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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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leaf_weight=107.09396674111485 10117.793747201562 14504.822110399604 18896.454760462046 29497.868395917118 14889.15629234165 30101.478869780898 2885.4652340039611 57.519243367016315 22134.414948575199 5.9432684108614913 3.327289216220378 256.21669170260429 60.736838176846504 10.975497797131537
leaf_count=949 40912 59820 78198 131887 60860 123090 12033 323 89602 38 21 1908 359 78
internal_value=-0.000199306 -0.000145968 -0.000760439 -0.00176307 0.000648425 0.000102639 0.00206044 -0.0154017 0.000744009 -0.0104176 -0.0310203 -0.0143095 0.00789416 -0.0334528
internal_weight=143529 143027 80646.5 48394.3 62380.9 44990.6 17390.3 501.813 32252.2 380.416 121.397 313.736 66.6801 118.069
internal_count=600078 596402 340599 210085 255803 183950 71853 3676 130514 2628 1048 2231 397 1027

Tree=343
num_cat=0
split_feature=48 9 8 13 9 25 12 33 43 14 17 9 47 51
split_gain=39.1335 24.3485 46.3149 54.8361 25.7548 13.5469 13.2427 18.1932 13.6763 9.10323 8.5511 8.47341 8.26243 6.23617
threshold=-2.5940562486648555 0.01594503223896027 0.011339744087308647 -0.010688325390219687 -0.0090628797188401205 -1.0366232395172117 -0.27941538393497461 -0.39183568954467768 2.5447212457656865 0.027551462873816494 3.7556935548782353 -0.0080062984488904459 0.76627792418003093 -0.19827969372272489
left_child=5 2 3 -2 -4 10 7 -3 -8 11 13 -7 -11 -1
right_child=1 6 4 -5 -6 9 8 -9 -10 12 -12 -13 -14 -15
leaf_value=-0.036406093547160921 4.3138821576335277e-05 -0.0049305626727193597 0.00045570040014176951 -0.0028950424840892002 0.0046197951964004136 0.0043061087387360085 0.00087905135041680793 0.0086952336200343105 -0.003376908968626584 0.01213633162840101 0.050928321942120588 -0.017783669983548047 -0.063686195709024243 0.0047450490394434506
leaf_weight=104.35824310034513 36796.814897716045 342.25191124528646 22506.427170336246 32210.946677096188 4888.6478404179215 57.637250393629074 42946.898373149335 1173.3986511752009 2143.5394143089652 62.824405506253242 3.4222419932484618 253.35205175355077 4.142369106411933 11.008121512830256
leaf_count=949 152775 1477 91331 142357 20227 323 174463 4855 8917 379 21 1908 18 78
internal_value=-0.000189023 -0.000138414 -0.000610189 -0.00132832 0.00119878 -0.014759 0.000837433 0.00561837 0.000676729 -0.00994478 -0.0300766 -0.0136897 0.00744617 -0.0324795
internal_weight=143506 143009 96402.8 69007.8 27395.1 496.745 46606.1 1515.65 45090.4 377.956 118.789 310.989 66.9668 115.366
internal_count=600078 596402 406690 295132 111558 3676 189712 6332 183380 2628 1048 2231 397 1027

Tree=344
num_cat=0
split_feature=48 47 8 7 6 26 50 25 17 14 0 47 51 17 19
split_gain=35.5625 23.9189 21.2774 36.3268 17.8095 15.5676 14.6374 12.78 10.8933 9.20387 9.40458 7.90291 7.37519 7.1636 6.71571
threshold=-2.5940562486648555 -1.9132293462753294 -0.12924472987651822 -0.0086706425063312036 0.88734760880470287 -0.65217754244804371 1.0621929764747622 -0.84910756349563588 2.7332909107208256 0.027551462873816494 -0.026700210757553574 0.76627792418003093 -0.19827969372272489 3.7556935548782353 -0.01633970811963081
left_child=7 5 4 -4 -3 8 -7 12 -2 10 -9 -11 13 -1 -14
right_child=1 2 3 -5 -6 6 -8 9 -10 11 -12 -13 14 -15 -16
leaf_value=-0.034644855854061823 -0.0033581174268454764 0.00097089334077917139 -0.0011848793762084862 0.00059336224138193565 0.0056622921290959607 -0.013960369325241365 0.023802011270743721 0.075028998640092479 0.025368635716975247 0.013501309504334081 -0.013918655303226096 -0.061224233652481148 0.067624876457697075 0.04527562895724168 -0.01309073435762469
leaf_weight=113.14854046702385 1596.6478726267815 13813.269119516015 60912.426115147769 63391.403860293329 2599.8477192595601 615.76239517331123 29.065749287605286 3.2499779909849158 36.510087437927723 60.289491839706898 292.23832415044308 4.0863638073205939 3.6123696416616431 3.1161663457751265 12.203491590917109
leaf_count=1041 8588 55641 258264 260152 10560 2864 140 14 193 361 2116 18 31 19 76
internal_value=-0.000179262 -0.000131246 -4.56768e-05 -0.000278027 0.00171401 -0.00541705 -0.0122582 -0.0141364 -0.00271592 -0.00905875 -0.0129403 0.00875798 -0.0279708 -0.0325028 0.00534485
internal_weight=143487 142995 140717 124304 16413.1 2277.99 644.828 491.945 1633.16 359.864 295.488 64.3759 132.081 116.265 15.8159
internal_count=600078 596402 584617 518416 66201 11785 3004 3676 8781 2509 2130 379 1167 1060 107

Tree=345
num_cat=0
split_feature=12 33 22 48 22 17 46 24 8 28 11 17 0 7 33
split_gain=35.0292 30.1952 23.8469 25.4896 26.0947 18.1054 15.4157 16.771 14.6814 19.6581 17.7185 13.0888 12.8319 11.7355 8.37685
threshold=-0.29080538451671595 -0.38968080282211298 1.6594305634498598 0.42069473117589956 1.5971082448959353 -0.52709010243415821 -0.0040438165888190261 0.11739882826805116 -0.0081568323075771314 -0.021593960933387276 -0.56275892257690419 0.19795469194650653 0.0208179010078311 -2.1393389701843257 -0.40075831115245814
left_child=1 6 3 4 -2 14 11 -8 10 -10 -3 -1 -7 -5 -4
right_child=2 8 5 13 -6 12 7 -9 9 -11 -12 -13 -14 -15 -16
leaf_value=0.00022474675525945335 -0.00031951070750410745 0.006025742272421049 -0.048129273156352452 0.013040678086873534 0.010952186018109211 -0.00057224522451376693 -0.016021756371732528 -0.0045325226117733809 -0.0061379188128939752 0.011823906949184062 -0.0086349517872415064 -0.013369996296361103 -0.0048696794962331232 0.0013759849606770941 -0.0050638061405609315
leaf_weight=709.9572644084692 68330.353016912937 335.52806885540485 12.267347067594526 234.6626882404089 559.91915290057659 27656.763325802982 948.96847923099995 538.49022790789604 245.37396660447121 501.47988677024841 664.10844443738461 262.23003206774592 2015.727314054966 37900.743947222829 2766.1995473429561
leaf_count=3531 289998 1469 51 943 2346 112583 5409 3028 996 2128 3416 1229 8387 154120 11323
internal_value=-0.000146224 -0.00482169 -5.2284e-06 0.000369174 -0.000227898 -0.00124003 -0.00853428 -0.0118624 0.000406889 0.00592267 -0.00371409 -0.00344219 -0.000864181 0.00144776 -0.00525395
internal_weight=143683 4206.14 139477 107026 68890.3 32451 2459.65 1487.46 1746.49 746.854 999.637 972.187 29672.5 38135.4 2778.47
internal_count=600957 21206 579751 447407 292344 132344 13197 8437 8009 3124 4885 4760 120970 155063 11374

Tree=346
num_cat=0
split_feature=12 33 55 7 6 0 12 6 8 28 21 37 46 26 2
split_gain=31.5673 27.2848 22.2691 21.5477 18.4589 17.7161 17.4986 15.694 13.2863 14.9424 14.7903 13.1615 12.4446 10.6452 7.75278
threshold=-0.29080538451671595 -0.38968080282211298 0.53411155939102184 -0.084363792091608034 -0.6110953390598296 -0.026700210757553574 -0.27859839797019953 -0.51025760173797596 -0.013574819080531595 -0.021593960933387276 -0.15879762172698972 1.291812598705292 -0.0040438165888190261 0.81041687726974498 -0.0068687289021909228
left_child=1 4 6 13 14 -5 11 -8 10 -10 -3 -2 -6 -4 -1
right_child=2 8 3 5 12 -7 7 -9 9 -11 -12 -13 -14 -15 -16
leaf_value=0.028543909234380518 0.0022268394079082974 -0.0090849121798022674 0.00039754524359891813 0.0025454159555435038 -0.004672107738367663 -0.0017199919496609678 0.0016084554168088456 -7.3210736163924347e-05 -0.0056554479874926311 0.0087332819133390353 0.0064887210269527623 0.0092393741045163173 -0.013592792759231443 0.0046933333433512104 -0.0011521321577376246
leaf_weight=24.875930666923523 3936.0442968308926 566.53848370537162 5770.5473163500428 2836.2183466106653 638.62360306456685 36750.489419586957 19263.565893948078 67892.80145213753 275.07308568060398 671.71846532076597 232.58921429142356 886.75295297056437 1251.5614049136639 2137.654138661921 535.7130810469389
leaf_count=107 16924 2882 23313 11546 3334 153866 78576 283217 1118 2940 1069 3674 7412 8635 2344
internal_value=-0.000138668 -0.00458222 -4.96384e-06 -0.000919349 -0.00812114 -0.00141439 0.000467194 0.000298476 0.000385413 0.0045529 -0.00455215 0.00351621 -0.0105788 0.00155873 0.000165619
internal_weight=143671 4196.69 139474 47494.9 2450.77 39586.7 91979.2 87156.4 1745.92 946.792 799.128 4822.8 1890.19 7908.2 560.589
internal_count=600957 21206 579751 197360 13197 165412 382391 361793 8009 4058 3951 20598 10746 31948 2451

Tree=347
num_cat=0
split_feature=47 48 34 6 9 20 12 23 4 6 48 28 20 8 8
split_gain=29.0011 21.438 28.8384 56.7561 17.4095 14.304 13.4142 12.7138 12.3278 9.77518 14.6379 11.2529 9.3755 11.2013 8.41878
threshold=-1.9132293462753294 0.42069473117589956 1.3778149485588076 -0.0032315368298441167 0.0093136653304100054 -0.031473683193325989 -0.0090879793278872949 -0.0017051076865755019 0.24512328952550891 -0.0032315354328602548 -1.8403685092926023 -0.05257622338831424 0.041681880131363876 0.0065223043784499177 0.017410070635378364
left_child=6 2 4 -4 -2 7 9 -3 -7 11 -11 -1 13 -8 -14
right_child=1 5 3 -5 -6 8 12 -9 -10 10 -12 -13 14 -15 -16
leaf_value=0.013878625710511691 -0.00083850905808318527 -0.00093153054356348802 -0.019866009526809177 -0.0017242040954892903 0.00074498972465803935 0.00075031764353426702 -0.0006727066262342677 0.010470788404154229 -0.010682442723831368 0.015672383254512569 -0.0061276011387193163 -0.012436095812101023 -0.0067349445910554568 0.017149401445413666 -0.047753236930942244
leaf_weight=45.992927744984627 60934.712006088346 404.86832939088345 603.73168881237507 2048.2908339872956 27134.130046747625 49034.697732262313 379.43653026968241 762.24026808142662 256.36204609274864 93.534415274858475 760.1224550306797 985.05927482992411 68.992275953292847 127.36704728007317 16.830771803855896
leaf_count=186 258527 1657 3605 9009 111348 198925 1834 3135 1039 509 3391 6879 316 527 70
internal_value=-0.000131502 -3.36306e-05 -0.000511515 -0.00585418 -0.000350631 0.000825578 -0.00570902 0.00651534 0.000690856 -0.00785468 -0.003739 -0.0112623 0.00111476 0.00380625 -0.014779
internal_weight=143656 141179 90720.9 2652.02 88068.8 50458.2 2477.34 1167.11 49291.1 1884.71 853.657 1031.05 592.627 506.804 85.823
internal_count=600957 587245 382489 12614 369875 204756 13712 4792 199964 10965 3900 7065 2747 2361 386

Tree=348
num_cat=0
split_feature=12 55 7 19 6 26 31 33 25 8 52 7 2 5 50
split_gain=27.7056 23.4314 22.4599 22.6172 16.935 13.4013 12.8492 13.411 12.789 11.8441 11.4272 10.5122 10.0738 9.63789 8.25973
threshold=-0.30224545300006861 0.36563305556774145 -0.15514732152223584 -0.016154535114765164 -0.68179243803024281 0.81041687726974498 -1.3392091393470762 0.10998534411191942 -1.7895247936248777 -0.026853208430111405 0.52584198117256176 -0.01220609527081251 -0.0042961786966770879 0.10960435122251512 1.0621929764747622
left_child=4 6 5 -4 10 -3 7 -2 -8 12 13 -11 -6 -1 -12
right_child=1 2 3 -5 9 -7 8 -9 -10 11 14 -13 -14 -15 -16
leaf_value=0.0030960498316578663 0.0016712704321415295 0.00073821499348392463 -0.0023871420277492171 -0.00018934873196133366 0.0050514814791063284 0.0065785903485819312 0.0037939324058663742 0.0081767572651294911 0.00015521817244972398 -0.019425790199982439 0.011799896175087784 -0.00030710648032075948 0.094802141812752524 -0.047646730805639526 0.078773976581199931
leaf_weight=132.90522798895836 5798.4214463979006 4155.810434281826 24336.113893914968 26391.588733680546 14.897881872951986 1427.2027405053377 2703.4240384623408 1005.4327120259404 77100.059358496219 442.5676044113934 11.441288441419601 94.342064827680588 4.3745814114809027 10.955716386437414 8.8157852292060852
leaf_count=583 23837 16770 102890 109948 75 5765 11439 4151 321572 3172 56 583 23 50 43
internal_value=-0.000124727 -7.34565e-05 -0.000899191 -0.00124372 -0.0102975 0.00223121 0.000463423 0.00263261 0.000278483 -0.0146287 0.00438061 -0.0160664 0.0254236 -0.000768262 0.0409467
internal_weight=143638 142918 56310.7 50727.7 720.3 5583.01 86607.3 6803.85 79803.5 556.182 164.118 536.91 19.2725 143.861 20.2571
internal_count=600957 596372 235373 212838 4585 22535 360999 27988 333011 3853 732 3755 98 633 99

Tree=349
num_cat=0
split_feature=12 48 13 22 22 48 51 8 55 33 14 21 25 3 48
split_gain=26.2619 25.0768 21.9156 21.4124 22.8871 21.544 17.9875 16.8011 16.7055 14.2276 13.9644 13.4592 13.4214 11.2428 9.10444
threshold=-0.29080538451671595 -0.70983687043189991 -0.0039383406983688465 1.6594305634498598 1.6436825990676882 0.42069473117589956 0.05973449535667897 -0.020071133039891716 0.030200339853763584 -0.40207411348819727 -0.086901105940341936 -0.15731734037399289 -0.06993940100073813 -0.0073573256377130738 1.5512264370918276
left_child=1 2 11 4 5 -2 -6 -4 12 13 -10 -1 -5 -3 -11
right_child=3 9 7 8 6 -7 -8 -9 10 14 -12 -13 -14 -15 -16
leaf_value=-0.0041031971271421608 -0.0002596453587326249 0.020632134874822305 6.0847897078786325e-05 0.0018011687294886508 0.021118338911774427 0.0012871226585746407 0.0041225161701915819 -0.015355485827301828 0.00065544319355054215 0.0027519441484032984 -0.0029439436797704119 0.016567009201392851 -0.0013812408227414539 -0.012136830391420916 -0.037223670032329848
leaf_weight=922.20769318938255 68366.924667574465 31.058568924665451 235.23155963420868 6941.1689466685057 236.02753202617168 37818.067113853991 587.49975439161062 1020.122880205512 3651.4005394726992 1539.4367839246988 14442.834055326879 93.847804427146912 7407.5041460618377 320.01660508662462 15.561004906892775
leaf_count=4438 290250 130 1324 28292 992 153740 2425 6989 14783 6457 59133 400 30136 1404 64
internal_value=-0.00011828 -0.00418084 -0.00787149 3.41974e-06 0.000358213 0.00029124 0.00899361 -0.0124667 -0.00116682 0.000217213 -0.00221759 -0.002194 0.000158249 -0.00923786 0.0023519
internal_weight=143629 4177.48 2271.41 139451 107009 106185 823.527 1255.35 32442.9 1906.07 18094.2 1016.06 14348.7 351.075 1555
internal_count=600957 21206 13151 579751 447407 443990 3417 8313 132344 8055 73916 4838 58428 1534 6521

end of trees

feature_importances:
Column_6=504
Column_28=355
Column_7=330
Column_8=260
Column_17=258
Column_48=247
Column_9=182
Column_0=181
Column_18=169
Column_23=158
Column_34=150
Column_33=134
Column_21=130
Column_1=121
Column_16=107
Column_55=103
Column_12=98
Column_24=95
Column_5=89
Column_14=88
Column_11=84
Column_25=84
Column_13=80
Column_51=80
Column_46=79
Column_20=78
Column_26=76
Column_47=74
Column_29=64
Column_19=62
Column_3=60
Column_4=60
Column_31=59
Column_2=57
Column_49=54
Column_22=52
Column_45=46
Column_50=41
Column_52=41
Column_27=39
Column_35=36
Column_38=32
Column_53=31
Column_15=25
Column_37=25
Column_44=23
Column_32=7
Column_43=7
Column_54=3

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: 0.052]
[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=0.052 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=1198 1300 1297 1303 1297 1564 1302 1305 1297 1379 1579 1556 1576 1484 1561 1375 1299 1287 1285 1556 1297 1470 1558 1476 1461 1474 1368 1558 1291 1551 1660 1552 1456 1542 1471 1551 1281 1553 1280 1205 1552 1205 1650 1553 1561 1462 1381 1650 1663 1557 1555 1586 1658 1553 1383 1645 1475 1475 1677 1572 1483 1579 1561 1539 1637 1632 1623 1539 1553 1557 1558 1640 1656 1379 1468 1380 1384 1294 1561 1556 1566 1559 1285 1291 1291 1290 1295 1291 1469 1290 1568 1460 1564 1370 1382 1372 1378 1651 1563 1550 1570 1662 1550 1551 1559 1460 1397 1391 1292 1379 1392 1386 1576 1493 1579 1579 1587 1490 1673 1586 1655 1665 1578 1575 1584 1476 1492 1577 1578 1671 1660 1663 1294 1664 1577 1666 1583 1575 1488 1666 1659 1651 1661 1567 1587 1597 1581 1685 1687 1684 1687 1585 1593 1693 1576 1575 1570 1584 1581 1561

Tree=0
num_leaves=11
num_cat=0
split_feature=4 35 24 48 0 23 33 32 16 0
split_gain=0.352607 33.6048 0.0290471 0.0109202 0.0095502 0.0118129 0.00864677 0.00361496 0.00737337 0.00295383
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.80389216542243969 0.24670927226543429 -0.16952691972255704 2.4339780807495122 0.67778030037879955 -1.3641319274902342 -0.10796055942773818
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 7 -6 -7 9 -9 -2
right_child=4 -3 -4 -5 5 6 -8 8 -10 -11
leaf_value=1.8104875585044486e-05 7.1640849722262996e-05 0.067810267817962538 -0.0018385218149542808 0.00026822592811943404 -0.0012654961979990695 1.4018508126876608e-05 -0.0002026438388909706 0.00064783442746991441 2.1143768562734909e-05 5.3176592315444475e-05
leaf_weight=1356 24584 20 21 724 20 7601 533 51 11028 498053
leaf_count=1356 24584 20 21 724 20 7601 533 51 11028 498053
internal_value=5.5188e-05 0.000724348 8.57386e-05 0.000105166 5.25688e-05 -3.28237e-06 -1.78816e-07 5.3422e-05 2.40286e-05 5.40451e-05
internal_weight=543991 2121 2101 2080 541870 8154 8134 533716 11079 522637
internal_count=543991 2121 2101 2080 541870 8154 8134 533716 11079 522637

Tree=1
num_leaves=12
num_cat=0
split_feature=29 19 31 17 13 18 13 0 17 18 18
split_gain=0.333652 33.4854 0.0136227 0.0168761 0.00919923 0.00777661 0.010153 0.00472253 0.00496484 0.00350443 0.00276552
threshold=3.7310481071472172 0.12449958175420762 2.1110898256301884 -0.187709204852581 0.7668118178844453 0.78813576698303234 1.3441949486732485 -0.26042965054512018 4.4908936023712167 0.5480794906616212 0.3239459097385407
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 7 9 -7 8 -1 -6 -9
right_child=1 2 -4 -5 5 6 -8 10 -10 -11 -12
leaf_value=3.3056557864034417e-05 0.067616556865696467 -9.0428874878446987e-05 -0.0011785420987453106 0.0002249160285938594 -4.035620614975565e-05 0.00040867647015468473 -0.00034507413212340175 -2.7480825057596233e-06 0.00034464999818526279 7.4260291611874619e-05 -4.8585250921559311e-05
leaf_weight=7148 20 1318 26 704 16171 55 398 513671 141 755 3584
leaf_count=7148 20 1318 26 704 16171 55 398 513671 141 755 3584
internal_value=-1.19746e-06 0.000658049 4.157e-06 1.93648e-05 -3.71317e-06 -4.09342e-05 -0.000253559 -2.47997e-06 3.90841e-05 -3.52436e-05 -3.06568e-06
internal_weight=543991 2068 2048 2022 541923 17379 453 524544 7289 16926 517255
internal_count=543991 2068 2048 2022 541923 17379 453 524544 7289 16926 517255

Tree=2
num_cat=0
split_feature=4 35 24 11 0 21 22 51 13 1 26
split_gain=0.306888 29.8774 0.0259262 0.0109359 0.00800428 0.00818437 0.0129556 0.00652136 0.00394541 0.0102777 0.00616323
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 -0.86762070655822743 0.24670927226543429 4.9349098205566415 0.84964329004287731 2.9935066699981694 0.37186226248741155 0.38500006496906286 -1.829436659812927
left_child=1 2 3 -1 8 7 -7 -6 9 -2 -10
right_child=4 -3 -4 -5 5 6 -8 -9 10 -11 -12
leaf_value=0.00014750599643185131 -1.5192098037078977e-06 0.063879247057437888 -0.001796962975613063 -9.2094213910253568e-05 -5.9823168636064619e-05 0.00038178850288372727 -0.00053027968030183704 0.00010840389567694777 -0.0006343060434684792 -0.00089263015028690071 -1.8503729785646728e-05
leaf_weight=1141 496942 20 21 939 7214 53 205 682 44 35 36695
leaf_count=1141 496942 20 21 939 7214 53 205 682 44 35 36695
internal_value=-1.13519e-06 0.000623138 2.0986e-05 3.93403e-05 -3.57874e-06 -5.471e-05 -0.000342917 -4.52929e-05 -2.79756e-06 -1.58197e-06 -1.92412e-05
internal_weight=543991 2121 2101 2080 541870 8154 258 7896 533716 496977 36739
internal_count=543991 2121 2101 2080 541870 8154 258 7896 533716 496977 36739

Tree=3
num_cat=0
split_feature=29 19 25 48 33 46 0 31 13 33 0
split_gain=0.291149 29.7905 0.0155953 0.0128994 0.00870394 0.00797319 0.0119986 0.0117934 0.00570974 0.00553889 0.00349191
threshold=3.7310481071472172 0.12449958175420762 1.7210505008697512 0.41432940214872366 1.1209472417831423 0.63300400972366344 -0.64780673384666432 2.2480059862136845 0.44382226467132574 1.1209472417831423 -0.26042965054512018
left_child=5 -2 3 -3 -4 8 -7 -8 10 -10 -1
right_child=1 2 4 -5 -6 6 7 -9 9 -11 -12
leaf_value=3.4471068844956946e-05 0.063771068847924467 -0.00016532462783825809 0.0011776832679217561 0.0001031841416911467 0.00022973200682039832 0.00087694607256071316 -0.00015856538353962193 0.00098003318806178853 -1.8789472663907467e-05 -0.00011437117334742015 -2.2066463279928452e-06
leaf_weight=7119 20 1006 43 932 67 32 1531 25 32667 1726 498823
leaf_count=7119 20 1006 43 932 67 32 1531 25 32667 1726 498823
internal_value=-1.07616e-06 0.000614751 -2.01002e-06 -3.61966e-05 0.000600295 -3.42618e-06 -0.000119774 -0.000140272 -3.08425e-06 -2.35862e-05 -1.69056e-06
internal_weight=543991 2068 2048 1938 110 541923 1588 1556 540335 34393 505942
internal_count=543991 2068 2048 1938 110 541923 1588 1556 540335 34393 505942

Tree=4
num_cat=0
split_feature=4 18 35 24 13 33 11 12 29 19 45
split_gain=0.267523 27.5504 0.352897 0.0231476 0.0064499 0.0101599 0.0179618 0.0102047 0.00706893 0.0929458 0.00344246
threshold=-0.66065314412116993 -0.0086172646842896921 0.88382938504219066 1.4524545073509219 0.7668118178844453 2.4339780807495122 1.9861840009689333 4.3385777473449716 3.7310481071472172 0.1933010593056679 -0.66909572482109059
left_child=1 -1 3 -3 8 7 -7 -6 10 -10 -2
right_child=4 2 -4 -5 5 6 -8 -9 9 -11 -12
leaf_value=0.055979369942079457 8.3120615146182341e-05 3.1560069162078119e-05 -0.0069265231976285572 -0.0017036559603487453 -3.1414872762936785e-05 -0.00015404079914799448 -0.0011669171214007826 0.00027658709835511243 -0.0036566105573670937 -6.7124820300564877e-05 -2.2277581746709744e-06
leaf_weight=24 1281 2056 20 21 16782 660 51 296 20 790 521990
leaf_count=24 1281 2056 20 21 16782 660 51 296 20 790 521990
internal_value=-1.0202e-06 0.000581841 -5.21792e-05 1.40158e-05 -3.30165e-06 -3.40949e-05 -0.000226694 -2.60765e-05 -2.25643e-06 -0.000155754 -2.01882e-06
internal_weight=543991 2121 2097 2077 541870 17789 711 17078 524081 810 523271
internal_count=543991 2121 2097 2077 541870 17789 711 17078 524081 810 523271

Tree=5
num_cat=0
split_feature=51 26 0 0 55 55 26 33 25 46 26 28 21 20
split_gain=0.2787 10.3175 22.797 0.0483014 0.358967 9.36409 0.0306213 0.0233758 0.0194125 0.0168282 0.0160129 0.00935606 0.00604426 0.00506397
threshold=4.0962991714477548 -1.829436659812927 -0.014278143178671597 -0.1339168846607208 -1.2998190522193906 -1.3136729598045347 -1.7440932989120481 0.70525196194648754 1.1009418964385989 0.63300400972366344 -1.3746568560600279 0.0014579829876311126 4.9349098205566415 0.14918386936187747
left_child=3 2 -2 4 5 -1 7 -3 -8 13 -11 -4 -6 -5
right_child=1 6 11 9 12 -7 8 -9 -10 10 -12 -13 -14 -15
leaf_value=1.2491793910220901e-05 0.067187327023688695 -0.0022139408751527907 -0.001296643382786507 -2.5345567854511756e-06 1.251946071015504e-05 0.02115646921411974 -5.8176219510040658e-05 1.7659748363340357e-05 0.00039736849102877926 -0.00062125755142769773 -0.00011342977702448841 0.00027486689339275471 0.00024743521431645847 -2.6707776616880353e-05
leaf_weight=1414 20 30 21 495601 18415 59 1739 22 296 195 1208 20 301 24596
leaf_count=1414 20 30 21 495601 18415 59 1739 22 296 195 1208 20 301 24596
internal_value=1.23572e-06 0.000592382 0.0216724 -1.10796e-06 7.78106e-05 0.000859399 -2.37552e-05 -0.0012698 8.08483e-06 -4.16258e-06 -0.000184012 -0.000530053 1.62975e-05 -3.67752e-06
internal_weight=543937 2148 61 541789 20189 1473 2087 52 2035 521600 1403 41 18716 520197
internal_count=543937 2148 61 541789 20189 1473 2087 52 2035 521600 1403 41 18716 520197

Tree=6
num_cat=0
split_feature=29 18 19 0 0 55 49 46 20 21 29
split_gain=0.265701 30.4878 0.148724 0.0423715 0.323524 3.53673 0.0206019 0.0149177 0.0159664 0.00504614 0.00494604
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -0.14231177419424054 -1.2998190522193906 2.1209162473678593 0.63300400972366344 0.89791491627693187 4.9349098205566415 0.76291251182556163
left_child=3 -2 -3 4 9 -6 -4 10 -9 -1 -5
right_child=1 2 6 7 5 -7 -8 8 -10 -11 -12
leaf_value=8.3601428094735342e-06 0.064480675422609782 -0.004497559846035437 3.5131880137128678e-05 -2.4807735328141136e-06 0.0084976452819676921 7.1456659379616539e-06 -0.0010337000993204128 -0.00011645954680572095 -0.00071188807878751063 0.00022925052285632181 -2.9343222908221419e-05
leaf_weight=18250 20 20 1972 501119 146 1452 50 1243 135 284 19246
leaf_count=18250 20 20 1972 501119 146 1452 50 1243 135 284 19246
internal_value=1.17146e-06 0.000590329 -3.5434e-05 -1.07046e-06 7.29541e-05 0.000782873 8.70181e-06 -3.92677e-06 -0.000174793 1.17449e-05 -3.4743e-06
internal_weight=543937 2062 2042 541875 20132 1598 2022 521743 1378 18534 520365
internal_count=543937 2062 2042 541875 20132 1598 2022 521743 1378 18534 520365

Tree=7
num_cat=0
split_feature=29 18 19 0 0 55 25 46 4 21 0
split_gain=0.238787 27.3995 0.133659 0.0380795 0.290752 3.17848 0.0202345 0.0134066 0.0145864 0.00453498 0.00445364
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -0.14231177419424054 -1.2998190522193906 1.1384316086769106 0.63300400972366344 -0.66065314412116993 4.9349098205566415 0.091655034571886076
leaf_value=7.9254130917472369e-06 0.061127682419866325 -0.0042636867288267238 -6.2281610346016534e-05 -2.1077033937176153e-06 0.0080557678648053768 6.7740902168058563e-06 0.00039190162952971173 -0.00050921549469285139 -8.23807099025743e-05 0.00021732949021326263 -2.2807983635969317e-05
leaf_weight=18250 20 20 1708 490553 146 1452 314 269 1109 284 29812
leaf_count=18250 20 20 1708 490553 146 1452 314 269 1109 284 29812
internal_value=1.11055e-06 0.000559631 -3.35914e-05 -1.0148e-06 6.91605e-05 0.000742164 8.24932e-06 -3.72258e-06 -0.000165703 1.11342e-05 -3.29363e-06

Tree=8
num_cat=0
split_feature=4 18 35 0 49 14 26 31 4 26 32
split_gain=0.225475 25.7375 0.466075 0.0322137 0.377041 23.0808 0.0223065 0.0200457 0.0109484 0.0313934 0.00477128
threshold=-0.66065314412116993 -0.0086172646842896921 0.88867983222007763 -0.1339168846607208 -1.401929438114166 -0.29136952757835383 -1.7440932989120481 -2.1758189201354976 0.65264827013015758 -1.829436659812927 0.28597776591777807
left_child=1 -1 7 4 5 -2 -6 -3 10 -10 -5
right_child=3 2 -4 8 6 -7 -8 -9 9 -11 -12
leaf_value=0.056487650671804494 3.1411565450789478e-05 0.0014688782559533137 -0.0072540203668177124 -1.6837332145540439e-06 -0.0013118098618994866 0.051441660720757981 2.1908355921596198e-06 1.5918359474966584e-05 -0.0012500847774031584 -9.1690019300967777e-05 -2.0452500949245346e-05
leaf_weight=22 1466 26 24 480541 35 24 18505 2058 66 1524 39646
leaf_count=22 1466 26 24 480541 35 24 18505 2058 66 1524 39646
internal_value=1.0528e-06 0.000535015 -4.89306e-05 -1.04636e-06 6.36684e-05 0.000859496 -2.89748e-07 3.40455e-05 -3.53063e-06 -0.000139774 -3.11419e-06
internal_weight=543937 2130 2108 541807 20030 1490 18540 2084 521777 1590 520187
internal_count=543937 2130 2108 541807 20030 1490 18540 2084 521777 1590 520187

Tree=9
num_leaves=13
num_cat=0
split_feature=29 19 26 0 0 49 14 4 26 25 55 15
split_gain=0.212006 26.6484 0.192337 0.0949058 0.0308307 0.283556 20.7963 0.0187092 0.119684 0.0168454 0.00724253 0.00678334
threshold=3.7310481071472172 0.1321414262056351 -1.829436659812927 -0.014278143178671597 -0.1339168846607208 -1.401929438114166 -0.29136952757835383 -0.66065314412116993 -1.7440932989120481 1.1384316086769106 -1.2998190522193906 2.0547199249267583
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 6 -1 8 -6 -4 -7 -9
right_child=1 2 9 -5 7 10 -8 11 -10 -11 -12 -13
leaf_value=2.3932214495951065e-05 0.060259272066317496 -0.0059219501583836964 -3.741601817974249e-05 -0.0014759313682144557 -0.003227466415121619 -0.00011416033583622464 0.048766695396043357 -2.7546766147435608e-06 -0.00011884789607313333 0.0003798716943210644 1.1304728761521739e-05 -0.00012127745085643454
leaf_weight=1714 20 20 1675 37 35 1342 24 519623 776 310 17052 1309
leaf_count=1714 20 20 1675 37 35 1342 24 519623 776 310 17052 1309
internal_value=9.98053e-07 0.000527267 -5.77669e-05 -0.00303594 -1.00456e-06 6.21392e-05 0.00069702 -3.44103e-06 -0.000253005 2.77523e-05 2.15098e-06 -3.0525e-06
internal_weight=543937 2062 2042 57 541875 20132 1738 521743 811 1985 18394 520932
internal_count=543937 2062 2042 57 541875 20132 1738 521743 811 1985 18394 520932

Tree=10
num_cat=0
split_feature=20 18 29 19 51 31 0 14 4 51 25 18 23 18
split_gain=0.0369402 0.293629 0.486714 0.0988403 0.124252 0.030859 0.00534462 0.00557379 0.0079335 0.00516166 0.0202048 0.00532384 0.0047832 0.00419084
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.093456644564867034 1.8905606865882876 2.1110898256301884 0.086382791399955763 -2.3877097368240352 -0.66065314412116993 2.9935066699981694 1.3249721527099612 0.26073169708251959 0.098867814987897887 -0.00500016682781279
left_child=6 2 13 4 -3 -5 7 12 -9 11 -11 -8 -1 -2
right_child=1 3 -4 5 -6 -7 9 8 -10 10 -12 -13 -14 -15
leaf_value=9.8670881800061507e-05 -0.00090483861629545568 -0.00049005494418720202 -0.010148679023697264 -5.9583369351711578e-05 -0.0055536838671308942 -0.0014139402446045374 -1.6930095341463361e-05 -0.00022949692144146871 -1.4953128476242326e-06 6.7616796896952531e-05 0.0017596601322515026 -8.0494973832460098e-05 0.00090990046216174957 0.00015968096056167267
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internal_value=-3.92509e-06 -0.000156198 -0.00373812 -0.000104335 -0.00223613 -7.45775e-05 -2.71935e-06 -1.42117e-06 -1.68117e-06 -2.33438e-05 0.000222108 -2.51228e-05 0.00011273 -0.000372579
internal_weight=544038 4274 61 4213 58 4155 539764 507801 506647 31963 230 31733 1154 40
internal_count=544038 4274 61 4213 58 4155 539764 507801 506647 31963 230 31733 1154 40

Tree=11
num_cat=0
split_feature=12 18 51 19 29 4 26 14 29 33 3 7 29 34
split_gain=0.0331401 0.228879 0.283913 0.0833478 0.0594873 0.0413492 0.0200316 0.00636701 0.00781948 0.00869334 0.00592793 0.00965119 0.0048377 0.00348979
threshold=3.0686669349670415 0.0094757080078125017 4.0962991714477548 0.093456644564867034 2.1841965913772587 -0.66065314412116993 -1.829436659812927 -2.3877097368240352 3.7310481071472172 1.1209472417831423 0.60139718651771557 -0.014988337177783249 3.7310481071472172 -1.4595804810523985
left_child=7 2 5 4 -3 -2 -5 8 13 -10 12 -12 -9 -1
right_child=1 3 -4 6 -6 -7 -8 10 9 -11 11 -13 -14 -15
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leaf_weight=347 21 30 20 50 27 38 3953 537375 55 21 57 968 205 871
leaf_count=347 21 30 20 50 27 38 3953 537375 55 21 57 968 205 871
internal_value=-3.72099e-06 -0.000150301 -0.00292239 -9.6361e-05 -0.0020708 -0.00110741 -6.82464e-05 -2.59727e-06 0.000112611 0.000624342 -2.87406e-06 -0.000127808 -2.63585e-06 8.06801e-05
internal_weight=544038 4139 79 4060 57 59 4003 539899 1294 76 538605 1025 537580 1218
internal_count=544038 4139 79 4060 57 59 4003 539899 1294 76 538605 1025 537580 1218

Tree=12
num_cat=0
split_feature=20 18 29 19 51 35 0 51 17 18 18 46 31 19
split_gain=0.0304829 0.240157 0.407999 0.0830276 0.103394 0.0301704 0.00474255 0.00468804 0.0331774 0.00470718 0.00388356 0.0031975 0.00663177 0.00263864
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.093456644564867034 1.8905606865882876 0.88867983222007763 0.086382791399955763 2.9935066699981694 1.3022667765617373 0.26073169708251959 -0.00500016682781279 -0.64934238791465748 -1.8147732019424436 0.84932807087898265
left_child=6 2 10 4 -3 -5 11 9 -9 -8 -2 12 -1 -13
right_child=1 3 -4 5 -6 -7 7 8 -10 -11 -12 13 -14 -15
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internal_value=6.1923e-06 0.00027356 0.00364508 0.0790772 -7.60962e-05 0.00547976 -0.000583843 -5.8362e-06 0.00220946 -0.000117182 -7.66827e-06 -0.00024788 -8.60566e-07 4.36954e-05
internal_weight=600695 25861 2430 129 23431 172 2301 574834 475 23259 574359 15829 558530 454
internal_count=600695 25861 2430 129 23431 172 2301 574834 475 23259 574359 15829 558530 454

Column_51=151
Column_18=146
Column_26=132
Column_19=125
Column_20=122
Column_46=97
Column_29=93
Column_17=90
Column_49=85
Column_7=80
Column_14=78
Column_5=66
Column_45=66
Column_15=60
Column_4=56
Column_24=50
Column_47=48
Column_16=42
Column_21=42
Column_55=42
Column_9=41
Column_0=35
Column_12=35
Column_13=35
Column_35=35
Column_33=34
Column_3=33
Column_25=26
Column_31=26
Column_2=23
Column_23=19
Column_6=18
Column_34=17
Column_27=13
Column_48=12
Column_1=11
Column_11=11
Column_32=11
Column_8=9
Column_28=6
Column_50=5
Column_52=4
Column_10=2
Column_22=1

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

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.052 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