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Tree=2
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Tree=3
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Tree=4
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Tree=7
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right_child=1 10 3 -5 5 6 -8 8 -10 -11 12 -13 -14 -15 -16
leaf_value=-0.051015504796609323 0.025178364370739139 -0.00058855987450575817 -0.026273727322036523 0.050244429993760858 -0.0042135457023431896 -0.071786807343008352 -0.010606553434515309 0.066240248124582804 -0.026939652127718969 -0.01540174409888289 -0.0016043763554226512 0.0039008407955197244 7.04383878346438e-05 -0.049568982511061316 -0.0035525168301318013
leaf_weight=12.421670004725454 218.38257041573524 19099.732318583876 61.900226682424545 15.914558097720144 91.923052102327347 29.781573414802551 18.726071089506149 15.892684906721117 6.1807496994733802 25.000355690717697 31191.144869294018 9299.1476444229484 82276.195279613137 20.632627055048943 338.75265163183212
leaf_count=50 881 85484 249 64 371 120 76 64 25 101 129674 39365 342106 83 1365
internal_value=-0.000137502 -0.000104981 0.0133461 -0.0106244 -0.00879169 -0.0232617 -0.0481686 -0.00254762 0.0401491 0.02101 -0.000135436 0.000881484 -0.000389953 -0.0125277 -0.00523137
internal_weight=142722 142187 321.198 77.8148 534.311 161.063 48.5076 373.248 22.0734 243.383 141866 28398.9 113467 112.556 351.174
internal_count=600078 597924 1295 313 2154 650 196 1504 89 982 596629 124849 471780 454 1415

Tree=344
num_cat=0
split_feature=37 26 6 0 12 52 24 35 46 18 24 24 12
split_gain=6.64861 11.063 9.21582 10.2371 9.57428 6.1806 5.9667 11.2366 14.2704 12.4974 9.59643 22.2282 12.7999
threshold=9.1354336738586444 -1.2058263421058653 0.32716099917888647 -0.0015206369571387766 -0.21919585764408109 -0.046524642035365098 0.10144596546888353 -0.48261517286300654 -0.0039728155825287095 -0.02126310300081968 -0.037586247548460953 -0.050149621441960328 -0.24443375319242475
left_child=6 5 3 -3 -4 -2 10 8 -8 -9 11 -1 -12
right_child=1 2 4 -5 -6 -7 7 9 -10 -11 12 -13 -14
leaf_value=0.00015880736548971506 -0.11897706732793002 0.020364007778852722 0.0066835541850077994 0.077519516491839122 -0.079297690800013296 -0.010778552291685478 -0.0039540847562269284 0.010587408654590152 0.0012157000898448311 -0.00026177346521051299 0.0065188452499340488 -0.0096449250000892797 0.00069562493223699012
leaf_weight=68360.467144392431 5.3171525150537491 101.79056969285011 60.147498056292534 22.728530436754227 8.8022847771644575 7.6103730201721174 11242.650596283376 638.28898198530078 4406.4963605552912 45810.932132799178 3197.6263619326055 1399.2730823457241 7457.4363072216511
leaf_count=286209 22 426 265 94 37 31 46738 4364 18725 190999 13924 7157 31087
internal_value=-0.000126926 0.013683 0.0182911 0.0307966 -0.00429301 -0.0552811 -0.000146927 -0.000713894 -0.00249837 -0.000112688 0.0002909 -3.78404e-05 0.0024432
internal_weight=142720 206.396 193.469 124.519 68.9498 12.9275 142513 62098.4 15649.1 46449.2 80414.8 69759.7 10655.1
internal_count=600078 875 822 520 302 53 599203 260826 65463 195363 338377 293366 45011

Tree=345
num_cat=0
split_feature=11 28 34 31 50 51 7 53 18 45 31 12 28 20
split_gain=7.7982 8.63598 10.6271 8.31317 8.11732 12.9457 10.153 8.10798 17.1581 11.607 10.1723 7.19019 18.374 12.0062
threshold=-1.7525085210800169 0.068536594510078444 -0.56716918945312489 -0.47748453915119166 0.828120917081833 1.0000000180025095e-35 0.018889204598963264 -0.056010695174336426 -0.02126310300081968 -0.0041853797156363717 -0.58747437596321095 -0.29080538451671595 0.0011342806392349305 -0.031279245391488068
left_child=1 4 3 -3 5 -1 -6 11 9 -9 -10 12 -2 -13
right_child=7 2 -4 -5 6 -7 -8 8 10 -11 -12 13 -14 -15
leaf_value=0.014296717104742201 -0.0067923274901357964 -0.0084180542663592484 0.054580144993615444 -0.072735291350981876 0.0024948803766760967 -0.003967811191804998 -0.016419715077018456 0.17315482306122554 0.0095235650864224208 0.032851614047575174 -0.00056353732670331655 0.004293807493449194 0.0056855126081736054 -0.00029915749253717238
leaf_weight=802.03737688064575 2755.012188449502 23.547306746244431 8.0711654722690565 24.119459137320518 3339.9219059050083 322.64652316272259 177.18746656179428 3.6663769856095305 906.05684681236744 75.215897489339113 1714.133147969842 3465.5236543267965 937.88894645124674 128375.6156983301
leaf_count=3287 15112 95 33 97 13662 1311 713 26 3897 483 7432 15127 4425 535257
internal_value=-8.42259e-05 0.00300107 -0.0271275 -0.0409627 0.00336285 0.00905703 0.00154199 -0.000189072 0.00398979 0.0393728 0.00292456 -0.000272292 -0.00362332 -0.000178429
internal_weight=142931 4697.53 55.7379 47.6668 4641.79 1124.68 3517.11 138233 2699.07 78.8823 2620.19 135534 3692.9 131841
internal_count=600957 19198 225 192 18973 4598 14375 581759 11838 509 11329 569921 19537 550384

Tree=346
num_cat=0
split_feature=55 25 49 55 15 9 2 37 26 18 37 37 28 37 6
split_gain=7.65609 9.06079 10.3786 10.9845 10.7858 10.0858 11.5164 10.3171 8.79325 14.8168 10.3626 17.5512 10.0673 8.89182 8.4106
threshold=0.53411155939102184 -1.7895247936248777 -0.71276789903640736 0.046468958258628852 0.25901219248771673 0.042048122733831413 0.0011366560356691482 4.5166690349578866 -0.67256614565849293 -0.019417313858866688 3.3051208257675175 6.2648193836212167 0.95413807034492504 3.0997024774551396 0.19465310126543048
left_child=1 2 3 -1 -4 7 -7 -3 9 14 13 -12 -11 -10 -2
right_child=8 5 4 -5 -6 6 -8 -9 10 12 11 -13 -14 -15 -16
leaf_value=0.00011547761507501644 -0.0049540136398890716 0.00051746745640283086 0.0071500956676577958 -0.027528426769968358 -0.017833374439019847 -0.0031292279140200437 0.00049358032387035152 0.0086216690751570024 -0.00019394459615537036 -0.0013706110760857595 -0.016750289750363474 0.011229983427951397 0.02857585618313389 0.027673251765591534 -0.014314232920431307
leaf_weight=396.42991250380874 1957.1878965273499 69166.931889250875 2643.9214127920568 108.56317187100649 106.5840876698494 10324.80297165364 10486.246598623693 944.07138749957085 37403.360133234411 7752.526648670435 520.53224474936724 178.49740856140852 67.134875535964966 68.010270997881889 802.54922442138195
leaf_count=1726 9429 293398 11333 484 443 41774 42323 3954 156889 32091 2347 798 274 311 3383
internal_value=-7.77929e-05 0.000327668 0.00431907 -0.0058274 0.00618197 0.000184754 -0.00130377 0.000626594 -0.000861085 -0.0028254 -0.00031665 -0.00960552 -0.00111351 -0.000143366 -0.00767603
internal_weight=142927 94177.6 3255.5 504.993 2750.51 90922.1 20811 70111 48749.8 10579.4 38170.4 699.03 7819.66 37471.4 2759.74
internal_count=600957 395435 13986 2210 11776 381449 84097 297352 205522 45177 160345 3145 32365 157200 12812

Tree=347
num_cat=0
split_feature=53 6 23 3 24 31 0 45 1 1 9 9 37 43 20
split_gain=6.91977 11.2753 12.6414 11.9648 18.377 9.75038 8.20398 8.04495 7.54682 15.3023 14.5555 14.0303 12.4932 9.48819 7.90865
threshold=5.3784809112548837 0.32716099917888647 0.045577824115753181 -0.0043103569187223903 -0.83498600125312794 1.0469275712966921 -0.0078085572458803645 0.0027101043378934269 -0.0037464592605829235 -0.0036749573191627856 0.037385830655694015 -0.01225137524306774 -0.31275509297847742 0.2271448224782944 -0.032058535143733018
left_child=8 2 7 5 -5 -3 -4 -2 10 12 11 -1 -10 -11 -12
right_child=1 3 6 4 -6 -7 -8 -9 9 13 14 -13 -14 -15 -16
leaf_value=9.3925315462125151e-05 0.010360848878581403 0.062304869409330305 -0.14736618476993485 0.13117794722072068 -0.0065325754697480344 -0.022592196743105683 -0.028856527106287715 -0.025145508727360238 0.062563623588508949 1.7499360694840071e-05 0.044357644165285461 0.0026792202714912895 -0.0035534509123170957 -0.0039870788444970398 -0.0022933448619647735
leaf_weight=35069.712169125676 249.57187039405107 58.829162918031216 4.9337762892246273 6.3015194684267035 65.105153799057007 9.2869950681924802 11.620901733636854 44.595565646886826 16.973560251295567 64561.470262099057 21.592629760503769 19292.907457470894 9878.6778482161462 3709.4867482483387 9926.4283041656017
leaf_count=142993 1038 273 21 29 291 38 49 187 73 269326 88 81365 49185 15939 40062
internal_value=-7.1826e-05 0.00945893 0.00129372 0.0276431 0.00562015 0.05073 -0.0641759 0.00497811 -0.000101944 -0.000610257 0.000515886 0.00101143 -0.00344004 -0.000200088 -0.00219209
internal_weight=142927 450.245 310.722 139.523 71.4067 68.1162 16.5547 294.167 142477 78166.6 64310.6 54362.6 9895.65 68271 9948.02
internal_count=600957 1926 1295 631 320 311 70 1225 599031 334523 264508 224358 49258 285265 40150

Tree=348
num_cat=0
split_feature=55 11 35 23 31 33 16 7 8 26 25 48 25 46 25
split_gain=6.61824 15.1416 11.971 11.2816 8.94884 15.2642 13.0911 28.6612 12.9072 12.5764 9.53509 8.52065 16.3542 8.46435 8.20759
threshold=0.53411155939102184 -1.8003312945365904 -0.23395115882158277 -0.1461357846856117 -1.0906040668487547 0.1252095624804497 -0.082837138324975954 -0.023033375851809975 -0.029487061314284798 0.70190447568893444 -1.9534109234809873 -2.2172124385833736 -1.020037770271301 -0.080870077013969408 1.6657544374465945
left_child=4 2 3 -2 5 10 7 -6 -8 -7 -1 12 -3 -4 -13
right_child=1 11 13 -5 6 9 8 -9 -10 -11 -12 14 -14 -15 -16
leaf_value=-0.01601973161377207 -0.027319202064779911 -0.033093758316616727 0.046182743720254729 0.0043152083163050924 -0.0033477776786680607 0.012434990498423547 0.0025477800243464783 0.0085952076738408309 -9.3516808668834468e-05 -0.0016933011500572092 0.0013934329737669458 -0.00070827757523520354 -0.0030594261231195012 0.013428610275097749 -0.0052524774773177593
leaf_weight=189.63115983456373 69.993005380034447 141.47012966871262 54.653415471315384 1483.4331176578999 12186.77494417876 1371.3866757079959 13783.951474934816 1320.4689476564527 53719.458347495645 513.40782001614571 11096.672892414033 43731.101986333728 447.54321048781276 324.6333574205637 2490.8062424957752
leaf_count=807 282 1155 221 6067 50237 5705 56391 5796 228472 2154 45873 183269 2842 1334 10352
internal_value=-6.63334e-05 -0.000794669 0.00588426 0.00288985 0.000310616 0.00217206 7.97297e-06 -0.00218023 0.000445826 0.00858652 0.00110086 -0.00107043 -0.0102731 0.0181483 -0.000953155
internal_weight=142925 48743.6 1932.71 1553.43 94181.8 13171.1 81010.7 13507.2 67503.4 1884.79 11286.3 46810.9 589.013 379.287 46221.9
internal_count=600957 205522 7904 6349 395435 54539 340896 56033 284863 7859 46680 197618 3997 1555 193621

Tree=349
num_cat=0
split_feature=55 11 55 27 55 17 28 45 25 8 8 25 31 9 46
split_gain=5.74252 9.14256 14.1381 12.6887 10.2931 8.95759 12.7 9.5245 8.32821 10.508 8.6487 8.20619 12.0683 9.58992 6.27232
threshold=0.36563305556774145 -1.8003312945365904 1.0247220993041994 0.021516110748052601 0.38914279639720922 -0.84831595420837391 -0.94438832998275746 0.0014867911813780668 -2.0959314107894893 0.024757893756031994 -0.12924472987651822 -1.7594014406204221 0.62838304042816173 0.042048122733831413 -0.0061413415241986504
left_child=5 2 4 -4 -2 6 14 -8 9 -3 -10 12 -7 -13 -1
right_child=1 8 3 -5 -6 11 7 -9 10 -11 -12 13 -14 -15 -16
leaf_value=0.011763659679533967 -0.048649619072977525 -0.013570937788584191 0.010332151180033663 -0.051135509523435353 -0.0018471009385863475 0.0073192465689278056 0.0007288916212706731 0.012700287835597892 0.0020228707552653719 0.0068691304211891957 -0.0010909816351740563 0.00052653683452806804 -0.0030500422060059261 -0.0014543284869281742 0.072705862742684854
leaf_weight=16.92682109773159 28.840246841311455 613.92870945855975 1266.1101302355528 20.229698553681374 820.11415120959282 2143.7910288721323 1189.2514635100961 589.28000798821449 5952.4785270318389 196.96032774448395 47414.226192656904 62842.921110827476 965.03702243417501 18833.271346867085 24.515681251883507
leaf_count=93 118 2894 5174 82 3356 9294 5678 2814 24058 816 201381 265011 4106 75938 144
internal_value=-6.12731e-05 -0.000666567 0.00427542 0.00936548 -0.00343705 0.000332305 0.00567723 0.00469537 -0.000861345 -0.00860616 -0.000743665 0.000217572 0.00410043 6.97798e-05 0.0478146
internal_weight=142918 56312.9 2135.29 1286.34 848.954 86605 1819.97 1778.53 54177.6 810.889 53366.7 84785 3108.83 81676.2 41.4425
internal_count=600957 237879 8730 5256 3474 363078 8729 8492 229149 3710 225439 354349 13400 340949 237

end of trees

feature_importances:
Column_6=459
Column_28=329
Column_7=312
Column_17=260
Column_8=225
Column_48=224
Column_23=192
Column_9=178
Column_18=150
Column_33=136
Column_21=134
Column_0=131
Column_25=130
Column_16=129
Column_34=129
Column_12=122
Column_1=117
Column_55=113
Column_24=102
Column_5=96
Column_11=94
Column_26=93
Column_19=90
Column_14=89
Column_46=80
Column_31=79
Column_20=76
Column_2=72
Column_51=69
Column_13=65
Column_35=64
Column_49=63
Column_29=60
Column_27=59
Column_3=56
Column_45=54
Column_4=52
Column_47=45
Column_52=45
Column_37=38
Column_50=35
Column_15=34
Column_53=34
Column_22=33
Column_38=26
Column_43=12
Column_32=11
Column_44=9
Column_54=6
Column_42=4
Column_10=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: 0.077]
[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=0.077 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=1542 1561 1573 1558 1663 1568 1568 1565 1570 1572 1552 1559 1561 1550 1552 1385 1555 1289 1472 1557 1295 1559 1547 1564 1463 1649 1554 1652 1473 1375 1563 1464 1563 1378 1561 1566 1487 1682 1664 1569 1652 1659 1566 1551 1579 1621 1666 1552 1588 1578 1490 1391 1662 1666 1564 1384 1470 1488 1666 1601 1487 1585 1465 1669 1666 1662 1664 1673 1577 1568 1665 1662 1669 1655 1665 1571 1666 1660 1672 1667 1587 1667 1666 1662 1662 1662 1661 1486 1661 1573 1579 1585 1571 1588 1578 1682 1585 1666 1585 1583 1579 1459 1561 1577 1565 1591 1582 1571 1466 1463 1563 1639 1645 1581 1648 1396 1305 1371 1465 1574 1556 1283 1472 1296 1665 1569 1653 1570 1664 1588 1571 1487 1471 1664 1654 1660 1658 1646 1656 1655 1669 1667 1668 1659 1570 1672 1656 1587 1662 1652 1578 1646 1674 1560 1672 1655 1676 1553 1556 1551 1672 1566 1574 1670 1671 1579 1663 1687 1565 1583 1488 1579 1469 1579 1464 1456 1465 1465

Tree=0
num_cat=0
split_feature=45 47 7 17 24 0 55 23 47 0 13 21 15 0
split_gain=0.308146 1.65037 16.8694 1.13369 9.23851 0.0192923 0.0140695 0.179023 2.50861 0.0110826 0.0108499 0.00998046 0.00921042 0.00560117
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 1.2837616801261904 0.57609587907791149 2.1922622919082646 -0.11140211299061774 -1.2508260011672971 -0.46747756004333491 0.33539041876792913 5.3740696907043466 -2.0776673555374141 0.17124587297439578
left_child=1 2 -1 4 -3 -5 10 8 -8 -9 12 -12 -2 -4
right_child=6 3 13 5 -6 -7 7 9 -10 -11 11 -13 -14 -15
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Tree=13
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Tree=14
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Tree=15
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2
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Tree=16
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Tree=17
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Tree=18
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Tree=19
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Tree=20
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Tree=21
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Tree=22
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Tree=23
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Tree=24
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Tree=87
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Tree=88
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leaf_weight=575453 49 23 21 767 14630 528 249 27 980 128 3527 3891 97
leaf_count=575453 49 23 21 767 14630 528 249 27 980 128 3527 3891 97
internal_value=1.05425e-05 0.000548597 0.0119892 -0.0024677 -7.19978e-05 0.00368676 -0.000211192 -4.44212e-06 -0.000964178 -0.000452221 -2.57358e-06 -5.41704e-06 0.000451991
internal_weight=600370 16267 837 816 15430 551 14879 584103 1135 1108 582968 579344 3624
internal_count=600370 16267 837 816 15430 551 14879 584103 1135 1108 582968 579344 3624

Tree=177
num_cat=0
split_feature=15 9 19 29 51 5 49 46 18 21 49 13 50
split_gain=0.809946 21.918 1207.6 16.8921 1.58303 2.99383 1.40671 0.276003 14.7656 0.101538 0.766398 0.120671 0.0716263
threshold=0.48480661213397985 -0.0018452440272085366 0.004761686548590661 0.2426954582333565 -0.042624477297067635 1.4247679710388186 -0.25953947752714152 0.24645754694938662 -0.0067873813677579156 0.80182349681854259 2.1199098825454716 0.5344754457473756 -1.2035223841667173
leaf_value=-2.3644447721047856e-06 0.56292801723624175 -0.034800953763723372 -0.070895177725702516 -0.00094182735646917927 0.010877854120073607 -0.0037137816747976468 -6.2745365902942328e-05 0.060918304481427182 -0.0031961601640516893 -0.00011329013720314654 -0.0038355627071063182 0.00024477885399126103 -0.00018660472746997932
leaf_weight=553062 23 20 21 806 70 225 15208 24 50 18132 334 11967 753
leaf_count=553062 23 20 21 806 70 225 15208 24 50 18132 334 11967 753
internal_value=1.40222e-05 0.00054816 0.0125876 -0.00271815 -0.000111087 -0.00625151 -1.26183e-05 -9.44604e-07 0.00140474 -2.93691e-06 -0.000180616 2.86991e-06 -0.000373999
internal_weight=600695 16373 850 827 15523 245 15278 584322 827 583495 18466 565029 803
internal_count=600695 16373 850 827 15523 245 15278 584322 827 583495 18466 565029 803

Column_20=142
Column_51=136
Column_13=133
Column_49=130
Column_1=119
Column_46=112
Column_19=110
Column_29=104
Column_17=96
Column_14=95
Column_15=88
Column_18=86
Column_26=82
Column_5=81
Column_7=74
Column_9=71
Column_21=64
Column_16=63
Column_4=56
Column_45=56
Column_24=52
Column_0=47
Column_3=47
Column_31=47
Column_35=42
Column_25=38
Column_33=37
Column_23=35
Column_55=33
Column_47=32
Column_2=30
Column_12=29
Column_8=24
Column_32=20
Column_34=19
Column_6=18
Column_11=14
Column_27=11
Column_28=11
Column_50=8
Column_48=6
Column_10=3
Column_52=3

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

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.077 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