tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=9
objective=regression
feature_names=OverallQual GrLivArea TotalBsmtSF YearBuilt MasVnrArea Neighborhood BsmtFinType1 GarageType BsmtExposure SaleCondition
feature_infos=[0:1] [0:0.81801055011303692] [0:0.52471358428805237] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2675 2730 2723 2729 2727 2735 2727 2739 2736 2736 2726 2734 2736 2734 2724 2729 2731 2734 2737 2737 2739 2746 2737 2744 2749 2742 2745 2750 2753 2745 2737 2755 2750 2752 2750 2748 2755 2744 2743 2749 2761 2743 2739 2755 2750 2752 2746 2772 2736 2764 2759 2745 2751 2754 2737 2732 2736 2744 2744 2747 2750 2750 2731 2741 2742 2741 2747 2745 2734 2743 2744 2749 2739 2731 2747 2747 2739 2756 2737 2741 2734 2748 2743 2749 2745 2750 2760 2748 2747 2734 2739 2736 2748 2746 2753 2751 2744 2750 2737 2745

Tree=0
num_leaves=31
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split_feature=0 0 0 1 1 1 2 1 0 2 2 2 2 0 1 6 6 7 3 2 3 1 1 1 3 6 1 1 1 7
split_gain=3.2831e+12 8.70847e+11 4.47443e+11 2.92969e+11 1.53198e+11 1.31192e+11 1.14413e+11 1.13718e+11 6.9049e+10 6.63878e+10 4.74654e+10 4.44109e+10 4.41237e+10 4.39898e+10 3.9276e+10 2.93859e+10 2.34182e+10 2.07524e+10 1.77534e+10 1.43372e+10 1.17608e+10 1.08927e+10 9.74378e+09 9.53431e+09 9.22828e+09 8.49019e+09 1.0088e+10 6.89078e+09 6.79405e+09 6.68819e+09
threshold=0.72222222222222232 0.61111111111111127 0.83333333333333337 0.19696684250188398 0.27976639035418244 0.35757347400150724 0.16489361702127661 0.29935945742275816 0.50000000000000011 0.21440261865793783 0.22806873977086747 0.24378068739770872 0.17389525368248773 0.3888888888888889 0.30077241899020352 0.41666666666666669 0.41666666666666669 0.41666666666666669 0.59057971014492761 0.24378068739770872 0.75724637681159435 0.097400150715900538 0.22795779954785231 0.34382064807837232 0.3514492753623189 0.41666666666666669 0.23163149962321025 0.16757724189902037 0.2461379050489827 0.75000000000000011
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=1 3 7 6 9 -4 13 11 15 17 -9 -2 -6 21 18 -5 -15 22 -10 -11 29 -1 -3 -14 -17 26 -20 -18 -13 -8
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leaf_value=170010.06401166524 184495.5276306431 180223.17575432066 197043.91264447774 179749.98277836959 184810.76593704699 208010.17854047383 177326.67190977413 191366.19865208992 177657.06083931038 183015.59941151441 197018.4420064569 188369.24549248911 187835.50904979766 175716.72235113572 183653.50911592765 174681.86565059188 173095.14825928753 178482.7512069713 179894.61623814053 186108.94015996804 178872.78714759945 172716.42979156825 182566.36623386809 190848.86128397504 177054.90034053978 179440.52431111565 182533.84243126158 174979.50542153214 190827.32196852664 175522.56468440828
leaf_weight=20 27 36 24 38 44 20 86 39 29 31 24 22 21 121 34 23 69 38 28 29 41 58 35 21 57 46 30 27 23 27
leaf_count=20 27 36 24 38 44 20 86 39 29 31 24 22 21 121 34 23 69 38 28 29 41 58 35 21 57 46 30 27 23 27
internal_value=180809 178553 193271 176804 183588 202029 175213 190417 179312 181839 193519 187702 187024 174059 180620 177460 174791 180369 179845 184511 177422 172022 181378 189342 176373 180455 181260 173625 189626 176896
internal_weight=0 989 179 734 255 44 449 135 285 169 63 72 86 295 167 118 217 109 133 60 154 78 71 42 80 104 58 96 45 113
internal_count=1168 989 179 734 255 44 449 135 285 169 63 72 86 295 167 118 217 109 133 60 154 78 71 42 80 104 58 96 45 113
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=0 0 0 1 1 1 2 1 0 2 2 2 2 1 2 8 1 7 5 3 6 3 1 3 2 0 1 1 1 6
split_gain=2.65931e+12 7.05386e+11 3.62429e+11 2.37305e+11 1.24995e+11 1.06419e+11 9.3153e+10 9.21116e+10 5.59297e+10 5.22042e+10 4.24361e+10 3.8447e+10 3.59729e+10 3.18135e+10 3.16594e+10 2.57366e+10 2.41573e+10 1.70551e+10 1.61371e+10 2.1005e+10 1.26846e+10 1.07089e+10 1.15287e+10 1.0328e+10 1.02718e+10 1.00369e+10 7.084e+09 6.88694e+09 6.3918e+09 6.18663e+09
threshold=0.72222222222222232 0.61111111111111127 0.83333333333333337 0.19696684250188398 0.27449133383571972 0.31753956292388852 0.13085106382978726 0.29935945742275816 0.50000000000000011 0.21440261865793783 0.17389525368248773 0.22806873977086747 0.24378068739770872 0.30077241899020352 0.16489361702127661 0.37500000000000006 0.15410700828937454 0.75000000000000011 0.27083333333333343 0.61231884057971031 0.75000000000000011 0.62681159420289867 0.15410700828937454 0.3514492753623189 0.24860883797054012 0.3888888888888889 0.26092690278824421 0.34382064807837232 0.2491522230595328 0.41666666666666669
left_child=1 3 7 6 9 -4 16 12 15 17 29 -9 -2 18 20 -5 25 28 -10 -20 -8 -16 -23 -17 -11 -1 -25 -12 -3 -6
right_child=2 4 5 8 10 -7 14 11 13 24 27 -13 -14 -15 21 23 -18 -19 19 -21 -22 22 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-9406.3124383223676 3317.9657180220997 -347.22454893822766 13710.388945312501 -12.307961107336958 4537.0130312499996 23587.149096679688 -4483.619794831453 9501.5699318910247 1314.9971937391492 2232.8338023938632 6504.1835316051147 14588.589208984376 7935.0272309027778 2560.1491476619944 -4432.6057783917686 -5533.8085042317716 -5478.8354063789802 -2569.6474962957977 -4097.5812330163044 -682.4180613609683 -6466.5502802309784 -3512.2318127648309 -1490.1170140160457 -3940.2643531976742 4988.6298037574416 -7250.2348828125005 -1896.3857735770089 9035.9664341517855 1631.8008422851562 2289.2560432434084
leaf_weight=38 27 51 20 23 25 24 108 39 27 38 22 24 45 34 41 24 53 29 23 83 46 59 54 43 21 50 28 21 24 24
leaf_count=38 27 51 20 23 25 24 108 39 27 38 22 24 45 34 41 24 53 29 23 83 46 59 54 43 21 50 28 21 24 24
internal_value=0 -2029.98 11215.9 -3604.1 2501.01 19097.7 -5036.63 8647.03 -1347.23 837.693 5447.99 11439.5 6203.63 -169.671 -4062.07 -3013.77 -7165.46 -510.24 -867.52 -1423.44 -5075.92 -3048.21 -2545.91 -3740.44 3213.71 -8181.27 -3134.23 7740.64 286.064 3436.07
internal_weight=0 989 179 734 255 44 449 135 285 163 92 63 72 167 308 118 141 104 133 106 154 154 113 95 59 88 71 43 75 49
internal_count=1168 989 179 734 255 44 449 135 285 163 92 63 72 167 308 118 141 104 133 106 154 154 113 95 59 88 71 43 75 49
shrinkage=0.1

Tree=2
num_cat=0
split_feature=0 0 0 1 1 1 3 1 0 2 2 2 2 2 1 6 7 5 3 7 2 0 0 2 1 1 8 2 1 1
split_gain=2.15404e+12 5.71363e+11 2.93568e+11 1.92388e+11 1.01246e+11 8.92806e+10 7.86236e+10 7.46516e+10 4.57316e+10 4.22854e+10 3.43732e+10 3.40404e+10 3.06071e+10 2.75413e+10 2.31823e+10 2.19245e+10 1.60597e+10 1.38845e+10 1.51878e+10 1.38146e+10 1.29732e+10 1.00474e+10 8.94523e+09 8.33488e+09 8.08105e+09 7.01077e+09 6.5984e+09 6.4367e+09 5.22591e+09 5.03487e+09
threshold=0.72222222222222232 0.61111111111111127 0.83333333333333337 0.20252449133383574 0.27449133383571972 0.35757347400150724 0.56884057971014501 0.30077241899020352 0.50000000000000011 0.21440261865793783 0.17389525368248773 0.16047463175122753 0.22806873977086747 0.239607201309329 0.30077241899020352 0.41666666666666669 0.91666666666666685 0.27083333333333343 0.63405797101449279 0.75000000000000011 0.089443535188216058 0.50000000000000011 0.50000000000000011 0.24378068739770872 0.24331198191409195 0.1071966842501884 0.62500000000000011 0.18060556464811786 0.25065938206480792 0.15533157498116054
left_child=1 3 7 6 9 -4 16 13 15 19 -6 20 -9 -2 17 -5 25 -10 -19 28 -8 -13 -22 -11 -15 -1 -12 -17 -3 -23
right_child=2 4 5 8 10 -7 11 12 14 23 26 21 -14 24 -16 27 -18 18 -20 -21 22 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-7266.6719029017859 2839.799547322591 -263.09365003373887 13075.861328125 -599.44366001674109 3092.4637256855872 22122.43765625 -6759.620554606121 8568.2075246710519 1457.6039760742187 1762.74699830086 8121.7161684782614 -3217.1337624083176 13129.730208333334 5491.6780087425595 2304.134139476103 -4208.2302182798039 -8552.7175920758946 -3309.8729179687502 -454.06134039473864 -2312.6828352303341 -4787.8660567434217 -2713.4111142578126 -3063.1599193226211 4142.9593104771211 8086.7128069196442 -5452.402801307936 5638.1561083984379 -2144.9621558779763 1596.0166009812128 -904.36054283142096
leaf_weight=28 24 54 24 35 49 20 24 38 25 31 23 94 24 21 34 54 28 25 73 29 95 25 44 28 28 89 20 21 21 40
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internal_value=0 -1826.98 10094.3 -3243.69 2250.91 17187.9 -4467.85 7782.32 -1102.55 753.923 4903.19 -3597.14 10334 5615.18 -7.08688 -2666.08 -6401.43 -645.961 -1182.58 -459.216 -4612.62 -2556.1 -4241.92 2892.34 6974.56 -5886.59 6966.57 -3630.52 257.457 -1600.15
internal_weight=0 989 179 734 255 44 467 135 267 163 92 322 62 73 157 110 145 123 98 104 163 159 139 59 49 117 43 75 75 65
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Tree=3
num_cat=0
split_feature=0 0 2 1 1 1 2 2 6 1 0 7 7 1 2 1 6 4 3 5 5 1 3 6 1 0 1 3 3 2
split_gain=1.74477e+12 4.62804e+11 2.55565e+11 1.56495e+11 8.57715e+10 8.25251e+10 6.30589e+10 3.90752e+10 3.89082e+10 3.14369e+10 2.25637e+10 2.15414e+10 2.09109e+10 1.87815e+10 1.86529e+10 1.74343e+10 1.73937e+10 1.69262e+10 1.45655e+10 1.15619e+10 1.02708e+10 9.74428e+09 8.15953e+09 7.87051e+09 7.75799e+09 7.56747e+09 6.43942e+09 6.3543e+09 5.88844e+09 5.77699e+09
threshold=0.72222222222222232 0.61111111111111127 0.30188216039279875 0.19696684250188398 0.36953654860587798 0.29342501883948763 0.13085106382978726 0.24378068739770872 0.41666666666666669 0.23690655614167297 0.50000000000000011 0.75000000000000011 0.75000000000000011 0.23163149962321025 0.18927986906710312 0.15410700828937454 0.91666666666666685 0.20968750000000003 0.94565217391304357 0.39583333333333343 0.35416666666666669 0.1387528259231349 0.68478260869565222 0.41666666666666669 0.26158628485305208 0.3888888888888889 0.25499246420497368 0.75724637681159435 0.64855072463768126 0.21440261865793783
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Tree=4
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Tree=5
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Tree=6
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Tree=62
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leaf_weight=24 20 20 20 27 22 28 24 21 61 22 24 24 21 22 34 20 23 31 37 23 24 32 23 20 35 183 66 23 164 50
leaf_count=24 20 20 20 27 22 28 24 21 61 22 24 24 21 22 34 20 23 31 37 23 24 32 23 20 35 183 66 23 164 50
internal_value=0 -9.26846 -455.271 7.18919 273.505 -11.1955 236.767 -37.2348 4.79915 10.3415 20.5831 -95.3284 11.7937 20.1266 13.5654 71.8644 32.129 -4.53867 31.0537 116.803 -1.41449 -65.8803 -7.92913 -108.761 -271.231 10.536 -109.011 -141.418 37.3362 81.2554
internal_weight=0 1124 40 1084 70 1014 44 48 986 962 877 85 853 809 787 212 192 170 147 78 55 69 575 89 55 486 89 44 397 214
internal_count=1168 1124 40 1084 70 1014 44 48 986 962 877 85 853 809 787 212 192 170 147 78 55 69 575 89 55 486 89 44 397 214

end of trees

feature_importances:
GrLivArea=800
TotalBsmtSF=646
YearBuilt=488
MasVnrArea=249
Neighborhood=249
OverallQual=171
BsmtFinType1=154
BsmtExposure=96
GarageType=80
SaleCondition=67

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: -1]
[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: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[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: 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]
[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]
[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: ]
[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:[]