565665 -5.1688747289497478e-05 -0.00055502287450978833 -8.0827336860732753e-06
leaf_weight=45572 20 36 36 10279 20 9179 102 1495 1230 230 8420 343 510737
leaf_count=45572 20 36 36 10279 20 9179 102 1495 1230 230 8420 343 510737
internal_value=4.02981e-06 0.000218385 0.0438553 7.08643e-06 0.0181345 -2.94291e-07 0.000119521 0.00106612 -8.11172e-05 -2.65239e-06 0.000110317 -3.92384e-05 -4.40895e-06
internal_weight=587699 11621 56 11565 56 576078 11119 1597 11509 564959 8650 9522 556309
internal_count=587699 11621 56 11565 56 576078 11119 1597 11509 564959 8650 9522 556309

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 3 2 0 23 45
split_gain=0.11531 1.11103 12.8206 0.389373 7.76398 0.0885786 1.91849 62.9069 0.306071 0.0536262 0.0249929 0.0163783 0.329243 0.00842803
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Tree=44
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split_feature=14 9 19 5 3 1 35 15 5 19 46 18 51 21
split_gain=0.684179 6.51519 194.715 1063.57 1.70089 16.4342 0.685029 0.653261 5.47752 1.42506 0.49832 21.3004 0.336452 0.0855823
threshold=0.41081577539443975 -0.00085678591858595599 0.0029871630249544982 0.61311697959899913 -0.041278971359133713 -0.0022033816203474994 1.1477848887443545 0.48480661213397985 -0.4800864160060882 0.0024347682483494286 0.24645754694938662 -0.0065623323898762456 -0.02751260437071323 0.80182349681854259
left_child=7 2 3 -2 5 -3 -4 10 -9 -10 13 -12 -6 -1
right_child=1 4 6 -5 12 -7 -8 8 9 -11 11 -13 -14 -15
leaf_value=4.3741691601263862e-07 0.58058545011542739 0.069442098422488191 -0.0005784086740196504 0.001460352173081488 -0.00092595715019218739 -0.00095005090101422918 -0.0055738455106966569 0.03698124904970173 -0.0061276476368133641 -0.0008090939190325536 0.07419994003857884 -0.0011315876475547154 3.705966591160783e-05 -0.00016417980740719742
leaf_weight=554087 20 20 2144 109 2128 152 157 20 299 2629 21 421 21131 17357
leaf_count=554087 20 20 2144 109 2128 152 157 20 299 2629 21 421 21131 17357
internal_value=8.26982e-06 0.000375577 0.00397353 0.0912472 2.43717e-06 0.00723508 -0.000919253 -8.25482e-06 -0.00109215 -0.00135221 -2.66749e-06 0.00244751 -5.10482e-05 -4.56266e-06
internal_weight=600695 25861 2430 129 23431 172 2301 574834 2948 2928 571886 442 23259 571444
internal_count=600695 25861 2430 129 23431 172 2301 574834 2948 2928 571886 442 23259 571444

Column_51=112
Column_7=105
Column_15=77
Column_5=72
Column_49=70
Column_4=66
Column_16=64
Column_19=57
Column_9=52
Column_14=51
Column_17=48
Column_21=46
Column_35=44
Column_2=40
Column_20=39
Column_46=38
Column_23=37
Column_31=35
Column_0=34
Column_29=33
Column_33=29
Column_45=28
Column_24=27
Column_8=26
Column_55=26
Column_18=25
Column_32=20
Column_34=17
Column_47=17
Column_3=16
Column_1=15
Column_13=15
Column_26=13
Column_6=11
Column_25=11
Column_12=10
Column_27=8
Column_28=6
Column_11=5
Column_50=3
Column_22=1
Column_48=1
Column_52=1

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.073 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50