tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=30
objective=binary sigmoid:1
feature_names=customer_tenure_days days_since_last_login total_subscriptions active_subscription_count days_until_expiry auto_renew_enabled subscription_price failed_payment_count_30d failed_payment_count_90d payment_failure_rate subscription_gap_days has_downgraded total_revenue avg_order_value revenue_trend coupon_user renewal_rate has_ever_churned churns_count watch_count_7d watch_count_30d watch_count_90d total_watch_duration_30d avg_watch_duration days_since_last_watch watch_count_decline_pct duration_decline_pct unique_categories_30d binge_sessions_30d is_currently_watching content_type_diversity
feature_infos=[0:10956.25] [-3229:0] [1:1883] [0:1812] [-739689:54712] [0:1] [0:999000] [0:9] [0:26] [0:1] [0:22911.549999999999] none [0:1846142] [0:224765.5] none [0:1] [0:1] [0:1] [0:118] none none none none none none none none none none none none
tree_sizes=3350 3518 3524 3532 3520 3535 3524 3535 3560 3539 3541 3525 3556 3524 3543 3534 3554 3540 3540 3548 3522 3530 3528 3537 3530 3536 3531 3558 3536 3532 3560 3535 3529 3558 3538 3544 3546 3520 3539 3557 3556 3546 3540 3510 3558 3544 3537 3563 3552 3565 3555 3561 3537 3553 3538 3561 3545 3562 3544 3555 3540 3569 3549 3569 3543 3557 3558 3567 3556 3564 3551 3567 3535 3554 3565 3549 3560 3557 3553 3571 3579 3564 3567 3574 3544 3589 3532 3565 3549 3566 3552 3560 3570 3566 3526 3552 3578 3547 3550 3525 3576 3567 3548 3522 3564 3504 3546 3584 3500 3542 3512 3562 3574 3563 3525 3560 3582 3580 3536 3526 3561 3572 3580 3563 3511 3547 3574 3590 3567 3569 3525 3563 3572 3549 3569 3584 3540 3532 3565 3596 3571 3547 3571 3561 3553 3543 3556 3558 3582 3576 3505 3530 3565 3584 3588 3582 3509 3563 3551 3573 3523 3525 3558 3588 3519 3568 3568 3581 3522 3560 3571 3570 3509 3543 3523 3578 3575 3588 3535 3593 3540 3548 3540 3587 3587 3556 3526 3571 3534 3543 3543 3581 3557 3575 3531 3577 3551 3597 3534 3579

Tree=0
num_leaves=31
num_cat=0
split_feature=4 18 5 3 18 9 4 6 17 9 0 3 10 10 9 4 18 0 10 2 18 18 2 18 4 3 4 18 18 12
split_gain=840645 195524 69744.7 80980.9 60263 57707.1 48755.8 28190.5 23395.8 15189 15089.5 14937.7 13992.1 13450.9 12844.5 11217.4 10498.1 10068 9073.58 14073.4 8780.14 6560.84 5188.59 4974.76 4822.9 5457.78 4362.02 3261.02 3207.1 3170.03
threshold=5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 0.038650000000000011 31.500000000000004 57.000000000000007 1.0000000180025095e-35 0.0134 6.995000000000001 3.5000000000000004 0.22500000000000003 0.22500000000000003 0.18560000000000001 -224.49999999999997 18.500000000000004 2.8250000000000006 30.975000000000005 1.5000000000000002 1.5000000000000002 7.5000000000000009 25.500000000000004 17.500000000000004 2.5000000000000004 2.5000000000000004 -258.49999999999994 5.5000000000000009 39.500000000000007 24.475000000000005
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 13 3 7 8 12 21 17 -4 -9 26 27 -6 -2 22 -11 24 -1 19 -12 -20 -3 -7 -14 25 -5 29 -8 -23 -10
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leaf_count=1108 56934 11128 3161 11082 22200 59361 33134 195582 583 16294 25295 17780 155465 26917 16260 29970 4963 5163 1378 60789 93942 48044 13620 107705 1826 6253 11553 34276 8443 9095
internal_value=1.73998 1.58485 1.70161 1.73524 1.6888 1.70771 1.63712 1.75315 1.66163 1.75921 1.66616 1.6129 1.72655 1.54729 1.66344 1.72094 1.63402 1.63058 1.67346 1.6588 1.68905 1.68546 1.67759 1.73219 1.61956 1.63288 1.62139 1.62787 1.69665 1.65587
internal_weight=0 89630.8 145777 40193.4 105584 62261.9 37482.9 34149.5 43321.8 32540.3 41567.1 24973.9 43670.7 52147.9 18591.2 7251.14 6043.88 1609.17 35741.6 18422.9 17318.7 12509 14064.7 39341.3 5331.14 4377.26 5825.57 17635 9887.94 2107.56
internal_count=1089304 236656 852648 272241 580407 374611 152805 248117 205796 241846 202635 85190 285370 83851 89241 46264 24124 6271 181404 86084 95320 67615 72981 263170 19161 17335 21231 67410 56487 9678
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=4 18 5 3 18 9 4 6 10 17 9 3 0 4 9 10 18 0 10 2 18 18 18 2 0 18 4 3 18 0
split_gain=650443 134040 61427.8 71090.9 51106 50799.6 37508.8 25101.3 21435 15851.4 14598.5 11096.3 10373.5 10062.7 8887.61 8691.12 8444.47 7423.06 6897.63 13533.4 6484.13 6370.68 5411.81 4581.21 3986.28 3537.55 3377.44 4063.39 2720.69 2704.52
threshold=5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 0.05025000000000001 31.500000000000004 57.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.0134 2.5000000000000004 5.9850000000000012 -224.49999999999997 0.23605000000000004 20.475000000000005 17.500000000000004 2.8250000000000006 30.975000000000005 1.5000000000000002 1.5000000000000002 17.500000000000004 8.5000000000000018 25.500000000000004 0.97500000000000009 8.5000000000000018 2.5000000000000004 2.5000000000000004 44.500000000000007 2.1350000000000002
left_child=2 15 3 7 9 8 22 17 25 29 -9 -8 -11 -12 23 -2 26 -1 19 -14 -20 24 -3 -7 -10 -6 27 -5 -24 -4
right_child=1 6 4 16 5 14 11 10 21 12 13 -13 18 -15 -16 -17 -18 -19 20 -21 -22 -23 28 -25 -26 -27 -28 -29 -30 -31
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leaf_count=1108 59289 14120 465 11035 12743 60115 61067 195582 4833 8930 16294 24123 28992 29970 11445 24562 5048 5163 1403 47838 75251 111737 46500 11801 187996 14162 1826 6215 6995 2696
internal_value=0 -0.135096 -0.0361834 -0.00454136 -0.0478492 -0.0329567 -0.0928198 0.0129151 -0.0178374 -0.0760732 0.0189225 -0.112821 -0.0714936 -0.0182053 -0.0751721 -0.163734 -0.095391 -0.0982082 -0.0664345 -0.0789626 -0.0512376 -0.0110327 -0.0508758 -0.0649798 -0.018953 -0.0715902 -0.10754 -0.0965416 -0.0393174 -0.158492
internal_weight=0 99639.6 149771 40343.7 109428 71631.1 40238.4 33841.2 52741.9 37796.6 32105.6 27245.8 35807 7349.45 18889.3 59401.3 6502.49 1735.65 32606.3 17872.6 14733.8 46815.4 12992.6 15168.2 30958.4 5926.49 5773.37 4694.69 9578.89 1989.6
internal_count=1089304 236656 852648 272241 580407 414832 152805 248117 331471 165575 241846 85190 162414 46264 83361 83851 24124 6271 153484 76830 76654 304566 67615 71916 192829 26905 19076 17250 53495 3161
shrinkage=0.03

Tree=2
num_cat=0
split_feature=4 18 5 3 18 9 4 6 9 1 10 4 9 3 18 0 10 2 17 17 0 18 18 18 9 0 2 18 18 0
split_gain=520986 98702.3 54388.8 63100.6 43282 44260.3 29789.4 22604.3 14037.7 13651.9 11057.5 9067.76 9008.69 8344.19 6965.15 6679.79 7963.55 10839.7 6244.68 6241.72 5752.4 4560.57 3960.61 3872.04 3461.74 3388.91 4425.74 2578.41 2548.67 2463.57
threshold=5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 0.031100000000000006 31.500000000000004 57.000000000000007 0.0134 -28.499999999999996 0.22500000000000003 -224.49999999999997 0.18245000000000003 2.5000000000000004 18.500000000000004 5.9850000000000012 6.995000000000001 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 2.8250000000000006 7.5000000000000009 23.500000000000004 17.500000000000004 0.11045000000000001 6.995000000000001 1.5000000000000002 4.5000000000000009 44.500000000000007 0.97500000000000009
left_child=2 18 3 7 9 10 21 20 -9 15 -6 -10 22 -8 27 -4 17 -17 -2 -11 -1 -3 -7 29 -18 -21 -27 -5 -23 -12
right_child=1 6 4 14 5 12 13 8 11 19 23 -13 -14 -15 -16 16 24 -19 -20 25 -22 28 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.14402387111828499 -0.14802635360300023 -0.080522255488431935 -0.10358540523838702 -0.12255380109902651 -0.055242652974973834 -0.059111575786464469 -0.088910661264219773 0.02968270286180039 -0.05354992695695527 -0.13903027728857636 -0.065351441245836611 0.012934158845781727 -0.097432492423875069 -0.1218022639723273 0.0020878869880234432 -0.029385904886429323 -0.039857836384061325 -0.099858903145668809 -0.12561830245290698 -0.11508912383033419 -0.038135814392285805 -0.043094854798886771 -0.020102901107982685 0.0062027618659659103 -0.076465880077561471 -0.035549981110784883 -0.086720987842856728 -0.082384491297822146 0.00784783317500223 -0.011607473135552385
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internal_weight=0 108562 153460 40444 113016 65080.5 42769.4 33523.7 31674.7 47935.1 42865.1 7441.24 22215.5 29320.7 6920.22 35011.2 32463.9 8992.29 65792.5 12923.9 1849.06 13448.7 16908.3 38291.1 23471.6 10733 8358.08 6208.97 10487.6 23603.4
internal_count=1089304 236656 852648 272241 580407 374611 152805 248117 241846 205796 275816 46264 98795 85190 24124 162129 155005 35889 83851 43667 6271 67615 82321 254367 119116 40521 34349 19161 56487 149626

Tree=3
num_cat=0
split_feature=4 18 5 3 18 9 4 10 6 9 17 4 18 9 18 3 18 0 2 10 12 0 18 0 18 2 9 18 4 3
split_gain=428566 76783.6 48383 56476.7 37868.2 38311.2 25160.2 21111 20531.1 13504 8484.98 8203.49 7254.99 6081.87 6070.38 5978.94 5868.35 5801.31 5537.5 9805.83 8838.92 4626.86 3740.98 3624.16 3388.39 3128.84 2632.59 2546.39 2212.94 3198.92
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Tree=4
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Tree=196
num_cat=0
split_feature=17 3 4 10 10 0 0 2 4 0 5 12 2 9 3 18 4 4 10 0 1 12 10 12 6 4 6 0 0 2
split_gain=390.15 192.904 169.827 88.7989 228.896 192.85 255.105 214.146 390.978 371.338 360.065 299.468 181.866 145.392 209.756 144.731 143.869 506.717 339.104 311.98 225.565 381.998 305.202 112.267 293.553 109.392 96.9177 87.8223 86.6533 85.2292
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Tree=197
num_cat=0
split_feature=17 3 4 15 2 1 3 1 9 12 3 1 10 13 12 4 3 12 5 18 10 1 4 13 6 5 9 6 4 18
split_gain=373.041 188.588 168.869 88.7679 109.996 104.382 156.199 172.034 182.183 119.995 258.451 543.587 201.874 356.634 280.05 88.2273 86.939 60.4961 82.4235 59.6627 62.3953 58.7436 110.246 63.6146 56.4981 54.1296 52.5023 51.296 47.1237 63.4882
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internal_count=1089304 61611 59642 1027693 919150 917195 211727 185463 26372 705468 205855 159021 499613 93421 406192 46834 159091 108543 25696 20971 16941 82847 35223 47624 14942 2823 4030 4725 26264 15812

Tree=198
num_cat=0
split_feature=17 4 10 9 18 3 10 10 10 4 12 12 6 12 10 9 13 4 2 4 9 9 12 0 3 10 4 18 18 5
split_gain=357.078 184.948 171.285 87.5047 91.004 107.54 111.443 216.739 171.102 778.089 310.999 164.52 80.0312 213.551 130.088 192.882 113.03 93.2007 91.8231 89.358 265.31 102.698 93.0154 82.0203 66.0717 65.9586 48.5608 47.512 38.8341 53.4714
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internal_value=0 -0.0148136 -0.0217545 -0.000101381 -7.27614e-05 -0.000186147 -9.98483e-05 -0.00140497 0.000227015 0.00251784 -0.000130496 -0.000703252 0.00283058 -0.0048879 0.000167287 0.00389255 -0.0333669 -0.0403999 -0.0251167 0.00382851 0.00839523 0.0017018 0.00132083 0.000656833 0.00124229 -0.00730818 0.00656147 -0.0111329 -0.00486993 -0.00867722
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internal_count=1089304 61611 56266 1027693 1026310 938865 929430 246987 682443 140226 542217 234547 87445 6344 6113 5838 275 231 199 81101 35518 45583 9688 44176 5345 12440 3712 1383 9435 3567

Tree=199
num_cat=0
split_feature=17 3 4 9 10 4 15 13 18 2 4 12 3 0 4 4 10 10 0 0 0 10 6 6 3 6 0 3 0 10
split_gain=342.038 181.91 164.791 87.0521 207.906 474.065 284.627 177.576 166.599 229.704 350.352 176.879 261.948 194.616 164.717 394.942 335.691 241.123 191.723 171.844 154.498 142.029 138.421 296.178 463.1 201.427 227.481 766.738 519.546 188.302
threshold=1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 253.02000000000001 -25.499999999999996 1.0000000180025095e-35 63.665000000000006 3.5000000000000004 3.5000000000000004 -35.499999999999993 300.50000000000006 1.0000000180025095e-35 31.005000000000006 -116.49999999999999 -214.49999999999997 1.0000000180025095e-35 135.29500000000004 1.0450000000000002 28.985000000000003 5.5750000000000011 654.07000000000005 174.00000000000003 699.49500000000012 1.0000000180025095e-35 23.120000000000001 8.5100000000000016 1.0000000180025095e-35 35.415000000000006 546.12000000000012
left_child=1 2 -1 4 8 6 -6 21 9 11 20 13 -13 -2 15 17 -17 -10 -16 -20 -11 -8 25 -24 -25 -5 29 28 -28 -27
right_child=3 -3 -4 22 5 -7 7 -9 14 10 -12 12 -14 -15 18 16 -18 -19 19 -21 -22 -23 23 24 -26 26 27 -29 -30 -31
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leaf_count=2823 74763 1969 56819 9732 20596 24110 1167 4305 133961 1037 6741 119169 8348 25745 28519 10905 119908 4164 68766 85252 2426 783 105549 9682 53290 83866 9974 10860 552 3523
internal_value=0 -0.014617 -0.0222873 -9.83207e-05 0.000367356 0.00376263 0.0126214 0.000211792 -6.18145e-06 -0.00147259 -0.00752332 -0.00072553 0.00337154 -0.00167999 0.000763107 0.00190973 0.00504389 -0.000396964 -0.000719917 -0.00109562 -0.017863 -0.0140827 -0.000772989 -0.00161067 0.00102339 0.0006874 0.00146102 0.0067403 0.0256306 0.000288265
internal_weight=0 1468.97 961.438 249372 147537 14622.8 3963.16 1171.65 132914 45735 5026.14 40708.9 7691.71 33017.2 87179.4 49166 20844.3 28321.7 38013.4 36867 1858.7 469.036 101835 64714.3 24107.1 37120.3 33067.9 6010.59 1463.08 27057.3
internal_count=1089304 61611 59642 1027693 740665 50961 26851 6255 689704 238229 10204 228025 127517 100508 451475 268938 130813 138125 182537 154018 3463 1950 287028 168521 62972 118507 108775 21386 10526 87389

end of trees

feature_importances:
days_until_expiry=950
subscription_gap_days=792
active_subscription_count=657
churns_count=583
customer_tenure_days=569
payment_failure_rate=486
total_revenue=464
total_subscriptions=368
avg_order_value=235
auto_renew_enabled=233
subscription_price=228
has_ever_churned=197
days_since_last_login=179
coupon_user=48
failed_payment_count_30d=9
failed_payment_count_90d=2

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 200]
[learning_rate: 0.03]
[num_leaves: 31]
[num_threads: 6]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 7]
[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: 400]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 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: 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:[]