tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=151
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98 Column_99 Column_100 Column_101 Column_102 Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109 Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116 Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123 Column_124 Column_125 Column_126 Column_127 Column_128 Column_129 Column_130 Column_131 Column_132 Column_133 Column_134 Column_135 Column_136 Column_137 Column_138 Column_139 Column_140 Column_141 Column_142 Column_143 Column_144 Column_145 Column_146 Column_147 Column_148 Column_149 Column_150 Column_151
feature_infos=[1150.3663761896189:1903.4781806887747] [1158.5088961211511:1916.84579108047] [-496.81477567713546:573.10259120534784] [1159.8767670517543:1884.5959848901657] [1151.7894548779084:1919.4116678360419] [1426.1496448360797:1585.9817930954068] [1427.9817118206745:1588.9895054335384] [-113.02538114266532:114.69704651598067] [0:6.7333333333333334] [0:7.5333333333333332] [0:7.7333333333333334] [0:6.583333333333333] [0:1] [0:1] [0:1] [0:1] [0:5] [0:5] [0:5] [0:5] [0:8] [0:1] [0:1] [0:12] [0:1] [0:1] [0.20999999999999999:0.81000000000000005] [0.22500000000000001:0.76000000000000001] [0:13] [0:13] [0:30] [0:24] [0:4.5] [0:4.5] [0:22.550000000000001] [0:17.5] [0:35.5] [0.065285302506677897:0.80962131918207236] [0.090561906180844906:0.4288719106684401] [0.056651501780225801:0.79902050363656307] [0:26] [0:5.0899999999999999] [0:26.5] [0:1.0900000000000001] [0:13.050000000000001] [0:1.76] [0:13.25] [0:3.7400000000000002] [0:12.6] [0:8.5600000000000005] [0:3.5299999999999998] [0:1.72] [0:7.3300000000000001] [0:5.0199999999999996] [0:2.5800000000000001] [0:3.77] [0:4.9100000000000001] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:7.5333333333333332] [0:6.583333333333333] [2.0046118370484245:4.1840324763193504] [0.018042399639151999:0.1552651806302843] [0:0.45000000000000001] none none [0:0.1575] [-0.92000000000000004:1] [0:7] none none [0:1] [-1:0.61250000000000004] [-1:0.59166666666666667] [-1.3574999999999999:1.3799999999999999] [0:40.799999999999997] [0:36.299999999999997] [-29.999999999999996:31.499999999999996] [0:10] [0:10] [0:1] [0:1] [0:5.7999999999999998] [0:5] [0:5] [0:6.25] [0:4] [0:5] [0:1] [0:1] [0:10] [0:11] [0:42.100000000000001] [0:41.799999999999997] [0:1] [0:1] [0:11] [0:9] [-1:1] [0:1] [0:6.2000000000000002] [0:7] [0:5.2000000000000002] [0:6.5] [0:5] [0:6.5] [0:6] [0:7] [0:5.3330000000000002] [0:7] [0:1] [0:1] [0:8] [0:8] [0:11] [0:8.5] [-2.2999999999999998:1.8] [-2.2000000000000002:2] [1:30] [1:30] [1:12] [0:1] [0:1] [-5.1669999999999998:5.4000000000000004] [-6.4669999999999996:5.7329999999999997] [-4.5830000000000002:5.7329999999999997] [-0.045499999999999999:0.088099999999999998] [0.063600000000000004:1] [0:0.088800000000000004] [0.35623409669211198:0.51556156968876865] [0.1051136363636363:0.32744043043812449] [0.40430438124519602:0.64185836716283262] [0.32129131437355879:0.77537212449255755] [0.70399999999999996:1]
tree_sizes=3375 3462 3480 3473 3448 3480 3449 3458 3466 3455 3438 3423 3467 3451 3468 3477 3458 3467 3454 3472 3482 3446 3466 3433 3431 3445 3436 3485 3437 3462 3453 3453 3117 3301 3448 3441 3469 3466 1325 3465 3449 3460 3459 3495 3474 3441 3454 3414 3461 3443 3459 3454 3445 3442 3027 3426 3460 3451 3420 3462 3473 3463 3470 3428 3473 3456 3464 3472

Tree=0
num_leaves=31
num_cat=0
split_feature=148 40 122 79 79 42 27 27 53 146 136 137 46 9 98 132 11 131 98 117 114 54 142 36 142 122 4 11 141 14
split_gain=21.8183 12.1369 9.55983 13.5017 12.3518 11.2042 11.5262 11.4488 10.961 9.19594 9.03533 12.8782 10.628 9.00233 12.2209 11.0236 8.92929 9.7351 8.42002 11.101 10.7242 9.20199 10.4395 8.33208 9.22065 9.0669 8.17263 8.756 8.11734 9.31332
threshold=0.24423393900191323 5.4150000000000009 1.3040000000000003 2.4204709237934856 3.1317015430917419 2.6950000000000007 0.50612500000000005 0.46828571428571425 3.6050000000000004 0.0020500000000000002 29.950000000000003 6.0500000000000007 2.9550000000000005 0.89166666666666672 0.36931818181818182 0.78900000000000015 1.3785714285714288 1.4145000000000001 0.65108695652173931 0.55000000000000016 3.7085000000000004 1.425 1.3845000000000003 2.4050000000000007 0.46450000000000008 1.8060000000000003 1482.9095794439654 2.7238095238095243 -1.3379999999999999 0.70833333333333337
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 13 3 5 8 6 7 -2 26 -6 18 -12 -13 14 23 -16 17 -17 -4 20 -20 22 -21 25 -25 -1 27 -5 -3 -30
right_child=2 28 10 4 9 -7 -8 -9 -10 -11 11 12 -14 -15 15 16 -18 -19 19 21 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.074209342818020357 -0.051059049734245146 -0.029174141218398782 -0.0087560202149888113 0.0007736977013124344 -0.026115976756882941 -0.0047197584941188414 -0.051224416932767164 0.035962100618664249 -0.02841378553472183 0.040421480320813725 0.054009954253305084 -0.022299559802072412 0.020874783988813601 0.0025723567734646231 0.037371183979119156 0.0066375271956804023 -0.0092598350454619685 0.054417137945799318 -0.004503550169770304 0.010543579848977741 0.039420429819166367 0.041207972513742322 -0.059000836864058492 0.04810824588227923 0.0028428915021961659 0.020314297070739066 0.0075193243412519208 -0.032101655526461194 0.055731412950927366 0.013669244490353012
leaf_weight=11.999998569488527 4.2499994933605176 3.9999995231628409 592.9999293088913 349.99995827674866 39.249995321035385 120.49998563528061 21.749997407197952 6.9999991655349731 18.999997735023499 3.9999995231628409 10.999998688697813 18.499997794628143 24.249997109174728 933.74988868832588 18.499997794628143 82.74999013543129 69.499991714954376 8.499998986721037 570.49993199110031 56.49999326467514 10.24999877810478 17.249997943639755 3.9999995231628409 11.499998629093168 29.249996513128281 11.749998599290846 613.74992683529854 15.49999815225601 18.499997794628143 21.249997466802597
leaf_count=48 17 16 2372 1400 157 482 87 28 76 16 44 74 97 3735 74 331 278 34 2282 226 41 69 16 46 117 47 2455 62 74 85
internal_value=0.000603682 0.0053429 -0.00171152 0.00108452 0.00285112 -0.0108795 -0.0330777 0.00251568 0.00383462 -0.0196913 -0.00427081 0.0130457 0.0021561 0.00450707 0.0119051 0.00607036 0.00239587 0.0112774 -0.00501779 -0.00164817 -0.00370534 0.0136683 0.0056273 0.028003 0.0159136 0.048221 0.00447055 -0.000650637 0.0276288 0.0335564
internal_weight=3721.5 1221.25 2500.25 1195 1041.5 153.5 33 11.25 998.25 43.25 1305.25 53.75 42.75 1177.5 243.75 179.25 160.75 91.25 1251.5 658.5 580.75 77.75 60.5 64.5 40.75 23.75 979.25 365.5 43.75 39.75
internal_count=14886 4885 10001 4780 4166 614 132 45 3993 173 5221 215 171 4710 975 717 643 365 5006 2634 2323 311 242 258 163 95 3917 1462 175 159
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=85 148 85 110 130 102 4 1 12 79 4 92 94 1 148 110 41 126 12 148 7 131 30 38 56 133 115 120 56 31
split_gain=22.1735 19.8871 11.924 10.4717 13.1609 12.4155 10.1793 13.7048 9.48287 11.5619 10.0811 10.3654 9.45004 9.78705 9.28104 9.11062 10.0993 9.04006 8.80517 8.40948 8.28492 12.2678 10.9126 9.91761 10.8095 9.43925 9.24032 9.10823 8.41743 9.77728
threshold=-0.5116666666666666 0.24423393900191323 0.04424010217113656 8.7500000000000018 2.3875000000000006 0.59250000000000014 1559.2011289900533 1611.9005792217224 0.63333333333333341 2.8098448471773501 1629.5186661307623 -1.0000000180025095e-35 20.550000000000004 1547.7967273789245 0.26394872426102101 27.250000000000004 1.8350000000000002 2.1340000000000003 1.0000000180025095e-35 0.26356968113433638 -33.443114532354222 1.2680000000000002 0.83666666666666678 0.21412967283075993 1.8150000000000002 0.95000000000000007 4.166500000000001 3.4145000000000003 2.7750000000000004 0.53137254901960795
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=17 20 8 4 6 -5 18 -8 9 15 11 -10 13 -7 -14 -3 -17 -1 -4 -13 26 23 -23 24 25 -22 -2 -25 -24 -30
right_child=1 2 3 5 -6 12 7 -9 10 -11 -12 19 14 -15 -16 16 -18 -19 -20 -21 21 22 28 27 -26 -27 -28 -29 29 -31
leaf_value=-0.035578294975897394 0.018477168274643695 -0.00090745347375474335 0.026810043129531273 0.058930257035475477 -0.029408937232130162 0.011475375315900982 -0.035389795406686825 0.018001920301463654 0.012552902591369677 -0.0071814300495817631 0.029732654299355604 -0.0087962308506423729 -0.033031044396628108 0.054031558481184197 0.027545824891178482 -0.021258608802872878 0.030298873457035989 0.020120264226372853 0.003452882075288482 -0.044909039878461204 -0.023101134199524472 -0.0029569573765770916 0.033518852833889161 0.010171052457864259 -0.015682558843556304 0.017612915187166227 -0.028082819747722386 0.052302059838888672 0.02957798659679596 -0.055265557435547286
leaf_weight=43.498209461569786 117.7381452023983 1355.4540331661701 39.249311432242393 11.749264687299727 23.749537661671638 48.998406082391739 23.99862802028656 13.99911956489086 11.749398127198218 675.97299040853977 6.9995351731777182 18.999631762504578 13.999710455536844 12.499516576528547 6.7499191761016837 8.7497370392084104 33.249345719814301 5.9992719292640677 127.99566495418549 33.748714298009872 12.998865276575087 476.23478481173515 27.24934846162796 428.4795233309269 60.998111605644226 52.997137129306793 8.2491779923439008 9.4992341846227628 4.7499919831752759 4.7499666959047318
leaf_count=174 471 5422 157 47 95 196 96 56 47 2704 28 76 56 50 27 35 133 24 512 135 52 1905 109 1714 244 212 33 38 19 19
internal_value=-7.17121e-05 0.000317365 -0.00190654 0.00583916 0.000840098 0.0179692 0.00438466 -0.0157345 -0.00307368 -0.00253775 -0.0185272 -0.0238974 0.0118918 0.020383 -0.0131945 -0.00029027 0.0194705 -0.0287331 0.00897913 -0.0320458 0.00487527 0.00364538 -0.00119832 0.00804136 -0.00259848 0.00951376 0.0153589 0.011126 0.0214039 -0.0133021
internal_weight=3721.35 3671.86 2467.91 322.989 228.992 93.9968 205.243 37.9977 2144.92 2073.43 71.4973 64.4977 82.2476 61.4979 20.7496 1397.45 41.9991 49.4975 167.245 52.7483 1203.94 1077.96 512.984 564.973 126.994 65.996 125.987 437.979 36.7493 9.49996
internal_count=14886 14688 9872 1292 916 376 821 152 8580 8294 286 258 329 246 83 5590 168 198 669 211 4816 4312 2052 2260 508 264 504 1752 147 38
is_linear=0
shrinkage=0.0432651


Tree=2
num_leaves=31
num_cat=0
split_feature=85 115 105 10 0 28 136 93 7 28 131 142 79 39 7 25 144 143 141 90 0 143 26 144 143 150 136 39 90 7
split_gain=20.3097 12.3229 13.5528 9.98582 11.0695 9.94904 9.59085 9.14034 15.8094 13.7532 11.4731 13.8906 12.7548 11.5346 9.37003 9.61627 9.26266 11.255 9.88116 8.27461 9.92484 7.67403 10.6048 8.57027 7.56918 7.55355 7.36499 7.19916 7.18321 7.00168
threshold=-0.5116666666666666 2.3665000000000007 1.0005000000000002 2.8452380952380958 1429.7848185175801 5.0500000000000007 3.7500000000000004 12.900000000000002 -36.434691989172158 1.3541666666666667 2.4720000000000004 0.34250000000000008 2.5062937217256986 0.48696208589209683 -40.791995661634012 0.22500000000000003 -0.0065499999999999994 0.17150000000000001 -1.0689999999999997 -1.0000000180025095e-35 1522.2859111795026 0.72500000000000009 0.49105555555555563 -0.0017499999999999996 0.22250000000000003 0.45690970210455312 15.750000000000002 0.37732763856445378 -0.22208333333333322 -33.443114532354222
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=6 7 25 4 29 27 -1 8 14 19 11 13 -13 -10 15 26 17 18 -11 -9 -21 23 -23 -18 -12 -3 -2 -6 -17 -4
right_child=1 2 3 -5 5 -7 -8 9 10 16 24 12 -14 -15 -16 28 21 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.018686745219207591 0.055911567253568599 -0.017034077149577404 0.034911226183716559 0.0275679272485077 -0.025156185538419126 0.0042789483980748945 -0.035201203398441572 0.057983667949613252 0.0040357908255854473 0.054810418306627071 -0.040748213298169293 -0.023505722407893802 -0.0014314162628250942 0.026020886267343845 0.040013148098926976 0.035603173919117125 -0.013385372411095976 0.036787776553699574 -0.00994762869056642 -0.040862004802322195 0.027628722410794226 -0.017097386574783102 -0.0028053948977495007 -0.00098835613166554492 -0.0069792465491065559 0.013500910949454574 -0.010649422010396968 -0.072093879286551449 -0.0044323133613259399 -0.02278226940859545
leaf_weight=6.9978615492582312 12.246957466006281 15.746730566024778 9.4983501732349378 10.49867822229862 14.998328834772112 10.499450534582136 42.485836878418922 9.9988230615854281 677.69954273104668 4.7492015659809104 18.248972177505493 55.992829337716103 376.21076951920986 47.494226559996605 27.495512038469315 9.7467930316925031 112.48980988562107 23.747620552778244 32.247200071811676 4.9995292574167278 14.997619718313215 163.99023588001728 238.23483058810234 1393.8942945748568 37.997483804821968 277.7250671684742 3.9991051703691474 10.749325454235075 49.243273377418518 6.2496981471776953
leaf_count=28 49 63 38 42 60 42 170 40 2711 19 73 224 1505 190 110 39 450 95 129 20 60 656 953 5576 152 1111 16 43 197 25
internal_value=-6.81476e-05 0.000304185 0.00794978 -0.0103019 -0.0180822 -0.0311494 -0.0275024 -0.000517378 0.00228178 -0.00236043 0.000899871 0.00182944 -0.00430797 0.00548755 0.0185485 0.0105545 -0.00280536 0.0137793 -0.00119689 0.026545 0.010095 -0.00333563 -0.00864219 -0.00191702 -0.0181206 0.0118441 0.0396485 -0.0454594 0.00235444 0.0120177
internal_weight=3721.17 3671.69 355.966 62.4938 51.9952 36.2471 49.4837 3315.72 1316.38 1999.35 1213.64 1157.4 432.204 725.194 102.732 75.2361 1969.35 60.744 36.9964 29.996 19.9971 1908.61 402.225 1506.38 56.2465 293.472 16.2461 25.7477 58.9901 15.748
internal_count=14886 14688 1424 250 208 145 198 13264 5266 7998 4855 4630 1729 2901 411 301 7878 243 148 120 80 7635 1609 6026 225 1174 65 103 236 63
is_linear=0
shrinkage=0.0432651


Tree=3
num_leaves=31
num_cat=0
split_feature=148 136 17 9 11 135 141 26 5 90 135 147 149 103 45 136 41 130 131 49 93 5 23 149 53 145 56 84 55 102
split_gain=28.9241 11.4842 9.50351 9.43996 15.7449 11.2087 12.9004 11.5066 13.1949 12.375 11.5099 11.1326 10.122 9.56467 8.89758 14.406 12.5601 11.5457 10.8968 10.097 9.86772 9.71135 8.63126 8.52564 11.7444 11.8809 10.8768 10.7921 10.5524 9.23314
threshold=0.24423393900191323 29.750000000000004 4.5000000000000009 1.0333333333333337 0.96666666666666667 -0.11249999999999999 0.6645000000000002 0.51816666666666678 1541.4439925326926 -0.19124999999999992 0.18900000000000003 0.42111881931569756 0.61434823896303536 0.76750000000000018 1.1850000000000003 18.250000000000004 1.7350000000000001 0.70700000000000007 0.70700000000000007 2.3750000000000004 26.550000000000004 1532.8589465455545 3.8452380952380958 0.50980383840885701 2.6050000000000004 0.87985000000000013 1.4150000000000003 0.013139097744360851 1.5550000000000004 1.5005000000000002
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 2 14 4 -2 6 11 9 13 10 -7 -6 -11 -9 17 16 -16 18 -1 21 -21 -19 -3 24 25 29 -26 -28 -27 -5
right_child=3 22 -4 23 5 7 -8 8 -10 12 -12 -13 -14 -15 15 -17 -18 19 -20 20 -22 -23 -24 -25 26 28 27 -29 -30 -31
leaf_value=0.080720947143419583 -0.014534277771721869 0.027427122383511408 0.024483741746284527 0.0088626308694356223 0.017470239185847097 0.055440131922257288 0.035075213269371366 -0.0043865525555676294 -0.030292357297152402 -0.012407385931074551 -0.022350616997115512 -0.0068806727790204905 -0.051311282706060717 0.01954220314318782 0.021407336415091988 -0.069993164239263106 -0.015150468209079304 -0.0007446737473916985 0.017426092540290324 0.013886768433965385 -0.024197745719368537 0.014812932775621552 -0.0067296378812402909 -0.0032539526846402421 -0.02417201185958566 -0.046969888812759472 0.0034855286526803467 -0.034121141756719514 0.0052233588696754991 0.035525364820927434
leaf_weight=5.7490216046571723 305.45301516354084 67.485180884599686 40.484964713454247 264.2132728099823 54.494688153266907 8.9988507181406003 25.247039690613747 58.743813306093216 18.746988266706467 214.47643931210041 5.4994477331638327 97.490508854389191 12.998182430863379 66.242865845561028 24.245314344763756 6.4992752820253363 61.489062771201134 654.38676987588406 32.988185986876488 207.97060108184814 13.249173402786253 84.486958861351013 17.247902452945709 1095.369357034564 41.24595519900322 12.498408645391466 169.23235961794853 15.246230736374853 16.498464345932007 26.497115552425385
leaf_count=23 1222 270 162 1057 218 36 101 235 75 858 22 390 52 265 97 26 246 2618 132 832 53 338 69 4382 165 50 677 61 66 106
internal_value=-0.000330553 0.00514409 0.00399005 -0.00298463 -0.00663143 -0.00233691 0.00666073 -0.00647363 0.00321778 -0.0122267 0.0261023 0.00187058 -0.0147062 0.00831492 0.00322197 -0.00961144 -0.00476686 0.00441 0.0274614 0.00347022 0.011571 0.00104047 0.0204752 -0.00105356 0.00336466 0.00869528 -0.0041872 0.000318522 -0.0175665 0.0113328
internal_weight=3725.48 1216.28 1131.55 2509.19 868.392 562.939 177.232 385.707 143.734 241.973 14.4983 151.985 227.475 124.987 1091.06 92.2337 85.7344 998.831 38.7372 960.094 221.22 738.874 84.7331 1640.8 545.432 319.707 225.725 184.479 28.9969 290.71
internal_count=14904 4866 4527 10038 3474 2252 709 1543 575 968 58 608 910 500 4365 369 343 3996 155 3841 885 2956 339 6564 2182 1279 903 738 116 1163
is_linear=0
shrinkage=0.0432651


Tree=4
num_leaves=31
num_cat=0
split_feature=85 39 119 28 56 145 86 133 133 120 39 35 35 90 27 104 4 35 145 6 101 8 134 10 11 134 38 95 31 56
split_gain=26.7096 13.3199 16.3599 10.2932 10.8349 9.97631 12.6859 10.2471 11.0787 9.92912 9.82745 12.4882 9.98195 9.40217 9.37492 10.5733 8.51142 8.02676 7.88544 7.46684 7.44293 7.12923 5.52061 5.43966 5.27863 6.65628 5.73397 5.13616 4.89561 5.41723
threshold=-0.7533333333333333 0.5002235920042275 3.3665000000000007 0.81666666666666676 3.1150000000000007 0.9930000000000001 2.6099033816425128 1.3165000000000002 1.3875000000000002 2.6835000000000004 0.51129644117250506 3.1450000000000005 3.3550000000000004 -0.39999999999999991 0.68055555555555569 0.65150000000000008 1649.7193789858368 6.1250000000000009 0.19055000000000002 1484.5574919540409 1.1000000000000003 0.96666666666666667 -0.046999999999999993 1.6547619047619049 1.4476190476190478 -0.29449999999999993 0.27355920182584065 -1.0000000180025095e-35 0.13755733944954127 1.9750000000000003
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=28 2 3 4 13 7 20 9 -9 -5 12 21 -3 -2 15 17 -17 -13 -4 -15 -7 27 -14 -8 -20 -26 -27 -12 -1 -30
right_child=1 10 18 5 -6 6 23 8 -10 -11 11 14 22 19 -16 16 -18 -19 24 -21 -22 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.064167797689924755 -0.0345849701639344 0.05238035876695054 0.057441027732893175 -0.0049646675243850084 -0.044405306195520522 -0.06612512606727837 0.038093312119364328 0.020509202143503536 0.00018909283527931094 0.017120951818810324 0.02984607310458692 0.012854797789201629 -0.039929969210301897 -0.010525641378938482 0.057605221437371498 0.00055954609655781888 -0.037639499023108786 -0.040890431683194554 -0.026872727461444548 0.025420015134262286 -0.0173369001205377 -0.053335078222349147 0.029030122545887185 -0.021091602462002288 0.064329454865386104 -0.029395584924604524 0.031223288498341113 -0.033206876452985312 -0.014004958375113525 -0.063943863309097779
leaf_weight=10.233322501182558 5.9978660494089118 17.245614439249042 11.739068567752836 1222.7669795304537 5.4987821727991095 11.747319996356966 6.4985718280076963 51.240161597728729 1894.6993340104818 38.991214528679848 4.7479991763830185 210.65982523560524 3.9991505891084671 12.496698573231695 6.7478266805410376 41.235797718167305 14.494547531008719 4.998421147465705 4.4988589435815838 72.723332047462463 11.996184498071669 9.4973824620246869 3.9988482296466819 4.7496376037597656 4.9992235153913525 4.7493399679660779 6.4980916380882263 4.2475664913654345 15.985774978995325 5.2449323534965506
leaf_count=41 24 69 47 4892 22 47 26 205 7580 156 19 843 16 50 27 165 58 20 18 291 48 38 16 19 20 19 26 17 64 21
internal_value=-0.000316213 2.37703e-05 -0.000779264 -0.00107797 0.0128048 -0.00149338 -0.0243544 -0.00124136 0.000727767 -0.00427759 0.0084279 0.00620025 0.0341594 0.0164108 0.0085001 0.00720618 -0.00954911 0.0115446 0.0296106 0.0201273 -0.0420881 -0.027903 -0.00568069 0.0132203 0.0131675 0.0245895 0.0055112 -5.57484e-05 -0.0397881 -0.0271829
internal_weight=3725.23 3693.76 3371.89 3339.41 96.7167 3242.69 34.9917 3207.7 1945.94 1261.76 321.873 296.629 25.2436 91.2179 278.136 271.389 55.7303 215.658 32.4846 85.22 23.7435 18.4929 7.998 11.2482 20.7455 16.2467 11.2474 8.99557 31.464 21.2307
internal_count=14904 14778 13490 13360 387 12973 140 12833 7785 5048 1288 1187 101 365 1113 1086 223 863 130 341 95 74 32 45 83 65 45 36 126 85
is_linear=0
shrinkage=0.0432651


Tree=5
num_leaves=31
num_cat=0
split_feature=148 85 40 85 41 7 9 143 85 5 30 26 92 148 149 55 138 26 149 18 35 104 55 105 28 46 29 130 142 11
split_gain=25.6758 15.8592 14.0541 11.7821 9.91544 12.0763 9.0121 14.7112 13.3281 9.6204 9.5619 9.20347 11.9729 8.98591 8.76209 10.4424 9.50302 8.48404 8.31429 10.187 10.2452 9.17018 8.91565 11.0985 8.36488 8.19142 12.9814 10.2748 8.17185 8.39646
threshold=0.24423393900191323 -0.53249999999999986 4.8350000000000009 -0.7533333333333333 2.4750000000000005 58.379980349720093 1.0333333333333337 -0.79899999999999993 -0.35223443223443218 1540.1750903124619 0.43019480519480519 0.51414285714285735 0.6379166666666668 0.17399267399267399 0.50980383840885701 1.9950000000000003 2.5000000000000004 0.4752777777777778 0.60980563244674457 1.5000000000000002 3.0450000000000004 1.1145000000000003 1.6950000000000001 1.1915000000000002 5.2678571428571432 3.0750000000000006 2.5857142857142863 1.6460000000000001 1.7355000000000003 1.7238095238095241
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 -2 3 -1 -5 13 7 8 -3 10 -9 17 -13 -6 15 25 -17 -10 22 21 -21 -20 24 -24 -16 26 -8 -27 29 -4
right_child=1 6 28 4 5 -7 14 9 11 -11 -12 12 -14 -15 18 16 -18 -19 19 20 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.041159435253793238 -0.034064138777404461 0.058936763483166364 0.038046511727913832 0.0058624829450904569 -0.0010948898343485674 0.033265941747653287 0.027709466577824242 -0.0094778416452875377 0.0036616517570994744 -0.0328876482354317 0.048715278718175652 0.0056762779435742634 0.060928249877339205 -0.022714427922044211 -0.0093490920246894586 -0.054261704455279273 -0.0058089174130228245 -0.014599791335391035 0.014694989005619132 0.021963611166553605 -0.022192269772520541 -0.017572418189633694 0.0062910575013598912 -0.037825952851502968 0.00233512092401547 0.026313040167505661 -0.000214034597913074 0.0021595449704096131 -0.015149293065640237 -0.0063936018004325393
leaf_weight=10.480867072939871 29.665948733687401 6.9974149316549292 46.187259316444397 972.45691685378551 99.719809353351593 13.495394453406332 34.240616455674171 501.87342716753483 90.228933349251747 32.989933520555496 4.9982813298702231 115.22796551883221 7.498841479420661 55.9889205545187 542.91789405047894 8.7474578469991666 45.98408804833889 100.22798474133015 133.73033736646175 12.748682230710982 39.495295077562332 18.496583431959152 179.72813911736012 10.997656822204588 145.23011562228203 71.233782902359962 314.43559341132641 61.238578423857689 8.2383918613195402 9.4885049313306791
leaf_count=42 119 28 185 3891 399 54 137 2008 361 132 20 461 30 224 2172 35 184 401 535 51 158 74 719 44 581 285 1258 245 33 38
internal_value=-0.000303229 -0.00280389 0.00485539 0.0037558 0.00418069 -0.00547711 -0.00242507 -0.00600326 0.00134383 -0.0103587 -0.00887062 -7.61847e-06 0.00921671 -0.00890239 -0.000523637 0.00399995 -0.0138498 -0.00595763 -0.00276182 0.00509007 -0.0113425 0.0107428 -0.00458987 0.00368225 -0.00688327 0.00603903 0.00255326 0.0151828 0.024548 0.0304802
internal_weight=3724.99 2508.93 1216.06 1152.14 1141.66 169.204 2479.27 860.043 320.181 539.862 506.872 313.184 122.727 155.709 1619.22 535.88 54.7315 190.457 1083.34 204.471 52.244 152.227 878.874 190.726 688.148 481.149 348.676 132.472 63.9142 55.6758
internal_count=14904 10038 4866 4610 4568 677 9919 3441 1281 2160 2028 1253 491 623 6478 2144 219 762 4334 818 209 609 3516 763 2753 1925 1395 530 256 223
is_linear=0
shrinkage=0.0432651


Tree=6
num_leaves=31
num_cat=0
split_feature=79 45 123 42 101 146 131 51 55 142 0 34 27 145 30 135 134 31 105 95 133 28 0 0 143 98 35 102 35 138
split_gain=13.8398 13.3538 12.4559 12.242 9.80538 13.8792 15.3135 10.6463 9.95332 9.90314 9.41779 9.40349 9.31879 11.189 11.1643 8.56389 9.24809 9.53461 8.46829 9.16121 8.93139 8.27811 8.19445 10.474 10.307 12.1575 10.5698 9.96073 9.62963 8.11671
threshold=2.3358278562287156 1.425 1.4870000000000003 2.3650000000000007 1.1000000000000003 0.024750000000000005 0.7320000000000001 1.5250000000000001 1.1650000000000003 0.71550000000000014 1714.8179991393465 2.3150000000000004 0.60683333333333345 0.17085000000000003 0.19474773014596022 -0.26199999999999996 -0.1055 0.13704153778170566 0.060500000000000005 2.9999999999999987 0.78900000000000015 2.7888888888888892 1329.9526733844716 1480.8662461146253 -0.47349999999999992 0.63961038961038974 4.1550000000000011 0.59250000000000014 9.6050000000000022 8.5000000000000018
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 2 15 10 22 7 -7 8 -6 -10 12 -3 13 14 21 16 -1 -18 20 -20 -17 -2 27 24 25 -24 -26 -5 29 -25
right_child=3 11 -4 4 5 6 -8 -9 9 -11 -12 -13 -14 -15 -16 18 17 -19 19 -21 -22 -23 23 28 26 -27 -28 -29 -30 -31
leaf_value=0.032284664153712513 -0.055292618766998626 0.035004323265533328 0.037239871010279438 0.0020564469282212789 -0.047677158873114932 -0.013230991205593066 0.064815799788592351 0.062178121683082781 -0.006022344552621366 0.0011865977979815209 0.036403720686646282 -0.016716212157413927 -0.010586901618040427 0.0071821832116892494 0.013636177556114104 -0.061868162308111554 0.0066602071037239136 -0.047964907612561815 -0.04765446768589722 -0.016192565285978924 -0.00020466370730308527 -0.012394706788830498 -0.021723364671259023 0.0026197503288586011 0.010578323912299476 0.011616696515740585 0.048440336158670043 -0.073737925527445486 0.043747792812192439 -0.007189633665645863
leaf_weight=10.495728403329847 9.9936802536249143 17.237595707178119 7.2486607730388632 7.2468618005514127 9.246889114379881 7.7478537410497692 11.244999662041662 4.2478019744157782 1010.5096850991249 551.04716840386391 16.988741517066956 10.24406363070011 72.94161282479763 749.81525793671608 26.483827009797096 4.7463584393262854 14.495174854993822 9.7452397346496564 40.971779838204384 30.734729021787643 31.983978658914566 47.230582639575005 40.239264011383057 419.61601021885872 266.43395727872849 40.987789273262024 14.246087238192557 5.4994989782571793 8.7441069483757001 252.68635529279709
leaf_count=42 40 69 29 29 37 31 45 17 4043 2205 68 41 292 3001 106 19 58 39 164 123 128 189 161 1679 1066 164 57 22 35 1011
internal_value=-6.15232e-05 -0.0118271 -0.0168917 0.000525368 -0.000969722 -0.00311129 0.033316 -0.00355789 -0.00374953 -0.00347874 0.0048141 0.0157574 0.00420816 0.0055068 -0.00946773 -0.0197168 -0.00100347 -0.0156723 -0.0256887 -0.0343141 -0.00868406 -0.0201784 0.00226388 0.0026901 0.00863394 -0.00492216 0.0125582 -0.0317472 -0.000471268 -0.00106896
internal_weight=3751.1 177.903 150.422 3573.2 2649.74 1594.04 18.9929 1575.05 1570.8 1561.56 923.454 27.4817 906.465 833.523 83.7081 143.173 34.7361 24.2404 108.437 71.7065 36.7303 57.2243 1055.7 1042.95 361.907 81.2271 280.68 12.7464 681.046 672.302
internal_count=15010 712 602 14298 10602 6378 76 6302 6285 6248 3696 110 3628 3336 335 573 139 97 434 287 147 229 4224 4173 1448 325 1123 51 2725 2690
is_linear=0
shrinkage=0.0432651


Tree=7
num_leaves=31
num_cat=0
split_feature=85 52 79 34 146 141 53 137 42 77 102 110 107 8 54 48 149 110 130 42 27 96 6 135 116 127 29 42 4 110
split_gain=17.2941 14.2445 14.3181 9.69317 8.83776 10.475 10.1895 10.6938 10.1002 8.73121 8.64692 10.6905 10.2996 10.285 9.5208 11.3129 10.7024 8.29819 7.92708 7.60701 7.48104 7.97847 7.3302 9.1094 7.20756 8.92319 7.53935 6.84087 6.63537 6.622
threshold=-0.47050505050505048 1.8350000000000002 2.3358278562287156 2.2750000000000004 0.006150000000000001 -0.78199999999999992 2.1150000000000007 6.0500000000000007 2.3250000000000006 1.9226190476190481 0.96850000000000003 29.150000000000002 0.31850000000000006 3.077380952380953 1.1650000000000003 1.3050000000000004 0.50980383840885701 6.3500000000000005 0.64600000000000013 7.1250000000000009 0.5395000000000002 1.5000000000000002 1530.6856884144229 0.49450000000000005 -1.0000000180025095e-35 0.7320000000000001 4.6833333333333345 5.0550000000000006 1475.3613856574909 18.750000000000004
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 29 27 6 -6 18 24 -9 -7 11 13 -12 19 15 -14 -16 -10 -2 -4 21 -5 28 -24 26 -26 -8 -1 -20 -3
right_child=1 2 10 20 5 9 7 8 17 -11 12 -13 14 -15 16 -17 -18 -19 22 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.042165425166760737 0.025205951125602682 -0.01924224148515559 0.0012284753591543258 0.021520177827376457 -0.032528200187676638 0.018074647136503377 -0.03173968103898079 0.043733014617699788 0.02059207737982675 0.06540768642689565 -0.031823813353291312 0.045441337456633646 0.014774824627404287 -0.030884003253204614 0.0084079521712409015 -0.020335471131953019 -0.0034391901881979953 -0.01043727176695752 0.005265926733357241 0.021761479576248615 0.042004956647046163 -0.045192809583223102 0.027028347414396484 -0.01396655865470767 -0.0060866149198802021 0.05167447821484724 0.041627026740315175 0.011305058329016304 -0.0038634758623883603 0.0089129657640484115
leaf_weight=34.629244297742844 25.466177701950073 110.89325179159641 1433.5480918884277 5.7316213548183459 6.4962803572416297 63.703247576951981 5.7487106025218946 10.987602293491362 23.740005686879158 7.9922128468751898 22.991843283176422 9.9955406635999662 20.493069812655449 17.994373008608818 171.94439758360386 99.221514046192169 831.74105702340603 48.483976066112518 236.14542579650879 34.239694491028786 5.7342916727066031 7.2296890169382095 38.455929458141327 13.488586515188215 5.9964144527912131 27.986505389213562 4.2464314848184586 4.9866456836462012 402.56229649484158 17.982862934470177
leaf_count=139 102 444 5736 23 26 255 23 44 95 32 92 40 82 72 688 397 3328 194 945 137 23 29 154 54 24 112 17 20 1611 72
internal_value=-5.89709e-05 0.000311271 -0.00123842 -0.0233657 0.00497006 0.0188529 0.00367551 0.0149425 0.00577151 0.0236446 -0.000550602 0.00161608 -0.00337725 0.00131056 -0.00278528 -0.0142995 -0.00140739 -0.000187577 0.00166803 0.00171255 0.00230641 -0.0159025 0.000787741 0.0163607 0.0321117 0.0415244 -0.000214471 -0.0353946 -0.000487078 -0.0153
internal_weight=3750.86 3692.55 2771.05 58.3115 921.5 78.1917 843.308 127.19 83.2116 71.6955 2642.17 1495.78 1146.39 1485.78 1123.4 119.715 1003.69 72.224 716.118 1467.79 18.6956 12.9613 690.652 51.9445 43.9781 33.9829 9.99514 39.6159 638.708 128.876
internal_count=15010 14776 11088 234 3688 313 3375 509 333 287 10572 5985 4587 5945 4495 479 4016 289 2866 5873 75 52 2764 208 176 136 40 159 2556 516
is_linear=0
shrinkage=0.0432651


Tree=8
num_leaves=31
num_cat=0
split_feature=85 99 150 142 99 112 40 4 34 91 3 3 6 137 48 3 6 3 56 8 104 56 142 103 47 6 4 38 103 138
split_gain=15.8622 12.5973 11.5824 10.6326 10.1882 9.65247 8.99672 8.90188 8.96925 9.87643 9.01727 8.81455 8.79278 10.0738 10.2568 9.00909 11.6181 10.5075 8.69559 8.65328 8.62918 8.45084 8.19118 8.11874 8.04189 7.93097 9.96969 10.3455 7.82286 7.52654
threshold=-0.47050505050505048 0.34523809523809529 0.45690970210455312 0.52650000000000008 0.52786377708978338 0.68150000000000011 2.8950000000000005 1382.0391509513181 2.2450000000000006 -0.27624999999999994 1380.5969537273256 1481.8808484281481 1467.4855884617803 21.500000000000004 1.7950000000000002 1404.4747434932917 1538.4203219889193 1486.2973974362133 2.4950000000000006 2.9666666666666672 1.8335000000000001 1.2750000000000001 1.3390000000000002 1.0815000000000003 2.5850000000000004 1527.8754476088418 1476.6980914632165 0.14240112643333183 1.4585000000000001 5.5000000000000009
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=6 18 3 24 7 21 -1 -4 10 -10 -9 -8 13 14 -6 16 -14 -17 20 29 25 -5 -21 -23 28 26 -2 -28 -3 -20
right_child=1 2 4 5 12 -7 11 8 9 -11 -12 -13 15 -15 -16 17 -18 -19 19 22 -22 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.033435021072021856 0.016376270139461285 -0.0091807167476020742 -0.03392131331627473 0.014316466759046086 0.010292571972446067 0.036806254305388621 -0.028375347446892706 -0.031443941886709091 -0.073144254279213922 -0.012605058739602177 0.0018678139794719116 0.032045054210615272 0.010450235235303862 -0.06381834426001641 -0.027644700879988184 -0.0039888571664308571 -0.030544253996881848 0.0024849163301056149 0.026892028675344067 -0.013265209982279756 -0.04706649362986063 -0.022801695681062471 -0.080638750291693997 -0.05829706788819377 0.022288253858903321 0.032436088580005386 -0.061585770340747609 0.0039030629362171482 0.033269153901455607 -0.0048053853241237631
leaf_weight=40.784958481788635 165.40379504859447 151.37984047830105 20.995777890086174 8.2388166785240156 26.24053792655468 4.496765360236167 8.2144606113433856 15.994480848312376 4.9974355995655051 96.198922261595726 218.6830699890852 9.2217504382133466 276.63648027181625 6.7481707334518424 26.492813259363174 688.01320976018906 13.240063667297362 1474.4338631778955 16.48841267824173 11.744668215513231 4.7453085631132117 50.18219667673111 4.4978056699037543 15.975052669644354 19.488216936588287 26.442084446549416 4.2477591931819907 248.59227155148983 8.2447999864816648 83.457986161112785
leaf_count=164 662 606 84 33 105 18 33 64 20 385 875 37 1107 27 106 2753 53 5900 66 47 19 201 18 64 78 106 17 995 33 334
internal_value=-5.56918e-05 0.000298646 -0.000776406 -0.00955046 1.37974e-05 -0.0227476 -0.0223942 -0.00682289 -0.00509524 -0.0158376 -0.000446202 0.00358187 0.000985953 -0.0154012 -0.00882368 0.00138558 0.00854308 0.00042488 0.00623819 -0.00430226 0.00896439 -0.0265034 -0.0332355 -0.0316357 -0.00370442 0.00959902 0.00812919 0.00271883 -0.00691982 0.000499768
internal_weight=3750.52 3692.3 3126.68 258.006 2868.67 78.8928 58.2212 356.87 335.874 101.196 234.678 17.4362 2511.81 59.4815 52.7334 2452.32 289.877 2162.45 565.62 116.189 449.431 74.3961 16.2425 66.1572 179.113 444.686 418.244 252.84 159.625 99.9464
internal_count=15010 14776 12512 1033 11479 316 234 1428 1344 405 939 70 10051 238 211 9813 1160 8653 2264 465 1799 298 65 265 717 1780 1674 1012 639 400
is_linear=0
shrinkage=0.0432651


Tree=9
num_leaves=31
num_cat=0
split_feature=148 39 11 148 122 137 99 0 1 54 137 39 9 1 18 134 39 114 145 108 41 145 99 2 136 56 91 136 106 90
split_gain=22.9527 9.96523 15.0278 9.71168 10.0919 9.83962 10.1652 14.3835 8.38287 8.32731 8.21396 11.5528 12.7595 8.58407 8.47751 12.4181 10.7669 8.17485 7.83026 7.67583 7.6284 7.06717 6.98202 7.27259 7.00447 7.39101 6.82433 9.18466 7.1395 11.0566
threshold=0.24423393900191323 0.672172232790753 1.7238095238095241 0.24933358173482909 0.26150000000000007 7.0500000000000007 0.59545454545454557 1500.0130681499475 1824.7018105177842 1.2450000000000003 4.9500000000000011 0.46625213553485784 2.7928571428571431 1674.346278778117 1.5000000000000002 0.69450000000000001 0.42348336153828614 1.3165000000000002 0.20155000000000003 5.5000000000000009 2.0450000000000004 0.41235000000000005 0.57518796992481214 -5.6655301242537908 14.850000000000003 2.1450000000000005 0.31500000000000006 13.050000000000002 0.95450000000000013 -0.072499999999999939
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 19 9 5 -5 6 7 20 10 -3 14 13 -13 -12 15 -6 -16 22 -9 26 -2 -19 23 -7 25 -24 28 -28 -1 -30
right_child=3 2 -4 4 8 17 -8 18 -10 -11 11 12 -14 -15 16 -17 -18 21 -20 -21 -22 -23 24 -25 -26 -27 27 -29 29 -31
leaf_value=0.0026214773091371127 0.060238523025742008 -0.0072565667281560024 -0.02573379286904923 -0.055681282391219576 0.0096581350972510596 0.064399973395333876 -0.031073819344347716 0.010803742592806325 -0.060453535509157358 0.052807486549853268 -0.0047732718784391087 0.010776182619880734 -0.036267769481209841 0.015073549843512521 -0.00052565880522566341 -0.049394459748721711 -0.036475303477990093 -0.037415483744958435 -0.04876760657913716 -0.030796342601072727 -0.0017287275631287849 0.011881736818669671 0.0010101262732426781 0.0030478734733043818 -0.028122405219932149 0.060475674093047299 0.037666865820838155 -0.021675878026258553 0.058675896202000123 0.0086078369047025774
leaf_weight=1104.2307774722576 7.2463187128305453 5.2348349690437344 7.7408069223165503 6.2466003596782675 260.86916640400887 6.494727224111557 68.432258516550064 6.2459444403648403 4.2472176849842063 22.431462153792381 1670.1416488140821 157.36418615281582 11.243507355451582 41.479754686355591 155.15432476997375 6.4957730919122687 16.987032502889633 18.241999655961994 11.242114827036856 11.740892454981802 7.2458718419075012 7.4981705993413916 38.98074708878994 7.7445919960737211 13.7448413670063 3.9988961964845648 21.980854317545894 5.9962434917688361 10.238496303558348 38.227621465921402
leaf_count=4420 29 21 31 25 1044 26 274 25 17 90 6684 630 45 166 621 26 68 73 45 47 29 30 156 31 55 16 88 24 41 153
internal_value=-0.000671487 0.0041807 0.026688 -0.00302901 -0.00224795 -0.0122419 -0.0217036 -0.00153301 -0.00209593 0.0414941 -0.00197994 -0.0032246 0.00757013 -0.0042893 0.00334314 0.00816043 -0.00414032 -0.00237423 -0.0276978 0.00350471 0.0299489 -0.0230885 0.00521609 0.031909 -0.00163982 0.00698877 0.00385488 0.0248369 0.0033382 0.0195312
internal_weight=3755.17 1227.82 35.4071 2527.35 2330.23 197.116 100.413 31.9802 2323.98 27.6663 2319.74 1880.23 168.608 1711.62 439.506 267.365 172.141 96.704 17.4881 1192.41 14.4922 25.7402 70.9638 14.2393 56.7245 42.9796 1180.67 27.9771 1152.7 48.4661
internal_count=15030 4915 142 10115 9326 789 402 128 9301 111 9284 7525 675 6850 1759 1070 689 387 70 4773 58 103 284 57 227 172 4726 112 4614 194
is_linear=0
shrinkage=0.0432651


Tree=10
num_leaves=31
num_cat=0
split_feature=148 148 122 5 9 138 38 101 5 1 110 122 2 54 111 38 78 37 120 120 102 114 142 44 86 138 5 101 6 7
split_gain=21.0233 8.88494 9.29142 8.71587 9.44962 8.24995 8.02099 12.709 8.3177 7.73932 8.19833 8.9163 13.4634 12.8486 8.71984 8.77569 7.21448 9.96405 8.71839 8.80485 12.9146 11.1304 10.9508 8.1642 7.16962 6.88686 6.91455 6.81051 9.56955 6.78415
threshold=0.24423393900191323 0.24933358173482909 0.26150000000000007 1501.1954149480973 1.1833333333333336 4.5000000000000009 0.20824230523177764 2.1000000000000005 1498.1701087981517 1824.7018105177842 23.550000000000004 1.1940000000000002 21.379366110426762 1.1650000000000003 25.850000000000005 0.29630480988405294 0.59166666666666679 0.61786662244044366 1.3540000000000003 1.6460000000000001 1.5395000000000001 1.2750000000000001 0.79750000000000021 5.3950000000000005 4.1339285714285721 4.5000000000000009 1492.9157274658016 3.5500000000000003 1535.5070151450034 -6.8240413417233858
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=16 3 -3 4 25 29 -6 8 -8 10 14 12 -12 -13 24 -16 17 18 -1 22 21 -21 23 -20 -4 26 -2 -18 -29 -5
right_child=1 2 9 5 6 -7 7 -9 -10 -11 11 13 -14 -15 15 -17 27 -19 19 20 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.037754545285147857 0.04018840336004529 -0.053442193923189822 -0.0022356596412705142 0.027567105552691672 -0.047398954376906388 -0.029939492408971133 -0.021688066807557648 0.03975094736182893 0.023980375091446363 -0.058116484383886273 0.043597259628181097 -0.042265211332191147 -0.021689197710741504 0.0078386906742922563 -0.031995909135552877 0.012861647866113154 0.003312231642160525 -0.022508463616185651 -0.022836775668602878 -0.0070051903587575537 -0.028553537899173677 0.049505469197215032 -0.052577612791222257 0.046689063279962424 0.049194637657632469 0.05421890466994591 -0.026926015501621801 -0.068208261927880529 0.017423691634166148 -0.013736337835305239
leaf_weight=32.183455213904381 4.7455005198717135 6.2415445148944846 2145.7322122007608 8.7406759560108167 8.4887208938598615 62.917528182268143 37.460221692919731 10.240376323461531 8.9922448396682721 4.2411154955625525 24.736831024289131 10.491421356797217 7.4967671036720267 81.968047276139259 33.986381649971008 10.495218381285666 1115.5873244553804 11.489531621336935 5.9896076023578662 8.9851354360580462 7.49178622663021 22.722472071647644 7.7431871294975272 5.9958718866109848 4.7347652018070212 8.2375690937042219 6.2372999340295792 5.4967475086450559 3.9929346591234207 40.956452488899231
leaf_count=129 19 25 8588 35 34 252 150 41 36 17 99 42 30 328 136 42 4466 46 24 36 30 91 31 24 19 33 25 22 16 164
internal_value=-0.000642769 -0.00289909 -0.00215217 -0.0117135 -0.00118989 -0.0195724 -0.00906376 -0.00306696 -0.0127338 -0.00200634 -0.00189496 0.00888128 0.028343 0.00201478 -0.00250848 -0.0213941 0.00400131 0.014965 0.019759 0.00976507 0.0215653 0.0335906 -0.0136482 0.0122837 -0.0021144 0.0251957 0.00242024 0.00299711 -0.0328421 -0.00632929
internal_weight=3754.82 2527.14 2330.12 197.017 84.4019 112.615 65.1816 56.6928 46.4525 2323.88 2319.64 124.693 32.2336 92.4595 2194.95 44.4816 1227.68 102.601 91.1115 58.9281 39.1994 31.7076 19.7287 11.9855 2150.47 19.2204 10.9828 1125.08 9.48968 49.6971
internal_count=15030 10115 9326 789 338 451 261 227 186 9301 9284 499 129 370 8785 178 4915 411 365 236 157 127 79 48 8607 77 44 4504 38 199
is_linear=0
shrinkage=0.0432651


Tree=11
num_leaves=31
num_cat=0
split_feature=148 40 148 3 136 136 9 6 26 110 122 29 6 99 0 2 11 123 15 6 9 4 105 145 112 10 108 91 29 118
split_gain=19.2446 10.9081 8.13227 8.92132 15.7329 10.6518 10.1805 9.37648 16.0341 9.22512 8.9829 8.64146 12.2832 8.08111 11.6117 7.91027 11.978 8.28677 7.83858 14.0765 7.80466 7.69608 7.5898 7.23575 7.07001 7.06641 6.99417 7.07738 6.6982 6.72278
threshold=0.24423393900191323 6.1350000000000007 0.24933358173482909 1365.1521313157352 14.15 19.850000000000005 2.5916666666666672 1507.9257707351078 0.45236111111111116 24.950000000000003 0.26150000000000007 5.6833333333333345 1484.910861595974 0.56385869565217395 1500.0130681499475 -181.56587454947848 1.0333333333333337 1.8620000000000003 0.90000000000000013 1526.8135778565118 2.0333333333333337 1496.0212184946324 0.75950000000000017 0.26775000000000004 0.31850000000000006 1.7928571428571431 5.5000000000000009 0.32666666666666672 2.9500000000000006 1.7750000000000001
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 26 13 4 7 -6 24 21 -9 10 -5 12 -11 14 -2 16 -15 -17 25 -20 -14 23 -10 -4 -7 -12 27 -1 -29 -30
right_child=2 -3 3 9 5 6 -8 8 22 11 18 -13 20 15 -16 17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.003014826021128987 0.029212012816755048 0.029096009576620962 -0.010498753997374087 -0.055807925567185092 -0.058603588981662881 0.046072956902991395 -0.059327506965015549 0.046120948438402663 -0.0038989795166926161 -0.023353096310664692 -0.0029457874179597463 -0.027958977126343345 0.027642492220862038 -0.022190222891850551 -0.015109592173721554 -0.015996176900551235 0.048226217511423634 -0.05334468666582351 -0.011487068411398104 0.0070147953808322181 -0.022210812351446424 0.040646616016381094 -0.054872979748928213 0.028464795423382698 -0.013652478217630257 0.0047812192040578919 -0.029575839694048825 0.061187016956495859 0.041373758381508155 -0.012130987130180512
leaf_weight=1160.7603025734425 19.974204152822495 30.822354659438133 15.487769633531569 5.7281340658664694 8.7436425536870974 6.9934756904840487 3.9987192004919043 9.2454751133918744 18.23444086313248 12.493031516671179 1347.191680714488 9.2421929538249952 60.707131668925285 9.2321313619613665 23.954728111624718 123.5306606143713 8.2414425462484342 11.97985093295574 397.50935186445713 95.184124991297722 6.2431906163692465 33.23148700594902 7.4951471686363211 20.239156261086464 7.2471838444471359 264.79892736673355 11.739268302917479 6.9806923568248775 7.4868441671133068 9.7397193461656553
leaf_count=4647 80 124 62 23 35 28 16 37 73 50 5392 37 243 37 96 495 33 48 1591 381 25 133 30 81 29 1060 47 28 30 39
internal_value=-0.000615418 0.00382816 -0.00277425 -0.0020598 0.00889782 -0.0203567 -0.00126016 0.0165359 -0.00171019 -0.00271344 -0.00328849 0.0109296 0.0155571 -0.0112094 0.0051151 -0.0158979 0.011318 -0.0194275 -0.00313625 -0.00791021 0.0229019 0.0257518 -0.0192876 0.0116362 0.0160817 -0.00167572 0.00316901 0.00350208 0.0264887 0.0114852
internal_weight=3754.46 1227.53 2526.93 2330.01 130.916 26.983 18.2394 103.933 34.9751 2199.1 2110.41 88.6855 79.4434 196.913 43.9289 152.984 17.4736 135.511 2104.68 492.693 66.9503 68.9584 25.7296 35.7269 14.2407 1611.99 1196.71 1184.97 24.2073 17.2266
internal_count=15030 4915 10115 9326 524 108 73 416 140 8802 8447 355 318 789 176 613 70 543 8424 1972 268 276 103 143 57 6452 4791 4744 97 69
is_linear=0
shrinkage=0.0432651


Tree=12
num_leaves=31
num_cat=0
split_feature=3 35 115 91 105 144 35 36 132 136 99 55 46 22 103 124 144 41 44 10 122 86 36 30 56 100 142 89 15 27
split_gain=12.0187 11.4936 10.6134 12.2864 12.1114 11.7616 10.189 12.3965 9.94475 14.1872 9.36858 12.7768 9.24728 9.98406 9.2381 8.97125 8.84394 11.1344 10.8109 8.80785 8.69495 8.36978 10.5378 12.9214 9.09262 9.64304 8.78511 8.59079 8.56291 8.48643
threshold=1388.1214344456387 2.9250000000000003 0.29150000000000004 -0.31374999999999992 1.3565000000000003 -0.0062499999999999995 2.8750000000000004 2.7850000000000006 0.95000000000000007 7.8500000000000005 0.34523809523809529 1.5550000000000004 1.7750000000000001 0.30785714285714288 1.8135000000000001 0.45000000000000007 0.015150000000000002 3.4850000000000008 10.675000000000002 0.34523809523809529 1.1025000000000003 3.1371473354231978 1.675 0.15857863751051302 1.5650000000000002 1.2250000000000003 0.32000000000000006 0.21000000000000005 0.55000000000000016 0.54414285714285726
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=8 2 3 -2 5 -4 7 -5 9 12 11 16 -1 -14 -10 -7 17 18 -3 -13 -6 22 23 28 -23 -26 -25 -27 -12 -24
right_child=1 10 4 6 20 15 -8 -9 14 -11 21 19 13 -15 -16 -17 -18 -19 -20 -21 -22 24 29 26 25 27 -28 -29 -30 -31
leaf_value=-0.028834540758024545 0.053933799389533896 0.0031310979221609516 -0.034709199044316207 -0.0028632069925488388 -0.014785794579080337 0.012165470720426407 -0.039851991365041931 0.031701945549075974 0.015202632067329819 -0.024614496554123077 -0.054560267695867318 -0.023527634225111744 0.04659382738641369 0.00091207940615691105 -0.020468072253103455 -0.0069118611627898173 0.032561969657633492 -0.048784942351699841 -0.053969909348250383 0.022123458190816129 0.034445443884534625 0.020567902789738086 0.0010496253992692598 0.035527635563234738 0.0017019491246519189 0.002249504918632518 0.0086856646328405743 -0.025117855517739901 0.0027893297087234472 -0.0070337918604304094
leaf_weight=8.2364265322685224 9.7464352399110776 289.9280734360218 26.968313649296761 60.443369373679161 9.2358361780643481 48.454339221119881 8.746250852942465 28.230767965316772 211.25589407980442 36.460250720381737 4.7366943955421439 8.2424017935991269 15.736457511782644 20.232876181602478 14.224204003810881 856.21843567490578 16.682987242937088 7.9856353253126136 5.9909149259328833 109.61684335768223 22.730564802885056 17.982159271836281 1211.4555566906929 44.903995171189308 67.427092701196671 27.932358026504517 46.658076271414757 91.678685709834099 115.04600620269775 303.77939406037331
leaf_count=33 39 1161 108 242 37 194 35 113 846 146 19 33 63 81 57 3428 67 32 24 439 91 72 4849 180 270 112 187 367 461 1216
internal_value=5.56535e-05 -0.000675567 -0.00439498 0.00850187 -0.00583187 -0.00673288 0.003779 0.00822289 0.00826529 -0.00475647 0.00100524 0.00671201 0.0116871 0.0211553 0.012924 -0.00588575 0.00222638 0.00052539 0.0019124 0.0188704 0.0202153 -0.000291099 0.000690906 0.00973279 -0.00854808 -0.0113807 0.0219351 -0.018739 0.000368429 -0.000572221
internal_weight=3746.97 3440.82 1070.77 107.167 963.607 931.641 97.4204 88.6741 306.146 80.666 2370.05 438.447 44.2058 35.9693 225.48 904.673 320.588 303.905 295.919 117.859 31.9664 1931.6 1726.58 211.345 205.02 187.038 91.5621 119.611 119.783 1515.23
internal_count=15002 13776 4287 429 3858 3730 390 355 1226 323 9489 1756 177 144 903 3622 1284 1217 1185 472 128 7733 6912 847 821 749 367 479 480 6065
is_linear=0
shrinkage=0.0432651


Tree=13
num_leaves=31
num_cat=0
split_feature=85 12 137 136 130 51 104 85 53 12 136 85 144 55 34 90 137 93 41 56 115 138 136 137 80 29 103 130 130 46
split_gain=13.835 13.6991 12.5224 12.4664 12.0785 11.7609 10.8832 10.5157 9.74994 9.67369 9.47964 9.04111 8.64222 9.68242 8.60512 8.50484 8.38978 8.20076 9.1489 14.5202 11.7762 13.3475 10.7488 9.71382 9.30824 8.0821 8.046 9.87352 10.5612 7.8894
threshold=0.10943722943722932 0.63333333333333341 22.250000000000004 7.0500000000000007 1.4145000000000001 1.0650000000000002 0.90650000000000019 -0.61504643962848293 1.6950000000000001 0.22500000000000003 6.8500000000000005 0.13131578947368419 0.0066500000000000005 1.4850000000000001 3.0450000000000004 -0.36541666666666656 17.750000000000004 22.050000000000004 1.925 1.7650000000000003 0.29150000000000004 7.5000000000000009 21.150000000000002 3.1500000000000008 0.032923425780568609 3.4722222222222228 1.1305000000000003 2.1055000000000006 2.9500000000000006 3.1550000000000007
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 7 4 -4 5 -2 8 12 -3 11 -8 -6 13 -1 -13 25 29 18 20 24 21 -9 -21 -22 -20 -7 -11 -28 -29 -17
right_child=2 6 3 -5 9 15 10 17 -10 26 -12 14 -14 -15 -16 16 -18 -19 19 22 23 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.059021947030500954 0.056055801228357599 -4.8046376689892976e-05 0.018116654167359813 -0.057954425216959503 0.03524100779455696 -0.0053693259565624762 0.041664964002055264 0.022382837210591481 -0.031813904383378402 0.0043824463161383732 -0.01382077932900156 -0.014167128698572765 0.023753395285394066 -0.0090371942514826959 0.036476106699947962 -0.0041286738634936961 0.069267014269339858 -0.0042737909019281359 0.03968110331985842 -0.00069227481343961232 0.013648246878755507 -0.007174372471756528 0.013638766313015659 -0.0038949851477055437 0.0092852612153258973 0.063977513221088661 0.052847210054290897 -0.032953961809176237 0.04756950121819508 0.02289029853014524
leaf_weight=13.855051770806314 15.730649247765539 25.458043962717056 6.4919260591268566 9.7427120208740217 8.7386088073253614 4.2470724880695334 9.9915124475955981 75.426078990101814 62.12052746117115 53.197034418582916 12.733984321355818 78.454902157187462 5.7070026099681845 15.131692126393316 6.4892904460430136 46.721909895539284 3.9975301325321189 665.99066556990147 19.655945003032684 896.75201158225536 62.177122712135315 45.714093223214149 109.62669713795185 1074.2743294984102 342.55309239029884 11.239538148045538 17.484737440943722 6.7430645078420621 4.9953233599662781 35.205783516168594
leaf_count=56 63 102 26 39 35 17 40 302 249 213 51 314 23 61 26 187 16 2666 79 3590 249 183 439 4301 1372 45 70 27 20 141
internal_value=5.30204e-05 -0.000736218 0.0088094 -0.0277959 0.0108668 0.0216114 -0.0157121 -0.000238077 -0.0226171 0.00369075 0.0108373 -0.00581257 -0.0238125 -0.0333499 -0.0101638 0.0160933 0.0106729 1.28734e-05 0.00110038 0.00354786 -0.00156336 0.0112405 0.000873051 -0.00293124 0.0109716 0.0452628 0.0144715 0.0325668 0.00170006 0.00753007
internal_weight=3746.65 3437.17 309.48 16.2346 293.245 117.142 110.304 3326.86 87.5786 176.103 22.7255 93.6828 34.6937 28.9867 84.9442 101.412 85.9252 3292.17 2626.18 1368.59 1257.59 121.14 1006.38 1136.45 362.209 15.4866 82.4202 29.2231 11.7384 81.9277
internal_count=15002 13763 1239 65 1174 469 442 13321 351 705 91 375 140 117 340 406 344 13181 10515 5480 5035 485 4029 4550 1451 62 330 117 47 328
is_linear=0
shrinkage=0.0432651


Tree=14
num_leaves=31
num_cat=0
split_feature=85 12 137 136 3 85 15 137 121 34 147 109 108 119 9 26 148 145 35 19 30 30 40 28 4 26 114 91 27 28
split_gain=12.7089 12.5487 11.5014 11.4606 10.2451 14.1876 10.8557 10.9088 12.4258 11.0914 10.0606 9.97753 10.326 9.84709 10.942 10.4361 9.84248 12.5247 9.62148 8.63796 8.41015 9.96826 8.02002 7.94222 7.57041 6.98509 6.94007 6.76998 8.14146 6.40804
threshold=0.10943722943722932 0.63333333333333341 22.250000000000004 7.0500000000000007 1388.1214344456387 -0.61504643962848293 0.36666666666666675 7.1500000000000012 2.2110000000000007 5.0550000000000006 0.39487318826102363 1.5000000000000002 2.5000000000000004 2.9000000000000004 0.86190476190476206 0.63750000000000007 0.24343465278309467 0.99995000000000012 3.8750000000000004 2.5000000000000004 0.27801932367149768 0.18832054560954811 1.7950000000000002 2.3166666666666669 1595.3203891093679 0.41267857142857145 1.8540000000000003 -0.092083333333333336 0.49612500000000009 4.0500000000000007
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 4 10 -4 6 -6 -1 8 25 -10 -2 12 -9 14 27 26 17 22 24 -20 21 -18 -7 -22 -3 -8 -16 28 -12 -29
right_child=2 18 3 -5 5 16 7 11 9 -11 13 -13 -14 -15 15 -17 20 -19 19 -21 23 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.039667096039114273 -0.042477718932745302 -0.027706509275332778 0.017377628818846341 -0.055576479011329456 -0.029633789949380457 -0.0012785640012282279 0.064133488485314694 0.012326653006451872 0.007169035911970296 -0.058278727207921627 0.013455556239002648 -0.016191458763010005 -0.041022749299166536 0.069906821563337593 0.0036248674069556913 -0.051512306896487517 -0.0012862552028366689 -0.044928001966252532 -0.0049204876048242691 0.056584506865290859 -0.0081370297438466913 -0.0088462202467316318 0.0068813062473047186 0.023104822595762971 0.0049461258005807753 0.020849189524253631 0.025208741816338403 0.032484257738622402 0.060466662310751089 -0.0010635999668984211
leaf_weight=8.4904895871877653 6.2442954927682868 70.80939644575119 6.4901827126741436 9.7351727634668332 31.625740468502045 382.86287198960781 7.2437637597322455 91.115725308656693 18.226107642054561 6.2214165180921546 11.984190955758097 44.697873279452324 6.9943405687808982 4.9843508005142203 172.03201875090599 5.493142068386077 1588.1684484034777 9.7441707849502546 17.968011125922207 5.2377795130014411 22.722451463341713 410.66218890249729 547.7620797008276 44.960313037037849 16.22476963698864 105.11348053812981 32.969955146312714 18.969706699252129 16.730909571051598 23.721308827400208
leaf_count=34 25 284 26 39 128 1533 29 365 73 25 48 179 28 20 689 22 6358 39 72 21 91 1644 2194 180 65 421 132 76 67 95
internal_value=5.20573e-05 -0.000704306 0.0084463 -0.0266451 -0.000227637 -0.000967275 0.00756469 0.00904692 0.0177615 -0.0100763 0.0104183 0.000675586 0.00839041 0.0116202 0.0105038 0.00551958 -0.000662337 0.00300641 -0.0150418 0.00959923 -0.00233203 -0.00284074 0.00352509 0.0126285 -0.021624 0.0238312 0.00713337 0.0250976 0.0412468 0.013987
internal_weight=3746.21 3436.85 309.355 16.2254 3326.61 3038.51 288.103 279.613 136.805 24.4475 293.13 142.808 98.1101 286.886 281.901 210.495 3006.88 940.369 110.24 23.2058 2066.51 1998.83 930.625 67.6828 87.0342 112.357 205.002 71.4061 28.7151 42.691
internal_count=15002 13763 1239 65 13321 12167 1154 1120 548 98 1174 572 393 1149 1129 843 12039 3766 442 93 8273 8002 3727 271 349 450 821 286 115 171
is_linear=0
shrinkage=0.0432651


Tree=15
num_leaves=31
num_cat=0
split_feature=85 39 92 133 133 99 90 90 0 119 90 99 15 118 46 41 111 115 120 145 39 142 46 7 136 105 93 39 142 104
split_gain=15.6354 11.9739 11.5411 8.69327 13.9622 12.412 11.2209 9.20579 9.15046 12.7382 8.8295 12.2018 8.65851 9.8151 9.35186 10.6876 8.59023 8.56329 7.91729 7.56864 7.53447 7.35913 7.38784 9.4409 7.61988 12.0186 10.1577 7.17832 7.03402 11.5946
threshold=-0.85333333333333328 0.5002235920042275 0.32708333333333334 1.3165000000000002 1.3540000000000003 0.13392857142857142 0.26041666666666669 -0.52958333333333318 1470.5151102849779 1.5500000000000003 -0.23583333333333323 0.53589743589743599 0.90000000000000013 2.7085000000000004 3.7150000000000003 2.8350000000000004 18.750000000000004 0.29150000000000004 0.64600000000000013 0.89405000000000012 0.32846747663679837 -2.3034999999999997 5.6450000000000005 -31.015762380206976 6.9500000000000011 0.51250000000000007 11.400000000000002 0.30850279866913211 0.97350000000000014 1.7575000000000001
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=19 3 21 5 8 6 7 -2 -5 20 11 -7 14 16 17 -16 -14 -6 -13 -1 -10 -3 24 -24 25 -23 -26 -15 -12 -30
right_child=1 2 -4 4 12 10 -8 -9 9 -11 28 18 13 27 15 -17 -18 -19 -20 -21 -22 22 23 -25 26 -27 -28 -29 29 -31
leaf_value=-0.042710664222204146 -0.041799324138310744 -0.038171796760974007 -0.030055965647486443 0.054524306271745482 0.015557107229214478 -0.024893998441531579 -0.039889733133703253 0.016500860671737512 0.044925079892846595 -0.033553271377245703 -0.0076691956767147417 -0.026000187557749462 -0.0048515040296297704 -0.043982213850193061 -0.0048289479534874774 0.026448049955396565 0.013098830082484378 0.0031284128780637013 0.013031834595330558 0.01789408305971104 -0.0029219714155086763 0.0056965986393915603 -0.050390238077772098 0.020415317246432925 0.016780963655043255 0.036346352924371175 -0.0030507150920341492 -0.0048412001244305374 0.0027843041991351537 -0.063281304708669883
leaf_weight=22.413262367248539 4.9952397197484961 5.4854146838188163 13.726244747638701 13.234861955046652 115.38443809747696 21.467001616954803 7.4831451028585425 105.2978648096323 16.231761634349827 8.2406055778264982 840.42756241559982 10.229578152298926 387.33155792951584 18.982028320431709 391.92541486024857 21.227681711316109 56.93440181016922 1007.3016580045223 123.87130270898342 4.4388245642185202 9.7367500364780408 44.350707367062569 7.7279821485280991 5.9858028739690763 102.16877429187298 52.101278752088547 91.312165454030037 16.230678930878639 204.95422457158566 4.7444573938846579
leaf_count=91 20 22 55 53 462 86 30 422 65 33 3365 41 1551 76 1569 85 228 4033 496 18 39 178 31 24 410 209 366 65 821 19
internal_value=9.01388e-05 0.000329799 0.00828621 -0.000429583 0.00132628 -0.0031659 0.0102201 0.013736 0.024438 0.0123618 -0.00447609 0.00513461 0.000778023 -0.00429544 0.00236254 -0.00320082 -0.00254256 0.00441025 0.00999415 -0.0325905 0.0271857 0.0100209 0.0109347 -0.0197472 0.0124081 0.0223248 0.00743297 -0.0261671 -0.00590108 0.00118613
internal_weight=3735.94 3709.09 322.858 3386.23 2062.76 1323.47 117.776 110.293 47.444 34.2091 1205.69 155.568 2015.32 479.479 1535.84 413.153 444.266 1122.69 134.101 26.8521 25.9685 309.132 303.647 13.7138 289.933 96.452 193.481 35.2127 1050.13 209.699
internal_count=14963 14854 1295 13559 8259 5300 472 442 190 137 4828 623 8069 1920 6149 1654 1779 4495 537 109 104 1240 1218 55 1163 387 776 141 4205 840
is_linear=0
shrinkage=0.0432651


Tree=16
num_leaves=31
num_cat=0
split_feature=39 92 122 133 133 99 90 131 115 128 86 142 103 86 90 126 3 136 149 51 56 95 130 40 138 79 92 4 126 90
split_gain=11.3214 10.8925 9.05546 8.45476 11.5099 11.4573 11.0325 9.91641 8.79757 19.6228 13.123 9.86049 9.23606 8.74004 8.3834 7.92685 7.78571 7.68636 7.56462 16.5077 9.7724 10.6884 8.52341 7.51785 9.07363 13.6781 9.036 7.94274 8.72388 7.33791
threshold=0.5002235920042275 0.32708333333333334 0.57500000000000007 1.3165000000000002 1.3540000000000003 0.13392857142857142 0.26041666666666669 0.68350000000000011 2.4500000000000006 0.55000000000000016 3.2738636363636369 1.8085000000000002 0.40050000000000008 2.9582608695652177 -0.52958333333333318 0.84500000000000008 1529.370100386207 21.850000000000005 0.53183573183573196 1.2250000000000003 2.0650000000000004 -9.7499999999999964 0.56350000000000011 1.2150000000000001 8.5000000000000018 2.8926493192797547 0.22458333333333327 1492.5806493884545 1.2360000000000002 -0.23583333333333323
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 2 -2 5 13 6 14 23 11 10 -10 16 -11 15 -1 -5 -9 -13 -4 20 22 -22 -20 27 26 -26 -25 -6 -29 -7
right_child=1 -3 18 4 7 29 -8 8 9 12 -12 17 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.040099872222504516 -0.026928777199335268 -0.028481463643431956 0.020719278002360689 -0.025859065336463115 0.041583221016761956 0.0040877344003731496 -0.039465128739089 -0.0030275337441599353 0.016771610251737748 0.014868288444926036 -0.036201935132511229 -0.027596953358111735 -0.059387426745107802 0.058399877340071266 0.015504821590662621 0.022290821945973413 0.003332880685224757 0.031826994259013482 0.051191186148969746 0.047506481870086686 -0.036963888354427918 0.021156547000829393 -0.0075080648015057065 0.019776873542334379 0.0057467765847657153 -0.036753939202176802 -0.012107617884455916 -0.050653988950743127 0.021903297875704435 -0.0058944942402733829
leaf_weight=4.9965193867683402 11.951626867055891 14.472614049911497 99.36971341073513 7.7314133793115607 24.207321867346764 158.24779886007309 7.7319889813661566 1057.3633968532085 144.09307214617729 4.241666615009307 8.9929051697254163 39.438271030783653 10.487897112965582 9.4767663478851301 106.97062601149082 30.937548995018005 545.98306995630264 4.2450182288885108 4.4790840297937384 16.201282486319542 6.2399359345436087 60.557502761483192 112.90678115189075 84.140852823853493 47.928652510046959 19.73155203461647 20.463250532746315 3.9952353984117499 10.479266852140425 1057.3982104212046
leaf_count=20 48 58 399 31 97 634 31 4234 577 17 36 158 42 38 429 124 2186 17 18 65 25 243 453 337 192 79 82 16 42 4235
internal_value=8.55288e-05 0.00778156 0.00949546 -0.000651505 0.00107732 -0.00333613 0.0094171 0.00057856 -0.000454133 0.00897227 0.0135839 -0.0014163 -0.0381559 0.0219067 0.0129057 0.0125175 -0.000861384 -0.0216143 0.0109776 0.00611891 0.00239475 0.015562 -0.00512208 0.00944915 0.00555162 -0.00677353 0.0135198 0.0265999 0.00114972 -0.00459424
internal_weight=3735.46 326.179 311.706 3409.28 2073.94 1335.35 119.699 2025.79 1814.85 167.816 153.086 1647.03 14.7296 48.1457 111.967 38.669 1603.35 43.6833 299.754 200.385 184.183 66.7974 117.386 210.946 172.264 67.6602 104.604 38.6818 14.4745 1215.65
internal_count=14963 1309 1251 13654 8305 5349 480 8112 7267 672 613 6595 59 193 449 155 6420 175 1203 804 739 268 471 845 690 271 419 155 58 4869
is_linear=0
shrinkage=0.0432651


Tree=17
num_leaves=31
num_cat=0
split_feature=85 7 85 90 146 98 34 130 44 48 31 97 21 136 52 136 26 145 28 145 52 131 145 131 104 4 146 146 93 95
split_gain=14.3783 10.2664 9.54124 9.8463 10.8784 9.78485 9.34535 8.39612 9.6687 12.1792 10.3072 9.6914 9.52278 10.7255 8.75699 8.29723 9.45087 7.88383 7.88343 7.85877 7.63394 7.2883 6.97499 6.97496 9.3206 6.9278 6.84382 7.21333 6.63338 6.62721
threshold=-0.85333333333333328 -29.3928333616368 0.04424010217113656 0.24374999999999997 0.0075500000000000003 0.27922077922077926 2.2150000000000003 1.0500000000000003 8.9750000000000032 2.6550000000000007 0.19576423128641868 4.5000000000000009 0.81666666666666676 8.1500000000000004 2.9150000000000005 2.9500000000000006 0.37645833333333334 0.16865000000000002 6.0500000000000007 0.15065000000000003 2.3950000000000005 1.0500000000000003 0.89405000000000012 1.0500000000000003 0.73750000000000016 1432.3468704087384 0.025450000000000004 0.017450000000000004 20.550000000000004 -6.7499999999999973
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=22 7 3 15 23 6 -4 17 9 10 11 -9 13 14 -10 -3 20 -2 -6 -7 -17 -18 29 25 -25 -5 27 -21 -19 -1
right_child=1 2 5 4 18 19 -8 8 12 -11 -12 -13 -14 -15 -16 16 21 28 -20 26 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0044153427990327758 -0.041379864707497722 -0.014777768229039982 0.046648418408343079 0.021073269061969963 0.030495133377419603 0.047052747687935263 0.0024170482319671159 0.02172874857676891 -0.012459950312929423 -0.016730140491156016 0.028522377234480843 -0.002393569339799219 0.054001610191973637 -0.027915362071679821 0.026570488958820426 -0.032636135332775033 0.0024680147086702615 0.0032782048702859113 -0.02870516978858095 0.0028620891295614041 0.002270418593131979 -0.0021776291744844143 0.017076769489556245 -0.019686195275907765 0.024607113383487023 -0.037003300141490739 0.052467915562319709 -0.03614503800526505 -0.031352131801781105 -0.053045598150025061
leaf_weight=4.6859071254730287 8.7343172878026945 78.42014667391777 19.709968850016594 3.9954528957605353 14.958977013826372 7.2406746447086325 16.203934669494629 60.875253409147263 21.959408819675446 20.896977066993713 92.928308248519897 63.392243340611458 4.7375940531492224 27.949282377958298 20.467820972204208 30.196542203426361 1114.3115026056767 119.87088225781918 5.494991034269332 384.46551655232906 18.965101048350334 1459.9048522412777 4.4471318572759619 33.459810107946396 11.736303985118864 42.926868319511414 4.7368259131908408 8.7328249365091306 10.97779707610607 17.611053630709648
leaf_count=19 35 314 79 16 60 29 65 244 88 84 373 254 19 112 82 121 4463 481 22 1540 76 5846 18 134 47 172 19 35 44 72
internal_value=8.17148e-05 0.000311137 -0.00053809 -0.00146552 -0.0139823 0.0053758 0.0269087 0.00641257 0.0103421 0.0146067 0.0176438 0.00945126 -0.00318045 -0.00727916 0.00643282 -0.000942243 -0.000526735 -0.00240872 0.0143745 0.0034455 -0.0192497 -0.000166588 -0.0313205 -0.0203094 -0.00808315 -0.0319381 0.00261119 0.00196423 0.000296584 -0.0410886
internal_weight=3734.99 3708.25 3255.46 2814.37 112.572 441.09 35.9139 452.79 313.207 238.093 217.196 124.267 75.1141 70.3765 42.4272 2701.8 2623.38 139.583 20.454 405.176 49.1616 2574.22 26.7441 92.1184 45.1961 46.9223 397.935 393.198 130.849 22.297
internal_count=14963 14854 13038 11271 451 1767 144 1816 1256 955 871 498 301 282 170 10820 10506 560 82 1623 197 10309 109 369 181 188 1594 1575 525 91
is_linear=0
shrinkage=0.0432651


Tree=18
num_leaves=31
num_cat=0
split_feature=93 29 150 4 125 125 135 55 141 15 143 27 41 49 145 143 146 99 150 99 39 110 39 56 143 27 104 6 143 142
split_gain=10.9946 13.469 9.70755 9.30502 8.99316 12.1771 8.62665 13.4066 12.1495 11.904 10.6765 11.2014 12.9849 11.8817 9.6091 10.8301 9.27261 9.54257 9.21743 14.1476 9.75282 8.62469 8.50556 9.02899 8.24311 8.16505 8.10115 8.05918 12.9232 8.65558
threshold=20.550000000000004 2.7888888888888892 0.45690970210455312 1378.2870001380754 1.3665 1.6335000000000004 -0.1055 1.6150000000000004 -2.3664999999999998 0.36666666666666675 0.50500000000000012 0.49950000000000006 2.3450000000000002 2.4150000000000005 0.28035000000000004 0.063500000000000015 0.026150000000000003 0.71008403361344552 0.54301613104914359 0.77097902097902116 0.21908859497003444 5.7500000000000009 0.47000955586009002 2.2350000000000008 0.92850000000000021 0.36050000000000004 0.66750000000000009 1544.8682300179933 0.25100000000000006 1.5250000000000001
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 25 3 -1 27 -6 7 8 -4 26 16 12 -12 -13 -10 -16 17 -11 19 20 -9 -21 23 24 -7 -2 -8 -3 -29 -30
right_child=1 4 6 -5 5 22 9 18 14 10 11 13 -14 -15 15 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.03565233110280653 0.069997510558048329 -0.012064942633991889 -0.051005389981607002 -0.0083668839826433316 0.0065492920055785801 -0.0086894885178791983 -0.04222410231093144 0.042433205013269602 0.0083317110539186216 0.0013157792265405452 -0.0051000337131282244 0.0041895992443344758 0.063352424487940442 0.020671688807261737 0.0054223486288909953 -0.011437267277938836 0.047617797876537568 -0.00671255248928354 0.027710216891645004 0.003336685691959192 0.012116932245287209 -0.028139402593077682 0.038266277269869857 -0.039445912306493983 0.047090428940110195 0.009013749342079859 0.016305888894419324 0.051908257261299634 -0.024970639681246538 0.039057513186636972
leaf_weight=8.9765508323907834 3.9984581321477881 393.89944005012512 7.732226461172103 253.31155702471733 190.51125085353851 188.74325190484524 19.463781699538234 24.224411845207214 265.95329646766186 655.96579350531101 177.2498996257782 229.8846792280674 4.9924043118953696 127.0130579918623 140.83868825435638 143.81812997162342 6.7214705646038047 479.40131221711636 63.556903526186943 61.940065577626228 106.61905935406685 21.73194220662117 6.7323472201824179 17.476003929972649 4.7473334819078437 78.900812715291977 5.4930347651243201 9.4857099056243914 14.963194698095323 4.9863117188215247
leaf_count=36 16 1578 31 1016 763 756 78 97 1066 2628 710 922 20 509 564 576 27 1920 255 248 427 87 27 70 19 316 22 38 60 20
internal_value=-0.000238645 -0.00435749 0.00110455 -0.00681465 -0.00601646 -0.00143224 0.0019223 0.00552063 0.0016523 0.00015754 0.000600765 0.00561682 -0.00310643 0.0100698 0.00242385 -0.00309929 -0.00176814 -0.00207516 0.013276 0.00896101 0.0178284 -0.00492208 -0.00841628 -0.00996721 -0.00723797 0.0122384 -0.029294 -0.010432 0.0113038 -0.00856769
internal_weight=3719.33 914.444 2804.89 262.288 831.545 408.21 2542.6 836.415 558.342 1706.19 1681.23 539.14 182.242 356.898 550.61 284.657 1142.09 1135.37 278.072 214.515 130.843 83.672 217.699 210.967 193.491 82.8993 24.9568 423.335 29.4352 19.9495
internal_count=14902 3663 11239 1052 3331 1635 10187 3351 2237 6836 6736 2161 730 1431 2206 1140 4575 4548 1114 859 524 335 872 845 775 332 100 1696 118 80
is_linear=0
shrinkage=0.0432651


Tree=19
num_leaves=31
num_cat=0
split_feature=93 127 144 0 30 108 40 1 144 27 26 92 53 53 7 38 20 147 110 40 137 97 27 1 144 7 27 40 90 8
split_gain=10.0572 9.54027 10.7734 10.8714 10.6849 10.9259 10.6683 10.5887 12.347 10.2577 11.0403 9.96957 9.93844 8.41294 8.30637 7.94108 13.3132 9.66083 10.5262 8.82455 8.15253 13.0812 9.29253 7.86366 9.71777 9.47781 7.85088 9.98387 7.76337 7.59077
threshold=20.550000000000004 1.4145000000000001 -0.0072499999999999986 1471.5632896071836 0.12681311751103638 1.5000000000000002 7.1050000000000013 1439.8776426863649 0.0062500000000000012 0.46612500000000007 0.43788888888888883 0.38958333333333334 2.5550000000000002 2.4050000000000007 -39.018978719848626 0.22535965236627045 1.5000000000000002 0.41302710676091753 19.950000000000003 2.6850000000000005 3.8500000000000001 4.5000000000000009 0.4711805555555556 1748.5245340395143 0.00045000000000000004 -42.965434387318162 0.60683333333333345 3.8850000000000002 -0.40541666666666659 0.48333333333333339
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 2 4 9 -1 -6 7 8 -5 10 29 15 13 -13 -9 16 28 18 19 -17 21 -19 -22 25 -25 -2 -11 -28 -3 -4
right_child=23 11 3 6 5 -7 -8 14 -10 26 -12 12 -14 -15 -16 17 -18 20 -20 -21 22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.010778422164168369 -0.038093078802331468 -0.038284104943115051 -0.022008750437038219 0.023450125281459237 -0.050474228256480708 0.0029018921952770524 0.056144680241442063 -0.024570777266170997 -0.023016507828523151 0.012933241289013072 -0.0091559151472821124 0.01182771572326761 -0.020231063874207866 0.059413567761669499 0.00010804920403035191 -0.0040918343707180786 0.012609939764655916 -0.002004086261299744 0.051908489723939584 -0.028108634734250699 0.010979519468871705 -0.049401539210469123 -0.00095196233944790576 0.029689594297861565 -0.033855411621037154 -0.0042889130331555652 -0.043322557777684102 0.01033792924028752 -0.011385333158900737 0.030217559246234031
leaf_weight=16.71442186832428 15.463370174169539 22.197248563170433 6.2376023828983334 65.665782317519188 20.171922102570537 10.983747646212576 6.1863859146833411 25.919134497642517 12.482870221137999 429.67047148942947 100.85271200537682 88.572629779577255 16.719509705901146 7.2373875826597205 904.27424500882626 63.65164640545845 40.956078559160233 39.448650270700455 4.2458834350109091 51.921221420168877 168.29348383843899 14.726195722818373 443.3506278693676 23.665149718523029 5.2351154536008826 869.92546024918556 10.485846415162088 15.923797175288199 191.9826695472002 25.718054592609406
leaf_count=67 62 89 25 263 81 44 25 104 50 1723 404 355 67 29 3624 255 164 158 17 208 674 59 1776 95 21 3485 42 64 769 103
internal_value=-0.000227055 0.00105764 0.0031662 0.00377142 -0.0169855 -0.0318344 0.00105632 0.000698886 0.015958 0.00844554 -0.00213185 -0.00196143 0.0102523 0.0156264 -0.000588633 -0.00328501 -0.00991111 -0.00112971 -0.0124204 -0.0149339 0.00090761 -0.0151235 0.0023354 -0.00416675 0.0179102 -0.00489419 0.0115249 -0.0112571 -0.0142313 0.0198946
internal_weight=3718.88 2804.59 1651.29 1603.42 47.8701 31.1557 1014.53 1008.34 78.1487 588.888 132.808 1153.3 112.53 95.81 930.193 1040.77 255.136 785.638 119.819 115.573 665.819 54.1748 611.644 914.289 28.9003 885.389 456.08 26.4096 214.18 31.9557
internal_count=14902 11239 6619 6427 192 125 4066 4041 313 2361 532 4620 451 384 3728 4169 1022 3147 480 463 2667 217 2450 3663 116 3547 1829 106 858 128
is_linear=0
shrinkage=0.0432651


Tree=20
num_leaves=31
num_cat=0
split_feature=85 135 136 11 55 39 79 9 132 146 146 128 145 55 94 135 135 27 79 107 111 92 149 27 103 100 3 39 3 147
split_gain=9.53985 10.3039 8.61492 9.50003 8.86473 9.68101 11.1219 8.97691 8.75347 8.48139 11.241 10.2383 8.36977 8.32436 9.03645 9.36858 15.1412 10.5353 9.72924 8.31886 10.7073 10.7428 9.39438 10.7785 8.76749 8.20064 8.53008 14.1464 10.9044 8.40027
threshold=-0.14902097902097897 -0.1055 12.950000000000001 0.86190476190476206 1.4350000000000003 0.22204365929890132 2.555407209612818 0.93095238095238109 1.9500000000000002 0.028450000000000007 0.039450000000000006 0.63350000000000006 0.21445000000000003 1.6150000000000004 26.550000000000004 -0.52899999999999991 -0.42349999999999993 0.51211111111111129 2.8477419616417294 0.68150000000000011 7.0500000000000007 -0.41124999999999989 0.50622604215781086 0.44645833333333335 0.22750000000000004 2.7750000000000004 1493.0737436487054 0.46625213553485784 1430.3377928471805 0.43375685993796237
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 4 -1 -6 -7 -8 -5 11 -11 25 -10 19 15 17 -17 -15 -18 20 21 -2 -21 -24 -25 26 28 -28 -3 -27
right_child=1 9 -4 8 5 6 7 -9 12 10 -12 -13 -14 14 -16 16 18 -19 -20 22 -22 -23 23 24 -26 29 27 -29 -30 -31
leaf_value=-0.048857001779330458 -0.026662878666936701 0.0020449531559997027 0.0047505072436136398 -0.0092928589276700547 -0.048590411871500705 -0.02859379770698255 0.05754168831335036 -0.001686299880059975 0.042630942146788128 0.055536835930262062 -0.020600107315914766 -0.016998996386130383 -0.00080561191850747149 0.0060193267072774174 0.041262330188063696 0.03377400030019638 0.0036654696838026683 -0.026703309942936227 0.027742545666920516 0.026247448950350402 -0.014056868634595921 0.0042166498363579016 -0.018769454684890507 -0.047921439435347997 0.0081427520715731099 -0.0389725135027916 0.0005975319121087428 0.016944041344351086 -0.0076962499230881672 -0.0062141620429772663
leaf_weight=18.919618144631386 22.690197214484215 376.83029301464558 98.431682661175728 205.79315572977066 11.677477821707724 18.929124519228935 6.4848717451095608 15.939108625054358 11.977574184536932 10.442996755242346 5.2409979254007331 75.482280850410461 25.394467949867249 51.662644878029823 15.196055486798285 46.138007491827011 228.44580982625484 28.186378210783005 36.103879049420357 38.674683198332787 116.59549032151699 248.56824864447117 34.949296325445175 4.9967292994260779 229.17661422491074 19.467074275016785 1049.6645157337189 109.08229874074459 500.48721927404404 56.916680008172989
leaf_count=76 91 1510 395 826 47 76 26 64 48 42 21 303 102 207 61 185 915 113 145 155 467 996 140 20 918 78 4204 438 2005 228
internal_value=-0.000217569 0.000557839 -0.00640971 -0.00989721 -0.0236707 -0.0144223 -0.00444546 0.016066 -0.00579348 -0.00115004 0.0302009 -0.0013796 0.0133832 0.0039742 0.00889649 0.00760113 0.0109959 -0.00559807 0.0069838 0.00110027 -0.00311346 0.00160247 0.00640746 0.00352579 0.00687641 -0.000818748 -0.000295416 0.00214104 -0.00351301 -0.0147033
internal_weight=3718.55 3305 413.547 315.115 71.9502 53.0306 41.3531 22.424 243.165 2203.61 15.684 2187.93 37.372 1101.38 405.733 390.537 310.688 79.849 264.55 695.651 387.854 271.258 307.797 269.123 234.173 2112.45 2036.06 1158.75 877.318 76.3838
internal_count=14902 13242 1660 1265 289 213 166 90 976 8829 63 8766 150 4413 1626 1565 1245 320 1060 2787 1554 1087 1233 1078 938 8463 8157 4642 3515 306
is_linear=0
shrinkage=0.0432651


Tree=21
num_leaves=31
num_cat=0
split_feature=85 30 79 133 92 100 40 30 6 27 27 15 103 6 133 4 90 12 123 104 4 20 141 7 134 20 55 41 95 27
split_gain=13.4487 13.6278 9.88986 11.2534 8.46253 6.85 12.891 9.00858 9.4654 8.36988 9.09866 7.72408 9.30831 7.00394 10.9355 7.42115 6.85611 6.84666 10.7234 12.4763 7.42361 6.78222 6.62929 6.44988 6.41818 8.99323 12.4229 10.7702 7.78628 7.94242
threshold=-0.34020373514431235 1.0147058823529413 3.222123579545455 0.81650000000000011 0.0029166666666666004 2.1000000000000005 1.4350000000000003 0.15018796992481201 1476.4302965989887 0.53118055555555566 0.54612500000000008 0.77500000000000013 0.82750000000000001 1488.0948259722456 2.0500000000000003 1536.4122142796887 0.004166666666666651 0.63333333333333341 0.9425 0.91150000000000009 1579.1473323901657 1.0000000180025095e-35 0.46300000000000008 -12.402808967099075 -0.41099999999999998 1.0000000180025095e-35 1.5450000000000002 2.2050000000000005 11.25 0.49950000000000006
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 5 3 4 22 17 9 11 -9 13 -11 -8 -13 14 -7 -15 -12 24 23 20 -20 -10 -1 -19 25 27 -27 -2 29 -26
right_child=1 -3 -4 -5 -6 6 7 8 21 10 16 12 -14 15 -16 -17 -18 18 19 -21 -22 -23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.0009007070499249981 -0.0051455994699731592 0.022873990169669522 0.031946300321113577 -0.023511495714962395 -0.022310851863406696 -0.0269392217352925 0.035355521150763798 -0.040990749557525789 -0.0019894436904283842 -0.059771299743971266 -0.017904988142158962 -0.037680823166880914 0.015189989352416515 0.037727773083595879 0.031053913907574449 0.0039232262150158594 0.045554919560961471 0.051883355570137568 -0.052396153795419745 0.025360369419593305 -0.00075241892155435218 -0.014689244396291577 0.070279807723998194 -0.0031079635051297445 -0.0016712910818645968 0.010933892151570097 -0.0088483871673310458 -0.030173127544773259 0.012516542945432198 0.0033716117851758311
leaf_weight=4.2152810692787188 128.55614650249481 49.316966190934181 7.7079481482505789 94.085033610463142 6.4585374593734732 14.475831538438799 14.718877241015432 17.972527325153351 143.24345551431179 5.7401591539382961 8.9876466840505582 9.2363905459642428 17.474346503615379 31.709941744804382 9.9757034927606565 19.723700657486916 4.488706335425376 3.9845704436302176 22.889265686273578 6.2373670786619178 6.7290838658809653 174.72079060971737 5.4649668037891388 50.035515636205673 955.27010850608349 125.07544773817062 112.57200086116791 42.67448391020298 123.86815024912357 1505.6208460777998
leaf_count=17 515 198 31 380 26 58 59 72 574 23 36 37 70 127 40 79 18 16 92 25 27 700 22 201 3826 501 451 171 496 6034
internal_value=-0.000102872 0.000368057 -0.014458 -0.0177943 0.0153262 5.36972e-05 -0.00479539 -0.00838234 -0.0107303 0.00941615 -0.0158846 0.0105865 -0.00334444 0.0158668 -0.00317444 0.0248791 0.00385319 0.000797156 -0.0109455 -0.0291643 -0.0408096 -0.00897648 0.040339 0.00125756 0.00115094 -0.0038837 0.00156393 -0.0114321 0.00194778 0.0014141
internal_weight=3723.23 3605.3 117.932 110.224 16.1388 3555.98 472.468 377.366 335.937 95.1017 19.2165 41.4296 26.7107 75.8852 24.4515 51.4336 13.4764 3083.51 89.8758 35.8557 29.6183 317.964 9.68025 54.0201 2993.64 408.878 237.647 171.231 2584.76 2460.89
internal_count=14922 14446 476 445 65 14248 1893 1512 1346 381 77 166 107 304 98 206 54 12355 361 144 119 1274 39 217 11994 1638 952 686 10356 9860
is_linear=0
shrinkage=0.0432651


Tree=22
num_leaves=31
num_cat=0
split_feature=30 86 96 105 148 50 133 145 103 3 123 144 4 137 129 9 40 2 23 39 111 2 133 30 151 14 142 4 78 137
split_gain=12.0369 8.43616 10.9891 9.21926 8.73707 9.87852 8.38848 8.32006 8.16748 13.271 9.38332 7.81545 7.798 9.58808 9.59023 8.54218 8.83911 8.4691 13.8441 8.53005 7.9945 16.8113 7.50617 7.4382 7.31253 7.29363 7.25186 6.8843 6.01872 6.45604
threshold=1.0147058823529413 3.3279569892473124 6.5000000000000009 1.0085000000000002 0.24423393900191323 2.0850000000000004 4.3665000000000012 0.98895000000000011 1.0155000000000001 1538.0119522141299 1.8920000000000001 -0.0037499999999999994 1616.7844614964629 9.1500000000000004 0.3665000000000001 3.183333333333334 3.0450000000000004 -238.18518204977758 4.366666666666668 0.47000955586009002 21.850000000000005 -152.99928872339692 1.0500000000000003 0.16477052359405298 0.97700000000000009 0.90000000000000013 0.65450000000000019 1627.6629003460819 1.7238095238095241 9.1500000000000004
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 4 3 8 5 6 7 24 9 10 -3 -11 15 20 27 17 -17 18 -6 -19 25 -22 -10 -16 -1 -14 -7 -15 -2 -30
right_child=28 2 -4 -5 12 26 -8 -9 22 11 -12 -13 13 14 23 16 -18 19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.019714747935704866 0.0084860677544473136 0.0086123688339037954 -0.043786436797029635 -0.032118916947420008 -0.031955884236790126 -0.0078820032860928112 -0.033815541828114595 -0.024234769207353922 -0.019999021482681709 0.019883608754590689 -0.029458231399301198 -0.044033749789245347 -0.0037399999459960635 -0.016476494175111829 0.0046171365728674462 0.048115038536709391 -0.00654236610529421 -0.0011233396963707112 0.048795890095204998 0.0099712304322830854 0.0059855700966658307 -0.053452444857058246 0.018426556920457929 -0.027493296966157803 0.0040653125220332679 -0.02692353862059017 -0.056454039298625462 0.027122640777825526 0.06148408856950914 0.011895789587951316
leaf_weight=59.086054176092148 29.829451963305473 54.559069752693176 15.437268376350401 21.935506984591484 30.681121379137039 20.454480007290844 10.482100918889044 18.226459473371506 11.676999300718306 3.9850226938724544 15.198886439204214 24.13112273812294 105.56114137172699 8.2417093813419324 31.436319872736931 13.216363221406938 9.2308122962713224 1949.0481644272804 4.2393970042467108 138.61570203304291 13.955642774701117 23.958014860749245 45.812659576535225 23.210017517209053 946.56923550367355 33.162530660629272 7.735067516565322 33.201109558343887 10.717836767435076 9.2098854184150678
leaf_count=237 120 219 62 88 123 82 42 73 47 16 61 97 423 33 126 53 37 7809 17 556 56 96 184 93 3795 133 31 133 43 37
internal_value=-9.82744e-05 -0.000385569 -0.00918809 -0.00609493 0.000102786 0.0033721 0.00406367 0.00446294 -0.00235642 -0.00994667 0.000211386 -0.0348408 -0.00133429 -0.00822027 0.00277302 -0.00045758 0.0258844 -0.000740398 -0.0217638 -0.000385133 -0.0141941 -0.0317199 0.0105476 -0.00910976 0.00499135 -0.00933619 -0.0217413 0.0183864 0.0209635 0.0391698
internal_weight=3722.81 3673.05 192.737 177.299 3480.31 1062.55 1034.36 1023.88 155.364 97.8741 69.758 28.1161 2417.76 272.726 96.0892 2145.03 22.4472 2122.58 34.9205 2087.66 176.637 37.9137 57.4897 54.6463 1005.66 138.724 28.1895 41.4428 49.7572 19.9277
internal_count=14922 14722 774 712 13948 4260 4147 4105 624 393 280 113 9688 1093 385 8595 90 8505 140 8365 708 152 231 219 4032 556 113 166 200 80
is_linear=0
shrinkage=0.0432651


Tree=23
num_leaves=31
num_cat=0
split_feature=148 28 144 138 119 97 101 23 17 86 104 28 130 10 89 99 95 40 120 110 79 144 55 52 40 34 130 119 10 10
split_gain=9.12269 9.54107 8.39234 7.08688 7.71228 7.04904 7.02135 7.00303 6.97839 8.42474 13.6309 10.0252 8.02887 8.04764 10.7494 8.02839 12.6372 8.09009 7.99211 10.1315 9.0264 6.93181 12.035 6.83704 6.73744 12.3416 10.0666 6.70478 8.76801 6.8435
threshold=0.24423393900191323 7.2678571428571432 0.016350000000000003 5.5000000000000009 1.3665 8.5000000000000018 2.7750000000000004 3.1547619047619051 1.0000000180025095e-35 2.7864741641337392 0.86650000000000016 6.9500000000000011 2.8945000000000003 1.5166666666666668 0.6100000000000001 0.6132478632478634 -1.0000000180025095e-35 1.655 1.9500000000000002 28.850000000000005 3.1317015430917419 0.025350000000000001 1.385 3.0750000000000006 3.0850000000000004 3.2350000000000008 2.5635000000000008 2.3665000000000007 1.3785714285714288 1.8619047619047622
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 2 7 -4 -5 8 23 -1 12 11 15 24 18 14 -14 17 -17 -11 19 20 -2 22 -6 -7 26 -26 -10 -9 -29 -30
right_child=5 -3 3 4 21 6 -8 27 9 10 -12 -13 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.0010873038425933692 0.0016149711328471716 -0.022676611578085148 -0.0010653899038628844 0.061560262436353208 -0.032309957032138951 -0.017479982089482145 0.024768267323580711 0.012894592879026667 0.0010623245662044417 0.028126353556909123 -0.032087963155833565 0.040061488147729585 -0.014355243619161994 0.056547635141045056 0.047888641806458035 0.02423723979896273 -0.0097017332703608922 -0.031213797913221913 -0.0086849499098307133 0.03408155372477846 -0.014881750715239528 0.048917924683921483 0.054373032918680141 -0.071495600116470825 -0.01777439495068641 0.0023044654531478807 -0.024176476422314248 0.022760787451629176 -0.048119465461294017 -0.0036016467388377488
leaf_weight=904.7441635876894 1212.6020386815071 26.172264382243156 17.398704782128334 11.197189882397653 8.4699824154377001 14.210422620177274 4.2299055457115164 191.02272176742554 539.35134054720402 4.732346609234809 48.837544113397598 9.9692575633525831 14.223273143172269 8.7370236814022046 7.7308221012353888 30.192679718136787 62.333851680159569 29.898164093494415 172.62140993773937 16.972034811973572 65.084583923220634 7.4162990152835837 4.1909812837839118 6.2247807830572119 131.51539921760559 101.2088915258646 30.945369735360146 12.731403470039366 9.9829633831977862 17.425963506102562
leaf_count=3628 4859 105 70 45 34 57 17 766 2161 19 196 40 57 35 31 121 250 120 692 68 261 30 17 25 527 406 124 51 40 70
internal_value=-9.47028e-05 0.00298966 0.0035633 0.0210914 0.0332925 -0.00158176 -0.0244338 0.00280593 -0.0013517 -0.00417159 -0.0127445 -0.00231103 0.000510577 0.0222846 0.00797247 -0.00524721 0.00142285 -0.0229036 4.99002e-05 0.00121659 0.000770775 0.0167391 -0.00292255 -0.0348648 -0.00285437 -0.00905205 -0.000321234 0.00952056 -0.00650855 -0.0202202
internal_weight=3722.37 1210.75 1184.58 48.6732 31.2745 2511.62 24.6651 1135.91 2486.96 988.985 175.995 812.99 1497.97 30.6911 21.9541 127.157 92.5265 34.6305 1467.28 1294.66 1277.69 20.0773 12.661 20.4352 803.021 232.724 570.297 231.163 40.1403 27.4089
internal_count=14922 4856 4751 196 126 10066 99 4555 9967 3964 706 3258 6003 123 88 510 371 139 5880 5188 5120 81 51 82 3218 933 2285 927 161 110
is_linear=0
shrinkage=0.0432651


Tree=24
num_leaves=31
num_cat=0
split_feature=110 137 9 140 30 145 104 145 2 9 103 26 145 136 105 142 10 26 145 7 134 49 47 26 103 126 146 146 91 35
split_gain=8.42467 9.57552 8.88299 11.9087 8.70116 10.5247 8.42309 8.90512 8.27618 9.48817 7.70727 7.58141 9.79473 9.36118 8.20808 7.54507 7.33891 8.48502 7.05104 9.991 9.63349 9.4867 7.00923 6.52656 6.50688 6.35178 6.27359 7.92332 6.49282 8.08924
threshold=21.550000000000004 16.050000000000004 2.9666666666666672 1.0000000180025095e-35 0.17405329593267879 0.23545000000000002 0.98450000000000004 0.17085000000000003 11.46160444022985 1.5166666666666668 1.2495000000000003 0.47354166666666675 0.74415000000000009 4.0500000000000007 0.62950000000000006 -0.93649999999999989 0.65476190476190488 0.50118055555555563 0.23355000000000004 5.0316048720150102 -1.0000000180025095e-35 3.3850000000000002 1.7450000000000003 0.52612500000000006 0.8175 1.3875000000000002 0.025750000000000006 0.037750000000000006 0.42458333333333337 2.9150000000000005
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 6 26 16 5 25 11 -8 9 -9 24 12 13 -2 -15 -5 -4 -18 -13 20 -20 -21 -7 -6 -10 -3 28 -28 -1 -30
right_child=1 4 3 15 23 22 7 8 10 -11 -12 18 -14 14 -16 -17 17 -19 19 21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0012878851217620296 -0.037561708308955492 0.0043387097143298414 -0.032289760441618381 0.051558385449993013 -0.073053944776553956 0.069887840662427342 0.048751055063193223 0.056319362264927099 -0.032307294338709353 -0.018108828271181102 -0.047820301718946114 0.034553678999681502 -0.033100746286661147 0.045299461691440751 0.00094215098035126425 -0.0059620246922106141 0.0031749280501013602 0.046474396834171761 0.0054353110999308648 0.011801301969148635 0.045604326054850264 -0.035455430676759742 -9.6792290481124822e-05 -0.0069302953812741324 0.012424765399506932 -0.069751169805050264 0.030176003078156832 -0.019427811449969301 0.059707985854971737 0.0012178676871247272
leaf_weight=3302.6592621803284 5.7373265624046317 4.2440883815288597 8.9780085980892164 18.175386235117916 6.2420035749673826 4.4912594705820066 4.9969476610422126 6.2406436353921872 9.9907759577035922 5.988197386264801 12.221079364418982 44.933616131544113 11.731225594878195 13.97774848341942 17.194025337696075 5.4583749622106543 73.387106344103813 9.2354871779680234 21.46223372220993 22.979266807436943 23.212336242198944 11.718326240777968 5.9925081729888916 4.9889375567436218 14.480154335498808 3.990986630320549 24.101317182183269 7.7293049842119208 6.984037488698962 11.196797624230383
leaf_count=13240 23 17 36 73 25 18 20 25 40 24 49 180 47 56 69 22 295 37 86 92 93 47 24 20 58 16 97 31 28 45
internal_value=6.09403e-06 0.00756181 -0.00055415 0.0112384 -0.0153069 0.00287785 0.0105999 -0.00430942 -0.0100384 0.020386 -0.0202757 0.0152473 0.000754823 0.0117263 0.0211159 0.038381 0.00411539 0.00819135 0.0209 0.0130522 0.0264998 -0.00435419 0.0311798 -0.0447831 -0.006037 -0.0329537 -0.000960607 0.0180502 -0.00114472 0.024393
internal_weight=3724.72 256.814 3467.91 115.234 29.9498 18.7188 226.864 53.9178 48.9209 12.2288 36.692 172.946 48.6403 36.9091 31.1718 23.6338 91.6006 82.6226 124.306 79.3722 44.6746 34.6976 10.4838 11.2309 24.4709 8.23508 3352.67 31.8306 3320.84 18.1808
internal_count=14933 1029 13904 463 120 75 909 216 196 49 147 693 195 148 125 95 368 332 498 318 179 139 42 45 98 33 13441 128 13313 73
is_linear=0
shrinkage=0.0432651


Tree=25
num_leaves=31
num_cat=0
split_feature=102 138 36 9 48 30 56 127 54 134 30 132 146 146 103 91 145 21 127 123 95 55 142 4 4 145 103 122 7 104
split_gain=7.13403 7.08639 10.4694 10.4643 9.02893 9.15191 8.83834 8.44377 10.7552 9.90292 10.3668 8.95986 8.29692 10.2724 10.6398 8.58263 7.9734 7.74849 7.67185 7.40225 7.3863 9.50258 6.94871 5.88241 4.45678 5.76488 6.6699 4.6332 4.2977 4.15083
threshold=3.3420000000000005 8.5000000000000018 17.325000000000006 2.9666666666666672 3.2350000000000008 1.3431372549019611 3.6900000000000008 1.6460000000000001 1.1050000000000002 0.8620000000000001 0.1201503759398496 2.7320000000000007 0.010550000000000002 0.028650000000000005 0.63050000000000017 0.46333333333333332 0.14365000000000003 0.4642857142857143 1.5635000000000001 1.8480000000000003 -1.499999999999998 1.4950000000000003 -0.14049999999999999 1510.968380981147 1375.8806667939714 0.18005000000000002 0.87350000000000005 1.0250000000000001 -3.7008766898568406 0.48650000000000004
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 4 7 5 6 16 12 11 10 -10 17 15 18 -15 19 -3 -9 -14 -1 21 23 -6 -5 -22 27 -27 -26 -7 -11
right_child=-2 2 -4 20 22 28 -8 8 9 29 -12 -13 13 14 -16 -17 -18 -19 -20 -21 24 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.00416979083376935 -0.055515547446161613 0.023391032237644584 -0.064249874151148634 -0.011721038798665361 -0.0092618458085245089 0.0050622661530360198 0.058756247422813393 -0.022098352876332401 -0.010986706383963159 -0.071818201683114882 0.0043039874040384793 0.047493240110293398 -0.022078709983613984 -0.022152126300824186 0.068935178799622049 0.056924738199118016 -0.0034395437029103061 0.0010031795101122002 0.037731824630560802 -0.0053624043386738957 0.066909112438874513 -0.03821265656430807 0.050048204618452725 0.047182938537627304 0.0060461863462448456 0.019416623867816129 -0.033220895457515096 0.057338919836786163 0.055555829523723808 -0.014313140311528456
leaf_weight=1374.8038810789585 3.9752540737390509 20.708411619067192 4.7441174685955039 5.7253568917512911 5.4731535762548456 5.6795011162757874 3.9966694414615622 98.573379248380661 108.04407420754433 4.4931501448154432 353.88107545673847 3.9919050335884085 58.314296811819077 3.9810166954994184 5.2216469347476959 5.217764437198638 1352.7128087878227 37.431382462382317 3.9943527281284323 171.2092474848032 4.2316949218511573 8.7001838684082013 10.458117589354512 6.4650293588638306 4.7021782547235516 29.368795722723007 4.9829732626676551 11.427974820137022 6.971014276146887 4.991004005074501
leaf_count=5512 16 83 19 23 22 23 16 395 433 18 1418 16 234 16 21 21 5423 150 16 687 17 35 42 26 19 118 20 46 28 20
internal_value=6.30665e-06 7.08713e-05 -0.00234485 0.00154647 -0.00211996 -0.00249455 -0.00283488 0.0010094 -0.00332256 -0.000192287 0.000721865 -0.0138362 0.00264193 -0.0117316 0.0301663 0.00330706 -0.00302911 -0.0157541 -0.0180543 0.00311319 0.0173392 -0.00449541 0.0299124 0.019965 0.0256515 0.0217541 0.0115219 0.0428343 0.0336365 -0.04315
internal_weight=3724.47 3720.5 1410.74 2309.75 1406 1390.07 1377.42 2234.15 611.406 471.409 461.925 139.997 1622.74 71.5113 9.20266 1551.23 1373.42 136.005 62.3086 1546.01 75.6042 20.8906 15.9313 12.1904 54.7136 50.4819 34.3518 16.1302 12.6505 9.48415
internal_count=14933 14917 5656 9261 5637 5573 5522 8957 2450 1889 1851 561 6507 287 37 6220 5506 545 250 6199 304 84 64 49 220 203 138 65 51 38
is_linear=0
shrinkage=0.0432651


Tree=26
num_leaves=31
num_cat=0
split_feature=136 53 101 46 133 134 138 97 10 80 2 9 140 10 28 55 142 28 138 12 41 3 145 7 136 104 99 3 7 7
split_gain=7.23368 9.98334 10.8033 7.9568 7.4628 9.81213 12.7704 10.8589 9.11362 8.09004 6.93377 6.69809 10.5589 7.94274 6.7791 7.67697 6.72163 6.67434 6.4295 6.37273 10.1156 12.4082 14.4067 11.372 10.7846 9.91366 16.1294 9.65236 10.8869 9.36557
threshold=2.9500000000000006 2.4950000000000006 1.1000000000000003 2.7250000000000005 2.0500000000000003 -0.11249999999999999 4.5000000000000009 5.5000000000000009 2.3095238095238098 0.052860555765120061 -79.659270617597016 2.9666666666666672 1.0000000180025095e-35 0.65476190476190488 3.9500000000000006 1.4750000000000003 -0.93649999999999989 6.3875000000000011 9.5000000000000018 1.0000000180025095e-35 1.6050000000000002 1557.6549962783831 0.84435000000000016 40.337718718133381 11.15 0.22950000000000004 0.82085561497326209 1331.2096695686325 -35.619759515171488 -32.795747186008718
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 4 3 -3 5 8 7 -7 9 -1 -8 19 13 -13 -15 -16 -14 -12 -6 20 -2 25 23 -23 -24 -22 -27 29 -29 -21
right_child=11 2 -4 -5 18 6 10 -9 -10 -11 17 12 16 14 15 -17 -18 -19 -20 27 21 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.048918462393769076 -0.015744331471378551 0.030755482860257671 -0.049697202523286611 -0.041846430651692614 0.044669804914504861 0.041634649828561389 0.012275890028165962 -0.039863200804612968 0.069359270605675816 0.017703272468023362 -0.052931939323322227 -0.034675199117917832 0.047747985883512471 0.00067086140851333289 0.045373622462698139 -0.011048508709121089 -0.006305348416124703 0.0057878197726248569 -0.016524064639121341 -0.017379782104339471 0.0085937996145340131 -0.024450679622048103 0.055533858047408763 0.019867442553022405 -0.020284543816087148 -0.00054019463258866897 -0.036092404962750839 0.011698236325919062 -5.4757924696386374e-05 0.029652973850409041
leaf_weight=4.2344644069671693 108.05823907256126 6.9857227653265017 20.445292949676514 4.2450774312019348 9.7297027707099897 8.9627683758735639 4.7404770255088797 4.2324922084808341 4.2261811643838874 12.974358350038527 22.447334200143821 8.7234476506710035 18.842493951320652 61.856828585267067 14.950259506702425 6.2348962873220435 5.4541599154472342 4.2305092662572852 4.4949818551540366 9.7106089293956739 213.25310000777245 94.56534980237484 8.732085168361662 11.96922682225704 5.485817849636077 288.63621120154858 25.69151408970356 156.29347813129425 2535.4212371706963 38.421029776334763
leaf_count=17 433 28 82 17 39 36 19 17 17 52 90 35 76 249 60 25 22 17 18 39 855 379 35 48 22 1157 103 628 10164 154
internal_value=7.01229e-06 -0.0108068 -0.0312305 0.00287572 -0.00264645 -0.00878937 -0.0202979 0.0151373 0.0151048 0.000658777 -0.035183 0.000343163 0.0105525 0.00378414 0.00795342 0.028859 0.0356971 -0.0436661 0.0254005 3.22375e-06 -0.00351135 -0.00146504 -0.0139546 -0.0194225 0.0264967 0.00140095 -0.00348313 0.000973821 0.000629115 0.0201068
internal_weight=3724.25 111.949 31.6761 11.2308 80.2733 66.0486 44.6136 13.1953 21.435 17.2088 31.4183 3612.3 116.062 91.7654 83.042 21.1852 24.2967 26.6778 14.2247 3496.24 756.392 648.333 120.752 106.535 14.2179 527.581 314.328 2739.85 2691.71 48.1316
internal_count=14933 449 127 45 322 265 179 53 86 69 126 14484 467 369 334 85 98 107 57 14017 3032 2599 484 427 57 2115 1260 10985 10792 193
is_linear=0
shrinkage=0.0432651


Tree=27
num_leaves=31
num_cat=0
split_feature=148 109 28 35 40 111 135 4 28 109 26 104 121 131 27 40 91 128 145 104 135 135 107 135 133 56 26 3 145 133
split_gain=7.99171 14.7449 9.84185 14.088 9.1944 10.9946 13.7014 9.42543 8.54555 12.3664 12.9874 10.9212 11.6184 12.0754 9.25531 8.43481 7.45504 9.68239 8.12466 8.75053 8.21119 7.45608 11.9719 7.4396 9.22039 9.13901 8.2087 7.59651 7.43075 10.2321
threshold=0.27064914705796966 1.0000000180025095e-35 6.7888888888888896 4.1150000000000011 4.5050000000000008 11.750000000000002 -0.087499999999999981 1668.7432866572144 4.3875000000000011 2.5000000000000004 0.61211111111111116 0.21150000000000002 0.64600000000000013 1.3875000000000002 0.68055555555555569 6.0150000000000006 -0.38458333333333322 0.63350000000000006 0.98065000000000013 1.9575000000000002 -0.51949999999999996 -0.32899999999999996 0.77250000000000008 0.22350000000000003 1.2680000000000002 1.9550000000000003 0.49527777777777787 1446.8110865832987 0.86655000000000015 1.3875000000000002
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=8 23 3 4 5 6 -3 -7 14 15 11 -11 -13 -14 16 -10 17 21 19 20 -18 22 -1 25 -25 28 27 -26 -2 -30
right_child=1 2 -4 -5 -6 7 -8 -9 9 10 -12 12 13 -15 -16 -17 18 -19 -20 -21 -22 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=0.027582524300321532 0.014231134553945713 -0.0019482891582490451 -0.064485410758116299 0.02907808050846673 -0.048842786550462876 0.003159081971224303 -0.022500545572031214 -0.034427674220146198 -0.0039756761071811234 -0.028750401587389448 0.038319134342847311 -0.037395352671698828 0.016239088570205971 -0.00717059129405518 0.05654978834892959 0.038642807097587786 -0.0059388979950095915 0.056735034808079607 -0.016732245492552974 -0.039975644546464961 0.0054432948466908455 -0.014374800653732952 -0.047026190794002977 0.0096478247765876182 0.044774598870999015 -0.022083501253513594 -0.043618231291477627 -0.024167759412969097 -0.038955341246473492 0.019120921292641448
leaf_weight=19.199151992797855 162.67872115969658 102.53519873321056 5.4722154736518851 18.219480574131012 10.462158441543577 155.41552929580212 148.78728015720844 13.225249275565146 1005.0100510567427 17.196838587522507 22.447568655014038 10.220051825046538 136.44483335316181 58.810239389538765 5.7114674299955359 8.4194222241640073 129.09816853702068 3.9643066674470893 34.939242944121361 7.9770555049180976 1428.2163832187653 100.44506658613682 4.7332930862903586 25.188965052366257 4.4944471716880816 16.714075639843941 18.220026433467865 7.4690386652946472 11.969307959079744 10.235203161835669
leaf_count=77 652 411 22 73 42 623 597 53 4029 69 90 41 547 236 23 34 518 16 140 32 5728 403 19 101 18 67 73 30 48 41
internal_value=0.000235022 -0.00388677 -0.00857093 -0.00783896 -0.00942408 -0.00840203 -0.01413 0.000145926 0.00121469 -0.00149896 0.00721475 0.00402364 0.00681103 0.00918795 0.00318385 -0.00360833 0.00299606 -0.00702391 0.00380105 0.00426303 0.00449861 -0.00921034 0.0123593 0.00439148 -0.00961305 0.00824812 -0.0256128 0.00227147 0.0110269 -0.0123043
internal_weight=3703.92 711.087 454.117 448.645 430.425 419.963 251.322 168.641 2992.83 1258.55 245.12 222.672 205.475 195.255 1734.28 1013.43 1728.57 128.342 1600.23 1565.29 1557.31 124.378 23.9324 256.97 55.3725 201.597 30.1835 11.9635 184.883 22.2045
internal_count=14853 2851 1821 1799 1726 1684 1008 676 12002 5046 983 893 824 783 6956 4063 6933 515 6418 6278 6246 499 96 1030 222 808 121 48 741 89
is_linear=0
shrinkage=0.0432651


Tree=28
num_leaves=31
num_cat=0
split_feature=85 86 46 49 85 41 149 0 110 38 145 49 126 142 54 34 1 81 29 9 56 118 132 51 130 122 30 142 118 94
split_gain=12.4001 8.99532 7.60317 13.65 9.95532 9.32318 13.9917 9.71454 9.1089 8.48876 13.4301 11.5463 8.48541 9.57726 8.6905 8.39485 9.38328 8.26245 8.50284 7.7928 7.47575 6.94829 6.80051 10.2468 7.46807 6.10817 11.1365 6.57674 4.68786 2.73037
threshold=-0.65214285714285702 4.5833333333333348 3.6850000000000005 2.4750000000000005 -0.14401433691756271 1.925 0.54150293202056043 1594.4761010345308 1.6500000000000001 0.29630480988405294 0.90295000000000014 2.8750000000000004 1.4720000000000002 1.9310000000000003 1.425 6.1950000000000012 1683.7265444909597 0.22500000000000003 4.4722222222222232 1.4476190476190478 1.2450000000000003 1.1000000000000003 1.3165000000000002 1.2250000000000003 1.8450000000000002 1.3245000000000002 0.13929238431209792 1.3270000000000002 1.3665 16.050000000000004
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=22 2 5 4 25 8 7 20 15 11 -11 -10 14 -14 -6 16 -2 18 -8 -9 -7 -17 29 24 -24 26 -4 -27 -5 -1
right_child=1 -3 3 28 12 6 17 19 9 10 -12 -13 13 -15 -16 21 -18 -19 -20 -21 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.061247803517216516 0.0040960653337964049 0.046812700632695464 -0.017859887802222779 -0.016677343082386321 -0.011410808006505324 -0.035972948605564832 0.0033228938782328102 0.0045744602105013696 0.0042761507392174653 0.00324042460595283 -0.018329867077663008 -0.010247540455244496 0.0048363899800069757 -0.016694599070833437 0.0027592543344386079 -0.068779438999043929 0.043568544136702247 0.043914153165370645 -0.0073945567403103912 -0.024700766669145457 0.01462692666463385 0.0062359982142329235 -0.062195075751790972 0.043600948377543546 0.007163949469846104 -0.026182586242037863 0.036863484398290292 0.013333371567516197 -0.073789252506772929 -0.026259769641527538
leaf_weight=8.4618213474750537 482.64098152518272 7.4713022261857978 19.204790964722637 4.9860754013061506 211.5924478918314 5.2284307181835166 427.9404219686985 98.316738471388817 136.4816522449255 507.48834539949894 60.112818211317062 408.70892353355885 434.93130852282047 42.097997263073921 130.96295630931854 4.9774898886680585 11.196746796369551 7.7174276262521735 204.48529925942421 20.216859310865402 346.76564200222492 3.9859442412853241 5.5347407162189501 5.1686447262763968 5.6104299873113632 66.056259602308273 10.457440912723539 8.728309214115141 6.2362091839313507 9.7432694435119611
leaf_count=35 1935 30 77 20 848 21 1717 394 547 2034 241 1638 1744 169 525 20 45 31 820 81 1391 16 23 21 23 265 42 35 25 40
internal_value=0.000224268 0.000468274 0.000369222 -0.00299615 -0.00241035 0.00152396 0.00457476 0.0102358 -0.000573908 -0.00275745 0.00094605 -0.0066113 -0.000804458 0.00292538 -0.00599615 0.00425722 0.00502139 0.000410366 -0.000144615 -0.000476958 0.0138402 -0.0364447 -0.0254541 -0.0049625 -0.0281288 -0.0149666 0.00163874 -0.0215298 -0.049692 -0.0433748
internal_weight=3703.51 3668.99 3661.52 935.254 924.032 2726.26 1110.67 470.528 1615.59 1112.79 567.601 545.191 819.585 477.029 342.555 502.801 493.838 640.143 632.426 118.534 351.994 8.96343 34.5189 16.3138 11.1452 104.447 29.6622 74.7846 11.2223 18.2051
internal_count=14853 14711 14681 3750 3705 10931 4455 1887 6476 4460 2275 2185 3286 1913 1373 2016 1980 2568 2537 475 1412 36 142 67 46 419 119 300 45 75
is_linear=0
shrinkage=0.0432651


Tree=29
num_leaves=31
num_cat=0
split_feature=120 46 4 86 134 27 30 106 147 41 26 144 29 34 132 34 10 3 0 120 80 111 135 35 90 42 118 44 127 147
split_gain=7.36327 7.77245 10.5197 9.74495 9.31424 10.2181 9.41065 12.4681 9.43089 9.03545 9.64913 10.5514 10.0246 8.95195 8.74725 13.1861 8.65785 9.56465 8.8419 8.65426 9.19751 8.56338 8.26028 8.13699 7.25759 6.90145 7.31813 6.2544 3.54388 2.68553
threshold=0.21100000000000005 3.6850000000000005 1766.3154745470713 4.7638888888888902 0.053500000000000013 0.42527777777777781 0.28621378621378629 0.52250000000000008 0.46727212695799086 1.925 0.50211111111111129 0.007150000000000001 6.5277777777777786 6.0550000000000006 1.7320000000000002 1.7550000000000001 2.6214285714285719 1598.1547303845127 1588.9743749368286 0.64600000000000013 0.046585792411838654 27.050000000000004 -1.0459999999999996 2.7850000000000006 0.28083333333333332 7.2150000000000007 1.7750000000000001 9.2900000000000009 1.0500000000000003 0.45056500727216336
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 4 9 6 25 21 -8 -9 16 11 12 -11 -13 27 -16 22 18 -18 -7 -21 24 29 -24 -3 26 -6 -12 -23 -2
right_child=1 2 -4 -5 5 19 7 8 -10 10 14 13 -14 -15 15 -17 17 -19 -20 20 -22 28 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.041756214838363045 -0.015102286951965775 0.0033549022090259375 0.054965319207391561 0.060040517765764606 -0.011225611272282677 -0.063783737541131813 -0.064423993808271837 0.02353769576087477 -0.04881050757622564 -0.0010284824863781438 0.016370875627421309 0.012087496149837415 0.034997485832700827 0.065394580084903217 -0.030091811963433631 0.010947869780997301 0.014584610826337937 0.056360422288777232 -0.026340714649739323 0.0069581839680256134 -0.0092496664757061794 -0.0065711797857469501 0.0021229564478551363 -0.0041741611138644222 -0.027396864497465794 0.012543982880474518 -0.057029948209328246 0.001561458674817629 -0.055083392127881436 -0.063401598483197333
leaf_weight=7.4565861672163001 4.2340174317359907 483.02270153164864 5.4582273960113517 4.9549669474363318 10.726908087730409 4.4892963618040076 9.2218175232410449 9.71121998131275 4.7213049679994574 655.28439626097679 238.19490721821785 72.139413952827454 14.432509571313856 6.1072740405797949 23.430091872811317 37.867362335324287 60.275896906852722 8.2231045365333539 11.473278895020483 84.768159121274948 285.31250812113285 4.9794340878725034 733.18685099482536 806.04254518449306 14.456432312726973 5.4871945530176154 17.198040917515755 68.871703177690506 6.4817692190408707 4.734489917755127
leaf_count=30 17 1937 22 20 43 18 37 39 19 2629 955 290 58 25 94 152 242 33 46 340 1145 20 2940 3232 58 22 69 276 26 19
internal_value=0.000213733 0.000302383 -0.00307951 0.00146627 -0.00343676 -0.0083529 0.000332158 -0.02614 -0.000727576 0.00135284 0.00435022 0.00152571 -0.000234158 0.0165222 0.0100785 -0.00482114 -0.00070275 0.0131471 0.00794377 -0.00629143 -0.00553413 0.00157972 -0.00142099 -0.00117483 0.00244255 -0.031157 -0.0397934 0.0130549 -0.0348298 -0.0420297
internal_weight=3702.94 3695.49 946.035 2749.45 940.577 407.982 532.595 23.6543 14.4325 2744.5 1116.33 747.964 669.717 78.2467 368.364 61.2975 1628.17 79.9723 71.7492 374.57 370.081 508.94 1548.2 1539.23 497.479 33.4121 27.9249 307.067 11.4612 8.96851
internal_count=14853 14823 3795 11028 3773 1637 2136 95 58 11008 4479 3002 2687 315 1477 246 6529 321 288 1503 1485 2041 6208 6172 1995 134 112 1231 46 36
is_linear=0
shrinkage=0.0432651


Tree=30
num_leaves=31
num_cat=0
split_feature=85 4 3 127 103 130 49 37 148 40 110 85 3 3 94 53 38 110 135 85 126 77 7 34 86 5 134 124 28 40
split_gain=13.8179 9.16957 7.02598 7.05726 6.80042 9.48331 10.9013 8.42728 10.6512 13.1942 11.8404 9.64001 7.57044 12.5466 11.7451 12.8143 9.2142 8.64712 9.6526 10.9076 9.32026 7.91193 7.71844 12.2868 11.1917 7.57507 7.4792 7.47663 7.59042 7.42568
threshold=-0.36222222222222217 1500.0169376339279 1388.1214344456387 1.7070000000000001 1.925 2.6835000000000004 2.1950000000000007 0.34239780581038315 0.24846223151618968 2.8050000000000002 15.750000000000002 -0.080645161290322537 1428.864954585895 1504.1571467552369 13.050000000000002 2.2050000000000005 0.26221328301884178 10.450000000000001 -0.41099999999999998 0.03861872146118716 1.5855000000000004 3.6214285714285719 7.4075630484999246 1.4950000000000003 3.0327956989247316 1502.748401394173 -0.50549999999999995 1.2250000000000003 5.3875000000000011 2.1450000000000005
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 -3 -4 12 7 -7 11 -9 10 -10 -6 17 -14 15 25 -17 21 -19 20 -20 27 24 -24 -16 -15 -13 29 -29 -2
right_child=4 2 3 -5 5 6 -8 8 9 -11 -12 26 13 14 22 16 -18 18 19 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.031099048180972148 0.00036554256560488363 0.042986135450645897 -0.013819814516775174 0.041075668950485651 0.026857651326184884 0.066098817666043932 -0.0063912911431473233 0.03627833445579768 -0.021670185256233779 0.070471710260440051 0.039029790041632061 -0.062290976446524003 -0.0040801440317510054 0.010365843594173444 0.0044518090624059044 0.023770490304501186 0.0072391419346313369 -0.022594258439119601 -0.0021478263118960153 -0.047367283916317192 0.016953742847033437 0.041155400432346265 0.0015195141047366812 -0.012266035922322515 -0.018403131077187971 -0.0020543061810909548 -0.0064230676538323418 -0.0010844599483607721 0.035603449496614502 0.020354688383700394
leaf_weight=41.036936551332474 49.645392373204231 4.9604150205850592 50.39392663538456 4.4580820947885504 15.692765712738035 10.448293879628183 5.9733396768569937 29.896294340491295 25.678800329566002 4.2431803196668616 7.4811039566993704 4.4869849234819403 1146.0002786666155 128.31293258070946 459.18991795182228 100.52208906412125 169.90327961742878 33.905232802033424 153.1599358022213 7.7275806814432135 69.123470231890678 13.611070796847342 248.42651633918285 235.50368009507656 43.594336941838264 321.57061956822872 63.460982084274292 155.68109963834286 10.970760837197302 115.98702622950077
leaf_count=167 199 20 204 18 63 42 24 120 103 17 30 18 4595 515 1841 403 681 136 614 31 277 55 996 944 175 1290 255 625 44 465
internal_value=0.000328862 -0.0154399 -0.00457726 -0.00912497 0.000768382 0.00927686 0.0401495 0.00583254 0.0171879 0.00173306 -0.00771 -0.00333793 0.00035626 -0.000579143 0.00177159 0.00597051 0.013407 0.00473039 -0.00116758 0.00202054 0.00380958 0.00922711 -0.00129469 -0.00519323 0.00245867 0.00149342 -0.0104141 0.00787714 0.0014006 0.0143768
internal_weight=3731.05 100.849 59.8124 54.852 3630.2 167.362 16.4216 150.94 67.2994 37.4031 33.1599 83.6407 3462.84 2853.02 1707.02 720.309 270.425 609.812 263.916 230.011 222.283 345.895 986.714 483.93 502.784 449.884 67.948 332.284 166.652 165.632
internal_count=14967 409 242 222 14558 672 66 606 270 150 133 336 13886 11440 6845 2889 1084 2446 1058 922 891 1388 3956 1940 2016 1805 273 1333 669 664
is_linear=0
shrinkage=0.0432651


Tree=31
num_leaves=31
num_cat=0
split_feature=3 3 23 109 91 102 134 120 137 22 2 4 9 45 134 56 4 44 9 49 48 141 135 23 132 142 0 91 3 137
split_gain=7.26276 11.485 13.8221 11.855 11.6918 12.267 11.1024 10.9473 19.2486 9.49833 9.43137 8.98821 8.90119 8.94183 8.25508 9.30519 12.1458 7.87775 11.3878 8.61733 8.03345 8.17621 8.23376 8.00002 8.74826 9.64375 7.93812 7.93171 7.74835 9.62515
threshold=1527.8279123234026 1428.864954585895 6.5833333333333348 1.5000000000000002 0.13124999999999998 0.74150000000000016 0.58900000000000008 0.64600000000000013 5.0500000000000007 0.90000000000000013 -75.912127264595696 1702.4760819216276 0.51666666666666672 1.2850000000000004 0.67100000000000015 2.0050000000000003 1447.5586260910898 10.175000000000002 2.6547619047619051 2.5150000000000001 2.1150000000000007 0.40250000000000008 -0.21099999999999999 2.7750000000000004 3.3165000000000004 0.97350000000000014 1618.632571490117 0.16541666666666668 1550.4425543067784 4.7500000000000009
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 2 3 7 5 9 17 8 -1 -5 -6 -7 -9 -14 -8 16 -16 18 23 20 21 26 -23 24 25 -2 -19 -20 -18 -30
right_child=6 -3 -4 4 10 11 14 12 -10 -11 -12 -13 13 -15 15 -17 28 19 27 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.044531984858885494 0.0045463431423840139 -0.0030787567927808663 0.070108228642972892 0.017594609321762867 -0.049659783003287369 -0.0068190716025188815 -0.02383690535144279 -0.024829391631420266 -0.028125925312879895 -0.036070336961199795 0.0054382655046586684 -0.057132544956134554 0.012981986510096478 -0.011050184760009355 0.044649275485594053 -0.024799415447461941 0.034497081743805065 0.018802532171295731 0.033232493744932291 -0.04184922757636074 -0.040683943158214976 0.017464607392350499 -0.021819194560367513 -0.0014176762365793146 -0.041255617759601404 0.016206489666757497 -0.015261982564119717 -0.027768517502831939 0.031449089584573868 -0.020634979960378604
leaf_weight=8.2113661319017393 602.970544308424 1665.9818409234285 5.4647978544235221 66.257389083504677 17.696652308106426 114.40893664956093 46.35916768014431 13.195258468389509 33.574858531355858 6.4763197898864737 8.4850236624479276 6.7181098461151114 335.9518725425005 31.449270114302635 12.684271335601805 22.432655036449432 8.4646310806274396 51.413300260901451 38.320791080594063 10.974852427840231 9.2071012109518033 12.96653628349304 40.122413948178291 322.3966858536005 6.7171182185411444 170.10210646688938 16.720105364918709 4.1827624291181555 7.9848185628652564 32.643073722720146
leaf_count=33 2418 6684 22 266 71 459 186 53 135 26 34 27 1348 126 51 90 34 206 154 44 37 52 161 1293 27 683 67 17 32 131
internal_value=0.000315636 -0.00117804 0.00370849 0.00310561 -0.00503198 -0.00134286 0.00275498 0.00734559 -0.0135955 0.0126656 -0.031968 -0.00976693 0.00965518 0.0109163 -0.00924967 -0.00115335 0.00752488 0.00397592 0.00516615 -0.00564804 -0.0024976 0.000512023 -0.0121727 0.00431385 0.00668307 0.00711817 0.0104076 0.0270508 -0.00231646 -0.0102166
internal_weight=3730.53 2313.87 647.89 642.425 220.042 193.861 1416.66 422.383 41.7862 72.7337 26.1817 121.127 380.596 367.401 130.569 84.2094 61.7768 1286.09 1144.69 141.404 130.429 121.222 53.089 1102.19 779.79 773.073 68.1334 42.5036 49.0925 40.6279
internal_count=14967 9284 2600 2578 883 778 5683 1695 168 292 105 486 1527 1474 524 338 248 5159 4592 567 523 486 213 4421 3128 3101 273 171 197 163
is_linear=0
shrinkage=0.0432651


Tree=32
num_leaves=28
num_cat=0
split_feature=54 42 9 3 3 4 7 116 127 8 52 117 137 45 54 109 54 8 1 132 11 31 4 37 10 145 8
split_gain=6.93956 7.47546 7.16219 7.42673 9.65209 8.45773 6.77446 9.35021 9.15872 7.9799 7.99054 7.87196 6.54341 6.21104 7.68776 6.11776 6.03832 5.88968 5.57111 5.37161 4.82934 4.73128 4.51435 5.38431 4.36449 3.70329 3.33612
threshold=1.9150000000000003 13.875000000000002 3.7416666666666671 1527.8279123234026 1418.3109254352632 1709.7742255492433 -8.5272695337118858 -0.58349999999999991 2.2360000000000002 3.183333333333334 2.1950000000000007 0.41650000000000004 6.0500000000000007 1.4550000000000003 1.1450000000000002 1.5000000000000002 2.0050000000000003 1.0773809523809526 1430.4848157239496 0.8660000000000001 1.7928571428571431 0.19576423128641868 1437.1868534720518 0.45887648425439681 2.378571428571429 0.20155000000000003 2.7928571428571431
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
left_child=1 2 3 4 5 12 9 11 -9 10 -5 -8 -1 14 -6 -7 18 21 -2 -15 -19 -4 23 -18 -20 -3 -24
right_child=16 25 17 6 13 15 7 8 -10 -11 -12 -13 -14 19 -16 -17 22 20 24 -21 -22 -23 26 -25 -26 -27 -28
leaf_value=0.012141715628607363 -0.0053360744516080987 -0.012159738558678131 -0.025685473459090315 0.018940951686107519 -0.007773118024676221 0.0048604125383203099 -0.029332076180488602 0.0011463807057285379 0.016884325019038832 -0.038135311128271343 0.0041284126956962052 -0.0039939688428292305 0.0014240647161237073 0.057664012537224404 -0.0014225929716144097 -0.054156815549030575 -0.0073702094013466729 0.016877818400476485 0.069072650291632537 0.0059164908345446972 0.075615727960877066 0.026743423963232267 0.0034686453931385246 0.057965663939709464 0.015097541332972543 -0.067915139713913372 -0.044694719926501182
leaf_weight=148.42075496912003 4.2393089979887035 4.9782829731702787 5.4628152996301669 103.8001487404108 506.20466569066048 5.4608864486217481 30.182951390743256 885.60964268445969 74.740857928991318 6.4653559774160376 198.11811611056328 93.005764961242676 376.8363960981369 5.2396970987319973 1207.9108273535967 7.7109993547201157 4.7225521504879016 5.4452189654111844 8.4171178340911847 11.721573218703268 5.2134463936090469 6.8818237036466599 6.4453181475400907 4.2341569364070892 4.4746636897325507 3.9886153787374496 4.2151754051446915
leaf_count=596 17 20 22 417 2031 22 121 3552 300 26 795 373 1512 21 4846 31 19 22 34 47 21 28 26 17 18 16 17
internal_value=0.000301519 0.000114486 0.00021235 6.00023e-05 -0.00146593 0.00359162 0.00254774 0.000936465 0.00237694 0.00820162 0.00923711 -0.010268 0.00445862 -0.00303942 -0.00329921 -0.0301989 0.0189201 0.0240954 0.0374112 0.0227489 0.0471056 0.0034735 0.00239797 0.0245394 0.0512365 -0.0385876 -0.0163943
internal_weight=3730.15 3693.4 3684.43 3661.43 2269.51 538.429 1391.92 1083.54 960.351 308.384 301.918 123.189 525.257 1731.08 1714.12 13.1719 36.7483 23.0033 17.1311 16.9613 10.6587 12.3446 19.6172 8.95671 12.8918 8.9669 10.6605
internal_count=14967 14819 14783 14690 9106 2161 5584 4346 3852 1238 1212 494 2108 6945 6877 53 148 93 69 68 43 50 79 36 52 36 43
is_linear=0
shrinkage=0.0432651


Tree=33
num_leaves=30
num_cat=0
split_feature=85 141 103 97 136 95 29 120 85 42 136 27 80 100 120 146 136 132 55 90 146 0 16 93 0 79 0 110 31
split_gain=10.9109 7.81605 8.01085 7.52902 9.75084 8.56695 7.10609 6.92948 6.0425 16.1919 6.45782 5.77755 6.16697 5.57556 8.3809 5.85409 5.20229 4.87269 7.11771 6.47132 6.08732 4.77357 4.55182 5.93487 3.59545 3.49416 1.67038 1.27323 0.932952
threshold=-0.61504643962848293 2.4050000000000007 1.7265000000000004 8.5000000000000018 10.15 -14.249999999999996 5.4722222222222232 0.21100000000000005 0.37285714285714294 2.3250000000000006 5.9500000000000011 0.5661250000000001 0.069118206561503109 2.9000000000000004 2.6835000000000004 0.018450000000000005 4.8500000000000005 1.3165000000000002 1.4850000000000001 -0.063749999999999932 0.00125 1465.1127532121093 1.0000000180025095e-35 25.050000000000004 1527.2868028309956 2.7407640344747271 1510.0294537183372 14.65 0.12233560090702947
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
left_child=17 3 6 7 5 21 11 -2 13 26 -11 12 16 15 -15 -9 -3 19 20 28 -19 -5 23 -7 -20 -21 -10 -6 -1
right_child=1 2 -4 4 27 22 -8 8 9 10 -12 -13 -14 14 -16 -17 -18 18 24 25 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=-0.037237767067218368 -0.040170964246550069 0.055610550935329038 -0.032487768921131664 -0.005081827100605449 -0.036709424045554863 -0.041483555426491972 0.060618805969870564 -0.00018017807020428108 0.076054289549535581 -0.013015606283151517 0.015137586880099316 0.060126915844570208 -0.035773576802940139 -0.027134059781130544 0.00490210662940782 0.013990396753409835 0.0062446659352883094 -0.066120196291525879 0.048385628683350182 -0.037639851421000882 0.003989779293921707 0.058289455541838529 -0.056152525156328709 0.027334986526588154 -0.0066914809070865609 0.014844510710813351 0.037197139601827169 -0.07643349389926811 -0.069990135674020265
leaf_weight=4.05855840444565 7.6748351305723181 4.7360648214817109 4.9705563485622397 4.2333164960145968 3.9748647063970548 4.2249732017517108 7.7229205667972556 3399.0029293596745 5.9442024230957013 25.377805948257446 37.134578183293343 4.2385332286357871 4.7297889590263358 34.384191527962685 27.132627427577972 55.109312906861305 19.161978200078011 4.503675729036333 4.2013145834207517 4.0816533267497999 4.3638896048069 4.2203961312770844 5.4641548991203299 4.4728531539440155 4.1808635741472244 4.8156083226203918 4.9755945354700089 4.4707912057638168 6.9688029587268829
leaf_count=17 31 19 20 17 16 17 31 13632 24 102 149 17 19 138 109 222 77 19 17 17 18 17 22 18 17 20 20 18 29
internal_value=-0.000212738 2.4377e-05 0.0177638 -0.000200104 -0.0212895 -0.00615425 0.0241438 -1.59135e-05 7.38809e-05 0.0123272 0.00369952 0.0150219 0.00769529 -0.000183267 -0.0130566 4.73103e-05 0.0166924 -0.0234238 -0.00637746 -0.0378151 -0.0327816 0.0276198 -0.0264957 -0.00640665 0.0217509 -0.00974854 0.0600619 -0.0599524 -0.0594591
internal_weight=3710.53 3673.36 45.5598 3627.8 31.0613 22.6157 40.5893 3596.74 3589.06 73.4322 62.5124 32.8664 28.6278 3515.63 61.5168 3454.11 23.898 37.1744 17.2497 19.9246 8.86757 8.45371 14.162 8.69783 8.38218 8.89726 10.9198 8.44566 11.0274
internal_count=14889 14735 183 14552 125 91 163 14427 14396 295 251 132 115 14101 247 13854 96 154 71 83 37 34 57 35 34 37 44 34 46
is_linear=0
shrinkage=0.0432651


Tree=34
num_leaves=31
num_cat=0
split_feature=85 141 103 93 5 103 86 46 55 119 4 146 42 98 91 2 39 99 35 15 90 29 10 79 27 122 4 35 50 2
split_gain=10.1041 7.1916 7.37748 6.99177 9.60618 11.8849 11.2287 9.78814 9.58809 10.4553 8.94584 8.66013 10.055 8.45883 8.16979 7.44164 7.69821 7.1838 6.68688 9.09749 8.96012 6.54298 7.33639 6.18672 5.72795 6.6704 4.78328 4.54483 3.84408 3.41862
threshold=-0.61504643962848293 2.4050000000000007 1.7265000000000004 20.550000000000004 1490.9823745901824 0.46950000000000003 3.1371473354231978 3.4550000000000005 1.6450000000000002 1.9000000000000001 1583.1283266044481 0.017650000000000002 11.625000000000002 0.74456521739130443 -0.18291666666666662 292.72429757749495 0.5002235920042275 0.73205128205128212 5.205000000000001 0.55000000000000016 0.0070833333333332514 5.4722222222222232 2.5916666666666672 3.0271346066537861 0.52527777777777784 2.8785000000000003 1584.320252630702 3.5150000000000001 1.5550000000000004 -39.156704233918838
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=26 3 21 11 5 -5 13 17 9 -7 -10 12 15 14 -6 16 -2 -8 19 -13 -21 22 24 -17 25 -3 29 -9 -14 -1
right_child=1 2 -4 4 6 8 7 27 10 -11 -12 18 28 -15 -16 23 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.051575799345476618 -0.00021788672933555235 -0.0060022011522059245 -0.031183063128179013 -0.060418859106219247 0.013002522195582383 -0.032468616734960126 0.012409355284624678 -0.050955457852751997 0.030237168976235927 0.00030076696654548932 -0.027178685593632523 -0.049324595722991839 -0.010813371088065743 -0.048134898441810445 -0.0014859980728777506 0.053556373185854017 0.007426764029050268 -0.035151515247298752 0.046064273079167654 0.037290434379234745 -0.019498996661886262 0.058202942539498141 -0.032423737598921976 0.0037421510964671606 0.056859939086993681 0.044349547626403335 0.016384759930145855 -0.020038066511749348 -0.062563735529748865 -0.019564670629785685
leaf_weight=8.6332171857357007 2406.6326283961535 13.946980834007269 4.9692097008228293 9.7301972508430463 82.306814596056938 42.658958911895752 22.143981367349628 15.649375796318052 16.449325129389766 31.615749552845955 6.9659183770418158 3.9879250079393413 4.9721428453922254 6.4829183965921393 613.67682865262032 8.7318232059478778 274.36807915568352 7.7282479107379904 12.853690445423124 15.607306763529779 7.4479141235351554 7.7103063017129889 4.9750906974077216 9.7155965119600278 6.7217666655778876 7.2035202533006659 4.8786292225122443 21.876636251807213 5.9795062094926834 23.459673196077347
leaf_count=36 9649 56 20 39 330 171 89 63 66 127 28 16 20 26 2461 35 1105 31 52 63 30 31 20 39 27 29 20 88 24 98
internal_value=-0.000204045 2.35392e-05 0.0170458 -0.000191725 -0.00355404 -0.0156523 -0.00185957 -0.0186807 -0.0109928 -0.0185843 0.0130068 0.000881098 0.000585192 -0.000237128 0.000233111 0.000755604 0.000565322 -0.000160941 0.0208028 0.00835871 0.0189275 0.0231721 0.0144199 0.0278817 0.0230811 0.0115916 -0.0226017 -0.0332848 -0.040136 -0.0286416
internal_weight=3710.08 3673.11 45.5269 3627.58 877.285 107.42 769.865 67.3982 97.69 74.2747 23.4152 2750.3 2710.4 702.467 695.984 2699.45 2681 29.8722 39.8968 27.0431 23.0552 40.5577 32.8474 18.4474 27.8723 21.1505 36.9715 37.526 10.9516 32.0929
internal_count=14889 14735 183 14552 3519 431 3088 271 392 298 94 11033 10872 2817 2791 10828 10754 120 161 109 93 163 132 74 112 85 154 151 44 134
is_linear=0
shrinkage=0.0432651


Tree=35
num_leaves=31
num_cat=0
split_feature=85 132 104 5 46 111 112 149 44 130 26 48 3 85 36 125 41 5 31 137 48 98 112 123 149 26 100 105 49 131
split_gain=9.79541 11.3038 8.65172 13.264 7.9836 9.65725 11.4291 7.61164 8.55345 10.8617 9.09109 8.58642 7.52481 7.29793 10.7446 8.13733 9.61042 8.3519 9.40322 7.02538 6.6931 6.89786 11.0346 8.58026 12.0513 7.82549 7.11741 8.48706 7.5997 6.7483
threshold=-0.10442932728647013 0.21100000000000005 1.3335000000000001 1535.2138658085048 6.4650000000000007 18.550000000000004 0.68150000000000011 0.50622604215781086 8.3250000000000011 2.8820000000000001 0.47354166666666675 1.7850000000000004 1628.462643971013 0.35636363636363638 1.8450000000000004 1.1000000000000003 2.3250000000000006 1520.5558430861579 0.16611479028697568 6.1500000000000012 3.1650000000000005 0.77525252525252542 0.22750000000000004 1.8375000000000001 0.55463384271978033 0.39387500000000003 0.63500000000000012 0.44950000000000007 2.1950000000000007 0.7320000000000001
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 13 7 5 6 12 -4 9 10 -9 -10 -5 -2 -15 17 19 18 -16 -17 21 22 29 24 -24 -23 28 -28 -27 -3
right_child=2 20 3 4 -6 -7 -8 8 11 -11 -12 -13 -14 14 15 16 -18 -19 -20 -21 -22 25 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.041302807266139968 0.00083444315241334652 -0.044110390581311866 0.0081043762949111718 0.019919531323444657 0.063090282070431311 -0.038528950235325612 0.060900118884384846 -0.0057674994843861151 0.026946570024002178 0.020436786992489426 -0.050928936261452375 -0.020068472433946664 -0.05035902512130655 0.053775186902414028 -0.051211590420374563 0.05949985310677193 -0.033418951301500473 0.041021110344956216 0.0080397958342378947 0.015028753546538131 0.048859570408217208 -0.040010714053923327 3.9910077726199367e-05 0.016494504503983494 -0.021531751704347377 0.064189640153867092 -0.0059359267743731596 0.020099873237913322 0.0083559611648674533 -0.015131087411741108
leaf_weight=15.896338641643522 2999.8503159880638 19.292714014649391 17.939137697219849 7.2284239679575055 4.9725005328655234 6.7206689566373816 7.4760303795337668 10.966475695371626 10.234738543629645 5.9827249497175208 35.878941237926483 22.915935963392258 4.2283678948879242 10.861828327178953 10.447050064802175 9.7088943868875521 4.9814014583826056 4.2356656640768042 9.2034120708703977 20.679103508591652 3.9945157170295706 7.2137795835733405 149.23499700427055 33.276170179247856 71.449077144265175 6.9784499108791378 85.779157117009163 31.846970677375793 12.425665497779844 67.587624117732048
leaf_count=64 12034 78 72 29 20 27 30 44 41 24 144 92 17 44 42 39 20 17 37 83 16 29 600 134 288 28 345 128 50 273
internal_value=-0.000196007 -0.00579446 0.00068675 -0.0100373 0.0148645 0.00478998 0.0205893 -0.0174015 -0.0227346 -0.0334903 -0.0404784 -0.00542285 -0.00674548 0.00115784 0.0149204 0.00752293 0.0206165 -0.0118831 -0.0238074 0.0297553 -0.0046115 -0.00508689 -0.0084406 -0.00387458 -0.00696731 0.002839 0.0051914 0.0011521 0.029221 -0.0217181
internal_weight=3709.49 504.975 3204.51 134.544 30.626 25.6535 18.9328 103.918 85.9788 52.8281 46.8454 33.1507 11.4568 3069.97 70.1174 59.2555 35.3694 23.8861 19.6505 30.388 489.079 485.085 340.841 253.96 220.684 144.244 137.03 117.626 19.4041 86.8803
internal_count=14889 2033 12856 540 123 103 76 417 345 212 188 133 46 12316 282 238 142 96 79 122 1969 1953 1373 1022 888 580 551 473 78 351
is_linear=0
shrinkage=0.0432651


Tree=36
num_leaves=31
num_cat=0
split_feature=86 44 9 142 3 109 84 150 144 134 46 29 31 3 109 146 121 107 56 54 46 131 110 100 110 4 4 80 107 136
split_gain=10.5717 7.20735 8.07506 12.6633 9.08187 8.0951 7.24467 10.7337 10.3162 11.0412 9.97086 8.42772 7.55485 10.0828 12.3946 9.93769 10.2035 7.81808 7.53685 7.41976 14.5768 11.0895 12.0363 11.1983 10.273 7.64101 6.22777 6.17031 6.1516 5.94792
threshold=4.7638888888888902 11.950000000000001 1.3785714285714288 -1.0759999999999998 1550.4425543067784 1.0000000180025095e-35 0.028012820512820454 0.483516332634852 0.0075500000000000003 -0.58899999999999986 2.4150000000000005 6.6125000000000007 0.095698427382053614 1631.1916150962995 1.0000000180025095e-35 0.0029500000000000004 1.9500000000000002 0.90450000000000019 1.655 1.1650000000000003 2.4150000000000005 0.52800000000000014 14.050000000000002 2.1000000000000005 16.550000000000004 1656.3041979056791 1481.4598502625447 0.054914004914004853 0.77250000000000008 6.1500000000000012
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 6 5 -4 26 -3 12 10 9 27 29 -11 13 15 -15 16 -1 -17 -12 20 25 22 -21 -23 -22 -14 -5 -9 -16 -8
right_child=-2 2 3 4 -6 -7 7 8 -10 11 18 -13 19 14 28 17 -18 -19 -20 21 24 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0030857463148915194 0.054073533892971315 -0.001502586674599418 -0.057174954556301422 -0.010500534290751895 -0.024612606149071719 -0.053943926502527273 -0.016354784864176807 -0.039175791683651644 0.027799457182633647 0.0053748606014165003 -0.053706904804480274 0.030746279069484024 -0.002750369866511324 0.061073395756131944 -0.028799619248328776 -0.031152185211345128 0.029590547490983023 0.02723538622558391 0.0126429486416571 0.0050039264759335267 -0.011383090664906562 0.00080101919995902388 0.039579269650036934 -0.0088560392475050421 -0.041775389340809287 0.017849122311612509 0.050528308171213142 -0.00036235319858728788 0.033665640761174523 0.042183571241942566
leaf_weight=251.56553271412849 6.3917074948549262 8.7249803394079226 5.4733513146638897 4.2177561223506954 7.2306125909090033 14.697951048612593 6.7036764025688189 14.691806033253672 43.013806745409966 233.36326541006565 13.929666250944139 27.070655465126038 702.71963894367218 12.721458703279497 6.2424764186143857 23.429942727088932 30.147788062691689 4.9521472454071036 3.9805250167846671 66.947229459881783 159.95295497775078 1665.3498445004225 25.949631676077843 259.48089046776295 23.692447036504745 35.054891660809517 10.703782632946966 15.648900166153906 4.9903026819229126 5.7125076204538345
leaf_count=1009 26 35 22 17 29 59 27 59 174 938 56 109 2820 51 25 94 121 20 16 269 642 6683 104 1042 95 141 43 63 20 23
internal_value=-4.8765e-05 -0.000147702 -0.0162355 -0.000322839 0.0143981 -0.0347208 7.96325e-05 0.00586584 0.00810953 0.00516677 -0.0186392 0.00804998 -0.000564594 0.00559747 0.0324346 0.00348997 0.00595553 -0.020756 -0.0390012 -0.00126553 -0.00448153 0.000203617 0.014775 -0.000502201 -0.0153764 -0.00176356 0.0334332 -0.0193904 -0.000869106 0.0109979
internal_weight=3694.75 3688.36 51.0484 27.6255 22.1522 23.4229 3637.31 364.115 333.788 290.775 30.3264 260.434 3273.2 334.05 23.9542 310.095 281.713 28.3821 17.9102 2939.15 921.42 2017.73 92.8969 1924.83 183.645 737.775 14.9215 30.3407 11.2328 12.4162
internal_count=14832 14806 205 111 89 94 14601 1465 1343 1169 122 1047 13136 1340 96 1244 1130 114 72 11796 3698 8098 373 7725 737 2961 60 122 45 50
is_linear=0
shrinkage=0.0432651


Tree=37
num_leaves=31
num_cat=0
split_feature=86 85 4 85 123 108 95 6 48 142 45 35 102 137 111 146 5 53 47 95 20 45 102 96 27 28 28 133 98 30
split_gain=9.75233 7.23363 16.4959 10.5568 8.33317 9.69576 8.94755 8.68166 8.44505 8.49429 11.1005 8.11505 7.75425 7.62141 7.56734 7.32238 7.8858 7.25314 10.7644 10.8965 10.1769 7.6822 13.3502 12.7028 6.82601 11.3679 10.6057 6.66027 9.42818 9.07942
threshold=4.7638888888888902 0.012183908045976952 1614.6056423289131 0.063535762483130864 1.1465000000000003 1.5000000000000002 -17.249999999999993 1466.0889274047354 1.2750000000000001 1.8085000000000002 1.1650000000000003 3.1850000000000005 1.7655000000000001 13.850000000000003 12.850000000000003 0.030050000000000004 1542.5993030832303 2.2150000000000003 1.385 -6.7499999999999973 2.5000000000000004 1.1250000000000002 1.4515000000000002 6.5000000000000009 0.49950000000000006 4.0500000000000007 4.6458333333333348 1.3165000000000002 0.42261904761904762 0.079455266955266918
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 4 15 -4 8 17 -7 14 -1 27 11 -11 -5 -9 -8 16 24 18 20 -20 -6 23 -23 -19 26 -26 -3 29 -29 -10
right_child=-2 2 3 12 5 6 7 13 9 10 -12 -13 -14 -15 -16 -17 -18 21 19 -21 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.010810699060486031 0.052013353973991011 -0.0066744122086065307 0.029237334476027107 -0.043721175848911414 -0.0012769727639083319 0.047027988961532929 -0.060256406341742647 -0.008953672967335756 0.029196296979167594 0.025786322169519153 -0.052894393068735862 -0.01752113947622784 0.019829164721834359 0.0013503474724684225 0.0054367634384761372 0.061322128684765567 -0.044154331716858321 0.012291003048715663 0.01211200684372591 -0.013886347144960624 0.02178841155502087 0.0011522175082872464 -0.041030364312743553 -0.032575124276436801 0.019066896232084206 0.0020007176237912343 0.013957424467282726 -0.014905299145353254 0.0079293385384266481 -0.0044504539605758073
leaf_weight=183.17979896068573 6.3717280328273764 134.1554504185915 5.4876435697078696 24.87588065862656 575.01239541172981 5.446243241429328 9.9713537991046888 512.41961033642292 15.42721416056156 10.938887760043142 11.683686971664427 28.368456035852432 3.9819629192352286 181.96754387021065 4.73238781094551 4.1636149883270255 5.4662423133850089 204.6965945661068 34.617751970887184 222.83399873971939 37.831659808754921 397.39210091531277 14.206573456525801 12.201350033283232 150.03986456990242 142.26369750499725 71.040405064821243 37.301501423120499 336.54891818761826 309.70170496404171
leaf_count=736 26 538 22 100 2310 22 40 2057 62 44 47 114 16 730 19 17 22 822 139 894 152 1594 57 49 603 571 285 150 1350 1244
internal_value=-4.64342e-05 -0.000141329 0.00447598 -0.0243916 -0.000936329 -0.00238195 -0.00652789 -0.00696234 0.00249213 0.00045621 -0.0165295 -0.00534728 -0.034819 -0.00625414 -0.03948 0.0064466 0.00594981 -0.000404339 -0.00296154 -0.0103788 0.000158562 0.00313636 -0.000337521 0.00971847 0.00653112 0.0107732 0.000480149 0.00170302 0.00563911 -0.00282411
internal_weight=3694.33 3687.95 541.475 34.3455 3146.48 2213.33 714.537 709.091 933.15 749.97 50.991 39.3073 28.8578 694.387 14.7037 507.129 502.966 1498.79 870.296 257.452 612.844 628.497 411.599 216.898 497.499 292.304 205.196 698.979 373.85 325.129
internal_count=14832 14806 2174 138 12632 8885 2868 2846 3747 3011 205 158 116 2787 59 2036 2019 6017 3495 1033 2462 2522 1651 871 1997 1174 823 2806 1500 1306
is_linear=0
shrinkage=0.0432651


Tree=38
num_leaves=11
num_cat=0
split_feature=86 111 10 105 10 126 30 146 30 5
split_gain=9.00718 6.81557 5.97105 5.91833 6.10804 5.20486 8.73517 7.43738 4.39879 2.5451
threshold=4.7638888888888902 34.350000000000001 4.5000000000000009 2.5030000000000006 4.1000000000000005 0.95000000000000007 0.64365079365079381 0.00175 0.16287683031869077 1493.1132736162278
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 -7 -5 -6
right_child=-2 -3 -4 8 9 7 -8 -9 -10 -11
leaf_value=0.0041208501332986435 0.050089916039137088 -0.042588831739555466 0.042067149506397034 0.066712931868169734 -0.0052678636411848815 -0.0018404109954990725 -0.035144835720482159 0.0038351558861126978 0.0032260577731567678 -0.049675139317235432
leaf_weight=622.28521735966206 6.3442321568727484 6.7134282141923896 5.9374197870492926 3.9548473656177512 3.9689746201038343 2502.0121390670538 10.440159201622008 522.08011610805988 3.9579463005065918 6.2091709524393082
leaf_count=2497 26 27 24 16 16 10043 42 2100 16 25
internal_value=-4.43001e-05 -0.000135321 -5.383e-05 -0.000125902 -0.000208304 -0.000113545 0.00345379 -0.000860248 0.0364455 -0.0331127
internal_weight=3693.9 3687.56 3680.85 3674.91 3667 3656.82 632.725 3024.09 7.91279 10.1781
internal_count=14832 14806 14779 14755 14723 14682 2539 12143 32 41
is_linear=0
shrinkage=0.0432651


Tree=39
num_leaves=31
num_cat=0
split_feature=53 132 51 37 29 53 31 3 3 47 9 99 91 130 143 2 8 38 109 50 9 9 93 150 115 130 143 100 93 136
split_gain=7.14983 8.46909 8.47901 11.805 7.94986 7.56272 8.30358 7.36553 6.43609 9.56155 9.08214 6.24756 6.18575 6.63324 9.18388 6.84414 6.75327 6.31106 5.7602 10.1367 10.4623 11.9985 8.63162 8.52271 12.8881 10.0045 7.13568 8.57922 7.01745 6.37339
threshold=3.3050000000000002 1.7890000000000004 1.5250000000000001 0.35140715959895857 3.1055555555555561 3.2850000000000006 0.12546296296296297 1383.0403689219072 1497.2098252659559 2.6450000000000005 1.6547619047619049 0.66025641025641035 0.33958333333333329 1.8820000000000003 -0.13549999999999998 -219.38929479985924 2.1083333333333338 0.24623489963259329 2.5000000000000004 1.7650000000000003 1.2321428571428574 0.25833333333333336 19.050000000000004 0.54565303691941258 2.5355000000000003 1.0500000000000003 1.0690000000000002 2.3650000000000007 11.400000000000002 2.9500000000000006
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=5 2 4 -4 -2 12 -7 -6 9 -9 -10 -5 18 14 -14 -16 -15 -18 22 20 21 -20 26 24 -24 -25 29 -28 -22 -1
right_child=1 -3 3 11 7 6 -8 8 10 -11 -12 -13 13 16 15 -17 17 -19 19 -21 28 -23 23 25 -26 -27 27 -29 -30 -31
leaf_value=-0.015977250181665025 -0.031874233107275877 0.050667870443332277 -0.027835406632620449 -0.0059124154107526739 0.033579307227911782 -0.0082134304695084641 0.07284712862179632 -0.033652015184364371 -0.0087623425020520816 0.030522968017741844 0.043833901635422126 0.056229577939278935 -0.041085692878764249 0.050130169869433958 -0.036459005903183232 0.01905864798256127 -0.034785563250156838 0.033820349766433132 -0.047352819230744178 0.039029353245077031 0.012530868106861258 0.010951356805643617 -0.0019783685464408712 -0.032808903469901542 0.02930803988365914 -0.0068534055864271099 0.0088205904271494925 -0.028150608086430894 -0.0051072630977794901 0.00023892252187752424
leaf_weight=46.289969757199287 36.382412433624268 3.9922330379486075 7.7267730981111553 4.2404082715511313 6.9817053228616706 3.9892656207084638 5.2366729825735092 32.365322589874268 45.801454693078995 4.7317484468221656 6.7383102625608435 9.7260080426931363 6.9779492914676657 14.133475199341776 4.4427132457494727 31.831286326050758 4.2219017595052701 5.2139850556850433 6.441949635744094 14.66752642393112 49.901866018772125 252.9943670630455 466.53835068643093 29.565942078828812 25.668226733803749 399.91151323914528 270.0302944034338 11.945563644170759 264.10446727275848 1660.9857157170773
leaf_count=186 146 16 31 17 28 16 21 130 184 19 27 39 28 57 18 128 17 21 26 59 201 1016 1872 119 103 1606 1087 48 1060 6666
internal_value=-1.13779e-05 -0.00898741 -0.0106384 0.014273 -0.0147285 0.000387883 0.0387821 -0.00817995 -0.011551 -0.0252567 -0.00177021 0.0376805 0.000284732 0.0132896 0.00315167 0.0119743 0.0315739 0.00297707 3.50663e-05 0.00393917 0.00301826 0.00944149 -0.000754078 -0.00421439 -0.000327046 -0.0086656 0.000849657 0.00722124 -0.00229333 -0.000203952
internal_weight=3733.78 158.686 154.694 21.6932 133.001 3575.09 9.22594 96.6185 89.6368 37.0971 52.5398 13.9664 3565.87 66.8213 43.2519 36.274 23.5694 9.43589 3499.05 588.11 573.443 259.436 2910.94 921.684 492.207 429.477 1989.25 281.976 314.006 1707.28
internal_count=14992 637 621 87 534 14355 37 388 360 149 211 56 14318 269 174 146 95 38 14049 2362 2303 1042 11687 3700 1975 1725 7987 1135 1261 6852
is_linear=0
shrinkage=0.0432651


Tree=40
num_leaves=31
num_cat=0
split_feature=97 136 108 102 53 132 51 36 131 53 31 10 90 145 136 132 122 53 130 110 31 144 136 130 21 4 111 131 132 113
split_gain=6.59112 10.0502 8.22471 7.44552 6.79933 7.80051 7.7756 11.3567 8.60337 6.90177 7.66425 6.76599 6.13479 10.2607 7.87124 15.2862 10.3719 7.87587 11.3196 9.25484 7.38603 8.8608 7.17236 6.29487 6.05049 6.188 5.73868 5.63619 7.64516 5.51144
threshold=8.5000000000000018 9.0500000000000025 1.0000000180025095e-35 1.0535000000000003 3.3050000000000002 1.7890000000000004 1.5250000000000001 2.8150000000000004 0.68350000000000011 3.2850000000000006 0.12546296296296297 1.8619047619047622 0.092916666666666606 0.71185000000000009 3.0500000000000003 2.3875000000000006 0.80600000000000016 2.3350000000000004 3.1055000000000006 26.350000000000005 0.39159811985898946 0.0016500000000000002 3.0500000000000003 1.6835000000000002 0.69047619047619058 1457.6786552462374 12.15 0.41450000000000004 0.78900000000000015 0.47750000000000009
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=4 2 -2 -4 9 6 24 -8 -9 12 -11 -5 14 22 15 16 -1 18 -16 -19 21 -15 23 -14 27 -26 -24 28 -6 -29
right_child=1 -3 3 11 5 -7 7 8 -10 10 -12 -13 13 20 17 -17 -18 19 -20 -21 -22 -23 26 -25 25 -27 -28 29 -30 -31
leaf_value=0.036471591968701221 -0.056335318671038317 -0.054274746791580578 0.049447188008535106 -0.044970976757930888 0.055192085346900101 0.048657147340607325 -0.023918061032035386 -0.0024183360679039109 0.068112287485417922 -0.007888317366843341 0.07002354240141298 0.018502853812766989 -0.012915342501437471 0.0052707444229192274 -0.00075315669537197739 0.051383354889852455 -0.0132072791640187 0.0039077604024588125 0.015855330245450036 0.026788705636933807 -0.033550316122672896 0.043043577273951417 -0.0079305515975891094 0.032191085039173652 0.049213677596491839 -0.008074479992492032 -0.029274162901849948 -0.026145504162539891 -0.018346734231403927 -0.0038207213569898509
leaf_weight=7.9536224901676169 3.9635574519634309 10.137344300746916 5.6800390928983715 5.1945200562477094 4.2296267151832563 3.991868019104003 8.7177534252405184 5.4858749508857709 7.4653180241584778 3.9884817749261838 5.2264895886182785 6.9428463578224182 9.2021964788436907 92.762076646089554 1765.808829665184 7.4315407127141944 154.67120012640953 1027.2087343484163 79.956300258636475 33.854763627052307 7.4749980419874182 12.963873788714407 294.37309283018112 14.597909241914747 4.97882255911827 10.213533937931059 25.364340171217918 79.341020449995995 5.9729902446269989 28.144454225897789
leaf_count=32 16 41 23 21 17 16 35 22 30 16 21 28 37 373 7091 30 621 4121 322 136 30 52 1183 59 20 41 102 319 24 113
internal_value=-1.0381e-05 -0.0194789 -0.00267913 0.0101162 0.000159337 -0.00859641 -0.0101823 0.0136868 0.0389627 0.00055197 0.0372508 -0.00916386 0.000452569 -0.00422445 0.00114724 -0.00789046 -0.0107041 0.00167685 -3.08142e-05 0.00464644 0.00705699 0.0100297 -0.00794527 0.0148168 -0.0141005 0.0113885 -0.00965401 -0.017415 0.0129629 -0.0203314
internal_weight=3733.3 31.9183 21.781 17.8174 3701.38 158.541 154.549 21.6689 12.9512 3542.84 9.21497 12.1374 3533.62 456.738 3076.88 170.056 162.625 2906.83 1845.77 1061.06 113.201 105.726 343.538 23.8001 132.88 15.1924 319.737 117.688 10.2026 107.485
internal_count=14992 129 88 72 14863 637 621 87 52 14226 37 49 14189 1836 12353 683 653 11670 7413 4257 455 425 1381 96 534 61 1285 473 41 432
is_linear=0
shrinkage=0.0432651


Tree=41
num_leaves=31
num_cat=0
split_feature=86 150 37 4 119 110 127 141 27 80 122 130 109 9 9 111 26 8 141 37 21 7 50 115 144 111 145 0 95 8
split_gain=6.84225 6.43812 9.8939 12.1124 9.14297 8.95613 9.00701 9.14373 7.45853 10.3175 7.32138 7.00182 6.85225 10.8885 9.70131 8.38543 8.13073 8.29725 14.8171 8.11862 9.49227 9.16706 8.03753 7.70199 7.50575 7.13408 6.71469 6.49065 6.29378 6.26277
threshold=4.7638888888888902 0.45690970210455312 0.34952865117581405 1387.8317812856515 2.1000000000000005 21.450000000000003 0.7320000000000001 1.1155000000000002 0.50612500000000005 0.13143836459335737 1.2565000000000002 1.9500000000000002 2.5000000000000004 1.3785714285714288 0.25833333333333336 2.2500000000000004 0.60183333333333344 0.79285714285714304 0.30250000000000005 0.37752443598972668 0.15476190476190474 5.2656225713772082 1.7650000000000003 0.41450000000000004 0.0043500000000000006 31.600000000000005 0.17925000000000002 1591.9480795168668 -3.75 1.1083333333333336
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 2 4 -4 8 6 10 -8 9 28 -5 26 16 14 -14 -15 25 -18 -19 20 -16 -21 24 -20 -17 -3 -10 -27 -1 -7
right_child=-2 12 3 5 -6 29 7 -9 11 -11 -12 -13 13 15 19 22 17 18 23 21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0076095497534716568 0.042354459259473322 0.00023907843336493702 0.051048997342158793 0.031242512968237681 0.034679813688799369 -0.0090500253148576362 -0.0071659309461403527 -0.049661167057940783 0.0069708587115625284 0.016488126398071654 -0.012931221233874834 0.01796524157379481 -0.040902732431321837 0.058325566300678783 0.017506788579122589 -0.0070257719426034676 0.025948128457543282 -0.031418817939562832 -0.036457720980988755 0.028240004730871276 -0.0064618026527605166 0.0082062289915719074 0.037274175808170239 0.0036506632446311311 0.011788626734725466 -0.057527684785565282 -0.040645267923436604 0.0087875594235862931 -0.033702294895493187 0.043579724423044974
leaf_weight=9.4542029500007612 6.7713329046964637 2680.3751050233841 7.9697102457284918 19.407679527997974 5.9833983033895484 6.2282480299472835 121.38880118727684 9.9518114477395994 6.2188199013471595 20.635007977485657 10.649611636996267 4.9732713252305976 6.4296202957630149 3.9795070439577094 51.475819364190102 223.21608833968639 10.437588050961493 51.857174545526505 9.9654723554849607 80.431581154465675 76.387165352702141 91.700887888669968 8.9219310283660871 67.916115999221802 47.926343277096748 7.2084782272577268 44.447956249117851 4.2224547863006592 24.145728871226311 12.19466197490692
leaf_count=38 28 10762 32 78 24 25 488 40 25 83 43 20 26 16 207 896 42 208 40 323 307 368 36 273 193 29 179 17 97 49
internal_value=-9.00336e-06 -8.99787e-05 -0.00612393 1.60475e-05 -0.0160459 -0.00234097 -0.00561976 -0.0105098 -0.0189101 -0.00741884 0.0156228 -0.0299942 0.000445944 0.00468414 0.0103359 -0.00141818 -0.000438194 -0.0105836 -0.0135848 0.0114807 0.00320916 0.0176058 -0.00233917 -0.00162228 -0.00368923 9.14444e-05 -0.0347931 -0.0335004 -0.0221197 0.0259509
internal_weight=3732.87 3726.1 303.649 187.791 115.858 179.821 161.398 131.341 109.875 54.2349 30.0573 55.64 3422.45 590.469 306.425 284.044 2831.98 140.176 129.739 299.995 127.863 172.132 280.064 77.8816 271.142 2691.81 50.6668 11.4309 33.5999 18.4229
internal_count=14992 14964 1221 755 466 723 649 528 442 218 121 224 13743 2372 1231 1141 11371 563 521 1205 514 691 1125 313 1089 10808 204 46 135 74
is_linear=0
shrinkage=0.0432651


Tree=42
num_leaves=31
num_cat=0
split_feature=3 29 3 41 91 54 109 103 39 28 145 37 141 26 137 110 28 118 3 137 123 0 118 12 5 0 92 123 29 80
split_gain=8.47321 9.46703 7.47659 13.507 9.35479 10.2261 12.4602 12.3889 10.9469 9.22028 8.40885 7.82189 7.74697 7.74335 7.87265 13.2908 11.5293 7.41359 8.04525 7.13151 11.9914 9.73909 10.9788 12.6 6.50269 6.0893 8.94573 8.87022 11.4733 13.9103
threshold=1358.1464470716089 1.5277777777777779 1536.362017072099 1.4750000000000003 0.42458333333333337 1.1650000000000003 2.5000000000000004 1.0005000000000002 0.19469393249409808 3.183333333333334 0.15575000000000003 0.59833406093435115 -0.68199999999999994 0.42683333333333334 15.950000000000001 14.550000000000002 4.6833333333333345 3.3665000000000007 1506.8224369644984 7.7500000000000009 1.1940000000000002 1463.2559656453734 1.1000000000000003 0.36666666666666675 1478.7157469663803 1485.886179296022 0.77875000000000005 1.1145000000000003 5.4365079365079376 0.084468226489000764
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 17 10 5 7 11 8 -5 -8 -4 -7 -9 -12 15 -15 -16 25 -19 -3 -21 22 23 -22 -24 26 -2 -27 -29 -30
right_child=2 19 3 4 -6 6 9 12 -10 -11 13 -13 -14 14 16 -17 -18 18 -20 20 21 -23 24 -25 -26 27 -28 28 29 -31
leaf_value=-0.048920645903329049 0.00041960065775245158 0.020632310216214908 -0.039756286420653653 -0.029022374715940283 0.047291328297679042 0.0019752144878075321 -0.019592122431834121 0.01024792417197606 0.0020822767197795004 0.014821858574525342 -0.023878036773789028 -0.0078370924988812284 -0.038541078060511068 0.018094774268309997 0.020520850987609387 0.06595778734072763 -0.031814304957784825 0.00024396285143317886 -0.052810119050707066 -0.041480545945835223 0.0053288515382630963 0.046247648658656437 -0.0013322515484387348 0.07763441938296535 -0.048904800109474796 0.00046625039140461491 -0.054615621573901325 -0.0096346948506125761 -0.00015537510582025072 0.046974684316907184
leaf_weight=4.7133276164531699 1117.9490950703621 75.847677707672119 4.9887177795171729 25.391136899590492 7.4579735249280921 529.18376378715038 15.676910713315008 7.2225130945444098 119.26216354966164 165.28289139270782 8.4673445224761945 212.98830884695053 34.587673470377922 97.279704347252846 18.929653316736225 11.974828749895094 12.973007142543791 10.160452783107759 10.942124798893927 9.9719758778810483 30.076856628060341 10.446479126811026 11.95028740167618 4.9691969752311698 9.4588176757097226 447.86587689816952 5.204344928264617 607.50695273280144 99.240960329771042 12.94052495062351
leaf_count=19 4491 305 20 102 30 2125 63 29 479 664 34 855 139 391 76 48 52 41 44 40 121 42 48 20 38 1799 21 2439 399 52
internal_value=-0.000466774 0.00934559 -0.00089874 0.00176551 0.000104939 -0.000227099 0.00164048 -0.00945869 -0.00343469 0.0118083 0.0137354 -0.000843096 -0.0300978 0.0156079 0.01803 0.0235356 -0.000875725 -0.00236432 -0.0276804 0.0112521 0.00194522 0.00860106 0.00139176 0.0162505 -0.0228011 -0.00212689 0.00014757 -0.00431424 -0.00728794 0.00541104
internal_weight=3740.91 157.435 3583.48 1271.67 1117.05 1109.6 923.132 186.463 144.653 180.96 154.613 742.172 41.8102 149.625 141.157 109.255 31.9027 2311.81 21.1026 152.721 76.8736 66.9016 56.4552 35.0461 21.4091 2290.71 1123.15 1167.55 719.688 112.181
internal_count=15026 633 14393 5107 4486 4456 3707 749 581 727 621 2980 168 601 567 439 128 9286 85 614 309 269 227 141 86 9201 4512 4689 2890 451
is_linear=0
shrinkage=0.0432651


Tree=43
num_leaves=31
num_cat=0
split_feature=97 98 3 149 105 2 77 148 22 127 49 45 21 111 11 92 92 148 142 98 90 114 143 38 23 79 98 141 107 105
split_gain=8.10657 7.53427 7.29654 9.2714 13.2569 10.2582 8.35815 7.86158 10.2787 11.7251 12.772 11.6952 11.0992 9.17817 8.61088 15.2941 10.2236 10.0749 9.10557 8.53782 8.15884 8.02841 9.59566 7.5517 8.0405 7.49213 7.4705 8.33058 7.39529 6.92457
threshold=8.5000000000000018 0.70294117647058829 1358.1464470716089 0.53851874003189804 0.33250000000000007 -208.67480890372914 0.93095238095238109 0.24343465278309467 0.33166666666666672 1.2110000000000001 2.7650000000000001 1.1250000000000002 0.81666666666666676 19.250000000000004 1.3452380952380956 -0.037916666666666592 0.23874999999999999 0.27704162465792886 1.0405000000000002 0.53137254901960795 -0.36541666666666656 1.4645000000000004 1.2070000000000001 0.32271477793075065 3.6333333333333337 2.5211368095958204 0.72474747474747481 0.12400000000000001 0.31850000000000006 1.6690000000000003
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 -2 3 4 25 -6 -7 8 9 10 11 -4 -12 14 16 17 18 -16 -9 -17 -10 29 -23 24 -15 -1 27 -5 -18 -11
right_child=1 -3 7 26 5 6 -8 13 20 21 12 -13 -14 23 15 19 28 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.034991567416804842 -0.034145176654192172 0.010703274304125078 0.0037198195224230099 -0.025049642577524713 -0.011274440388867692 0.0020337544435313454 0.050801178859846433 -0.0057405290321673333 -0.028621278194962244 -0.0050599534980292045 0.027860004232110474 -0.064219466141418963 -0.021913672155621945 -0.00051675027679704889 0.015812295378925631 -0.012665632017162747 -0.040763528611097832 -0.0096406061326930175 0.0055005268774279458 -0.00055225004060360089 0.015621529568080316 0.0094866021907228076 -0.033444017555175447 0.030839184186914101 0.017201349811507061 -0.017078924898084165 0.015589017574445632 0.011794503766976709 -0.012410702662074178 -0.052516159233994136
leaf_weight=6.4686470478773144 24.217160776257515 9.6163800656795484 261.14861790835857 31.602057352662086 8.1552999019622785 8.1998436748981458 33.547360137104988 938.93929640948772 7.9559436142444602 453.58544190227985 71.584486842155457 4.479318603873252 9.2298389077186567 229.01395197212696 154.63164563477039 131.78596153855324 20.878384128212929 35.590461149811745 157.21756349503994 619.96274961531162 136.79002830386162 127.59028145670891 10.206328660249708 19.415243804454803 60.278698354959488 21.102747157216072 29.347395166754723 17.671011939644814 94.755474239587784 5.4828843325376502
leaf_count=26 98 39 1053 127 33 33 135 3770 32 1822 288 18 37 919 621 529 84 143 632 2488 549 512 41 78 242 85 118 71 381 22
internal_value=-0.000446911 -0.0214191 -0.000253466 0.00889088 0.0194772 0.0327056 0.0413194 -0.000656326 0.00240589 0.000756622 0.00708394 0.00249076 0.022105 -0.00200953 -0.00300964 9.33469e-05 -0.00542104 0.0110411 -0.00412702 -0.00268073 0.0131263 -0.00291799 0.00622978 0.00496342 0.0031915 -0.00457562 -0.00158134 -0.0118461 -0.017638 -0.00566651
internal_weight=3740.45 33.8335 3706.62 156.094 77.4739 49.9025 41.7472 3550.52 1088.05 943.307 346.442 265.628 80.8143 2462.47 2153.76 941.971 1211.79 190.222 1096.16 751.749 144.746 596.865 137.797 308.708 289.293 27.5714 78.6205 49.2731 115.634 459.068
internal_count=15026 137 14889 628 312 201 168 14261 4374 3793 1396 1071 325 9887 8648 3781 4867 764 4402 3017 581 2397 553 1239 1161 111 316 198 465 1844
is_linear=0
shrinkage=0.0432651


Tree=44
num_leaves=31
num_cat=0
split_feature=148 11 26 47 46 47 27 7 123 115 19 11 99 142 143 102 30 123 56 134 112 135 136 26 39 4 39 56 5 143
split_gain=6.17491 8.6749 9.87395 12.9247 10.4912 10.3067 19.589 9.46689 9.44035 9.46297 9.34889 9.03084 11.5465 8.82985 15.9016 8.77909 13.2851 8.62683 8.594 14.3342 9.739 14.2355 9.45627 10.3879 11.8501 9.95292 8.56259 8.39374 8.25626 9.91863
threshold=0.24423393900191323 1.3452380952380956 0.52683333333333338 1.5850000000000002 3.4150000000000005 1.385 0.49211111111111117 -12.669513850160341 1.4870000000000003 3.5500000000000003 4.5000000000000009 1.6904761904761907 0.76696832579185525 0.65450000000000019 -0.86799999999999988 1.1865000000000003 0.26794918998527245 1.2970000000000004 1.7350000000000001 -0.44699999999999995 0.38200000000000006 0.58900000000000008 10.750000000000002 0.45414285714285713 0.16789668708527242 1521.9667410325599 0.672172232790753 2.0750000000000006 1515.0946478788367 1.1915000000000002
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=18 7 3 -3 11 -4 27 8 17 -10 -9 -5 -13 -8 -15 16 -12 28 19 -1 -20 22 23 -22 -25 -24 -21 -7 29 -2
right_child=1 2 5 4 -6 6 13 10 9 -11 15 12 -14 14 -16 -17 -18 -19 20 26 21 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.012579606236461162 0.00014340074290862122 -0.0068542010868060102 0.018586015448317974 0.0096821171727728868 0.039351811993598558 -0.0089225542808955265 0.025322998378210136 -0.0046637100549049874 -0.007587824277589454 0.027912838006530064 -0.029133807561654328 0.0034679062571772294 -0.018903814640293705 0.021671854515549208 -0.047484941911511813 -0.0022228321912947206 0.048882088678801366 0.015352992359383802 -0.0044182551318052597 0.0079480149588079061 -0.025920026568996411 0.04282077776101785 0.0072363940525925026 -0.015865373718011069 0.020252825236375817 -0.029876628275493641 0.042907335726446276 -0.067590885795611955 0.027661575057839512 -0.038682996708025136
leaf_weight=65.678823262453079 138.39669652283192 386.66025753319263 109.28529503941536 186.10088774561882 14.960259616374968 88.983224481344223 61.575753569602966 793.93168462812901 229.50308309495449 14.627991542220114 81.567977458238602 137.49133253097534 62.552409246563911 15.952927201986315 9.7186514139175397 48.196667060256004 3.9894540905952445 114.07461230456829 481.71304029226303 445.92821961641312 13.468737393617628 18.397169172763824 25.927708521485329 20.438635990023613 94.573816239833832 27.675644978880882 13.184603810310362 4.4751905947923651 17.669256061315536 13.167241811752318
leaf_count=264 556 1553 439 747 60 357 247 3189 922 59 328 552 251 64 39 194 16 458 1936 1794 54 74 104 82 380 111 54 18 71 53
internal_value=-0.000428112 -0.00164163 0.00130021 -0.00121296 0.00422638 0.00812047 0.00176742 -0.00382033 0.000807601 -0.00542359 -0.00645087 0.00283096 -0.00354849 0.0164768 -0.00479714 -0.017019 -0.0253108 0.00617719 0.00211822 0.00627868 -0.00108388 0.00692158 0.00321891 0.00958171 0.0138055 -0.0119951 0.00898403 -0.0119747 -2.69359e-05 -0.00331141
internal_weight=3739.87 2532.88 1077.76 787.765 401.105 289.991 180.706 1455.12 527.439 244.131 927.686 386.145 200.044 87.2473 25.6716 133.754 85.5574 283.308 1206.99 524.792 682.195 200.482 182.085 128.481 115.012 53.6034 459.113 93.4584 169.233 151.564
internal_count=15026 10173 4327 3163 1610 1164 725 5846 2119 981 3727 1550 803 350 103 538 344 1138 4853 2112 2741 805 731 516 462 215 1848 375 680 609
is_linear=0
shrinkage=0.0432651


Tree=45
num_leaves=31
num_cat=0
split_feature=85 126 27 4 122 125 86 31 6 34 127 101 137 95 104 148 4 105 54 3 92 29 123 7 86 130 104 28 85 105
split_gain=9.14493 8.31052 18.0905 11.784 9.61252 8.19329 9.14989 8.93643 8.8548 9.25006 8.02882 8.10973 9.1724 7.96755 7.4937 7.16502 6.83734 7.26526 6.57403 6.23704 5.91431 5.909 11.0328 9.52363 9.24605 8.09219 9.04518 7.43508 7.42355 7.27748
threshold=0.32662162162162156 0.8660000000000001 0.57707142857142879 1431.1831058164871 1.1290000000000002 1.1000000000000003 3.0875959079283892 0.11933452006024915 1489.2234577447382 1.1650000000000003 2.2360000000000002 0.29000000000000009 8.1500000000000004 8.25 0.28650000000000003 0.25687991651672271 1421.9678235423862 0.41750000000000004 1.3750000000000002 1337.3735329189572 0.030833333333333251 5.9500000000000011 0.94850000000000001 14.23508068725903 3.0094339622641515 0.68350000000000011 0.65550000000000008 5.2928571428571436 -0.85333333333333328 0.50850000000000006
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 2 3 4 -1 6 7 -2 9 -7 11 12 -5 -12 -11 -16 17 -6 -10 -13 -9 28 23 27 25 -24 -27 -23 -3 -29
right_child=5 21 -4 10 16 8 -8 20 18 14 13 19 -14 -15 15 -17 -18 -19 -20 -21 -22 22 24 -25 -26 26 -28 29 -30 -31
leaf_value=0.034554766632176978 -0.030219194012358497 -0.027052693133681728 0.052429330598274676 0.002270318382067977 -0.0064364761707072131 0.057223313975819402 -0.034856940754615033 0.04523183511058379 0.049150285170789974 0.023301713730922945 -0.037107946817684576 0.044945407216559069 0.048838378423061005 0.019952823682764059 0.0016795775555144006 -0.071353169678715272 0.040654714095128372 0.020924965674933144 0.0068847954712940385 -0.0023950672000894132 -0.0069476595178116201 -0.03068723290799201 -0.037572722679491265 -0.060298050514317636 -0.024665982852894886 0.009126484955648358 -0.0090533118753118643 -0.025257077467318916 -0.00014484631142379109 0.042333404739194641
leaf_weight=33.884714648127556 6.4505939483642605 18.969187960028648 14.459898442029951 19.170797437429428 51.356542348861694 3.9754187166690853 10.832008764147757 11.882035553455355 24.764102205634117 5.9540439546108237 19.429008096456531 4.9733497202396384 13.179716780781744 5.714094251394271 4.7248906940221769 4.9852654784917831 9.9698215723037702 27.662992924451828 9.6679724901914579 240.25368049740791 5.9642565548419944 18.902536571025852 9.9562192261219007 11.443843975663183 32.725748270750046 124.75239872932434 86.410337075591087 4.9873046129941923 2887.307725995779 6.4678246378898621
leaf_count=136 26 80 58 77 206 16 44 48 100 24 78 20 53 23 19 20 40 111 39 965 24 76 40 46 132 502 348 20 11594 26
internal_value=0.000185315 -0.000150527 0.00542191 0.00378283 0.0150621 0.0138442 -0.00242147 0.0123299 0.0243589 0.00111365 -0.000807565 0.00132494 0.0215635 -0.0240438 -0.0140702 -0.0369992 0.00753297 0.00319243 0.0374724 -0.00137199 0.0279961 -0.000916882 -0.00674046 -0.0272401 -0.00333169 -0.000140053 0.00168441 -0.0142306 -0.000323725 0.0130302
internal_weight=3731.18 3641.98 440.055 425.595 122.874 89.2006 35.1289 24.2969 54.0717 19.6396 302.721 277.578 32.3505 25.1431 15.6642 9.71016 88.9894 79.0195 34.4321 245.227 17.8463 3201.92 295.646 41.8015 253.845 221.119 211.163 30.3577 2906.28 11.4551
internal_count=14991 14631 1767 1709 493 360 142 98 218 79 1216 1115 130 101 63 39 357 317 139 985 72 12864 1190 168 1022 890 850 122 11674 46
is_linear=0
shrinkage=0.0432651


Tree=46
num_leaves=31
num_cat=0
split_feature=85 86 95 31 4 132 136 106 136 19 31 146 37 86 38 136 38 145 10 27 37 10 147 106 142 37 27 6 147 14
split_gain=8.54791 9.27032 8.67451 10.1818 10.1585 8.3245 10.7906 9.14538 7.57151 9.15957 8.14085 7.51352 13.6357 8.80227 8.6086 14.0779 7.60498 7.23003 7.13532 7.48459 7.00234 6.56232 6.33873 6.33624 6.13487 10.0185 8.85315 11.9827 6.61414 7.4566
threshold=0.11128054740957956 1.6785714285714288 -1.0000000180025095e-35 0.15018796992481201 1558.1619727369909 0.68350000000000011 8.9500000000000011 0.76350000000000018 10.050000000000002 1.0000000180025095e-35 0.17958733974358979 0.0016500000000000002 0.71874615000871944 3.0690476190476197 0.220272783177453 6.1500000000000012 0.23262217300172047 0.98895000000000011 0.86190476190476206 0.60816666666666686 0.36025535707719164 1.6547619047619049 0.45056500727216336 0.59050000000000014 1.9310000000000003 0.65387188951914721 0.51816666666666678 1551.1592774850051 0.45340220333168152 0.77500000000000013
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=17 -2 3 5 11 -3 7 -7 9 -6 -11 14 13 -13 15 -4 -16 24 -5 -20 23 -22 -8 -19 -1 26 28 -28 29 -26
right_child=1 2 4 18 8 6 22 -9 -10 10 -12 12 -14 -15 16 -17 -18 20 19 -21 21 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.00016733251403226119 0.066827695941900148 0.040692017558590962 0.035291430401737073 -0.017292753568433183 -0.056786619874190251 -0.054211891714634038 0.05628848144125477 0.0025700560388716679 -0.049015561978291572 -0.018606100968745754 0.03567318860978512 -0.002785744702337915 0.04685521454293079 -0.041517068426738198 0.064770328824104093 -0.048753369487242147 0.014404791203245684 -0.01492414834759396 0.03915507192172387 -0.018329084984285596 0.012297316245030152 -0.028692049603347754 -0.0096319245018994977 -0.063939153739323809 -0.013473794466086327 -0.05487776765906735 -0.028030873808926569 0.02291937240401733 -0.0077436537739688774 0.036645970447504214
leaf_weight=3261.9205703884363 4.4559270441532126 7.2180370241403571 5.7022095620632163 5.4472742974758139 4.9604982733726528 10.960723578929906 5.4626592546701414 9.9484235197305662 10.943919837474821 10.672053739428522 9.4128101021051389 36.542008072137833 7.4547660350799552 15.386998474597929 5.7196580022573462 9.4670329988002759 82.372134625911713 11.921602070331575 45.589271888136864 4.4673448801040641 18.899778723716739 11.442273393273352 4.9814479649066925 8.4424741119146329 7.7223920226097134 8.2104152590036374 45.451310053467751 10.367729082703589 31.018485710024834 18.15559147298336
leaf_count=13104 18 29 23 22 20 44 22 40 44 43 38 147 30 62 23 38 331 48 184 18 76 46 20 34 31 33 183 42 125 73
internal_value=0.000177732 0.00721279 0.00622617 0.0170222 0.00109199 -7.34039e-05 -0.00980551 -0.0275998 -0.0195949 -0.00623843 0.0070081 0.00570189 -0.00653595 -0.0144642 0.012738 -0.0170766 0.0179195 -0.000431811 0.0288282 0.0339328 -0.0165911 -0.00331178 0.0255573 -0.0359851 -0.000187896 -0.00974272 -0.00629455 -0.0184832 0.00570339 0.0217093
internal_weight=3730.72 297.165 292.709 94.0752 198.634 38.5713 31.3533 20.9091 35.9893 25.0454 20.0849 162.645 59.3838 51.929 103.261 15.1692 88.0918 3433.55 55.5039 50.0566 50.7061 30.3421 10.4441 20.3641 3382.85 120.926 112.716 55.819 56.8965 25.878
internal_count=14991 1196 1178 379 799 155 126 84 145 101 81 654 239 209 415 61 354 13795 224 202 204 122 42 82 13591 487 454 225 229 104
is_linear=0
shrinkage=0.0432651


Tree=47
num_leaves=31
num_cat=0
split_feature=85 125 86 95 97 54 49 8 54 54 142 37 142 56 9 150 1 142 145 37 29 4 39 86 0 95 0 18 29 145
split_gain=8.00843 7.50684 8.14935 8.19117 6.6119 6.44184 7.0666 6.89244 6.44171 9.06463 6.7081 8.87801 6.30297 6.51923 5.85261 7.62146 6.54326 5.73433 5.55067 8.26738 6.16492 5.53351 6.60142 5.34647 4.90044 5.54063 4.7405 4.73172 4.48158 8.78011
threshold=0.32662162162162156 1.1000000000000003 3.0875959079283892 7.4999999999999991 2.5000000000000004 1.3550000000000002 2.6850000000000005 1.2583333333333335 1.9350000000000003 2.0150000000000001 1.9310000000000003 0.65387188951914721 1.7950000000000002 3.2950000000000004 0.7238095238095239 0.51736867541544307 1619.5900377508699 -0.55099999999999993 0.98895000000000011 0.36025535707719164 5.5277777777777786 1447.5586260910898 0.29906078054516444 2.9811752287121753 1520.2240041174157 2.9999999999999987 1574.0259716642252 1.5000000000000002 3.4722222222222228 0.59605000000000008
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=8 2 3 23 -4 6 24 -7 10 27 12 28 13 18 15 -14 -16 -8 20 -20 -1 22 -11 -2 -3 -26 -17 -10 29 -12
right_child=1 5 4 -5 -6 7 17 -9 9 21 11 -13 14 -15 16 26 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0008829573488839421 0.011203110290714611 0.068765212796938591 0.0058042713295812448 -0.0352497992576866 -0.061275131892063413 -0.03314745011411685 -0.024285929736869868 0.02222892941626959 0.018838586391991288 0.058713939719329783 -0.0036939617601900064 -0.052730002445778988 -0.040881655693097277 -0.028553964493416378 0.05322274210790006 -0.0095872651693285765 0.00055309180997095057 0.029852086031253874 -0.036390999607229961 -0.0001937460188379843 -0.0047256978862112997 -0.019330577980830699 -0.012599070523523223 0.064354541992739683 0.049746880449856416 -0.013287445173859679 0.055238859251534399 0.070531534108180124 -0.010618654945587041 0.06647480683491247
leaf_weight=2966.2926214337349 14.618656232953077 11.070839107036592 4.6531201004981977 5.1917217373847953 6.1824602633714676 6.459876328706744 5.4715205132961264 10.653423070907591 6.9321623742580396 4.7199438214302081 14.405083462595941 8.186315178871153 5.448201581835745 14.703243896365164 11.938287720084192 3.9611980319023132 6.9022746086120597 9.6049100309610349 19.088326558470726 30.107036337256432 418.26003815233707 11.606025934219359 4.4672549515962601 4.4155228137969962 6.6369042098522169 3.9701206386089325 3.9636016190052032 6.6832351088523865 99.752965405583382 3.9803409427404395
leaf_count=11914 59 45 19 21 25 26 22 43 28 19 58 33 22 59 48 16 28 39 77 121 1682 47 18 18 27 16 16 27 402 16
internal_value=0.000169863 0.0129717 -0.00260437 0.0113559 -0.0331922 0.023061 0.0331889 0.00107909 -0.000144002 0.0183919 -0.000322599 -0.0101023 3.33235e-05 -0.000145566 0.0189782 -0.00292076 0.0342908 0.0100987 -2.10108e-05 -0.0143973 0.000189426 0.000279529 0.024852 0.0244768 0.0488301 0.0264844 0.023805 0.0453494 -0.00700075 0.0124596
internal_weight=3730.33 88.9291 35.0615 24.2259 10.8356 53.8676 36.7543 17.1133 3641.4 34.4086 3606.99 126.325 3480.66 3448.45 32.2136 13.373 18.8406 15.0764 3433.75 49.1954 3384.55 20.7932 9.1872 19.0342 21.6779 10.607 7.9248 13.6154 118.138 18.3854
internal_count=14991 360 142 98 44 218 149 69 14631 139 14492 509 13983 13853 130 54 76 61 13794 198 13596 84 37 77 88 43 32 55 476 74
is_linear=0
shrinkage=0.0432651


Tree=48
num_leaves=31
num_cat=0
split_feature=104 110 106 86 7 145 21 119 114 137 135 90 127 110 9 31 122 132 29 120 14 28 128 137 111 106 31 11 31 111
split_gain=7.44494 11.0284 9.05965 11.1941 7.88323 8.26928 9.26735 9.22057 6.87196 6.53079 9.30962 7.97622 6.58151 10.5472 11.8009 8.56719 6.47169 6.37589 9.08602 6.13595 6.05338 10.8865 6.03764 5.9296 5.92088 12.0386 10.2184 11.4813 9.41578 6.29012
threshold=1.0245000000000002 24.950000000000003 0.59050000000000014 3.5819892473118284 4.7840416177417646 0.36590000000000006 0.4642857142857143 1.1000000000000003 1.2750000000000001 3.8500000000000001 -0.30549999999999994 -0.15291666666666662 1.0500000000000003 10.850000000000003 1.0333333333333337 0.22528866895064079 1.6960000000000002 0.89450000000000018 3.9500000000000006 2.5855000000000006 0.77500000000000013 3.9500000000000006 0.22500000000000003 2.2500000000000004 24.550000000000004 0.52250000000000008 0.14982993197278913 1.7928571428571431 0.21579768270944744 23.950000000000003
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 23 19 9 20 6 -6 16 -7 10 -4 -12 13 14 -11 -15 -8 18 -14 -2 21 -3 -19 -1 29 -26 27 -27 -28 -25
right_child=2 4 3 -5 5 8 7 -9 -10 12 11 -13 17 15 -16 -17 -18 22 -20 -21 -22 -23 -24 24 25 26 28 -29 -30 -31
leaf_value=-0.047724298379782128 -0.025805690320290342 0.031267846607374618 -0.058483373297130797 -0.050802050308019389 0.037552716471914015 -0.050006232072649898 -0.017219398949724893 -0.045602554100437113 0.007373463191294386 -0.030426797642918373 0.041101570727195134 -0.017273756250821351 -0.0031693302044945157 0.034360026190124446 0.015086058742229909 -0.029131545523457519 0.049043128795784652 -0.013698362814580232 0.035309128684417504 0.018085994841084412 0.041825635690826167 -0.036345619417315018 0.0016823735678477788 0.00041716221440376156 0.043575563856106753 0.011914236635210993 -0.039402891407611419 -0.060181652562429896 0.022903756413056805 0.029959168896779919
leaf_weight=4.4778626859188071 53.44289942085743 13.642300233244898 8.1876009553670865 8.5631722807884199 16.689264953136444 7.9522097110748273 4.9791605323553103 6.7286747843027106 7.2288607358932495 17.875409871339798 4.9715075194835654 24.578323096036915 32.36364309489727 34.318710282444954 25.363110601902008 4.2239196449518195 5.4757549464702606 107.26508115231991 17.412741005420685 6.4548507481813422 25.612081572413445 6.2053726464509955 85.78698593378067 3134.2733558416367 6.4658817499876013 27.900248154997826 34.321013242006302 4.4920970052480689 4.989732399582862 13.198087409138678
leaf_count=18 215 55 33 35 67 32 20 27 29 72 20 99 130 138 102 17 22 431 70 26 103 25 345 12597 26 112 138 18 20 53
internal_value=-8.66161e-05 0.000607011 -0.00543561 -0.00290499 0.0151467 0.00307056 0.0149324 -0.00734977 -0.023135 -0.0017249 -0.0186733 -0.00708474 0.000263503 0.0108522 -0.00382326 0.0272015 0.0179521 -0.00331317 0.0104444 -0.0209978 0.028054 0.00986378 -0.00687296 0.000179976 0.000251672 -0.0114835 -0.0166369 0.00137721 -0.0313613 0.000544372
internal_weight=3755.44 3324.63 430.808 370.91 94.5137 49.0539 33.8729 17.1836 15.1811 362.347 37.7374 29.5498 324.61 81.7812 43.2385 38.5426 10.4549 242.828 49.7764 59.8978 45.4598 19.8477 193.052 3230.12 3225.64 78.169 71.7031 32.3923 39.3107 3147.47
internal_count=15095 13362 1733 1492 380 197 136 69 61 1457 152 119 1305 329 174 155 42 976 200 241 183 80 776 12982 12964 314 288 130 158 12650
is_linear=0
shrinkage=0.0432651


Tree=49
num_leaves=31
num_cat=0
split_feature=85 127 143 20 148 109 143 103 6 3 37 21 3 18 53 35 103 141 23 10 29 36 92 30 36 38 95 143 110 46
split_gain=10.9036 8.95255 8.74003 8.36559 8.0026 7.3684 12.1584 11.1346 9.0984 12.0103 9.43151 8.30053 7.69647 6.98375 7.04366 6.81045 6.63868 6.56176 11.6556 7.38088 6.89946 6.3932 10.4985 7.27549 6.3795 6.99397 6.80197 6.22076 7.4934 7.35241
threshold=-0.31767441860465112 0.64600000000000013 -0.74149999999999994 1.5000000000000002 0.27064914705796966 1.0000000180025095e-35 -1.2689999999999997 0.96550000000000014 1527.8754476088418 1426.0609589551068 0.21458690701688463 0.4642857142857143 1424.6058691461737 3.5000000000000004 2.2250000000000005 2.9150000000000005 1.0675000000000001 -2.2644999999999995 2.9285714285714293 1.5166666666666668 3.0500000000000003 2.0450000000000004 -0.44708333333333333 0.12637628554143981 2.3850000000000002 0.31414292483217721 -2.2499999999999982 1.1380000000000001 7.6500000000000012 2.2950000000000004
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 13 27 17 7 11 21 10 -10 -8 15 -12 14 -3 -7 -9 18 19 -2 -20 22 -6 -24 25 -23 -26 28 -4 -30
right_child=4 2 3 -5 5 6 8 16 9 -11 12 -13 -14 -15 -16 -17 -18 -19 20 -21 -22 24 23 -25 26 -27 -28 -29 29 -31
leaf_value=0.029275989829026305 -0.045700969618653504 -0.037217358726122134 -0.036408053974953898 0.023931341441617928 -0.076447274108993227 0.0045696012617574651 -0.050720679749762798 0.061549922820132046 -0.046868490391531008 0.033545451572808159 0.0026894469211228341 -0.021818775454502868 -0.012367125371970388 0.035990594605282956 0.025369909382382799 0.058336437940228587 0.013987761340905661 0.0015885833099090292 0.055053637898217704 0.006649252474754945 -0.018228396062494698 0.038033864177594384 0.012943964011157256 -0.020524620319389394 -0.025608958281983677 -0.017252686455394444 0.0032843977731848136 0.0019258520944229881 0.035174897725736787 -0.020511597291731739
leaf_weight=8.8627641350030881 18.934148743748668 7.7564155757427233 59.00037607550621 7.2139319479465476 4.2329891622066489 7.4360204339027467 10.219891577959059 7.7135957479476955 3.9836058020591762 17.666921392083168 79.966905266046524 5.7178914397954932 307.10804580152035 9.8670864254236204 5.4368487894535065 10.718754485249518 18.189449101686478 2889.7008308768272 5.2359584271907789 6.7150964736938468 3.9827396124601364 16.953857049345974 19.145087793469429 32.090150654315948 16.933157414197922 5.4609796404838553 129.30150698125362 15.20648919045925 5.4278890788555172 18.8968535810709
leaf_count=36 76 32 241 29 17 30 41 31 16 71 321 23 1234 40 22 43 73 11611 21 27 16 68 77 129 68 22 519 62 22 77
internal_value=-8.33265e-05 -0.0120183 -0.0149316 -0.0201834 0.000372009 -0.00380771 -0.00715833 0.00212838 -0.00887514 0.018237 -0.0103674 0.0226617 -0.00925693 0.0090924 -0.0114365 0.0368193 0.0287858 0.00136254 -0.0172001 -0.0320909 0.0238872 -0.000992897 -0.0136864 -0.00801542 0.00320174 0.0245058 -0.000114699 -0.0234868 -0.0281131 -0.00776138
internal_weight=3755.08 137.669 128.806 105.746 3617.41 692.839 442.818 250.021 418.945 21.6505 397.295 23.8727 387.075 23.0604 13.1933 18.1548 25.903 2924.57 34.8679 25.6492 9.2187 224.118 55.4682 51.2352 168.65 22.4148 146.235 98.5316 83.3251 24.3247
internal_count=15095 561 525 431 14534 2783 1779 1004 1683 87 1596 96 1555 94 54 73 104 11751 140 103 37 900 223 206 677 90 587 402 340 99
is_linear=0
shrinkage=0.0432651


Tree=50
num_leaves=31
num_cat=0
split_feature=85 127 30 89 79 39 3 26 118 49 106 148 135 42 46 134 26 28 4 26 1 26 130 4 89 130 120 134 56 92
split_gain=9.99029 8.36232 7.79215 9.01912 8.38521 8.38157 10.2318 8.27179 9.29364 7.9299 7.36256 7.33004 6.87427 13.2827 10.6412 8.08774 9.88181 10.3027 7.59388 8.42814 7.78431 11.2926 9.51781 7.56289 7.25608 7.06475 10.4717 6.83927 6.8071 9.39949
threshold=-0.31767441860465112 0.58550000000000002 0.15708382526564343 0.63000000000000012 3.1317015430917419 0.315502400614664 1501.8995658216534 0.57612500000000011 1.6335000000000004 2.6350000000000002 0.68150000000000011 0.27064914705796966 -0.38899999999999996 2.4450000000000007 4.1650000000000009 -0.62549999999999983 0.46707142857142864 5.3875000000000011 1577.9493641697322 0.41612500000000002 1539.446492194186 0.50414285714285734 1.2930000000000004 1481.4598502625447 0.45000000000000007 1.5855000000000004 0.95000000000000007 -0.16899999999999998 2.5550000000000002 -0.33958333333333329
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 4 7 5 6 10 8 9 -4 -3 28 13 25 -15 16 -14 -18 19 23 22 -22 -20 -17 -21 26 -13 -8 -2 -30
right_child=11 2 3 -5 -6 -7 27 -9 -10 -11 -12 12 15 14 -16 18 17 -19 20 24 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.043297041601465969 0.0017607216665493691 0.057255042501579256 -0.013423694520428244 0.032647342019804251 0.027377056568366462 -0.043809859053663101 0.0071437949156674041 0.029497545116004446 -0.0355682070402994 0.040064443791548908 -0.0070319172901752349 0.0057126267134222867 0.027403850054927886 0.018103160610441496 -0.03919655850471062 -0.0022300845639164355 -0.059397432907644071 0.0089593903231981794 -0.051419578003748426 0.0035963065184543967 -0.017223596181028249 0.020003768285725913 -0.010906506776684277 -0.041468326894761938 -0.0091364926490553316 0.013825775394165594 -0.066728113885711177 -0.060666836692271797 -0.034108312282305264 -0.0031387939416513779
leaf_weight=4.6887508034706107 2790.8664742857218 4.428932353854182 17.762635082006458 10.644921779632567 5.1447463631629935 31.980956345796585 3.9482140839099875 8.1164989769458753 24.399690672755241 6.9200982004404059 10.817817211151121 5.9479978829622295 4.4889196753501919 81.000456750392914 6.228052705526351 18.62339374423027 15.426434919238092 5.4757142663002005 18.918666183948517 290.79571245610714 47.025228634476662 22.158069461584091 25.425802573561668 17.891881838440895 117.27266474068165 6.4707903116941443 9.459213584661482 8.5678498744964582 21.607593148946762 112.01522563397884
leaf_count=19 11214 18 73 43 21 131 16 33 100 28 44 24 18 325 25 75 62 22 76 1168 189 89 102 72 472 26 38 35 87 450
internal_value=-7.97783e-05 -0.0115146 -0.0135601 -0.00327565 -0.0242373 -0.0288161 -0.0112124 -0.0101197 -0.0168342 0.00192446 0.0125121 0.00035573 -0.00364528 0.00630818 0.013871 -0.00550911 -0.0292245 -0.0416381 -0.00441246 -0.00185749 -0.0143813 -0.00525953 -0.0284591 -0.0216683 -6.76228e-05 -0.0235877 -0.0392587 -0.0396652 0.00130362 -0.00822313
internal_weight=3754.52 137.421 132.732 67.8438 64.8885 59.7438 27.7628 57.1989 49.0824 24.6827 15.2467 3617.1 692.609 109.107 87.2285 583.502 25.3911 20.9021 558.111 444.584 113.528 69.1833 44.3445 36.5153 408.068 21.878 15.4072 12.5161 2924.49 133.623
internal_count=15095 561 542 277 265 244 113 234 201 101 62 14534 2783 438 350 2345 102 84 2243 1787 456 278 178 147 1640 88 62 51 11751 537
is_linear=0
shrinkage=0.0432651


Tree=51
num_leaves=31
num_cat=0
split_feature=127 102 142 39 71 104 10 98 114 103 133 21 3 78 15 102 111 55 78 49 48 111 114 39 42 102 3 131 9 100
split_gain=6.04335 8.50128 12.2795 10.0975 9.40618 10.0798 9.84229 9.87189 10.1346 11.6304 9.71508 9.63365 9.23242 8.97049 10.8187 8.60381 13.3233 14.5451 10.2929 10.7907 8.76724 8.35992 8.32705 13.3549 15.3863 8.27722 8.14115 8.10603 7.88581 7.75956
threshold=1.4145000000000001 0.70650000000000002 -0.83799999999999986 0.61261954596030554 1.0000000180025095e-35 0.99750000000000016 2.8619047619047624 0.77525252525252542 1.0000000180025095e-35 1.1555000000000002 1.3165000000000002 0.35416666666666669 1558.8512953687668 1.7238095238095241 0.77500000000000013 0.36750000000000005 2.1500000000000008 1.5550000000000004 0.81666666666666676 4.4650000000000007 1.905 18.750000000000004 2.5500000000000003 0.15255684118373378 7.1250000000000009 1.0165000000000002 1500.9645994691407 0.58550000000000002 1.0333333333333337 2.7750000000000004
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 2 13 15 5 -3 7 8 9 -6 -10 -9 26 -1 -15 16 17 -4 19 -17 -20 -18 29 24 -24 28 -7 -25 -8 -2
right_child=22 4 3 -5 6 12 25 11 10 -11 -12 -13 -14 14 -16 18 21 -19 20 -21 -22 -23 23 27 -26 -27 -28 -29 -30 -31
leaf_value=0.019599212846379194 -0.0017732127060202509 0.01390471681136724 -0.005605331576335925 0.021830095755569424 0.02513799509824698 0.00082547829213209286 0.0024723108216986233 -0.0212656225081134 -0.0070685425997463001 -0.0077720590286222456 0.0028579546127895897 0.013736757039820869 0.011839888199473131 0.010205781731739539 -0.071537916255115894 0.0021638649467064469 -0.018373347619160367 0.01040982214365189 0.018554781414574967 -0.04381178109366627 -0.011726921576087294 0.019130398737354233 -0.031829239842331193 -0.033494930440877105 0.035151013429963539 0.0051822611625871708 -0.055123754954522951 0.018093485202350247 0.069534832571038083 -0.018513713457038925
leaf_weight=139.08704029023647 1346.5365529507399 143.48616509139538 215.36859914660454 50.053432285785675 52.99619647860527 8.4223117679357546 5.2050262838602057 87.508556693792343 445.74627134203911 32.037522688508034 314.52786464989185 17.427351146936417 16.885034546256065 8.7291707694530469 4.2333715111017218 85.028184592723846 102.2973123639822 208.67151327431202 144.93692095577717 10.410363137722014 20.16915488243103 12.190972447395323 25.644337475299835 5.699652522802352 8.2057452052831632 31.426002576947212 11.15178771317005 108.53132046759129 8.65804675221443 53.559778243303299
leaf_count=560 5409 577 867 203 213 34 21 352 1793 129 1264 70 68 35 17 342 412 839 582 42 81 49 103 23 33 127 45 436 35 216
internal_value=0.000680566 0.00215016 0.0050792 0.00304822 -0.000345339 0.00874798 -0.00199149 -0.00293311 -0.00137647 0.0127578 -0.0029625 -0.0154261 -0.0114855 0.0163881 -0.0176748 0.00186265 -0.00126067 0.00227787 0.00831135 -0.00299355 0.0148385 -0.0143335 -0.00138562 0.00835903 -0.0153978 0.0176357 -0.0314603 0.0154245 0.0450396 -0.0024181
internal_weight=3724.83 2176.65 1001.18 849.126 1175.48 179.945 995.533 950.244 845.308 85.0337 760.274 104.936 36.4591 152.05 12.9625 799.073 538.528 424.04 260.545 95.4385 165.106 114.488 1548.18 148.081 33.8501 45.2891 19.5741 114.231 13.8631 1400.1
internal_count=14977 8757 4029 3417 4728 724 4004 3821 3399 342 3057 422 147 612 52 3214 2167 1706 1047 384 663 461 6220 595 136 183 79 459 56 5625
is_linear=0
shrinkage=0.0432651


Tree=52
num_leaves=31
num_cat=0
split_feature=31 30 97 145 127 114 10 120 118 8 96 102 142 94 98 36 102 114 38 28 107 127 11 131 30 9 38 4 31 148
split_gain=7.06692 6.61131 5.92645 7.58526 6.51251 8.61098 13.9181 15.5993 8.90505 8.7233 7.69194 7.65846 10.4697 9.60072 9.20506 10.421 9.01679 8.6179 5.8233 5.16304 4.94963 5.63018 7.20988 6.45792 4.7985 4.73126 3.50122 3.33485 3.10544 3.00725
threshold=2.7846153846153849 1.0147058823529413 8.5000000000000018 0.18075000000000002 1.4145000000000001 2.5500000000000003 0.93095238095238109 1.1180000000000001 2.6335000000000002 2.2761904761904765 7.5000000000000009 0.70650000000000002 -0.83799999999999986 23.550000000000004 0.77525252525252542 4.3450000000000006 0.44650000000000006 1.0000000180025095e-35 0.22617409408304454 4.4722222222222232 0.52250000000000008 1.1835000000000002 1.7238095238095241 1.2930000000000004 1.5166666666666668 1.1833333333333336 0.25335275555457365 1479.9084274151619 0.45830115830115831 0.25163144129939685
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 2 4 -4 11 8 7 -7 10 -10 -6 12 13 -1 17 -16 -14 -13 -8 29 21 -3 24 27 -23 -21 -27 -24 -25 -5
right_child=-2 20 3 19 5 6 18 -9 9 -11 -12 14 16 -15 15 -17 -18 -19 -20 25 -22 22 23 28 -26 26 -28 -29 -30 -31
leaf_value=0.017824863575546312 -0.041166550905921279 0.041974581992526717 0.028025988737145017 -0.02501646852765383 -0.0022198186200939069 0.044400874134080823 0.0048362225824665917 -0.026927352737731777 0.041859694373036237 -0.019677004932044037 0.01851073391621768 0.01299023898362121 0.00032730461658310298 -0.03588311811602253 -0.015756696164826813 0.022381429337680659 0.010392041285058558 -0.00014505593769104487 0.025421529185852266 -0.035428298286996777 0.04091006387536493 -0.046524867365982242 -0.035773484902963143 0.065663053289654744 0.002435999995557592 0.033121943731246828 -0.018735403392214064 0.01739898106412464 0.015148495243194612 -0.073033408913018918
leaf_weight=144.0515341758728 7.1977185606956473 7.3556578755378714 5.3871236294507971 5.3899097442626971 1246.2589277774096 6.7001086026430121 45.056480914354324 30.871322393417358 4.2397182434797278 77.852300494909286 34.07941709458828 103.73474313318729 598.43139676749706 6.1915089488029471 111.06362368166447 14.933655396103857 230.56999251246452 918.9153538942337 60.222054526209831 7.9061943441629436 11.359986275434492 6.9422925263643247 3.957313150167467 4.9367039054632169 7.6370899081230164 4.9402520358562452 4.2049649655818939 4.2151186019182205 4.4788127392530441 5.1609640121459961
leaf_count=580 29 30 22 22 5005 27 181 124 17 314 137 417 2409 25 447 60 927 3696 242 32 46 28 16 20 31 20 17 17 18 21
internal_value=0.000651127 0.00073599 0.000520245 -0.0176376 0.000686811 -0.00149087 0.00860208 -0.0139136 -0.00255105 -0.0163339 -0.00166309 0.0022273 0.0050377 0.0155329 -0.000169424 -0.0111867 0.00312983 0.00119136 0.016657 -0.0267902 0.0161703 0.00876135 0.000794766 0.0192721 -0.0214244 -0.0116447 0.00946713 -0.00876217 0.0430446 -0.050102
internal_weight=3724.24 3717.04 3666.16 32.9894 3633.17 1505.28 142.85 37.5714 1362.43 82.092 1280.34 2127.89 979.244 150.243 1148.65 125.997 829.001 1022.65 105.279 27.6023 50.883 39.523 32.1673 17.5879 14.5794 17.0514 9.14522 8.17243 9.41552 10.5509
internal_count=14977 14948 14742 134 14608 6047 574 151 5473 331 5142 8561 3941 605 4620 507 3336 4113 423 112 206 160 130 71 59 69 37 33 38 43
is_linear=0
shrinkage=0.0432651


Tree=53
num_leaves=31
num_cat=0
split_feature=136 85 4 113 137 27 49 133 93 136 85 137 4 7 95 29 103 38 50 46 27 103 1 34 133 136 136 137 28 149
split_gain=10.1354 9.5269 11.3209 10.4111 12.6969 10.3323 9.40546 9.50629 9.38288 8.44386 12.0755 9.69205 8.42438 8.33444 8.9511 8.14944 7.89466 8.28483 8.0619 11.5664 7.07326 6.8033 7.14058 6.58325 6.36222 7.97243 9.72798 9.34881 9.98273 7.9472
threshold=2.9500000000000006 -0.14401433691756271 1475.3613856574909 0.40950000000000003 10.050000000000002 0.49612500000000009 2.7450000000000006 2.0500000000000003 20.550000000000004 3.9500000000000006 -0.18201372997711676 3.8500000000000001 1470.8147644495282 -20.838495801436235 5.9999999999999991 4.1833333333333345 1.1795000000000002 0.28719964494417932 1.1450000000000002 3.4150000000000005 0.57414285714285718 0.33250000000000007 1503.8889897014565 2.3350000000000004 0.68350000000000011 17.050000000000004 15.050000000000002 10.750000000000002 3.183333333333334 0.53574674286046664
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=6 2 16 4 5 -4 7 13 -7 -5 11 -11 -9 -1 20 -16 17 18 -2 -20 -15 23 -23 -6 25 26 27 28 -3 -29
right_child=1 24 3 9 21 8 -8 12 -10 10 -12 -13 -14 14 15 -17 -18 -19 19 -21 -22 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.024333080126233197 -0.046650931635132779 0.022953724435865588 -0.03111226901427052 0.056262154006227444 -0.022323511448207035 0.0018049834301037415 -0.030986679478295635 -0.00082570633125733249 -0.032584717940061604 -0.036886798862802446 -0.031480154148118736 0.019402576555239505 0.066790771607059637 -0.034897825272719701 -0.012920364760506382 0.056002722260907183 -0.035722859256459759 0.0085844910126589499 0.014522587711824421 -0.027150185965486715 0.021676251124651366 0.04394937697051917 0.0043079573093530478 0.023530896329450945 0.001385321553850739 0.038219517400910293 -0.0490790896028587 0.052183736247497683 -0.0061954293980638637 0.0041590433279164426
leaf_weight=10.159643426537512 14.549201413989065 32.180800944566727 42.191928699612617 6.9650799483060828 16.524116471409801 72.366785928606987 34.232561782002449 7.9481894671916944 18.323451086878777 5.9485662728548041 12.195221796631811 65.383663937449455 5.7302070409059525 34.506401866674423 8.4494095742702466 4.7330236434936515 28.919101297855377 30.471974685788155 20.614459320902824 30.535876095294952 4.4546855092048636 15.847199425101278 18.089357167482376 8.6436329185962659 3057.8431995362043 16.902003273367882 5.2225064784288397 15.132582947611811 67.570639178156853 11.167260527610777
leaf_count=41 59 130 171 28 67 293 138 32 74 24 49 264 23 139 34 19 117 123 83 124 18 64 73 35 12288 68 21 61 272 45
internal_value=0.000623332 0.00101804 -0.00520971 -0.000406124 -0.00610686 -0.0135168 -0.0122801 -0.00374822 -0.00524228 0.0116652 0.00772615 0.0145505 0.0284645 -0.0109405 -0.0179301 0.0126379 -0.0160256 -0.00999401 -0.0186107 -0.0103709 -0.0282933 0.0105341 0.02308 -0.00646799 0.00181024 0.0105551 0.00690058 0.00934999 0.00325597 0.0321157
internal_weight=3723.8 3613.59 407.57 282.479 191.986 132.882 110.214 75.9816 90.6902 90.4925 83.5275 71.3322 13.6784 62.3032 52.1435 13.1824 125.091 96.1715 65.6995 51.1503 38.9611 59.1043 33.9366 25.1677 3206.02 148.176 131.274 126.051 99.7514 26.2998
internal_count=14977 14533 1648 1142 777 538 444 306 367 365 337 288 55 251 210 53 506 389 266 207 157 239 137 102 12885 597 529 508 402 106
is_linear=0
shrinkage=0.0432651


Tree=54
num_leaves=27
num_cat=0
split_feature=85 85 0 111 120 137 5 51 119 123 120 86 103 138 13 106 7 27 123 5 122 38 52 51 46 38
split_gain=10.8227 8.90809 9.65939 8.7552 7.40887 9.19838 7.78004 9.89477 7.629 9.48592 9.87353 8.87171 7.16138 6.6464 7.28037 6.00758 4.39471 4.39388 5.05794 5.0579 4.30988 4.30296 4.09443 7.11082 3.16912 1.64805
threshold=-0.85333333333333328 0.42848484848484841 1474.5011260245726 34.350000000000001 0.61250000000000016 24.150000000000002 1474.1802783958999 1.1850000000000003 3.1000000000000005 1.5590000000000004 1.3875000000000002 3.8660714285714293 0.59850000000000014 9.5000000000000018 0.22500000000000003 0.8590000000000001 -30.434793440006043 0.41763888888888895 0.75750000000000017 1525.4389162677448 1.4410000000000001 0.2777184014666339 2.4450000000000007 1.1950000000000001 4.0750000000000011 0.29212309800602293
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
left_child=22 3 21 4 5 6 7 -2 9 11 -11 -6 -8 14 -10 17 -7 -4 -19 -20 -15 -3 25 24 -24 -1
right_child=1 2 15 -5 8 16 12 -9 13 10 -12 -13 -14 20 -16 -17 -18 18 19 -21 -22 -23 23 -25 -26 -27
leaf_value=-0.065002942191627555 -0.045188438873384071 0.068559570817464555 -0.024491137389604723 -0.045651896579456584 0.0009562499427311316 -0.0096654718008870408 0.012202421653622673 -0.0034060115161514944 0.033979729191449017 0.00070638532818997988 -0.0081571092379304003 0.035269820703511472 -0.0097130076471367861 0.011832724733084752 -0.0015430136841230284 -0.030020347082220608 -0.064076346611029691 -0.016526286551485914 0.017762692288999442 0.066238211978654121 -0.035301377033786947 0.017312117715659662 -0.056410261101432553 0.029605654287153754 -0.0067750993587024008 -0.029766648931174214
leaf_weight=5.1342544257640856 18.836237728595734 7.7867147326469404 4.6911966204643241 7.674357905983924 2448.0942436754704 4.4588176757097244 47.97039906680584 23.870872408151627 32.80513770878315 447.88944856822491 495.06075699627399 13.834737688302992 65.725467443466187 7.1982485353946668 15.972896322607992 6.6949606388807288 7.7064398527145368 5.9361488223075858 22.929388940334324 4.675519958138465 6.717622771859169 5.4127940535545349 4.8679288625717145 4.7969554811716071 4.6720152348279953 6.6737162917852402
leaf_count=22 76 32 19 31 9837 18 193 96 133 1800 1990 56 265 29 65 27 31 24 93 19 27 22 21 20 20 29
internal_value=-0.000442272 -0.000245042 0.0165073 -0.000513845 -0.000414173 -0.00926216 -0.00639046 -0.022053 1.68475e-05 -0.000259255 -0.00394837 0.00115408 -0.000457367 0.0149297 0.0224196 0.00679266 -0.0449654 0.0134539 0.0189601 0.026703 -0.0112296 0.0485388 -0.0279949 -0.0119852 -0.0332073 -0.0465246
internal_weight=3728.09 3701.94 58.1267 3643.82 3636.14 168.568 156.403 42.7071 3467.57 3404.88 942.95 2461.93 113.696 62.6939 48.778 44.9272 12.1653 38.2323 33.5411 27.6049 13.9159 13.1995 26.1449 14.3369 9.53994 11.808
internal_count=14995 14883 236 14647 14616 679 630 172 13937 13683 3790 9893 458 254 198 182 49 155 136 112 56 54 112 61 41 51
is_linear=0
shrinkage=0.0432651


Tree=55
num_leaves=31
num_cat=0
split_feature=85 85 95 131 120 137 34 130 35 119 119 56 115 120 119 106 130 35 34 100 19 40 132 121 148 95 134 39 121 112
split_gain=10.0452 8.20062 9.5726 9.04201 6.83988 8.42613 9.16529 7.65216 11.1847 6.86601 6.34959 7.42718 9.76896 7.05257 6.2969 6.2681 6.01102 7.17476 5.94268 5.93117 4.77537 4.7639 4.7489 6.04588 4.51125 4.01781 3.21802 6.08633 2.61368 2.20979
threshold=-0.85333333333333328 0.42848484848484841 4.3499999999999988 1.2110000000000001 0.61250000000000016 24.150000000000002 7.8150000000000004 0.47200000000000003 2.8250000000000006 1.1000000000000003 3.1000000000000005 2.7950000000000004 1.0500000000000003 3.8165000000000004 4.3665000000000012 0.8590000000000001 1.0000000180025095e-35 4.035000000000001 3.0350000000000006 0.90000000000000013 1.0000000180025095e-35 3.2250000000000005 1.4720000000000002 0.95000000000000007 0.25408003032272042 8.25 -0.1055 0.28473547931845805 0.81650000000000011 0.31850000000000006
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=22 4 15 20 5 6 16 8 -6 -10 11 13 -13 -9 19 26 24 -18 -7 -12 -4 -11 -1 -24 -2 -22 27 -3 -28 -30
right_child=1 2 3 -5 7 18 -8 10 9 21 14 12 -14 -15 -16 -17 17 -19 -20 -21 25 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.043090282161704581 -0.0066427732173036762 -0.02486013371887116 -0.061582488129996088 0.043896775564857139 0.065210356613701753 -0.066407073583687123 -0.054534008010025996 -0.0003163368473533121 -0.032848255707644894 0.0035307287046104472 0.027493084294567417 -0.06020648727402992 -0.008704570023117357 0.044737598127827509 -0.027957850124611917 -0.013668987266580383 -0.003332943041600978 0.053486542236908872 -0.0044678282114904841 -0.0027678955194230673 -0.040123732492373568 0.052897243692251121 -0.04653768582219945 0.017372154914637176 -0.063957764009205886 0.014592256495694142 0.01241513016948822 0.042824071502931743 0.058295924150882389 0.023612669628082818
leaf_weight=14.604383513331415 5.2184703946113569 4.2285819351673108 4.4743999242782619 4.1481370627880088 7.7215978056192425 7.4342077374458295 6.6788801103830329 3308.773796081543 5.9666991829872158 10.924356222152712 38.13739076256752 7.450746238231658 61.006026372313499 6.1648106127977362 5.8896724283695212 5.6812630146741858 135.91905008256435 3.93958656489849 4.7056987285614014 17.611802905797958 3.9693722277879697 5.192842721939086 3.9779036939144117 7.36562579870224 4.8953668773174286 5.6960242390632629 4.6412159204483059 5.1453453004360199 14.636010661721231 5.3761835247278205
leaf_count=64 21 17 18 17 31 30 27 13297 24 44 155 30 245 25 24 23 547 16 19 71 16 21 17 31 20 23 19 21 60 22
internal_value=-0.000423846 -0.000234519 0.0158571 -0.00991439 -0.000492158 -0.00898815 -0.00624606 -7.85953e-05 0.0216205 0.00559621 -0.000268518 -0.000519872 -0.014589 -0.000227813 0.0134531 0.027709 -0.00397306 -0.0016023 -0.0431997 0.0179759 -0.0263829 0.0202261 -0.0270682 -0.0057649 -0.0356016 -0.00849814 0.0346867 0.0124968 0.0428296 0.0495471
internal_weight=3727.58 3701.63 57.9965 18.2879 3643.63 168.791 156.651 3474.84 29.8055 22.0839 3445.03 3383.4 68.4568 3314.94 61.6389 39.7086 149.972 139.859 12.1399 55.7492 14.1398 16.1172 25.9479 11.3435 10.1138 9.6654 34.0273 9.37393 24.6534 20.0122
internal_count=14995 14883 236 74 14647 680 631 13967 120 89 13847 13597 275 13322 250 162 604 563 49 226 57 65 112 48 41 39 139 38 101 82
is_linear=0
shrinkage=0.0432651


Tree=56
num_leaves=31
num_cat=0
split_feature=111 141 55 143 86 91 34 7 4 91 143 91 127 96 145 3 4 114 142 44 143 89 98 49 126 142 98 143 104 1
split_gain=8.09915 6.4864 8.40309 6.01749 11.0752 9.84413 9.59408 8.29651 9.12431 7.8122 11.1169 8.20782 7.0726 9.01611 8.94998 8.37499 8.4295 8.2256 7.06488 6.83586 6.6236 6.7407 6.62669 5.88099 5.66921 5.56242 5.44773 4.34586 4.25163 5.39022
threshold=34.350000000000001 -2.2644999999999995 1.155 -1.0259999999999996 1.8603896103896107 -0.53041666666666654 2.2750000000000004 -20.470991520995991 1640.3068560458833 -0.31374999999999992 1.6025000000000003 -0.3241666666666666 1.6460000000000001 8.5000000000000018 0.75755000000000006 1383.0403689219072 1600.0450495535808 3.1250000000000004 0.58450000000000013 8.3750000000000018 -1.8679999999999997 0.59000000000000008 0.52786377708978338 2.7150000000000003 1.6460000000000001 -0.44549999999999995 0.91287878787878796 -1.7974999999999997 0.61950000000000005 1443.2780790929817
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 2 27 4 5 25 20 26 -9 10 11 19 15 14 -14 16 -11 -17 -8 -5 21 -6 -22 -13 -20 -3 -7 -1 29 -4
right_child=-2 3 28 9 6 7 18 8 -10 12 -12 23 13 -15 -16 17 -18 -19 24 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014566088468627066 -0.043894928479929013 0.0005245455641876705 -0.024325187074670913 -0.012763416541800209 -0.024517701177197305 0.055620097891745775 -0.055614754706599719 -0.0018126047263503186 -0.04239442574464445 0.01492355572979304 0.040432030638376755 -0.064251881182727177 -0.0074272556884088965 0.047176385678138623 0.0054324623054518599 0.00054160357255173051 -0.0069450535061395084 -0.019591223585806131 0.038811655048708156 0.0037411521200397691 -0.0027516713020370237 0.024131496981556019 0.027105177902453211 -0.00050932800746296056 -0.025356836968188971 0.061884645290289267 -0.0052399750708224902 0.036529842520151817 0.0079717109772161655 -0.071293770050707805
leaf_weight=5.481052502989769 7.6471451669931403 4.470582515001297 19.398874744772918 161.03549768030643 12.159819111227991 7.2111102491617185 5.4488191008567801 253.25377099215984 10.464125111699103 140.41387958824635 8.1793171018362028 8.1811276078224164 489.81999081373215 5.9688708633184424 127.42270684242249 2154.3121485710144 42.863719418644905 38.316892936825752 4.4685764163732511 66.071432277560234 16.32382307946682 8.9445440322160703 91.606624588370323 3.9781749546527854 5.1950713098049164 6.9247693270444852 4.2404363453388214 6.4454315304756147 4.7189147174358359 5.9537357091903678
leaf_count=22 31 18 78 649 49 29 22 1017 42 566 33 33 1968 24 512 8669 173 154 18 266 66 36 369 16 21 28 17 26 19 24
internal_value=-0.000405994 -0.000312435 -0.017148 -0.000118536 0.00468439 -0.000239819 0.0144505 -0.00189327 -0.00347717 -0.000756165 -0.00813924 -0.00985655 -0.000146133 -0.00424708 -0.00477093 0.000930033 0.00980557 0.000186691 -0.017858 -0.00796344 0.0182727 -0.00384141 0.0225952 -0.0439976 0.00463627 0.0385484 0.0335993 0.013303 -0.0292392 -0.0361796
internal_weight=3726.92 3719.27 41.998 3677.28 430.712 286.565 144.147 275.169 263.718 3246.56 247.446 239.266 2999.12 623.212 617.243 2375.91 183.278 2192.63 15.1125 227.107 129.035 21.1044 107.93 12.1593 9.66365 11.3954 11.4515 11.9265 30.0715 25.3526
internal_count=14995 14964 169 14795 1732 1151 581 1105 1059 13063 997 964 12066 2504 2480 9562 739 8823 61 915 520 85 435 49 39 46 46 48 121 102
is_linear=0
shrinkage=0.0432651


Tree=57
num_leaves=31
num_cat=0
split_feature=35 127 78 99 121 143 7 6 35 115 131 99 130 12 48 7 99 7 9 126 130 130 105 7 125 0 7 0 90 111
split_gain=5.87025 9.48642 10.4525 12.8099 10.4731 8.21285 8.1218 9.43229 9.70283 8.28473 7.95144 11.9756 11.9182 10.5096 10.1435 8.7386 8.32348 7.84695 8.07256 7.74589 7.67297 7.52737 7.49967 7.4834 7.36851 7.2504 7.061 6.95352 6.66501 7.15994
threshold=2.9350000000000005 1.5635000000000001 0.79285714285714304 0.86811594202898557 1.4720000000000002 -2.0574999999999997 -39.018978719848626 1532.2642713046325 2.6050000000000004 1.4145000000000001 0.58550000000000002 0.23611111111111113 1.2930000000000004 0.29166666666666669 1.2650000000000003 5.4913560738339138 0.52786377708978338 -1.1069220076178679 1.3785714285714288 1.1835000000000002 1.3540000000000003 1.0500000000000003 0.58750000000000002 -8.8196980420525488 2.1000000000000005 1517.1584008129723 3.5055084939692738 1550.0138133158364 -0.04541666666666664 3.4500000000000006
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 2 3 6 -5 25 9 20 -9 -1 12 21 15 -14 -15 -4 22 23 26 -6 -8 -12 -13 -7 -18 -3 -19 -17 29 -20
right_child=-2 5 10 4 19 17 7 8 -10 -11 11 16 13 14 -16 27 24 18 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.067075962126603425 0.0015277006533998873 -0.0038932812346087124 -0.048701942749003926 0.020018907809829182 0.021820853592740327 -0.010291396359861319 -0.0036081123434153167 0.064146603813955136 -0.0046332127523495458 -0.0019429950021507018 -0.0080343216567698838 0.0033689549134421929 -0.036797088370666316 0.052176417861731356 -0.0019671494722927319 0.034218829951384075 0.0059730486783893914 -0.040394061000948459 0.015722409986466165 -0.039628774768702538 -0.020894678597994102 0.0419838170880521 -0.023689532597800055 0.015192666058683413 -0.036379652981522369 0.067220823587085324 -0.0036036584691803504 -0.038832677872159153 -0.036550723677191303 -0.028166287904689009
leaf_weight=9.1884758025407773 2527.652283012867 5.9614705890417081 19.048984780907634 48.674397066235542 5.4788110405206707 55.285378307104111 96.997668087482452 5.9620843529701224 9.6859291195869428 5.9612317979335776 7.1894336938858059 38.355270370841026 8.1792487949132902 9.9443191438913363 17.396223679184914 5.2313320040702802 461.96725670993328 10.685941025614737 11.70529279112816 11.194557487964628 95.269683137536049 24.062223687767982 37.836057618260384 34.874105826020241 7.4734366983175269 4.4760463237762451 85.549043670296669 3.9807551354169846 47.526708662509918 16.197608292102814
leaf_count=37 10171 24 77 196 22 222 391 24 39 24 29 154 33 40 70 21 1857 43 47 45 384 97 152 140 30 18 344 16 191 65
internal_value=0.000344318 -0.00214527 -6.29668e-05 -0.00689764 0.00991046 -0.00924178 -0.0118295 -0.00955853 0.0224066 -0.0420724 0.00301595 0.00462018 -0.0114398 0.00525158 0.0181385 -0.032225 0.00311828 -0.0107538 -0.0161727 -0.019403 -0.0121962 0.0305158 -0.0101152 -0.000413315 0.00527207 0.0278004 -0.00782106 0.00238445 -0.0267422 -0.0097884
internal_weight=3728.99 1201.34 929.077 288.413 65.3478 272.262 223.065 207.915 15.648 15.1497 640.665 576.884 63.7809 35.5198 27.3405 28.2611 545.632 261.824 171.665 16.6734 192.267 31.2517 76.1913 90.1595 469.441 10.4375 96.235 9.21209 75.4296 27.9029
internal_count=15003 4832 3738 1162 263 1094 899 838 63 61 2576 2319 257 143 110 114 2193 1052 690 67 775 126 306 362 1887 42 387 37 303 112
is_linear=0
shrinkage=0.0432651


Tree=58
num_leaves=31
num_cat=0
split_feature=85 95 5 98 49 26 28 28 91 91 55 23 126 30 30 115 133 98 130 27 100 34 2 16 20 143 5 94 55 99
split_gain=7.38676 10.2261 11.4901 7.66086 7.51074 7.25245 9.27655 8.71956 9.04803 10.5624 11.223 9.99606 9.54642 11.7376 8.53295 8.41567 10.2589 7.20289 7.02967 6.53443 6.24189 13.8507 8.93456 8.50868 7.21087 6.95772 6.68744 8.4576 6.52892 6.09027
threshold=0.42848484848484841 4.3499999999999988 1514.8396765784269 0.58578431372549034 2.8350000000000004 0.50211111111111129 7.366666666666668 2.2678571428571432 0.21291666666666667 0.37291666666666673 1.5750000000000004 1.9285714285714288 2.5855000000000006 0.18533452807646353 0.20574491478834525 3.5500000000000003 1.3540000000000003 0.17424242424242423 1.4720000000000002 0.47292857142857142 2.1000000000000005 1.5250000000000001 267.63910027240826 3.5000000000000004 4.5000000000000009 1.5250000000000001 1497.628464323074 17.550000000000004 2.4750000000000005 0.72474747474747481
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=5 4 3 -3 -2 6 20 -7 12 11 29 -10 15 18 -15 17 -17 -9 -14 -13 24 22 23 -22 28 -23 -26 -28 -1 -11
right_child=1 2 -4 -5 -6 7 -8 8 9 10 -12 19 13 14 -16 16 -18 -19 -20 -21 21 25 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.00083643057134745805 0.040120623673108619 0.012580111727629592 0.03662249270028374 -0.057858166563185189 -0.0032901801454928415 -0.030486841195511812 -0.041850286163411458 -0.015979710339330194 0.032877442868130824 0.021898284571947532 0.055457574583782449 0.00060704785642286588 0.0065062067341513175 -0.04124796730691218 0.017409085489215846 -0.0029695539194642294 0.05889869200960491 0.0032641439328281881 0.054413984972510897 -0.032952529448632903 0.0030004773333249788 -0.014958745566919122 -0.042209523806856032 0.04172107763495593 0.055246021928277537 -0.058132466943533488 0.046979535901401047 -0.033603588705090878 0.049609658963972833 -0.048173665827833501
leaf_weight=2089.0380477905273 27.759866282343864 4.2158468812704113 6.1490254253149024 8.145662307739256 10.086739823222159 14.383645132184027 10.199267104268072 37.256375446915627 5.9706793129444113 4.2090495377779025 7.9321678578853598 14.44265305995941 8.1617617011070269 6.6859050095081356 13.29388380050659 9.1354334503412264 10.69033123552799 1147.304143384099 19.784652426838875 43.28291155397892 63.661405935883522 114.66588205099106 6.469921961426734 12.415396630764006 7.9728362709283855 7.1539552807807913 3.9788633286952955 5.2278383523225784 4.4619203209877005 4.4387860298156738
leaf_count=8405 114 17 25 33 41 58 41 150 24 17 32 58 33 27 54 37 43 4611 80 175 256 462 26 50 32 29 16 21 18 18
internal_value=0.00032898 0.0158247 -0.0103969 -0.034152 0.0286272 8.96769e-05 -0.00137366 0.0026155 0.00298075 -0.0110697 0.0194015 -0.0190643 0.00388427 0.0227508 -0.00259344 0.0031271 0.0308358 0.00265433 0.0406772 -0.0246033 -0.00118901 -0.00840203 0.00526897 0.00948239 -0.000489325 -0.0176542 0.027143 0.00166918 -0.0007206 -0.0145454
internal_weight=3728.57 56.3571 18.5105 12.3615 37.8466 3672.22 2325.25 1346.97 1332.59 80.2762 16.58 63.6962 1252.31 47.9262 19.9798 1204.39 19.8258 1184.56 27.9464 57.7256 2315.05 204.367 82.5467 76.0768 2110.68 121.82 17.1795 9.2067 2093.5 8.64784
internal_count=15003 230 75 50 155 14773 9356 5417 5359 324 67 257 5035 194 81 4841 80 4761 113 233 9315 823 332 306 8492 491 69 37 8423 35
is_linear=0
shrinkage=0.0432651


Tree=59
num_leaves=31
num_cat=0
split_feature=26 130 2 49 98 98 96 40 2 11 41 130 99 141 126 126 89 41 39 19 91 141 102 131 100 40 50 137 26 30
split_gain=6.71359 9.44007 9.44411 10.9288 9.56035 11.1939 13.1869 9.4454 8.97827 8.57506 8.09134 8.29835 7.81712 9.62445 7.76655 7.71117 8.93268 7.73864 7.48203 7.35195 7.2525 6.38477 6.28969 6.22268 6.191 12.5755 8.30144 9.66262 14.5529 8.02249
threshold=0.50211111111111129 0.76400000000000012 44.794638218772782 4.0750000000000011 0.53589743589743599 0.60990338164251223 6.5000000000000009 1.6950000000000001 60.81126278537625 0.34523809523809529 2.0850000000000004 2.2930000000000006 0.58578431372549034 -0.27149999999999996 0.89450000000000018 2.3165000000000004 0.81000000000000016 2.4250000000000003 0.30504877332452007 1.0000000180025095e-35 -0.54249999999999987 -0.68199999999999994 0.33200000000000007 1.0500000000000003 2.1000000000000005 2.0750000000000006 1.3550000000000002 13.850000000000003 0.4870714285714286 0.27801932367149768
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=24 12 9 4 8 6 -6 -7 -4 10 11 18 13 -2 -10 19 17 -17 -3 20 -11 -21 -14 -18 -1 26 -26 28 -28 -29
right_child=1 2 3 -5 5 7 -8 -9 14 15 -12 -13 22 -15 -16 16 23 -19 -20 21 -22 -23 -24 -25 25 -27 27 29 -30 -31
leaf_value=-0.00038597549326971261 -0.017997347623442454 0.018394850708075703 -0.051937556580662222 -0.027737027829134338 0.027218965036893319 0.0075424590205916174 -0.0040229039901112512 -0.0059816926423816204 0.022188812042279443 -0.023543739997185051 -0.041061564705238821 0.048195672257507767 -0.0058378134688628859 0.06202137659086223 -0.014449521218183345 0.034460440498570388 0.015193547987007257 -0.0042455984698980768 -0.027233536003810427 -0.011442194618789057 0.016403356102733867 0.0052831318924448749 -0.041642039117214466 -0.050675734433278871 0.012247648576266802 -0.017797133849699387 0.018956028155543137 -0.01311591000779568 -0.051630718292176053 0.066682937797903033
leaf_weight=2143.4162150323391 6.4578423053026199 10.641895622015001 9.4540027827024442 26.098335087299347 66.009930804371834 163.6240806132555 40.73060142993927 235.14372976124287 12.952343776822088 8.7025011479854566 12.136646822094916 5.1960076093673697 16.892444133758545 4.4813888370990735 58.341194704174995 51.480283796787262 5.4594235122203809 11.797933548688887 17.086793780326843 47.753980249166489 153.76661077141762 382.71990744769573 20.125064641237259 4.7079226076602936 64.874043062329292 114.98685377836227 7.9474921673536327 4.9796403050422651 16.164413258433342 3.9724585860967636
leaf_count=8626 26 43 38 105 265 658 164 945 52 35 49 21 68 18 235 208 22 48 69 192 618 1540 81 19 261 464 32 20 65 16
internal_value=0.000315287 0.00272121 0.00340592 -0.000533153 0.000693782 0.00290425 0.0153235 -0.00043065 -0.0130971 0.00679492 -0.0114087 -0.000159662 -0.0160668 0.015694 -0.00771697 0.00803122 0.0212266 0.0272603 -0.00971092 0.00638514 0.0142174 0.00341991 -0.0255119 -0.0159812 -0.00108554 -0.00811543 0.00327464 -0.0142747 -0.0284267 0.0234765
internal_weight=3728.1 1371.76 1323.8 612.354 586.256 505.508 106.741 398.768 80.7475 711.45 45.0613 32.9247 47.9567 10.9392 71.2935 666.389 73.4456 63.2782 27.7287 592.943 162.469 430.474 37.0175 10.1673 2356.34 212.925 97.938 33.064 24.1119 8.9521
internal_count=15003 5519 5326 2462 2357 2032 429 1603 325 2864 182 133 193 44 287 2682 297 256 112 2385 653 1732 149 41 9484 858 394 133 97 36
is_linear=0
shrinkage=0.0432651


Tree=60
num_leaves=31
num_cat=0
split_feature=12 102 118 40 133 1 133 101 38 125 111 38 7 150 44 99 7 104 44 13 142 121 22 120 9 5 5 31 29 85
split_gain=7.2295 7.10146 7.31845 8.07774 6.52167 7.42917 7.05066 6.3253 12.1409 17.079 10.2437 8.79544 8.62001 8.57905 8.21222 8.1842 9.87564 9.42598 8.09899 9.02499 7.93271 7.62154 7.56547 10.4413 8.79873 8.99599 8.23813 9.78036 9.88037 9.27883
threshold=0.63333333333333341 1.7045000000000001 0.45000000000000007 2.6450000000000005 1.7890000000000004 1567.0795376501153 1.1550000000000002 1.3650000000000002 0.2382761837172209 0.70850000000000013 25.850000000000005 0.24364864683873241 -35.619759515171488 0.59354565401577208 11.625000000000002 0.71008403361344552 45.806113778051675 0.34450000000000003 12.325000000000001 0.45000000000000007 0.20100000000000004 1.8660000000000003 0.33166666666666672 1.1340000000000001 2.4226190476190479 1510.5627088056829 1502.5660637656053 0.1522458969190901 4.8944444444444457 0.015416666666666601
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=7 2 -2 4 5 -4 -7 12 9 21 18 13 -1 -10 15 17 -17 -13 19 -11 -16 -9 23 -14 25 -25 27 28 -24 -28
right_child=1 -3 3 -5 -6 6 -8 8 11 10 -12 14 22 -15 20 16 -18 -19 -20 -21 -22 -23 26 24 -26 -27 29 -29 -30 -31
leaf_value=0.016171888451923973 0.022071245584073952 0.0189444009129369 -0.026735126708881309 -0.036093684764853348 0.010800199282798075 0.055222688634392933 -0.02115776640930031 -0.0083886341209940419 -0.03483337198170406 0.0082005346644815191 -0.029157000773094251 -0.0089902858540747924 0.0054971357206901996 -0.0013889676066056031 -0.0063827247643468291 -0.0071859905288337318 -0.060611981532450725 0.0022644487221321835 -0.04800069200106747 0.036145546306296975 0.032635191151910208 -0.04503986797054095 -0.010895562290205413 -0.0077467820282336123 0.0095360565893064832 0.00098726986397008258 0.010563303400237846 0.015456841779017275 0.026549518836068275 0.045254481071227433
leaf_weight=75.592618599534035 9.0954779386520368 13.14483207464218 36.907196328043938 30.809597656130791 20.562619343400002 4.2088367044925672 4.2095851600170135 45.99206580221653 32.504714369773865 337.10040020942688 13.116861775517462 188.65207153558731 433.87810102105141 25.553316205739975 16.644250988960266 498.01229533553123 6.2179054319858542 529.27644664049149 4.2203005403280249 22.814362585544586 22.87555904686451 13.552158758044241 107.44221077859402 501.81876294314861 101.10984861850739 393.76791843771935 152.4329638928175 55.959135591983795 14.690885111689566 15.654478237032889
leaf_count=307 37 53 149 125 83 17 17 186 131 1358 53 760 1745 103 67 2003 25 2129 17 92 92 55 432 2017 407 1584 612 225 59 63
internal_value=-0.000212713 -0.0106919 -0.0144248 -0.0179252 -0.009283 -0.018407 0.0177121 0.00013366 -0.00172621 0.00452362 0.00792492 -0.00379539 0.00189732 -0.0202103 -0.00303461 -0.00366403 -0.00788659 -0.000695943 0.00928752 0.0100055 0.016291 -0.0169458 0.00128693 -0.000102409 -0.00254106 -0.00390775 0.00702258 0.000533972 -0.00632816 0.0138819
internal_weight=3727.82 118.938 105.793 96.6978 65.8882 45.3256 8.41842 3608.88 1756.53 436.796 377.252 1319.74 1852.35 58.058 1261.68 1222.16 504.23 717.929 364.135 359.915 39.5198 59.5442 1776.75 1430.57 996.697 895.587 346.18 178.092 122.133 168.087
internal_count=15003 481 428 391 266 183 34 14522 7071 1761 1520 5310 7451 234 5076 4917 2028 2889 1467 1450 159 241 7144 5753 4008 3601 1391 716 491 675
is_linear=0
shrinkage=0.0432651


Tree=61
num_leaves=31
num_cat=0
split_feature=103 12 146 29 133 133 125 104 35 54 29 56 121 103 134 31 56 93 133 54 56 137 134 29 127 84 99 2 134 99
split_gain=7.86892 6.54371 7.80616 10.8228 7.51112 9.06817 6.74819 6.19732 7.37963 7.38353 6.11042 8.9889 10.651 10.3271 8.52622 7.30705 7.50556 7.33771 13.64 9.66267 6.89843 8.27032 8.07637 6.81312 8.33135 6.7578 8.08296 9.65871 6.11463 9.89173
threshold=3.0010000000000003 0.63333333333333341 0.0024500000000000004 4.0500000000000007 1.6460000000000001 0.78900000000000015 1.7750000000000001 0.90150000000000008 3.1550000000000007 1.2750000000000001 2.7638888888888893 1.7450000000000003 2.6125000000000003 1.1355000000000002 0.12900000000000003 0.30866708385481856 2.0250000000000004 22.050000000000004 2.5855000000000006 1.7750000000000001 1.6150000000000004 6.8500000000000005 -0.44699999999999995 1.5277777777777779 2.0500000000000003 0.042500000000000003 0.84807692307692317 27.40846862931426 0.42350000000000004 0.70294117647058829
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 10 4 -4 5 -3 -7 8 -6 -10 11 13 -13 20 -15 16 17 19 -19 -12 21 -1 -22 24 -14 26 27 -17 -18 -30
right_child=-2 2 3 -5 7 6 -8 -9 9 -11 15 12 23 14 -16 25 28 18 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0213285177211535 -0.036042554453199961 0.016925376997560224 -0.015868809965918176 0.03315819222992198 -0.034683334619623585 -0.036776347059904173 0.012353250341996162 0.043655139136267049 0.054795133876479399 -0.019294376282745534 -0.00018154913446785117 -0.0048676556041160309 0.032919880447279629 -0.027242139900469722 0.024582336958376277 -0.0021773685356680592 0.0062289650231635288 -0.0046683644598059628 -0.05043173597225694 0.046149954226497342 -0.027638401743316832 0.0031023328637402418 0.031568675847235571 0.044601094798097554 -0.03101926401583165 0.027763686103285921 -0.054881816565828322 -0.04651298654114349 0.0036468179868546654 -0.032434728208390363
leaf_weight=67.364421844482422 11.081023082137106 8.158341705799101 17.259311035275459 15.844354778528212 9.4258195906877571 47.499193951487541 5.7055005729198447 5.2095625996589652 4.7388059198856336 4.7137529104948044 1926.9678854197264 220.22231252491474 7.617909178137781 23.042593717575077 7.660986363887786 41.794225111603737 462.40948231518269 505.96044397354126 12.146387904882429 8.1113083064556104 4.4722438901662818 149.94960677623749 47.443001836538315 13.751011744141577 6.9670420736074448 6.1520176231861106 9.4385809153318387 11.455579057335852 44.166306793689728 20.584369152784348
leaf_count=271 45 33 70 64 38 193 23 21 19 19 7752 886 31 93 31 169 1860 2036 49 33 18 604 191 56 28 25 38 46 178 83
internal_value=-0.000203707 -9.34431e-05 -0.0100793 0.00769878 -0.0169699 -0.0249684 -0.0314613 0.00347217 -0.00821199 0.0184817 0.000236576 0.0044391 -0.00164456 0.00947674 -0.0141793 -0.000519804 -0.000197091 -0.00120368 -0.00577471 2.10091e-05 0.0121895 0.00877753 0.0263166 0.0231574 0.00236577 -0.0144192 -0.0186907 -0.0119578 0.00448486 -0.00793681
internal_weight=3727.31 3716.23 118.555 33.1037 85.451 61.363 53.2047 24.0879 18.8784 9.45256 3597.68 548.491 248.558 299.933 30.7036 3049.19 2980.35 2453.19 518.107 1935.08 269.229 217.314 51.9152 28.336 14.585 68.8404 62.6884 53.2498 527.16 64.7507
internal_count=15003 14958 480 134 346 249 216 97 76 38 14478 2209 1001 1208 124 12269 11991 9870 2085 7785 1084 875 209 115 59 278 253 215 2121 261
is_linear=0
shrinkage=0.0432651


Tree=62
num_leaves=31
num_cat=0
split_feature=103 12 25 0 136 118 85 79 54 148 144 107 90 135 144 25 122 27 37 105 31 111 136 132 38 27 136 131 3 30
split_gain=7.22437 5.99284 7.17967 6.33245 9.28893 8.64737 4.96336 4.78938 7.06021 4.69353 7.74777 9.93235 7.71892 10.591 9.01595 7.84695 7.6526 8.74716 7.61448 7.2781 12.8742 9.4397 7.24051 8.32266 7.10859 6.67599 6.58964 9.8524 6.99087 5.20928
threshold=3.0010000000000003 0.63333333333333341 0.22500000000000003 1649.7039931096781 8.8500000000000032 0.55000000000000016 0.10943722943722932 2.8207024029574863 1.0550000000000004 0.24638784998920046 -0.0085499999999999986 0.68150000000000011 -0.4729166666666666 0.58900000000000008 -0.0074499999999999992 0.64583333333333337 0.69600000000000006 0.47707142857142859 0.33516702444262608 0.76250000000000007 0.12681311751103638 16.750000000000004 5.4500000000000002 1.4720000000000002 0.29054944397484656 0.43527777777777782 5.9500000000000011 0.23600000000000002 1544.6282220947519 0.13487604779739612
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 9 7 5 -5 -4 -7 8 -3 10 11 29 13 15 22 25 17 -12 -17 21 -21 -18 23 -14 -19 -11 27 -16 -28 -1
right_child=-2 2 3 4 -6 6 -8 -9 -10 12 16 -13 14 -15 26 18 19 24 -20 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.033326583537501009 -0.034538232942467037 0.001865777004068938 0.033258200824082318 0.036955142345667144 -0.023312986904049458 -0.01885671613683608 0.022460010492849188 0.0096592004740640777 -0.054812066665898281 0.047545056924505773 0.066103840256653917 0.059103533317939182 0.038082107546913532 0.06231034678502774 -0.057840106777928668 -0.051830318939731002 0.00061538445659343804 0.026519921101360561 0.0066460330009675437 0.040148255025878869 0.0048820613873162685 -0.018677215342954235 -0.028215208288122323 -0.029060635629189736 -0.020751459596832011 0.0081353432471636591 -0.001341222812950355 -0.0043116263626941974 0.0049738419604672991 -0.0091274969563135393
leaf_weight=8.3850615769624763 11.07869979739189 5.6601058691740098 7.3747419565916053 13.818543002009394 6.9387134313583365 59.912222534418106 5.6882260590791693 4.4630134999752036 14.492218703031538 8.9602806866168958 6.4615075290203086 9.6604930907487851 7.4320091605186445 6.6930390149354926 6.1596860885620108 7.19019886851311 905.31203657388687 17.495683863759044 9.1626516878604871 21.119176179170609 200.37463328242302 49.748205229640007 39.606037512421608 5.8808911144733429 8.6258256882429105 61.094528198242188 1165.1137074381113 582.59772081673145 456.37393842637539 13.924615070223807
leaf_count=34 45 23 30 56 28 243 23 18 59 36 26 39 30 27 25 29 3645 71 37 85 809 200 160 24 35 246 4685 2345 1834 56
internal_value=-0.00019503 -8.93749e-05 -0.00965427 -0.00414582 0.016756 -0.010143 -0.0151735 -0.030276 -0.0391342 0.000226208 0.00237912 0.0232849 -0.000907974 0.0112776 -0.00141093 0.00708809 0.00181975 0.0223895 -0.0196153 0.00124358 0.00830296 -0.000396054 -0.0189996 0.00843764 0.0108417 0.0133883 -0.000986857 -0.00490584 0.00043687 0.00709835
internal_weight=3726.8 3715.72 118.348 93.7324 20.7573 72.9752 65.6004 24.6153 20.1523 3597.37 1241.11 31.9702 2356.26 93.1007 2263.16 86.4077 1209.14 32.583 16.3529 1176.55 221.494 955.06 52.9189 13.3129 26.1215 70.0548 2210.25 588.757 1621.49 22.3097
internal_count=15003 14958 480 380 84 296 266 100 82 14478 5000 129 9478 375 9103 348 4871 132 66 4739 894 3845 214 54 106 282 8889 2370 6519 90
is_linear=0
shrinkage=0.0432651


Tree=63
num_leaves=31
num_cat=0
split_feature=29 30 29 131 9 55 2 134 7 134 136 42 47 10 143 136 115 136 38 143 2 48 119 7 30 136 102 142 4 30
split_gain=7.39948 7.4563 7.25958 8.88067 11.554 8.82283 11.8724 7.69802 6.74402 10.66 10.1309 8.94809 7.34128 8.96908 6.60229 6.47302 6.52542 6.62308 6.26422 6.17194 5.89047 5.86564 5.85234 9.5224 11.381 7.874 8.09903 7.69985 7.01189 5.73621
threshold=2.7638888888888893 1.1715686274509807 1.3541666666666667 1.4145000000000001 0.86190476190476206 1.0000000180025095e-35 162.52510205106628 -0.62549999999999983 3.5055084939692738 -0.23099999999999998 19.850000000000005 4.8150000000000004 1.6050000000000002 1.0333333333333337 -0.27149999999999996 4.0500000000000007 1.0500000000000003 7.0500000000000007 0.27414122861857015 0.22250000000000003 10.693736942029433 2.4550000000000005 0.90000000000000013 10.487177011274868 1.0147058823529413 28.250000000000004 1.4675000000000002 0.58450000000000013 1467.674557877797 0.13875137513751376
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 -2 5 7 -5 6 14 -4 12 10 -10 -11 -9 -14 -1 18 21 -18 20 -16 -6 -17 27 25 28 26 -24 -7 -25 -29
right_child=1 -3 3 4 15 22 -8 8 9 11 -12 -13 13 -15 19 16 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 29 -30 -31
leaf_value=0.047613747061479292 -0.00079936320002127199 0.030252331374614087 -0.034240829614328346 -0.041145852316541859 -0.05817872221986134 0.054901038367080761 -0.032672246261222879 -0.017258761135021831 0.046917841874020608 0.015847507039843934 -0.024380008050437236 -0.0080684963830429061 -0.012897794295514608 0.026850299628263005 -0.027959346654747318 0.013332815132116401 0.044637719294628821 0.019714163304299832 0.031001132415287513 0.021731813601912738 0.0085913425361909927 -0.042239517204784673 -0.012588293673139796 -0.020955481379413603 0.025297407549099149 0.030694094344243486 0.038596503321070549 -0.043620424138338644 -0.064708675547389946 0.014214305898093036
leaf_weight=13.666256532073019 3164.8724658489227 14.190304636955259 9.4551233500242216 5.7137507349252692 4.9654077738523466 5.6792416274547604 8.1754322499036771 42.939486607909203 22.129537731409076 64.034061655402184 4.2437874227762213 53.413387715816498 19.867407694458961 22.110929548740387 5.7226517051458385 19.580551415681843 32.394039109349251 54.029642179608345 4.9708990454673758 20.316642642021179 4.4756734520196915 3.9774374812841407 71.011255741119385 15.197311520576479 5.4597889482974997 10.625767871737478 5.9569639414548865 4.2265142798423758 12.957067415118216 10.402421608567236
leaf_count=55 12740 58 38 23 20 23 33 173 89 258 17 215 80 89 23 79 131 218 20 82 18 16 286 61 22 43 24 17 52 42
internal_value=0.000149101 -0.000657428 0.0047441 0.0082813 0.017356 -0.00213694 0.0138531 0.00330622 0.00490844 0.0106073 0.0352753 0.00497924 -0.00474737 0.00808755 0.0236355 0.0201515 0.023716 0.0291992 -0.00696721 0.0105842 -0.0273536 0.00346697 -0.00756798 -0.0111708 -0.0306193 -0.00361479 -0.00846932 0.0137592 -0.0416412 -0.00312669
internal_weight=3736.76 3179.06 557.698 368.301 130.107 189.397 47.881 238.194 228.739 143.821 26.3733 117.447 84.9178 41.9783 39.7056 124.394 109.982 86.4237 14.412 26.0393 9.44108 23.558 141.516 121.208 33.6142 87.594 76.9682 20.3082 28.1544 14.6289
internal_count=15045 12798 2247 1484 525 763 193 959 921 579 106 473 342 169 160 502 444 349 58 105 38 95 570 488 135 353 310 82 113 59
is_linear=0
shrinkage=0.0432651


Tree=64
num_leaves=31
num_cat=0
split_feature=85 102 132 144 35 7 39 11 85 2 26 132 132 29 144 1 120 102 29 1 107 27 98 30 85 102 8 30 21 138
split_gain=7.31037 9.70362 7.97463 9.31696 10.9357 9.40718 8.46965 8.27495 8.01225 7.37444 10.4205 9.6351 6.56032 7.50502 11.2361 10.9113 10.2436 11.6393 9.88203 8.39832 7.65358 9.36236 7.10807 7.55277 7.96467 7.10391 6.61854 8.31397 7.87491 6.37702
threshold=-0.14653958944281528 2.4740000000000006 0.84500000000000008 0.010450000000000003 4.2950000000000008 5.4913560738339138 0.12712362351768267 1.3785714285714288 -0.19050997782705095 -167.9395306641114 0.46707142857142864 1.3540000000000003 0.84500000000000008 2.7888888888888892 -0.00064999999999999986 1501.9669635824037 0.95000000000000007 0.31150000000000005 1.3166666666666669 1540.2932893089082 0.59050000000000014 0.37563492063492065 0.4494949494949495 0.29140295358649798 -0.074700854700854732 0.45250000000000007 0.65476190476190488 0.16244658119658123 0.30785714285714288 10.500000000000002
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 2 7 5 -5 9 -7 -1 -8 11 -11 -4 13 14 -2 16 17 -16 -18 -17 22 -22 25 24 -24 -15 28 -28 -23 -9
right_child=12 -3 3 4 -6 6 8 29 -10 10 -12 -13 -14 20 15 19 18 -19 -20 -21 21 26 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.029006410034184686 0.043142377639710232 -0.050554605956840727 -0.038597154175986984 0.026945388778441815 -0.032176048182332474 -0.035570687918295138 0.0049298250467961673 -0.0087957805809497878 0.039992805699311441 0.0055563650570623563 -0.019320767882384737 0.034414379984520342 -0.00012120323040913933 -0.0096642241538054188 0.014306104762517941 0.056695816830758611 -0.01401245268820304 -0.046134880724903515 0.018190032372972044 -0.0073042805584361756 -0.039112900203932495 0.020000584021813244 0.038647533715706769 -0.057395381644325394 -0.0022347945978646766 -0.055206671915588611 0.016223547461461912 0.00030181314457051225 -0.02106581471481515 0.040207883682990699
leaf_weight=44.031226888298988 19.823487862944603 8.3388739973306638 4.1763970553874996 36.090679869055748 6.6696928441524497 7.6529578715562812 70.952463731169701 35.399794340133667 14.415564820170401 42.606243684887886 119.31982861459255 13.314034432172773 2691.218902811408 20.090810954570774 9.9044539928436297 13.405077353119852 23.594293594360352 14.150199636816977 70.107400551438332 5.2207098454236975 7.9636713564395896 12.211242064833639 9.2145963907241804 3.9919166117906562 131.73267884552479 9.2032545655965787 156.96319828927517 100.70238114893436 28.54735267162323 5.4228116720914832
leaf_count=179 80 34 17 146 27 31 288 143 58 172 484 54 10829 81 40 54 95 57 282 21 32 49 37 16 529 37 631 405 115 22
internal_value=0.000142851 -0.00531764 -0.00433112 -0.00115521 0.0175365 -0.00410778 0.00704028 -0.0160749 0.0109905 -0.00989012 -0.0127772 0.0165634 0.000813408 0.00476095 0.0129885 0.00850588 0.0035882 -0.0214009 0.0100593 0.038954 0.00207938 0.00619403 -0.00515408 -0.0012029 0.000527465 -0.0244573 0.00744769 0.0100098 -0.00869652 -0.00199841
internal_weight=3736.44 408.391 400.052 315.198 42.7604 272.437 93.021 84.8538 85.368 179.417 161.926 17.4904 3328.05 636.827 156.206 136.382 117.756 24.0547 93.7017 18.6258 480.621 306.388 174.233 144.939 140.947 29.2941 298.424 257.666 40.7586 40.8226
internal_count=15045 1655 1621 1277 173 1104 377 344 346 727 656 71 13390 2561 629 549 474 97 377 75 1932 1232 700 582 566 118 1200 1036 164 165
is_linear=0
shrinkage=0.0432651


Tree=65
num_leaves=31
num_cat=0
split_feature=148 28 137 98 134 137 137 105 101 0 115 132 11 94 111 90 116 1 109 11 99 37 105 132 122 28 1 26 14 130
split_gain=7.04765 9.10459 10.6736 9.07212 8.82104 8.61036 8.96403 10.0773 8.57096 7.83786 8.35776 9.80728 8.38882 7.08203 7.0418 9.28682 7.00827 6.89669 6.23723 6.23052 5.87198 8.628 10.6417 9.33872 8.43571 7.71212 9.27762 8.97471 7.26111 8.59575
threshold=0.27064914705796966 2.9500000000000006 2.9500000000000006 0.44097222222222227 1.1500000000000001 10.15 8.8500000000000032 0.40550000000000008 1.6350000000000002 1376.9157383962347 0.3665000000000001 1.5855000000000004 0.93095238095238109 14.550000000000002 14.050000000000002 -0.14999999999999994 -0.41649999999999993 1515.6324769475134 1.0000000180025095e-35 0.93095238095238109 0.34523809523809529 0.65847850781818862 0.57950000000000002 1.3165000000000002 1.6900000000000002 5.3166666666666673 1568.1657601994948 0.5661250000000001 0.36666666666666675 0.70700000000000007
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=4 8 -3 5 20 6 7 -4 14 13 11 -11 -12 -5 15 19 -16 -6 -7 -2 28 25 -23 24 -24 -22 -27 -28 -1 -30
right_child=1 2 3 9 17 18 -8 -9 -10 10 12 -13 -14 -15 16 -17 -18 -19 -20 -21 21 22 23 -25 -26 26 27 -29 29 -31
leaf_value=-0.024179218291959372 -0.025710424466264259 -0.040136266403211086 -0.029687636702888175 -0.0017823725438938114 0.0024288329502797396 0.00040549272381748254 0.052976587014309712 0.01010461909566459 -0.041781866122682233 0.020603160520750598 -0.010965902909392929 -0.026832864288545831 0.0017323625827311737 0.045403604580472268 -0.026484399069958666 -0.026646056268608383 0.030576876603656631 -0.053886379621261749 -0.049032782780063615 0.039538397077859264 -6.0277713268077867e-05 -0.016907260243988146 -0.0098754956942164792 -0.013257831537825074 0.033813659461751147 0.011661077129920139 -0.009197414813116549 0.012965940147884849 0.035766377805990179 0.0053087322443301109
leaf_weight=14.592184677720068 3.9232851117849332 12.988513290882109 24.220235869288445 10.449261099100115 6.9572695493698147 6.4726819694042232 4.2265336513519278 22.862946525216103 19.314022794365883 57.980307370424271 142.54043051600456 9.1746888458728773 305.53983645141125 13.409722700715063 5.4709314256906536 42.366685450077057 12.932285770773886 9.3611685335636121 17.81900817155838 7.4559720754623413 1925.3879078477621 111.8423413336277 12.179992869496344 29.062901452183723 24.59414142370224 249.56451931595802 102.72404739260674 50.835344925522804 17.686117634177208 461.98389066755772
leaf_count=59 16 53 98 42 28 26 17 92 78 233 575 37 1229 54 22 171 52 38 72 30 7748 450 49 117 99 1005 414 205 72 1864
internal_value=0.000136213 -0.0037115 -0.00184901 -0.00101751 0.00105377 -0.0150167 -0.00488509 -0.0104334 -0.0164372 0.000954206 -0.000176152 0.0140165 -0.00231256 0.0250123 -0.0094828 -0.0173665 0.0134351 -0.030332 -0.0360418 0.0169459 0.001228 0.000377714 -0.00880248 0.00498241 0.0193869 0.00107944 0.00651824 -0.00184745 0.0055361 0.00645713
internal_weight=3735.92 719.147 627.684 614.696 3016.77 75.6014 51.3097 47.0832 91.4632 539.094 515.235 67.155 448.08 23.859 72.1492 53.7459 18.4032 16.3184 24.2917 11.3793 3000.45 2506.19 177.679 65.837 36.7741 2328.51 403.124 153.559 494.262 479.67
internal_count=15045 2897 2528 2475 12148 305 207 190 369 2170 2074 270 1804 96 291 217 74 66 98 46 12082 10087 715 265 148 9372 1624 619 1995 1936
is_linear=0
shrinkage=0.0432651


Tree=66
num_leaves=31
num_cat=0
split_feature=85 39 2 130 85 110 146 30 7 85 22 110 56 115 91 130 84 22 136 96 111 142 118 8 120 130 40 26 130 40
split_gain=9.10253 10.4973 10.0126 8.29416 8.75198 8.52089 9.25821 8.68183 7.52417 7.71888 7.45058 9.19216 6.97775 6.7351 6.33833 9.98595 8.8124 8.4218 6.76127 6.13482 10.8306 18.8069 10.8284 13.3523 12.348 9.54076 10.4894 9.00215 8.71725 8.19167
threshold=0.04424010217113656 0.37133462244200843 -118.18740130543641 1.4145000000000001 0.13409356725146193 7.3500000000000005 0.011150000000000002 0.18430384471817837 -41.87796814540399 0.48588235294117649 0.36666666666666675 10.450000000000001 1.7350000000000001 6.5000000000000009 -0.077916666666666634 0.7320000000000001 0.013139097744360851 0.41428571428571431 18.050000000000004 2.5000000000000004 12.950000000000001 0.79750000000000021 1.1000000000000003 1.9309523809523812 2.4720000000000004 1.0500000000000003 1.9550000000000003 0.45414285714285713 1.3165000000000002 3.5850000000000004
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=13 2 -2 14 5 6 -5 -7 -3 -10 12 -12 -6 19 15 -4 17 -16 -17 20 22 29 25 24 -24 -1 -27 -23 -25 -22
right_child=1 8 3 4 10 7 -8 -9 9 -11 11 -13 -14 -15 16 18 -18 -19 -20 -21 21 27 23 28 -26 26 -28 -29 -30 -31
leaf_value=-0.0025840093768610935 -0.02003507134980197 0.027879979993982836 -0.011149305369118376 0.011051751153915093 0.0034407889106235381 0.048066710667911773 -0.046349263387534853 0.00110966049310652 -0.015255007083707741 0.040993531209124585 0.0024337461208260125 0.069244480363907984 -0.017675659465119172 0.051709184200146287 0.0098220368825798071 0.043480444900181672 -0.024968505968878816 0.056531744054725525 -0.0082860720973671111 -0.0029477816106144627 0.012371059653280581 0.024157613109432697 -0.0069289602811139486 -0.01922838403129927 -0.057347449117342263 -0.0034577090640706505 0.016009928303196877 -0.031401439104313686 0.0058201279697789625 0.037909224801392541
leaf_weight=177.93994091451168 21.536628648638725 9.5477572679519636 9.1713583022356016 56.459479212760925 68.301461845636368 22.408102765679359 5.4490049779415122 10.925060749053953 78.65026368200779 4.5133598744869223 11.61521288752556 5.4380700886249533 50.813760608434677 4.1339441537857047 47.403872445225716 42.149781748652458 10.897661700844763 8.2265706807374936 5.1980973929166785 1879.5092931240797 72.191531896591187 6.898810654878619 476.714226141572 28.264095366001129 8.9266553521156293 72.266022250056267 181.68182583153248 22.363730892539024 285.77397665381432 34.943752601742744
leaf_count=719 87 39 37 227 276 90 22 44 317 19 47 22 205 17 191 170 44 33 21 7564 290 28 1918 114 36 291 731 90 1152 141
internal_value=-0.000458031 0.00517642 0.00839064 0.0101359 0.00529585 0.0153306 0.00576624 0.0328486 -0.00784141 -0.0120426 -0.00174429 0.0247074 -0.00559286 -0.00127069 0.0191974 0.0298188 0.0100646 0.0170411 0.0377781 -0.00134372 0.000860369 0.0124119 -0.000422154 -0.00340312 -0.00789654 0.00509566 0.0104729 -0.0181718 0.00354672 0.0207975
internal_weight=3720.31 468.706 375.994 354.457 231.41 95.2416 61.9085 33.3332 92.7114 83.1636 136.169 17.0533 119.115 3251.61 123.047 56.5192 66.5281 55.6304 47.3479 3247.47 1367.96 136.398 1231.57 799.679 485.641 431.888 253.948 29.2625 314.038 107.135
internal_count=14982 1891 1516 1429 933 383 249 134 375 336 550 69 481 13091 496 228 268 224 191 13074 5510 549 4961 3220 1954 1741 1022 118 1266 431
is_linear=0
shrinkage=0.0432651


Tree=67
num_leaves=31
num_cat=0
split_feature=103 15 16 117 120 103 143 36 40 48 111 111 8 134 97 27 50 98 138 27 137 98 49 15 47 105 123 8 144 44
split_gain=5.92489 8.94391 7.98514 13.2353 9.32454 9.44865 15.8621 8.94205 11.1129 8.92356 8.88675 12.6152 10.0395 8.8619 8.38604 9.56598 8.57327 8.14088 7.85842 7.46452 7.41427 9.5318 8.17649 15.2148 12.713 7.10181 6.76322 6.72586 6.61616 9.36842
threshold=1.1355000000000002 0.29166666666666669 4.5000000000000009 1.0000000180025095e-35 1.1835000000000002 0.82250000000000012 0.99750000000000016 3.4050000000000007 2.6050000000000004 2.2450000000000006 19.650000000000002 22.850000000000005 0.65476190476190488 0.92900000000000016 3.5000000000000004 0.57133928571428594 1.2550000000000001 0.5590277777777779 9.5000000000000018 0.5495000000000001 28.850000000000005 0.39230769230769236 4.4650000000000007 0.45000000000000007 2.0650000000000004 0.38950000000000007 1.7945000000000002 1.1083333333333336 0.007150000000000001 10.175000000000002
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 -2 4 -4 10 9 7 8 -7 14 20 26 -13 19 16 -16 -6 -9 27 -11 22 -22 24 -24 -1 -20 -12 -8 -3 -30
right_child=1 28 3 -5 5 6 18 17 -10 13 11 12 -14 -15 15 -17 -18 -19 25 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0027692073272022745 -0.065517971012611489 -0.0041383581122261511 -0.05123708871014189 0.024384659113546075 -4.0520687562151546e-05 0.022603727734097755 -0.040879372212424069 -0.016444370056646836 0.0034652091089900348 0.010082381038580959 0.043461092513944817 -0.035311819987266978 0.015005305073497269 -0.055742772342355744 -0.015209550255987258 0.013897496825599188 -0.0090204999630364019 0.0054041265088896565 0.0018896838157856494 -0.018003881019357959 0.020411298739726545 -0.02559649325945753 0.026672820243777415 -0.022880665596385776 0.020240652713382212 -0.057852261313800335 -0.0056104084670613339 0.0018733334847179494 0.002248134990635618 0.040310888855946421
leaf_weight=600.72284659743309 3.9464682042598715 919.78118108212948 4.4429167211055747 46.675943076610565 622.990433588624 109.23782820999622 8.1991166025400144 44.027101203799248 118.19309994578362 159.67472214996815 31.820525169372559 10.453019604086874 23.361658990383148 3.9685698747634879 203.39975418150425 23.306541472673416 292.06824347376823 113.39136067032814 5.2230122387409237 19.593260869383812 10.87984925508499 33.985715463757515 14.887912034988402 48.500729486346245 89.263436108827591 12.446034029126166 6.1948271691799155 35.281900927424431 90.20547191798687 13.637729138135908
leaf_count=2420 16 3707 18 189 2508 439 33 177 476 643 128 42 94 16 818 94 1175 456 21 79 44 137 60 196 359 50 25 142 365 55
internal_value=-0.000437385 -0.0032317 0.000629446 0.017507 0.000300489 -0.00150139 0.00394348 0.00719836 0.0126784 -0.00333471 0.00396728 0.0185061 -0.000752408 0.00552073 -0.00475714 -0.0122003 -0.00290911 -0.000729536 -0.0164652 0.00698343 0.00265143 -0.0143677 0.00367119 -0.0111592 0.00503864 -0.0405001 0.0354865 -0.00645172 -0.00296914 0.00736609
internal_weight=3719.76 1027.57 2692.19 51.1189 2641.07 1771 445.999 384.849 227.431 1325 870.071 71.83 33.8147 183.237 1141.76 226.706 915.059 157.418 61.1501 179.268 798.24 44.8656 753.375 63.3886 689.986 17.669 38.0154 43.481 1023.62 103.843
internal_count=14982 4143 10839 207 10632 7127 1794 1548 915 5333 3505 289 136 738 4595 912 3683 633 246 722 3216 181 3035 256 2779 71 153 175 4127 420
is_linear=0
shrinkage=0.0432651


end of trees

feature_importances:
Column_85=52
Column_136=46
Column_4=45
Column_3=40
Column_7=36
Column_27=36
Column_130=35
Column_137=35
Column_142=35
Column_145=35
Column_30=34
Column_9=31
Column_26=31
Column_103=29
Column_28=28
Column_29=28
Column_39=28
Column_148=28
Column_56=26
Column_111=26
Column_143=26
Column_0=25
Column_99=25
Column_110=25
Column_133=25
Column_40=24
Column_86=24
Column_90=24
Column_134=24
Column_132=23
Column_10=22
Column_31=22
Column_35=22
Column_38=22
Column_98=22
Column_102=22
Column_104=22
Column_120=22
Column_146=22
Column_2=20
Column_5=20
Column_55=20
Column_91=20
Column_95=20
Column_131=20
Column_144=20
Column_105=19
Column_127=19
Column_135=19
Column_1=18
Column_11=18
Column_46=18
Column_54=18
Column_122=18
Column_6=17
Column_34=17
Column_49=17
Column_141=17
Column_8=16
Column_41=16
Column_79=16
Column_37=15
Column_53=15
Column_115=15
Column_123=15
Column_92=14
Column_138=14
Column_93=13
Column_119=13
Column_126=13
Column_12=12
Column_42=12
Column_48=12
Column_109=12
Column_118=12
Column_149=12
Column_44=11
Column_100=11
Column_114=11
Column_15=10
Column_36=10
Column_97=10
Column_21=9
Column_101=9
Column_106=9
Column_107=9
Column_150=9
Column_23=8
Column_47=8
Column_51=8
Column_121=8
Column_125=8
Column_147=8
Column_45=7
Column_50=7
Column_80=7
Column_94=7
Column_96=7
Column_20=6
Column_22=6
Column_52=6
Column_89=6
Column_108=6
Column_112=6
Column_14=5
Column_19=5
Column_78=5
Column_18=4
Column_84=4
Column_128=4
Column_16=3
Column_25=3
Column_77=3
Column_116=3
Column_117=3
Column_13=2
Column_17=2
Column_113=2
Column_124=2
Column_140=2
Column_71=1
Column_81=1
Column_129=1
Column_151=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1500]
[learning_rate: 0.0432651]
[num_leaves: 31]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 16]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.727033]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 3]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.568267]
[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: 8.21744e-08]
[lambda_l2: 0.351645]
[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
