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Tree=0
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is_linear=0
shrinkage=1

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=6
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Tree=7
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Tree=8
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Tree=9
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Tree=11
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Tree=12
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Tree=13
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Tree=14
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Tree=15
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Tree=16
num_cat=0
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leaf_weight=81.101522747427225 1468.0249278321862 67.841361472383142 1616.5140127390623 938.9860315322876 23.798043683171272 901.48276612907648 2570.4982258304954
leaf_count=1727 6239 1738 6975 4160 106 4011 11451
internal_value=4.46585e-07 0.000373317 3.1897e-05 0.00138608 -0.000907627 0.00646463 -0.00412492
internal_weight=7668.25 7587.15 7519.3 5902.79 4062.32 1840.47 2594.3
internal_count=36407 34680 32942 25967 17796 8171 11557

Tree=94
num_cat=0
split_feature=60 60 29 56 43 24 75
split_gain=36.3532 26.7296 29.9059 24.8134 24.2784 23.0597 26.427
threshold=36.99208025530168 69.967646378082193 3391.4150000000004 4.4274400007320738 1.0000000180025095e-35 -0.0023439737317801908 6.5000000000000009
left_child=4 2 5 -3 -1 6 -2
right_child=1 3 -4 -5 -6 -7 -8
leaf_value=-0.013326595603580968 0.016021268689405687 0.020632148368831059 -0.020573993532023657 0.0020725382632033724 0.0077761706660990125 -9.5972908151834951e-05 -0.029217466816529303
leaf_weight=731.45157030411065 373.25096355937421 318.37891793064773 164.09919381141663 424.65170829370618 160.56534862145782 5462.2436643857509 30.017013177275658
leaf_count=3327 1808 1500 796 1980 737 26125 134
internal_value=2.44372e-06 0.00126086 0.000146356 0.0101767 -0.00945013 0.000751595 0.0122149
internal_weight=7664.66 6772.64 6029.61 743.031 892.017 5865.51 403.268
internal_count=36407 32343 28863 3480 4064 28067 1942

Tree=95
num_cat=0
split_gain=33.9529 83.3132 84.8177 83.025 112.016 73.5599 109.306
threshold=32.050296130270226 -3.1222500223486542 39.080815059482859 -1.3935831860542585 45.651478859114086 0.029952550825111408 52.652564695802198
leaf_value=-0.013245359964441648 0.025162364031092774 -0.022512471311326443 0.017398389186823959 -0.02429929056164103 0.013638430044066507 -0.020344352579828376 0.0017220369739752322
leaf_weight=449.6016108635813 330.83235031552613 400.97442343644798 688.39847138896585 465.33953147940338 961.4745307546109 655.66168782301247 3709.5935036670417
leaf_count=2032 1553 1860 3297 2291 4672 3189 17513
internal_value=1.52789e-06 0.000842849 -0.000336496 0.00104422 -0.000904214 0.00115106 -0.00160038
internal_weight=7661.88 7212.27 6881.44 6480.47 5792.07 5326.73 4365.26
internal_count=36407 34375 32822 30962 27665 25374 20702

Tree=96
num_cat=0
split_feature=45 60 45 60 28 67 36
split_gain=33.6579 33.7606 22.9827 22.7868 23.592 22.8634 21.7232
threshold=-1.0000000180025095e-35 42.140920688268253 1.0000000180025095e-35 69.967646378082193 3391.3800000000006 4.4274400007320738 18.500000000000004
left_child=-1 6 3 4 -3 -5 -2
leaf_value=-0.031568650886556963 -0.0093703997550307044 0.0011907998768715521 0.034447429477872576 0.020152859645765381 -0.018356398050650639 0.0021463810778962426 0.0046092844636617825
leaf_weight=78.477834163233638 1207.930095911026 5081.4435590878129 49.466810269281268 312.06478592008352 154.03085504472256 416.13711631298065 351.80216144397855
leaf_count=1727 5420 22465 1367 1393 682 1800 1553
internal_value=1.70752e-07 0.000354531 0.0020617 0.00175607 0.000589203 0.0100159 -0.00618063
internal_weight=7651.35 7572.88 6013.14 5963.68 5235.47 728.202 1559.73
internal_count=36407 34680 27707 26340 23147 3193 6973

Tree=97
num_cat=0
split_feature=60 53 60 67 60 67 24
split_gain=29.3076 36.404 66.758 39.9361 26.3373 24.8806 24.8146
threshold=32.050296130270226 1.0000000180025095e-35 58.04479820562873 0.53890321344076297 46.724736406778796 3.2755717780538904 -0.0022230723740067067
left_child=5 3 -3 -2 -5 -1 -7
right_child=1 2 -4 4 -6 6 -8
leaf_value=-0.026460484023170174 -0.013551662520186076 -0.0093862370074606332 0.0033520958899970494 0.0018922615567493373 0.011680188365862864 0.0099984715955501666 -0.020266031414783097
leaf_weight=180.01708014681935 260.19144638627768 1830.3040581122041 2328.4204619266093 1417.003474868834 1360.5966136995703 158.63126691430807 109.89010016806424
leaf_count=820 1246 8794 11093 6708 6534 708 504
internal_value=6.20672e-07 0.000783542 -0.00224673 0.00494528 0.00671718 -0.0123208 -0.00234828
internal_weight=7645.05 7196.52 4158.72 3037.79 2777.6 448.538 268.521
internal_count=36407 34375 19887 14488 13242 2032 1212

Tree=98
num_cat=0
split_feature=45 45 54 3 54 58 20
split_gain=31.779 30.795 23.4973 29.0103 37.6235 26.3797 34.6114
threshold=1.0000000180025095e-35 -1.0000000180025095e-35 2.7354898751132084 0.36337190401809499 0.057639864690999354 0.0036315980330079325 0.00033471014541353045
left_child=1 -1 3 4 5 -3 -7
right_child=-2 2 -4 -5 -6 6 -8
leaf_value=-0.030915659818047322 0.033814434073330561 0.00011636961146799001 -0.0053065149118387452 0.0062258161562955992 -0.010089902185678373 0.026987064246689688 -0.014079349595439029
leaf_weight=76.267545150592923 63.878825575113297 2653.3901950344443 1613.3381612598896 2088.1723475903273 886.89139930158854 196.40161487460136 63.547712728381157
leaf_count=1727 1738 11585 6975 9308 3950 847 277
internal_value=0 -0.000301738 2.32272e-05 0.00149525 -0.00109576 0.00163774 0.0166829
internal_weight=7641.89 7578.01 7501.74 5888.4 3800.23 2913.34 259.949
internal_count=36407 34669 32942 25967 16659 12709 1124

end of trees

feature_importances:
h1_ema20_distance=148
h1_rsi=138
ob=107
consecutive_direction=70
returns_1=28
h1_ob_proximity=28
macd=16
returns_5=15
log_returns=14
macd_signal=12
h1_market_structure=12
h1_trend_strength=12
h1_swing_proximity=8
rsi=7
bb_percent_b=6
returns_20=6
is_fvg_bull=6
fvg_signal=6
ob_width_atr=5
ema_9=4
dist_from_sma_20=4
close_lag_1=4
h1_atr_ratio=4
swing_distance_atr=4
ema_21=3
volume_ratio=3
close_lag_5=3
higher_high=3
bb_lower=2
hh_count_5=2
ob_mitigated=2
bb_width=1
price_position=1
avg_normalized_range=1
close_lag_2=1
lower_low=1
ll_count_5=1
hour=1
is_fvg_bear=1
regime_confidence=1
fvg_age_bars=1
ob_distance_atr=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.05]
[num_leaves: 8]
[num_threads: 0]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 10]
[bagging_fraction: 0.7]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 0.6]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 1]
[lambda_l2: 5]
[linear_lambda: 0]
[min_gain_to_split: 1]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 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