diff --git "a/model_q50.txt" "b/model_q50.txt"
new file mode 100644--- /dev/null
+++ "b/model_q50.txt"
@@ -0,0 +1,3594 @@
+tree
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+internal_value=-0.000112475 -5.8309e-05 0.00020518 -0.000743657 -0.00442907 -0.00209753 -0.00336088 0.00127451 0.000536797 0.00238063 0.00275433 0.00425753 0.00364035 0.00541604 -0.00103586 -0.000248963 0.000229008 0.00380247 -0.000210315 5.88028e-05 0.00108003 0.0029539 8.95077e-05 0.00407273 0.000427306 -0.00109677 -0.00046101 0.0020306 -0.00403628 -0.00287129
+internal_weight=16537 16464 11892 4572 578 1497 1089 408 10395 1487 1445 963 912 661 251 482 8908 405 3994 8503 3074 1063 2011 550 1919 2480 2039 719 441 404
+internal_count=16537 16464 11892 4572 578 1497 1089 408 10395 1487 1445 963 912 661 251 482 8908 405 3994 8503 3074 1063 2011 550 1919 2480 2039 719 441 404
+is_linear=0
+shrinkage=0.04
+
+
+Tree=177
+num_leaves=31
+num_cat=0
+split_feature=15 23 36 0 2 0 0 14 24 0 23 28 23 34 23 27 18 9 6 0 23 14 35 23 17 23 2 16 19 16
+split_gain=6.85271 2.0496 2.025 1.8365 1.71801 4.96617 4.59393 3.72591 5.13694 4.32834 3.25459 3.38249 4.41221 3.35336 3.28374 2.99557 2.9952 2.94922 3.67404 3.78181 4.35028 3.75646 3.5022 3.18002 2.96958 3.18583 2.90149 2.89922 3.52525 2.81144
+threshold=-4.3524999999999991 59.055000000000007 37.886166970488041 15.500000000000002 4.5000000000000009 20.500000000000004 15.500000000000002 -0.67801649466304881 11.824999999999994 21.500000000000004 6.9949999999999983 17.316044294361625 1.2999999999999987 100.71500000000002 -0.020000000000001569 13.472500000000009 131.25500000000002 0.91597561503675362 1.0000000180025095e-35 5.5000000000000009 -0.61000000000000665 -0.67801649466304881 92.766577380952398 -2.0349999999999961 0.89250000000000007 -0.81999999999999995 2.5000000000000004 102.72000000000001 100.825 60.565000000000005
+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=3 4 -3 -1 5 17 10 9 -9 26 11 12 14 -13 -6 -15 -17 24 19 23 -21 22 -22 -19 25 -2 -7 -26 -29 -12
+right_child=1 2 -4 -5 6 7 -8 8 -10 -11 29 13 -14 15 -16 16 -18 18 -20 20 21 -23 -24 -25 27 -27 -28 28 -30 -31
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+leaf_weight=45 20 24 36 28 267 80 1495 748 327 270 39 554 37 1822 128 111 21 147 42 51 197 661 54 335 5414 384 54 1062 2005 79
+leaf_count=45 20 24 36 28 267 80 1495 748 327 270 39 554 37 1822 128 111 21 147 42 51 197 661 54 335 5414 384 54 1062 2005 79
+internal_value=-0.000100381 -4.61613e-05 0.00733333 -0.0123288 -7.31529e-05 0.000180575 -0.000733582 -0.00198783 -0.0032186 0.00128713 -0.00162198 -0.00136054 -0.00462963 -0.000797448 -0.00339241 -0.00157625 0.00424242 0.00048978 0.00213853 0.00247751 0.00392523 0.00328947 -0.000876494 -0.000414938 0.000213844 0.00356436 0.00716418 5.42389e-05 0.00103684 -0.00813559
+internal_weight=16537 16464 60 73 16404 11851 4553 1479 1075 404 3058 2940 432 2508 395 1954 132 10372 1487 1445 963 912 251 482 8885 404 134 8481 3067 118
+internal_count=16537 16464 60 73 16404 11851 4553 1479 1075 404 3058 2940 432 2508 395 1954 132 10372 1487 1445 963 912 251 482 8885 404 134 8481 3067 118
+is_linear=0
+shrinkage=0.04
+
+
+Tree=178
+num_leaves=31
+num_cat=0
+split_feature=15 0 33 15 15 21 7 24 29 14 18 23 20 23 20 14 27 9 18 25 22 14 35 31 18 2 20 10 24 17
+split_gain=6.84729 1.8365 1.70081 3.24013 3.75337 2.83981 2.30112 2.25006 2.17285 2.09942 2.0971 2.93492 2.0525 1.49589 1.94805 1.54175 1.55797 1.59918 1.48099 1.47917 1.44634 3.26941 2.98648 2.41479 1.86228 1.38143 1.25924 2.51507 1.8018 1.58309
+threshold=-4.3524999999999991 15.500000000000002 -1.4949999999999999 -1.0000000180025095e-35 -0.0092857142857142843 -0.028333333333333328 1.0000000180025095e-35 -23.404999999999994 18.137532377179888 -0.86974577485258975 15.305000000000001 -1.7699999999999887 11.275 59.055000000000007 108.105 0.99981043035926087 2.2400000000000015 0.12940952255126045 0.65500000000000014 -4.4250000000000034 -0.0092857142857142843 -0.9955251950901236 58.052232142857157 36.360000000000007 -0.58999999999999986 2.5000000000000004 -2.0899999999999994 0.60355339059327384 -16.324999999999992 -1.0599999999999998
+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 -1 6 4 9 8 25 -8 -5 19 11 -9 -10 15 -15 20 17 -17 -11 -4 21 -7 23 -23 -22 26 29 -28 -29 -2
+right_child=2 -3 3 5 -6 13 7 10 12 18 -12 -13 -14 14 -16 16 -18 -19 -20 -21 24 22 -24 -25 -26 -27 27 28 -30 -31
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+leaf_weight=45 22 28 21 36 54 26 34 20 36 65 47 36 42 21 33 46 37 36 27 41 26 43 45 46 14983 337 150 37 74 43
+leaf_count=45 22 28 21 36 54 26 34 20 36 65 47 36 42 21 33 46 37 36 27 41 26 43 45 46 14983 337 150 37 74 43
+internal_value=-0.000105219 -0.0123288 -5.10204e-05 4.0858e-05 0.005 -2.58799e-05 -0.00185 -0.00656934 -0.00631579 0.00181818 -0.00951456 -0.00428571 -0.0025641 2.08578e-05 0.00666667 -2.61643e-06 -0.00453782 -0.00146341 0.00565217 -0.00387097 3.2962e-05 -0.00375 -0.00626866 -0.00202247 7.32894e-05 -0.000874811 0.000981595 0.00222222 -0.00234234 -0.004
+internal_weight=16537 73 16464 15664 208 15456 800 137 114 154 103 56 78 15342 54 15288 119 82 92 62 15169 160 134 89 15009 663 326 261 111 65
+internal_count=16537 73 16464 15664 208 15456 800 137 114 154 103 56 78 15342 54 15288 119 82 92 62 15169 160 134 89 15009 663 326 261 111 65
+is_linear=0
+shrinkage=0.04
+
+
+Tree=179
+num_leaves=31
+num_cat=0
+split_feature=15 22 9 15 24 36 31 14 0 23 23 9 14 2 13 36 35 28 9 19 13 13 32 23 21 31 33 31 16 14
+split_gain=6.25493 2.16048 1.61845 3.63535 3.41254 3.38216 4.33231 2.94256 8.94182 2.91068 2.78547 6.17561 6.92007 5.52986 4.87761 3.75067 3.37696 4.00969 6.24333 5.45574 3.30089 3.17608 3.13825 3.30802 2.8231 2.69258 2.57922 2.72814 2.98126 2.53572
+threshold=-4.3524999999999991 -0.37349999999999994 -0.60355339059327362 -0.01833333333333333 -1.231666666666676 26.202981394848411 107.28114583333333 0.8852232634113919 17.500000000000004 -0.0099999999999998909 7.7300000000000013 0.78656609248549325 -0.17646730165275518 4.5000000000000009 0.65233619298682533 38.978000602752438 102.90601190476193 135.01791044442069 0.98296291314453421 135.14500000000001 -0.36647417525074694 -0.94975917145599731 32.002836885829076 29.975000000000005 129.59500000000003 135.83114583333335 -0.0089999999999999993 56.786145833333343 40.595000000000006 0.80798785254895478
+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 -1 5 4 -4 26 7 29 -9 -8 15 14 24 22 20 16 -5 18 21 -19 -12 -18 -14 -24 -13 -11 -2 28 -28 -7
+right_child=2 -3 3 10 -6 6 9 8 -10 25 11 12 13 -15 -16 -17 17 19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
+leaf_value=-0.1369562298423061 0.0012113105001182482 -0.0075466581615930648 -0.027682640805015896 0.0031020949677765587 5.8045919725029647e-05 0.0019137502675746032 -0.0028344440909836522 0.064659636638543252 -0.098433637483770722 0.10730510032596158 -0.12589506676702514 -0.077746812428099762 0.030588446498678083 -0.13690583818434846 -0.23227306796937514 -0.0065678609916216988 0.0015023622610615918 0.062532056230599556 0.12122919414851709 -0.0096601893945069146 -0.0070219473677639145 -0.029304836956987119 0.30732512196583001 -0.040636756860627087 0.036219112995218551 -0.0071672560715268221 -0.010958577829274247 -0.0083976346082570794 -0.16770383136291883 0.16000511868641723
+leaf_weight=52 179 21 69 6060 60 2175 161 153 212 433 108 216 357 46 109 2200 352 308 106 314 258 978 97 26 43 100 73 1156 45 70
+leaf_count=52 179 21 69 6060 60 2175 161 153 212 433 108 216 357 46 109 2200 352 308 106 314 258 978 97 26 43 100 73 1156 45 70
+internal_value=-9.79621e-05 -0.0117808 -4.61613e-05 -0.000298966 -0.00697674 0.000575993 0.00128329 0.000536398 -0.00279452 0.00409222 -0.000224564 -0.002 0.000178344 0.00281369 -0.0056 -7.75344e-06 0.000389258 -0.00101069 -0.0021727 0.00167203 -0.00338798 -0.00291729 0.00408333 0.0095935 -0.00517375 0.00551595 -0.00103235 -0.00166405 -0.00745763 0.00107795
+internal_weight=16537 73 16464 11707 129 4757 3304 2610 365 694 11578 1260 785 526 475 10318 8118 2058 1436 622 366 1330 480 123 259 533 1453 1274 118 2245
+internal_count=16537 73 16464 11707 129 4757 3304 2610 365 694 11578 1260 785 526 475 10318 8118 2058 1436 622 366 1330 480 123 259 533 1453 1274 118 2245
+is_linear=0
+shrinkage=0.04
+
+
+end of trees
+
+feature_importances:
+lag_1h=971
+diff_1h=533
+sin_hour=424
+hour=384
+cos_hour=329
+lag_24h=212
+cos_day_of_year=198
+diff_2h=176
+day_of_week=175
+is_morning_peak=170
+acceleration_1h=167
+rolling_mean_24h=151
+lag_7d=145
+lag_14d=143
+rolling_mean_7d=131
+rolling_min_24h=113
+rolling_std_24h=108
+lag_48h=95
+rolling_std_7d=92
+sin_day_of_year=91
+rolling_max_24h=79
+day_of_year=78
+lag_4h=71
+ema_12step=61
+diff_24h=60
+lag_3h=57
+lag_2h=50
+ema_4step=50
+diff_7d=40
+sin_day_of_week=17
+is_evening_peak=12
+cos_day_of_week=9
+is_holiday=8
+
+parameters:
+[boosting: gbdt]
+[objective: quantile]
+[metric: quantile]
+[tree_learner: serial]
+[device_type: cpu]
+[data_sample_strategy: bagging]
+[data: ]
+[valid: ]
+[num_iterations: 180]
+[learning_rate: 0.04]
+[num_leaves: 31]
+[num_threads: 16]
+[seed: 42]
+[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: 400]
+[bagging_by_query: 0]
+[feature_fraction: 1]
+[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: 0.5]
+[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_device_id_list: ]
+[gpu_use_dp: 0]
+[num_gpu: 1]
+
+end of parameters
+
+pandas_categorical:[]