tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=13
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc drg11_type_m flag_emergency sex_cat indstat_flag low_los_flag pat_remoteness cc_diabetes_complications cc_obesity cc_pulmonary_disease cc_tetplg_prplg_dplg_hmplg_dt
feature_infos=[0:292] -1:7:6:3:5:2:4:8:0:1:9 -1:6:5:8:14:1:4:11:3:21:9:23:2:13:10:7:18:19:12:20:16:22:15:0:24 [0:50] -1:1:0 -1:1:0 -1:1:0 -1:0:1 -1:0:1 -1:0:1:2:3 -1:0:1 -1:0:1 -1:0:1 -1:0
tree_sizes=4205 4302 4297 4335 4262 4289 4273 4312 4327 4324 4286 4292 4288 4247 4299 4279 4263 4268 4260 4233 4148 4276 4286 4271 4249 4285 4235 4318 4272 4301 4287 4279 4261 4234 4236 4295 4281 4323 4229 4335 4314 4324 4222 4247 4237 4283 4297 4257 4276 4280 4301 4285 4218 4217 4257 4227 4179 4212 4256 4280 4262 4316 4211 4295 4260 4239 4329 4273 4302 4217 4191 4206 4207 4176 4307 4233 4284 4265 4107

Tree=0
num_leaves=40
num_cat=28
split_feature=2 3 0 0 2 5 2 2 5 2 5 3 2 1 1 2 7 3 3 1 2 12 1 0 3 1 0 9 5 1 0 12 5 4 2 2 1 0 2
split_gain=14521.3 3220.09 2258.4 1436.69 1415.97 1413.63 1274.21 994.807 906.669 854.918 697.748 443.901 287.094 466.34 247.319 242.223 240.216 229.789 222.819 217.272 184.522 183.453 173.787 166.048 140.877 138.81 137.581 135.736 132.094 133.574 126.835 110.93 110.688 102.362 202.91 100.36 94.6281 80.1835 75.3791
threshold=0 4.5000000000000009 1.5000000000000002 1.5000000000000002 1 2 3 4 5 6 7 6.5000000000000009 8 9 10 11 12 2.5000000000000004 3.5000000000000004 13 14 15 16 1.0000000180025095e-35 2.5000000000000004 17 3.5000000000000004 18 19 20 1.0000000180025095e-35 21 22 23 24 25 26 1.0000000180025095e-35 27
decision_type=9 2 2 2 9 1 9 9 1 9 1 2 9 1 1 9 1 2 2 1 9 1 1 2 2 1 2 1 1 1 2 1 1 1 9 9 1 2 9
left_child=2 3 8 9 11 6 -4 28 12 16 15 20 13 -1 -14 25 18 35 22 32 30 -16 -2 -13 -7 -9 -17 -18 29 -5 -3 -8 -11 -6 -35 -12 -10 -38 -19
right_child=1 4 5 7 33 24 31 10 36 19 17 23 14 -15 21 26 27 38 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=-5.3450533919097936 -5.3984986545783018 -5.3386358640015219 -5.0224019589126314 -5.3802626228988988 -5.4449345040848351 -5.3544811925931226 -5.1829866998057987 -5.3965504864874205 -5.3171694022357103 -5.4248283017687031 -5.4673678532184482 -5.2951954752334149 -5.2594707540233081 -5.1507014667039135 -5.3100555469771624 -5.4067440154683837 -5.2847794535074621 -5.3080230191189779 -5.3868112034025692 -5.4758678656192661 -5.3765062105726376 -5.3865527980350096 -5.4438463936380952 -5.1824638293146785 -5.2480897239748456 -5.3152441168356486 -5.3472559728249029 -5.3984979805186155 -5.4698252368181635 -5.4433288109142275 -5.2541341846122407 -5.2834146563486986 -5.4724612434829067 -5.4591163069529491 -5.3569655252083201 -5.4117585819653362 -5.430770391102433 -5.3703742583427125 -5.3957552530801944
leaf_weight=248.90367113053799 922.0126039609313 507.44189202226698 654.69059567712247 406.93612188287079 704.80985314957798 418.74434722587466 349.39607851020992 273.50896603614092 93.459141511470079 1582.8634318709373 847.10988145321608 374.00137341581285 982.8220692127943 370.56714416667819 1480.9144836813211 897.82155460678041 106.95552883297205 111.08907584100962 856.5439898185432 10754.006048584357 570.83036990091205 429.61717938818038 8419.5452875159681 397.7113634198904 194.70431768894196 1573.1798853240907 641.09176053106785 422.37456361763179 1489.306296788156 1367.2686664797366 379.61818675324321 423.74201936274767 723.85624000988901 263.02365390583873 502.53330495022237 563.7080189678818 541.17840607278049 326.38986051827669 350.59872688539326
leaf_count=55880 206996 113923 146981 91359 158233 94010 78441 61404 20982 355360 190180 83965 220648 83194 332472 201565 24012 24940 192298 2414323 128154 96451 1890226 89288 43712 353186 143928 94825 334356 306958 85226 95132 162509 59050 112821 126555 121497 73276 78711
internal_value=-5.40493 -5.42982 -5.26802 -5.43996 -5.34183 -5.18084 -5.12665 -5.40476 -5.30879 -5.45257 -5.37787 -5.29238 -5.28541 -5.21997 -5.30226 -5.35088 -5.43141 -5.42647 -5.43488 -5.46976 -5.3274 -5.32695 -5.43937 -5.23057 -5.31451 -5.32669 -5.38167 -5.36751 -5.4478 -5.4286 -5.29955 -5.2332 -5.44043 -5.41803 -5.39324 -5.44644 -5.39558 -5.40729 -5.36725
internal_weight=0 36009.7 6515.13 32309.8 3699.97 2041.28 1427.83 8521.62 4473.85 23788.2 5258.11 2229.6 3512.82 619.471 2893.35 3385.6 10727.4 1872.51 10198.1 13060.7 1457.89 1910.53 9341.56 771.713 613.449 1846.69 1538.91 529.33 3263.51 1774.2 887.06 773.138 2306.72 1470.37 765.557 1410.82 961.027 867.568 461.688
internal_count=9547027 8084351 1462676 7253691 830660 458276 320554 1913142 1004400 5340549 1180469 500556 788645 139074 649571 760083 2408357 420386 2289520 2932192 327303 428923 2097222 173253 137722 414590 345493 118837 732673 398317 199149 173573 517869 330104 171871 316735 215755 194773 103651
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=264208 10491872 2 264192 26820614 2 18977729 2 262144 7 896 2097984 1 769 832 1 768 6 8 2 897 1 2 2 4194316 9288 768 2102016
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=25
split_feature=2 3 0 0 2 5 5 2 2 2 5 2 2 0 1 3 1 4 2 3 1 7 12 0 3 3 1 1 5 2 8 5 3 4 3 0 3 2 0
split_gain=10510.7 2615.75 1415.17 1171.78 949.581 710.76 585.729 563.916 511.018 483.632 483.366 439.197 313.539 290.835 247.183 212.306 210.273 178.078 166.594 164.384 160.858 160.638 159.573 149.579 137.802 136.453 127.144 126.246 106.729 151.962 105.578 102.681 98.8359 98.795 97.6177 88.6849 88.3995 87.1917 84.2622
threshold=0 4.5000000000000009 1.5000000000000002 1.5000000000000002 1 2 3 4 5 6 7 8 9 1.5000000000000002 10 2.5000000000000004 11 12 13 1.5000000000000002 14 15 16 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 17 18 19 20 21 22 3.5000000000000004 23 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 24 57.500000000000007
decision_type=9 2 2 2 9 1 1 9 9 9 1 9 9 2 1 2 1 1 9 2 1 1 1 2 2 2 1 1 1 9 1 1 2 1 2 2 2 9 2
left_child=2 3 10 7 -3 9 8 15 35 19 11 14 34 17 -1 20 31 -6 22 26 -2 -20 -13 -16 36 -19 -5 -11 29 -17 -22 -9 -12 -15 -7 -4 -8 -30 -37
right_child=1 4 6 5 13 12 24 16 -10 27 32 18 -14 33 23 28 -18 25 21 -21 30 -23 -24 -25 -26 -27 -28 -29 37 -31 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=0.16146943253162777 -0.0078038152315270705 -0.013307870527943251 0.18590610789540918 -0.004467351826175559 -0.0082831477623871684 -0.01685858165599197 0.11380874504341172 -0.018318259317253501 0.12584470230465392 0.025250189634807997 -0.001025987507255519 0.092816887955610008 -0.064230674147962505 0.065182953628144233 0.054070570985527311 0.075030280076299305 -0.068768544192863643 0.036561312802162196 0.0045985065850936875 0.078372607577368192 -0.047570817798452035 0.12935626106943854 0.032457571415551306 0.14610487313684919 0.11165639527684434 0.10234335835489479 0.045321972838121553 -0.033797248782992034 -0.051494638506541859 -0.003929671980482741 0.081966135301686185 -0.065323525688173553 0.074987449287624006 0.17303645977716275 0.046168605215458451 0.29767861108980348 0 0.00068770510940373221 0.0094926779710923122
leaf_weight=850.52200853032991 1430.4297736659646 1421.1270645675249 540.27125851437449 778.9153955494985 259.73361299093813 812.48667611228302 56.869123612996191 1551.9477865844965 1216.8983312379569 439.81960190134123 1069.4812229219824 1339.835732981097 2007.7816975610331 178.31801707670093 767.13233713526279 293.48414340009913 10023.683238501195 561.15919998381287 873.60414070403203 938.50406645983458 5418.2560732872225 88.41032773675397 738.10481079109013 244.58153301104903 396.16382139222696 951.09478334570304 1395.6760220611468 1472.8982330160215 563.09243839746341 876.09255574923009 35.86035111406818 676.98102281847969 171.84599845670164 456.96438933955505 316.53978463076055 400.84012466110289 314.94607593491673 666.18531067157164 14.663613787852226
leaf_count=161086 326804 323137 83084 167210 54030 188014 12268 355360 236008 96413 240841 269753 477245 36144 154909 66811 2414323 117735 200612 199948 1259345 18915 153969 48928 79638 190313 296289 341058 129689 198400 8299 162509 37592 88081 69093 61642 67787 151490 2255
internal_value=0 -0.0260776 0.0949633 -0.0361257 0.0513993 -0.00380062 0.152086 -0.0483413 0.178768 0.0194424 0.0671199 0.0811725 -0.0409669 0.0891048 0.119655 -0.0294317 -0.0624624 0.0663835 0.0559901 0.0435488 -0.0383618 0.0197326 0.0719448 0.0794124 0.0723428 0.0793138 0.0277191 -0.0198269 -0.00364325 0.0176074 -0.0461366 -0.0332584 0.0107823 0.147518 0.00127981 0.236291 0.0244991 -0.0240379 0.289506
internal_weight=0 33527 9084.17 29698.6 3828.4 8162.62 2940.65 21536 2172.67 5025.81 6143.52 4902.19 3136.81 2407.27 1862.24 9283.4 12252.6 1771.99 3039.96 3113.1 6884.55 962.014 2077.94 1011.71 767.979 1512.25 2174.59 1912.72 2398.85 1169.58 5454.12 2228.93 1241.33 635.282 1129.03 955.775 371.815 1229.28 415.504
internal_count=9547027 7717740 1829287 6908300 809440 1835270 542682 5073030 382989 1100918 1286605 1008172 734352 486303 364923 2140838 2932192 362078 643249 663447 1594448 219527 423722 203837 159693 308048 463499 437471 546390 265211 1267644 517869 278433 124225 257107 146981 80055 281179 63897
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=264720 5890062 2 2 18977217 264192 6296940 2 264192 31502752 960 769 2 16 896 1 1 46 897 2 64 1 2 2 65600
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=30
split_feature=2 3 0 0 2 2 2 5 2 0 0 5 2 0 2 2 5 5 1 5 1 4 3 3 1 4 9 2 1 5 4 2 1 1 4 7 2 1 3
split_gain=7984.09 2149.25 1094.04 889.117 771.19 727.723 693.044 387.104 305.701 303.137 286.359 277.147 246.154 236.535 192.049 173.687 165.352 118.379 116.96 116.739 143.368 112.83 107.886 106.723 102.943 98.1844 94.7475 93.9561 93.6009 90.8515 308.254 89.7379 81.3533 80.8372 76.7437 75.5848 67.5191 69.1737 67.4371
threshold=0 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 1 2 3 4 5 2.5000000000000004 3.5000000000000004 6 7 1.0000000180025095e-35 8 9 10 11 12 13 14 15 1.5000000000000002 3.5000000000000004 16 17 18 19 20 21 22 23 24 25 26 27 28 29 1.0000000180025095e-35
decision_type=9 2 2 2 9 9 9 1 9 2 2 1 9 2 9 9 1 1 1 1 1 1 2 2 1 1 1 9 1 1 1 9 1 1 1 1 9 1 2
left_child=3 2 8 11 19 18 -3 9 33 15 17 14 -9 27 26 -6 -12 36 -5 20 -4 -15 -18 29 -11 -14 -1 -8 -23 30 -10 -31 38 -2 -29 -22 37 -7 -16
right_child=1 6 4 5 7 10 13 12 23 24 16 -13 25 21 32 -17 22 -19 -20 -21 35 28 -24 -25 -26 -27 -28 34 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.080979838755884784 -0.033063386220273792 -0.016396701936693053 0.0025173194034803451 0.10666428257540235 0.021860601126306795 0.13516160613513276 0.0054374747652217812 -0.052389246332462114 -0.045001094605623168 0.016247585224051297 0.15180482373917473 -0.0084714513303309064 -0.023075475485536873 0.039401848493766496 0.13452065960071616 -0.021548881858693893 0.0062534368338402055 0.038667038884553584 0.24251551740778352 -0.061553769094935956 -0.052008539718026693 0.14739272947164248 0.1160538091948996 -0.00081292093326622956 0.06525350777467806 0.02995705992648437 -0.007790920238823342 -0.021242612451115306 0.072119606605103248 -0.071132072714452724 0.021692789451475722 -0.022592316597324753 0.05316065584371165 -0.071871450449762286 0.071160749587819039 0.0061852902235520479 0.068410532215156181 0.054574377823639719 0.068844003237467449
leaf_weight=106.69507428864017 767.85133351827972 1283.3660507290624 915.88472863845527 242.70764741580933 2004.8413341920823 540.10477075958624 519.00360417924821 1493.1680180616677 4171.0499053634703 705.49121107067913 975.56178371142596 788.84870186215267 603.56485041370615 294.57330819405615 313.30548520199955 1636.1986828234512 191.2582418252714 867.57457373291254 429.13132923701778 2197.1021603576373 1778.1458029204514 564.56807972444221 156.12161886133254 699.77136267069727 1400.7636354616843 743.10943769151345 620.71769892238081 82.504996521864086 522.32550529344007 1658.032666771207 804.52585894288495 606.49587266566232 2061.055963837076 6254.2306012865156 760.48138700192794 237.48129304405302 1720.2886831001379 286.09633951168507 652.95671374723315
leaf_count=22774 183148 296318 209933 35433 447468 79030 105193 372128 1005989 148865 144760 178773 140052 57399 53186 388055 40850 175990 61293 555886 440611 97681 28193 156832 280084 170525 141227 17452 89182 407278 190126 144901 392343 1607974 146215 58445 319209 43972 112254
internal_value=0 -0.0242025 -0.0338256 0.077917 -0.0133523 0.105407 0.0439394 0.00497585 -0.0525094 0.019907 0.0897562 0.0448199 -0.0250123 0.0719441 0.0560738 0.00225583 0.130259 0.0732371 0.202611 -0.0438734 -0.03018 0.10135 0.0616984 -0.0385385 0.0498196 0.00594247 0.00838108 0.0408774 0.116362 -0.0421781 -0.0340917 -0.0591365 0.0669942 -0.0678817 0.0606593 -0.0447963 0.0843111 0.111411 0.0929173
internal_weight=0 32704.5 28677.7 9952.42 13715.8 5408.84 4026.82 8587.14 14962 5747.29 4737.01 4543.58 2839.84 2743.46 3754.73 3641.04 1322.94 3414.06 671.839 5128.61 2931.51 1381.47 347.38 7939.88 2106.25 1346.67 727.413 1361.99 1086.89 7240.1 4975.58 2264.53 3027.32 7022.08 842.986 2015.63 2546.49 826.201 966.262
internal_count=9547027 7717740 6908300 1829287 3212052 928730 809440 1947177 3696248 1264472 832004 900557 682705 513122 721784 835523 213803 618201 96726 1264875 708989 244262 69043 1905126 428949 310577 164001 268860 186863 1748294 1196115 552179 557783 1791122 163667 499056 442211 123002 165440
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=264720 10051590 262144 5881871 2 14181414 2 4195400 512 6295872 2 2 771 2 961 2 46 2 12 10494112 120 2 2 2097352 896 768 2 1 2048 961
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=27
split_feature=2 0 0 3 3 2 2 5 1 1 2 5 0 3 2 7 2 3 3 5 4 2 0 2 2 9 2 0 3 9 2 2 1 3 1 2 2 1 2
split_gain=6197.13 1228.78 984.301 610.478 569.548 521.24 514.975 452.541 301.834 298.552 252.765 248.497 239.357 230.27 216.813 208.964 182.511 174.485 332.535 172.066 336.436 148.792 123.323 116.074 103.007 93.0029 73.7756 72.1174 68.9266 67.8175 66.6517 66.4081 66.1095 60.9368 59.751 58.1576 53.8942 61.1489 53.219
threshold=0 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 2.5000000000000004 1 2 3 4 5 6 7 2.5000000000000004 4.5000000000000009 8 9 10 1.0000000180025095e-35 1.5000000000000002 11 12 13 4.5000000000000009 14 15 16 17 6.5000000000000009 3.5000000000000004 18 19 20 21 3.5000000000000004 22 23 24 25 26
decision_type=9 2 2 2 2 9 9 1 1 1 9 1 2 2 9 1 9 2 2 1 1 9 2 9 9 1 9 2 2 1 9 9 1 2 1 9 9 1 9
left_child=1 6 3 8 7 32 11 9 26 35 28 34 29 25 -5 24 -6 -14 21 20 -12 -19 38 -9 -11 -8 -2 -17 -10 -7 -16 -30 -3 -21 -1 -4 37 -31 -18
right_child=2 5 4 14 16 12 13 23 10 15 19 -13 17 -15 30 27 22 18 -20 33 -22 -23 -24 -25 -26 -27 -28 -29 31 36 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.088923392773791979 0.01959853606728941 0.049050551499390471 0.064954250550966153 -0.021191745156735723 -0.013848364297361363 0.085366903500806404 0.063972390558343459 -0.010994297662341593 -0.067193388522346853 0.00053430064300440431 -0.039072354569635238 -0.013238377889965262 0.13570822708308042 0.041178260523947095 0.12332386336569381 0.016354778050550561 0.06638314322666071 0.054118483767311293 0.10454954734796035 -0.064922158186008633 0.02577583345830092 -0.029509976177119424 0.10341806844897719 -0.068472186000506668 -0.043701115283906987 -0.022075405608269143 -0.021637903569324796 0.11261853560105589 -0.082299987936127722 0.08535834377801968 0.040790072406853894 -0.028947397598051622 0.16650531515198785 -0.014942829670343646 0.048626601732466794 0.020002296692433322 0.037246930897500301 0.031370302657804321 0.02199867322616101
leaf_weight=552.51816402981058 577.42261704918928 125.73330037062988 589.1955385110341 487.74598702695221 430.4008093001321 588.8066327041015 92.062620745040476 511.52938816254027 7189.5419419596437 817.33255189098418 3640.4892100696452 580.21503998339176 678.45460863038898 786.44504269538447 133.81831475440413 238.06614408455789 474.73649633768946 506.58029456157237 1319.2183719342574 2045.7182525764219 994.45584292476997 312.43779665837064 433.4143761349842 1487.0356275211088 1398.7434002077207 2918.7623923323117 1411.1594555662014 104.27953896438703 303.88988480344415 677.74739719368517 515.48100234242156 1246.3263406713959 688.58543454669416 318.68802852812223 2676.5182341174223 711.251788161695 2839.100362341851 460.27750751329586 818.02282085595652
leaf_count=86655 131249 17144 113011 114868 107812 107024 19384 125642 1965510 166224 913868 132499 97186 144235 22225 52805 92616 79055 200409 535805 224130 64308 84425 400792 331891 695461 344757 22318 82390 107188 93132 315408 79582 73367 471128 147230 538469 80273 165552
internal_value=0 0.0492228 -0.0296036 -0.0420705 -0.000209003 0.0760674 0.0201345 -0.0164312 -0.0466345 0.0035706 -0.0512591 0.0459065 0.0667903 -0.00590204 0.0281996 -0.0161675 0.0433355 0.0901689 0.0739033 -0.0365487 -0.0250182 0.0222371 0.0575088 -0.0546806 -0.0276556 -0.0186027 -0.00936589 0.0531939 -0.0627857 0.0519539 0.0644046 -0.0416639 0.151867 -0.0585826 0.056791 0.0419231 0.0460024 0.065584 0.0403287
internal_weight=0 15803.5 26878.7 18864.7 8014.01 8196.94 7606.52 5857.43 17727.7 3858.87 15739.1 3809.25 7382.62 3797.27 1137.05 2558.42 2156.57 2816.69 2138.24 6999.35 4634.95 819.018 1726.17 1998.57 2216.08 3010.83 1988.58 342.346 8739.76 4565.93 649.299 1550.22 814.319 2364.41 3229.04 1300.45 3977.13 1138.02 1292.76
internal_count=9547027 2920000 6627027 4816709 1810318 1370638 1549362 1359913 4586484 833479 4110478 690282 1273912 859080 230225 573238 450405 440958 343772 1747170 1137998 143363 342593 526434 498115 714845 476006 75123 2363308 832954 115357 397798 96726 609172 557783 260241 725930 187461 258168
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=269073 262144 264208 2 768 897 9987110 2 5816334 1 5881860 2 2 6160 31490208 23143492 8 6357184 12 64 4 513 768 2106568 6144 960 10494016
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=29
split_feature=2 0 0 3 5 1 2 2 3 2 7 3 5 2 2 3 2 5 4 2 1 4 3 5 2 0 2 4 1 2 9 1 4 2 0 0 1 9 7
split_gain=4947.14 892.818 862.494 540.801 481.194 423.854 392.548 350.563 304.648 292.9 194.413 186.831 185.731 185.157 177.185 166.808 163.334 159.255 219.219 138.412 137.027 131.628 131.309 183.975 129.343 117.982 112.583 97.545 91.0215 88.0885 86.985 74.6211 68.847 72.8208 61.0077 58.1001 54.4067 54.3751 54.2577
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 1 2 3 4 4.5000000000000009 5 6 3.5000000000000004 7 8 9 1.0000000180025095e-35 10 11 12 13 14 15 3.5000000000000004 16 17 6.5000000000000009 18 19 20 21 22 23 24 25 3.5000000000000004 21.500000000000004 26 27 28
decision_type=9 2 2 2 1 1 9 9 2 9 1 2 1 9 9 2 9 1 1 9 1 1 2 1 9 2 9 1 1 9 1 1 1 9 2 2 1 1 1
left_child=2 8 6 4 5 21 12 15 13 -5 22 30 37 17 -10 -4 36 18 20 -11 -2 25 23 29 -20 -3 -6 34 -18 -9 38 -15 -16 -34 -21 -17 -7 -1 -8
right_child=1 3 7 9 26 16 11 10 14 19 -12 -13 -14 31 32 35 28 -19 24 27 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.038609592296103147 -0.013596720004649438 -0.047728344748411228 0.12290936305767608 -0.060884762205516023 -0.022512192331159347 0.010278366320676168 0 0.059620285363646532 0.086432930857233678 0.08779351184130102 0.11101761599885232 0.027172523290498754 -0.01213831056985722 -0.02949158507476848 -0.046544219322708615 0.075360446027317105 0.025448146487661596 -0.063113600793636801 0.055085683025507343 -0.012998968558550456 -0.057603127077254249 0.031296845265766655 0.068383016331585833 -0.0092390494052953225 -0.024503435462093465 0.011367481857057118 -0.061887028562902319 0.04923892188445414 -0.012559811276388944 0.022378531737198594 -0.027565617208618377 -0.06772780158846041 -0.052714923491140979 0.016974268152869006 0.047772552319767063 0 0.05510366891559057 0.069463921440076529 0.084990217196561205
leaf_weight=2430.1120416163467 1391.040843863273 2320.4312419020571 1079.847421834711 269.34524735109881 1214.5901392588858 429.66740079107694 276.35559511464089 1480.4641770673916 156.8788101663813 516.83132308814675 419.39043283136562 1178.3219917579554 572.6509263520129 727.40264222747646 428.6858423971571 2270.4610031731427 961.59596628742293 1637.2909374954179 438.42709470167756 616.30905330181122 1557.0868234112859 264.65070710354485 1278.6392360483296 866.58477769652382 321.02692739013582 373.41048663435504 2338.8279410314281 990.85497893975116 1654.6737061319873 1321.9883473454975 2241.8250026344322 5467.154321261216 151.16543970443308 651.37030755542219 191.29576523578726 99.058107904158533 1048.6516902530566 981.33311569411308 76.267215641215444
leaf_count=398566 354008 588043 126683 73652 311052 92387 66154 224849 26488 85443 67684 224821 132499 183166 103007 306220 209069 452208 96096 144032 415602 64081 199765 181502 72505 83197 661252 192870 394121 250421 553533 1608338 37958 132390 38407 13514 207655 159217 14572
internal_value=0 -0.0275395 0.0422387 -0.00918444 -0.0191996 -0.00397492 0.017788 0.0636314 -0.0462024 0.0315486 0.0467583 -0.00529477 0.0395121 -0.0515146 -0.00167416 0.08878 0.0167659 -0.0370994 -0.0252159 0.0431465 -0.0375251 -0.032608 0.0407087 0.0305069 0.0217974 -0.0393916 -0.0490487 0.0285219 0.00146972 0.0428709 -0.020317 -0.063504 -0.0154898 0.00163144 0.00223317 0.0721291 0.042887 0.0484145 0.0236334
internal_weight=0 26118.7 16573.3 13191.1 10606.5 7053.08 7756.87 8816.43 12927.5 2584.64 5367.07 3772.77 3984.1 11539.4 1388.1 3449.37 4094.59 5344.87 3707.58 2315.29 2948.13 2958.49 4947.68 3669.04 759.454 2693.84 3553.42 1798.46 2616.27 2802.45 2594.45 6194.56 1231.22 802.536 807.605 2369.52 1478.32 3411.45 352.623
internal_count=9547027 6627027 2920000 3145261 2610857 1638553 1549362 1370638 3481766 534404 924221 859080 690282 3181923 299843 446417 903232 1390419 938211 460752 769610 735321 856537 656772 168601 671240 972304 375309 603190 475270 634259 1791504 273355 170348 182439 319734 300042 557783 80726
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=269073 2 30 264208 268288 5799940 1 2 18972872 64 6300736 2 2 2097216 961 2 2 64 31563936 2 769 16 12 768 2 4194316 33 1 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=27
split_feature=2 0 0 3 2 2 3 2 1 2 5 2 3 5 4 0 5 5 10 4 2 1 4 1 5 3 9 2 10 0 1 3 5 3 1 1 3 3 2
split_gain=3967.17 792.648 615.279 480.335 398.58 301.643 251.642 249.028 246.173 229.969 193.054 191.646 154.912 146.956 219.849 146.455 140.655 127.936 112.963 105.899 104.666 90.7452 88.7558 115.841 74.3728 187.372 68.2693 60.8173 59.3872 52.6245 51.287 49.6767 48.8142 74.8686 46.5361 44.9898 65.7324 44.7624 41.4137
threshold=0 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 1 2 2.5000000000000004 3 4 5 6 7 4.5000000000000009 8 9 3.5000000000000004 10 11 12 13 14 15 16 17 18 1.5000000000000002 19 20 21 4.5000000000000009 22 8.5000000000000018 23 3.5000000000000004 24 25 1.0000000180025095e-35 2.5000000000000004 26
decision_type=9 2 2 2 9 9 2 9 1 9 1 9 2 1 1 2 1 1 1 1 9 1 1 1 1 2 1 9 1 2 1 2 1 2 1 1 2 2 9
left_child=2 3 5 8 6 16 10 -4 27 -10 18 -5 26 14 -11 28 35 22 21 -13 -21 -3 23 -6 -17 -26 -7 -2 32 -8 -12 -22 -9 -34 -18 36 -1 -19 -28
right_child=1 4 7 11 17 12 29 15 9 13 30 19 -14 -15 -16 24 34 37 -20 20 31 -23 -24 -25 25 -27 38 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.081089707793930377 -0.060088499154987131 0.040616648244680309 0.10041847563517657 0.080270691691961882 -0.046269046229999389 0.052137954251994689 0.0354362994572162 0.041626722263154697 -0.060506201882842406 -0.034784537592357702 0.0032136594832278455 -0.037898601862128914 0.032198577882180175 -0.055979328677584796 0.019346214505897172 0.080968560417187335 0.055075181497342376 -0.07465689220004125 0.064679111176558141 -0.049128240279033904 0.013434452044696836 -0.0036704052233511018 0.053732212941433335 0.010296285506423411 -0.016648095462521131 0.0901822347477967 0 -0.0018932539438099442 0.067658689965247182 0.078663664475528985 -0.044695878277442806 0.069060773023471342 0.0050252177485489028 0.049148857182445251 -0.021659757866512502 0.029639921788376516 0.036814470906419636 -0.017610459841084586 -0.02663967002951953
leaf_weight=610.85198550578207 163.95704998075962 574.2797579402104 1031.3789675766602 268.49340837774798 812.21975607657805 102.26089339051396 1169.1826924448833 3703.0393990548328 7262.9555492249783 3366.9734456066508 286.43858076096512 610.05439171078615 841.42281027277932 2023.5217893491499 934.1110291115474 1642.5193258286454 52.052916984073818 683.28805733565241 377.46559043647721 190.51579076400958 831.79229730274528 1820.3492836439982 140.02221165085211 600.33892322494648 313.67774494038895 289.6438344665803 810.9323491062969 1657.1723130652681 672.6547493529506 433.00297657051124 833.40727733331732 184.02256584959105 1159.9967407947406 565.47107650060207 513.74833330139518 1951.7101520537399 1012.9488523635082 216.6159784833435 1996.4691315556411
leaf_count=85538 45509 104379 96726 39704 215826 19384 211742 565269 2237724 907551 78027 150299 144235 590226 203024 193545 11002 210688 73364 50034 161415 381473 32126 134748 65882 41550 193299 401005 98256 71357 237719 30218 223791 85619 121497 324027 148218 58869 502162
internal_value=0 -0.0255949 0.0364428 -0.0374849 0.000552393 0.0157476 0.0155406 0.0537599 -0.0435729 -0.0481846 0.00165419 0.00734758 -0.00475145 -0.0336965 -0.0229066 0.0474434 0.034217 -0.032617 0.0158725 -0.00480705 0.0121597 0.0073503 -0.0145981 -0.022556 0.0696561 0.036008 -0.0157745 -0.00847263 0.0389945 0.0485338 -0.0327771 0.025249 0.0350354 0.0202491 -0.0111182 0.0416019 0.054491 -0.062259 -0.0189959
internal_weight=0 25440.2 17270.8 17493.6 7946.61 7892.4 5494.13 9378.38 15408.7 13587.6 3891.94 2084.88 3751.09 6324.61 4301.08 8347 4141.31 2452.48 2772.09 1816.39 1206.33 2394.63 1552.58 1412.56 2245.84 603.322 2909.66 1821.13 6101.16 1602.19 1119.85 1015.81 5428.51 1725.47 565.801 3575.51 1623.8 899.904 2807.4
internal_count=9547027 6627027 2920000 4816709 1810318 1549362 1158061 1370638 4385039 3938525 874962 431670 859080 1700801 1110575 1273912 690282 652257 559216 391966 241667 485852 382700 350574 300977 107432 714845 446514 972935 283099 315746 191633 874679 309410 132499 557783 233756 269557 695461
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=269073 14689512 264208 262144 768 9987110 2 64 2 2 2 2 1 2 4194316 769 2 30 2 8 524292 1 896 2 768 960 512
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=28
split_feature=2 0 2 2 3 5 0 3 8 2 5 4 10 7 1 5 4 1 1 4 5 2 4 2 0 3 2 2 1 3 3 1 3 3 6 1 3 5 2
split_gain=3197.97 730.916 470.761 412.51 322.508 283.72 253.644 243.08 169.027 166.765 136.469 160.284 132.155 127.127 126.248 125.313 187.449 156.072 119.689 116.258 153.076 114.63 265.218 113.629 112.372 105.693 100.291 98.5343 89.2588 89.6801 78.5023 64.7021 61.9832 59.5535 55.0329 53.1512 53.0275 58.3212 51.8038
threshold=0 1.0000000180025095e-35 1 2 3.5000000000000004 3 1.0000000180025095e-35 4.5000000000000009 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 2.5000000000000004 1.0000000180025095e-35 20 21 22 1.0000000180025095e-35 1.0000000180025095e-35 23 2.5000000000000004 1.0000000180025095e-35 24 25 2.5000000000000004 26 27
decision_type=9 2 9 9 2 1 2 2 1 9 1 1 1 1 1 1 1 1 1 1 1 9 1 9 2 2 9 9 1 2 2 1 2 2 1 1 2 1 9
left_child=2 7 8 15 5 12 21 9 24 10 11 14 18 19 -2 16 17 -3 -5 20 27 25 -23 -9 28 -4 -13 -8 29 -1 -26 -11 -21 -22 -24 -36 37 -30 -6
right_child=1 3 6 4 38 -7 13 23 -10 31 -12 26 -14 -15 -16 -17 -18 -19 -20 32 33 22 34 -25 30 -27 -28 -29 36 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.085313177243994606 -0.010153537796497067 -0.052710183665994809 0.039092048750818204 0.021173804335677133 0.064405535186305027 -0.033932356806876084 0.043884063235787057 0.058102182475549227 0.18708135944374646 -0.026798783164902237 -0.058571094355669588 0.044951178408279446 0.049806790224671965 0.081917111411055371 -0.053574217348911893 -0.059974798728645043 0.049577639729821876 0 -0.012055442615130382 0.013296697889856901 0.039349067637100443 -0.043959670845964284 -0.0046488933811459467 -0.014963173192430311 0.11012508194819502 0.0017637290333287353 -0.024120838278824445 0.0093005063012655733 0.026218349377866892 0.040820906279132874 0.057523122948078091 -0.063299197875608212 0.06466717702086873 -0.037763094506896779 0 0.049750336308007438 0.061874109995651433 -0.022524984001815646 0.02654605730556139
leaf_weight=756.2043525101617 1336.6631757065188 1326.8764408377465 1349.6332272510044 1838.7439018404111 667.5313786373008 2276.4929474215023 1887.6904299319722 217.74369914876297 71.10528419772163 699.46948407357559 1457.4853673598263 471.65597715415061 639.28730756929144 501.65767358941957 1420.62035305053 1278.9413553227205 298.73370798141696 947.38759114802815 2517.2505117498804 336.49051116080955 93.094821086619049 1219.5063535948284 642.8595944782719 1175.4739470242057 481.79502762202173 1731.1411301284097 319.2278661178425 1552.4701229035854 1414.4162406688556 1491.5062285345048 1173.122094724793 4814.1071829805151 1136.4613806018606 521.6430274057202 347.54918080405332 588.35481025115587 326.84674281813204 265.07138254120946 1117.032203448005
leaf_count=86460 354008 387975 240210 374362 100395 653144 256865 32982 7895 183166 452208 96096 128055 69110 415602 406513 71683 226215 598173 66527 18965 317103 127864 266861 37409 324891 72505 266028 199595 200911 123440 1608338 165912 106941 79018 120869 50331 53656 198746
internal_value=0 -0.0237284 0.0316797 -0.00719536 0.00446391 -0.00488625 0.0200194 -0.0415751 0.0545625 -0.0467614 -0.032824 -0.0218533 0.00841474 0.0344045 -0.0331971 -0.0344304 -0.0212053 -0.0311575 0.0019725 0.0296198 0.0204944 0.00514947 -0.00937558 -0.00204598 0.0520722 0.0183733 0.017097 0.0287323 0.0427368 0.0565993 0.0747033 -0.058949 0.053631 -0.0243325 0.0174155 0.0325555 0.0260482 0.0180895 0.042205
internal_weight=0 24820.7 17888.6 12908.3 9056.34 7271.77 11908.6 11912.4 5980.07 10519.2 5005.65 3548.17 4995.28 6029.51 2757.28 3851.94 2573 2274.26 4355.99 5527.85 4054.9 5879.04 2798.27 1393.22 5908.96 3080.77 790.884 3440.16 4254.04 2247.71 1654.92 5513.58 1472.95 614.738 1578.76 935.904 2006.33 1679.49 1784.56
internal_count=9547027 6627027 2920000 3145261 2052875 1753734 2160303 3481766 759697 3181923 1390419 938211 1100590 950348 769610 1092386 685873 614190 972535 881238 648799 1209955 644854 299843 751802 565101 168601 522893 590953 287371 160849 1791504 232439 125906 327751 199887 303582 253251 299141
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=269073 264192 1654790 2 1 18972872 2 2 1 1 961 2 2 30 897 2 2 529 2 1088 64 4112 960 768 2 519 2 10485824
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=29
split_feature=2 0 2 2 3 5 3 10 2 9 5 4 8 7 1 5 4 1 0 1 2 1 2 1 3 2 4 2 3 3 1 4 2 2 9 0 0 3 5
split_gain=2589.99 638.269 349.574 345.273 249.596 238.116 223.142 215.091 155.937 146.911 124.488 135.393 119.529 116.125 153.411 114.952 154.697 139.257 114.795 114.411 91.4485 89.976 106.804 130.176 89.4008 84.588 175.069 81.5503 77.2785 64.9845 61.4042 52.8503 55.0767 52.4049 52.2694 52.0532 51.6993 49.8295 49.4601
threshold=0 1.0000000180025095e-35 1 2 3.5000000000000004 3 4.5000000000000009 4 5 6 7 8 9 10 11 12 13 14 1.0000000180025095e-35 15 16 17 18 19 1.0000000180025095e-35 20 21 22 4.5000000000000009 1.0000000180025095e-35 23 24 25 26 27 2.5000000000000004 6.5000000000000009 4.5000000000000009 28
decision_type=9 2 9 9 2 1 2 1 9 1 1 1 1 1 1 1 1 1 2 1 9 1 9 1 2 9 1 9 2 2 1 1 9 9 1 2 2 2 1
left_child=3 6 15 12 5 13 8 9 10 24 11 19 21 14 -4 16 17 -3 25 -2 -8 -1 23 -23 -5 29 -27 -13 38 -11 -10 -22 -33 -7 -15 -24 -19 -17 -20
right_child=1 2 4 7 -6 33 20 -9 30 18 -12 27 -14 34 -16 37 -18 36 28 -21 31 22 35 -25 -26 26 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.069760115620262478 -0.0044567712912228765 0.0044733087950832723 0.022241430155172395 0.080596224175679493 0.036167140760144205 -0.0034622403268028748 0.055414194732436022 0.060650582088341287 -0.024915817962483128 0.033480448985111433 -0.056104630333966614 0.035064294282635543 0.15129880950219565 0.10607484183153684 -0.013933704432919435 -0.063627906703447965 0.04299193944348785 -0.054636830759327494 0.020409849635591844 -0.047335241060729567 -0.041465591787768707 0.0072453334490973466 0.018247166307500003 0.075751660040622865 0.025448026041420269 -0.035296187842661288 0.012129728834546182 -0.030445751715395115 0.048960349019809078 -0.0032893428844791442 -0.06089857092891935 -0.050113290479330386 0.013653093547923724 -0.040320402445228762 0.024601365173673936 0.045621558072575397 0.0015551401548752333 0.0050990210633996801 -0.0053364375936710527
leaf_weight=1218.3693985142745 1049.5178690874018 788.46039430354722 2141.419703066349 425.22417880687863 1879.5862788094673 546.12639337079599 195.82819206779823 1042.1958595127799 681.11199955781922 913.09134472766891 1375.0968373815995 567.93167640408501 85.369114718399942 114.02687388216145 2489.5287417911459 1102.1198856888805 313.78057686472312 1243.9504947334062 2968.1145179029554 1620.741153806448 389.42832746380009 395.36410417640582 2346.1878131758422 1193.910889685154 1047.2047995475587 1554.0202314814087 1495.3853880150709 237.44702853308991 753.95293703721836 943.18214904516935 4520.4876664977055 125.47896588267758 699.42534220591187 1654.9599775113165 291.91312856273726 1056.1654143785127 174.17189680156298 102.81958902440965 956.6771008358337
leaf_count=127620 276485 183400 421773 68874 302333 141789 26488 156817 183166 139418 452212 113066 7895 23184 593072 379978 71683 383553 444522 493125 103007 56229 348889 114258 179941 404863 312254 55669 94432 159668 1608338 35422 138739 511359 62613 104806 47237 26535 192315
internal_value=0 -0.0219193 -0.00656334 0.0277677 0.00398246 -0.00444342 -0.0390555 0.0177367 -0.044268 0.0135275 -0.0306764 -0.0202239 0.0467653 0.00751469 0.00278316 -0.0322042 -0.0195664 -0.0290538 0.00886027 -0.031022 -0.0015421 0.0446347 0.0378479 0.0594897 0.0425819 -0.00176944 -0.0120112 0.0150466 0.0200283 0.0148048 -0.0564702 -0.0124282 0.0017578 -0.0316755 0.0568975 0.0270778 -0.0473123 -0.057539 0.0140654
internal_weight=0 24305.4 12842.9 18394.4 9117.56 7237.97 11462.5 12099 10052.3 11056.9 4850.73 3475.64 6295.37 5036.89 4630.95 3725.3 2520.36 2206.58 9584.42 2670.26 1410.16 6210 4991.63 1589.27 1472.43 4905.68 3049.41 805.379 4678.74 1856.27 5201.6 1214.33 824.904 2201.09 405.94 3402.35 1418.12 1204.94 3924.79
internal_count=9547027 6634226 3148509 2912801 2056123 1753790 3485717 2153104 3182061 1996287 1390557 938345 759697 1100642 1014845 1092386 685873 614190 1747472 769610 303656 751802 624182 170487 248815 1016203 717117 168735 731269 299086 1791504 277168 174161 653148 85797 453695 430790 406513 636837
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=269072 1654790 264192 2 1 18972873 12 2 2 1 1 897 2 2 961 897 64 768 262144 3 16 2 192 768 2 12 18907296 8 2
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=28
split_feature=2 0 3 0 3 5 2 2 4 1 1 3 3 2 7 1 5 3 5 2 0 2 0 4 2 5 12 3 5 2 4 2 10 1 8 2 0 1 2
split_gain=2101.73 570.667 347.252 278.513 245.735 240.989 204.567 174.441 198.291 155.712 151.766 112.229 120.638 109.707 108.784 106.99 102.954 96.7515 95.7355 84.7145 82.7735 79.3662 79.2927 72.6633 195.848 70.4888 66.0186 65.8798 61.2856 60.489 59.6292 80.5168 58.8085 58.1895 56.2471 64.3406 55.0518 53.732 48.9548
threshold=0 1.5000000000000002 5.5000000000000009 1.5000000000000002 2.5000000000000004 1 2 3 4 5 6 1.0000000180025095e-35 1.5000000000000002 7 8 9 10 2.5000000000000004 11 12 4.5000000000000009 13 4.5000000000000009 14 15 16 17 1.0000000180025095e-35 18 19 20 21 22 23 24 25 6.5000000000000009 26 27
decision_type=9 2 2 2 2 1 9 9 1 1 1 2 2 9 1 1 1 2 1 9 2 9 2 1 9 1 1 2 1 9 1 9 1 1 1 9 2 1 9
left_child=3 2 6 7 5 9 15 16 14 -3 25 36 18 -7 34 28 26 -17 -13 -4 29 -11 30 32 -25 -8 -1 -16 -2 -6 -14 -32 -12 -10 35 -9 -5 -18 -28
right_child=1 4 19 11 20 13 10 8 33 21 23 12 22 -15 27 17 37 -19 -20 -21 -22 -23 -24 24 -26 -27 38 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.03657143789612835 0.018681814450373684 -0.028166979697706759 0.039100719309427018 0.052639413149009266 -0.039189037841430241 -0.063821771392406454 -0.006997817318824851 -0.0052726769454813777 -0.0093386957699505713 0.034338150221199536 -0.061491616728478575 0.026574248184061757 0.017794973240050135 -0.0089445890124636492 0.099384171156054579 -0.036539482798944589 0.050166431422403859 -0.002371181868161184 -0.025330268011649271 -0.01251594154400016 0.058651092576786835 0.00042228032685181339 0.068576919704448694 0.011799775932887236 -0.052025989589495204 -0.049766257439906432 0.045686508467058906 -0.0037681911638896416 -0.031878856384246389 0.021946286017739507 0.01524343243338111 0.075733551710591984 -0.0093321420688700068 0.028204931591878837 0.066657245638059054 -0.038403961633906809 0.10470380851500947 -0.011125268444158639 -0.00037400395857211375
leaf_weight=4630.1751086525619 936.19881719676778 1076.1374687189236 758.34755302220583 1546.5866583376192 140.05139336246066 931.30897963047028 1441.3109223560896 1043.3603647174314 479.0480983350426 1243.0651727260556 4509.6933864604216 990.5336226853542 1341.6469742767513 645.03549474244937 92.083884236868471 3057.5614539894741 126.6207487815991 1165.0837865367066 512.6338825293351 494.85918113635853 630.40387614397332 1544.8315773564391 907.87030955636874 618.34246745845303 1898.8624794972129 514.25686300802045 256.21565565187484 110.61949512036517 287.08482997119427 1654.293718946632 437.37502732314169 541.12513058073819 253.6912315140944 2152.9156092263293 38.899428133619949 1451.9898205311038 279.88654034631327 955.82916292082518 994.29550188733265
leaf_count=605788 211184 284788 112242 158822 41438 336598 375803 236738 101031 216373 1609633 109845 153052 189837 16056 910993 20982 285602 99856 123113 104434 332324 91794 205083 647703 169325 28888 19705 86896 306189 52296 68395 84668 398942 9024 367910 24935 194773 153969
internal_value=0 -0.0202572 -0.0311283 0.0243727 0.00173929 -0.0100229 -0.0354467 0.0154299 0.00177286 0.00341268 -0.0445427 0.0410349 0.0324052 -0.0425924 -0.0169192 -0.0196885 0.0258249 -0.0272018 0.008528 0.0188759 0.0280521 0.0159226 0.0432509 -0.0512532 -0.0364332 -0.0188826 0.0310582 0.048574 0.00604935 0.0163497 0.0324643 0.0511527 -0.0588521 0.0213015 -0.0227817 -0.02507 0.0623423 -0.00217547 0.0100321
internal_weight=0 23800.4 15935.3 18889.7 7865.13 5440.38 14682.1 12332.1 5368.92 3864.03 9236.16 6557.66 4731.18 1576.34 2736.95 5445.93 6963.14 4222.65 1503.17 1253.21 2424.75 2787.9 3228.02 7280.59 2517.2 1955.57 5880.69 202.703 1223.28 1794.35 2320.15 978.5 4763.38 2631.96 2534.25 2495.35 1826.47 1082.45 1250.51
internal_count=9547027 6634226 4822245 2912801 1811981 1359920 4586890 2153806 1149406 833485 3092215 758995 575238 526435 649433 1494675 1004400 1196595 209701 235355 452061 548697 365537 2547087 852786 545128 788645 35761 298080 347627 273743 120691 1694301 499973 613672 604648 183757 215755 182857
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=269072 2 18972865 264208 2 14 769 1589318 1 896 2 2 2106592 6300744 2 16386 2 1 2 5832709 2 2064 1 515 1 4608 768 264192
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=29
split_feature=2 0 10 0 2 3 2 2 1 9 3 1 3 2 2 5 3 3 2 1 4 2 5 7 7 2 4 6 7 9 1 2 6 3 2 0 9 5 3
split_gain=1709.94 506.195 275.591 229.516 222.018 187.707 139.338 129.913 129.271 123.715 114.172 128.614 109.102 106.921 106.882 100.396 153.235 94.4289 96.9115 96.2419 92.2265 88.3134 80.7311 78.3139 71.3071 66.8081 97.8456 64.8512 62.9993 62.0038 75.943 57.4995 46.3297 43.7007 43.691 43.5578 40.7166 40.5607 43.9621
threshold=0 1.0000000180025095e-35 1 1.0000000180025095e-35 2 3.5000000000000004 3 4 5 6 2.5000000000000004 7 3.5000000000000004 8 9 10 1.5000000000000002 2.5000000000000004 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 1.0000000180025095e-35 26 2.5000000000000004 27 28 3.5000000000000004
decision_type=9 2 1 2 9 2 9 9 1 1 2 1 2 9 9 1 2 2 9 1 1 9 1 1 1 9 1 1 1 1 1 9 1 2 9 2 1 1 2
left_child=3 5 4 7 17 8 -7 12 22 -5 11 35 -1 15 33 16 -10 19 -19 -3 -20 -4 -2 -13 -23 -8 -27 -16 -21 -9 -31 -12 -14 -11 -28 -6 -15 -32 -39
right_child=1 2 21 9 10 6 25 29 13 14 31 23 32 36 27 -17 -18 18 20 28 -22 24 -24 -25 -26 26 34 -29 -30 30 37 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.025253019623616424 -0.012102984132459004 0.010549941883637047 -0.036967516092305079 0.082627854590412483 0 0.023452207123175681 -0.063586193266167601 0.046334609367834956 -0.037247731910782761 0.055247376679862514 0.037215299935752975 -0.027671491565700458 -0.0064214860677041146 0.0014983339963703592 0.0089971033195741356 -0.059018787923139138 0.038803403434260517 -0.056340824831308638 -0.014421557427463944 -0.049460490375613564 0.044451424663845822 0.031125894742226101 -0.053324251678150962 0.028484104707365378 0.098681799489032537 -0.0472530649142835 -0.0095553729599194871 0.029818544997317988 0.004406914298415855 0.040726149162720889 0.011988712765443723 0.0046059798083417144 0.032659739603929615 0.032653464411489225 0.038667375989333536 0.031963013045039498 -0.060838266109027921 -0.025749490875339065 0.042747433297675032
leaf_weight=1623.4650027467869 1992.6309428564273 339.52603605855256 129.10703433630988 425.10010372800753 1158.0519289025106 803.50224045081995 347.12507091276348 642.27559366216883 658.38455741410144 1480.2059654388577 940.50140461744741 2478.6654188258108 537.26182232797146 105.52931204531342 3025.4934619937558 602.78903161035851 399.39006671425886 258.29287927364931 667.88956199795939 2408.2395952243824 397.89642618992366 1269.9438299664762 619.7566168201156 246.19267125613987 168.77942437538877 495.88094686646946 450.89698693924583 3114.6242291235831 222.07947729155421 819.34130284003913 3494.4527750052512 1307.3434904359747 614.70853341044858 2928.3670590901747 262.83878141804598 653.62760364916176 3962.3688741431106 548.70209475210868 81.103371657896787
leaf_count=443713 577735 87451 44080 45057 263354 154454 119610 97147 216003 122379 156165 684677 95136 39466 442391 218167 82942 89899 173597 790615 90633 245048 226852 57009 29851 156819 114820 447128 64350 109907 545150 252820 106005 310435 69280 118960 1509569 131668 16685
internal_value=0 -0.0187049 -0.00511669 0.0214655 -0.0107115 -0.0346932 -0.00948189 0.00889858 -0.041732 0.0309825 0.000548853 -0.00852942 -0.00864578 -0.0502048 0.0285394 -0.0272412 -0.00797864 -0.0283881 -0.00579738 -0.0382959 0.00782787 0.0336872 -0.0224053 -0.0221535 0.0408311 -0.0267708 -0.0142685 0.0196693 -0.0446335 0.0176528 0.0135242 0.0188755 0.0144787 0.0405379 0.0090345 0.0118819 -0.0591493 0.00770888 -0.0149315
internal_weight=0 23347.2 12646.1 19335.1 11078.3 10701.1 2360.24 8361.31 8340.85 10973.8 6784.38 4536.54 2775.44 5728.46 10548.7 1660.56 1057.77 4293.92 1324.08 2969.85 1065.79 1567.83 2612.39 2724.86 1438.72 1556.74 1209.62 6140.12 2630.32 5585.88 4943.6 2247.84 1151.97 4408.57 713.736 1811.68 4067.9 4124.26 629.805
internal_count=9547027 6634226 3148509 2912801 2829530 3485717 614983 1545411 2870734 1367390 1532985 1124000 644854 2066147 1322333 517112 298945 1296545 354129 942416 264230 318979 804587 741686 274899 460529 340919 889519 854965 900557 803410 408985 201141 432814 184100 382314 1549035 693503 148353
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=269072 1 10044422 10519745 4352 897 8 897 16842817 268288 2 1572868 768 2 1572869 2 1 1 524300 2 2 1 12 768 2097216 2 4202528 8 2
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=28
split_feature=2 2 3 10 7 0 0 5 1 2 1 3 2 1 1 7 2 5 12 2 3 1 9 4 3 12 1 3 2 4 3 4 1 0 0 4 0 7 2
split_gain=1386.42 367.295 404.341 324.83 220.255 218.572 169.944 140.41 122.519 157.726 116.995 161.092 115.134 101.239 89.7246 89.4062 81.4939 78.9024 90.4008 77.545 69.942 101.668 63.5743 59.1914 56.9221 56.5092 54.7338 52.3995 51.1068 66.74 50.1734 49.8509 48.9022 47.3563 46.5612 45.4457 44.3101 44.155 43.9942
threshold=0 1 3.5000000000000004 2 3 1.0000000180025095e-35 1.0000000180025095e-35 4 5 6 7 2.5000000000000004 8 9 10 11 12 13 14 15 3.5000000000000004 16 17 18 1.0000000180025095e-35 19 20 2.5000000000000004 21 22 1.0000000180025095e-35 23 24 3.5000000000000004 6.5000000000000009 25 1.5000000000000002 26 27
decision_type=9 9 2 1 1 2 2 1 1 9 1 2 9 1 1 1 9 1 1 9 2 1 1 1 2 1 1 2 9 1 2 1 1 2 2 1 2 1 9
left_child=1 8 4 5 6 20 32 26 24 13 -7 15 -5 -10 23 25 -13 18 34 -9 21 -2 -6 -4 -1 -12 -8 30 -22 -30 -19 -18 -3 -16 -11 -34 -25 -14 -31
right_child=3 2 14 12 22 10 7 19 9 17 11 16 37 -15 33 -17 31 27 -20 -21 28 -23 -24 36 -26 -27 -28 -29 29 38 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0.071511598448277203 -0.026440405618352467 0.0047434066068360783 -0.00052440723895903752 -0.049544959423797968 0.07137453158925787 0.0054104373890477425 -0.0077116115511222522 0.020419860252954034 0.0090807067731014952 0.023376654339542866 -0.044428978165680116 -0.051949788803430853 0.018816026651377406 0.061747501816682371 0.0084157658513906112 0.011943995070076388 -0.01474413833406699 0.03630845761149324 -0.00033599326130181209 -0.034441256762893308 -0.059963854923946042 -0.059478397994160839 0.011380482524728397 0.040958545033969819 0.035432612003352737 0.0026015631568509991 0.019680559801041997 0.017837796394026533 -0.041985315395442591 -0.012724516115490562 -0.026026327288213077 0.019270834012217471 -0.035436097839365348 0.057852073189335398 0.061237782619559804 -0.014524235656861038 0.082433540380591586 0.07100889411831042 0.033947486192901132
leaf_weight=674.16336574498564 1549.4154669120908 513.63453422859311 230.80253755138256 192.81503661558963 369.86860363511369 1676.9768297302071 958.19406898110174 290.87869286024943 556.55870099365711 4213.2317609526217 3267.1255177608691 235.19176812004298 1350.1738297054544 1308.4343804405071 1747.117095869733 329.712839219952 655.24374181195162 118.37889986624941 1653.7353210332803 1219.0490326101426 280.2331305865664 3215.4134993138723 384.63328248076141 1298.6717069693841 1779.8945011273026 260.46722879167646 2673.618983168155 613.64017390785739 482.75375049631111 522.18437583115883 948.31308539537713 1114.2379672331735 2751.3006630677264 194.98536961711943 352.41182672418654 1863.9301314949989 394.79490570141934 170.52463679760695 273.44062973023392
leaf_count=60175 65860 16559 19505 9122 30531 73515 51263 14688 66541 500678 133831 11497 78997 99499 160452 12094 28896 8930 159604 50599 12788 167788 22868 120195 182736 9670 210564 55393 19967 23809 41777 62326 106473 21082 24740 67372 38729 14436 9297
internal_value=0 0.0131246 0.00253962 -0.0242712 -0.00720503 -0.0293679 -0.0111002 0.00170177 0.0259501 0.0207075 -0.0176901 -0.0243113 0.0164459 0.0467086 0.0302519 -0.0362297 -0.00115452 0.0143269 0.0195291 -0.0235769 -0.043094 -0.0492096 0.0438325 0.0454627 0.0460234 -0.0408794 0.0124004 -0.00467357 -0.0236329 -0.0136843 -0.018031 0.0064367 -0.0239278 0.0142635 0.026745 -0.027145 0.0520682 0.0259553 0.0038601
internal_weight=0 27110.2 14891.5 15575.9 11025.1 13862.4 10270.6 5141.74 12218.8 9764.7 7538.96 5861.98 1713.51 1864.99 3866.37 3857.31 2004.67 7899.71 6219.38 1509.93 6323.44 4764.83 754.502 1924.27 2454.06 3527.59 3631.81 1680.33 1558.61 1278.38 1066.69 1769.48 5128.87 1942.1 4565.64 4615.23 1693.47 1520.7 795.625
internal_count=2864846 2130953 930880 733893 570917 631338 517518 327114 1200073 957162 331829 258314 102555 166040 359963 155595 102719 791122 685022 65287 299509 233648 53399 178429 242911 143501 261827 106100 65861 53073 50707 91222 190404 181534 525418 173845 158924 93433 33106
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2431825 264208 1 1 2 768 262144 769 1572868 7 120 1 5768196 2 1 2101760 897 12 2 1 15 524300 2 2 768 2 1 12591264
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=27
split_feature=2 2 3 0 3 10 1 5 0 4 2 4 2 9 3 2 7 3 1 1 3 8 2 13 1 3 9 0 4 2 11 3 4 2 2 0 2 0 2
split_gain=1141.01 301.761 332.176 291.796 185.173 178.625 160.562 158.845 144.928 154.536 110.846 110.612 125.555 108.418 120.094 103.865 92.3972 98.2259 88.9043 85.8157 78.6602 72.4746 59.713 65.2537 58.7268 56.456 48.5863 48.4833 47.5735 45.2874 43.1354 41.5126 39.2093 57.2102 37.9405 36.4148 36.3602 35.3548 34.8664
threshold=0 1 3.5000000000000004 2.5000000000000004 4.5000000000000009 2 3 4 1.0000000180025095e-35 5 6 7 8 9 1.0000000180025095e-35 10 11 1.5000000000000002 12 13 8.5000000000000018 14 15 16 17 1.0000000180025095e-35 18 2.5000000000000004 19 20 21 1.5000000000000002 22 23 24 3.5000000000000004 25 7.5000000000000009 26
decision_type=9 9 2 2 2 1 1 1 2 1 9 1 9 1 2 9 1 2 1 1 2 1 9 9 1 2 1 2 1 9 1 2 1 9 9 2 9 2 9
left_child=1 13 5 4 6 7 10 8 9 -3 -2 26 -13 14 -1 -9 17 18 25 29 27 -10 24 35 -21 -5 -8 30 -17 -15 -4 -31 -6 -34 -20 -24 37 -19 -12
right_child=3 2 20 16 32 -7 11 15 21 -11 38 12 -14 19 -16 28 -18 36 34 22 -22 -23 23 -25 -26 -27 -28 -29 -30 31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.073617552035996583 -0.064953136707627215 -0.031551437839590711 0.011172630485117688 0.040789847598300732 -0.02232718432308951 0.047534013624557954 0.0037306529617795446 -0.052094650963065425 0.0088159976263394151 0.019559714172594746 0.030410224068520939 0.0073486526100014285 -0.043887279821419156 -0.0030897346677773701 0.022439642957232213 -0.035741333704224068 0.048419192559306046 0.018375153262031485 -0.054706680138474711 -0.0025231326498117409 0.070887800486330463 0.11337947525753365 0.0057357379983614173 0.095530621728569312 0.040953141608023214 -0.014952580598542388 -0.056828847331660326 0.049062898148722243 0.0040471732918596929 0.053427058237931438 0.056119349978633729 0.02489166172954721 -0.035251928190099181 0.017257045043879846 -0.014986264921169957 0.023197906664615336 -0.0014134022743694291 0.07345599527208875 -0.013995212081779208
leaf_weight=781.59291198756546 413.35371450567618 2383.9138468008023 2600.6238317200914 291.9984403187409 594.0790745948907 487.23994760843925 131.21165507449768 1371.5168315959163 3008.2814875405747 753.23003559047356 147.38403179659508 730.00051533733495 1267.1782546322793 278.03425316140056 1204.7155160154216 452.79037063452415 361.40847770357504 670.27929099905305 533.02267922274768 392.52679291041568 333.27541626105085 38.771438348572701 6742.8863093289547 59.189670434221625 1278.8574527446181 381.94489317643456 4015.0056618007366 497.97886193403974 752.90531517309137 1087.8808689294383 211.72223935509101 1233.5439681499265 212.03407089272514 1115.549543785397 560.8346408593934 1457.4024745458737 648.48526410502382 130.93705114675686 3051.538470006315
leaf_count=71526 20172 97395 228862 14912 23107 38313 6289 63636 199918 22078 4684 30757 61989 19341 104724 16559 22125 44553 25336 49581 36601 3281 633309 5383 95683 18079 203669 50929 28383 96568 20819 124408 9644 69956 20319 117327 36518 10431 116972
internal_value=0 0.0116967 0.00052731 -0.0223855 -0.0300414 -0.00952649 -0.0356161 -0.0128852 -0.00408097 -0.0191159 -0.0183489 -0.0454787 -0.0253604 0.0215669 0.0433074 -0.0336066 0.00249114 -0.00297502 -0.0187328 0.0179698 0.0259996 0.0113364 0.0135788 0.00993707 0.0307471 0.00934896 -0.0549547 0.0207945 -0.0110677 0.0341715 0.0152185 0.038738 -0.00147425 0.0079234 -0.0358532 0.00894891 0.0160278 0.0297064 -0.0115064
internal_weight=0 27408.9 12892.2 15256.2 11677.3 9248.65 9755.67 8761.41 6184.2 3137.14 3612.28 6143.4 1997.18 14516.6 1986.31 2577.21 3578.91 3217.5 1767.8 12530.3 3643.6 3047.05 9930.86 8259.48 1671.38 673.943 4146.22 3310.32 1205.7 2599.46 2812.35 2321.42 1921.66 1327.58 1093.86 8200.29 1449.7 801.216 3198.92
internal_count=2864136 2124624 806774 739512 547239 469563 444532 431250 322672 119473 141828 302704 92746 1317850 176250 108578 192273 170148 78646 1141600 337211 203199 901283 756019 145264 32991 209958 300610 44942 240317 249681 220976 102707 79600 45655 750636 91502 54984 121656
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2431824 264720 1 897 2 2 5767172 2 16514 12 64 1 897 768 1 262144 1 3 8 2 512 1 2 4194317 1064966 8235 128
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=28
split_feature=2 0 0 2 3 2 10 8 5 3 0 2 1 3 3 1 2 4 1 4 5 3 7 5 1 12 3 11 9 1 0 2 9 2 2 10 3 11 7
split_gain=950.43 266.26 251.709 162.07 152.598 140.113 121.039 117.153 97.023 154.535 73.6653 69.7816 68.5677 95.8674 67.9695 105.357 65.7366 69.6085 53.8318 67.5597 142.31 52.6411 46.9335 46.6922 45.4137 45.4097 41.2746 38.9491 37.9213 36.4536 33.9147 33.632 31.9728 31.3764 31.178 29.7844 28.9169 28.5254 29.5602
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1 3.5000000000000004 2 3 4 5 2.5000000000000004 2.5000000000000004 6 7 5.5000000000000009 3.5000000000000004 8 9 10 11 12 13 1.0000000180025095e-35 14 15 16 17 1.0000000180025095e-35 18 19 20 3.5000000000000004 21 22 23 24 25 9.5000000000000018 26 27
decision_type=9 2 2 9 2 9 1 1 1 2 2 9 1 2 2 1 9 1 1 1 1 2 1 1 1 1 2 1 1 1 2 9 1 9 9 1 2 1 1
left_child=2 14 3 4 18 22 12 8 10 11 24 35 -7 25 15 23 -16 -18 -1 28 -21 -9 27 -2 -4 -14 32 -3 -20 -28 -11 -19 -5 -31 -26 -10 -33 38 -17
right_child=1 5 7 26 -6 6 -8 21 9 30 -12 -13 13 -15 16 37 17 31 19 20 -22 -23 -24 -25 34 -27 29 -29 -30 33 -32 36 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.00022130576829122836 -0.0099917271084079985 -0.042957462894818665 0.0014306648522740923 0.047065285661889299 0.012361645292115636 0.0086908323555958157 0.025684712130839889 0.15891100371517283 -0.039440276863578823 0.017347843351273647 0.031823280093749538 0.0012514750616978874 -0.024360869471187787 0.032508275156389786 -0.058286135579330878 -0.058492421886666826 -0.037068490925503711 0.038161290237164025 0.0242275372391689 0.020375211737120844 -0.038117542440360197 0.045066809470063418 0.010048944332023857 -0.04912115979067392 0.025693805483773004 0.010655270830002856 0.014465889481373723 0.022417437573544311 -0.042785168775962786 0.026075607649069844 0.052399890591860156 -0.010869116046724437 0.015161638395321753 -0.012921678701420051 0.0079098174237598254 0.034291307710970546 0.051744468566236407 -0.0023001240332130158 -0.0098002560598903568
leaf_weight=874.77406035945751 1189.0045543713495 1543.0973562707659 1803.6006495256443 356.29510139115155 1826.6465578610078 1558.2553630366456 1204.4742041009013 49.665872650686651 858.63299284758978 1463.4201945529785 4745.7296342987102 1192.4608319315594 3307.8166297688149 343.82611895445734 298.60574004775845 2728.5230087905657 503.08083260362037 228.50250937207602 62.019178512506187 726.38068247260526 889.93297502747737 195.25137133151293 193.79565224098042 406.34348291065544 3361.1680666746106 386.89799977792427 1418.9366668281145 72.71737660211511 1819.1052334522828 199.82778327260166 350.21711531607434 608.69448503362946 2591.2563731060363 1380.6731851194054 1559.9527180867735 31.70550640579313 52.818779086694121 117.11306298151612 160.28458595415577
leaf_count=31993 49363 70235 138519 34646 147578 72003 79642 3925 36666 129378 390681 73276 141460 31803 15265 158141 21907 9163 3394 21067 39344 15984 7558 21284 293418 16082 139407 3005 79850 19724 31096 21822 269535 104266 118969 1342 6209 6572 9125
internal_value=0 -0.0208461 0.010425 -0.000346923 -0.0116481 -0.00933295 -0.00261943 0.0188158 0.0175946 0.0038308 0.0222218 -0.0145729 -0.00887314 -0.0157207 -0.0364665 -0.0428327 -0.0185321 -0.00828327 -0.0217895 -0.0272583 -0.0117561 0.0840658 -0.0337502 -0.0207379 0.0152903 -0.0205573 0.0113825 -0.0394781 -0.0401703 0.00297117 0.0250217 0.00824961 0.0197632 -0.00728406 0.0202261 -0.0350754 -0.00335935 -0.0538937 -0.056022
internal_weight=0 14903.9 27757.7 12145.8 6198.86 8610.88 6801.27 15611.8 15366.9 3896.44 11470.5 2082.8 5596.8 4038.54 6292.97 4601.27 1691.7 1393.1 4372.21 3497.44 1616.31 244.917 1809.61 1595.35 6724.72 3694.71 5946.99 1615.81 1881.12 2999.44 1813.64 890.016 2947.55 1580.5 4921.12 890.338 661.513 3005.92 2888.81
internal_count=2864697 740639 2124058 890804 323226 421788 340990 1233254 1213345 271758 941587 111284 261348 189345 318851 244485 74366 59101 175648 143655 60411 19909 80798 70647 550906 157542 567578 73240 83244 263397 160474 37194 304181 123990 412387 38008 28031 173838 167266
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2431825 2101568 1589252 1 1 2 65856 769 897 524300 2 896 2 2 1 2 15 1 1 8 904 50176 12 327681 268368 1 1 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=31
split_feature=2 0 10 2 3 2 3 1 5 1 4 2 5 2 4 3 3 9 2 7 4 3 2 9 7 8 1 1 10 1 12 1 1 2 0 3 12 2 4
split_gain=787.416 230.452 211.452 209.692 239.859 163.75 153.232 155.139 129.211 109.937 146.303 78.8642 73.8329 102.446 66.6253 65.2732 62.1762 58.3074 56.4979 55.4781 52.2115 51.4399 49.4928 47.9855 45.2205 44.9963 42.1614 39.0133 37.5716 35.3653 35.2378 34.508 32.5636 31.4572 31.3805 31.2547 31.0614 33.4522 30.3839
threshold=0 2.5000000000000004 1 2 3.5000000000000004 3 3.5000000000000004 4 5 6 7 8 9 10 11 1.0000000180025095e-35 7.5000000000000009 12 13 14 15 2.5000000000000004 16 17 18 19 20 21 22 23 24 25 26 27 2.5000000000000004 2.5000000000000004 28 29 30
decision_type=9 2 1 9 2 9 2 1 1 1 1 9 1 9 1 2 2 1 9 1 1 2 9 1 1 1 1 1 1 1 1 1 1 9 2 2 1 9 1
left_child=2 5 3 15 8 -2 7 29 9 10 -5 -10 23 -14 32 17 34 33 31 35 -13 -15 -16 -3 -4 -11 -20 -19 -24 -7 -29 -17 -8 -1 -6 -9 37 38 -25
right_child=1 12 24 4 16 6 14 19 11 25 -12 20 13 21 22 18 -18 27 26 -21 -22 -23 28 36 -26 -27 -28 30 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.07529123128379879 -0.069281083942613356 0.065696366176716911 0.028922435655668099 -0.035859556489457212 0.0079775813731678604 0.021477352810526457 0.0056883604716346714 -0.05044427666396524 -0.048603732844978133 0.0039272567608191443 0.018920380266372539 -0.036235587641585673 0.017485922770746714 -0.058646815711112792 0.032976022610456492 -0.012231414954176373 0.049280919608291604 0.039575649843109836 0.011019943287599603 -0.00098409405471958913 0.0063691240865642379 0.0061268892604735732 -0.010596051865283803 -0.021064641431550908 0.067004681931108714 0.079513453516313823 -0.009476793031115191 0.018197854072811156 0.039119492911888709 -0.015583730421047874 -0.0064567699339454256 0.020070122427789359 -0.034721515111609154 0.027863890087952273 0.036475924959895469 -0.024370272749564121 0.037172892726449816 0.013692783625586173 0.034112491779387438
leaf_weight=279.70074040163308 839.13009754649829 121.25870990054682 2471.811939856736 1794.5805493027437 2679.0384181027766 247.27075156476349 254.22141961287707 3274.1754289616365 1276.6465511701535 3897.3893060951959 635.82456146529876 459.8371203050483 433.93607594980858 491.96291557140648 545.23574350657873 329.58838563133031 525.84481061063707 731.26626930222847 1852.6448841551319 307.41781240189448 657.39337010728195 142.76320637832396 954.30435660714284 644.31525015458465 377.85856665181927 51.138754481449723 2095.6086325638462 3621.7434426473919 148.94383979355916 2434.0332553531043 653.4454802791588 3530.5411080543417 662.9382602525875 504.36278799502179 440.75876185577363 693.5126097749453 292.36499162018299 1168.0322216139175 85.903759388485923
leaf_count=20816 47137 8396 205260 80941 211639 8013 8857 185194 64116 221992 21226 17601 22480 26963 20086 26261 54289 56473 187021 15114 24445 6425 54868 31915 30474 4434 172623 363108 11258 97028 43421 270793 29049 46581 42899 36501 18769 66223 4152
internal_value=0 -0.0200697 0.00897717 0.00611258 -0.00326248 -0.0274653 -0.0234458 -0.0311499 -0.0122371 -0.00468963 -0.0212641 -0.031918 0.002493 -0.0188099 -0.00241337 0.0146758 0.018167 0.0227477 0.0086062 -0.0429285 -0.0112955 -0.0433553 0.00945448 0.0125832 0.0347217 0.00555982 7.97638e-05 0.0183425 -0.00273742 -0.0117902 0.0143078 0.017138 -0.023685 0.0479802 0.0124081 -0.0461789 0.0083269 0.00326248 -0.012919
internal_weight=0 13741.7 28867 26017.4 12418.5 10361.2 9522.05 6956.41 8772.81 6378.93 2430.41 2393.88 3380.54 1068.66 2565.64 13598.9 3645.64 5790.52 7808.38 4275.11 1117.23 634.726 1648.48 2311.87 2849.67 3948.53 3948.25 5006.46 1103.25 2681.3 4275.19 3860.13 917.16 784.064 3119.8 3967.69 2190.62 1898.25 730.219
internal_count=2864841 698428 2166413 1930679 743582 513105 465968 341850 434755 328593 102167 106162 185323 55868 124118 1187097 308827 530399 656698 236809 42046 33388 86212 129455 235734 226426 359644 463002 66126 105041 406529 297054 37906 67397 254538 221695 121059 102290 36067
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=2431952 1 268816 1572868 897 2 15 2 64 2 12591136 2 12 268288 1 2 50178 8 1 1 904 768 1 512 1 3 768 262656 1 26756096 2
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=28
split_feature=2 0 0 2 3 7 10 12 1 3 1 2 2 4 1 2 7 8 2 3 1 4 5 2 3 1 2 5 9 3 3 11 2 3 3 0 7 11 2
split_gain=650.676 218.328 191.93 117.683 114.502 104.14 103.636 80.1904 79.0608 66.6647 110.551 62.4731 60.4716 84.4948 164.68 64.7504 43.9137 43.6356 41.6339 43.1718 39.9553 59.5242 96.1224 34.7271 52.6558 33.2824 31.721 29.8178 38.3959 35.1215 29.4973 28.2621 27.2592 24.8202 24.7782 24.6292 24.087 23.7081 22.8138
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1 3.5000000000000004 2 3 4 5 2.5000000000000004 6 7 8 9 10 11 12 13 14 3.5000000000000004 15 16 17 18 1.5000000000000002 19 20 21 22 4.5000000000000009 9.5000000000000018 23 24 5.5000000000000009 11.500000000000002 5.5000000000000009 25 26 27
decision_type=9 2 2 9 2 1 1 1 1 2 1 9 9 1 1 9 1 1 9 2 1 1 1 9 2 1 9 1 1 2 2 1 9 2 2 2 1 1 9
left_child=2 12 3 27 20 8 7 9 23 10 -3 35 -2 14 -14 30 -12 18 -10 -20 -5 25 -23 33 -25 -22 -8 28 -1 -29 -15 -17 -30 -4 37 -11 -28 -6 -7
right_child=1 6 5 4 34 38 26 -9 17 11 16 -13 13 15 -16 31 -18 -19 19 -21 21 22 -24 24 -26 -27 36 29 32 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0055513877332532711 -0.068453514480135522 0.0061633227820845904 0.0034140325979504257 -0.00038437916287259422 0.003060312594899999 0.0645039045705178 -0.027163289183868674 0.018253088932729748 0.02359884067544565 0.0020125361259087974 -0.036206614087795526 -0.03627970614428954 -0.015110997559125731 -0.030966320779201695 -0.05912291029656859 0.0013783396660768329 0.0023117623224484353 0.064059935230617968 0.0056442276563356698 0.023559122382130059 -0.0023878167989798932 0.014952192006630484 -0.033335268388869507 -0.034410890485728006 0.010395460210384826 -0.04273953989610297 0.015619870123287707 -0.014963468491787871 0.041577356966652046 0.054829577678188537 0.029809982389229491 0.054927948966177975 0.013382715641664798 0.045443774855330882 0.063247342594443715 0.040584622745462165 0.055221498665504846 0.043135012414476426 0.030445630789705854
leaf_weight=3601.7867344999686 429.56508163257968 954.25669433362782 2208.3123030583374 886.30479455995373 1682.5395874937531 379.44974599592388 106.50068629032467 741.55162285780534 4554.1519730116706 1685.7209682893008 2845.936485614744 387.76864063786343 1711.7624080011155 1115.4178570936201 1807.7111974732252 736.59206632943824 309.88205772894435 172.12878825026564 4733.0582318436354 1906.0145368683152 270.62166072474793 761.79528331407346 824.42233085073531 590.11354317842051 421.46019423659891 1520.8741714577191 1079.9376215271186 759.73538420558907 573.84318246552721 48.615554073359817 57.572394498856738 86.587945544160903 1079.8055360044818 123.06451166374609 54.245378063526005 157.02350691449828 172.68873924762011 135.58104825508781 929.431002413854
leaf_count=370807 27186 41485 171510 32421 129285 28352 6078 36583 323173 82695 133304 19191 80101 56179 113391 32017 11630 13845 369851 187259 11987 21892 38621 25225 26225 71208 66860 30114 42789 2085 6336 3775 118751 11733 6357 11305 15252 13693 75671
internal_value=0 -0.0176836 0.00841764 -0.00100753 -0.0107572 0.0156091 -0.00726653 -0.0121492 0.0131163 -0.0158212 -0.0233364 -0.0017147 -0.0323427 -0.0289456 -0.0383192 -0.0120909 -0.0322428 0.0170762 0.0161728 0.0108989 -0.0198071 -0.0246937 -0.0101121 -0.000339355 -0.0155439 -0.0371962 0.0176733 0.00881719 0.0116026 -0.00859631 -0.0268418 0.00899066 0.0240947 0.00628222 0.00962567 0.00602484 0.0223033 0.00686278 0.0424766
internal_weight=0 14386.5 28217.4 12200.2 6136.38 16017.2 8441.27 7082.14 14708.3 6340.59 4110.08 2230.51 5945.21 5515.64 3519.47 1996.17 3155.82 11365.4 11193.2 6639.07 4264.02 3377.71 1586.22 3342.95 1011.57 1791.5 1359.13 6063.79 5255.44 808.351 1172.99 823.18 1653.65 2331.38 1872.37 1842.74 1252.63 1818.12 1308.88
internal_count=2866222 743368 2122854 890010 325464 1232844 424383 336193 1128821 299610 186419 113191 318985 291799 193492 98307 144934 894128 880283 557110 176129 143708 60513 234693 51450 83195 88190 564546 532347 32199 62515 35792 161540 183243 149335 94000 82112 142978 104023
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2431824 330256 1 1 1 15 769 8413346 1572868 2 961 12591144 1 1 2365440 896 2 2 264976 64 1572869 2 1 1 262656 1 1 2429440
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=28
split_feature=2 0 8 0 2 3 7 2 2 1 3 11 2 3 1 5 4 3 3 1 9 6 2 4 0 5 3 1 4 4 0 4 11 9 1 1 0 1 2
split_gain=535.156 191.483 160.985 155.118 112.297 141.089 95.0514 99.9213 72.0414 63.603 71.2457 59.0936 55.866 74.409 82.701 54.0977 117.99 72.1355 50.3746 49.9507 48.4872 39.4852 39.3343 39.0646 38.0238 37.9094 37.8511 45.0071 36.2021 35.4667 34.7106 33.8117 32.1358 28.5072 27.3481 26.3043 25.1074 22.9738 22.3191
threshold=0 1.0000000180025095e-35 1 1.5000000000000002 2 2.5000000000000004 3 4 5 6 3.5000000000000004 7 8 3.5000000000000004 9 10 11 1.0000000180025095e-35 1.0000000180025095e-35 12 13 14 15 16 3.5000000000000004 17 1.0000000180025095e-35 18 19 20 5.5000000000000009 21 22 23 24 25 3.5000000000000004 26 27
decision_type=9 2 1 2 9 2 1 9 9 1 2 1 9 2 1 1 1 2 2 1 1 1 9 1 2 1 2 1 1 1 2 1 1 1 1 1 2 1 9
left_child=2 12 3 4 26 19 7 32 -4 36 25 21 -2 14 -14 30 17 -17 -10 23 -8 -7 -19 -6 -18 -11 33 -28 -15 -16 -5 -21 -3 -1 -35 -30 38 -20 -9
right_child=1 6 8 15 5 11 20 9 18 10 -12 -13 13 28 29 16 24 22 37 31 -22 -23 -24 -25 -26 -27 27 -29 35 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.035772833917078771 -0.066263745519482067 -0.036777923709168263 0 0.016527326764641092 0.007221465288946423 -0.0082221710657712083 0.065688433703302462 0.012585741122168745 0.16188804988919547 -0.011157319946992761 0.011475801506299047 0.048742768285068662 -0.013723029372144133 -0.029644578596907653 -0.053460461030581122 0.037666809577334329 0.0098734012259246023 -0.052502953438634148 -0.00087185540153876724 -0.032268480114735543 0.0086140894566335072 0.012552052584144864 -0.0089733120086572093 -0.040188209632765648 0.046176607813226092 -0.036581853365255719 -0.021047519644236817 0.0062234927123837923 0.016415542244947845 -0.024454891425306713 0.032589712884078012 -0.010639061433394135 0.022257978912291417 -0.00099902318584998637 0.017252226523745067 -0.015416955860261315 0.021974236205626479 0.070351274426039653 -0.0082610633220815896
leaf_weight=574.9011631871108 399.42768713936675 1390.5454153983155 119.13838810985908 5754.6151965938043 979.81108079850674 1655.0119391358458 193.41890645679086 879.21966612176038 69.980073990765959 1560.7120421782602 838.57889717957005 278.49908661283553 1379.8141965987161 461.40214348654263 1746.4311761204153 144.85143449925818 893.52322050509974 440.76372558018193 57.303267255425453 2271.6604387233965 517.3151942002587 1955.0960899253841 453.7613153650891 179.62731714290567 436.99327619164251 1006.2483870738652 654.23650082573295 4577.9321941272356 591.59144570771605 718.49357537052128 1891.8380035434384 1183.6733246289659 72.84978413907811 1138.1122888491955 2663.6601494450588 396.63330027088523 772.03820292418823 147.9122458321508 1117.8620427402202
leaf_count=52223 27094 69959 9537 480634 30972 108414 12206 33672 4509 67078 57332 24193 63206 22247 119096 12064 71466 23177 4179 101454 26373 136840 30786 7349 34452 49527 50251 382792 23424 43595 139555 47353 3164 109027 251937 17487 57172 10692 48071
internal_value=0 -0.0162817 0.00753747 0.00659865 0.00105145 -0.00728236 -0.00656205 -0.00987418 0.0687749 -0.00414508 -0.0132601 0.00666045 -0.0304006 -0.0271051 -0.0344171 0.0165665 0.0031653 -0.0215884 0.0930235 -0.0190786 0.0275857 0.00295666 -0.032419 -0.00069385 0.0227726 -0.0215467 0.00845611 0.00262776 -0.00738771 -0.0453399 0.0206523 -0.0250286 -0.0330289 0.0153095 0.0117569 0.00327664 0.00698727 0.0545671 0.000840563
internal_weight=0 14042.6 28522.9 28128.6 18112.2 8503.38 8348.79 7638.05 394.334 6174.66 3405.54 3888.61 5693.79 5294.37 3844.74 10016.3 2369.89 1039.38 275.196 4614.77 710.734 3610.11 894.525 1159.44 1330.52 2566.96 9608.84 5232.17 1449.63 2464.92 7646.45 3455.33 1463.4 4376.67 3801.77 988.225 2769.12 205.216 1997.08
internal_count=2864559 740703 2123856 2094939 1302805 456575 424554 385975 28917 312852 173937 269447 316149 289055 225897 792134 171945 66027 19380 187128 38579 245254 53963 38321 105918 116605 846230 433043 63158 162691 620189 148807 73123 413187 360964 40911 138915 14871 81743
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2464593 1 334352 1 1589252 38993 896 1 1572868 897 2 2 896 8 2 66368 2 2 3 2 2 2 1 12 30 716 771 8389762
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=30
split_feature=2 0 7 1 2 3 1 2 4 5 2 2 3 3 12 6 3 3 2 9 4 4 12 2 5 0 1 2 2 10 1 2 0 2 5 1 2 0 5
split_gain=438.896 171.396 133.623 154.156 127.231 107.774 104.763 81.4296 140.54 71.9407 113.531 77.0097 67.6076 68.5092 59.4355 58.3978 49.6491 57.9668 111.289 47.9559 47.1746 45.4736 43.2972 43.1752 39.7693 38.5991 34.7835 33.9445 33.693 41.8806 33.3739 56.0389 32.291 31.3527 31.1733 30.0709 29.6129 26.6604 26.1732
threshold=0 1.5000000000000002 1 2 3 3.5000000000000004 4 5 6 7 8 9 5.5000000000000009 1.0000000180025095e-35 10 11 1.5000000000000002 1.0000000180025095e-35 12 13 14 15 16 17 18 11.500000000000002 19 20 21 22 23 24 5.5000000000000009 25 26 27 28 3.5000000000000004 29
decision_type=9 2 1 1 9 2 1 9 1 1 9 9 2 2 1 1 2 2 9 1 1 1 1 9 1 2 1 9 9 1 1 9 2 9 1 1 9 2 1
left_child=2 4 3 7 -2 6 34 8 -1 11 12 30 13 -11 16 -13 17 18 -3 -4 35 26 38 -19 36 -12 -8 -18 -22 -30 -5 -32 -20 -23 -6 -7 -10 -29 -9
right_child=1 14 19 9 5 20 21 22 24 10 25 15 -14 -15 -16 -17 27 23 32 -21 28 33 -24 -25 -26 -27 -28 37 29 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.038261875952888567 -0.066807977696021467 -0.023835021442174077 0.05436348635466242 0.026679246899937416 -0.0028293918806255218 0.0089697057244989102 -0.03020719488892187 0.010703705041237917 0.022811533980294396 0.050091297472323063 0.011536311547604088 -0.0093294446867194219 0.042917383975832668 -0.036549338793238829 0.026696746664578948 0.013750340644643901 -0.032079831867157883 -0.009212989626919554 0.017767970615809609 0.019629166262388507 0.028155764658359117 0.0019335867463108566 -0.024760423069107879 -0.049193137572101434 -0.014488597160564881 -0.037943034177409719 -0.057647177651720949 0 -0.0099896143551483942 0.045367729915379268 0.033287269373810956 0.0094629463035501814 0.076753409838467943 -0.032748956418863322 -0.031241196858035242 -0.033978873928998017 -0.015642382627118902 0.02308997151251593 -0.012271637140567284
leaf_weight=1740.3426437466405 607.30751921026967 737.15056020102929 614.97413418581709 3111.6749295289628 1684.7845773855224 199.73547130217776 1162.9866155297495 2861.000587083865 804.26313241245225 69.701697731390595 3189.959010318853 2220.9634712834377 107.65035786153749 1261.2949184135068 656.72399938013405 2099.9943302774336 174.29006733046845 581.78903096308932 378.70214539137669 1420.4764043479227 506.50267978408374 411.18016230664216 466.27998231747188 574.75102078146301 879.14625106751919 134.43632649816573 1297.6684428986628 1238.6875542070484 950.20251408289187 128.29345950577408 1196.8371466456447 5728.0978182153776 119.04206546279602 607.89964782178868 485.98930621449836 530.26364518410992 224.00965753244236 835.57278435479384 561.06234643771313
leaf_count=82079 41629 35919 46854 262194 67108 7254 74689 279431 39961 5248 227802 151505 9315 68187 38215 150726 9192 25286 16952 106483 18509 21023 26061 30716 48650 7211 88586 59264 48557 9053 75227 490944 5694 37660 25543 25680 11067 58540 30480
internal_value=0 -0.0149141 0.00672547 0.00480999 -0.0236393 -0.0199636 -0.0274041 -0.00725659 -0.0179186 0.00958421 -0.000998731 0.0131173 -0.0241398 -0.0307876 -0.000710241 0.00183169 -0.00480013 -0.0147814 0.00014064 0.0312642 -0.0016417 -0.0380987 0.00275002 -0.0305679 0.000700387 0.0090974 -0.0456714 0.00573857 0.00791132 -0.00206566 0.0179067 0.0137911 0.0353352 -0.0191078 -0.00962193 -0.0222718 0.0140126 0.00957783 0.00677598
internal_weight=0 13869.5 28692.2 26656.7 8572.81 7965.51 5650.51 7536.1 3647.76 19120.6 4763.04 14357.6 1438.65 1331 5296.71 4320.96 4639.99 2391.43 1234.89 2035.45 2315 3479.73 3888.34 1156.54 1907.42 3324.4 2460.66 2248.55 1585 1078.5 10036.6 6924.93 497.744 1019.08 2170.77 729.999 1028.27 2074.26 3422.06
internal_count=2864494 745069 2119425 1966088 465291 423662 314609 517729 181757 1448359 317763 1130596 82750 73435 279778 302231 241563 114567 58565 153337 109053 221958 335972 56002 99678 235013 163275 126996 76119 57610 828365 566171 22646 58683 92651 32934 51028 117804 309911
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=2464592 1 15 1572868 897 2101568 2 2 65616 268368 1 2 540832 8 2 2 1 12592288 2 112 5767172 8406018 1 768 266240 16514 2 768 320 2
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=29
split_feature=2 10 8 0 0 5 2 4 2 3 1 7 1 3 2 7 3 5 3 2 1 0 13 4 1 2 1 9 7 3 0 1 2 1 2 3 9 1 4
split_gain=369.289 156.132 126.974 117.763 111.274 67.3644 104.014 75.9322 73.2405 56.3463 70.0741 54.4948 50.4988 49.9254 46.4106 42.9749 43.9098 88.5966 51.1157 43.4105 40.6313 38.541 38.3863 36.5693 96.6394 85.7948 35.5316 34.0809 29.6765 25.7305 24.8135 24.504 23.1546 22.6422 22.4635 21.5962 20.9001 20.5143 19.4387
threshold=0 1 2 1.0000000180025095e-35 1.0000000180025095e-35 3 4 5 6 4.5000000000000009 7 8 9 1.0000000180025095e-35 10 11 2.5000000000000004 12 1.0000000180025095e-35 13 14 3.5000000000000004 15 16 17 18 19 20 21 3.5000000000000004 6.5000000000000009 22 23 24 25 1.0000000180025095e-35 26 27 28
decision_type=9 1 1 2 2 1 9 1 9 2 1 1 1 2 9 1 2 1 2 9 1 2 9 1 1 9 1 1 1 2 2 1 9 1 9 2 1 1 1
left_child=2 4 3 5 20 6 7 12 29 10 -6 22 -1 -4 -3 16 17 19 -19 -5 -2 26 -12 24 32 -25 -18 33 -27 35 -13 -15 -22 -8 -26 -7 -16 -23 -17
right_child=1 14 13 15 9 8 27 -9 -10 -11 11 30 -14 31 36 38 21 18 -20 -21 23 37 -24 25 34 28 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0084214048863375506 0.018333329043852459 -0.036111541198814739 0.11319024173743208 0.014282681572828783 0.0053947528963098831 0.0068701768900813051 0.0092088440333205068 0.0042084941293085458 -0.0031107480577740941 0.01156436082627943 -0.024449764271410546 0 -0.048808541037053094 -0.0081019389102492678 0.042414302961017766 0.020139750294028314 0.021205991766620875 0.026505022035608075 -0.020082539083391894 -0.0026984464506726491 0.00255481240705192 0.0040335579997836943 0.056347657273848342 -0.051337646049560239 -0.01877162895680784 -0.0091091492956043331 0.0019099334178682504 0.017929454164611985 0.050203589037354127 -0.00080874918600840843 0.052324682164780034 0.047522628840245669 -0.025190060607550992 -0.0043090089487953006 -0.059994342642790605 -0.049573093513935462 0.012291508308838671 0.03766282011523809 0.050888255642322015
leaf_weight=602.94886455009691 146.33201868901961 131.74922948982567 102.77593796048313 5759.6512270935345 1462.8571180831641 56.801934943534434 2645.5769120848272 992.97047124872915 1709.552349423524 1039.521799371345 3919.152105074143 332.27370218653232 731.61373329069465 92.856576289748773 280.85422226879746 1117.0542327831499 1849.6063572489657 241.14158932282589 1695.9251321956981 1986.622109963093 395.73587043164298 268.87556859990582 30.051997682778165 551.55473110557068 245.08880057313945 1353.1458346892614 2036.1121196069289 2239.1405894611962 59.066262759268284 173.57674276153557 89.803201975766569 223.09907243470661 993.85877519391943 2235.2199146600906 1353.9231152007123 743.61137447075453 1354.5423114520963 1029.9770109802485 283.40396936773323
leaf_count=22145 5693 8636 6266 423307 59603 2790 226872 64050 97041 69820 188137 12824 35641 6909 20583 82599 156590 18344 87299 139659 18733 21119 1315 35921 17942 63657 180834 188944 2626 11480 4467 16319 52339 184480 100565 39511 84494 81393 23327
internal_value=0 -0.0138052 0.00609315 0.00524391 -0.0179195 -0.00219068 0.0017642 -0.016376 -0.01609 -0.00948586 -0.0133277 -0.0196231 -0.0317874 0.0589566 0.0136593 0.0108 0.00915376 0.0051055 -0.0138147 0.00991038 -0.0291086 0.0165844 -0.0233394 -0.0306479 -0.0378349 -0.0193086 0.0113226 0.00779209 -0.00539028 -0.0373954 0.013292 0.0321624 -0.0172285 0.00297251 -0.0544713 -0.0451028 0.0185328 0.031489 0.0275086
internal_weight=0 13739.5 28818.1 28399.4 11972.4 12131 9447.47 2327.53 2683.54 6873.66 5834.14 4371.28 1334.56 418.732 1767.15 16268.4 14867.9 9683.34 1937.07 7746.27 5098.71 5184.57 3949.2 4952.37 2988.61 1963.77 3885.72 7119.94 1412.21 973.99 422.077 315.956 1389.59 4880.8 1599.01 800.413 1635.4 1298.85 1400.46
internal_count=2864274 747355 2116919 2087425 633642 872954 722132 121836 150822 336166 266346 206743 57786 29494 113713 1214471 1108545 668609 105643 562966 297476 439936 189452 291783 189579 102204 337424 600296 66283 53781 17291 23228 71072 411352 118507 42301 105077 102512 105926
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2431824 1 1 2 2162944 2 2097232 769 1 960 1048580 1 2 264272 512 1 2 449 8388620 124 1 1 771 9228 849 29360140 12 66 2
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=29
split_feature=2 0 2 1 8 3 0 1 4 2 10 5 2 2 2 5 3 7 4 1 2 3 3 2 0 0 11 5 7 1 3 2 4 3 2 2 1 5 2
split_gain=303.106 139.356 122.852 111.869 93.2275 86.7709 80.1589 80.1517 57.3941 58.3053 55.4288 56.8336 72.6409 67.5009 47.6217 79.4335 49.7924 40.1799 34.9211 33.4685 31.9139 31.6416 89.0821 61.5009 43.941 32.225 30.4101 24.1809 24.0938 23.3905 23.1608 22.128 37.2393 26.2678 22.091 20.5781 20.3606 18.6876 18.1576
threshold=0 2.5000000000000004 1 2 3 3.5000000000000004 1.5000000000000002 4 5 6 7 8 9 10 11 12 2.5000000000000004 13 14 15 16 1.0000000180025095e-35 1.5000000000000002 17 9.5000000000000018 5.5000000000000009 18 19 20 21 1.0000000180025095e-35 22 23 1.0000000180025095e-35 24 25 26 27 28
decision_type=9 2 9 1 1 2 2 1 1 9 1 1 9 9 9 1 2 1 1 1 9 2 2 9 2 2 1 1 1 1 2 9 1 2 9 9 1 1 9
left_child=3 2 -2 8 6 7 10 27 9 30 11 13 -13 -5 -3 31 -17 26 34 28 -6 24 23 -23 -8 -24 -9 29 -20 -4 -1 33 -33 -16 -7 -10 -29 38 -37
right_child=1 14 5 4 20 18 21 17 35 -11 -12 12 -14 -15 15 16 -18 -19 19 -21 -22 22 25 -25 -26 -27 -28 36 -30 -31 -32 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0.0045695714418720057 -0.060612713905557628 0.014995228032333205 0.011528441797441738 -0.0070965278667964793 0 0.012619845709161224 0.018198435986233379 -0.037453794930247933 0.04195482819860355 -0.039833523260659073 0.021775459008968347 -0.030817406973994484 -0.00051362396414198917 0.0093482398460932436 0.045471273639203946 -0.056018699956457321 0.012554956174030754 0.0022207737120079822 0.013888936957720227 -0.0081962789909517872 0.068626357510749872 -0.029071677800842508 0.012778075854250332 0.0058345203934275129 0.061382126689981498 0.033090176855407043 0.0059000648030329561 0.0034793283786681757 0.069433937655890357 -0.010769860786192027 -0.023538019413564523 -0.035798804596671084 0.037858937024155673 0.0037264649856277327 -0.024683691680820963 -0.017135471761573314 -0.037203734613308337 -0.013193153750477849 0.018631706916316916
leaf_weight=727.114380777115 647.57393881154712 1815.8353103178088 658.91681314236484 3644.9096618512413 103.55261192587204 168.88438566890545 2634.7007895389106 3152.6925878772745 90.535665151197463 945.29193194955587 1305.4920368466992 1134.9398678452708 2500.2461113526952 7640.0007949424908 196.86243855697103 393.38130097172689 119.65345637663268 291.00768326839898 900.95299916784279 708.19026882038452 290.4847763159778 765.82501765713096 3824.2990707738791 1300.9074000716209 247.02952404436655 1024.012752876617 150.00677368743345 150.88751586503349 64.19656285084784 1372.0457341948058 439.85125661594793 208.95246536773629 65.485059974016622 524.3039010965731 670.29507204389665 143.61093319649808 407.5101664775284 552.91100818268023 573.80997478053905
leaf_count=65928 47001 109644 23776 177343 8634 6302 195619 212399 5047 46112 100776 63913 153568 668461 8963 25471 5666 15402 41830 42050 18513 57319 322284 87868 15650 77240 8541 6433 3236 53902 30287 10068 2351 27228 31256 7378 22619 29955 30716
internal_value=0 -0.0132885 -0.019545 0.0051444 0.00737215 -0.0161664 0.00659575 -0.0225274 -0.0116054 -0.0218682 0.00225227 0.000483682 -0.0103169 0.00400749 0.00418318 -0.00871495 -0.039663 -0.0321515 -0.00037703 0.0078305 0.0540177 0.0137301 0.00990992 -0.00729856 0.0225976 0.0173068 -0.0353593 -0.00868462 0.0196691 -0.00332375 -0.00604796 0.00754879 -0.0147541 0.0166604 -0.0167936 0.00415297 -0.026657 0 0.0106902
internal_weight=0 12667.6 9343.16 29889.5 26416.4 8695.59 26022.4 6183.07 3473.13 2112.26 16225.6 14920.1 3635.19 11284.9 3324.47 1508.64 513.035 3593.71 2512.52 1673.34 394.037 9796.77 6915.04 2066.73 2881.73 4848.31 3302.7 2589.36 965.15 2030.96 1166.97 995.604 274.438 721.166 839.179 1360.87 558.398 1270.33 717.421
internal_count=2866749 704138 514747 2162611 1947188 467746 1920041 343072 215423 142327 1164061 1063285 217481 845804 189391 79747 31137 236342 124674 87116 27147 755980 544711 145187 211269 399524 220940 106730 45066 77678 96215 48610 12419 36191 37558 73096 29052 68049 38094
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2431952 1572868 6 1 897 2 264720 1 2 80 2098048 13639721 2 1 2 92 2128 66368 1 2 1 513 525318 2 8388640 328192 768 2 2097280
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=31
split_feature=2 9 0 2 11 3 5 2 1 2 5 2 1 7 8 4 2 8 0 3 2 4 7 1 2 2 4 2 2 1 3 3 3 3 2 9 5 4 1
split_gain=254.256 161.462 140.838 133.064 84.7282 51.2254 124.897 80.8981 64.1986 50.9703 45.0532 58.1306 44.0311 43.9591 43.4407 42.871 77.768 41.0983 40.541 38.1142 64.3524 67.0816 37.0065 36.7378 34.7322 33.4199 32.3849 31.7568 30.4608 44.5962 30.354 23.3079 23.0398 22.8714 20.7815 19.8372 19.4573 28.0522 18.7356
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 4 5 6 7 8 9 10 11 12 13 14 15 6.5000000000000009 2.5000000000000004 16 17 18 19 20 21 22 23 24 25 1.0000000180025095e-35 11.500000000000002 7.5000000000000009 3.5000000000000004 26 27 28 29 30
decision_type=9 1 2 9 1 2 1 9 1 9 1 9 1 1 1 1 9 1 2 2 9 1 1 1 9 9 1 9 9 1 2 2 2 2 9 1 1 1 1
left_child=4 14 3 12 13 6 9 26 -9 23 15 33 32 19 22 16 -5 -11 28 -1 21 -21 34 -4 30 -24 -8 -17 29 -7 -14 -26 38 -12 -2 -15 37 -6 -3
right_child=1 2 5 10 36 18 7 8 -10 17 11 -13 24 35 -16 27 -18 -19 -20 20 -22 -23 25 -25 31 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.051381781059970037 0.045555057742882071 0.014484190036020467 0.016187327420353705 0.0029171654307607862 -0.00089959659668937804 0.02301826555603689 -0.054937836546310972 0.018154975489561753 -0.017155119378295256 -0.0052053481164231336 -0.041069812073069152 -0.0017490973427154004 0.014479848223916495 0.029387950833490134 0.12589450772261387 0.021101378937008277 -0.027809712224939977 0.057710347798429124 0.033638405758063726 -0.037091081196011746 -0.058252909803025943 0.017324532766976704 2.181925133385095e-05 0.0015988810052566462 -0.041425203768358232 0.052151937961594119 -0.01235059029465637 -0.011971603103826726 0 0.0039952784067515046 -0.024960362387249274 0.024677552036528855 0.032531729227653537 0.00019852904739295428 -0.0016796911962512898 -0.018839440270326024 -0.011985324394047571 0.08543149070437249 -0.015879408789581894
leaf_weight=1160.4972192856949 74.772236786549911 190.85378997307271 5174.8295168979093 5979.4670001657214 49.591567180468701 2572.4816094608977 571.07808954967186 741.60363776329905 1457.0051466402365 3363.214855639264 696.73764598555863 1781.8165592409205 253.35627300257329 121.18901982158422 26.001369590638205 1613.1893731048331 913.30474920209963 76.66324898111634 761.07139201345854 389.84106965048704 344.19977933785412 457.53381948894821 172.32026269647758 2679.9736258618068 1557.6571874457877 679.6456843293272 313.71233864605892 315.65869173617102 2369.852027235087 2475.2532776023727 578.45703378634062 30.771415204275399 89.519212540937588 146.74496406991966 433.87250641640276 138.08720767463092 41.463719479856081 66.884242004714906 1674.4308331531938
leaf_count=82515 5407 6810 373181 525756 2769 197991 37102 44002 71241 194054 39685 96535 15203 5907 1616 98842 40511 6024 58525 23321 25905 15587 10053 156602 99499 50842 17293 21704 181970 181282 34037 2717 7094 9928 28262 6798 2556 2535 85554
internal_value=0 0.00174334 0.000506934 -0.00671014 -0.0293832 0.0055849 0.00195706 -0.0157571 -0.00499922 0.00684838 -0.00098573 -0.0124274 -0.0214598 -0.0339201 0.0347805 0.00241486 -0.00124969 -0.0032206 0.0118956 -0.0381923 -0.0241547 -0.00769242 0.0303953 0.0112812 -0.0305066 0.0428991 -0.0406222 0.0154819 0.00949795 0.0138537 -0.01237 -0.0392829 -0.00972138 -0.033404 0.00767203 0.0037402 0.0359097 0.0539704 -0.0124416
internal_weight=0 39765.3 38378.7 15822 2769.29 22556.7 14378.1 3083.4 2198.61 11294.7 11446.9 2625.3 4375.05 2611.35 1386.61 8821.62 6892.77 3439.88 8178.66 2352.07 1191.57 847.375 1360.61 7854.8 2420.24 851.966 884.79 1928.85 7417.59 5047.73 831.813 1588.43 1954.8 843.483 508.645 259.276 157.94 116.476 1865.28
internal_count=2867215 2699322 2603142 1083875 167893 1519267 899499 169638 115243 729861 832961 146148 250914 160033 96180 686813 566267 200078 619768 147328 64813 38908 94564 529783 151456 60895 54395 120546 561243 379273 49240 102216 99458 49613 33669 12705 7860 5304 92364
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=1589252 8 14689322 1 2 1098 896 6588506 2 80 960 1 1 2 268880 1 540672 2 1 961 8200 108674 2 297792 10763074 124 328192 12 2 2 512
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=28
split_feature=2 8 10 2 3 1 3 11 3 1 2 5 4 0 1 13 12 2 2 1 2 2 2 6 5 4 2 9 2 3 3 0 3 3 2 2 3 2 3
split_gain=217.737 151.114 146.49 140.075 144.515 93.0591 72.4985 70.5857 64.8525 43.427 41.9015 40.1254 130.754 48.7459 36.7459 41.4779 36.3342 33.3151 30.0196 27.5723 26.1005 24.9208 22.764 21.2472 19.439 24.9076 17.6728 17.6598 20.4883 16.6448 13.7083 14.8647 11.4137 11.262 14.2548 10.1766 10.1399 8.80006 8.67315
threshold=0 1 2 3 5.5000000000000009 4 1.5000000000000002 5 1.0000000180025095e-35 6 7 8 9 6.5000000000000009 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 1.0000000180025095e-35 9.5000000000000018 5.5000000000000009 5.5000000000000009 1.5000000000000002 25 26 6.5000000000000009 27 6.5000000000000009
decision_type=9 1 1 9 2 1 2 1 2 1 9 1 1 2 1 9 1 9 9 1 9 9 9 1 1 1 9 1 9 2 2 2 2 2 9 9 2 9 2
left_child=7 2 3 14 5 10 -7 11 21 -6 -5 12 13 18 20 16 -16 33 -1 -14 23 -3 -11 -2 25 -9 38 30 29 -29 31 -19 -20 -4 -35 -17 -13 -15 -10
right_child=1 8 17 4 9 6 -8 24 26 22 -12 36 19 37 15 35 -18 27 32 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.01468394784777079 0.0098896059816309251 0.11171332612119703 0.046482545180288083 0.021016737125951427 -0.0065854202893633257 -0.02065320287465577 -0.0064609530087298209 -0.0018692183318829313 0.059748144917309079 0 -0.002966754385549197 -0.054697353705686846 0.042576399878997757 -0.0086034993983854068 0.0054862816965070352 0.075304337866535676 -0.0090081529385616834 0 -0.052104381715649288 -0.00096783288048726476 0 0 0.02913495839359781 0.030964706385236813 -0.014930284334120298 0.077786913064101737 0.0080003382728216881 0.069401302710347237 0.0096373068655028586 0.023521877687894179 0.041139072723808234 0.021801628861193002 -0.0069249545873279091 0.038707172818795654 0.0086154047028390406 0 0.0062666121907578587 0.038247322195796039 0
leaf_weight=60.152110790717416 958.48263209545985 132.12817833782174 416.55204357206821 1103.9636599349324 599.18295099562965 7013.8010672912933 7611.6639136318117 50.37770729442127 139.49467969709076 324.11648749327287 1942.0601956285536 666.86864837084431 204.82624757557642 38.651805380359292 9503.537367044948 59.375709436368197 2072.3056572687346 1701.6104236929677 1076.4388571148738 331.24876891286112 718.15603248612024 29.251021832227707 1448.8559999824502 1155.6710905944929 43.929913375759497 71.022036008536816 308.46119328693021 108.95066890656017 827.45777974370867 432.52786068490241 77.751850711647421 351.25890124426223 85.796948817558587 292.03573625977151 448.34791709552519 24.819069436285645 13.237390220165251 56.049172250786796 17.52017957624048
leaf_count=3881 84829 6241 34604 68790 46997 377390 417566 2844 8015 20256 87226 48708 7552 1828 777480 4683 157426 113928 77444 13226 47828 2044 133134 97877 2729 4154 21517 6955 56133 31283 6721 25114 4317 22529 39394 1550 517 2386 1285
internal_value=0 0.00159347 0.000788269 -0.00145376 -0.00686998 -0.00999845 -0.0133067 -0.0275549 0.049169 0.016116 0.00578806 -0.0318991 -0.0233225 -0.040075 0.0060158 0.00347242 0.00284906 0.0173837 -0.0454983 0.0172495 0.0161877 0.0996109 0.0238407 0.0217207 0.0307386 0.0489297 0.0261031 0.0120784 0.0209256 0.0358102 0.00597489 0.00395436 -0.0488691 0.0320956 0.0225336 0.06359 -0.0528737 0.0216273 0.0499741
internal_weight=0 39819.3 39192.5 34536 20043.6 17671.5 14625.5 2698.6 626.855 2372.16 3046.02 2533.27 1853.16 1317.09 14492.3 11660 11575.8 4656.49 1222.39 536.075 2832.31 161.379 1772.97 2114.15 165.33 121.4 465.476 3499.56 1368.94 541.479 2130.62 2052.87 1162.24 1156.94 740.384 84.1948 680.106 94.701 157.015
internal_count=2868381 2698795 2659693 2323032 1151359 950972 794956 169586 39102 200387 156016 159859 110634 89856 1171673 941139 934906 336661 85642 20778 230534 8285 153390 182706 9727 6998 30817 240134 94371 38238 145763 139042 81761 96527 61923 6233 49225 4214 9300
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1589252 1 1 334352 768 1 771 10494144 2 2 768 1 1 12587216 4 6 67600 8652066 14681091 2 2 2 10749472 1 2368264 8392768 2064 16384
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=28
split_feature=2 7 1 3 5 2 2 2 11 2 3 5 4 1 1 0 3 8 1 0 0 6 3 2 11 1 0 0 2 2 3 12 2 4 2 1 13 3 2
split_gain=179.812 130.656 105.028 148.745 98.8328 129.905 109.298 91.8154 70.3006 66.2874 65.7634 53.3404 65.7848 110.914 45.7446 42.5392 39.4681 37.9295 32.8117 32.2412 31.768 27.3635 23.88 23.2778 23.022 20.6724 19.8575 23.8295 19.7911 17.9721 17.4661 17.2824 15.1913 23.3754 14.6111 14.4737 14.2157 14.0198 13.8661
threshold=0 1 2 5.5000000000000009 3 4 5 6 7 8 1.5000000000000002 9 10 11 12 1.0000000180025095e-35 1.0000000180025095e-35 13 14 3.5000000000000004 4.5000000000000009 15 4.5000000000000009 16 17 18 2.5000000000000004 21.500000000000004 19 20 1.0000000180025095e-35 21 22 23 24 25 26 7.5000000000000009 27
decision_type=9 1 1 2 1 9 9 9 1 9 2 1 1 1 1 2 2 1 1 2 2 1 2 9 1 1 2 2 9 9 2 1 9 1 9 1 9 2 9
left_child=8 2 7 4 5 15 24 21 11 -5 -8 12 13 20 28 -4 34 -7 -14 25 -1 -2 36 -16 -6 -15 29 -28 -3 -18 -21 -23 33 -10 -9 -11 -13 -37 -24
right_child=1 14 3 9 6 17 10 16 32 35 -12 22 18 19 23 -17 26 -19 -20 30 -22 31 38 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.049340087774568768 -0.011230396584294351 0.019176282322309338 -0.037088344506774118 -0.013979628557626045 -0.038229966512967978 0.0016243389425778965 -0.030660463356271289 0.040882667267911961 0.0010937149203180221 0.049737182062396627 0.00087434671151931831 -0.047873842733250328 0.038833607900180672 0.0053887441742596449 0.023992856682051925 -0.0095333331782545862 -0.0067367480588078473 0.044919757253535086 -0.0038544775082468884 0.053245096042291051 0.00055678347176772529 0 0.025548127379311225 -0.0036692047714575564 0.0014161375940328475 -0.020797297511943147 0.020331653931033897 -0.026992010607616468 0.04457801549095896 0.0085426502497850804 0.0039844396991273968 0.023861763384598521 -0.01296091871145583 0.06993374372113699 0.019305978745767515 0.013487490400922387 0.024282558547240846 0.037813949363948732 -0.023953593772997783
leaf_weight=1101.0807728578802 2417.6084680856438 759.91728756402154 1132.1880166752962 369.13465648260899 1977.4268210502341 11545.182743836311 833.35311990161426 458.12809859856497 94.347520844079554 387.19249768042937 2747.7854759684997 929.88910861348268 239.36568663164508 453.53532511810772 453.82575851050206 1208.4154896617401 944.92442849406507 176.83703042636625 465.34391705063172 99.549271831754595 129.72730500786565 1805.9831111578969 60.917327263159677 737.03545654879417 140.06691750721075 727.78778590890579 1759.3447565748356 82.490366176469252 857.41642502194736 3332.2326013740385 208.49056239752099 338.6962558303494 41.424198853783309 103.24186135083437 2108.715590930311 700.11062833876349 5.3922848826041436 447.89077909570187 87.138176580658183
leaf_count=83208 141434 52680 68629 28034 121696 829137 36948 24397 4891 33437 161674 71141 9521 15244 30959 58014 58255 10826 19165 3811 6261 113631 1785 54609 7831 41965 131016 5740 57668 279204 7917 23557 2993 7769 156219 63463 313 38243 4259
internal_value=0 0.00213934 0.000453415 -0.00382463 -0.0064201 -0.00188161 -0.017499 0.00746228 -0.0184325 0.0226157 -0.00655652 -0.0213607 -0.0148711 -0.0219183 0.0227756 -0.0231915 0.0134846 0.00241396 0.0117066 -0.0029818 -0.043609 -0.00395558 -0.0406538 0.00706594 -0.0353202 -0.010739 0.00897978 0.0176533 0.0335747 0.0050782 0.024104 0.00413067 0.0312206 0.0410545 0.0239321 0.0315933 -0.0464053 0.0237527 -0.000938851
internal_weight=0 37721.9 34913.7 21665.6 19761.3 14062.6 5698.63 13248.1 4747.23 1904.33 3581.14 4508.22 3424.88 2720.17 2808.19 2340.6 8685.84 11722 704.71 1489.36 1230.81 4562.29 1083.34 1190.86 2117.49 1181.32 6118.99 1841.84 1617.33 4277.16 308.04 2144.68 239.014 197.589 2566.84 1535.19 935.281 1148 148.056
internal_count=2867544 2587301 2391385 1457932 1294755 966606 328149 933453 280243 163177 198622 264590 187092 158406 195916 126643 654831 839963 28686 68937 89469 278622 77498 85568 129527 57209 474215 136756 110348 337459 11728 137188 15653 12660 180616 135143 71454 101706 6044
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=18366471 1 896 2 6361248 12584024 4268840 1 6389912 2 2 14 60 1 7 2 12911200 1 768 15568 2360320 1 1064962 2 8656000 24 1 2
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=25
split_feature=2 9 1 4 0 2 2 11 3 3 0 0 7 5 3 0 8 3 2 4 3 1 2 2 2 3 2 3 2 2 9 1 4 0 5 12 0 1 3
split_gain=150.853 119.554 110.512 82.4071 77.1583 68.8372 58.3191 51.9733 41.4861 104.579 107.337 49.3033 37.2977 34.712 54.312 34.174 32.849 32.3129 51.7879 42.4817 30.6582 28.3925 28.3635 26.3944 24.6867 26.5048 19.1894 18.4929 17.3101 15.255 15.1964 14.6901 18.524 13.4953 12.402 11.6647 11.3015 11.2166 10.5474
threshold=0 1 2 3 1.5000000000000002 4 5 6 1.0000000180025095e-35 1.5000000000000002 7.5000000000000009 5.5000000000000009 7 8 3.5000000000000004 5.5000000000000009 9 2.5000000000000004 10 11 7.5000000000000009 12 13 14 15 1.0000000180025095e-35 16 1.0000000180025095e-35 17 18 19 20 21 4.5000000000000009 22 23 1.5000000000000002 24 5.5000000000000009
decision_type=9 1 1 1 2 9 9 1 2 2 2 2 1 1 2 2 1 2 9 1 2 1 9 9 9 2 9 2 9 9 1 1 1 2 1 1 2 1 2
left_child=7 16 3 6 5 20 27 12 11 10 -10 23 17 22 -15 -11 24 35 19 -19 21 -4 -7 -6 -2 -26 -5 -3 -13 -22 -14 32 -9 34 -28 -1 -8 -27 -21
right_child=1 2 4 26 8 13 36 31 9 15 -12 28 30 14 -16 -17 -18 18 -20 38 29 -23 -24 -25 25 37 33 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.047038452228230845 -0.00030539150106426676 0.0047768887090261208 0 0.030525056579027949 -0.011950268008977569 0.0073602616193480094 -0.045249579650366162 -0.0043538164792888056 0.0014233564148892757 0.0074146470555118346 -0.039908895365660196 0.049547187348889098 0.028831567335508304 -0.015523935393628311 0.0090094938975826926 0.024739586677952178 0.10454616016264205 -0.02987530495211646 -0.051977038684710909 0.022556545170456844 0.026781147576511496 -0.017422523707034981 -0.0037951876009859192 0.014422969046889854 0.051074127121304727 -0.0057550165576928016 0.0043294272003958807 -0.02390189142188363 0.013874118645210915 -0.019176201624057289 -0.01386673172120409 -0.015209892042608737 0.062589557661774486 0.035508484227552435 -0.014327062935279071 0 -0.023381663559339405 0.023725910395212178 -0.0091431810173768675
leaf_weight=977.04411610262468 288.19509743410163 584.06869132479187 1283.6991894796956 171.42556819843594 404.06247718841769 8690.2365302235121 1012.3248189478181 46.206938366522081 2005.7092818884412 5335.8595200815471 875.19353343057446 512.63094707287382 121.86968806991354 2414.7736795258243 1389.3082800519187 1472.2904849349288 31.709169125882909 346.89702049456537 294.30957360216416 360.44790372345597 266.63959790882654 3868.0429030294763 3019.7983165589394 2518.3256129648071 438.99042891338468 133.86897971783765 720.92371252877638 317.53140593378339 294.54668355197646 57.397382133640349 127.85506860190071 41.248522002948448 86.528357950155623 60.303795904386789 627.22042688797228 43.102435244945809 552.59840753767639 553.98832058685366 109.06722914008424
leaf_count=79193 17495 48113 45021 9380 16708 739386 66824 2668 122860 399595 50867 29156 6764 122662 115165 107377 1767 23434 25599 13499 22107 226553 151577 176396 29148 9826 36186 20182 18987 2677 6914 2827 7194 4434 34487 2925 29667 39065 2829
internal_value=0 0.00136238 0.000278446 -0.0152616 0.00213024 -0.00164394 -0.0266211 -0.0235203 0.00804834 0.00452969 -0.0113119 0.0170006 -0.0275663 0.00174739 -0.00648532 0.0112972 0.029189 -0.0318346 -0.0187607 -0.00434869 -0.0112467 -0.0131961 0.00445862 0.0105989 0.0253593 0.0317484 0.00235755 -0.00538798 0.0386093 0.0170729 0.00729058 0.0251289 0.0385658 -0.00162824 -0.0042557 -0.0448411 -0.0380622 0.0178201 0.0144853
internal_weight=0 39901.7 38454.9 4046.4 34408.5 20989.9 2466.52 2554.58 13418.6 9689.05 2880.9 3729.57 2380.59 15514.1 3804.08 6808.15 1446.75 2130.87 1110.72 816.412 5475.78 5151.74 11710 2922.39 1415.04 1126.85 1579.87 901.6 807.178 324.037 249.725 173.984 132.735 1408.45 1348.14 1020.15 1564.92 687.857 469.515
internal_count=2867514 2693668 2596367 249273 2347094 1425148 164786 173846 921946 680699 173727 241247 161157 1128790 237827 506972 97301 147479 65361 39762 296358 271574 890963 193104 95534 78039 84487 68295 48143 24784 13678 12689 9862 75107 70673 82118 96491 48891 16328
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1589252 8 6 2 31465515 21236232 1 1 2 1 540672 2 768 269392 16822432 47235 336384 10751306 2105378 12 14 2 2 1 771
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=29
split_feature=2 0 1 9 3 2 12 1 2 3 2 9 2 2 12 0 3 1 2 8 10 10 7 1 4 0 2 1 2 3 2 4 4 1 2 3 10 0 0
split_gain=123.649 93.8229 66.7516 60.8128 50.3847 49.1642 48.0802 46.5908 45.7452 45.4683 67.9718 39.2332 36.693 30.0844 27.7516 26.9265 25.3127 47.7838 30.1032 23.8094 22.4877 22.0104 20.6057 21.687 18.0312 17.2385 15.1823 15.1672 15.1236 14.7663 15.1704 12.8483 12.6311 12.554 12.3047 11.6118 11.2326 11.1979 9.87405
threshold=0 1.0000000180025095e-35 1 2 8.5000000000000018 3 4 5 6 2.5000000000000004 7 8 9 10 11 3.5000000000000004 1.5000000000000002 12 13 14 15 16 17 18 19 7.5000000000000009 20 21 22 1.0000000180025095e-35 23 24 25 26 27 2.5000000000000004 28 5.5000000000000009 4.5000000000000009
decision_type=9 2 1 1 2 9 1 1 9 2 9 1 9 9 1 2 2 1 9 1 1 1 1 1 1 2 9 1 9 2 9 1 1 1 9 2 1 2 2
left_child=2 13 24 5 7 19 11 8 32 10 -9 28 -11 -2 21 -10 17 -13 25 29 -19 22 23 -15 26 -18 -1 -7 -3 30 -4 -6 -5 -16 -26 -21 -29 -8 -36
right_child=1 6 3 4 31 27 37 9 15 12 -12 16 -14 14 33 -17 18 20 -20 35 -22 -23 -24 -25 34 -27 -28 36 -30 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.012087002639320393 -0.051513240819366028 -0.0076153759575388006 0.045181354666208574 -0.011692888282130937 -0.012483294695161394 0.012829431044101598 0.012576246077398262 0.0054427893322368456 0.0077572719013069037 -0.012592021872650428 -0.011519086499451084 0.0064687315004909943 0.010163689205285693 -0.012065620644946854 -0.013990208653806941 0.023313978092812146 0.00081102327793285383 -0.027534353993202337 -0.020675049358279698 0.093565129020264787 0.0054796839118846051 0.0066102546708036577 0.0081153421254361504 -0.02960667403003733 0.015974603208125476 0.031943980761721662 -0.04232525415689585 -0.0076969457722308289 0.019627817414571966 0.016698143045500637 0.00037233963034361906 0.037500639995360019 0.0048961494241209118 0.021258527432529588 -0.017571899195114326 0 0.018058886594979843 0.042030656453334397 0.032943609271320527
leaf_weight=460.63738616905175 266.60205846943427 233.96418877295218 447.07026101823431 1334.024444693001 33.521520449314266 1200.2453088631155 747.20904171268921 3594.4834300061921 5948.0293490412878 814.42741409828886 6660.309986174223 697.81261248805095 3995.446083510411 1284.0589268000331 118.92321719473694 1399.8462843170855 2126.3255534627242 1666.8628971994622 613.44987473532092 53.882729041390121 207.89908913592808 262.66017285862472 188.74671063816641 2252.7590093066683 172.04172104853205 166.86923248018138 356.89796884625684 934.41446076286957 767.13023244403303 1252.043835079181 116.5484148778487 460.96293303091079 640.79685763432644 228.27294919942506 399.11435336456634 22.116478264797479 171.86914646159858 162.76513543119654 11.261962491553275
leaf_count=32271 27147 12174 30733 80642 2593 86737 40473 315841 458681 57723 389176 27839 284169 63663 7550 97925 113520 95115 38672 2589 10966 14873 11726 169306 7230 11939 19161 67738 45332 85527 7739 38011 50607 13267 19676 1438 11602 11903 881
internal_value=0 -0.00878859 0.00318075 0.00422459 0.00231999 0.0153136 -0.00175005 0.00164636 0.00719275 -0.00177718 -0.00555186 -0.00483269 0.00618943 -0.0199613 -0.0174537 0.0108297 -0.00819286 -0.015387 -0.0016592 0.0271619 -0.0235635 -0.0198712 -0.0218559 -0.0235943 -0.0178087 0.00357348 -0.0273145 0.0051711 0.0129247 0.023879 0.0376753 0.03302 -0.00613705 0.00842988 -0.00358212 0.07637 -0.00303373 0.0193371 -0.013058
internal_weight=0 11992.3 30480 29080 24881.8 4198.19 7390.29 24387.4 9322.7 15064.7 10254.8 6480.31 4809.87 4602.02 4335.42 7347.88 5479.22 2572.57 2906.64 1891.66 1874.76 3988.22 3725.56 3536.82 1399.95 2293.19 817.535 2306.53 1001.09 1815.66 563.619 494.484 1974.82 347.196 582.418 75.9992 1106.28 909.974 410.376
internal_count=2864155 715465 2148690 2069471 1775368 294103 407933 1734764 687855 1046909 705017 355557 341892 307532 280385 556606 298051 133920 164131 128026 106081 259568 244695 232969 79219 125459 51432 166077 57506 123999 38472 40604 131249 20817 27787 4027 79340 52376 20557
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2431953 2 12 2364160 1 896 66304 327696 12 65681 1572868 1 769 8413218 1 1 1 1 897 2 264848 920 565254 2359808 2 2 163 262208 1
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=29
split_feature=7 2 1 4 8 1 11 2 2 3 2 4 9 2 2 2 3 2 3 1 2 4 10 2 0 0 2 5 2 2 5 3 0 2 0 0 2 3 9
split_gain=112.662 128.652 80.9897 74.4037 67.1502 59.5751 61.6445 67.1918 42.0685 40.4162 66.1441 52.4452 40.2016 39.1331 27.5974 26.2475 21.3993 21.3484 20.4868 19.5134 23.6618 17.8148 25.5253 14.1254 13.9962 13.2034 11.9148 12.7496 12.3599 11.6894 11.376 12.4174 10.6671 11.7099 10.1206 9.41246 9.06319 8.49203 8.46994
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 9 10 11 12 13 14 1.0000000180025095e-35 15 1.0000000180025095e-35 16 17 18 19 20 2.5000000000000004 1.0000000180025095e-35 21 22 23 24 25 6.5000000000000009 2.5000000000000004 26 15.500000000000002 1.5000000000000002 27 5.5000000000000009 28
decision_type=1 9 1 1 1 1 1 9 9 2 9 1 1 9 9 9 2 9 2 1 9 1 1 9 2 2 9 1 9 9 1 2 2 9 2 2 9 2 1
left_child=1 9 3 8 5 17 7 -7 16 25 11 -11 14 -8 -2 -6 -3 -4 -17 32 -21 22 34 -23 37 -1 -5 29 -29 -28 31 -13 33 -14 -22 -10 -24 -12 -20
right_child=12 2 4 26 15 6 13 -9 35 10 24 30 19 -15 -16 18 -18 -19 38 20 21 23 36 -25 -26 -27 27 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.054558419510357864 0.049319223479946314 0.00037060108884657455 0.027021480401216515 0.021708723279126561 -0.0045360227625933528 0.0046023497317052853 -0.0063523047117868192 -0.0052047917708756527 -0.046843628409432708 -0.025768643133847826 -0.061533685800264741 0.034032557638568939 0.011681643672237901 0.026559517616168267 0.013829662352499543 0.077628439222745024 -0.02857311280203155 0.0032449972568292813 0.0072662392929182737 0.027913074477914142 -0.018714715999392392 0.029193784677234005 0.039275482322762116 -0.016924537580125031 0 -0.026699902332158118 -0.017070863571542774 -0.033680273523955466 -0.0013772995450765753 0.014210146023950541 -0.0059584827525053933 -0.009607885113873069 0.01838396005218294 -0.02433589923680924 0.02482620737841329 -0.022535297138657963 -0.0047802346078313187 0 0.044544357864969991
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leaf_count=40969 36313 56480 75551 12015 9580 925910 35906 1060046 50621 24905 24841 16297 5309 88425 32232 5952 21278 37938 11687 45125 35331 21140 8921 3712 2386 44310 5434 8871 22649 27640 3974 2185 5588 21505 1805 19515 3787 1326 6664
internal_value=0 -0.00160929 -0.00017878 -0.0143165 0.00136317 0.00075136 -0.000258997 -0.00136728 -0.0259958 -0.0247134 -0.0117956 0.00232663 0.017551 0.0177948 0.0336746 0.0348514 -0.0100997 0.0185802 0.0452042 0.00952251 0.0142725 0.00417555 -0.00461018 0.0216524 -0.0480863 -0.0395452 0.00296305 -0.00106211 -0.0119693 0.00803126 0.0217332 0.0281404 -0.00779976 -0.0154981 -0.0149256 -0.03905 0.0274041 -0.0568719 0.025979
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internal_count=2864123 2643355 2482162 224503 2257659 2223776 2110287 1985956 147894 161193 75914 47361 220768 124331 68545 33883 77758 113489 24303 152223 119821 74696 49844 24852 28553 85279 76609 64594 31520 33074 22456 18482 32402 26814 37136 70136 12708 26167 18351
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 5783556 6 2 1 512 1 301072 17050128 540672 2 8 12825 16008556 39505 8391928 3 15018506 2 1 20960 336515 2 8388720 2097160 2 74340 240 1
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=27
split_feature=0 2 2 3 8 3 3 2 0 0 2 8 3 5 2 2 4 2 3 9 1 0 9 10 1 1 7 2 1 0 2 1 3 1 6 3 2 4 1
split_gain=97.9329 114.322 70.0904 46.3636 43.5364 43.4952 120.948 104.769 53.1833 46.3517 40.9581 39.2977 41.8155 45.5367 69.6889 43.7161 45.4689 38.8454 36.9902 35.5269 32.8588 31.4276 26.7194 23.7505 22.8498 22.5749 29.77 22.4239 19.2306 18.3212 17.8443 17.6402 15.5092 14.2184 14.1599 13.3418 12.9302 9.81023 9.60259
threshold=2.5000000000000004 0 1 3.5000000000000004 2 1.0000000180025095e-35 1.5000000000000002 3 12.500000000000002 5.5000000000000009 4 5 5.5000000000000009 6 7 8 9 10 1.0000000180025095e-35 11 12 20.500000000000004 13 14 15 16 17 18 19 6.5000000000000009 20 21 8.5000000000000018 22 23 1.5000000000000002 24 25 26
decision_type=2 9 9 2 1 2 2 9 2 2 9 1 2 1 9 9 1 9 2 1 1 2 1 1 1 1 1 9 1 2 9 1 2 1 1 2 9 1 1
left_child=1 11 -3 4 19 8 7 9 10 31 -2 12 13 15 18 16 -1 -8 -15 33 -21 -9 -17 37 30 -5 32 -12 -16 -19 -14 -7 -27 -4 -32 -13 -31 -11 -38
right_child=5 2 3 25 -6 6 17 21 -10 23 27 35 24 14 28 22 -18 29 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 36 34 -33 -34 -35 -36 -37 38 -39 -40
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leaf_count=73805 51743 47410 22765 9449 4161 13176 133634 71947 16887 41036 7023 8094 2532 5160 48687 670529 40660 173508 69985 149975 192612 10700 328198 3689 119486 109527 9753 114134 125014 12736 21334 9934 24784 25885 26474 13142 16996 2330 35681
internal_value=0 -0.00293785 -0.011785 -0.00973612 -0.0142902 0.00807777 0.00399004 -0.0138129 0.018101 -0.0357169 0.0133743 0.00112934 0.000558684 -0.000804943 -0.00969984 0.00180296 -0.0104853 0.0127172 -0.0285978 -0.0153317 -0.0181237 0.00460584 0.00416014 -0.050156 0.0147527 0.00088153 0.00354324 0.00509085 -0.0012903 0.00597527 0.0310782 -0.00637384 0.000607547 0.00354172 0.0358899 0.0337045 0.0175706 -0.0547513 0.023081
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internal_count=2864575 2149421 596321 548911 395398 715154 525367 152812 189787 70165 172900 1553100 1531864 1362038 248846 1113192 114465 372555 75145 391237 342587 82647 998727 47055 169826 153513 144064 121157 173701 238921 50340 23110 134311 48650 47808 21236 65413 43366 52677
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=4561872 1572868 1 8454982 10814734 1 2 80 33152 2 2126154 12 961 1 1 56 3 1 16384 27 4194320 913 15 2 14156928 2 82
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=36
split_feature=0 2 5 2 9 11 2 3 1 4 1 2 9 4 2 2 1 1 2 1 4 2 2 2 1 9 2 11 2 8 6 4 2 2 5 4 1 3 1
split_gain=87.1162 92.9072 58.4794 53.7174 37.781 35.7248 44.6096 30.4937 33.7796 54.5484 28.0101 27.5993 27.3824 22.1868 39.0265 32.3138 27.0753 25.0163 21.2908 28.313 59.2952 32.5038 20.588 20.1933 16.9055 28.8041 20.3197 16.6601 15.5077 14.8602 14.4 12.5227 23.7562 21.8489 12.3334 27.7863 34.0361 11.586 11.3907
threshold=1.0000000180025095e-35 0 1 2 3 4 5 5.5000000000000009 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 11.500000000000002 35
decision_type=2 9 1 9 1 1 9 2 1 1 1 9 1 1 9 9 1 1 9 1 1 9 9 9 1 1 9 1 9 1 1 1 9 9 1 1 1 2 1
left_child=1 7 13 27 22 6 34 8 23 12 -11 -7 -10 14 16 17 30 -15 -8 21 -21 -20 -2 -1 26 -26 -16 -4 -17 -18 -3 33 -33 -5 35 36 -6 -9 -30
right_child=4 2 3 31 5 11 18 37 9 10 -12 -13 -14 15 24 28 29 -19 19 20 -22 -23 -24 -25 25 -27 -28 -29 38 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
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leaf_count=13992 35990 10706 66930 9541 16669 67429 418937 20961 3174 21349 17690 31396 112734 21423 64526 13874 22453 20041 303474 281229 169870 208990 37883 73819 200491 95680 210359 5201 26613 696 7175 9083 88990 7614 35565 14535 42999 5481 48584
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internal_count=2864146 1199180 929980 187359 1664966 1591093 1492268 269200 242758 154947 39039 98825 115908 742621 612086 130535 41030 41464 1382500 963563 451099 512464 73873 87811 571056 296171 274885 72131 89071 23149 17881 115228 98073 17155 109768 74203 59668 26442 75197
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
cat_threshold=16269350 2 1112 8 1 1655813 960 2 12 10833250 8 2 16843136 304192 960 55 6567936 897 2 210 16074028 1048580 833 1 7176 1 65560 1 2 2 328320 74624 2 2 992 582
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=28
split_feature=7 2 1 4 8 1 3 2 2 3 2 4 1 4 2 2 2 3 2 2 3 2 0 0 2 0 9 3 1 0 3 2 5 2 2 8 0 2 2
split_gain=79.1116 83.7164 60.2837 53.8088 47.7178 40.1758 45.4329 46.5028 31.3305 30.5272 50.3182 34.655 28.095 24.4359 29.4023 23.8007 21.5034 18.9568 17.6111 15.9043 15.2188 13.1593 12.6984 12.2106 12.0968 11.7144 11.2474 11.1862 10.7536 8.50218 7.62059 7.53227 7.33408 9.79927 7.11803 7.04047 6.57624 6.54635 6.2647
threshold=0 1 2 3 4 5 7.5000000000000009 6 7 2.5000000000000004 8 9 10 11 12 13 14 1.0000000180025095e-35 15 16 1.0000000180025095e-35 17 1.0000000180025095e-35 1.0000000180025095e-35 18 3.5000000000000004 19 1.0000000180025095e-35 20 3.5000000000000004 1.5000000000000002 21 22 23 24 25 31.500000000000004 26 27
decision_type=1 9 1 1 1 1 2 9 9 2 9 1 1 1 9 9 9 2 9 9 2 9 2 2 9 2 1 2 1 2 2 9 1 9 9 1 2 9 9
left_child=1 9 3 8 5 19 7 -7 17 23 11 -11 13 14 35 -8 -6 31 -14 -4 -20 -15 -10 37 -5 -12 -16 -18 -13 -21 -28 -3 34 -34 -26 -2 -25 -1 -19
right_child=12 2 4 24 16 6 15 -9 22 10 25 28 18 21 26 -17 27 38 20 29 -22 -23 -24 36 32 -27 30 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0005679562042216603 -0.0058509311635801548 0.010251780760512773 -0.0022991816238837272 0.020693270995546693 -0.0082383509492527079 0.0019402791894821447 -0.0066579380976307338 -0.0061806544200225461 -0.049779357121751189 -0.021383775211276924 -0.050109017406260364 0.032808277593797473 0.016452543085675838 0.053448559694757314 -0.0014563585630450351 0.025795975554857561 0.060508443138573245 0.001887348358811174 0.0099910727097691984 0.015421527823299301 -0.017658836163293824 0.016363791497056693 -0.022832955531455364 -0.023926436096188587 -0.015197008445417269 0.006874104216004236 0.035007518201884275 0.022386599257397277 0.0038177718931513083 0.038341197157541466 0.009296194163361372 -0.0092271459008409877 -0.031794240567053107 -0.0016644687461147716 0.0092001155775258622 0.035381115160960569 0.020689934691963272 -0.053593050427028478 -0.03169651405841159
leaf_weight=48.441094692214392 589.89666363375727 320.94485061906744 388.17006438155659 239.70772915123962 108.96135383681394 18510.465620058589 264.116194000002 11310.70129616058 430.51278980786446 336.79406857455615 263.90442651882768 226.38136853091419 487.68204908317421 298.01205652882345 125.1683349305531 928.21145022264682 148.88783851079643 49.697181269526482 285.33697589859366 1182.4731686126906 484.23348184186034 273.1981772541767 547.0422972132219 554.9471890575951 104.40548964310437 23.277197165763937 614.24456024635583 328.46219293097965 338.90195439348463 218.5479632129427 216.30544739787001 399.17351746116765 120.6276324960636 433.64322562376037 569.81512074614875 13.346502496395258 5.6191838431404895 314.75335990032181 328.86255773541052
leaf_count=5185 35814 28446 24485 12307 8434 1344854 20124 662939 34814 24793 27368 10406 31634 21398 8148 74934 6903 3869 20541 74218 33306 18099 28783 43814 5213 1283 38994 19700 13955 16050 14970 31875 7790 23721 34884 681 435 35740 18406
internal_value=0 -0.00142414 -0.000297804 -0.0126283 0.00101572 0.00048832 -0.000351346 -0.00113435 -0.0229196 -0.0205942 -0.00936503 0.00248667 0.0144413 0.021335 0.014166 0.0185312 0.0285923 -0.0101647 0.00212102 0.0148937 -0.00695456 0.0390735 -0.0357716 -0.0342028 0.00180784 -0.0429762 0.0247084 0.0370136 0.0176153 0.0197969 0.0288819 -6.93099e-05 -0.00219123 -0.0106036 0.00442452 -0.00278794 -0.0219429 -0.0492442 -0.0274681
internal_weight=0 39046.4 36933.4 3544.43 33389 32802.7 31013.5 29821.2 2076.23 2113.02 1189.26 902.077 3387.42 2130.17 1558.96 1192.33 586.311 1098.68 1257.25 1789.19 769.57 571.21 977.555 923.761 1468.2 287.182 955.718 477.35 565.283 1401.02 830.55 720.118 1228.49 554.271 674.221 603.243 560.566 363.194 378.56
internal_count=2869313 2645728 2482749 230108 2252641 2217604 2102851 2007793 146193 162979 77805 49154 223585 138104 98607 95058 35037 82596 85481 114753 53847 39497 63597 85174 83915 28651 62112 26603 24361 90268 53964 60321 71608 31511 40097 36495 44249 40925 22275
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 5783556 6 2 1 512 2398800 17050136 540672 2 316 2 620992 2360345 34897 12935776 332544 2447624 336515 2 6 16779776 2 8388688 2097160 1 4194308 262144
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=29
split_feature=10 5 2 2 0 3 1 4 2 2 2 6 3 2 2 1 13 3 8 2 2 6 12 3 1 1 0 0 3 7 3 2 1 1 1 3 2 4 2
split_gain=71.3443 77.3852 135.803 69.2204 74.547 46.089 66.7819 39.2698 57.3585 38.8867 37.7926 49.5212 32.8733 31.1469 25.6673 23.6199 23.1832 22.3231 21.624 24.7311 21.2525 54.6821 31.4326 31.048 23.8968 21.0339 19.7408 17.9905 17.5888 17.3449 15.5881 18.7735 14.2842 13.0082 12.6356 12.3546 12.2466 12.2053 16.9395
threshold=0 1 2 3 4.5000000000000009 1.0000000180025095e-35 4 5 6 7 8 9 6.5000000000000009 10 11 12 13 6.5000000000000009 14 15 16 17 18 1.5000000000000002 19 20 10.500000000000002 2.5000000000000004 1.0000000180025095e-35 21 1.0000000180025095e-35 22 23 24 25 3.5000000000000004 26 27 28
decision_type=1 1 9 9 2 2 1 1 9 9 9 1 2 9 9 1 9 2 1 9 9 1 1 2 1 1 2 2 2 1 2 9 1 1 1 2 9 1 9
left_child=1 3 12 18 5 6 -5 8 34 -8 17 -12 15 -14 -2 -3 28 27 20 35 22 25 23 -1 -23 -22 32 -9 -17 33 31 -16 -10 -7 -4 -20 -13 -32 -39
right_child=14 2 7 4 -6 29 9 10 26 -11 11 36 13 -15 30 16 -18 -19 19 -21 21 24 -24 -25 -26 -27 -28 -29 -30 -31 37 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.00084941111932638797 0.022643468855540794 0.030121492423996973 0.0016316280478988474 -0.042451107746616756 0.020002392693920411 -0.0012583978249834094 0.0097496815672371371 -0.0050926964442606299 -0.012513528733806664 -0.021079429631856716 0.053029302758920177 0.036498206052125379 -0.029927661442375283 0.040839241887747423 0.0012062807657670733 0 0.048021788687115124 0.021458638789222589 0.053696644319769983 -0.013845953042155721 0.0014582080721738378 0.00044700745931266529 0.023579249803674776 0.013291507372316304 0.014287183302068346 -0.012392064899347301 -0.033472292226454807 0.014450895215632873 -0.030288488810346809 0.018449036201040454 -0.0016995107500527612 0.033234385601768848 0.016286842974584621 -0.013263718153517737 -0.041485718423880928 0 -0.013165775526543591 -0.0096127147902338138 0.017795365309350081
leaf_weight=6263.7946929240134 1353.7404942532303 38.257930603343993 67.895714821759611 912.40083816275001 861.26973036746494 2430.6973734171479 657.14188397803809 2736.8127894280478 194.09797636850271 941.00602169020567 318.89790032932069 19.863932020263746 63.676686509279534 116.62193845969159 371.58537581074052 207.88303203519899 11.180712493835015 444.26955847954378 198.52785566542298 79.558252823539078 1644.6985410772031 2546.2627175169764 988.26916408864781 2964.673638024251 2513.703760768869 3029.2858131750254 98.203662389190868 534.01839435240254 3215.5817614001571 280.17166497965809 1915.2310058058938 388.7457014718093 586.59015743574128 1475.0495791290305 535.71403321414255 46.492597780190408 230.10283873183653 259.18652379390551 864.58393101254478
leaf_count=427418 105225 2413 3089 73267 53607 126090 37667 165605 10843 55097 17213 1065 3833 6891 21864 15378 618 39030 9880 6364 127754 207122 62054 197530 188453 223607 5209 39341 217822 17435 121062 23547 36522 86658 26758 3063 12416 21111 64319
internal_value=0 -0.00161616 -0.00943839 0.0010277 -0.00710304 -0.010718 -0.0213783 0.000110995 -0.0137014 -0.00829115 0.00502272 0.0281354 -0.0244054 0.0142346 0.0109048 -0.0266715 -0.0276531 0.00112839 0.00408076 0.0287068 0.00362465 0.000241782 0.00680136 0.00490899 0.00745414 -0.00749963 0.00259499 -0.00170865 -0.0284823 -0.00414665 0.00642327 0.0190371 0.00860477 -0.00597201 -0.0363697 0.0425731 -0.00382612 0.00303534 0.0111993
internal_weight=0 37252.7 9419.67 27833 7557.74 6696.47 2510.55 5766.47 1482.5 1598.15 4283.97 568.865 3653.2 180.299 5153.07 3472.9 3434.65 3715.1 20275.3 324.579 19950.7 9733.95 10216.7 9228.47 5059.97 4673.98 878.892 3270.83 3423.46 4185.92 3799.33 760.331 780.688 3905.75 603.61 245.02 249.967 3039 1123.77
internal_count=2864240 2507112 604046 1903066 449821 396214 166031 357091 82421 92764 274670 30694 246955 10724 357128 236231 233818 243976 1453245 19307 1433938 746936 687002 624948 395575 351361 52574 204946 233200 230183 251903 45411 47365 212748 29847 12943 13481 206492 85430
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 2 14173279 12857180 15 2 74624 2101250 47392 2 12582937 12603609 512 1 1 8651524 272460 2 1 195 537 1 1050656 39 964 768 327680 2 533510
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=30
split_feature=9 11 2 8 0 2 2 3 2 2 3 1 0 5 4 1 3 2 13 1 1 2 2 1 4 2 2 1 3 1 1 1 4 12 2 3 0 0 2
split_gain=64.9172 59.2996 68.0543 55.673 46.1061 44.5732 39.2089 30.1428 45.4191 31.5602 28.6697 28.4763 23.7926 21.708 45.8735 32.2355 18.4771 17.4754 16.1691 29.6201 18.9945 75.2954 45.4568 15.3989 14.5502 13.4841 13.2652 13.212 11.8474 11.2611 9.20479 8.95593 8.80307 8.5943 8.22804 7.81711 7.51315 7.4761 6.67233
threshold=0 1 2 3 1.0000000180025095e-35 4 5 1.0000000180025095e-35 6 7 3.5000000000000004 8 6.5000000000000009 9 10 11 11.500000000000002 12 13 14 15 16 17 18 19 20 21 22 6.5000000000000009 23 24 25 26 27 28 2.5000000000000004 15.500000000000002 1.0000000180025095e-35 29
decision_type=1 1 9 1 2 9 9 2 9 9 2 1 2 1 1 1 2 9 9 1 1 9 9 1 1 9 9 1 2 1 1 1 1 1 9 2 2 2 9
left_child=3 2 13 7 6 -3 27 8 -1 24 11 -8 29 14 15 36 -12 -7 20 -20 22 -22 -6 38 26 37 30 -4 -21 -10 -9 -16 -25 -29 -34 -5 -2 -26 -11
right_child=1 5 4 35 18 17 10 9 12 23 16 -13 -14 -15 31 -17 -18 -19 19 28 21 -23 -24 32 25 -27 -28 33 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.037369389689243838 -0.037413962038800479 0.039223107746303942 -0.02135407212010966 0.078429414213319337 0.010025105160028837 -0.01334910824127279 -0.0055473248358291032 0.0052245110120446876 0.012729933169878239 -0.030149366201957423 -0.0035972621231289618 -0.020789645571996602 0.038657591687121878 -0.040518752562215377 0.022774337927128102 0.016700641270142078 0.036511423684186625 0.011356024358680949 -0.0085060209838496471 0.070751799038892671 0.0099220338805397889 -0.0087877131422253816 -0.0037799023379204082 -0.0045010473560304866 0.013498655552565342 0.0027287167244044396 0.011210806573811908 0.003161969926560434 -0.0020740828846763765 -0.0068125801770174818 -0.026586737631200921 -0.0020481127614407498 -0.0087993620305778786 -0.007741068137940405 0.018878971987923848 0.010075961650858001 0.012147317882152913 0.038910338729582369 -0.0088599314145064081
leaf_weight=699.08550441591069 731.94559939741157 512.11188185261562 229.15457865642384 102.16730639885645 5567.7673398668412 335.41238904383499 2150.7498235281091 120.03539109718986 430.36702600074932 201.64033398567699 2289.5803339716513 3222.8891055460554 160.44433317729272 449.53809023089707 209.16963828157168 110.57484433613718 90.243508805055171 1116.4944227483356 112.91929240059108 92.933803823427297 3283.6734624960227 6031.8978427582188 4084.7587149549508 761.61834620439913 304.87539923924487 364.40985175117385 530.83326626056805 4405.4931800103514 15.745111630996687 745.99920328013832 176.56260987068526 295.5969263066072 105.01098357874434 824.53161598532461 373.77594475634396 42.957287856959738 9.2074664959218335 347.14263857889455 801.27107985923067
leaf_count=46188 68701 33588 13548 4995 399386 26592 98387 7610 27357 14587 142686 216277 9292 43336 9921 7363 8363 76265 6078 5504 195181 386052 249060 52254 19263 23144 30687 394831 1040 54242 11083 12752 7371 51020 25085 2722 432 24647 57390
internal_value=0 -0.0018091 -0.00279187 0.00918257 -0.00171472 0.0149333 -0.00625847 0.00751243 0.0173844 0.00243132 -0.0108092 -0.014858 0.00580703 -0.0214836 -0.0143737 -0.0282587 -0.00151624 0.00524279 0.00140215 0.0266384 0.00104994 -0.00214637 0.00416066 -0.00541596 0.0120373 0.0199714 0.00172365 0.000193186 0.0558446 0.000276084 -0.0137303 0.00876519 0.00185297 0.00134912 0.0122559 0.0651018 -0.0355003 0.0281714 -0.0144201
internal_weight=0 36172.4 34208.4 6268.2 32402.3 1964.02 13212.6 6123.07 2035.9 4087.18 7753.46 5373.64 1336.81 1806.03 1356.49 851.728 2379.82 1451.91 19189.7 221.598 18968.1 9315.57 9652.53 2243.32 1843.86 1016.43 827.431 5459.18 108.679 1176.37 296.598 504.767 1240.41 5230.02 478.787 145.125 741.153 652.018 1002.91
internal_count=2864280 2446363 2309918 417917 2167413 136445 925112 410200 137079 273121 465713 314664 90891 142505 99169 76496 151049 102857 1242301 12622 1229679 581233 648446 156687 116434 67054 49380 459399 6544 81599 18693 22673 84710 445851 32456 7717 69133 43910 71977
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=12 1 5783557 1 8406090 17140240 7603726 14971168 897 2 2 30 4726804 1 896 897 2372352 80090 195 2 4477184 24832 2 912 788 551 2 1 525461 590348
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=30
split_feature=0 2 8 10 2 4 1 2 3 3 2 5 0 5 3 0 2 2 5 2 0 2 2 2 1 0 1 10 2 1 1 2 4 2 9 1 1 4 3
split_gain=59.3535 66.7216 46.7865 43.506 45.4013 73.6479 61.6661 52.064 31.2464 83.4512 86.2899 37.6824 36.8931 29.305 44.7588 27.8497 30.082 26.0152 22.2303 19.3996 17.6558 14.8157 14.0669 13.7343 12.8192 12.5261 12.4213 11.9128 11.7098 11.1478 10.4331 14.9051 16.9088 12.7142 10.3564 10.1719 9.15474 8.24748 7.96037
threshold=2.5000000000000004 0 1 2 3 4 5 6 1.0000000180025095e-35 1.5000000000000002 7 8 8.5000000000000018 9 3.5000000000000004 7.5000000000000009 10 11 12 13 8.5000000000000018 14 15 16 17 5.5000000000000009 18 19 20 21 22 23 24 25 26 27 28 29 6.5000000000000009
decision_type=2 9 1 1 9 1 1 9 2 2 9 1 2 1 2 2 9 9 1 9 2 9 9 9 1 2 1 1 9 1 1 9 1 9 1 1 1 1 2
left_child=1 36 3 4 13 6 -6 -7 12 10 11 25 19 34 -15 24 18 30 -17 -2 -19 -14 -5 -22 -12 -10 -21 -27 -4 38 33 -32 -33 -11 -3 -30 -1 -13 -24
right_child=8 2 28 22 5 7 -8 -9 9 17 15 37 21 14 -16 16 -18 20 -20 26 23 -23 29 -25 -26 27 -28 -29 35 -31 31 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0062527963543816019 0.021776123065232172 0.00034280542923761448 -0.0020577015227286346 0.00021297090981996951 -0.028591662807957559 -0.017538517094916519 -0.0079899719319685755 0.0050932704509534989 0.00087154947852944057 -0.0032997221894287762 -0.0063145529170675315 -0.063125718723842372 0.050904541579755408 -0.0151148702716715 0.01516278788364105 0.035039911970368667 -0.031036687906226365 0.00079003323338717795 -0.027570446294818821 -0.013102103035408628 0.029561975812804404 0.013708418564184472 0.017501131416491133 -0.0005103171484636584 0.018505847401843804 -0.035414853088934356 0.0070750062765239166 0.014418185825901235 -0.002678188889918838 0.0070641854543238985 0.010402764194048167 0.014909616485997691 0.054180953714830338 0.019287341447587921 0.0065608900348975169 0.040458049747675778 -0.042459821632645556 -0.0053098985100890218 0.047075072630667375
leaf_weight=27.71421393455239 788.36766490328591 8104.3722412587376 93.946431313292123 1078.0725594880059 2212.2751323623233 1252.6418825768633 4454.1364627856528 4712.134757015272 224.29322396754287 379.26503131492063 242.29015192843508 361.39087312482297 317.64993684133515 2277.3752939202823 584.10730234044604 139.74604869540781 359.41647651360836 2785.4273965641623 53.810295860748738 338.4066378287971 390.7016005043406 272.81840735673904 620.33191096270457 212.37044481444173 753.5844078961527 266.59492983459495 1451.3929534011986 30.920372216496617 51.847379348240793 981.44490086729638 455.51082786382176 252.85864347917959 292.45190621737856 563.26053445762955 4053.1196389893303 349.71787350648083 429.68611170165241 44.897744507645257 127.87430438026786
leaf_count=2463 49597 634280 7255 70715 178320 80274 215330 285949 13703 31361 13362 27996 16335 125817 43165 8898 18456 195416 3246 20295 27251 17935 42595 13236 47621 13191 89497 2601 2797 68536 30043 17646 19332 39290 310620 19521 47005 3884 9657
internal_value=0 -0.00227397 -0.00167701 -0.00219503 -0.00340999 -0.00781864 -0.0150236 0.00020566 0.00625802 0.00278845 -0.0122318 -0.0356456 0.0146083 0.000291012 -0.00873742 0.00223058 -0.0150253 0.00985154 0.0142886 0.00906089 0.00432489 0.0367372 0.00957362 0.0194348 0.0122855 -0.0159546 0.00289304 -0.0284735 0.0278693 0.0150477 0.0190055 0.0263664 0.0375665 0.0101288 0.00245715 0.0344711 -0.0386397 -0.0582287 0.0242494
internal_weight=0 31410.8 30953.4 30457.9 27650.2 12631.2 6666.41 5964.78 10977.4 7808.79 2476.94 928.097 3168.64 15019 2861.48 1548.85 552.973 5331.85 193.556 2578.17 3388.5 590.468 2807.72 603.072 995.875 521.809 1789.8 297.515 495.512 1729.65 1943.35 1000.82 545.311 942.526 12157.5 401.565 457.4 406.289 748.206
internal_count=2864491 2144299 2094831 2065258 1873755 759873 393650 366223 720192 526533 152958 61375 193659 1113882 168982 91583 30600 373575 12144 159389 235903 34270 191503 40487 60983 29495 109792 15792 29573 120788 137672 67021 36978 70651 944900 22318 49468 31880 52252
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=1572869 1 1 4561488 2 30 8388648 74566 2 2 5505208 2126154 2 15009038 10234958 6303242 1050677 52 14 1 4228816 124 448 20544 2 264 1 513 513 2
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=27
split_feature=7 1 4 2 2 0 0 0 6 2 2 1 2 1 10 3 1 3 13 1 0 4 2 2 5 0 5 3 5 2 3 9 3 3 0 2 11 9 2
split_gain=54.9195 50.5286 108.64 61.458 39.5693 33.2173 26.0901 30.7958 30.111 53.3091 41.9022 41.9395 24.9759 22.8111 21.5403 20.9302 20.608 19.6398 17.9038 18.8955 17.0985 16.9834 18.9482 13.3059 12.5616 12.1972 11.8237 11.0679 10.1408 17.6264 10.1258 9.94129 9.84312 9.18556 8.99684 8.10164 7.68841 7.36492 7.28581
threshold=0 1 2 3 4 1.0000000180025095e-35 2.5000000000000004 19.500000000000004 5 6 7 8 9 10 11 1.5000000000000002 12 1.0000000180025095e-35 13 14 2.5000000000000004 15 16 17 18 3.5000000000000004 19 5.5000000000000009 20 21 6.5000000000000009 22 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018 23 24 25 26
decision_type=1 1 1 9 9 2 2 2 1 9 9 1 9 1 1 2 1 2 9 1 2 1 9 9 1 2 1 2 1 9 2 1 2 2 2 9 1 1 9
left_child=1 2 3 26 20 30 8 18 9 14 11 -10 -4 -12 -6 17 21 -9 19 -8 -3 22 31 -18 -11 -20 37 36 34 -30 -5 -2 -25 -23 -7 -35 -14 -1 -29
right_child=16 4 12 5 6 28 7 15 10 24 13 -13 27 -15 -16 -17 23 -19 25 -21 -22 33 -24 32 -26 -27 -28 38 29 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.010493373074842376 -0.0049674036627198326 -0.039283577194473791 0.017663774257904639 -0.044721435930113719 -0.018408379505038149 -0.016410505404435463 0.010845188382931555 0.0077681307538785306 -0.0088222449858575969 0.0018548518210648212 0.0036643045236446591 0.013296707331904628 -0.0058434871100922457 -0.0081168459064288566 0.0085574738079944711 0.0087866191583891202 0.013810429794331051 -0.04700671585444012 0 0.00059114939817366712 0.0017967828679391177 -0.013149175005896165 -0.001229937157086739 0.0072129038706061806 -0.0086698026523124982 0.062033733195837742 -0.025271836794958803 0.021457514624626674 0.0010473585035958345 -0.053523412011427435 0.0087456146821674446 0.024645035205851939 -0.014350674844989886 0 0.0099689152863209167 0.038258425379752395 0.020119350143646877 -0.0053075654487509637 -0.0064474572963483774
leaf_weight=323.45383212016895 105.08166570169851 326.62728681252338 1051.5029770367546 1005.6706327207503 2759.9241715909448 1028.7656545562204 4489.0305250096135 66.514963351888582 1012.2879404616542 6310.6846113550127 3000.4983926218119 4507.9249391232152 1734.6196617773967 3494.9249232312432 297.87438714504242 150.33405217551626 527.3159881249303 220.10172833467368 35.867668932653032 3106.037899613264 119.04752600844949 18.194830327760428 630.43044792022556 304.33743014908396 1350.9721400647541 69.938212109496817 229.44095455406932 280.8248079312034 78.54526647226885 146.68212237581611 17.783112952136435 790.4506602238398 508.39512970799115 55.259171336889267 112.31774871260859 521.26971981418319 88.59445659071207 1415.4669951074757 94.940273303654976
leaf_count=25062 6900 37085 55798 97696 159195 62331 315246 4135 88374 445254 174187 328454 93931 232812 18211 10633 33872 13321 2049 192876 8330 1178 37898 21384 81923 4323 13479 23864 5128 13139 1167 50673 35013 3577 5534 35391 5377 112839 6508
internal_value=0 -0.00114644 -0.00843574 -0.0187302 0.000623744 -0.0293949 0.00107727 0.00592908 -0.000651268 -0.0045085 0.00276762 0.00915233 0.00529454 -0.00263963 -0.0155763 -0.0188932 0.0119461 -0.033816 0.00744416 0.00672492 -0.0276765 0.0179945 0.0117748 0.00182609 0 0.0439739 -0.00521205 -0.000719706 -0.0182795 -0.037487 -0.043285 0.0207858 -0.00588085 0.0324293 -0.0133689 0.0349415 -0.00411474 -0.00204143 0.0140822
internal_weight=0 38927.2 7608.61 4358.13 31318.6 2389.76 30872.9 8137.83 22735.1 10719.5 12015.6 5520.21 3250.48 6495.42 3057.8 436.951 3460.74 286.617 7700.87 7595.07 445.675 2120.69 1525.96 1340.05 7661.66 105.806 1968.36 2198.98 1366.31 225.227 1023.45 895.532 812.733 594.724 1141.08 576.529 1823.21 1738.92 375.765
internal_count=2864147 2638261 521853 336375 2116408 184995 2070993 542583 1528410 704583 823827 416828 185478 406999 177406 28089 225886 17456 514494 508122 45415 135617 95471 90269 527177 6372 151380 129680 86132 18267 98863 57573 56397 40146 67865 38968 99308 137901 30372
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 14 2 29624860 17842180 2 8397089 8689040 1 352770 896 1 60 1 897 2 15992380 12935776 2 2 2 2117920 2 4719761 1 10 8391136
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=28
split_feature=9 11 2 8 2 0 2 5 1 6 4 2 2 5 4 1 1 2 3 5 2 13 0 2 1 3 0 6 2 3 3 1 3 1 7 2 0 3 3
split_gain=47.9124 42.9792 46.7487 41.1172 38.8524 31.8688 27.3723 35.5939 33.5514 41.7471 29.3377 23.2021 21.9167 17.7959 28.2958 27.4747 17.5238 15.1968 11.7174 32.727 42.8832 26.7233 13.2749 20.6241 13.5773 10.8777 17.894 10.4533 13.3154 10.5997 10.1774 9.08574 8.31054 7.577 8.41644 8.07111 7.33551 12.6408 7.11262
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 8 9 10 11 12 13 14 15 16 2.5000000000000004 17 18 19 9.5000000000000018 20 21 1.0000000180025095e-35 10.500000000000002 22 23 1.0000000180025095e-35 3.5000000000000004 24 2.5000000000000004 25 26 27 5.5000000000000009 6.5000000000000009 4.5000000000000009
decision_type=1 1 9 1 9 2 9 1 1 1 1 9 9 1 1 1 1 9 2 1 9 9 2 9 1 2 2 1 9 2 2 1 2 1 1 9 2 2 2
left_child=3 2 13 11 -3 6 8 31 10 -10 -4 25 -9 14 15 -2 32 -6 19 21 -21 -7 24 -24 -20 26 -1 28 -18 -29 -30 -8 -13 34 -27 -35 37 -19 -16
right_child=1 4 5 -5 17 18 7 12 9 -11 -12 16 -14 -15 38 -17 27 36 22 20 -22 -23 23 -25 -26 33 -28 29 30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.0034859076981270283 -0.030421382743038662 0.037272518061700614 -0.047657833283103815 0.054438145186629594 -0.013078082671209999 0.0012282435816095623 -0.004478781363241909 -0.0272967808162176 -0.017706589798554759 0.0030269278349397116 -0.01044612045101781 0.0057636807344045712 -0.0029829452556988617 -0.03621634901263588 0.0162525813755925 0.017721774112132722 0.033052692939280363 0.0011742530242743799 0.0099869640494893649 -0.036244602843088919 -0.0038706675322297498 0.051280246067637626 -0.008010449841529205 0.038829032683560506 0.00018841645502051685 -0.0015098012908163149 0.048206680835114708 0.037464064891760671 -0.0014818741685320709 0.015299868135258778 0.018194187814122399 0.0035675180877202369 -0.01645304227987265 0 0.024367661376344513 -0.016056514176444103 0.030639667372826751 0.029882495536769922 -0.0064056131557771491
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leaf_count=67209 69305 29605 35251 7993 26509 600842 140535 52021 108652 128333 23334 27636 35497 43062 13616 7498 10563 61578 141240 39415 107781 4321 7960 15698 330142 36248 3848 23789 50706 56179 23395 391869 15073 36720 8968 51707 8188 12499 9366
internal_value=0 -0.00150059 -0.00235017 0.00789982 0.0125972 -0.0014795 -0.00528448 -0.00178761 -0.0113572 -0.0069571 -0.0283388 0.00642774 -0.015371 -0.018352 -0.011767 -0.0231786 0.0122715 0.00444392 0.00109518 -0.000756014 -0.0110343 0.00181568 0.00434373 0.0229623 0.00325772 0 0.00807881 0.0160379 0.00916261 0.0228574 0.00442176 0.0012849 -0.00174599 -0.00441628 0.00396485 -0.00884388 0.00974157 0.00635257 0.00651466
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internal_count=2864151 2444117 2305738 420034 138379 2162891 915492 619922 295570 236985 58585 412041 87518 142847 99785 76803 207341 108774 1247399 752359 147196 605163 495040 23658 471382 204700 71057 164632 84664 79968 74101 532404 42709 133643 45216 88427 82265 74077 22982
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=12 1 5783556 1 8405058 10487202 2 7 2 2 9021655 88 2 2 30 259 4726804 2 66 1 8730304 60 2 7340040 138 781 1 8396995
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=30
split_feature=9 11 2 1 2 1 2 3 6 2 1 2 5 4 2 0 8 4 2 2 1 5 6 12 2 2 3 2 3 3 3 5 0 0 12 0 4 2 1
split_gain=41.6138 41.0939 43.5757 39.5705 28.2874 24.1154 37.828 47.1763 37.536 25.829 25.01 20.6559 16.0016 28.5535 24.7408 14.5571 13.8005 13.3339 12.2391 11.0825 9.53666 9.0941 8.71063 11.9308 9.23965 8.70611 8.36402 7.96488 7.62866 6.86589 6.8132 6.76439 6.72108 6.62257 6.31622 6.22295 5.68709 12.7839 5.62754
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 10 11 12 13 4.5000000000000009 14 15 16 17 18 19 20 21 22 23 2.5000000000000004 24 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 25 1.0000000180025095e-35 4.5000000000000009 26 6.5000000000000009 27 28 29
decision_type=1 1 9 1 9 1 9 2 1 9 1 9 1 1 9 2 1 1 9 9 1 1 1 1 9 9 2 9 2 2 2 1 2 2 1 2 1 9 1
left_child=16 2 12 17 36 8 7 -7 9 -5 -8 -10 13 14 -2 -16 18 25 29 28 -15 22 24 30 35 32 -18 31 -6 -1 -24 -19 -4 -29 -30 -20 -3 -38 -31
right_child=1 4 3 5 19 6 10 -9 11 -11 -12 -13 -14 20 15 -17 26 27 21 -21 -22 -23 23 -25 -26 -27 -28 33 34 38 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.011682468628907684 0.030388300318121245 0.013800242787192572 -0.020090676851040424 0.0064045637650018755 0.014968541691874573 -0.011906908421707321 0.0067491362427961879 0.0031025776661389288 -0.012534539955259353 -0.0066872097157838588 -0.0025988476916341116 0.0093032330522644178 -0.032484764854186464 0.020152032564889913 -0.03144353133491945 0.0023883491274323144 0.071385151700839311 0.019903699504530015 -0.0058861230399555771 0.0089689970002638422 -0.0038649798597479566 -0.0047070431394486334 0.044798165841180126 -0.00097596911696703364 0.025811224963885084 -0.032062379754942714 0 -0.015881921452024206 -0.028248295030638523 -0.0062746550409225124 0.0065371067401995804 -0.015514208620965086 0.0067230904413411938 0.024161497965384065 0 0.022166075314265375 -0.0028824190171570347 0.043822656664841073 0.019690124290723001
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leaf_count=14998 3827 16787 10797 144765 5341 426285 338122 207685 25526 284985 446288 465623 48157 13109 76271 7087 1449 9217 19162 85618 15103 7978 19476 5410 14535 37917 591 21424 12826 6489 6156 2561 9326 937 10869 3914 3778 23548 10613
internal_value=0 -0.000763037 -0.00155387 -0.000758981 0.0120954 -6.18909e-05 -0.0022341 -0.00694079 0.00311356 -0.00229407 0.00160244 0.00798945 -0.0160266 -0.0104214 -0.0214239 -0.0257758 0.0148071 -0.0165332 0.0125096 0.00449607 0.00617795 0.0179066 0.0210519 0.0313102 0.0112041 -0.0247185 0.057454 -0.00472782 -0.00982159 -4.96021e-06 0.0378991 0.0098617 -0.00754206 -0.0122548 -0.0169758 0.0001117 0.0289502 0.0374799 0.0101471
internal_weight=0 40646.2 38338.6 36403.1 2307.64 34919.2 20798.2 9360.51 14121 6670.73 11437.7 7450.23 1935.47 1486.64 899.672 850.029 1751.86 1483.96 1702.51 1642.66 586.971 1187.24 1062.69 473.55 589.136 850.228 49.3586 633.734 363.668 515.27 396.673 200.032 301.242 433.702 302.027 373.796 664.98 396.711 263.997
internal_count=2864550 2753779 2595012 2431458 158767 2339279 1418380 633970 920899 429750 784410 491149 163554 115397 87185 83358 110771 92179 108731 114654 28212 76631 68653 31042 37611 58040 2040 34139 29036 32100 25632 11778 20123 22361 23695 23076 44113 27326 17102
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=8 1 18366469 2 10568770 896 8391906 2 6301888 56 4194824 2 2 4 1 2 571779 4202516 549 2 2 1 4458064 4467328 335938 2 1 2 8389632 450
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=30
split_feature=8 0 2 10 2 4 1 2 5 2 2 3 3 2 0 5 2 0 2 2 3 0 1 4 3 2 2 2 1 2 5 0 2 1 1 1 4 2 5
split_gain=39.0268 36.375 40.4342 27.0208 30.2546 62.9861 68.6458 32.8388 31.6886 49.898 22.488 19.5314 55.1648 63.0288 28.3665 27.7503 22.4664 19.7753 20.9884 17.746 13.3331 11.3321 12.6383 10.6255 14.5989 19.342 14.0553 13.7409 11.2398 9.87465 9.62152 9.26917 9.10281 8.94962 8.82858 7.56568 7.1126 6.74314 6.47135
threshold=0 2.5000000000000004 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 1.5000000000000002 10 12.500000000000002 11 12 7.5000000000000009 13 14 1.0000000180025095e-35 6.5000000000000009 15 16 1.5000000000000002 17 18 19 20 21 22 5.5000000000000009 23 24 25 26 27 28 29
decision_type=1 2 9 1 9 1 1 9 1 9 9 2 2 9 2 1 9 2 9 9 2 2 1 1 2 9 9 9 1 9 1 2 9 1 1 1 1 9 1
left_child=1 2 33 4 5 6 -4 -7 32 -10 -2 14 13 15 19 31 35 34 -19 -3 -12 -18 -23 24 25 -5 -26 -25 -29 -21 -31 -13 -6 -1 -15 -14 -17 38 -16
right_child=10 11 3 23 8 7 -8 -9 9 -11 20 12 16 17 37 36 21 18 -20 29 -22 22 -24 27 26 -27 -28 28 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0090417248048918712 0.020714592321418788 -0.0051574230832124287 0 0.0065532203618067194 -0.015196782484342662 -0.027682035076922601 0.0043031103329954157 -0.021596098633311054 0.0033988864322281884 0.050673338131421719 0 0.0081923747446056936 -0.0058193095637837687 0.057269703824386856 -0.058280369744505151 -0.0014935569489805071 0.0166418145655765 -0.024655920124615739 -0.0200166063711203 0.016720183591517498 0.027696538455316718 0.0026266298682127375 -0.011934026879792947 0.018379043745546317 0.027980515359716449 -0.010243865772199462 0.0035542775776605615 0.030152167798255188 0.0027539516728879907 0.033432847443583262 -0.026048391194179267 0.00055037265470544679 -0.041717214483615726 0.014747158087553502 0.02182079436072883 -0.003461541086024702 0.012213958367559612 -0.0019416151339239126
leaf_weight=80.511849139351398 161.23795202746987 717.97319073486142 3552.2465179846622 553.26970931072719 3488.4322788652498 1014.6714254820254 2223.8221000253689 4694.7901258881902 1533.504752211622 1573.0296561976429 207.43535082892049 219.6344719924964 974.67254860594403 236.65700400806963 166.21340480656363 309.13681296771392 2354.3187627266161 132.15294027305208 397.90731487306766 134.4804916329449 406.64509162609465 279.10871424234938 674.72482234041672 114.44862060935702 167.82400377304293 383.03976028447505 877.12877210939769 300.15086269925814 480.04765865986701 1909.2704023781698 81.874120340566151 277.58942734368611 9413.9548920581583 282.04538256226806 766.28831085446291 1033.306287273881 42.436089061549865 151.58565935189836 7.6414989253971717
leaf_count=8711 11756 40465 174208 33246 187069 64600 183710 281373 99661 86878 9470 13263 73220 13113 9158 27010 165933 8525 21601 10053 23341 18428 44029 8743 8649 25628 59720 23171 34806 118914 6027 13863 786721 37796 49217 68996 3908 9761 448
internal_value=0 -0.000478387 -0.00224322 -0.00181224 -0.00278736 -0.00669359 -0.014036 0.000705068 7.89669e-06 -0.00899051 0.0217465 0.00447765 0.00169505 -0.0108169 0.0110638 -0.0319945 0.00738616 0.00130224 -0.0136272 0.00751306 0.0300153 0.00213682 0.0111965 0.0073332 0.00296494 0.0119409 -0.00490751 0.0162725 0.0209578 0.00258051 0.00461854 -0.0148339 0.0022135 -0.0337769 0.00966218 0.0156413 -0.0532421 0.0379923 0.0508008
internal_weight=0 41599.9 30732.9 30370.4 27494.5 11485.5 5776.07 5709.46 16008.9 3106.53 775.318 10867 7697.93 2381.8 3169.04 848.797 5316.13 1533.01 530.06 2843.6 614.08 3308.15 953.834 2875.91 1981.26 936.309 1044.95 894.647 780.199 2125.63 1991.14 497.224 12902.4 362.557 1002.95 2007.98 351.573 325.441 173.855
internal_count=2865189 2820622 2104690 2058183 1864220 703891 357918 345973 1160329 186539 44567 715932 521106 150500 194826 58044 370606 92456 30126 175459 32811 228390 62457 193963 127243 58874 68369 66720 57977 134994 124941 27126 973790 46507 62330 142216 30918 19367 9606
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=1 1572868 1 27288995 2 992 8389665 2 88 5802577 74566 2 3174735 5243056 15533070 781 2 4222568 8388704 6303762 384 1069056 2 4168 769 52 448 2 10234954 2
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=32
split_feature=7 0 2 11 2 12 6 2 12 2 3 3 0 2 2 1 2 1 2 4 1 2 2 0 2 1 2 2 1 4 0 5 3 12 2 12 4 2 8
split_gain=36.0311 31.5134 39.6614 27.2362 30.8806 34.1553 30.3844 24.1957 17.3421 18.1694 13.2114 56.2256 56.3549 28.1735 27.3836 22.7262 20.2315 17.2115 21.8361 34.7515 16.0851 15.1363 12.7519 12.6992 13.7535 11.8665 11.7932 11.7852 11.6234 10.4113 10.2374 9.78361 9.11279 11.1246 8.98118 8.87024 7.88497 12.6755 12.0504
threshold=0 1.5000000000000002 1 2 3 4 5 6 7 8 1.0000000180025095e-35 1.5000000000000002 7.5000000000000009 9 10 11 12 13 14 15 16 17 18 8.5000000000000018 19 20 21 22 23 24 9.5000000000000018 25 1.0000000180025095e-35 26 27 28 29 30 31
decision_type=1 2 9 1 9 1 1 9 1 9 2 2 2 9 9 1 9 1 9 1 1 9 9 2 9 1 9 9 1 1 2 1 2 1 9 1 1 9 1
left_child=1 2 -1 4 8 6 -6 -5 28 -10 13 12 15 -3 35 26 20 22 19 -19 -15 -17 29 27 -25 -20 -12 -2 -4 -13 -18 -16 -9 -34 -7 -14 37 -29 -39
right_child=23 10 3 7 5 34 -8 32 9 -11 11 17 14 16 31 21 30 18 25 -21 -22 -23 -24 24 -26 -27 -28 36 -30 -31 -32 -33 33 -35 -36 -37 -38 38 -40
leaf_value=-0.037024988066342572 -0.0054091523998656861 0.029593279053404586 -0.008409595038979199 0.023939194993168371 -0.012460875905910296 -0.00046277734938561418 -0.0027037140797576951 0.018604871868130302 -0.014986897123799135 0.0094976150829791366 -0.013463188196366084 0.014296001508496255 -0.045991771385157199 0.0053433854667434486 0.017147221559615306 -0.034840601334972049 0.0055540360055162455 0.002954121346331994 0.01795334174386581 0.037702286315963868 -0.025356656038829875 -0.0034286632394328908 -0.00281225910432934 0.03950501416502096 0.0025806588822449945 -0.00041736373450149274 0.008996129135276032 0.018081723566096618 0.004984780863671147 -0.00040863895859620189 0.025634021299014671 -0.024129925916909302 -0.018321776422192803 0.01230561376193264 0.015743045393896617 0.0015546280437422101 0.017968710064950964 -0.0027847607966768797 0.039404456672674545
leaf_weight=302.46707719488768 568.6336678712978 470.36273815709865 674.29715224378742 666.79390849662013 6783.0054962003487 546.74409683194244 6221.2725560819963 118.29657078697346 1064.1480666741263 372.9435227685608 242.86858655046672 1038.3579764701426 578.95079270756105 270.74784146994352 120.79800269240513 250.50427035312168 2884.0418131231563 566.28310870972928 416.03972372354474 614.85712359461468 337.71139441768173 413.85902282438474 2794.9487388966372 240.03714917763136 208.4360675055068 1409.6186091119889 1201.2488654218614 512.58916332549416 6064.9667473601876 803.69296077039326 266.62624942720868 61.917120698723011 360.86871957639232 133.77105280710384 750.13751224899897 26.944086652714759 835.44890023523476 1125.9876032541506 41.839198712259531
leaf_count=41164 42346 27060 56639 44863 406459 30176 363155 8587 73064 26093 15153 66844 36120 13902 7605 15803 189084 36906 30455 40616 20011 23349 201467 14986 11771 97332 78997 32560 527546 60623 15438 4477 23898 8869 42003 1639 56006 69580 1618
internal_value=0 -0.000917555 -0.00315395 -0.00264727 -0.00347132 -0.00627076 -0.00783301 0.0113252 0.00139955 -0.0084015 0.00270408 0.000770675 -0.0109903 0.00741278 -0.0332886 -0.00216011 0.0042566 0.00529288 0.011145 0.0215979 -0.0117464 -0.0170047 0.00135984 0.00958924 0.0250881 0.0039034 0.00475577 0.0070195 0.0035639 0.0077748 0.00754965 0.000304485 -0.00273697 -0.00923702 0.00894401 -0.0427596 0.00995921 0.00561466 -7.31598e-05
internal_weight=0 38830.1 24059.7 23757.2 22477.5 14301.2 13004.3 1279.73 8176.36 1437.09 14770.4 10540.9 2897.09 4229.49 788.61 2108.48 3759.13 7643.8 3006.8 1181.14 608.459 664.363 4637 3532.97 448.473 1825.66 1444.12 3084.5 6739.26 1842.05 3150.67 182.715 612.936 494.64 1296.88 605.895 2515.86 1680.42 1167.83
internal_count=2864264 2635397 1652516 1611352 1525135 841793 769614 86217 683342 99157 982881 717386 183143 265495 49841 133302 238435 534243 205309 77522 33913 39152 328934 228867 26757 127787 94150 202110 584185 127467 204522 12082 41354 32767 72179 37759 159764 103758 71198
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=1 5767172 1 366608 1 2 10502594 1 16 12657678 8474434 961 20640 450 10756874 2 896 11608134 2709702 9715826 513 5046924 18382993 10 2 2 1 778 1 2 14680588 1
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=31
split_feature=9 3 2 4 2 1 5 1 8 0 2 6 3 0 1 10 0 1 3 2 4 3 1 1 2 2 13 2 1 2 2 2 12 2 0 2 1 10 6
split_gain=30.3976 29.9375 31.5061 41.8564 68.0063 55.7356 36.3092 28.7662 25.0132 23.7583 21.1279 21.0557 19.0122 17.6435 17.774 17.6089 17.2499 17.2035 16.3288 25.3637 17.1798 16.3284 16.0642 15.4981 24.3786 21.1363 15.437 14.284 14.0617 13.895 12.8147 11.8901 11.1806 11.0915 14.4739 10.7333 10.6873 10.6309 9.22302
threshold=0 8.5000000000000018 1 2 3 4 5 6 7 1.0000000180025095e-35 8 9 2.5000000000000004 1.5000000000000002 10 11 9.5000000000000018 12 1.0000000180025095e-35 13 14 6.5000000000000009 15 16 17 18 19 20 21 22 23 24 25 26 3.5000000000000004 27 28 29 30
decision_type=1 2 9 1 9 1 1 1 1 2 9 1 2 2 1 1 2 1 2 9 1 2 1 1 9 9 9 9 1 9 9 9 1 9 2 9 1 1 1
left_child=8 2 6 5 21 11 16 29 17 10 -7 22 15 14 -6 -9 23 27 19 -19 35 -5 -4 24 -2 -25 -11 -1 -18 -8 -3 -14 -13 -22 -35 -20 -32 -30 -31
right_child=1 30 3 4 13 9 7 12 -10 26 -12 32 31 -15 -16 -17 28 18 20 -21 33 -23 -24 25 -26 -27 -28 -29 37 38 36 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0096060438811753843 0.00027624611104472247 -0.005210864159410078 -0.00086214841031865468 -0.024895606973170541 -0.014614152134484146 -0.0074159875152399208 -0.013003852703762609 -0.023863753800585821 0.041027315258219524 -0.013358043945023266 -0.037573424119368197 0 -0.016445332300572286 0.018133527405990845 0.0061439035662341377 0.018491881808458958 0.038868903501348161 0.029244350172189945 0.015488821371575737 0.0027301006546919344 0.001454203992789606 0.0081929084649696223 -0.015475385026932742 0.010057091249299259 0.011843852979424195 -0.003285199279277941 0.043498683935425941 -0.0096417615032579201 -0.0025345548434741547 -0.001506706637077181 0.035910453260559791 0.0030891952103239773 0.017151904074663465 0.013256918750769557 0.054854175285432273 -0.0062477377270999919 0.0088006611737741283 0.0315562494280534 0.014881422283971707
leaf_weight=519.40959199646022 3940.8655147072859 185.29906729608774 1410.6798181239283 974.0562580996193 429.47301248880103 384.00789782928769 363.99811166187283 1378.9660468670772 173.50108542037196 1929.3480921076261 971.71140009455848 2551.2359192011645 442.48459268570878 1070.7266264655627 3138.9898859725799 75.915058802464046 201.51849622884765 752.11379480554024 224.50884161196882 743.79390138224699 653.66229803062743 145.23705811460968 1726.4199305230868 1430.5824702019454 3450.3817022480071 6066.4258529413491 18.010819080751389 1160.0669496568735 311.36141413939185 535.94994351791684 311.180656156037 807.22923407703638 415.02560616238043 686.89121430274099 82.069665624527261 1438.7423639125191 399.83811521646567 90.853275801986456 776.9113755391445
leaf_count=31722 337054 12360 70949 74638 18233 16564 23838 87851 8436 122651 101245 144804 27308 76603 182179 4135 11338 48803 14349 47558 46051 11366 106167 86008 212363 465842 1055 81724 18267 34464 23097 54429 25196 44683 4984 95616 31754 5015 53408
internal_value=0 -0.00119139 -0.00166725 -0.00509649 0.00156684 -0.00920488 0.000940268 -0.00704536 0.00625118 -0.0196054 -0.029918 -0.00342138 -0.0133652 0.00697354 0.00343771 -0.0211227 0.00322795 0.00505873 0.00822687 0.01678 0.00388916 -0.0200647 -0.00912088 0.00251157 0.00575129 -0.000659551 -0.0120285 -0.00342956 0.0194657 0.00308804 0.0165256 -0.00392069 0.0025258 0.0118819 0.0197182 -0.00285951 0.0223455 0.00598912 0.00802393
internal_weight=0 35934.7 35038.4 15164.9 5758.48 9406.44 19873.4 4381.45 6434.76 3303.08 1355.72 6103.36 2704.59 4639.19 3568.46 1454.88 15492 6261.26 4581.78 1495.91 3085.87 1119.29 3137.1 14888.3 7391.25 7497.01 1947.36 1679.48 603.733 1676.86 896.318 1249.71 2966.26 1422.62 768.961 1663.25 711.019 402.215 1312.86
internal_count=2864107 2440181 2372970 951650 363019 588631 1421320 285433 423926 241515 117809 347116 173723 277015 200412 91986 1135887 415490 302044 96361 205683 86004 177116 1101267 549417 551850 123706 113446 34620 111710 67211 81737 170000 95718 49667 109965 54851 23282 87872
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=12 8763480 2 4718629 976 2 904 1 16778756 2 515 1 67 7603742 2 768 833 266256 8658944 1 12866944 541 64 13165595 40984 1 4729973 7348260 92 1 2
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=26
split_feature=7 1 11 2 12 5 2 3 2 0 0 2 3 2 13 3 1 2 2 0 1 9 0 2 1 2 2 1 3 6 0 2 0 0 3 5 9 0 1
split_gain=28.7826 24.9339 26.843 24.6135 23.2175 22.4044 46.0059 23.0583 18.9442 16.2428 15.9151 14.1177 13.5436 13.3819 13.2547 11.255 10.1517 12.1044 11.5715 7.99988 7.95476 7.83705 7.01821 6.07732 5.93938 11.8275 5.75986 6.20992 5.74228 5.69666 4.85018 6.91164 4.81434 4.58967 4.21186 4.10183 4.15217 3.01851 2.86125
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 1.0000000180025095e-35 10.500000000000002 8 1.5000000000000002 9 10 8.5000000000000018 11 12 13 15.500000000000002 14 15 1.5000000000000002 16 17 18 19 20 1.5000000000000002 21 5.5000000000000009 22 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 23 24 4.5000000000000009 25
decision_type=1 1 1 9 1 1 9 2 9 2 2 9 2 9 9 2 1 9 9 2 1 1 2 9 1 9 9 1 2 1 2 9 2 2 2 1 1 2 1
left_child=1 11 3 4 9 13 7 -7 20 15 -8 28 -11 21 -15 -3 17 -2 -18 22 33 -5 24 -21 25 -20 38 -28 29 -1 -24 -32 -19 -4 -13 36 -6 -30 -10
right_child=16 2 8 5 35 6 10 -9 26 12 -12 34 -14 14 -16 -17 18 32 19 23 -22 -23 30 -25 -26 -27 27 -29 37 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.011252722667023596 0.012706382843931996 -0.018042986520894897 -0.023195260286893931 0.0020152596552829491 -0.0091464594792030739 0.017625003587944717 0.0010539901208709598 -0.020355840786178279 0.0061094338519082289 -0.012086850371123187 -0.027973182401161853 0.0089843490664347787 0 -0.0012114282800471951 0.030352632443653601 0.015328419428601076 0.02928906361688588 -0.018577871539775848 0.015500028019756458 -8.9696132396206591e-05 0.0039769663527717885 0.0092274482768449403 -0.0025635715124151001 0.035130679752806281 0.017531315591415748 -0.016763808089360576 0.0145064689901212 -0.0011079532460414555 0.0050551780288387435 0.033467784731970374 -0.0062854004319970007 0.017946647154212719 0.0067059454239151127 0.0053729515888374909 -0.0086925759192882247 0.022304319060022282 0.0085403469499127204 0.025200107753870927 0.029406313876209924
leaf_weight=344.33943849196658 258.78955277858768 2078.9302743948065 224.44390335679054 4797.3038740202901 132.03106371843023 142.08804069820326 4673.1600660504773 2049.5485192529159 148.19262825581245 1676.7276087775826 166.72730208444409 158.44864139682613 2108.6430832185433 13734.696790710208 103.81250746781006 74.440674419282004 294.45684070215793 325.28923926863354 221.73547976382542 53.799291355535388 363.80371063970961 2297.7271399366437 897.67274774494581 144.37614928395487 720.19917627202813 158.68517012801021 750.0820983601734 325.81768537673634 652.38856580283027 289.27782645868137 137.69531085621566 292.46593301999383 59.101510545471683 39.49036876228638 387.73723900318146 152.58639836887596 455.29126637009904 75.261520845117047 362.05634180561174
leaf_count=20537 16451 178017 16110 288239 7754 9243 286843 138976 9616 108422 9924 9405 129407 1025385 7100 5375 19433 23324 15334 2720 24616 129174 55864 8824 48621 11132 51518 21951 43954 17393 8259 16495 3528 2547 24317 11170 27805 5350 24138
internal_value=0 -0.000761378 -0.00134967 -0.00204206 -0.00748188 -0.000722641 -0.00559991 -0.017475 0.0092278 -0.00959953 -5.04119e-05 0.0102503 -0.00546385 0.000906636 -0.000887226 -0.0165572 0.0085924 -0.00235146 0.0110736 0.00851034 -0.00497592 0.00443161 0.00659971 0.0270355 0.0124299 0.00101372 0.014961 0.00963885 0.0156287 0.0229015 0.00137838 0.00988732 -0.0134381 -0.0172028 -0.00279455 0.00873993 0.00381727 0.00845007 0.0241213
internal_weight=0 38765.1 36857.6 34643.7 6678.65 27965.1 7031.52 2191.64 2213.89 5938.74 4839.89 1907.45 3785.37 20933.5 13838.5 2153.37 3564.27 643.18 2921.09 2626.63 627.738 7095.03 2428.45 198.175 1100.62 380.421 1586.15 1075.9 1361.27 633.617 1327.83 430.161 384.391 263.934 546.186 739.909 587.322 727.65 510.249
internal_count=2864271 2634286 2513330 2362834 467950 1894884 444986 148219 150496 421221 296767 120956 237829 1449898 1032485 183392 229985 43303 186682 167249 43273 417413 155705 11544 75087 26466 107223 73469 87234 37930 80618 24754 26852 18657 33722 46729 35559 49304 33754
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 512 1 22561830 1 2 8388697 4469268 8391934 8695881 1 515 4277062 7409672 160 1 2180 68 28256 83016 220 2 533777 2 2 193
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=28
split_feature=0 8 2 13 1 1 9 3 2 2 2 4 2 1 2 2 3 4 1 3 3 3 2 9 2 9 0 9 3 2 5 2 2 3 2 0 1 2 0
split_gain=27.1 26.5628 24.6711 20.0617 19.8296 18.435 17.2648 20.7287 17.7159 16.8764 14.2487 15.9248 14.1402 13.4113 11.5996 11.376 13.4527 11.1232 11.5305 9.72724 9.56968 19.9864 17.4927 8.97715 8.86136 17.4744 19.7239 11.4645 7.82604 7.30954 8.75969 7.16674 7.10222 6.59981 5.79087 6.60674 5.37564 5.26511 5.1707
threshold=3.5000000000000004 0 1 2 3 4 5 9.5000000000000018 6 7 8 9 10 11 12 13 1.0000000180025095e-35 14 15 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 16 17 18 19 9.5000000000000018 20 1.5000000000000002 21 22 23 24 5.5000000000000009 25 7.5000000000000009 26 27 2.5000000000000004
decision_type=2 1 9 9 1 1 1 2 9 9 9 1 9 1 9 9 2 1 1 2 2 2 9 1 9 1 2 1 2 9 1 9 9 2 9 2 1 9 2
left_child=1 2 17 4 10 9 15 8 -8 -4 11 34 -9 -13 -3 16 -7 18 -1 -5 31 22 -22 -23 27 26 36 -6 -16 30 -11 -12 -27 -17 35 -2 -26 -15 -19
right_child=3 14 5 19 24 6 7 12 -10 29 20 13 -14 37 28 33 -18 38 -20 -21 21 23 -24 -25 25 32 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.024411861109074149 0.0020113510448671441 -0.011424121067642436 -0.034313910328383816 0.058759622522684185 0.015177030891851274 0.024783846739095127 -0.0051432212458437472 -0.018443450408939497 3.4580607765387311e-05 0.013646948512684635 0.025276633403232818 -0.00035571292876857837 0.024350683144946074 0.0013662480350777337 0.036997949300532539 0 0.0032186952000747499 -0.044809153805882823 -0.01987662761666668 0 -0.002964598748273707 0.0058264795117090856 -0.038187840985927014 -0.013968933377308024 0 -0.011045970677072591 0.034494491835258906 -0.006085947289547187 0.0098090586967134394 -0.011286380091055592 -0.025231400021029818 -0.00066274534779831495 0.0059452085213499376 0.013896451690481204 0.006751761279631687 -0.022616336800758207 0.013594821478907147 0.050592098721497225 0
leaf_weight=48.337174186017364 201.21728297369555 76.659576330799609 252.72033846139675 73.115322662051767 335.1175425357651 529.95477047993336 11113.981569454598 56.315418380545452 15943.000302984263 267.12184350797907 89.62355444219429 113.82341922912747 428.40019824635237 53.08492132066749 251.60936766862869 2941.8894225399126 698.14309368352406 190.73964041867293 128.2651887506363 27.91187276574783 285.26835780893452 635.40647791896481 328.7061090801144 304.29640164098237 346.74099826184101 314.73774241714273 465.7063637599349 733.90059169748565 280.35011919995304 793.30844033521134 39.410677437670529 486.8474810924381 750.83854763465934 362.3053827341646 555.468990180525 159.11253707483411 1515.8349927217932 127.6183710108744 18.921989119611681
leaf_count=3867 15483 6063 18817 4391 24727 33489 671763 4128 1173277 17411 5043 7464 33525 3672 12091 199963 42466 29176 15667 1823 16361 42286 24233 20542 20340 19209 27777 54939 16544 45118 3002 26579 49027 28347 27901 9914 103699 7184 1605
internal_value=0 -0.00117699 -0.00156546 0.00530515 0.00459196 -0.00124916 -0.000749176 -0.00169987 -0.00208642 -0.0125279 -0.00116262 0.00724701 0.0181255 0.0263541 0.0189949 0.00492667 0.0130286 -0.0255115 -0.00429845 0.0444388 -0.00612461 -0.0102411 -0.0238276 -0.000592152 0.00892776 0.0114208 0.0162287 0.000616088 0.0240633 -0.00623031 0.0057815 0.00433208 0.000437127 0.00170585 0.000220439 -0.0087727 0.0111144 0.0403589 -0.0404176
internal_weight=0 34421.4 33812.8 7904.38 7803.35 33426.6 32074 27541.7 27057 1352.56 3340.47 1210.33 484.716 294.527 608.619 4532.29 1228.1 386.264 176.602 101.027 2130.15 1553.68 613.974 939.703 4462.88 3393.86 2328.28 1069.02 531.959 1099.84 306.533 576.471 1065.58 3304.19 915.799 360.33 1862.58 180.703 209.662
internal_count=2868913 2356319 2321621 512594 506380 2271306 2186958 1882693 1845040 84348 206662 71618 37653 18320 34698 304265 75955 50315 19534 6214 135044 103422 40594 62828 299718 220052 151816 79666 28635 65531 20413 31622 68236 228310 53298 25397 124039 10856 30781
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1572868 1 114 2 12 6316459 10491042 5534504 2 12678168 64 5800017 6559240 2 897 2099344 9 5359362 9 6 24640 2 8979462 786508 25344 12 4194336
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=29
split_feature=9 11 1 4 2 3 2 2 2 0 2 4 4 2 2 0 2 3 13 6 2 12 5 2 3 7 2 2 1 3 4 2 12 0 3 3 0 2 1
split_gain=21.9087 21.3723 25.9031 60.4855 48.2547 22.6657 61.9222 43.472 26.0093 22.5396 20.4484 43.1781 36.9708 18.2775 15.7394 15.1288 13.4341 17.1761 12.0429 11.9065 12.3945 10.3785 10.1944 11.1316 9.98018 9.49669 17.9553 13.207 8.69032 8.2476 7.85026 7.65517 7.61897 7.39317 7.62743 7.30581 6.34463 6.21373 9.14504
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 1.0000000180025095e-35 8 9 10 11 12 2.5000000000000004 13 1.0000000180025095e-35 14 15 16 17 18 19 3.5000000000000004 20 21 22 23 1.5000000000000002 24 25 26 6.5000000000000009 8.5000000000000018 6.5000000000000009 1.0000000180025095e-35 27 28
decision_type=1 1 1 1 9 2 9 9 9 2 9 1 1 9 9 2 9 2 9 1 9 1 1 9 2 1 9 9 1 2 1 9 1 2 2 2 2 9 1
left_child=19 2 3 4 16 6 15 32 -8 35 12 -12 -9 -3 36 28 17 -2 -10 25 -21 24 31 -24 -22 27 -27 -1 -4 -11 -28 -16 -7 34 37 -6 -5 -15 -39
right_child=1 13 5 14 9 7 8 10 18 29 11 -13 -14 33 22 -17 -18 -19 -20 20 21 -23 23 -25 -26 26 30 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.012681439984646728 0.029871941422246306 0.022227331929065723 -0.0059799681815901132 0.0069590399729401982 -0.03745029496087373 -0.027191687238039219 0.02705706419976622 0.0093575202231755261 0.0064122223636271999 -0.019304485488313497 -0.008183322214119295 0.0049358176967717552 -0.0035435406535729561 0.0041697229332931822 0.008608220150473446 0.0039934704718752904 -0.0069556753436122989 -0.0057230185100956114 0.049087939041219858 -0.0017795274138734272 0.037279549531360416 -0.0016749918665664395 0.0004687215034531107 -0.020361666281204064 0.0008992577878957405 -0.012116995322414895 0.010357352825091591 -0.02763047459599148 -0.019689019587194493 -0.00083160500745373719 0.041992402500325217 -0.0085283786398766218 0.00081731310485666237 0.022544004720893827 0.025110528968992497 0.0081961974580555905 0.030065309854536357 -0.016877229890867759 0.0059185973372572189
leaf_weight=95.491914099780843 229.93965019355528 667.55981214670464 1171.9841261719703 318.58129697025288 896.90202290948946 732.38853879756061 702.22733659943333 4400.318413195957 6413.7295416628476 1057.9329768522875 7110.6039105302771 3813.1850146236829 4389.1233340665931 824.24764358345419 1370.7870941790752 697.49621182505507 1604.2990051790839 243.45454300515121 39.939320177421905 195.78527813486289 441.97627611632925 93.599886073265225 663.16101496317424 354.02051491918974 111.96859801781829 232.81461126357317 378.76624187699053 162.9751089590136 940.91856632143026 358.91548526170664 103.39370906888507 270.65035663743038 85.771844928211067 140.94895105855539 87.193799290806055 15.259117516572585 257.27093541820068 424.2994661994162 236.0083628562279
leaf_count=6276 13996 43316 56657 17941 99238 60874 40211 278209 480844 71179 483401 253259 290441 56365 78148 47310 127164 13346 2163 12045 26823 6275 35914 24652 7663 13310 22674 10402 59210 22792 6773 14727 7020 8770 6105 1116 15569 30990 15972
internal_value=0 -0.000479293 -0.00106277 -0.00625427 -0.0138627 0.000234969 0.0041494 -0.00165374 0.00909328 -0.0236247 -0.000676707 -0.00357218 0.00288778 0.00864016 0.00403262 -0.00829909 -0.00247311 0.011492 0.0069378 0.010629 0.0192323 0.0254757 0.000556468 -0.00706022 0.0308638 0.00263045 0.00876482 -0.0124453 -0.0125348 -0.0149466 0.0194103 0.00550127 -0.0236972 0.0027374 0.000402039 -0.0361316 0.0184503 -0.00131975 -0.00842845
internal_weight=0 40519.1 38138.9 7641.17 4406.7 30497.7 9966.3 20531.4 7155.9 2329.01 19713.2 10923.8 8789.44 2380.26 3234.47 2810.4 2077.69 473.394 6453.67 1816.77 843.33 647.545 2658.62 1017.18 553.945 973.442 714.975 258.467 2112.9 1416.85 482.16 1641.44 818.16 1712.7 1571.75 912.161 575.852 1484.56 660.308
internal_count=2869140 2756899 2595381 535782 348831 2059599 686395 1373204 523218 194325 1305310 736660 568650 161518 186951 163177 154506 27342 483007 112241 52806 40761 153441 60566 34486 59435 42757 16678 115867 93971 29447 92875 67894 118202 109432 100354 33510 103327 46962
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=8 1 14 2 29624860 17318624 1064972 12657676 2627808 2 2 8471626 340490 29360644 1 2 2726025 1 2 6293920 1 12626438 9783808 897 2 8408384 1 3934592 224
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=32
split_feature=9 3 8 0 2 1 4 1 2 5 3 1 1 13 1 2 2 3 2 4 2 2 3 2 1 2 2 1 1 2 2 1 1 3 1 2 2 0 2
split_gain=20.7465 19.7059 18.9338 18.2738 23.1327 19.7237 30.4803 29.9687 28.9979 13.1277 19.7075 19.1595 13.1235 11.826 23.6982 10.4467 10.1796 9.99517 19.1366 12.5858 9.87403 9.13931 8.96182 8.4705 8.14994 15.8895 10.8953 7.61891 7.57131 35.7399 7.88714 7.07486 6.07243 5.99309 18.0728 39.028 15.4491 10.0675 17.5735
threshold=0 8.5000000000000018 1 1.0000000180025095e-35 2 3 4 5 6 7 3.5000000000000004 8 9 10 11 12 13 1.0000000180025095e-35 14 15 16 17 1.0000000180025095e-35 18 19 20 21 22 23 24 25 26 27 2.5000000000000004 28 29 30 9.5000000000000018 31
decision_type=1 2 1 2 9 1 1 1 9 1 2 1 1 9 1 9 9 2 9 1 9 9 2 9 1 9 9 1 1 9 9 1 1 2 1 9 9 2 9
left_child=2 3 12 4 5 -2 7 -7 -8 28 11 -11 15 33 -15 -1 -3 18 -14 23 -16 -12 -17 -19 26 -26 -21 -18 29 -6 -30 -25 -4 34 35 -5 -36 -35 -39
right_child=1 16 32 13 9 6 8 -9 -10 10 21 -13 17 14 20 22 27 19 -20 24 -22 -23 -24 31 25 -27 -28 -29 30 -31 -32 -33 -34 37 36 -37 -38 38 -40
leaf_value=0.0076606541795339921 0.0040985731559263598 -0.0042546007188526162 0.046050812098291566 0.0078583264019283332 0.033652469998596023 -0.0075154181968765735 0.0010643612896818922 -0.034190629970920892 -0.023791083980730807 0.00056713443256748862 0.02758353329435366 -0.024829940862198398 0.023839453875002348 -0.009597914066729836 -0.00084389283364355811 0.0010820430737660655 0.030168954354254564 -0.021617971841459527 0.0011668620442109334 -0.0013321384490325133 0.057791178399677706 -0.0036090563048345558 -0.016062602518742062 0.0073014755510513998 -0.014250139898985426 0.021371729402591855 0.021233118240783971 0.0070298768421791571 0.0017612103074615033 -0.0010899264324176819 -0.0059457567192225487 -0.0061257184770244317 0.001730498524327842 0.0015359748882757774 0.0047387051269241632 -0.013849991297595827 -0.0034041419591557399 0.031944449065983017 -0.0093817747325915871
leaf_weight=529.21338484098669 848.3957956735976 219.69277267344296 109.56821395736188 1168.6687642754987 340.56710394006222 873.81668173777871 1925.7066212770296 938.1878935577115 571.79076084122062 452.6339709549211 140.35274019883946 731.76427508611232 794.34346077335067 118.92345279827714 32.016496774274856 481.22643696854357 313.48579420999158 161.92975555476733 744.89317115989979 265.74583350436296 99.223827586043626 155.39406135235913 666.52367296308512 702.2519636771176 295.40367878548568 158.99567974312231 724.34397286083549 389.55037442408502 3660.2495478136698 1264.744626828935 2009.3821950488491 790.88772935129236 72.678140569478273 7260.9189745018957 5398.7553750997176 2553.5912349471473 4005.2532786026131 244.27823987905867 127.86766905686818
leaf_count=31891 38433 14299 4948 61288 22045 63439 110576 107213 39432 26961 8657 46981 50031 6628 1902 34827 22850 8584 47813 17302 5811 7136 46195 47599 22582 10872 46996 31031 264346 103638 152325 53689 3651 510498 371400 168316 227173 16714 8289
internal_value=0 -0.000958857 0.00516587 -0.00135292 -0.00416206 -0.00945274 -0.0122027 -0.022048 -0.00481225 -0.000977495 -0.00947849 -0.0153026 0.00411169 0.000496382 0.0209156 -0.00330483 0.0132032 0.00685348 0.01345 0.00340619 0.0448792 0.0121861 -0.00870117 -0.00239489 0.0101699 -0.000458471 0.0150687 0.0188201 0.000741517 0.00673729 -0.000940203 1.94048e-05 0.0347838 0.000206059 -0.00107333 -0.00694346 0.0012391 0.00244091 0.0179194
internal_weight=0 35845.2 6498.01 34922.5 13913 5157.9 4309.5 1812 2497.5 8755.09 1480.15 1184.4 6315.76 21009.5 250.164 1676.96 922.729 4638.8 1539.24 3099.56 131.24 295.747 1147.75 1655.07 1444.49 454.399 990.09 703.036 7274.94 1605.31 5669.63 1493.14 182.246 20759.3 13126.3 3722.26 9404.01 7633.06 372.146
internal_count=2864361 2437381 426980 2369201 991182 359093 320660 170652 150008 632089 89735 73942 418381 1378019 14341 112913 68180 305468 97844 207624 7713 15793 81022 109872 97752 33454 64298 53881 542354 125683 416671 101288 8599 1363678 828177 229604 598573 535501 25003
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=12 1 16277799 768 2 224 24834 2 928 67 1 896 12866944 13394971 7607838 2 7090945 263744 65674 60 4720485 15215765 92 513 68744 266448 788 218 54 6562560 13211868 2640190
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=27
split_feature=7 1 11 5 2 0 1 2 1 6 0 2 3 2 3 1 2 2 2 0 0 1 2 2 2 1 1 3 2 2 9 1 0 3 1 1 3 3 0
split_gain=20.3875 18.1583 19.436 17.1449 57.5111 34.9404 29.3889 23.7258 21.8343 22.5022 21.7528 14.0695 12.0142 10.5396 10.4365 10.2493 40.1209 17.2263 9.53597 7.76347 9.91593 14.0471 19.1325 9.09808 7.13812 7.08803 5.83333 5.74371 4.9231 4.57071 4.46847 3.9695 3.67638 3.4686 3.03315 2.75967 2.57222 2.49284 2.70875
threshold=0 1 2 3 4 9.5000000000000018 5 6 7 8 1.5000000000000002 9 4.5000000000000009 10 1.5000000000000002 11 12 13 14 9.5000000000000018 1.5000000000000002 15 16 17 18 19 20 5.5000000000000009 21 22 23 24 10.500000000000002 1.0000000180025095e-35 25 26 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009
decision_type=1 1 1 1 9 2 1 9 1 1 2 9 2 9 2 1 9 9 9 2 2 1 9 9 9 1 1 2 9 9 1 1 2 2 1 1 2 2 2
left_child=1 13 3 7 10 6 -6 15 18 -10 12 26 -5 33 -7 16 -3 -17 -9 20 21 22 -2 -21 -23 -12 32 -15 37 35 -24 -31 36 -1 -25 -13 -4 38 -22
right_child=19 2 11 4 5 14 -8 8 9 -11 25 29 -14 27 -16 17 -18 -19 -20 23 28 24 30 34 -26 -27 -28 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0079195335684781511 0.015209810514752897 0.036172414540493816 0 -0.030173510537773986 -0.019394481950432155 -0.04269003613159026 0.0036541611958492721 -0.0076178469842857442 -0.0075272134195734702 0.0021586829353420147 0.001654873438587156 0.0065566704760173719 -0.0013055415679050196 0.015081562099381185 -0.0020942549623459159 -0.0023008578303766124 0.0015578133286856619 0.0048295467872894295 -0.031725316211559877 0.033087229098068931 -0.005758292000073789 0.03102129282746351 0.0012383852457478865 0.017536677426573961 0.0095218252125099101 -0.015389539911514672 0.0030267615572073794 -0.0073286823783383932 -0.0044827259778246753 -0.00050384039778040798 -0.01914022154209109 0.011830979187351027 0.013383701819532079 -0.0080470154043072988 -0.0039643140721625754 0.029347648615487793 -0.023196063167367092 0.015411631089654884 0.012907998437247376
leaf_weight=160.25066632602829 440.52251781127416 379.57820377871394 48.086286426056176 1238.8494156302186 575.48824234551284 214.74911626067478 5306.1901348300162 435.36445297847968 4884.8027074708953 4596.1169034356717 491.10694819275523 168.80236260010861 190.57777828420512 1302.4327813308919 111.64238921797369 7471.516637739609 1800.7552618058398 6099.7741705848021 356.2843314743368 202.37959489878267 185.00977881392464 327.90517256327439 119.52642952802125 51.942679443396628 495.26300355483545 390.55883041786728 372.22030690923566 88.754593732417561 1034.5224212461617 303.57114415848628 307.21212018677033 894.7664990182966 7.7808058480732134 383.79206865676679 160.75954318162985 244.45319607062265 203.9050164881628 195.17038827878423 89.786736542358994
leaf_count=9450 29206 23974 3366 114829 29893 17151 332989 27129 317180 286441 31715 10824 13433 82718 8158 597250 151919 356973 21036 11579 9216 22270 8329 3274 32431 27891 24915 6175 67780 20581 22064 61510 457 24009 9453 15875 14494 11287 4895
internal_value=0 -0.000666037 -0.00117338 -0.00176884 -0.00565752 -0.000551565 0.00123463 -0.000479303 -0.00421834 -0.00280524 -0.0189787 0.00775987 -0.0266362 0.00865811 -0.0309912 0.00194496 0.00826214 0.000886719 -0.0198323 0.00716148 0.00525025 0.0104451 0.000948453 0.0198529 0.0194743 -0.00597498 -0.00440549 0.0132232 -0.000481221 0.0126564 -0.0131726 0.00854864 -0.0150386 -0.00260785 0.00204389 0.0221003 -0.0188438 0.00740903 2.66339e-05
internal_weight=0 38722.2 36786.9 34543.4 8519.16 6208.07 5881.68 26024.2 10272.6 9480.92 2311.09 2243.59 1429.43 1935.23 326.392 15751.6 2180.33 13571.3 791.649 3610 3194.92 1690.43 867.261 415.082 823.168 881.666 631.992 1391.19 1504.49 1611.59 426.739 1198.34 259.772 544.043 212.702 413.256 251.991 469.967 274.797
internal_count=2864119 2632335 2509983 2357961 576059 388191 362882 1781902 651786 603621 187868 152022 128262 122352 25309 1130116 175893 954223 48165 231784 207478 114300 59599 24306 54701 59606 43232 88893 93178 108790 30393 82091 18317 33459 12727 26699 17860 25398 14111
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 512 1 2 8930381 3 8698973 3 2 4469269 4010753 1 2061 2073 16859426 71 4288104 9716058 2170255 405 160 12414986 8389704 8 289 708 193
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=30
split_feature=8 0 2 13 1 1 2 2 2 9 2 1 3 2 2 4 1 5 3 2 9 0 3 4 4 1 1 3 3 2 3 9 2 13 2 5 0 2 2
split_gain=17.6329 17.7594 16.8449 14.5729 13.8219 13.6206 13.3092 12.794 12.1612 10.9133 26.8739 16.9124 14.6465 30.3361 23.09 10.3139 12.3778 10.0412 9.52911 9.24989 13.5553 16.2252 8.76356 8.69903 7.34308 8.32066 7.03278 6.58206 12.2932 6.56625 6.31107 5.73837 5.56805 4.9122 4.76527 6.27955 4.66808 4.64325 4.19973
threshold=0 3.5000000000000004 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 13 14 15 6.5000000000000009 16 17 9.5000000000000018 4.5000000000000009 18 19 20 21 1.0000000180025095e-35 1.5000000000000002 22 6.5000000000000009 23 24 25 26 27 2.5000000000000004 28 29
decision_type=1 2 9 9 1 1 9 9 9 1 9 1 2 9 9 1 1 1 2 9 1 2 2 1 1 1 1 2 2 9 2 1 9 9 9 1 2 9 9
left_child=1 2 24 5 7 8 18 -4 15 12 11 -11 13 -6 -14 38 -17 -12 33 23 21 -21 37 31 25 -1 -25 32 -29 -22 36 -7 -10 -2 35 -9 -26 -5 -3
right_child=6 3 4 22 9 19 -8 34 27 10 17 -13 14 -15 -16 16 -18 -19 -20 20 29 -23 -24 26 30 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.020664721306072449 0.026217347603803422 -0.0074063921124589236 -0.030544852560931202 0.057486392454169567 0.00056255199549325717 0.0057429818751436471 -0.0081561563340597446 0.01061760460609347 0.020897955509934504 -0.0044655991229404805 0.0012167502578042605 0.014733020019612296 0.0077131272598597693 -0.0091320930600636979 -0.0031554075052379737 -0.0031187924525167177 0.035398194520598544 -0.0064201880078639867 -0.011852881224765154 0.0092921666420003515 -0.013957673367331778 0.031054693424889743 -0.002045129259453808 0.029722958584610694 -0.042903115563049266 -0.016755603345944284 -0.00094697471870430728 -0.020601686781874368 -0.0018860339468489157 0.0044665000506626728 0 -0.0090101625591310543 -0.0018227456228569736 -0.0097948927267620164 -0.009664240759764315 -0.021975435136051262 0 0 0.0061002907200639854
leaf_weight=51.068528435367625 586.80125366768334 336.57417505467311 236.95485311560333 55.811547182034701 6641.3082321266411 343.36555819679052 174.33081650885288 276.0701310132863 91.796759160119109 542.09069516451564 6336.5460274627549 2084.201471032924 3304.9062687248224 6140.2289600920631 4627.6955134588061 111.06797621818259 179.86803257057909 2314.5867297518416 51.625971705187112 1719.3967649210244 217.082157165627 444.13242153741885 27.725315303076059 117.56186860695016 174.62307363608852 123.16988502559252 112.77287224447355 585.54572680284036 927.10885761736427 740.8962146830745 39.677176532102749 732.59916898387019 488.94956763321534 13.031396750127895 774.08926742663607 40.35893530206522 19.091649175737984 21.759524295572191 539.33531080617104
leaf_count=3872 29698 24019 18889 3151 523613 22320 12228 18799 5248 34828 448235 122506 199153 360660 334494 7215 10802 153270 3043 117716 15863 26376 1771 8144 28812 15594 7338 40003 62025 47989 2123 50020 26732 665 43642 3196 1685 1421 27014
internal_value=0 -0.000322159 -0.00132352 0.00396147 -0.00105344 0.0033323 0.0141785 -0.0109132 -0.00149669 -0.000621834 0.00186353 0.0106502 -0.00199038 -0.00408849 0.00135272 0.00642737 0.0218479 -0.000806131 0.0205101 0.00692919 0.00986217 0.0141953 0.0367575 0 -0.0206327 -0.00270323 0.0162811 -0.00609181 -0.00958505 0 -0.0318299 -0.0040323 0.00243987 0.0245294 -0.00545236 0.00393785 -0.0384049 0.0501176 0.000491283
internal_weight=0 41520 33726.7 7793.35 33319 7688.05 825.789 1327.47 3260.25 31991.6 11277.4 2626.29 20714.1 12781.5 7932.6 1166.85 290.936 8651.13 651.459 4427.81 3121.51 2163.53 105.296 1306.3 407.63 174.238 230.335 2093.4 1512.65 957.978 233.392 1075.96 580.746 599.833 1090.52 316.429 193.715 77.5711 875.909
internal_count=2864172 2818538 2313371 505167 2261285 498824 45634 84526 203058 2176759 758839 157334 1417920 884273 533647 69050 18017 601505 33406 295766 207944 144092 6343 87822 52086 19466 15482 134008 102028 63852 32620 72340 31980 30363 65637 21995 30497 4572 51033
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=1 18350085 1 2 114 10814758 10491042 5534504 1 6632960 257 367640 8438498 2 64 2 5621506 9 2 2 897 13 532556 6 8979462 1 4218944 2 8915354 25344
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=28
split_feature=0 8 2 13 1 3 2 1 1 2 12 2 5 6 2 2 0 0 2 3 2 4 1 1 2 7 2 9 1 1 0 0 2 3 9 3 0 10 3
split_gain=15.8448 15.3741 13.4705 12.4616 13.0992 11.8193 25.3979 21.5085 20.4145 20.114 23.4354 19.8869 14.759 12.5929 11.4077 9.12341 11.2154 10.5677 8.02661 8.60945 7.89414 7.61216 7.90467 6.41301 6.3849 8.58955 9.4145 7.39843 8.48438 7.30144 15.0004 13.9753 5.77695 5.76311 5.63807 5.52942 4.96258 4.27657 7.73221
threshold=3.5000000000000004 0 1 2 3 5.5000000000000009 4 5 6 7 8 9 10 11 12 13 42.500000000000007 10.500000000000002 14 5.5000000000000009 15 16 17 18 19 20 21 22 23 24 20.500000000000004 14.500000000000002 25 5.5000000000000009 26 17.500000000000004 7.5000000000000009 27 1.5000000000000002
decision_type=2 1 9 9 1 2 9 1 1 9 1 9 1 1 9 9 2 2 9 2 9 1 1 1 9 1 9 1 1 1 2 2 9 2 1 2 2 1 2
left_child=1 2 21 4 15 8 35 -8 11 10 -10 34 -11 -13 -9 16 37 -17 19 -5 -3 22 -1 -22 27 29 36 28 -6 31 -31 -26 -19 -25 -4 -7 -27 38 -2
right_child=3 20 5 18 24 6 7 14 9 12 -12 13 -14 -15 -16 17 -18 32 -20 -21 23 -23 -24 33 25 26 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.016065708999126689 -0.020032886822449317 -0.010611515513590382 -0.0066226230854602511 0.064231128566172829 0.0090203198747810069 -0.013514598855062433 -0.0024875281792474113 0.026910019565571333 -0.0076466025468092365 0.0011920515345642344 0.0082157994503790476 0.0020318191081791035 -0.0076616364408188496 0.014324111567011215 0.008813446143083636 0.0075206620972835779 0.02843967138145009 -0.016033484712877178 0 -0.0028367818277125639 -0.0058641722793950487 -0.032989801605453277 -0.019181882493236289 0.026553652120797001 -0.011437759008660623 0.010610885197192266 -0.0081421783194348049 0 0.03486979566292165 0.0075293454675686988 -0.023380359310121362 0.025888608317954392 0.0036821878135825771 -0.00099260568035874062 0.0033949994045918081 0.018272482145963633 0.043790553253158525 0 -0.001663400060716748
leaf_weight=76.182153542817105 583.69683586718747 75.610539064393379 1643.7525124502135 55.172973375767469 435.48472017876338 732.13994162064046 1004.3133262214251 586.71799198072404 9910.4544220982934 10822.037165430665 985.31441997922957 1706.6750266765011 2244.4149276498938 1755.3910011064727 1163.6707489896799 1433.8868593254592 49.664439839427359 330.27222649275791 45.070232438389212 11.004015499725936 66.278973040403798 183.15594188787509 95.951128630491439 429.14100454701111 627.48781247914303 155.41707639978267 68.929211254231632 304.82264889590442 229.24256680556573 2398.5345517415553 134.98570575518534 85.912321838026401 197.64926483528689 63.813610522309318 771.12896346440539 25.590588011080399 105.92748092720285 312.15372117102379 436.17250863241497
leaf_count=6879 40703 5933 80891 3266 34456 49720 80008 44195 693268 743703 61224 117947 141563 122094 86738 81011 3374 18153 2734 720 3687 30282 12607 21873 41285 8656 4391 22745 16388 155924 8056 5298 11066 4096 39066 1818 5268 22119 30921
internal_value=0 -0.000962593 -0.00126671 0.00397055 0.00338758 -0.00103803 0.00440135 0.00890103 -0.00169248 -0.00299383 -0.00616043 0.00355009 -0.000319656 0.00839583 0.0155125 -0.00128979 -0.00746417 0.00297117 0.0336928 0.0476039 0.0140615 -0.0196646 -0.00218297 0.018149 0.0068664 0.00468356 0.0195209 0.0141183 0.0198339 0.00293217 0.0054897 -0.00560045 -0.00853469 0.0221384 -0.00329836 -0.0112622 0.027277 -0.00967484 -0.0127345
internal_weight=0 34341.7 33706.9 8001.49 7890.24 33351.6 3512.43 2754.7 29839.2 23962.2 10895.8 5876.95 13066.5 3462.07 1750.39 3343.5 1381.69 1961.81 111.247 66.177 634.844 355.289 172.133 559.234 4546.74 3577.19 330.274 969.55 664.727 3246.92 2533.52 713.4 527.921 492.955 2414.88 757.731 261.345 1332.02 1019.87
internal_count=2864126 2347592 2312003 516534 509814 2262235 262479 210941 1999756 1639758 754492 359998 885266 240041 130933 207347 97117 110230 6720 3986 35589 49768 19486 29656 302467 228878 18315 73589 50844 210563 163980 46583 29219 25969 119957 51538 13924 93743 71624
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1572868 1 114 10589211 897 768 8415651 1 19141416 2 2 2656 2622679 8915338 5800017 2 913 513 11010093 1 280914 9 384 12 8391424 1 1
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=34
split_feature=1 9 3 3 4 2 2 2 1 2 12 4 2 1 13 0 4 2 1 4 2 1 2 2 1 2 4 1 2 0 1 1 2 0 2 5 1 1 2
split_gain=15.7202 13.9035 13.8621 10.5734 13.062 14.7023 12.952 12.3048 11.8617 10.4701 28.9484 18.9643 49.8193 20.377 10.5501 10.1068 9.82081 13.847 9.06616 21.2327 15.6867 9.03935 8.41913 6.5364 6.109 5.84186 7.4543 6.12491 5.77233 5.75327 5.68406 5.47134 5.44264 5.364 5.24931 5.0741 5.0337 4.67827 4.63649
threshold=0 1 8.5000000000000018 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 12 6.5000000000000009 13 14 15 16 17 18 19 20 21 22 23 24 25 23.500000000000004 26 27 28 4.5000000000000009 29 30 31 32 33
decision_type=1 1 2 2 1 9 9 9 1 9 1 1 9 1 9 2 1 9 1 1 9 1 9 9 1 9 1 1 9 2 1 1 9 2 9 1 1 1 9
left_child=16 3 9 6 7 -6 35 36 34 14 11 13 -13 -11 18 24 17 -1 19 -3 -20 -16 30 -18 -8 26 -12 -27 -23 37 -4 38 -10 -25 -7 -2 -5 -9 -24
right_child=1 2 22 4 5 8 15 29 32 10 25 12 -14 -15 21 -17 23 -19 20 -21 -22 28 31 33 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0029835804858266597 0.023846200580752382 0.0048219371979564664 0.033105121080220186 0.00039187970776700546 0.0177057558540052 0.017509396182029874 0.0075374768231341932 -0.0061951423429746268 -0.019187065061648297 -0.0016497116393560268 -0.0045255175327803595 -0.018997739315059388 0.0055231672165874032 -0.012730706888098735 -0.0082355033944595743 0.024139558375012828 0.010925983563174636 -0.028715054166591591 0.0050372070992349919 -0.0073504535101176121 -0.0038822503714078284 0.045161509547455771 0.019660937099640539 -0.01183366210777032 -0.0056512715785674078 -0.0063400336862575457 0.013743959192539984 0.018324616199822234 -0.0014851146233121008 -0.021489146654456462 0.0074470740773423961 -0.0082272276454784556 0 0.023421746342016974 -0.0008334930969483411 -0.0082702773567372104 -0.023265438043010348 0.0051567368896536054 -0.0087420644831322468
leaf_weight=467.51058415637817 646.6863090035622 8119.1169522091513 192.12881219340488 93.911630365299061 792.52235594624653 340.11715307587292 685.1131757593248 458.48318118427414 260.95206039556069 3028.7980770094437 498.77610056876438 1018.0754721883568 3776.1443979917094 3893.1477770478814 40.98609711509198 198.93583758571185 261.41109024244361 424.24210235336795 2598.0937071720837 1694.9564133733511 7606.5402226069709 91.093973383540288 160.28172606381122 390.65648322895868 627.98797985049896 81.260908754193224 343.40108891390264 727.29061939794337 24.397155213635415 83.016327503602952 272.98387475172058 243.9563014744781 327.5319088291144 15.190730181755496 217.15373616036959 24.301907927147113 337.80349068908254 1202.5672593730269 40.704351208172739
leaf_count=27289 42098 584419 13757 4806 51067 22483 39833 31676 19822 157088 29779 81725 230215 291311 2663 9587 18048 35403 153239 115395 557401 5652 11515 19546 44076 5150 24039 46568 1269 5107 21815 15810 22695 1063 14784 1380 20076 81654 2971
internal_value=0 0.00043136 -0.000351971 0.00473957 0.00164834 0.00760935 0.0103498 -0.00355724 0 -0.00069557 -0.00286626 -0.00463626 0.00014016 -0.00797394 0.000730934 0.00464999 -0.00967547 -0.0164306 0.000494703 0.0026705 -0.00157128 0.0244416 0.0116073 -3.76449e-05 0.00103532 0.00935935 0.00276478 0.0153102 0.0355311 0.000162995 0.0204221 0.000610445 -0.00939471 -0.00811816 0.0102822 0.0216421 -0.0178864 0.00178553 0.0121675
internal_weight=0 40749.2 34452.1 6297.08 4114.06 1938.28 2183.03 2175.78 1145.75 33542.1 13366.9 11716.2 4794.22 6921.95 20175.2 1512.04 1559.01 891.753 20018.7 9814.07 10204.6 156.477 910.055 667.258 1313.1 1650.73 842.177 808.552 115.491 1744.07 465.113 444.942 588.484 405.847 557.271 670.988 431.715 1661.05 200.986
internal_count=2864274 2762925 2351781 411144 274170 130851 136974 143319 79784 2285913 865875 760339 311940 448399 1420038 93496 101349 62692 1410454 699814 710640 9584 65868 38657 83909 105536 53818 51718 6921 118437 35572 30296 42517 20609 37267 43478 24882 113330 14486
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
cat_threshold=2 12 2 4542850 7341838 622986 60 15046744 1 2 525349 896 1 2 289428 833 2 10752000 776 2104036 4539466 944 770 2 32 8390744 88 404 2098764 1640 2 768 41 786714
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=25
split_feature=11 2 7 1 4 2 0 3 2 2 0 6 3 2 2 0 1 0 3 3 2 5 0 12 2 1 0 1 1 3 1 2 3 2 2 0 9 2 3
split_gain=15.0794 13.4041 13.2968 14.4442 35.3564 23.1734 19.5506 14.6508 35.3922 29.0998 14.9151 16.2548 16.0762 12.074 11.7426 10.2581 9.44651 8.32524 8.32379 8.20677 18.8238 8.10295 7.97136 7.47903 7.43163 7.77384 7.55165 8.99575 7.29071 7.20086 6.41523 4.65709 4.53985 7.67949 5.28558 4.10076 4.87054 3.99118 3.78522
threshold=0 1 2 3 4 5 1.0000000180025095e-35 1.0000000180025095e-35 6 7 17.500000000000004 8 1.5000000000000002 9 10 2.5000000000000004 11 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 12 13 1.0000000180025095e-35 14 15 16 10.500000000000002 17 18 6.5000000000000009 19 20 1.0000000180025095e-35 21 22 1.5000000000000002 23 24 1.5000000000000002
decision_type=1 9 1 1 1 9 2 2 9 9 2 1 2 9 9 2 1 2 2 2 9 1 2 1 9 1 2 1 1 2 1 9 2 9 9 2 1 9 2
left_child=2 -2 3 4 5 19 29 8 15 17 11 -11 -12 28 38 23 -15 -9 -8 20 -1 -16 -23 -5 25 -4 35 -28 -10 -7 -21 -29 34 -34 -3 36 -26 -38 -6
right_child=1 32 24 7 14 6 18 9 13 10 12 -13 -14 16 21 -17 -18 -19 -20 30 -22 22 -24 -25 26 -27 27 31 -30 -31 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=-0.0052770264573717201 0.019517552423221507 0 0.027180451647997851 -0.010787952838205652 -0.0084983887980132518 -0.032775493357372613 -0.01506786030765369 -0.025485958832491565 -0.0014031001237680128 -0.0036940493028696925 -0.037350693437481923 0.002203476910532143 0.0016556559836732956 0.009185194344230015 0.0043414980499615159 0.0039188777775167934 0.00091416756013434897 0 0.0030526230685455134 0 0.022626892131720439 -0.016302623458268294 0.0010618923205763674 0.007113563705511014 -0.0057580341251240105 -0.00054584276298416071 -0.0053714055747754418 0 0.02392560590618055 0.011632355149057657 -0.020452996401875551 0.033269826945987936 -0.010314327470906624 0.0047866126177895617 0.023432088750205526 -0.002342938196661753 0.012745663078952108 2.1731581409552148e-05 0.018836422668560983
leaf_weight=928.82254297449253 642.26266115589533 156.28750891168602 256.93470662599429 2121.5982294863788 23.421378106460907 779.24982642719988 868.08812187571311 614.95920894059236 115.49850760318805 8473.5677479205187 199.38807963265572 10308.844703197363 165.55805084842723 3252.6338208178058 1570.5773234136868 788.73823541007005 2559.5284913370269 131.51636334211798 305.71431455085985 309.8877069161972 280.278273802076 459.0317201379803 503.7109070608858 220.19193569099298 264.60856772959232 129.20410751836607 96.240081300027668 42.946515112416819 589.911167146347 13.870001582312396 350.51716987113468 182.57153344689868 431.02087450691033 1130.0665035026614 165.95271743659396 1283.975411400781 696.54702800174709 453.0183540112921 471.48594299901742
leaf_count=63828 42329 9720 16861 119963 1258 94816 63309 55769 6433 555631 12706 691463 11262 209492 88224 54703 227805 10282 19973 20990 18526 26655 30787 11670 18477 7911 5446 2758 32869 1062 20789 9805 29666 77301 10842 77987 45537 32188 28135
internal_value=0 0.00742072 -0.000502967 -0.00107027 -0.00518884 -0.0115514 -0.0190444 -9.70155e-05 0.00308425 -0.00165729 -0.000863861 -0.000442856 -0.0201142 0.00728512 0.00279095 -0.00555839 0.00562525 -0.0205275 -0.0101407 -0.00321644 0.00148043 0 -0.0071577 -0.00890955 0.00542995 0.0180187 0.00349001 0.0173787 0.0195233 -0.0312388 -0.0119875 0.0269093 0.00278072 0.000278044 0.0130758 0.00156369 0.00529337 0.00815297 0.0162499
internal_weight=0 2525.59 39812.6 36406.6 6864.66 3836.43 1966.92 29541.9 9648.1 19893.8 19147.4 18782.4 364.946 6517.57 3028.23 3130.53 5812.16 746.476 1173.8 1869.51 1209.1 2533.32 962.743 2341.79 3406.05 386.139 3019.91 321.758 705.41 793.12 660.405 225.518 1883.33 1561.09 322.24 2698.15 1414.17 1149.57 494.907
internal_count=2865228 169858 2695370 2478400 478352 303293 179160 2000048 662935 1337113 1271062 1247094 23968 476599 175059 186336 437297 66051 83282 124133 82354 145666 57442 131633 216970 24772 192198 18009 39302 95878 41779 12563 127529 106967 20562 174189 96202 77725 29393
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 83010 1 14 2 29690396 20464352 1064972 2 12624908 336394 960 264208 2 1 7405580 316 802 256 8 537984 4988948 13634084 2 12128
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=31
split_feature=0 1 2 12 5 2 2 1 9 3 1 2 2 10 2 12 5 1 3 3 2 5 2 2 0 2 3 1 0 6 1 2 1 13 2 2 4 3 2
split_gain=12.7653 12.2094 59.6705 25.0098 25.2212 17.3731 15.0517 19.9887 18.1345 14.6816 21.4391 14.1038 13.884 12.3844 11.9225 11.5688 11.0519 10.9518 10.5098 32.5343 41.5945 20.517 16.3804 11.6824 11.3383 8.81047 24.9403 8.19164 8.84633 7.83231 7.66933 7.13846 6.85766 7.54575 6.83081 6.61583 6.56949 20.4804 6.53322
threshold=3.5000000000000004 0 1 2 3 4 5 6 7 6.5000000000000009 8 9 10 11 12 13 14 15 1.0000000180025095e-35 1.5000000000000002 16 17 18 19 20.500000000000004 20 1.5000000000000002 21 10.500000000000002 22 23 24 25 26 27 28 29 1.0000000180025095e-35 30
decision_type=2 1 9 1 1 9 9 1 1 2 1 9 9 1 9 1 1 1 2 2 9 1 9 9 2 9 2 1 2 1 1 9 1 9 9 9 1 2 9
left_child=1 2 3 4 25 36 7 -3 -9 10 29 15 -11 -13 -6 -12 -10 -14 22 20 21 32 -2 -21 30 26 -1 28 -24 31 -22 -8 -20 -34 -18 -32 37 -4 -5
right_child=18 6 5 38 14 -7 9 8 16 12 11 13 17 -15 -16 -17 34 -19 19 23 24 -23 27 -25 -26 -27 -28 -29 -30 -31 35 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.03339415390751644 0.026087221566555532 0.011885773180327922 -0.0044162660946855002 0.0038928002695882593 0.0074885700880113126 -0.033697545215275633 0.011401751976798316 0.0113116069382994 -0.0070428513901176788 -2.8660798151956528e-05 -0.012541293419307121 -0.0032968368071910462 0.02730546495595448 0.0066664558176948155 -0.028610032160030632 0.0055349837744409318 0.020946472754252002 0.0017747929279434218 0.0077937709915725491 0.013698353819324298 0.021055036868389519 -0.049578649325406947 0.0066744179056582812 0.0020692657922908842 -0.0193943173500799 0.0070943157276817034 -0.016109904252606996 -7.0049750192960941e-05 0.035624385916020407 0.0076748249710337701 -0.015730956468765388 -0.0024293795674126184 -0.023618038871397157 0.027062479992211411 -0.00085618523154336497 0.005660660328299952 -0.00033797667620190803 -0.036519773523575771 -0.028444982382079688
leaf_weight=432.7477641000296 431.7514983676374 2195.8852263573208 586.76024046970997 56.946319033275358 107.53047131787753 572.69663512497209 407.1354272197932 999.02412811666727 2347.4614108423702 1027.7980806054547 2496.2572695550043 12642.713829969114 429.05872955452651 1338.5900335321203 219.72415217407979 369.39988350152271 208.95865211536875 324.90197207301389 94.010394510114565 1374.6797844398534 220.33419295703061 272.65044982556719 596.57941440632567 2485.016278839903 176.36702488525771 1500.2182632985059 101.72362870315555 1221.0381446006941 119.01412758114748 2494.3330671365256 144.37499635934364 2206.4526048655389 279.40573862369638 2.2539125082548699 283.59414327482227 609.8755614181282 403.03933174628764 301.3809696562821 233.08921299409121
leaf_count=27964 31108 127590 48925 3611 7787 39008 24967 55959 138005 78183 180182 914034 30398 99220 14994 22506 12837 26379 5241 95764 14524 29186 36203 163856 10769 123933 6313 66547 6019 160744 8274 137168 14572 170 16220 36460 19594 18214 10705
internal_value=0 -0.000814282 -0.00563609 0.0039158 0.00749678 -0.0191811 -6.59759e-05 0.0043658 0 -0.0012108 -0.00193377 -0.00366129 0.00740987 -0.00230765 -0.0168673 -0.0100397 -0.00409941 0.0173252 0.00360847 0.00118928 -0.00975137 -0.0291946 0.00917657 0.00640248 0.0016435 0.0117489 0.0226835 0.00475671 0.0129575 0.00369362 0.00623111 -2.24539e-05 -0.0118082 -0.019072 0.00887518 0.00060224 -0.011698 -0.0164743 -0.0221557
internal_weight=0 34287.4 4515.86 2651.98 2361.94 1863.88 29771.6 6034.92 3839.04 23736.6 21954.9 16847 1781.76 13981.3 327.255 2865.66 2840.01 753.961 8027.35 5658.97 1799.27 648.32 2368.38 3859.7 1150.95 2034.69 534.471 1936.63 715.594 5107.92 974.585 2613.59 375.67 281.66 492.553 754.251 1291.18 888.141 290.036
internal_count=2864133 2345440 321048 195307 180991 125741 2024392 350611 223021 1673781 1538821 1215942 134960 1013254 22781 202688 167062 56777 518693 378816 119196 49169 139877 259620 70027 158210 34277 108769 42222 322879 59258 162135 19983 14742 29057 44734 86733 67139 14316
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=3 4319325 1 2 17041152 14946816 56 10 768 1638573 607507 1 4294724 1 2 120 590662 2 8987918 2126158 26636 649 2 259 8384 263 1 2363392 11558912 2 10316
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=31
split_feature=8 10 2 5 2 3 2 1 4 6 3 1 1 2 6 1 3 6 1 2 0 5 3 3 0 1 2 2 4 2 2 2 9 1 3 1 2 2 6
split_gain=11.798 12.0694 15.8418 14.4796 34.7042 28.4376 46.2116 35.0303 22.8796 18.9065 14.5865 17.5273 14.0788 13.1714 31.8103 30.1974 33.1811 20.6878 18.9642 17.2028 14.408 12.5104 12.1682 10.9466 10.8242 11.3117 10.6518 10.6163 9.95547 9.83647 9.78888 8.21908 7.99336 7.68054 7.65046 7.2577 6.78209 5.84055 5.47067
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 8 5.5000000000000009 9 10 11 12 13 1.5000000000000002 14 15 16 19.500000000000004 17 1.5000000000000002 1.0000000180025095e-35 10.500000000000002 18 19 20 21 22 23 24 25 26 3.5000000000000004 27 28 29 30
decision_type=1 1 9 1 9 2 9 1 1 1 2 1 1 9 1 1 2 1 1 9 2 1 2 2 2 1 9 9 1 9 9 9 1 1 2 1 9 9 1
left_child=1 3 22 13 10 7 8 9 -7 -6 12 -12 26 14 24 16 -16 27 19 -19 -17 -4 36 -14 25 -1 -5 -15 -29 38 34 -20 -24 -8 -2 -26 -3 -13 -23
right_child=30 2 21 4 5 6 33 -9 -10 -11 11 37 23 17 15 20 -18 18 31 -21 -22 29 32 -25 35 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.024930387489782532 0.022685932535648906 0.0033571398253724304 -0.0023257960745755178 -0.013116874388786587 -0.018575748827017888 0 0.0052737915881085062 -0.031530449261983076 0.043780643609279919 0.01321544110899507 -0.021979181566942039 0.028997140672733082 0.0055427758551216287 -0.010851286230219538 -0.026969496408657031 0.004555346500289199 0.0035904276897747844 0.016172134347554708 0.00091939022338087333 0.00083854676020628433 -0.039232009514527072 0.030712787780216411 -0.010304536431425154 -0.020525579356040415 -0.0065701011710593994 0.0064572982080844353 0.011029168545699802 -0.004356088921644889 0.0050492275998367869 -0.0070078053971780255 -0.0082347558756790933 -0.0076176711981276127 0.0098259261756688757 -0.0037885371747930392 0 0.040109310999645029 0.030745798570730089 -0.0041013930343174656 0.0082598125102122475
leaf_weight=353.57797658222262 513.2529164442094 174.20955093111843 2987.2301241462701 337.71151967113838 262.97593586490257 151.79483937902842 1650.0382376546622 516.06149495393038 377.88926690537483 481.32494422845775 101.34995549218729 177.59115320723504 142.929263658938 2045.7873219903558 827.68228245497448 2791.5129924588837 569.08640057581943 1478.7449074849719 4976.65472387505 1517.2970721911988 46.277376054087654 213.75722680159379 207.44414152833633 2101.8814030300709 22.790193135850132 3706.2279296418419 309.24832832318498 6241.9019480922725 1318.2355177029967 169.89218562384485 161.51821765967179 1402.5947945484077 834.26928568887524 2045.7172137083253 169.89088957523927 138.09242637013085 393.79680886853021 46.266661993227899 348.79559225775301
leaf_count=20970 24729 12481 187601 28701 16583 8708 104754 32928 21097 31015 6633 11854 10435 118345 58561 173628 38000 91330 363250 111894 2728 15223 14975 162300 1174 239147 17881 483774 77139 15156 11371 82513 60204 134343 10386 7579 27449 3019 24317
internal_value=0 -0.00021653 0.00420274 -0.000879473 -0.00442776 0.000377591 0.00437187 -0.0125684 0.0308823 0.00129432 -0.0126047 0.00633137 -0.0149232 0.000238718 0.00352119 -0.00253715 -0.0143936 -0.00121215 0.00210416 0.00861886 0.00332215 0.000485919 0.0123641 -0.0186009 0.0096533 0.00838733 -0.00116816 -0.00447771 -0.00265961 0.0119935 0.0115186 -0.000946676 0.00535657 0.000190348 0.0166417 0.0336889 0.0240074 0.0214347 0.018115
internal_weight=0 41468.6 5329.39 36139.2 8702.78 5485.8 4225.44 1260.36 529.684 744.301 3216.98 325.208 2891.77 27436.5 8455.25 4234.56 1396.77 18981.2 9375.29 2996.04 2837.79 3719.68 1609.72 2244.81 4220.69 4059.81 646.96 9605.92 7560.14 732.445 844.662 6379.25 1041.71 3695.76 683.144 160.883 568.006 223.858 562.553
internal_count=2864175 2817689 357406 2460283 590251 349428 268902 80526 29805 47598 240823 21506 219317 1870032 541787 272917 96561 1328245 648987 203224 176356 242297 115109 172735 268870 260117 46582 679258 560913 54696 46486 445763 75179 239097 35115 8753 39930 14873 39540
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=1 1 13127891 2 13132893 328194 962 2 2 263 776 4205644 2 60 2 568 1311490 2 1 17476 1049345 2 330528 10814886 2364305 2 156 258 16448 9280 2
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=30
split_feature=0 3 3 2 10 2 2 0 1 2 2 8 4 2 2 2 1 3 3 1 3 5 1 2 2 5 0 2 1 4 2 9 13 1 1 9 10 3 1
split_gain=11.0086 17.4977 41.355 41.8311 16.3155 15.7269 11.9055 11.6938 11.6537 10.6793 10.5721 9.85515 9.92567 52.6425 38.3631 32.2694 30.9961 24.0092 21.7526 24.0584 13.0951 12.0067 11.8648 16.8775 13.0533 9.49851 8.08639 7.13419 6.50615 10.0265 6.43591 5.95251 5.57908 5.39336 5.2942 5.1984 6.15248 4.81901 4.1814
threshold=5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 0 1 2 3 12.500000000000002 4 5 6 7 8 9 10 11 12 5.5000000000000009 3.5000000000000004 13 1.5000000000000002 14 15 16 17 18 1.0000000180025095e-35 19 20 21 22 23 24 25 26 27 28 3.5000000000000004 29
decision_type=2 2 2 9 1 9 9 2 1 9 9 1 1 9 9 9 1 2 2 1 2 1 1 9 9 1 2 9 1 1 9 1 9 1 1 1 1 2 1
left_child=9 5 3 4 8 38 -4 -5 -3 28 -9 12 14 18 16 17 20 -15 19 -14 -11 -17 23 -16 -24 -20 -18 31 29 -1 -7 -13 -10 -33 -32 36 -8 -29 -2
right_child=1 2 6 7 -6 30 35 10 32 11 -12 27 13 15 22 21 26 -19 25 -21 -22 -23 24 -25 -26 -27 -28 37 -30 -31 34 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.025592448485427202 0.0034241479946414046 -0.0013828250784855619 0.022060639464531712 0.015725309291757208 0.007421936517246765 0.042352426841335868 0.013428765373929855 0.015021887884566244 -0.046951645781778677 0.010099791586712478 -0.023736298591606211 0.0051814585991224373 -0.0031598698185367475 0.050873730160508272 0.004632751037679835 0.008089615091607813 -0.025035258939244683 0.0017132917885024539 -0.0070798695993273238 -0.026245375148593805 -0.0074664100889991515 0.00045872837222039929 -0.0031706679784786144 -0.011242313665271909 0.0028038473209935962 0.0080607388122912391 -0.012093377535454601 0.0051448711207600023 -0.026312240862172806 -0.016812119241880179 0.004955586923640975 0.043238575040968459 0.0078261212957711403 0.0029343206996169102 0.022223479596650258 -0.0040527232094734683 -0.001916594894853975 -0.021795831572486875 -0.017499399964283763
leaf_weight=59.850517851125915 182.06262708315626 102.59385262563592 511.65276237367652 362.47081827290822 69.066414645174518 110.48471974383574 707.77678274840582 66.363067764905281 423.73715125926537 704.46884811297059 164.52841120981611 269.13479325885419 898.9484959396068 246.10160102858208 959.39731398475124 4229.4140063863015 994.96228153083939 178.99051435478032 858.95469824550673 991.35726690373849 975.080329702585 4175.4050191531423 5140.7754014516831 1925.7729222135968 12212.996268973278 746.08676777372602 1425.3610005606315 211.50552267301828 221.48425677316845 116.5274808947579 410.01019270159304 108.7171436410863 1.5247531158383925 84.957965973997489 495.8909275556216 451.74905536300503 345.69968613097444 59.101754219271243 115.57849469187204
leaf_count=4185 10996 7233 36873 23238 4716 7216 45101 4323 32188 33830 9288 16851 60077 12764 63543 264433 102072 9680 62884 67177 46698 269545 311264 135128 895490 56850 92204 8392 30761 19731 22075 6311 89 5079 27419 29445 20716 3297 7582
internal_value=0 0.00466049 0.000543717 -0.0139346 -0.0317447 0.0142487 0.00931382 0.00460203 -0.0380998 -0.000545011 -0.0113341 -0.000354486 -0.000596017 0.00170109 -0.00177225 0.00582763 -0.010543 0.0316161 -0.00859128 -0.0157971 0 0.00434422 7.84732e-06 -0.0058697 0.00101352 0 -0.0177052 0.0108711 -0.0160877 0 0.0199859 0.0178969 -0.0446136 0.0303712 0.0152653 0.00426763 0.00812763 -0.00128629 -0.00492285
internal_weight=0 4521.19 3207.16 1190.28 596.922 1314.03 2016.88 593.362 527.856 37795.4 230.891 37397.5 36664.1 12325.3 24338.8 8829.91 4099.87 425.092 3495.35 1890.31 1679.55 8404.82 20238.9 2885.17 17353.8 1605.04 2420.32 733.417 397.862 176.378 1016.39 462.81 425.262 193.675 905.901 1505.23 1053.48 270.607 297.641
internal_count=2866744 288498 213210 81075 44226 75288 132135 36849 39510 2578246 13611 2523569 2483639 803410 1680229 556422 274804 22444 246988 127254 80528 533978 1405425 198671 1206754 119734 194276 39930 54677 23916 56710 28241 32277 11390 49494 95262 65817 11689 18578
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=8980290 1 4215440 2114319 261 1572868 5251124 1 2 12585017 16867714 327682 896 908 2 14 12583440 262688 2 10554786 897 2 8921094 1 1 218 112 9 1 121
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=32
split_feature=0 1 2 12 3 2 2 9 2 12 2 3 2 3 2 2 8 2 2 5 2 1 13 1 2 2 5 2 2 9 3 1 4 1 3 1 2 2 3
split_gain=9.47332 9.27834 46.3212 18.8442 18.2805 21.3915 20.1228 12.5718 25.7792 15.1902 18.8624 18.002 16.6865 16.103 21.7643 14.3593 11.7275 10.5399 10.0603 9.52547 12.3206 8.84052 8.83534 7.94723 7.84535 7.2661 6.8495 6.47482 6.45744 6.436 6.25439 6.25358 6.14312 11.1493 6.01415 5.93065 5.90483 5.76967 5.66106
threshold=3.5000000000000004 0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 1.0000000180025095e-35 9 2.5000000000000004 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 5.5000000000000009 26 27 28 1.5000000000000002 29 30 31 4.5000000000000009
decision_type=2 1 9 1 2 9 9 1 9 1 9 2 9 2 9 9 1 9 9 1 9 1 9 1 9 9 1 9 9 1 2 1 1 1 2 1 9 9 2
left_child=1 2 17 4 5 -4 -6 9 26 10 11 21 19 14 -12 -15 35 -1 -7 -11 -21 -3 23 24 -2 32 -9 30 -5 37 -24 -13 -25 -34 -8 38 -37 -27 -10
right_child=22 7 3 28 6 18 34 8 16 12 13 31 -14 15 -16 -17 -18 -19 -20 20 -22 -23 27 25 -26 29 -28 -29 -30 -31 -32 -33 33 -35 -36 36 -38 -39 -40
leaf_value=-0.013149570448763546 0.018087552270904382 0 0.02935341030691891 -0.026528521455416433 0.016203395633212811 0.0089124080512655579 0.0010534171334631347 0.015105898844143012 0.017032574787180326 -0.0038374954539638568 -0.0041292051802439928 0.0049164998754832167 0.014942883690178028 -0.012910347806625212 -0.016717555032848771 0.0015882476830947356 0.024608614398407586 -0.034811752309928758 -0.013021307576256075 0.037920774450947763 -0.0023371558345406792 0.026114342404027442 0.053026958613233047 0.0025849288357063941 -0.0048731897106123511 -0.016439178398078829 0.0018240047624375135 -0.00090618541053272847 0.0050727749111554692 0.00088192032621539791 -0.0021709338411485578 -0.0089065891011330545 0.036643970492426757 0.0054418545642615753 -0.015019116420905386 -0.0051672244462206375 0.0006635371147792426 0 -0.011633711507234384
leaf_weight=952.30997425009264 544.7219355442794 155.18954700155882 447.83018315042136 251.74322118971031 333.47254715970485 772.3839177719783 273.93267773417756 1728.7886361008277 309.03653460426722 1536.0557051797514 6323.4771552273887 802.6896211419953 1032.5781479592551 740.05812506118673 1779.8406216086296 5419.1008973175776 160.4063409663504 375.46623158082366 236.23425642290385 95.828001278452575 142.0377557532629 469.68189198733307 61.241293058730662 2123.975717759924 160.53332856087945 419.07418508967385 578.8890051387134 45.850337793119252 55.856867903959937 3563.8848295491771 10.718553180806337 492.3973273676238 128.70902036875486 550.72485760768177 783.27292817144189 2451.6061688356858 5501.2167478924384 456.11642479873262 50.921118847792968
leaf_count=72950 37603 13660 27200 11953 21286 79416 24614 94365 19060 108523 377613 69081 66644 53153 140652 358313 9733 24527 13205 5331 10077 46117 3619 132201 10220 30565 37142 2739 3616 232257 732 40173 7566 35323 47982 190197 372985 28358 3740
internal_value=0 -0.000719698 -0.00494083 0.00161724 0.00431677 0.0120844 -0.00369046 -6.80307e-05 0.00264301 -0.0016253 -0.00281701 0.00634156 0.00509181 -0.0040832 -0.00700813 -0.000177798 3.77066e-05 -0.0203334 0.00318835 -0.000708123 0.0165204 0.0198939 0.00308358 0.00258108 0.0124775 0.00150941 0.0119176 0.0275492 -0.0205961 -0.000953864 0.0397451 -0.000225465 0.00547395 0.0136684 -0.0105673 -0.000487204 -0.00111323 -0.00846902 0.0113343
internal_weight=0 34252.3 4482.5 3154.73 2847.13 1456.45 1390.68 29769.8 10780.9 18988.9 16182.4 1919.96 2806.5 14262.5 8103.32 6159.16 8473.19 1327.78 1008.62 1773.92 237.866 624.871 8065.55 7947.74 705.255 7242.49 2307.68 117.81 307.6 4439.08 71.9598 1295.09 2803.41 679.434 1057.21 8312.78 7952.82 875.191 359.958
internal_count=2864491 2343308 326749 229272 213703 119821 93882 2016559 727222 1289337 1098762 169031 190575 929731 518265 411466 595715 97477 92621 123931 15408 59777 521183 514093 47823 466270 131507 7090 15569 291180 4351 109254 175090 42889 72596 585982 563182 58923 22800
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=3 12326562 1 76044 4276288 1 16069640 1 25169936 3478298 2427718 4531205 1 263714 4227088 2 2359826 260 1 513 2627711 16003372 2 8915338 4276496 2 904 2 22 512 17301685 525392
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=28
split_feature=11 2 7 1 2 3 6 2 1 3 2 2 2 4 3 6 2 3 2 8 2 3 2 12 3 1 3 10 3 2 0 2 2 0 3 2 5 2 1
split_gain=9.55568 10.5608 9.33918 10.6463 11.648 17.1769 8.60779 11.2254 7.56141 6.12998 6.46889 6.45129 5.93182 5.73693 5.39347 5.47724 15.1617 6.20202 5.25173 4.94663 13.2533 13.9872 6.45555 10.4967 6.1472 4.93919 4.76414 8.30405 6.55801 6.33083 4.73013 5.10691 4.68736 4.47672 4.35756 4.21704 4.12677 5.13364 4.10666
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 1.0000000180025095e-35 8 9 10 11 5.5000000000000009 12 13 1.0000000180025095e-35 14 15 16 3.5000000000000004 17 18 11.500000000000002 19 3.5000000000000004 20 6.5000000000000009 21 1.5000000000000002 22 23 9.5000000000000018 2.5000000000000004 24 25 26 27
decision_type=1 9 1 1 9 2 1 9 1 2 9 9 9 1 2 1 9 2 9 1 9 2 9 1 2 1 2 1 2 9 2 9 9 2 2 9 1 9 1
left_child=2 13 3 4 14 6 7 -6 12 10 -3 33 -5 -2 15 16 -1 -17 -4 22 21 -21 23 -10 -24 -20 27 29 -28 -27 31 -7 -16 -11 -15 -29 -14 -38 -22
right_child=1 9 18 8 5 30 -8 -9 19 11 -12 -13 36 34 32 17 -18 -19 25 20 38 -23 24 -25 -26 26 28 35 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.023163997367494301 0.00030600629610585267 0 0.012550418980853927 -0.0044010951959960899 0.0062475620964202163 -0.0029294642143219453 -0.033115721228453465 -0.020209682603582513 -0.0046804669344056669 -0.012513415823755869 0.024937045483742971 0.0037214160277612724 0.0065757363687902887 0.0004891772405928354 0.020261586078694275 0.014361697790083804 0.0024281744990111583 -0.0021311422778019407 0.012350425600068446 0.033448025091604959 -0.020341937122395622 -0.01281789403739822 -8.2206977000392703e-05 0.0063257274318300021 0.01835779643216387 0.0044979182999909289 -0.015645589870820969 0.00011529429918814595 0.0084720151933763161 -0.0083166917573045031 0.0064655843710297034 -0.024123568209194396 -0.0095743117289238261 0.016429842457076838 0.030719679284174756 0.02148526786815215 0 0.041442399255719659 0.0011152441423827638
leaf_weight=326.10187875747215 156.37724107154645 164.83143761998508 644.35592698759865 399.15073262318037 201.67275210423395 922.83477880666032 341.25669218352414 432.73510804385296 6830.151283491432 467.69198061426869 180.83151367155369 1208.8412269009277 1464.5612492563669 82.07948926568497 176.79713415447623 313.14726471103495 570.44480879721232 594.56111528194742 390.86828149895882 232.7479076590389 84.219368316465989 58.284621388884261 21446.46299653023 943.95825768844225 152.19876074884087 883.89332829986233 326.04054193198681 185.08532040100545 124.48647976270877 614.24483912158757 357.9596639177762 104.47934833663749 31.603941600769758 25.416488298214972 275.58319262764417 263.83562283893116 61.723537048907019 44.638858481077477 232.30559736117721
leaf_count=17873 9995 10125 41504 24535 12369 58709 25833 44798 440981 32187 11630 81742 91318 5353 13198 22066 40087 34768 23524 9920 5392 3329 1506987 59075 10014 54591 21715 10714 7565 42752 22786 6794 2130 1514 18734 15593 4885 2524 15256
internal_value=0 0.00588546 -0.000381326 -0.000860671 -0.00546716 -0.0101777 -0.0202238 -0.0116554 -0.000214408 0.00232505 0.0139052 -4.03503e-05 0.00570918 0.0182284 2.98521e-06 -0.00169059 -0.00722912 0.00351618 0.0045677 -0.000620741 0.00805198 0.0222237 -0.000818578 -0.00328223 5.91188e-05 0.00244944 0.000536076 0.0028165 -0.00824439 -0.000644939 -0.00268327 -0.00624786 0.0142914 -0.00941149 0.0251307 0.0143112 0.00850979 0.0262593 -0.00539422
internal_weight=0 2561.65 39756.8 36324 4373.59 2360.94 975.665 634.408 31950.4 2047.61 345.663 1701.95 1970.07 514.04 2012.66 1804.26 896.547 907.708 3432.81 29980.3 607.557 291.033 29372.8 7774.11 21598.7 2788.45 2397.59 1947.06 450.527 1498.14 1385.27 1027.31 208.401 493.108 357.663 448.921 1570.92 106.362 316.525
internal_count=2864865 171280 2693585 2475627 301411 171289 83000 57167 2174216 137198 21755 115443 123262 34082 130122 114794 57960 56834 217958 2050954 33897 13249 2017057 500056 1517001 176454 152930 123650 29280 97343 88289 65503 15328 33701 24087 26307 98727 7409 20648
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1654848 1 10 25502524 2 2176 512 12585516 4465684 1913601 2 2 262400 15810572 1 9769638 9962158 1 8 1 266018 2119744 8659712 3584 2 2092 257
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=26
split_feature=11 2 7 0 5 2 2 1 3 3 2 6 1 1 3 9 1 2 2 10 2 2 1 0 0 9 6 3 0 3 0 1 1 0 0 2 2 1 0
split_gain=8.50945 9.76393 8.54636 9.44654 12.2542 26.4232 16.0696 17.0867 13.4319 7.89487 15.7842 8.93113 7.85026 7.56347 7.37384 7.02076 4.77396 6.93012 6.78862 4.52134 7.35404 4.45611 11.0844 7.65961 5.43449 18.1065 12.1859 4.61485 4.45054 4.42741 4.23717 4.21165 4.12883 6.15567 5.2788 3.79276 3.66918 3.50036 10.0052
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 12.500000000000002 2.5000000000000004 7 8 9 10 1.0000000180025095e-35 11 12 13 14 15 16 17 18 1.5000000000000002 20.500000000000004 19 20 1.0000000180025095e-35 4.5000000000000009 3.5000000000000004 1.5000000000000002 21 22 6.5000000000000009 1.5000000000000002 23 24 25 4.5000000000000009
decision_type=1 9 1 2 1 9 9 1 2 2 9 1 1 1 2 1 1 9 9 1 9 9 1 2 2 1 1 2 2 2 2 1 1 2 2 9 9 1 2
left_child=2 -2 3 4 6 13 12 -8 -9 11 -11 -7 35 -6 -3 -14 17 30 19 -18 -21 22 28 31 37 26 -26 -27 -5 -25 -4 -24 -20 34 -34 -1 -35 38 -23
right_child=1 14 16 21 5 9 7 8 -10 10 -12 -13 15 -15 -16 -17 18 -19 32 20 -22 24 23 29 25 27 -28 -29 -30 -31 -32 -33 33 36 -36 -37 -38 -39 -40
leaf_value=0.016727960172678667 0.011813078416957565 0.015508870662381276 0.027723887266761723 0.019857401126833176 -0.0019445656472727186 -0.020311229553631311 0.00219305682844745 -0.0098269902470712964 0.032404074950978849 0.027056848288670967 -0.0014145110338875883 0 -0.0038954863148387298 -0.024418592693787905 -0.0037609115153362151 0.0058766400453098937 -0.0077570045608815127 0.00035306141866042962 0.011992849197232548 0.025194677474551376 -0.0062820400332256332 5.7134441478034108e-05 0 0.0090946255073501847 0.026771289317543384 0 -0.012191383840804633 -0.046682363416595735 0 -0.0069242430701310104 0.0080531519745782841 -0.018576703324310367 0.0035914863549543737 -0.0034218551411838217 -0.014602725750917138 0.0048456156305877142 0.033024371624969066 -0.00090134399018225475 0.0084494349239257055
leaf_weight=327.48037541453959 1240.9120155130513 209.32928099122364 228.85998457029928 499.06458045984618 234.79252250120044 328.75178384545143 2092.5271964590647 3674.7103446572437 45.142647365573794 203.18914715747815 886.82774058205541 509.67678495054133 2183.3882879270241 894.26399053400382 1118.380538552301 1049.9289584443322 817.21309965627734 505.46720848546829 635.61753437272273 85.808838102500886 130.96716786315665 7118.8414020085474 247.59742217510939 686.32042841834482 107.88473680434981 19.470908241579309 154.79078177560586 103.27679964574054 143.01983383123297 181.61736341938376 363.26927552768029 231.21781078272033 391.50500345957698 18.777524204924703 214.96593209798448 2082.5145307523198 45.053584072971717 10517.822726180719 1768.4103554172325
leaf_count=16829 81962 13364 16006 29791 19987 16616 117991 283679 3666 12503 51969 26264 160616 86046 76220 75489 57037 29363 38820 5330 7454 477528 14306 46625 7405 989 10508 6931 8859 14503 21248 10129 24868 1394 13637 171494 2594 690019 115106
internal_value=0 0.00558923 -0.00031635 -0.000775969 -0.00275294 -0.00836212 -0.00121181 -0.00490304 -0.00895546 -0.000950135 0.00443647 -0.00822084 0.00254711 -0.0202281 -0.000224632 -0.000597577 0.00441443 0.00978928 0.00162645 -0.00416778 0.0072766 0.000529652 0.00499484 -4.94441e-05 5.63593e-05 -0.0112419 0.00376144 -0.0375344 0.0153973 0.0052892 0.0168378 -0.0100585 0.00642457 0.00034404 -0.0027705 0.00682944 0.0245943 0.000313236 0.00178151
internal_weight=0 2568.62 39730 36292.5 14513.2 3057.5 11455.7 5812.38 3719.85 1928.45 1090.02 838.429 5643.31 1129.06 1327.71 3233.32 3437.51 1097.6 2339.91 1033.99 216.776 21779.3 1988.84 1346.75 19790.5 385.423 262.676 122.748 642.084 867.938 592.129 478.815 1305.92 670.302 606.471 2409.99 63.8311 19405.1 8887.25
internal_count=2865145 171546 2693599 2475848 1043149 213385 829764 405336 287345 107352 64472 42880 424428 106033 89584 236105 217751 66617 151134 69821 12784 1432699 124213 85563 1308486 25833 17913 7920 38650 61128 37254 24435 81313 42493 38505 188323 3988 1282653 592634
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 10046562 1 2 11035724 8762461 896 262690 2 561 784 1 24 7407932 18397459 1 12306 14725120 88 9 2 164 98 8455181 4195488 675
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=31
split_feature=9 3 2 2 3 0 2 1 6 4 2 2 5 1 3 2 2 2 1 2 13 1 2 2 1 0 6 2 1 2 2 4 7 1 1 0 2 3 0
split_gain=7.02028 8.12709 13.0749 7.84566 7.3707 8.08191 11.1497 16.2132 21.0939 13.7136 11.7091 9.17343 9.04377 15.5661 16.7731 12.806 8.41897 7.17585 6.26773 5.70582 5.428 18.262 6.25136 5.30001 5.03298 4.53451 4.43685 11.2283 8.63932 7.1732 4.43971 4.40346 4.38488 4.38376 4.01474 3.41355 11.769 4.69929 3.25187
threshold=0 1.0000000180025095e-35 1 2 8.5000000000000018 1.0000000180025095e-35 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 13 14 15 16 17 18 19 20 6.5000000000000009 21 22 23 24 25 26 27 28 29 46.500000000000007 30 3.5000000000000004 5.5000000000000009
decision_type=1 2 9 9 2 2 9 1 1 1 9 9 1 1 2 9 9 9 1 9 9 1 9 9 1 2 1 9 1 9 9 1 1 1 1 2 9 2 2
left_child=1 3 18 -1 5 6 7 9 16 19 -11 -10 17 15 -15 -14 -9 33 -3 -2 35 -22 -23 -6 -19 34 27 -4 30 38 -28 -25 -29 -8 -5 -7 -37 -38 -30
right_child=4 2 26 25 23 20 12 8 11 10 -12 -13 13 14 -16 -17 -18 24 -20 -21 21 22 -24 31 -26 -27 28 32 29 -31 -32 -33 -34 -35 -36 36 37 -39 -40
leaf_value=0.016132473529725064 0.011263851129078795 0.0024477965689824995 -0.012856314618696197 -0.0058837344082801439 -0.0058456914038364548 0.00014625395668351474 0.028221059278568435 -0.016347913333552171 0.010239882038669396 0 -0.030644630009534431 -0.006153288866952906 0.026740564274444985 -0.025526264053623876 -0.0010710698659609859 -0.0030353450637144973 0.00021066453890278161 -0.0038272259462871906 -0.010265413023953557 -0.032772360453097137 -0.011696995470411017 -0.00012368157261214449 0.044098736759898831 -0.012084474811342324 0.0017575420978560249 0.015959678530235676 0.0049244007835785412 0.0013528681613397206 0.013306488199035411 -0.0085998018038019371 0.026104890363038875 0.013579020954897781 0.016564355500207493 0 0.005000098623100282 -0.0077180588987783433 0.052810302121851782 0 -0.008054110920217834
leaf_weight=739.7154721384868 7.6268420367268845 504.9289217958576 384.89651340059936 485.00223561917664 176.5463382959133 20592.4133257207 113.43085205694661 1006.0508889700577 1047.3351516452967 538.37647109822137 123.74712719325908 443.71383681552834 155.90856832975987 584.55179354239954 570.42917274648789 482.15380641288357 392.92384474308346 2238.7057543616975 1180.1371201633883 418.75144000753062 122.52817772165872 33.456890457309783 110.69280349533074 37.821574178175069 5465.9590895316796 216.03193426551297 246.87566258246079 632.07208633306436 387.05158812389709 337.20909960818244 301.46631286467891 753.01856481819414 281.25401569448877 102.16051250463352 881.3660578946583 86.714434357825667 45.006287915573921 11.869229544885455 46.57345474511385
leaf_count=47615 1000 35759 24162 34410 11315 1361396 8576 64805 66788 28074 6275 36665 8002 45713 34887 32308 23111 159752 85720 47688 6896 1967 6395 2617 407925 10029 15882 40467 25499 20285 17819 54300 17145 7314 53126 5580 3122 768 3031
internal_value=0 0.00305139 0.000395375 0.00779013 -0.000483114 -0.000734215 -0.00262518 -0.0070644 -0.00291868 -0.017312 -0.00728015 0.00516601 -0.000751936 -0.00711806 -0.0139168 0.00494614 -0.0116934 0.000672012 -0.00631358 -0.03111 0.000486246 0.0139383 0.0344083 0.007968 8.46819e-05 0.00335585 0.00485598 0.000443311 0.00890578 0.00134286 0.018062 0.0114499 0.00666238 0.0171635 0.000872225 0.000278912 0.0142622 0.0387483 0.00978149
internal_weight=0 6624.58 4302.46 2322.12 35661.9 34694.5 13691.8 3978.53 2890.02 1088.5 662.124 1491.05 9713.3 1793.04 1154.98 638.062 1398.97 7920.26 1685.07 426.378 21002.7 266.678 144.15 967.386 7704.66 1582.4 2617.4 1298.22 1319.18 770.834 548.342 790.84 913.326 215.591 1366.37 20736 143.59 56.8755 433.625
internal_count=2864188 430949 285769 145180 2433239 2365007 978883 274406 191369 83037 34349 103453 704477 120910 80600 40310 87916 583567 121479 48688 1386124 15258 8362 68232 567677 97565 164290 81774 82516 48815 33701 56917 57612 15890 87536 1370866 9470 3890 28530
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=12 626207 7341838 7864615 23 2 2 290 2097410 2 928 266888 292 8397824 780 4 1 896 7090953 12903449 138 2 8388864 153 12583200 2097376 2 1 229 69 269472
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=32
split_feature=1 2 10 2 0 6 3 5 9 1 3 5 1 2 2 13 2 1 3 2 6 2 1 8 2 4 2 1 11 2 2 3 0 4 4 2 0 12 2
split_gain=6.22764 6.75736 6.2514 12.1755 10.9221 8.80339 7.88569 7.46815 6.8084 6.38034 6.3483 25.2218 32.2356 21.8734 19.281 16.7426 13.7827 12.5667 12.5075 11.8869 11.3865 10.7437 10.6959 9.19012 7.8465 7.82392 7.41412 7.20183 7.0632 6.7086 5.91751 6.3721 5.70339 5.60097 5.41554 5.33024 5.94313 4.87772 4.77213
threshold=0 1 2 3 1.5000000000000002 4 1.5000000000000002 5 6 7 2.5000000000000004 8 9 10 11 12 13 14 1.5000000000000002 15 16 17 18 19 20 21 22 23 24 25 26 1.5000000000000002 1.5000000000000002 27 28 29 4.5000000000000009 30 31
decision_type=1 9 1 9 2 1 2 1 1 1 2 1 1 9 9 9 9 1 2 9 1 9 1 1 9 1 9 1 1 9 9 2 2 1 1 9 2 1 9
left_child=1 -1 10 4 30 7 35 -6 -8 -7 11 15 18 27 33 16 22 26 29 25 -16 -17 -2 -18 -20 -19 -15 37 -28 -13 34 -32 -29 -14 -4 36 -5 -12 -10
right_child=2 -3 3 6 5 9 8 -9 38 -11 13 12 14 17 20 21 23 19 24 -21 -22 -23 -24 -25 -26 -27 28 32 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.019530839192120106 0.010634841943129107 -0.0025243434991243947 -0.0082471145181810136 -0.0064871998301833309 -0.0010879079681868609 0 0.009542314508606169 0.020850783605240515 0.014046431084104036 -0.014490172817247016 -0.0067949117179950981 -0.0064847037043814842 0 -0.0030712680629208424 -0.020730312260457736 -0.0096877972486367325 9.7661828368402991e-05 -0.0089759403742845321 -0.023548897881988679 0.0051040220467554551 -0.0080193561794293291 0.044511252663637139 -0.020112202542360541 0.01552232380744702 0.010438772031206613 0.00029553655859376282 0.0095500411502490758 -0.019490371096731192 0.030145223226510972 0.030080739223990485 0.023665616134079134 0.0051509884037062529 -0.0039710191757059065 0.03115435966970205 0.015871004137896789 0.024657822331222049 0.024603440501259056 0.010601290755815602 -0.011663344988751141
leaf_weight=275.9166527207708 104.2159465639852 1225.1538523831405 362.25455711502582 154.77637657814194 822.25837004254572 444.01391003699973 799.61765794610255 155.33465323527344 47.362041257903911 850.3068562457338 378.26090405936702 35.812453056918457 83.86049897945486 343.33730469841976 1481.1768273364287 28.09324991737958 17674.124146426911 1217.8991776778712 81.246999304101337 4266.9514205861487 1645.5896673328825 95.872108626004774 520.87783008365659 366.08031022036448 106.92594770598225 3147.5070186636876 1815.6240367603023 654.05687318718992 185.87155009387061 281.31024724664167 272.30644941958599 714.39526704663876 477.20626767794602 92.433366725104861 88.314185893163085 438.47668856539531 58.452039986150339 236.28855196695076 299.61335076607065
leaf_count=24588 4937 75029 25551 10377 50497 29465 59703 10406 3297 52883 32498 2197 4402 19346 109802 1598 1183410 75853 4441 279188 106673 5261 57437 17934 6942 207366 126055 55024 12717 21001 13035 45345 38989 4334 7067 30155 4407 21885 23045
internal_value=0 -0.00627084 0.000204023 0.00333233 0 -0.00427142 0.00998409 0.00261732 0.00448583 -0.0096424 -0.000277639 -0.00129018 -0.00867876 0.00149604 -0.0123134 0.000202903 -5.18671e-05 0.00317474 0.0138496 0.00135151 -0.0142304 0.0330475 -0.0142037 0.000452268 -0.0046821 -0.00226131 0.00962581 -0.00873425 0.0119683 0.0255634 0.00676865 0.0109951 -0.0133588 0.0166441 -0.00215506 0.0187409 0.00267562 0 -0.00628955
internal_weight=0 1501.07 40828.1 5507.48 3709.18 2271.91 1798.3 977.593 1146.59 1294.32 35320.6 22597.6 3808.36 12723 3303.06 18789.3 18665.3 10977.2 505.296 8632.36 3126.77 123.965 625.094 18040.2 188.173 4365.41 2344.83 1745.81 2001.5 317.123 1437.27 986.702 1131.26 176.294 450.569 651.705 213.228 614.549 346.975
internal_count=2864140 99617 2764523 365233 234249 143251 130984 60903 86045 82348 2399290 1530369 259792 868921 225211 1270577 1263718 720525 34581 562407 216475 6859 62374 1201344 11383 283219 158118 148396 138772 23198 90998 58380 94013 8736 32618 44939 14784 54383 26342
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=2 12063906 1 3419936 2 2 9 648 2 768 4293661 2199552 1 16793728 20 287008 2 8655432 928 1 8656708 2 3145858 772 1 13450 1051136 2 2 16456 1 8994825
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=32
split_feature=0 3 3 2 7 2 1 2 0 2 13 6 2 2 4 2 3 2 1 1 1 2 2 7 1 2 2 1 3 2 12 3 1 5 4 5 2 11 1
split_gain=6.08207 11.7058 30.5504 33.0768 13.3884 12.2358 10.613 9.91498 9.2676 9.30515 7.16207 6.80255 38.4025 26.8958 23.6746 50.4682 30.4223 22.4441 17.7491 15.22 13.094 19.7789 10.3786 10.006 18.3794 35.0021 13.1686 8.71511 20.4124 22.7394 12.2628 8.67148 12.6925 8.62524 7.44301 7.07638 6.82929 6.56736 6.50788
threshold=5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 0 1 2 3 4 11.500000000000002 5 6 7 8 9 10 11 1.5000000000000002 12 13 14 15 16 17 18 19 20 21 22 1.0000000180025095e-35 23 24 6.5000000000000009 25 26 27 28 29 30 31
decision_type=2 2 2 9 1 9 1 9 2 9 9 1 9 9 1 9 2 9 1 1 1 9 9 1 1 9 9 1 2 9 1 2 1 1 1 1 9 1 1
left_child=11 5 3 8 6 -2 -5 -4 -3 -10 -8 12 33 18 17 16 -16 -14 34 -18 21 -19 27 24 26 -26 -24 30 29 -29 36 32 -17 37 -13 -22 -15 -1 -25
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leaf_value=-0.0089005661438105628 -0.0055451372975604905 0.015110693695232264 -0.0025940148658876762 0 0.0081935897049171067 0.016145882346421583 -0.041634521694372442 0.012006292564650729 0.010720160266697122 -0.02298615901510162 0.014874160479968902 -0.023823766789540558 0.0049228284491881786 0.0019459809662165585 -0.040648774069061158 0.0051909601475884038 0.0097523191538067839 0.012511085384558241 0.010928794727133498 -0.0030917165624262059 -0.0058909195930576218 -0.009947535619320956 0.0014859995544699511 0.01896958797957567 -0.00041720982405946241 -0.028000243715062698 -0.016163352612029312 -0.0017535234762459401 -0.0008435884688543767 0.017698796758030044 -0.02883372078650176 0.0051192097949185784 0.043581462487659879 -0.018885165530977438 0 -0.018290504037842905 -0.012814383732870666 0.014590091712297483 -0.0039471842306626473
leaf_weight=1522.1478770678514 299.67443377734162 327.28666981763672 624.32580016076099 80.985680358367972 62.824756881222129 1050.1184189376654 449.29337500385009 1426.2638300133403 101.48254409409128 147.52462718635798 1.3309121096972365 173.90432383253938 3079.219851594069 1048.4643628881313 133.90452865691623 156.65241205086932 1802.3794196868548 903.33703788707498 3386.2109339982271 1773.0176339569152 6090.5073539816658 622.97662466892507 2852.0246155620553 250.50964178959839 1012.9165755691938 849.48984991692123 452.60525587096345 955.39741008135024 5763.4142068847141 1459.6316417685011 171.99426435685018 154.45807268889621 428.55328693724005 1218.3393514341733 304.56941809365526 510.57315165025648 390.62962187931407 93.059706066327635 169.4119368706597
leaf_count=92055 18517 20094 39056 5068 4089 58021 36788 94124 6106 8532 106 11570 205253 91380 7304 8402 109568 70965 221560 121665 446619 42186 187238 16293 61372 60215 27621 59155 397894 99177 9312 10408 24707 87753 14673 37353 34833 6594 10691
internal_value=0 0.00346452 6.8664e-05 -0.0125406 -0.0283133 0.0111737 -0.0338732 0.0074888 0.00422703 -0.00893796 -0.0391117 -0.000385831 -0.0017598 0.00091955 0.000172325 0.00633739 0.00136015 -0.00225871 0.00833915 0.00334558 -0.00502432 0.00313295 -0.000943209 -0.00437635 -0.00563972 -0.0134804 -0.00100597 0.000995429 0.00234947 0.0100188 -0.00558684 0.0294811 0.0353395 -0.012387 -0.00883861 -0.00696314 -0.00211023 -0.00712344 0.0097445
internal_weight=0 4571.11 3221.32 1170.73 594.435 1349.79 531.61 2050.59 576.294 249.007 450.624 37730.3 18489.1 19241.2 15655.6 4448.97 3709.3 11206.6 3864.68 3575.4 8127.39 1526.31 15376.5 5586.96 5167.04 1862.41 3304.63 9789.53 8178.44 2415.03 1611.09 739.664 585.206 2833.55 478.474 6601.08 1439.09 1615.21 419.922
internal_count=2864317 290501 213963 80783 46051 76538 41962 133180 34732 14638 36894 2573816 1270832 1302984 1084430 282054 238537 802376 247803 231233 597123 113151 1055181 363430 336446 121587 214859 691751 556226 158332 135525 43517 33109 186402 26243 483972 126213 98649 26984
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=7624888 1 4215440 769 6038672 5505072 1 2 9961733 8393984 2 26872 21039168 3 28 513 184 295159 1 961 18874888 18941960 5 96 1 387 2 2 2 32853 1 60
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=32
split_feature=11 2 4 1 9 0 10 2 2 4 2 1 5 3 0 1 5 0 2 3 3 1 2 2 1 2 4 2 1 2 2 2 2 3 1 9 13 1 1
split_gain=5.68594 7.45796 5.75967 5.34608 5.65352 7.49778 11.0367 13.7724 11.9232 12.0975 7.37522 7.13863 5.79332 5.12023 4.56901 4.51137 4.36199 4.27365 4.91007 4.1928 4.57972 5.5894 6.28143 5.14834 4.5963 3.86193 8.23646 6.05399 4.95643 3.7888 3.55532 3.39457 3.3473 3.34639 3.24368 3.23491 3.0781 8.68382 3.06307
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 8 9 10 11 4.5000000000000009 6.5000000000000009 12 13 1.0000000180025095e-35 14 1.0000000180025095e-35 6.5000000000000009 15 16 17 18 19 20 21 22 23 24 25 26 6.5000000000000009 27 28 29 30 31
decision_type=1 9 1 1 1 2 1 9 9 1 9 1 1 2 2 1 1 2 9 2 2 1 9 9 1 9 1 9 1 9 9 9 9 2 1 1 9 1 1
left_child=3 2 -2 13 10 6 8 34 15 -10 17 12 -12 16 19 -6 30 18 -5 35 23 22 -22 38 -25 26 28 -28 -7 -18 -1 -23 -15 -16 -8 -3 -27 -38 -21
right_child=1 14 -4 4 5 25 7 -9 9 -11 11 -13 -14 32 33 -17 29 -19 -20 20 21 31 -24 24 -26 36 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.007934022840174795 0 0.022274537746118046 0.020057812648189514 -0.013189773245625095 -0.0045375340626015144 -0.014496889566211686 0 0.018011347263548163 -0.010140688015504443 -0.0021647598193006664 0.021161748679710823 -0.0010237626891946899 -0.0026584727434075155 0.0077206817121246944 0.01961490295252177 0.0019086768036701215 0.035422282457950663 -0.0062739957400063315 0.01426664125911342 0.0076263856190335981 -0.024095703239911479 0.026059959269252538 0.014844024254920244 -0.019855446307119426 -0.00048441454217033604 -0.00054836354505893804 0.017950689123878424 0.003649754691296807 0.0010670801464633018 0 -0.0019432954026200268 -0.0029458242038618559 -0.012532717130340851 -0.0094769796676987244 -0.019430594528346022 0.00018807471160383772 -0.010027342670822809 0.027543094455988001 -0.0049100492999023205
leaf_weight=1140.6357289300067 188.14241905219387 88.831648990977556 428.30634164717048 42.507620087359101 1423.1530783917988 178.88107904081699 155.17783323692856 503.74163239495829 3559.7825043459015 4346.0616741039557 521.61830491491128 291.53470729920082 91.286826531635597 69.887462204089388 172.86361992836464 4124.4246162530035 57.965343062067404 608.94083862227853 226.24365663703065 305.58644505264238 54.952408287208527 118.66455683251843 30.174206763273105 298.31209137791302 257.9712991178385 16856.572766487894 480.93285787344212 947.48794974037446 3090.2718706336454 57.925231252971571 450.35691006237175 28.679183218162507 220.10854576900601 14.889232582412658 105.66127436829265 208.76471664453857 70.742612527217716 97.034783604554832 398.66993518860545
leaf_count=71302 11717 5478 27658 3220 98401 9042 11537 34399 275830 277338 29861 17049 6033 4437 10543 327133 2901 35523 15487 21752 3651 7951 2182 20102 17407 1107085 32530 58956 209745 4774 25260 2165 15569 716 8743 13722 4253 5190 27777
internal_value=0 0.00450686 0.0137913 -0.000298633 -0.000574527 -0.000856258 -0.00264138 0.0087243 -0.00332753 -0.00581134 0.00483653 0.0110238 0.0169255 0.00467625 0.00122693 0.000180657 0.00687233 -0.00141503 0.0080674 -0.00026219 -0.0026223 0.0090913 -0.00756256 -0.00517612 -0.0120105 0.000300032 0.00283317 0.00908873 0 0.0241424 0.00500575 0.0193894 -0.0065984 0.0149423 -0.00851405 0.00981834 -0.000386541 0.0119524 0.000244115
internal_weight=0 2594.81 616.449 39718.9 37722.1 35939.9 14218 764.581 13453.4 7905.84 1782.13 904.44 612.905 1996.88 1978.36 5547.58 1706.88 877.692 268.751 1790.61 1493.01 232.47 85.1266 1260.54 556.283 21721.9 4697.57 1428.42 3269.15 115.891 1590.99 147.344 289.996 187.753 260.839 297.596 17024.4 167.777 704.256
internal_count=2864419 172821 39375 2691598 2567355 2460182 1033381 54679 978702 553168 107173 52943 35894 124243 133446 425534 104237 54230 18707 122187 102987 15949 5833 87038 37509 1426801 310273 91486 218787 7675 96562 10116 20006 11259 20280 19200 1116528 9443 49529
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=1 1654976 2 512 8 1 7412750 17141264 2 563923 220 2 82 2 563200 301 6562578 10488586 177 14742018 2 2101250 1 10486514 11772 269093 8388814 352 10 1 392 402
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=34
split_feature=3 2 2 4 2 5 2 1 1 2 3 2 12 1 0 1 2 12 2 2 1 1 10 1 1 6 2 1 3 5 2 2 5 1 10 1 0 10 9
split_gain=5.80175 35.8949 21.8979 31.9847 41.459 25.2771 35.0922 20.9957 20.0853 17.4838 23.3756 16.7013 14.0193 12.3456 11.8478 11.4037 11.332 13.5744 19.7087 19.0657 13.5916 9.51264 9.17631 8.67045 8.36212 8.35157 7.96467 7.92448 7.72803 16.2975 17.45 13.3865 11.3299 10.4121 9.05868 7.90497 7.38522 7.37942 7.19962
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 7 8 5.5000000000000009 9 10 11 4.5000000000000009 12 13 14 15 16 17 18 19 20 21 22 23 24 5.5000000000000009 25 26 27 28 29 30 31 28.500000000000004 32 33
decision_type=2 9 9 1 9 1 9 1 1 9 2 9 1 1 2 1 9 1 9 9 1 1 1 1 1 1 9 1 2 1 9 9 1 1 1 1 2 1 1
left_child=1 8 12 5 7 11 -7 -5 14 13 24 15 28 -6 -1 -4 27 18 21 20 -19 -18 36 -20 -11 -9 -23 -3 29 31 35 -2 -30 -34 -33 -31 -8 -17 -10
right_child=2 16 3 4 9 6 22 25 38 10 -12 -13 -14 -15 -16 37 17 19 23 -21 -22 26 -24 -25 -26 -27 -28 -29 32 30 -32 34 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.022269217935755217 0.010046620878976179 0.0011992888912860701 0.014552858735549899 -0.031004305716781522 0.012324458273944768 0.0089784938175675264 -0.034930963409174356 -0.015426778329966147 -0.0056827262493100179 0 -0.0017777421520003261 -0.0095292922250195984 0.010611488890029564 0.00050988974773187264 0.0026387976877652055 -0.004389227222871891 0.018020111042828579 0 0.005261653458696538 0.0092096992341555925 -0.02465070433614458 -0.0052222987371995863 0 -0.0036430056501383767 0.045178002112115902 0.0059361226741919335 0.0091242468962390438 0.021151903800373639 0.0012270307373648112 -0.0034830630150060439 0 0.0020404308920523736 0.025637800248053635 -0.0059712521110989831 -0.0094651749587242456 -0.020500055897090377 0.0083937089869621749 0.0072232041231155139 0.0059933957972603735
leaf_weight=960.39704887149855 1818.6931672992068 346.66853472782532 415.30022153467871 436.36279709028895 1225.6372357254731 279.54762704161112 799.06218301260378 280.27999129597447 1364.1105163240572 70.559546889155172 213.00575572391972 3926.8913172762841 1709.7839679262252 3158.0824961014441 203.47110493760556 2955.072863742651 1162.1223369592917 379.2999343801057 1993.9701852218714 508.86369429144543 492.59436906885821 417.20858404622413 87.91108373075258 2309.275098922255 264.99163181567565 397.18300949182594 2152.7733845437178 643.21268302341923 1152.2542268543039 516.77635714272037 2240.0125057503465 3816.4746010128292 413.38761828711722 105.60814084997401 802.38030062790494 812.33661685144762 18.858452546701301 626.73844884097343 793.59549241210334
leaf_count=89025 115568 22203 37256 39302 78965 20233 58795 27248 82952 3457 11672 223442 113058 207893 12403 229168 86119 27234 112708 28860 32249 24614 5359 166177 12823 32818 178071 36584 79002 37761 137426 249276 29587 7973 51029 59844 2017 46701 47234
internal_value=0 0.00178531 -0.000712982 -0.00331989 0.00227319 -0.00706387 -0.0205905 -0.014751 -0.00717592 0.00626116 0.0226032 -0.00493263 0.00221744 0.00396249 -0.0175595 -0.000280519 0.00468926 0.0035394 0.00513626 -0.0054274 -0.0142688 0.0104138 -0.029809 0.000424481 0.0383948 -0.00271904 0.00663596 0.0147735 0.00094068 -8.88387e-05 -0.00551108 0.00288261 0.00717417 0.0190428 0 -0.0143978 -0.0333166 -0.00222497 -0.00122087
internal_weight=0 13727.6 28543.2 15155.5 6046.1 9109.38 1185.38 1113.83 3321.57 4932.28 548.557 7924 13387.7 4383.72 1163.87 3997.11 10406 9416.11 8035.35 1380.76 871.894 3732.1 905.832 4303.25 335.551 677.463 2569.98 989.881 11677.9 10006.7 3569.13 6437.55 1671.25 518.996 4618.85 1329.11 817.921 3581.81 2157.71
internal_count=2864106 946433 1917673 1037149 414178 622971 86404 99368 231614 314810 27952 536567 880524 286858 101428 313125 714819 656032 567689 88343 59483 288804 66171 278885 16280 60066 202685 58787 767466 650904 235031 415873 116562 37560 300305 97605 60812 275869 130186
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
cat_threshold=18370784 2128096 2 13107220 2 10256384 120 30 1801 13107222 1 48 9 12649484 1 33554 18 864 542 1 960 642 2 512 390 2 24640 8256 2 248 1 537 1 1
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=27
split_feature=9 8 3 0 2 1 4 1 2 3 5 1 2 1 6 3 2 0 2 2 2 1 6 1 0 12 3 0 2 3 2 0 1 2 3 2 1 1 0
split_gain=5.04514 6.38685 5.59606 6.17143 8.96101 8.35431 7.76412 18.1385 16.4402 5.11509 6.53096 10.1781 6.26757 6.53874 5.08756 5.0832 8.1645 4.76585 6.51117 5.94698 4.30473 6.78107 6.49797 6.33317 5.74048 6.60935 5.6858 5.21619 4.67634 4.37378 5.36399 3.96328 5.80578 5.11007 4.71009 6.27252 6.0294 3.84498 3.66957
threshold=0 1 11.500000000000002 1.0000000180025095e-35 2 3 4 5 6 3.5000000000000004 7 8 9 10 11 1.5000000000000002 12 1.0000000180025095e-35 13 14 15 16 17 18 1.5000000000000002 19 4.5000000000000009 2.5000000000000004 20 3.5000000000000004 21 5.5000000000000009 22 23 1.5000000000000002 24 25 26 10.500000000000002
decision_type=1 1 2 2 9 1 1 1 9 2 1 1 9 1 1 2 9 2 9 9 9 1 1 1 2 1 2 2 9 2 9 2 1 9 2 9 1 1 2
left_child=1 20 3 4 5 15 7 -7 -8 10 -6 -12 13 -11 -3 16 -2 18 -4 -19 21 27 23 29 25 -25 -26 28 -1 -22 -31 34 -33 -34 36 -36 -24 -16 -29
right_child=2 14 17 -5 9 6 8 -9 -10 12 11 -13 -14 -15 37 -17 -18 19 -20 -21 22 -23 31 24 26 -27 -28 38 -30 30 -32 32 33 -35 35 -37 -38 -39 -40
leaf_value=-0.0060453604101306417 -0.0012156688702257908 0 0.03353432520427637 0.00046675558603942869 0 0.00032554403717989917 0.00047107115145631211 -0.020874523271784684 -0.017921072375114519 0.023385272989932166 0.0028616667091769204 -0.015934543378750839 -9.4961439939145973e-05 0 0 -0.0028307144895744151 0.026203938970696641 0.014175397583784721 -0.0056040575953095906 -0.015522388261161974 -0.01309095312505254 -0.0049510650893907883 0.0019658602858377821 -0.0066578666606776117 0.016389169852600204 0.0214544317148712 -0.0073415942090498953 -0.0092105842646776244 0.012873151260933394 -0.011854012318878528 0.017277987043164272 0.015522667147933447 0.0081672051774147342 -0.023062111509086478 -0.012722305945908311 0.0083030442552461652 0.023318550363181152 0.037676865584105372 0.0099487227522845941
leaf_weight=116.00087083363906 198.28619489341509 87.26463021337986 103.61361161805689 21441.872378296161 6431.5896515606437 620.46356293564895 2016.706174745399 1004.8031082079688 588.49965843904647 269.91286273417063 441.61781579034869 650.45377631258452 739.95956674392801 237.52685341355391 39.133115052245557 515.2499895603396 158.41148282238282 108.80013879295439 35.833174895844422 82.723688262980431 454.54159366484964 1712.3884656429873 254.76969609339722 516.8605764383683 442.58600695437053 66.620008720085025 90.121857291786 317.90242415072862 653.14472211827524 70.106636316981167 98.199436456838157 63.65706547209993 40.847598845604807 115.56243124604225 125.74974797002506 784.13709990080679 423.27768809627742 82.129266592557542 100.59574617724866
leaf_count=6981 8974 3747 8289 1412961 456825 43269 117949 127459 45513 21038 27397 46824 51729 18267 1685 25674 5919 6268 2358 5647 29274 121429 14704 33356 27149 4019 5509 19093 48418 4444 6456 3794 2482 6847 8520 49361 25762 3666 5127
internal_value=0 0.00254034 -0.000450784 -0.000585146 -0.00222997 -0.00554666 -0.00739714 -0.0128648 -0.0037927 -0.000247534 -0.00126913 -0.00830948 0.00556252 0.0136629 0.0187707 0.00303311 0.0119201 0.0118994 0.0241433 0 0.00188847 -0.000884833 0.00421886 0 0.00432058 -0.00206689 0.011664 0.00470393 0.00961011 -0.00793623 0.00394644 0.00837774 -0.00287229 -0.0133766 0.0101466 0.00471773 0.0164995 0.0298655 -0.00357889
internal_weight=0 6655.6 35646.3 35315.4 13873.5 5102.42 4230.47 1625.27 2605.21 8771.06 7523.66 1092.07 1247.4 507.44 208.527 871.948 356.698 330.971 139.447 191.524 6447.07 2900.03 3547.04 1739.04 1116.19 583.481 532.708 1187.64 769.146 622.848 168.306 1808 220.067 156.41 1587.93 909.887 678.047 121.262 418.498
internal_count=2864183 431823 2432360 2409798 996837 374757 334190 170728 163462 622080 531046 74221 91034 39305 9098 40567 14893 22562 10647 11915 422725 201048 221677 110207 70033 37375 32658 79619 55399 40174 10900 111470 13123 9329 98347 57881 40466 5351 24220
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=12 1 16277799 768 2 192 24834 2 928 33344 115 2 1048864 2375073 2103767 17410143 796 2 139 1 532483 12845312 142 9437696 1536 336 46
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=28
split_feature=0 1 3 3 2 10 2 0 2 2 2 10 2 1 4 4 9 4 2 2 1 1 3 3 2 3 3 2 8 1 3 1 1 2 6 3 2 3 2
split_gain=5.01865 11.1547 8.67339 26.3128 23.4461 16.5702 8.83228 6.27093 5.92386 5.19562 5.07385 6.94993 4.7171 6.2281 7.22936 4.69043 4.24435 4.12568 31.0236 19.0779 18.9451 16.3055 18.8017 12.9828 11.7254 14.0079 11.72 9.0929 8.99607 8.75631 12.8084 7.60969 7.42693 17.6117 19.7232 17.7731 12.4281 11.1661 7.36797
threshold=5.5000000000000009 0 1.5000000000000002 1.0000000180025095e-35 1 2 3 9.5000000000000018 4 5 6 7 8 9 10 11 12 13 14 15 16 17 3.5000000000000004 1.5000000000000002 18 5.5000000000000009 1.5000000000000002 19 20 21 4.5000000000000009 22 23 24 25 1.0000000180025095e-35 26 1.5000000000000002 27
decision_type=2 1 2 2 9 1 9 2 9 9 9 1 9 1 1 1 1 1 9 9 1 1 2 2 9 2 2 9 1 1 2 1 1 9 1 2 9 2 9
left_child=12 7 3 10 5 15 -4 9 -9 -2 11 -3 13 -1 -15 -5 -8 19 21 32 23 26 -23 -21 25 28 31 -24 -20 30 -26 -19 33 34 -14 -35 37 -34 -28
right_child=1 2 6 4 -6 -7 16 8 -10 -11 -12 -13 17 14 -16 -17 -18 18 24 20 -22 22 27 -25 29 -27 38 -29 -30 -31 -32 -33 36 35 -36 -37 -38 -39 -40
leaf_value=-0.02495301025852964 0.013271704542820562 -0.0072417322764174704 -0.00052274583870709338 -0.045553364820505475 -0.00054232589366013577 0.013313726622440531 -0.0044812354129701911 0.026242119642229542 0.0045048461956942523 -0.0010318086630471135 0.014743574451242492 0.018598159112481236 -0.0017312482327468638 0.015936074441096276 -0.013729171203835542 0 0.019193946068710038 0.013184879070250644 0.039741934385089217 0.0060009086956237618 -0.011975038945476227 -0.013293075163024623 0.0073096664462822258 -0.007399518973799638 0.017622857809555609 0 -0.014825379857948018 -0.0058041515919093128 0 0.0015105380595395754 0.0019081479269872593 -0.035121502216675524 0.00020750193578290022 0.0095187989765119427 -0.023645321592572936 -0.0081454988572094624 0.0031991024531420019 -0.011405522641291398 0.0063570862221040986
leaf_weight=142.19340416634805 350.3838986326009 366.60271174320951 865.81636180554051 317.24761353572831 421.1479953333037 37.684376917954069 57.549549609655514 330.51482239481993 295.97887828713283 624.61978492059279 367.61843057116494 110.79678859119304 1049.8749616630375 116.39937081106473 156.29212430151529 15.003469795046838 423.08456346811727 14.675407191039994 268.40242753806524 1496.467107039236 2742.7102438840084 2256.2145413144026 890.73093711026013 1340.1464928679634 1063.758849875303 195.1799453003332 132.79036264284514 1182.9497095614206 54.628440868575126 3193.0607206522254 1093.0970071693882 84.346050416759681 2534.9735390907736 1391.2045549320173 687.57534369762288 909.1591365118511 11364.645340856514 1165.0848174605053 2187.5001988378353
leaf_count=20957 26043 21541 54177 24845 25484 2768 3797 18357 20203 38516 19887 5282 75232 10656 25163 1418 28751 991 13485 85466 217635 148955 68595 69333 54194 10766 9349 82366 1963 194301 87157 4439 147981 94767 47339 58991 828160 69036 145957
internal_value=0 0.00314154 -0.000409159 -0.0053505 -0.0182329 -0.0351777 0.00535999 0.00976665 0.0175731 0.00417441 0.00657841 0 -0.00035172 -0.0104881 0 -0.043124 0.0156564 -0.000219728 0.00123893 -0.000978219 -0.00610417 -0.00334844 -0.00702206 -0.000235776 0.00655071 0.0206025 0.0031116 0 0.0328663 0.00499114 0.00988603 -0.0259362 0.000513397 -0.0032514 -0.0107665 0.00238349 0.00154828 -0.00342196 0.00480737
internal_weight=0 4584.05 2982.55 1636.1 791.083 369.935 1346.45 1601.5 626.494 975.004 845.018 477.4 37714.1 414.885 272.691 332.251 480.634 37299.2 12617.3 24681.8 5579.32 6749.21 4329.9 2836.61 5868.13 518.211 2419.31 2073.68 323.031 5349.92 2156.86 99.0215 19102.5 4037.81 1737.45 2300.36 15064.7 3700.06 2320.29
internal_count=2864303 291069 187950 101225 54515 29031 86725 103119 38560 64559 46710 26823 2573234 56776 35819 26263 32548 2516458 822518 1693940 372434 460652 299916 154799 361866 26214 160736 150961 15448 335652 141351 5430 1321506 276329 122571 153758 1045177 217017 155306
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=781 8454990 1 14425264 9964092 10752558 6314704 1 18350085 78 2 2 4 2 14690424 12848760 912 542 360450 4196416 1 164 512 30 3168 2 4456968 12582928
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=29
split_feature=8 2 9 0 2 3 0 13 2 3 1 2 7 9 2 6 0 0 2 12 3 6 0 1 2 1 2 1 2 6 2 2 1 1 3 0 2 1 1
split_gain=3.73114 8.59666 7.68063 6.60661 5.94965 4.71755 4.27392 7.69136 7.21096 7.07836 10.7571 13.5174 8.9315 5.25165 6.79921 5.64758 12.2664 9.50576 5.00704 19.7011 8.09872 10.7601 8.87611 8.22416 9.2332 7.22697 6.88631 6.4689 9.3775 7.76673 20.4283 15.0693 12.7096 9.13461 5.74996 6.93285 4.59376 5.24222 4.51709
threshold=0 1 2 1.0000000180025095e-35 3 2.5000000000000004 4.5000000000000009 4 5 1.0000000180025095e-35 6 7 8 9 10 11 17.500000000000004 21.500000000000004 12 13 2.5000000000000004 14 1.5000000000000002 15 16 17 18 19 20 21 22 23 24 25 6.5000000000000009 1.0000000180025095e-35 26 27 28
decision_type=1 9 1 2 9 2 2 9 9 2 1 9 1 1 9 1 2 2 9 1 2 1 2 1 9 1 9 1 9 1 9 9 1 1 2 2 9 1 1
left_child=6 -2 5 4 -4 -3 18 8 9 36 11 -11 -12 15 38 16 -10 -17 27 20 21 22 -20 26 -25 -23 -22 28 -1 30 -29 -31 -32 -33 35 -21 -8 -38 -15
right_child=1 2 3 -5 -6 -7 7 -9 13 10 12 -13 -14 14 -16 17 -18 -19 19 34 23 25 -24 24 -26 -27 -28 29 -30 31 32 33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.020872313739052063 0.021158222417690917 0.040117934459864522 0.021850711437283538 -0.010722228113655122 -0.010335159818971902 -0.0046219842674115278 -0.0042747074827189698 0.028027994678669722 0.0090098250890884666 0.018250533373155683 -0.012701082402317175 -0.0094908286115718346 0.007017935504833395 0.018344372864860719 -0.0072408119614739948 0.0067723152707186776 0.045554882065272639 -0.02325637723244281 -0.0088988926396033341 0.02280109894451102 0.019462851587414197 -0.0053111715441557864 0.0014826590947366587 0.0050210910103337461 -0.0051957022804209919 0.0043839188143526484 0.0015627171231088533 -0.011779168759799442 -0.0030739830969805839 0.0082905900746134548 0.0050453363625047086 0.0014368893718568615 -0.0037200436155865237 -0.0050889224799275682 -0.0066323131581863294 0.0070733402012896534 -0.00096499961622999479 0.0172401716719831 0
leaf_weight=361.49317041883478 234.073939377442 45.078697899356484 113.20873741293326 431.49234927014913 49.870712401578203 10.469115082174538 249.52398970769718 86.313520473660901 722.1700937714777 350.80412016599439 1268.2702636435279 271.40182907762937 237.81527960347012 202.13855109654833 577.01037399139022 805.28404077515006 89.36399351619184 88.469237079843879 2853.379527599318 519.41927545715589 460.46797627297929 1032.3357280088239 1077.5335648546461 2045.441827761475 1485.18554655154 2573.2434989730828 473.45295514172176 2054.5710923080915 1465.942741168692 2139.3321873669047 2563.4996482493007 5714.2343880133703 4469.1903904583887 3347.9649529780727 115.76462881080806 827.86872834456153 208.50193777866662 378.99287852295674 299.82924676465336
leaf_count=33007 14906 1074 6527 20767 3713 402 15033 4975 46360 23427 92118 17182 14003 13485 31242 49011 5368 5544 200343 31766 34889 65034 70520 134286 89275 148223 35326 133383 97195 142615 193656 398376 316614 258702 7546 52542 13049 22396 20843
internal_value=0 0.00633841 0 -0.00398589 0.0109742 0.0264261 -0.000119342 0.00237249 0.00179195 -0.00155955 -0.00469492 0.00585456 -0.00925559 0.00543279 0 0.00883303 0.0148711 0.00281638 -0.000538131 0.000967292 -0.0003546 -0.00237308 -0.00598771 0.0029791 0.00062924 0.00150207 0.0111333 -0.001468 -0.00712706 -0.000930508 -0.00310523 0.000809779 -0.000472077 -0.000952835 0.0118071 0.0137193 0.00593537 0.0106514 0.00810957
internal_weight=0 884.194 650.12 594.572 163.079 55.5478 41416.2 5835.89 5749.58 2965.31 2128.29 622.206 1506.09 2784.27 1078.98 1705.29 811.534 893.753 35580.3 13464.1 12001 7536.49 3930.91 4464.55 3530.63 3605.58 933.921 22116.2 1827.44 20288.8 9087.26 11201.5 7032.69 9062.2 1463.05 1347.29 837.019 587.495 501.968
internal_count=2864723 47389 32483 31007 10240 1476 2817334 374036 369061 197208 146730 40609 106121 171853 65570 106283 51728 54555 2443298 869750 777896 484120 270863 293776 223561 213257 70215 1573548 130202 1443346 643653 799693 510270 657078 91854 84308 50478 35445 34328
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 10552358 8 262400 1 25495250 641 208 1 1 5263648 2 20449599 1 2 518 8389312 19 282624 6 3670018 2 1048837 256 537 960 16 658 149
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=32
split_feature=3 2 2 4 5 2 2 1 1 0 12 1 13 9 2 12 2 2 1 0 1 1 2 2 0 1 1 2 0 0 1 9 6 9 10 9 0 1 6
split_gain=3.93548 28.0082 16.1782 21.0295 40.5601 21.2232 13.0526 12.5806 12.1189 12.5235 12.1106 9.61392 9.42988 8.68828 8.49384 8.49819 21.1297 14.3584 11.7049 8.23267 7.72704 6.86256 12.8382 10.4316 6.58711 6.63729 6.31915 9.74061 9.32009 6.31727 5.58437 5.05914 5.02114 5.00411 4.87742 4.68778 4.45711 4.33898 5.69987
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 7 4.5000000000000009 8 9 10 11 12 13 14 15 16 9.5000000000000018 17 18 19 20 3.5000000000000004 21 22 23 1.5000000000000002 8.5000000000000018 24 25 26 27 28 29 2.5000000000000004 30 31
decision_type=2 9 9 1 1 9 9 1 1 2 1 1 9 1 9 1 9 9 1 2 1 1 9 9 2 1 1 9 2 2 1 1 1 1 1 1 2 1 1
left_child=1 8 3 4 6 11 24 34 32 35 37 -5 26 19 -3 17 18 20 -17 -8 29 22 -19 -23 30 -26 28 -28 -7 -16 -2 -13 36 -22 -6 -10 -1 -4 -39
right_child=2 14 10 5 7 12 13 -9 9 -11 -12 31 -14 -15 15 16 -18 21 -20 -21 33 23 -24 -25 25 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.01032774103193651 -0.0023772085953145013 0.032716023189380529 -0.0018536113203816169 -0.028072132071320494 -0.015446465047786915 0.0038120833639166459 0.00087441056495768876 -0.037285642070262394 0.0032690373159917035 0.0052201096042585535 0.0087307978419634748 -0.020104682390421461 -0.028109960483536863 -0.0074387985484942881 0.0037124603894285822 0 0.010527810369612568 0.021796893437931366 -0.022974068026547903 0.021507911412237651 0.0039344433481026935 -0.0060540610502639513 -0.00020959361258537096 0.0091347694098639701 0.014008649805497472 -0.008477775718709198 0.022398640631289268 -0.0013694765191380417 0.017776019916359086 0.027258497260401311 -0.016262907683489321 0.0011434459099593632 0.0053288025762360369 -0.0056888402811278499 0.009509613258748599 -0.017712859005848788 0.0049650276770038656 0.0046388306547403444 -0.00052920870831934098
leaf_weight=580.60483456827933 475.6940225136932 65.305958749959245 4983.8857883755118 271.9418842526793 337.58959629380843 2057.6465094584273 2667.1524359965697 482.43086264602607 84.470799808157608 293.90082049631746 2020.5865120087401 105.6192812678637 60.947874016361311 1217.303931498318 2435.674296747311 379.36072135844734 598.28479733760469 887.8076895144186 481.26411331095733 182.806902128621 707.63915181730408 512.62867123365868 342.43748101132223 2228.4347989322559 176.88428756489884 291.29423105390742 145.65615137747955 2317.6341596127022 642.56145165622002 96.834546291502193 1269.1504133288981 384.52229981371784 792.64230682479683 1739.0487309290329 61.880936225643381 1320.8894730980392 225.40091888117604 3898.3854828294134 4463.8577612586087
leaf_count=31271 21414 4618 318878 26668 22279 127497 208783 41491 5310 17906 129943 11327 3751 97272 141521 27142 33964 67453 31874 11879 48407 30371 27236 174084 12433 22483 8037 157034 41067 3798 69621 38109 47796 123300 3686 113000 16055 259742 288937
internal_value=0 0.00143368 -0.000622304 -0.00319969 -0.00685294 0.0011282 -0.00391492 -0.0266294 -0.00651963 -0.0123084 0.00156658 -0.0139625 0.00347367 -0.00044248 0.00398018 0.00364665 -0.00325453 0.0048161 -0.0131747 0.00250365 0.00114199 0.00927856 0.0156215 0.00614009 -0.0100251 0 0.00407114 0.000251557 0.00737672 0.00501885 -0.0128555 -0.00404083 -3.31966e-05 -0.0027664 -0.0102492 -0.0163014 -0.00566754 0.000443521 0.00185009
internal_weight=0 13772.6 28515.4 13148.7 7162.19 5986.53 6280.29 881.901 3297.91 1699.26 15366.7 762.083 5224.45 4067.26 10474.7 10409.4 1458.91 8950.51 860.625 2849.96 4979.2 3971.31 1230.25 2741.06 2213.02 468.179 5163.5 2463.29 2700.21 2532.51 1744.84 490.142 1598.65 2446.69 399.471 1405.36 806.006 13346.1 8362.24
internal_count=2867437 945106 1922331 924831 511341 413490 443885 67456 231338 136216 997500 76104 337386 317934 713768 709150 92980 616170 59016 220662 317026 299144 94689 204455 125951 34916 333635 165071 168564 145319 91035 49436 95122 171707 25965 118310 47326 867557 548679
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=18370784 5777183 2 2 4718612 1049352 960 960 1 120 1 9 4259844 1 18 2369792 864 962 60 8389136 8389120 565 60 2 768 2 2 6 1 8 649 2
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=26
split_feature=11 2 3 2 2 5 7 1 3 5 2 2 2 0 0 3 2 2 2 0 0 2 6 12 0 3 1 2 2 5 2 0 0 0 2 1 1 0 1
split_gain=3.60622 5.69198 3.838 6.82882 5.01448 10.7946 3.80823 4.38302 11.0619 21.2916 17.7869 11.9936 10.6354 6.88933 11.9915 11.1198 10.5617 6.49376 6.43342 6.00343 5.18194 7.66505 9.92808 9.67441 4.71111 4.44023 4.3721 9.73776 4.95475 3.40778 3.37187 3.13196 6.60089 5.35818 3.55677 8.93034 4.27562 3.27543 3.01572
threshold=0 1 1.5000000000000002 2 3 4 5 6 1.5000000000000002 7 8 9 10 20.500000000000004 42.500000000000007 1.5000000000000002 11 12 13 25.500000000000004 2.5000000000000004 14 15 16 1.0000000180025095e-35 3.5000000000000004 17 18 19 20 21 14.500000000000002 29.500000000000004 1.5000000000000002 22 23 24 101.50000000000001 25
decision_type=1 9 2 9 9 1 1 1 2 1 9 9 9 2 2 2 9 9 9 2 2 9 1 1 2 2 1 9 9 1 9 2 2 2 9 1 1 2 1
left_child=6 -2 3 29 5 -4 7 8 9 10 -1 -10 19 20 15 -15 -16 -13 -12 -11 21 23 -23 -9 -19 -18 28 -28 -22 -3 38 33 -33 34 36 -36 -32 -34 -8
right_child=1 2 4 -5 -6 -7 30 13 11 12 18 17 -14 14 16 -17 25 24 -20 -21 26 22 -24 -25 -26 -27 27 -29 -30 -31 31 32 37 -35 35 -37 -38 -39 -40
leaf_value=0.020285713543273607 0.012343859422203091 0.0032317785579681815 -0.0047886831072341887 0.02067467386216592 -0.0058818907930503206 0.023365627424189232 0 -0.0057309278273081632 0.015951105095437471 -0.045803917881503509 -0.017488817265263051 -0.017707685368392435 0 -0.040870881703074464 -0.0095284165557190936 0.0016948430316891365 0.051369702362847783 -0.0036781479110119526 -0.0040482313677152213 0.0050499741163597071 0.0077782444916132468 -0.002300456336831068 0.0026128745692853735 0.007520101075497148 0.0039032309107712056 -0.00044458779521027868 0.0044572402956683105 -0.0056508341412653332 0.00037364082362428597 -0.019930999708276612 -0.00018221716570503534 0.026164414676187821 -0.014497857809628242 -0.0043648331620988979 -0.012903638026410136 0.00896443763532348 0.015629171981480641 0.014331984058476714 0.014284758434706848
leaf_weight=222.38873329246417 542.28692178206984 347.43980259634554 308.45887064537965 203.97982451168355 980.85771996766562 188.96649767918279 264.82131587649928 4398.6102937101678 411.77934672415722 214.3935972994077 452.32852616198943 187.09069276371156 76.963463843654608 143.63611418270739 96.805879353021737 71.36164490779629 31.273202675802168 1750.8458375915652 1891.1478365346265 8.061495320464017 2218.2510847685044 7450.9680115167284 9057.4826040922198 584.77128298886237 1483.2487293757149 7.059979729820042 2092.0356804220355 1683.054993439815 1673.6508604207775 45.861801951890811 228.04070768551901 115.1573116062209 81.068037858232856 1291.3424672608962 288.43219084688462 390.88257620309014 400.86098999920068 25.347278497647494 400.43606593174627
leaf_count=11773 35265 23520 20660 11239 67194 12755 16714 274092 27328 20057 54399 14345 9023 10066 5935 4822 2315 112542 140234 890 147058 518024 632605 32799 95480 511 139935 108711 109440 2435 14801 6133 4354 76640 20188 25300 27228 1239 26118
internal_value=0 0.00356161 0.000918406 0.00757555 -0.00166352 0.00594597 -0.000249604 -0.000561252 -0.00286285 -0.00754057 -0.00427805 0.000580247 -0.0316523 -2.52996e-05 -0.0134091 -0.0270405 0.00743353 -0.00134778 -0.00701831 -0.0407764 0.000138742 -0.000646882 0.000376761 -0.00407234 -0.000104962 0.0361419 0.00237389 0 0.00470651 0 0.00287882 0.00118121 0.0118492 3.752e-05 0.0046077 -0.000104753 0.00977939 -0.00378999 0.00913628
internal_weight=0 2617.85 2075.56 597.281 1478.28 497.425 39693.6 36207.2 6698.25 2865.28 2565.87 3832.96 299.419 29509 350.137 214.998 135.139 3421.19 2343.48 222.455 29158.8 21491.8 16508.5 4983.38 3234.09 38.3332 7666.99 3775.09 3891.9 393.302 3486.39 2821.13 221.573 2599.56 1308.22 679.315 628.902 106.415 665.257
internal_count=2864167 173068 137803 37194 100609 33415 2691099 2472384 486071 236376 206406 249695 29970 1986313 23649 14888 8761 222367 194633 20947 1962664 1457520 1150629 306891 208022 2826 505144 248646 256498 25955 218715 175883 11726 164157 87517 45488 42029 5593 42832
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1654848 12585524 8391201 2 1 14 2 4260356 8724488 81754 1383392 5768213 3167360 20472365 2 1 673 10826086 7875645 2 15810572 11872 69 688 645
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=28
split_feature=7 4 2 3 2 2 1 9 0 2 1 1 0 0 5 0 3 2 1 6 3 3 2 2 10 2 1 3 10 2 2 3 0 1 5 2 1 1 1
split_gain=3.16491 4.30568 11.0823 6.1262 18.7258 9.46336 7.16237 6.04389 5.28992 3.91312 4.91965 3.91594 3.59886 6.21963 3.81581 3.35087 9.63991 7.2456 12.2017 16.1497 10.4784 9.55299 6.42196 5.87482 5.67236 5.28593 3.63735 4.79005 6.10883 3.98063 3.20532 3.20381 3.16796 3.07923 2.99972 2.36395 12.529 3.86042 2.25598
threshold=0 1 2 1.5000000000000002 3 4 5 6 2.5000000000000004 7 8 9 15.500000000000002 1.5000000000000002 10 1.0000000180025095e-35 11.500000000000002 11 12 13 1.5000000000000002 1.5000000000000002 14 15 16 17 18 3.5000000000000004 19 20 21 1.5000000000000002 7.5000000000000009 22 23 24 25 26 27
decision_type=1 1 9 2 9 9 1 1 2 9 1 1 2 2 1 2 2 9 1 1 2 2 9 9 1 9 1 2 1 9 9 2 2 1 1 9 1 1 1
left_child=15 3 34 5 8 12 -7 38 -5 11 -11 -9 13 14 -2 16 17 18 19 24 25 -21 -18 -22 -1 -20 27 28 -19 -29 -8 -12 -32 -6 -3 37 -37 -28 -4
right_child=1 2 7 4 33 6 30 9 -10 10 31 -13 -14 -15 -16 -17 22 26 20 21 23 -23 -24 -25 -26 -27 35 29 -30 -31 32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.009678652950507103 0.017451719643008876 -0.019723523033640347 0.0054923684536084157 0.026020346094176434 -0.00031677540803052423 0.0047414454680162329 0 -0.0048353684978205275 0 -0.00089072941673774993 -0.0014246129666043339 0.014860882248169244 0.029072272250165971 -0.0005492301797448446 -0.010627235382964003 0.00052207730402588186 -0.011001652623456652 -0.0065868314485027406 0.01352155978915838 0.020268107507932651 -0.0025850272662501506 0.0017047372699457713 0.028967844239064525 -0.016516530797273228 0.010257971472289837 -0.020513652599464562 0.003541101578004554 0.02125030318874083 0.015036605942228479 0 -0.022271699354066046 0.031774280473489486 0 -0.023446201183560385 0.0026672869013875675 0.016972750466553367 -0.0029425048904832777 -0.0016928544627917111 -0.012804320443288742
leaf_weight=1133.5544500715623 458.76820438314462 128.49255724949762 102.94702611747198 122.94807021663291 111.02527285611723 517.27193592156982 208.82246968027903 130.51569177419879 127.70159895997494 49.428949438268319 10.507711142883634 181.32870582444593 79.359181012958288 430.46791241783649 20.212905180873349 23340.027657017868 21.647183975670487 1996.0144896683632 14.599488763924455 424.58770443487447 1920.3172256216058 832.8723962205986 126.9857316929847 349.07921728026122 123.62232918798691 729.98192567462684 2232.5621465822915 87.388258460559882 104.01989575865446 255.14437490038108 246.08130171988159 304.9252322249813 55.155019372235984 342.37952016876079 52.236464264802635 486.80196564667858 721.82677686976967 3627.3686443191255 75.965084537165239
leaf_count=66739 30088 7513 7012 7442 7429 29627 13689 8158 7371 3305 643 11171 4259 26974 1213 1539878 1645 134678 1806 24060 128535 59363 9586 23653 8147 97213 169015 6322 7571 17236 13689 20786 3319 23372 3203 29929 49559 257220 5141
internal_value=0 0.00280757 0.00821764 0.000570191 -0.00714213 0.00347525 -0.00300918 0.0130296 0.0129726 0.0172585 0.0244643 0.00615225 0.0103252 0.00760373 0.0151208 -0.000220801 -0.00138088 -0.00167048 -0.00453466 0.000508415 -0.008792 0.008532 0.0216029 -0.00512905 -0.00729176 -0.0190514 0 -0.00328715 -0.00517823 0.00689666 -0.011188 0.0289346 -0.0173043 -0.0188754 -0.0118094 0.00115898 0.0051253 0.000260859 -0.00182601
internal_weight=0 3756.54 1036.35 2720.19 704.054 2016.14 1027.33 855.618 250.65 676.706 364.862 311.844 988.808 909.449 478.981 38528.4 15188.4 15039.7 5528.61 2514.64 3013.98 1257.46 148.633 2269.4 1257.18 744.581 9511.13 2442.57 2100.03 342.533 510.059 315.433 301.236 453.405 180.729 7068.56 1208.63 5859.93 178.912
internal_count=2867559 235404 66932 168472 45614 122858 60324 56216 14813 44063 24734 19329 62534 58275 31301 2632155 1092277 1081046 409516 158309 251207 83423 11231 152188 74886 99019 671530 165807 142249 23558 30697 21429 17008 30801 10716 505723 79488 426235 12153
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 2 9209361 16597088 5310238 232 4 8608 385 294 2 16277799 960 2 4211354 8413472 1 4194308 74 1 2568 2115584 780 2 3672 672 257 29
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=31
split_feature=3 2 2 4 2 2 1 3 2 4 1 2 5 1 1 0 3 10 13 2 2 3 12 2 2 1 1 2 11 5 12 0 0 10 9 2 1 2 3
split_gain=4.64645 21.0311 13.8478 14.1699 22.9627 19.9163 15.7333 17.217 12.8711 10.8041 17.4825 11.9737 16.994 10.8018 10.253 9.42857 8.78312 8.14206 7.97924 13.247 7.79963 7.7524 7.62637 19.4597 13.4054 10.9749 7.54969 6.85815 6.78408 6.71603 6.49456 6.61672 6.22448 5.91011 5.81677 5.97014 5.81484 9.08033 5.79742
threshold=1.0000000180025095e-35 0 1 2 3 4 5 4.5000000000000009 6 7 8 9 10 11 12 2.5000000000000004 1.5000000000000002 13 14 15 16 1.5000000000000002 17 18 19 20 21 22 23 24 25 7.5000000000000009 9.5000000000000018 26 27 28 29 30 5.5000000000000009
decision_type=2 9 9 1 9 9 1 2 9 1 1 9 1 1 1 2 2 1 9 9 9 2 1 9 9 1 1 9 1 1 1 2 2 1 1 9 1 9 2
left_child=1 13 9 5 18 34 -6 17 -9 11 27 12 -2 30 20 -16 -17 -8 19 38 -7 -14 24 25 32 -24 -13 -11 -12 -29 31 -1 -3 -27 -4 -36 37 -26 -5
right_child=2 22 3 4 6 14 7 8 -10 10 28 26 21 -15 15 16 -18 -19 -20 -21 -22 -23 23 -25 36 33 -28 29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.02201677103277197 0.014185441370539545 -0.00013192845333351156 0.00043834036768289727 0.028572034180890472 0.0043614808635278248 0.023174906880847723 -0.017165104656778823 -0.008845498682037654 0.018546370400542266 0.0060149734662315662 0.0012184469111741604 -0.012034884803920998 -0.027494399330773751 -0.0020478127408948272 -0.017692034484518455 -0.015481215915997257 0.002703581283698177 0.0015038068005110983 -0.024124623695541688 0.0038817111912525688 -0.0044213717194062667 0.002915478688142719 0.0026237622540400372 0.0101868134755248 -0.013147676603853495 -0.02347992121655134 0.0044887570078058882 -0.02160399727257625 0.013694167924857779 -0.0042254234498251206 0.010572921233688873 0.004818481183657161 0.017672596260948744 0.0071532786584626159 0.010561641115883764 -0.0070686937029520143 0.010335152712907058 0.0069630948366850801 0.0038559148151740652
leaf_weight=624.62267080065794 2038.6899044163874 4117.8593247264507 5141.4819337523077 331.21202795027057 1110.6647651835228 71.676234113052487 1578.5194367845834 306.94870130965137 290.64773795777 164.20452185370959 3688.2795368150692 395.84401451837039 120.04691935656592 2507.9065404860885 1848.9195267637551 423.41594514995813 572.78631957340986 234.03066138544818 57.466559819644317 4308.1479761436349 1043.1517882781336 144.3067100616754 284.07326747116167 609.96136288391426 260.82324023602996 528.33374923153315 694.37914693373023 536.23872435302474 479.39211601309944 479.73961253010202 52.063805133569986 75.292110571521334 174.75548451580107 41.205011353828013 163.73453102150233 2138.7480128128082 3672.1134490188851 813.52137319277972 184.66496009379625
leaf_count=57464 126724 257156 371361 15884 83983 3620 121752 24570 19094 11599 240280 34508 12939 166382 109907 32523 41106 19431 3406 272928 50570 9006 21245 34715 15432 34868 51772 37462 31059 30607 3529 4687 6003 2791 9543 156620 276312 53240 10071
internal_value=0 0.00149649 -0.000738299 -0.00220825 0.000875808 -0.00450506 -0.00520425 -0.0097341 0.00440312 0.00255397 -0.000195686 0.00694633 0.0109806 -0.00544119 -0.0102083 -0.01339 -0.00495979 -0.0146066 0.00532693 0.00589749 -0.00164607 -0.0112697 0.00368936 -0.00283144 0.00478821 -0.0124774 -0.0014589 -0.0107841 0.00280588 -0.0139083 -0.0157046 -0.0186396 0.000639646 -0.0201797 -0.00138668 -0.00552795 0.00843072 0.00151481 0.020595
internal_weight=0 13762.5 28547.3 19806.2 8402.3 11403.9 3520.81 2410.15 597.596 8741.12 5347.85 3393.27 2303.04 3259.89 3959.95 2845.12 996.202 1812.55 4881.49 4824.02 1114.83 264.354 10502.6 1463.57 9039.07 853.612 1090.22 1180.18 4167.67 1015.98 751.979 699.915 4292.61 569.539 7443.96 2302.48 4746.46 1074.34 515.877
internal_count=2866149 933824 1932325 1346369 571119 775250 268830 184847 43664 585956 351007 234949 148669 232062 237726 183536 73629 141183 302289 298883 54190 21945 701762 93619 608143 58904 86280 79668 271339 68069 65680 62151 263159 37659 537524 166163 344984 68672 25955
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=18370784 2183264 2 295810 13372436 782 8389660 2 384 96 2 22 768 1 1 294914 8320 1 18 2369536 832 553 2166784 1 2 1 1 9 12582912 384 66056
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=30
split_feature=3 1 2 2 3 0 8 2 9 1 0 2 1 2 2 3 5 13 1 2 2 1 1 2 3 2 0 2 1 9 3 1 9 2 2 1 3 2 2
split_gain=2.62429 6.01347 6.94746 3.67485 4.72042 3.89635 3.40867 8.10173 5.59092 3.92916 4.08768 8.41662 6.2212 10.1108 5.41678 4.86438 12.3196 4.86016 10.2605 8.73697 4.19631 20.2549 4.25227 4.00591 3.91308 4.23521 3.88612 5.30068 5.63574 3.52131 3.48147 3.07708 3.01368 2.63518 2.54242 2.51195 2.14252 1.96595 1.94404
threshold=8.5000000000000018 0 1 2 11.500000000000002 1.0000000180025095e-35 3 4 5 6 1.0000000180025095e-35 7 8 9 10 3.5000000000000004 11 12 13 14 15 16 17 18 3.5000000000000004 19 1.0000000180025095e-35 20 21 22 2.5000000000000004 23 24 25 26 27 2.5000000000000004 28 29
decision_type=2 1 9 9 2 2 1 9 1 1 2 9 1 9 9 2 1 9 1 9 9 1 1 9 2 9 2 9 1 1 2 1 1 9 9 1 2 9 9
left_child=6 2 -2 -3 38 -6 9 29 30 24 11 12 13 -11 -14 16 -13 20 -19 -20 21 -12 -22 -17 25 36 27 28 -10 -8 -9 -31 37 -26 -28 -36 -1 -4 -5
right_child=1 3 32 4 5 -7 7 8 26 10 17 15 14 -15 -16 23 -18 18 19 -21 22 -23 -24 -25 33 -27 34 -29 -30 31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.015655831246767643 -0.0096354886924686772 -0.01871584502593265 0.011279238995651709 0.0076769476620012879 0.033080731988855097 0 0.044121297772414976 0.034809372355292467 0.03214154423304183 -0.00050861552023677892 -0.0055501790189615404 0.00065085627106076303 0.0043875284894106968 -0.027753323251098416 -0.0049391175830875303 -0.0020814741291871105 -0.010502656122938603 -0.01693862684679227 0.031162282389315035 -0.0062353405870191302 0.0018842457191836641 0.0066926125784624651 -0.0016332787417952137 0.0096131485853386441 0.0030708892763678681 0.0014132967708290743 0.0042882922348957608 -0.011035135116646588 -0.00059265747272667336 0.018985559198741106 -0.0026097849496336967 -0.01045115255307736 0.017689251422708326 -0.010166518048698319 -0.0014859408154016694 -0.019069102125492121 0 -0.0075508380696722921 -0.010956602912999021
leaf_weight=498.47044363687746 108.78748537285719 90.564614096540026 57.042642630985938 25.549440677394159 38.020533185917884 62.824485836899839 39.517682218574919 49.984879087191075 77.012771853245795 302.64628647797508 2016.4306361755589 7034.1582273948588 662.71538969484391 263.75370416478836 4323.3857789367321 371.6481264232425 1116.2417427677428 54.394313962198794 180.26198523980565 60.195993528468534 4615.5938242399134 3836.0150702203391 12643.897339803632 833.10720728861634 247.52634673076682 864.4347838156973 117.25507198809646 50.583110582781956 71.493772311718203 22.820727933314629 10.673794916365294 35.51436438318342 488.39666695077904 240.99858824536204 243.28127145336475 149.82796763605438 132.0123711170163 88.274128766264766 188.08274840563536
leaf_count=30767 6948 6386 3606 1648 2884 4057 2710 1285 4258 18059 122864 490546 33056 23844 337082 27703 79680 3009 10068 3621 314517 237028 854894 60601 14789 49984 8024 3723 3723 1405 448 2294 33382 17767 11504 7166 9242 6211 13374
internal_value=0 0.00463193 0.00989046 -0.00446023 0.000447522 0.0164655 -0.00015488 0.00592321 0.0013664 -0.000297543 -0.000530672 -0.00182605 -0.00489451 -0.0146841 -0.00361475 0 -0.00087292 0.000282601 0.012437 0.0211765 9.86543e-05 0.00241447 -0.000673087 0.00586065 0.00398053 0.00657622 -0.00129579 0.00914619 0.0180094 0.0283774 0.0236251 0.00105226 0.0140608 -0.00322803 -0.00622993 -0.0100224 0.0126028 0 -0.00696046
internal_weight=0 1147.54 742.501 405.042 314.477 100.845 41165.9 867.965 770.113 40297.9 38314.4 14907.7 5552.5 566.4 4986.1 9355.16 8150.4 23406.8 294.852 240.458 23111.9 5852.45 17259.5 1204.76 1983.44 1494.92 709.454 199.09 148.507 97.8528 60.6587 58.3351 633.713 488.525 510.364 393.109 630.483 145.317 213.632
internal_count=2864157 78496 50147 28349 21963 6941 2785661 46540 40131 2739121 2616572 1070571 412041 41903 370138 658530 570226 1546001 16698 13689 1529303 359892 1169411 88304 122549 89993 38398 11704 7981 6409 1733 3699 43199 32556 26694 18670 40009 9817 15022
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=220 12870657 6291994 1 10485796 8 512 16281894 3 24836 6295552 2 1 256 8932762 15004160 385 257 360472 8390064 4555010 348 6 106 2 6294638 87682 229 2097862 8713220
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=31
split_feature=0 1 2 9 2 1 1 0 13 3 1 0 2 4 2 2 2 0 1 2 2 12 5 2 9 1 3 3 3 1 2 2 2 2 7 1 1 2 2
split_gain=2.82788 5.70426 6.75293 5.00947 15.5366 8.04949 6.4072 6.88608 4.85399 6.31724 4.55422 6.63592 7.20281 6.51447 11.1394 10.1887 5.96585 4.23496 3.70299 28.3735 13.9035 8.91302 9.69715 7.79352 10.5698 11.1538 7.19252 6.91564 5.45371 7.0222 5.20253 4.96593 4.77791 4.66113 11.926 6.69878 4.73506 8.28703 8.01455
threshold=3.5000000000000004 0 1 2 3 4 5 17.500000000000004 6 4.5000000000000009 7 35.500000000000007 8 9 10 11 12 6.5000000000000009 13 14 15 16 17 18 19 20 1.5000000000000002 1.0000000180025095e-35 8.5000000000000018 21 22 23 24 25 26 27 28 29 30
decision_type=2 1 9 1 9 1 1 2 9 2 1 2 9 1 9 9 9 2 1 9 9 1 1 9 1 1 2 2 2 1 9 9 9 9 1 1 1 9 9
left_child=18 2 -2 4 5 -3 -6 -8 10 -10 11 16 -13 14 -12 -15 -5 -4 19 30 27 22 -22 24 -20 26 -26 -21 33 -30 -1 -31 -23 34 35 -25 37 -35 -38
right_child=1 3 17 8 6 -7 7 -9 9 -11 13 12 -14 15 -16 -17 -18 -19 23 20 21 32 -24 28 25 -27 -28 -29 29 31 -32 -33 -34 36 -36 -37 38 -39 -40
leaf_value=-0.011467682254327288 -0.0062031609788810458 0 0.0069162942829158391 0.0045241042997988708 0.019005271903967082 -0.02385125976779506 0.0027258581578981883 -0.029296415090312191 0.033546469936421533 -0.0082102772749133735 -0.011547880636833679 -0.0045736954550894783 0.036312396904742979 0.024768386376393142 0.0039887837100604584 0.001833342860389396 -0.0077299684019528072 0.034669491379021741 0.010600683466278977 0.031850787971441079 0.0036680157767703843 0.0041746645200690354 -0.011673655500248709 0.0061216634141571802 0.00073425609900208124 0.0048144897676065529 -0.010519108069471468 0.00025722046093654523 -0.0091146107968284699 0 -0.03044846625245989 0.019962606420308171 -0.022220941323619917 0.0091928608902696017 0.020939297643828104 -0.015494466931687993 0 -0.00022809257331888016 -0.0056455934655600705
leaf_weight=746.92594607381034 97.688024695962667 239.62290639954153 178.3830929773394 516.25897480186541 184.92504739842843 393.40879606408998 651.33497165888548 44.333375664544292 77.06848327931948 25.061079151462764 500.27418907545507 53.256442801095545 49.596593884867616 308.2246889580274 2969.1848198114894 539.01921708264854 1228.4391939006164 113.70379628892988 1412.7832486983389 182.53792317019543 2320.7577136823675 59.543534097843803 466.18018046754878 134.90253627268248 1127.5810749969678 2994.3134891089285 1022.2723973670509 132.73436949972529 150.31055900931824 232.27539073955268 253.7721673194319 330.93212282902095 233.31655156309716 984.24114466205356 92.849919777130708 743.67342482128879 6206.3747952742851 10028.762258281582 4272.1922958368959
leaf_count=48669 5318 15787 12778 24530 11688 25641 42859 3253 4239 1554 34595 3103 3099 18593 189750 36437 84946 7497 80841 15399 172560 3963 29963 11150 65457 178289 62394 10486 10949 16212 20606 22909 10793 75977 6003 71163 423564 681069 322121
internal_value=0 0.00167799 0.0129586 0.00100893 -0.00401566 -0.0155908 0.00429536 -2.78372e-05 0.00228795 0.0214918 0.00182249 -0.0022047 0.0190206 0.00361523 0.00156137 0.011384 -0.00393781 0.0202458 -0.000389849 -0.00308519 0.00124712 -0.00081012 0.000898273 2.29206e-06 0.00304537 0.000846745 -0.00452953 0.0200166 -0.000849478 0.00752662 -0.0175547 0.0126503 -0.0165948 -0.00113894 -0.00781028 -0.0118558 -0.000808978 0.000616945 -0.0023328
internal_weight=0 8169.78 389.775 7780.01 1513.63 633.032 880.593 695.668 6266.38 102.13 6164.25 1847.55 102.853 4316.7 3469.46 847.244 1744.7 292.087 34129.2 4395.77 3395.07 3079.8 2786.94 29733.5 6556.95 5144.17 2149.85 315.272 23176.5 713.518 1000.7 563.208 292.86 22463 971.426 878.576 21491.6 11013 10478.6
internal_count=2866204 525667 25593 500074 99228 41428 57800 46112 400846 5793 395053 115678 6202 279375 224345 55030 109476 20275 2340537 312439 243164 217279 202523 2028098 386981 306140 127851 25885 1641117 50070 69275 39121 14756 1591047 88316 82313 1502731 757046 745685
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=1 4561952 2 3933272 160 42 1 96 8080 2 8479104 10776960 1312777 3 12326050 83972 1 2 14947840 2 388 776 267298 82194 8776 1638413 1 520 900 24704 338
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=27
split_feature=9 6 2 2 1 10 3 1 1 7 3 1 0 0 2 0 3 2 5 0 2 1 0 3 2 3 2 2 1 2 3 3 2 12 1 2 2 2 2
split_gain=3.43121 5.98515 12.0498 7.09736 6.43718 5.27561 5.93289 5.23226 3.53897 3.31163 3.20136 3.07528 4.28298 6.02877 4.24979 3.04434 2.88515 6.11372 3.61412 2.85791 8.77576 6.81124 7.7759 6.59237 7.52207 5.59812 4.28599 3.55968 9.18972 7.9157 7.86154 7.23697 8.74118 4.85919 3.68733 5.53333 4.18904 3.51186 3.41936
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 9.5000000000000018 9 17.500000000000004 3.5000000000000004 10 5.5000000000000009 17.500000000000004 11 12 4.5000000000000009 13 14 26.500000000000004 1.5000000000000002 15 1.0000000180025095e-35 16 17 18 19 1.5000000000000002 1.5000000000000002 20 21 22 23 24 25 26
decision_type=1 1 9 9 1 1 2 1 1 1 2 1 2 2 9 2 2 9 1 2 9 1 2 2 9 2 9 9 1 9 2 2 9 1 1 9 9 9 9
left_child=1 3 10 5 9 6 8 -5 -1 -4 11 12 13 -3 -13 -16 19 18 -18 27 -21 23 25 26 -25 -23 -22 28 31 -30 -31 38 -33 34 36 -36 -29 -35 -2
right_child=16 2 4 7 -6 -7 -8 -9 -10 -11 -12 14 -14 -15 15 -17 17 -19 -20 20 21 22 -24 24 -26 -27 -28 33 29 30 -32 32 -34 37 35 -37 -38 -39 -40
leaf_value=0.017951158425404179 0.0032668803516879771 0.010284594635765434 -0.016602005512237058 0.0068122290494401667 0.002974591015399302 0.0069914495617729088 -0.017055463492106838 -0.0025204547730436366 -0.0050465387400094128 0 -0.0095734569215199725 -0.0085997025811633473 -0.011367273893407767 0.030117807093529264 0.010289009442090855 -0.0035371899165292211 0.0448246318730747 -0.010180129497843521 -0.0010440683199618066 0.007692951979687267 0.0051574510216023731 0.0018006050143724917 0.017315949979471872 -0.005323810845921137 0.017400203267800316 -0.010280455049382738 -0.010049667777335347 0.0010862742079881694 -0.014330790775582497 -0.0044619793561760084 0.0043083731311542341 -0.0043948843540489837 0.004551747469608047 -0.0024798227560959858 -0.013916315305637082 -0.0029890317772099688 -0.0040202084740570696 0.0058865099748336451 0.01001612407580047
leaf_weight=47.520850667031482 2398.5943501181901 916.82782550621778 351.42226883873809 1148.514520437282 638.15249691481586 153.37316305516288 544.43280040484387 1125.9876538885292 242.1892722005723 130.73876873252448 49.712089856620878 139.72866912395693 31.238183355657384 210.60609039757401 806.70589715673123 144.3283159218845 34.535468929912895 24.131782503798604 5.2857427094131699 1638.4247625526041 307.53896057256497 474.0825085999677 108.69707659789128 161.75368017377332 472.5299525387818 1292.2684120067861 333.60102222912246 4795.3755768230476 505.0091223603813 2923.1024220723775 1508.927622480609 2293.5531253463705 2008.0261930656852 711.79936450259993 478.11635323471273 8191.8986285791325 2337.4345361936139 1311.3698175908357 1293.7415119990474
leaf_count=2982 178643 59527 23381 73017 42475 9389 38100 71746 17076 8273 3213 9744 1635 12186 50991 8735 2225 1586 307 97336 18785 31050 7493 9411 32182 91247 25992 323393 29792 220805 101783 180119 134931 45230 50397 557205 135803 83808 72306
internal_value=0 0.00209853 0.00501985 -0.00088412 -0.00323696 -0.00785209 -0.0111674 0.00209877 0 -0.0116307 0.00913652 0.00984226 0.0135885 0.0149333 0.00517052 0.00776183 -0.000364168 0.0170624 0.0320208 -0.000418418 0.00182816 -0.00119177 -0.00505689 0.00424341 0.0113566 -0.00689502 -0.00247661 -0.000779398 0.000465278 -0.00288461 -0.00139677 0.00257557 -0.000146274 -0.00169766 -0.00230034 -0.00368721 -0.000558392 0.00282029 0.00580966
internal_weight=0 6681.48 3419.46 3262.02 1120.31 987.516 834.143 2274.5 289.71 482.161 2299.15 2249.43 1158.67 1127.43 1090.76 951.034 35609.8 63.953 39.8212 35545.8 4788.9 3150.47 1875.05 1275.42 634.284 1766.35 641.14 30756.9 12931 4937.04 4432.03 7993.92 4301.58 17826 15802.8 8670.01 7132.81 2023.17 3692.34
internal_count=2864299 432470 220160 212310 74129 67547 58158 144763 20058 31654 146031 142818 73348 71713 69470 59726 2431829 4118 2532 2427711 313496 216160 129790 86370 41593 122297 44777 2114215 918379 352380 322588 565999 315050 1195836 1066798 607602 459196 129038 250949
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=12 2 13899570 9011474 101 1 868 528 1 157 4608 2134787 2 4732973 651 9765120 2359568 8754384 992 5248 8650768 1 789 18350093 16795918 3147778 65616
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=35
split_feature=3 2 1 6 2 2 0 12 2 4 2 2 1 12 2 1 2 3 1 2 6 1 2 1 4 1 1 10 2 3 2 5 5 8 2 9 2 7 6
split_gain=2.62589 16.974 14.6974 14.5024 19.8871 11.7173 11.0873 10.6105 10.3284 20.9428 19.7652 14.3114 13.4961 8.64206 14.6095 9.31627 8.53387 13.0552 9.14995 12.4993 7.86716 15.9691 13.6173 12.0051 7.72864 13.8768 12.4756 10.8363 10.3396 10.2366 16.8531 15.133 8.10302 7.64383 7.57834 7.4381 7.32072 7.21916 6.9059
threshold=1.0000000180025095e-35 0 1 2 3 4 1.5000000000000002 5 6 7 8 9 10 11 12 13 14 5.5000000000000009 15 16 17 18 19 20 21 22 23 24 25 6.5000000000000009 26 27 28 29 30 31 32 33 34
decision_type=2 9 1 1 9 9 2 1 9 1 9 9 1 1 9 1 9 2 1 9 1 1 9 1 1 1 1 1 9 2 9 1 1 1 9 1 9 1 1
left_child=1 2 -1 5 35 -4 -6 -7 24 11 12 -10 -11 20 15 -15 17 33 19 -18 22 -22 23 -3 26 29 27 -2 -29 30 -26 -31 34 -12 -28 -5 -23 -27 -14
right_child=8 13 3 4 6 7 -8 -9 9 10 16 -13 38 14 -16 -17 18 -19 -20 -21 21 36 -24 -25 25 37 32 28 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0014128333248830474 0.010194059874044821 -0.0095902173462650373 0.0069650740837514285 -0.0087458903131194376 -0.035428588288132626 -0.013192851001262369 -0.0067545105228344129 0.020156303778673321 -0.0026275550409918208 -0.023288986748875001 0.032992397259426841 -0.011218894502163512 -0.011784638818679969 0.0031992324309640038 0.012489324939085299 -0.017841058699725527 0.003069515989314511 -0.0023089184097250435 0.0044474785511406526 -0.034081469946964968 0.0024215820939152634 0.024563713260237763 -0.0034576142073386275 0.014687181872028127 0.01350761973329008 0.0022033883577786068 0.010084680360607896 0.0087386901543816033 -0.010929221380235731 -0.0050986552446942836 -0.0098746969175625698 0.023459529072514886 -0.020684077582959995 -0.0010970733286126127 -0.0054259927765606111 0.017868380176884951 0.0089577011251778024 0.017149735494897546 0.0052963506161330543
leaf_weight=3610.1251057292684 3036.3449565380579 210.91707787389169 727.83187213237397 204.85307406762149 469.54559592541773 843.75127218410489 247.07285400270484 73.714034984470345 6351.1022575574752 397.63132186353323 306.20277782226913 2874.7245946254989 364.42466227913974 282.24555036518723 355.18156260042451 552.47750841337256 183.79641165048815 209.22541899746284 4343.1446823135484 112.67741556483088 1789.217365959892 681.20200821053004 1795.266160508967 996.50391518010292 302.32251495821401 3074.5818334548385 433.34119325404754 455.64167522115167 529.73592473962344 451.70944752730429 2768.0237854516017 264.00220877816901 197.16981483931886 58.718238566769287 898.97094364458462 139.13483918044949 837.06645837699762 346.27221235516481 544.08862503568525
leaf_count=218414 194912 15885 53891 19211 30518 78212 13312 4786 466031 35206 15328 167324 34811 21347 20026 36742 9954 11503 277811 8584 121450 48972 107081 81697 19269 197922 26890 30700 34792 31133 190285 18487 17291 2043 73157 10688 51008 23378 44143
internal_value=0 0.00108528 -0.00269697 -0.0082301 -0.0172476 -0.00208248 -0.0262612 -0.00954267 -0.000592264 -0.00231048 0.00198786 -0.00537963 -0.00876545 0.00430617 -0.00328217 -0.0105628 0.00478131 0.0160262 0.00320056 -0.0125315 0.00579997 0.00916903 0.00193602 0.0100343 0.00150593 -0.000617635 0.00430782 0.0072292 -0.00157135 -0.00479955 -0.00735544 0.0055532 -0.00319861 0.0270809 -1.56755e-05 0.00197764 0.016603 0.00392781 -0.00137855
internal_weight=0 13816.1 6316.03 2705.9 1060.61 1645.3 716.618 917.465 28503.9 15745.7 6519.91 9225.83 1306.14 7500.08 1189.9 834.723 5213.76 574.146 4639.62 296.474 6310.17 3307.49 3002.69 1207.42 12758.1 7206.91 5551.2 4021.72 985.378 3786.06 3070.35 715.712 1529.48 364.921 1332.31 343.988 1518.27 3420.85 908.513
internal_count=2864194 933240 429032 210618 73729 136889 43830 82998 1930954 1072738 439383 633355 114160 504208 78115 58089 325223 28874 296349 18538 426093 221430 204663 97582 858216 480474 377742 260404 65492 259174 209554 49620 117338 17371 100047 29899 99980 221300 78954
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
cat_threshold=20469984 961 2 19922976 19400704 1 2127968 2 13108245 13370390 88 1 18 832 327682 513 33152 2 897 12681244 320 2 480 496 1 8288 2101248 2 2 1 96 1 12583444 1 2
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=24
split_feature=11 2 0 0 3 2 2 12 1 9 2 1 1 2 0 3 9 3 4 2 2 2 1 0 6 12 3 3 0 0 1 2 3 5 3 0 2 0 2
split_gain=2.44843 4.23389 2.39352 3.53426 2.99772 4.15461 3.78496 4.00461 2.80019 2.30545 4.35441 5.92741 4.13738 5.00891 3.53839 3.67941 3.05607 2.73354 3.11471 7.81646 5.05848 3.11091 3.35765 2.39704 3.47823 3.14692 2.29434 2.10873 2.42002 2.09495 2.04561 10.5715 10.0949 10.7185 7.28456 7.11294 5.84912 3.40487 2.75169
threshold=0 1 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 2.5000000000000004 3.5000000000000004 11 1.0000000180025095e-35 12 13 14 15 16 3.5000000000000004 17 18 5.5000000000000009 2.5000000000000004 9.5000000000000018 6.5000000000000009 19 20 1.5000000000000002 21 1.0000000180025095e-35 6.5000000000000009 22 1.0000000180025095e-35 23
decision_type=1 9 2 2 2 9 9 1 1 1 9 1 1 9 2 2 1 2 1 9 9 9 1 2 1 1 2 2 2 2 1 9 2 1 2 2 9 2 9
left_child=9 2 3 4 5 -2 -6 -8 -5 10 11 14 13 -12 16 -16 -1 21 20 -20 -19 22 -14 24 -13 -25 27 28 -4 -23 31 -11 33 35 -35 -33 37 -34 -32
right_child=1 -3 26 8 6 -7 7 -9 -10 30 12 23 17 -15 15 -17 -18 18 19 -21 -22 29 -24 25 -26 -27 -28 -29 -30 -31 38 32 36 34 -36 -37 -38 -39 -40
leaf_value=0.014617595789703225 0.022227780276129459 0.007410683875642407 -0.011961766646850643 0.0049484303297125378 0.00394082206967353 -0.0079591881361737848 -0.020412434599587397 0.0035033162573798746 -0.01147320169977346 0.0060491406078567109 0.010902684009930816 -0.0038918174346860694 0.016389990341314841 -0.0020719480202667064 0.022222164322219743 0 0 -0.0024224806654897413 -0.012394863418768505 0.0055286004937671858 -0.017798036167849775 -0.0034599028972024577 -0.0024519621905506233 -0.013714666011963948 0.010123921487743904 0.011030793073948737 -0.0072193630259179912 0.029109665371934153 0.014649826236302999 0.010211358828442088 -0.0013429222049877927 -0.0085732827390396209 -0.0020375134210029464 0 -0.040026927605721296 0.010081016088821903 -0.013129666014973283 0.0048797497168733637 0.00071704959669384861
leaf_weight=183.30913369968766 101.23736334597925 1158.2181406071177 31.745337998028845 83.472379039973021 478.09945852484088 29.255688189063221 138.07142631462193 75.599795441492461 436.16104514221661 1223.9429241096659 606.28308954404201 325.82215553929564 209.29626851557987 476.52745003951713 324.58849985385314 83.384025174425915 491.74069528101245 735.33077353570843 317.77318271857803 718.99367587896995 319.11537423648406 741.60671104735229 104.45116640848573 206.9806631966494 295.73272898979485 27.95131470169872 16.959199897944927 41.439692744752392 41.599184865131974 95.440088724717498 10680.072788683727 1769.5564474981511 1441.4184294595034 65.323238787648734 147.84104894439224 191.00986409920733 279.25014545029262 1296.1764990389929 16287.847454630362
leaf_count=10394 6800 74645 2094 5362 32001 1462 9954 4972 30188 84012 38005 20489 12849 29897 17838 5170 31138 54983 24436 48610 19118 49066 7420 12686 16720 1792 794 2632 2536 4291 660270 151956 97923 6090 17098 9804 17812 83385 1157499
internal_value=0 0.00298571 -0.00041759 -0.00195567 0.00184111 0.0142572 -0.0005806 -0.0108834 -0.00828206 -0.000145388 0.00159791 0.00548766 -0.000112065 0.00505517 0.0102944 0.0177707 0.00493266 -0.00196988 -0.00415241 0 -0.00790244 0.00173019 0.0097012 -0.000443915 0.00247546 -0.00872247 0.0108252 0.0165068 9.99791e-05 -0.00124141 -0.000482977 -0.00208442 -0.00409127 -0.00924859 -0.0295327 -0.00648062 -0.000235743 0.00114249 -8.84314e-05
internal_weight=0 2631.86 1473.64 1341.9 822.264 130.493 691.771 213.671 519.633 39646.8 6264.33 1939.51 4324.82 1082.81 1083.02 407.973 675.05 3242.01 2091.21 1036.77 1054.45 1150.79 313.747 856.487 621.555 234.932 131.743 114.784 73.3445 837.047 33382.4 6414.52 5190.58 2173.73 213.164 1960.57 3016.85 2737.59 26967.9
internal_count=2864191 173440 98795 90739 55189 8262 46927 14926 35550 2690751 404902 116227 288675 67902 64540 23008 41532 220773 147147 73046 74101 73626 20269 51687 37209 14478 8056 7262 4630 53357 2285849 468080 384068 184948 23188 161760 199120 181308 1817769
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 6566708 266544 2102048 1 534 12 16008224 214 536 69980 8 2 557637 10832 33422 293 2 1 14 25244204 2 2378050 18105261
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=31
split_feature=8 2 9 3 0 2 2 1 3 1 10 2 5 0 2 2 2 1 0 1 6 1 2 13 3 2 2 1 3 2 1 2 1 2 2 4 1 5 0
split_gain=2.60142 7.65776 3.56774 3.5456 3.28285 4.55105 3.58979 3.16888 2.83067 2.63818 1.95414 9.82024 9.96099 6.1993 6.17889 5.8588 5.6202 4.70003 4.67779 5.69876 3.81088 4.23196 3.74572 3.42 17.5178 9.12616 9.08939 6.20847 4.27128 12.1855 9.32021 7.19437 6.08352 16.8251 15.6098 14.7287 11.7079 8.43494 5.99279
threshold=0 1 2 6.5000000000000009 1.0000000180025095e-35 3 4 5 2.5000000000000004 6 7 8 9 1.5000000000000002 10 11 12 13 8.5000000000000018 14 15 16 17 18 3.5000000000000004 19 20 21 5.5000000000000009 22 23 24 25 26 27 28 29 30 8.5000000000000018
decision_type=1 9 1 2 2 9 9 1 2 1 1 9 1 2 9 9 9 1 2 1 1 1 9 9 2 9 9 1 2 9 1 9 1 9 9 1 1 1 2
left_child=10 3 8 -2 5 7 -6 -4 9 -3 23 18 13 16 -15 -14 17 -13 19 -12 22 -22 -17 28 26 -26 27 -25 32 -30 31 -31 34 35 36 -34 -1 -35 -36
right_child=1 2 4 -5 6 -7 -8 -9 -10 -11 11 12 15 14 -16 20 -18 -19 -20 -21 21 -23 -24 24 25 -27 -28 -29 29 30 -32 -33 33 37 38 -37 -38 -39 -40
leaf_value=-0.00037979110211242581 0.038552048083427111 0.039548254691778612 0 -0.0021527042504433723 0.0068658982258788318 -0.009797822691000423 -0.0097643740288457844 0.025841202246633943 -0.002719331411148052 0 -0.0087777117822242824 0.015166679353800051 -0.0099127697457118431 0.0011370699385015585 -0.010685906335616675 0.00012630678586828716 -0.0042091097020189915 -0.0020413107762852745 0.023451930313037953 0.0083387372134034778 -0.001766731869511747 0.017478335982507469 0.030394426304429425 0 0.020085482656741073 -0.023245337750885529 -0.010118736573128118 0.046653930257011922 -0.011742310536038785 0.025437922310232699 -0.00089166738659545808 0.0067016316695084621 0.0006843205607332041 -0.0017356845799298604 0.00295939274653842 0.015022468980177043 -0.015099654877752966 -0.0065585339981297508 0.018893545007163202
leaf_weight=1602.3689108010149 67.733487462857738 20.780381042510271 65.388708497746848 6.6952877193689337 130.0115253070835 52.655347940395586 410.27786475711036 93.797295382828452 12.694781230296938 32.665476887021214 181.13643708918244 372.5564718269743 93.603469595080242 581.24626195500605 1352.1133747117128 88.766255055204965 646.46710922487546 205.77262392657576 165.0855102079222 1231.6410551798472 260.3184213481145 132.30463845236227 149.62662682519294 47.8300604254473 27.004261828027666 137.00899210991338 29.493182319449261 113.36826198385097 445.40780583850574 242.58449721173383 1297.8151983808493 1402.4927088016411 3528.1930503750336 13013.605224896834 6963.872302279924 887.01104346103966 816.1276068703155 5173.2276559944439 224.86407662008423
leaf_count=87676 4494 460 3569 483 8850 3759 19536 5251 517 885 12645 22083 5909 42930 77062 6318 41533 10005 9604 94951 17717 8941 9993 2617 1552 8002 1588 6598 31728 15851 93089 99108 204011 940160 485962 49618 46605 369310 13463
internal_value=0 0.00523705 0.0013322 0.0296152 -0.000674784 0.00866222 -0.00513669 0.016581 0.0186348 0.0286894 -0.000130853 0.00161563 -0.00103679 -0.0035455 -0.00706421 0.00919204 0.00180587 0.00882283 0.00818236 0.00579633 0.0127581 0.00516067 0.0226528 -0.000405583 0.00893152 -0.012725 0.0281153 0.0358254 -0.000514483 0.00282676 0.00525079 0.0101808 -0.000877579 -0.00177786 0.00120883 0.00370594 -0.00563393 -0.00313083 0.00357087
internal_weight=0 892.7 818.271 74.4288 752.131 211.841 540.289 159.186 66.1406 53.4459 41412.9 5460.64 3882.78 3158.16 1933.36 724.619 1224.8 578.329 1577.86 1412.78 631.016 392.623 238.393 35952.3 354.705 164.013 190.692 161.198 35597.6 3388.3 2942.89 1645.08 32209.3 22602 9607.23 4415.2 2418.5 18186.8 7188.74
internal_count=2864433 47804 42827 4977 40965 12579 28386 8820 1862 1345 2816629 359691 242491 193613 119992 48878 73621 32088 117200 107596 42969 26658 16311 2456938 20357 9554 10803 9215 2436581 239776 208048 114959 2196805 1563099 633706 253629 134281 1309470 499425
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=1 8454180 8 6553858 2119170 673 200 1 13131997 2 2098690 2098176 2102560 240 531 2 208 258 1 8408256 2623986 777 6918168 186 1322496 769 6558208 28578306 2 768 2
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=30
split_feature=8 2 9 1 9 3 0 1 2 1 12 3 1 3 5 2 0 3 2 2 1 4 9 3 5 2 2 1 0 9 1 2 2 4 4 5 2 4 0
split_gain=1.93911 5.963 3.81989 3.29381 3.18479 2.74445 2.59887 2.51088 2.00303 2.82824 4.58758 2.03497 1.78677 2.65668 4.39498 4.324 2.12532 8.43458 6.45247 5.15579 4.09001 9.37152 4.16439 3.74995 9.25398 4.01879 2.64563 12.5888 6.6272 6.16797 6.09924 7.97278 5.18413 5.60998 4.99606 10.4622 6.06732 4.12252 3.91158
threshold=0 1 2 3 4 2.5000000000000004 11.500000000000002 5 6 7 8 1.0000000180025095e-35 9 5.5000000000000009 10 11 1.0000000180025095e-35 11.500000000000002 12 13 14 15 16 3.5000000000000004 17 18 19 20 10.500000000000002 21 22 23 24 25 26 27 28 29 10.500000000000002
decision_type=1 9 1 1 1 2 2 1 9 1 1 2 1 2 1 9 2 2 9 9 1 1 1 2 1 9 9 1 2 1 1 9 9 1 1 1 9 1 2
left_child=12 2 -2 -4 5 7 8 -3 11 -10 -11 -6 13 14 -1 -16 17 18 20 -19 22 -22 -14 24 -20 -25 27 28 29 -18 34 -32 37 -34 36 -36 -28 -29 -33
right_child=1 4 3 -5 6 -7 -8 -9 9 10 -12 -13 16 -15 15 -17 26 19 23 -21 21 -23 -24 25 -26 -27 30 32 -30 -31 31 38 33 -35 35 -37 -38 -39 -40
leaf_value=0.0022792019497307314 0.040966304729675052 0.037803602860936286 0.019852212676006592 -0.013667433699395042 0.013737876380621065 -0.0031793873252940843 -0.019749515645843027 0 0.0044244719957764241 -0.020752452095301837 0.010455194657846979 0 0.010383326609729852 -0.0084703455840782916 0.032069382930072048 0 0.01192937660567194 0.030973880450008113 0.00062885358644283827 0 -0.014092040602315165 -0.0022109457871698776 -0.0025383945437998396 -0.0023069040078775404 -0.0084404052539865434 0.0082457772599404452 0.0077673461520983674 0.022151455452963577 -0.0087615177106638714 0.0035459564404974366 0.00047875728298907988 -0.0096795773446749934 -0.0054819840917811891 0.0025957761183383185 -0.010427354156636317 0.0022812990302192512 0.00067432668076596535 0 0.0031427380340199674
leaf_weight=1746.4727728937287 33.55099719914142 21.438391445204616 9.1533814211143163 32.624677247833461 142.69568275264464 12.89752151397988 37.400107299908996 32.809464650694281 121.41122356778942 143.38086809159722 29.498533558100462 281.87557747773826 240.73687290295493 147.42138767056167 64.930838454514742 63.971214973018505 1377.2872568063904 90.42001330293715 7156.1835583856446 71.879520101123489 1077.5922740913229 1883.6789180564519 1975.1407552339369 479.46620848262683 1296.3605458526872 991.60067180346232 1459.0406306030345 116.7546045659692 267.3559561977163 2935.3374180256214 2130.0984818241559 1827.7163888990763 2925.6150707015768 1134.1853869834449 1077.7006071525393 1475.3187011436094 6910.6408978969557 244.53389092255384 219.93171489599627
leaf_count=105903 2307 464 564 2160 8359 524 2268 895 5655 5736 1359 17866 15769 10529 3426 5180 86842 6658 495770 5059 138783 112039 129642 29868 92700 73112 103770 8148 15321 185137 145198 118686 172378 79214 79001 97538 459252 26687 14520
internal_value=0 0.00454842 0.0259806 0 0.00107476 0.0173767 -0.00079606 0.0272792 0.000530468 -0.00497127 -0.0125705 0.00507801 -6.99004e-05 0.0027884 0.00396496 0.0201746 -0.000227055 -0.00115388 -0.00143466 0.0195589 -0.00428194 -0.00671025 -0.000842351 3.3324e-05 -0.000751657 0.00466867 0.000348064 0.00170804 0.00537935 0.00639193 -0.000445378 -0.00368858 -0.00204209 -0.00314178 0.000776658 -0.00302603 0.0019799 0.00864896 -0.00809353
internal_weight=0 898.736 75.3291 41.7781 823.407 67.1454 756.262 54.2479 718.862 294.291 172.879 424.571 41387.4 2022.8 1875.37 128.902 39364.6 15263.1 15100.8 162.3 5177.15 2961.27 2215.88 9923.61 8452.54 1471.07 24101.5 9001.07 4579.98 4312.62 15100.4 4177.75 4421.09 4059.8 10922.7 2553.02 8369.68 361.288 2047.65
internal_count=2864287 48157 5031 2724 43126 1883 41243 1359 38975 12750 7095 26225 2816130 125038 114509 8606 2691092 1099400 1087683 11717 396233 250822 145411 691450 588470 102980 1591692 573727 287300 271979 1017965 278404 286427 251592 739561 176539 563022 34835 133206
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=1 8388644 6 72 8 200 3235074 55 1 512 2 10486514 16269607 265505 448 2 4 2 110616 15528708 62 6 457 1050667 4763652 2 2 2 66624 2
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=31
split_feature=8 2 9 1 9 2 0 1 2 3 1 1 1 12 1 5 2 0 10 2 5 13 3 2 2 2 3 2 2 5 2 2 0 0 2 3 12 5 12
split_gain=1.96822 4.55904 4.10203 3.5636 2.83379 2.81214 3.58383 3.24195 3.12453 2.64983 2.30798 2.21868 2.03273 3.32401 2.00463 2.9968 5.83961 4.05716 2.26304 9.56201 7.89204 5.61959 15.406 8.18098 7.75986 5.45354 4.80879 12.9511 7.16718 5.32264 17.1255 8.93625 4.36508 8.88498 6.14711 3.70568 3.70371 3.30709 3.02092
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 2.5000000000000004 8 9 10 11 12 13 14 3.5000000000000004 15 16 17 18 3.5000000000000004 19 20 21 5.5000000000000009 22 23 24 25 26 6.5000000000000009 1.5000000000000002 27 1.5000000000000002 28 29 30
decision_type=1 9 1 1 1 9 2 1 9 2 1 1 1 1 1 1 9 2 1 9 1 9 2 9 9 9 2 9 9 1 9 9 2 2 9 2 1 1 1
left_child=14 2 -2 -4 9 6 7 -6 10 11 -8 -3 -7 -14 15 -1 17 -17 21 35 32 26 24 -24 -23 -22 29 36 -29 31 -31 -16 33 -21 -34 -20 -28 -25 -37
right_child=1 4 3 -5 5 12 8 -9 -10 -11 -12 -13 13 -15 18 16 -18 -19 19 20 25 22 23 37 -26 -27 27 28 -30 30 -32 -33 34 -35 -36 38 -38 -39 -40
leaf_value=0.0015961131880278031 0.03833270102044526 0.036178927855615654 0.019636160372673919 -0.015022679472496931 -0.0031765297912361768 0.0027014520162727419 0.00037938515656683126 0.020864258578929769 0.0092920787815955752 -0.003284132047001394 -0.014478704600983839 0 -0.024856630860105013 0.0045055907335573237 0.019364764215770908 0.045548624644680791 -0.0009920662421639059 0 0.018431913678903355 0.0015360339205414929 0.011833515150925742 0.036407602603632981 0.020202291554014224 -0.0282383881795184 -0.0077572069100531665 -0.007627727966176447 -0.017359262529776577 0.022324866296365157 0.0037513986625121727 -0.010295287527393476 7.44532946219615e-06 -0.00056800752003150943 0.016252270209833934 -0.0094550430281983028 -0.0028969559990624956 0.0098876353504493697 0.0011630897979453074 0.0033338871356101691 -0.0034840344863283574
leaf_weight=1879.969746665447 34.932092519826256 22.056974903214723 9.239324410678817 33.778341717435978 49.018232160597108 37.464827410760336 143.53616727516055 120.44889781321399 115.45086944091599 12.946725533809511 165.51944407494739 32.654358909931034 100.11986532516312 21.425180271500722 186.54574512073305 43.998425571713597 83.445197556517087 12.359007772058247 363.98183173238067 1323.692817416857 685.15935530967545 156.6030574029428 26.936768698738888 106.74348078714684 27.740491764154285 133.25576958339661 333.78467958467081 201.24952679144917 2639.6278559182538 2397.9824439600052 4609.1090111426311 23355.243384054978 235.60398593940772 1502.631456738105 358.32210768945515 389.60894407363958 107.33236770937219 15.335547166876493 220.24498507048702
leaf_count=115552 2421 469 573 2118 2509 2444 6103 6832 8031 528 6633 890 7041 1531 14313 2484 6295 766 24791 80730 45356 8942 1516 6232 1514 8503 22548 14766 186011 194189 295211 1593508 13433 98304 21213 32745 7925 983 18719
internal_value=0 0.00456191 0.0231528 0 0.00140044 -0.00036578 0.00252899 0.0138613 -0.0018956 0.0166763 -0.00746593 0.0264 -0.0110214 -0.01673 -9.28928e-05 0.00293684 0.0159049 0.0324123 -0.000258709 0.00166181 -0.000356857 -0.000561776 0.0117635 -0.00982034 0.0295431 0.0082031 -0.0007024 0.0028934 0.00546299 -0.00110098 -0.00351923 -0.000364914 -0.00254663 -0.00424034 0.00484876 0.0103951 -0.0121702 -0.0210408 0.00465275
internal_weight=0 898.591 77.9498 43.0177 820.642 752.983 593.974 169.467 424.506 67.6581 309.056 54.7113 159.01 121.545 41396.5 2019.77 139.803 56.3574 39376.7 5212.5 4238.67 34164.2 333.359 149.016 184.344 818.415 33830.9 3281.99 2840.88 30548.9 7007.09 23541.8 3420.25 2826.32 593.926 973.836 441.117 122.079 609.854
internal_count=2864672 48123 5112 2691 43011 41124 30108 9341 20767 1887 12736 1359 11016 8572 2816549 125097 9545 3250 2691452 343794 267539 2347658 19187 8731 10456 53859 2328471 231250 200777 2097221 489400 1607821 213680 179034 34646 76255 30473 7215 51464
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=1 8388644 6 72 8 6640898 641 4456704 167 200 17 1 512 2 10487506 1 13189269 2 1 8408256 2623986 265058 2691097 1051140 2 9987156 8196 271178 1 2 1
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=31
split_feature=3 2 1 0 2 12 2 2 4 5 1 2 0 2 1 1 1 3 1 12 1 2 0 9 1 1 3 2 0 1 12 1 6 2 0 5 9 9 1
split_gain=1.8525 15.69 12.0224 13.1698 9.25483 8.28242 12.3427 8.27194 15.9638 17.8536 16.8717 10.8125 10.6521 10.543 10.2119 8.08125 7.99537 7.24944 9.05801 6.98107 6.96471 8.80783 5.73644 5.50556 5.48109 5.45032 5.27862 5.11599 6.52506 5.67363 5.11257 4.98935 4.88089 4.26221 4.26071 4.22423 6.81108 6.74162 6.67511
threshold=1.0000000180025095e-35 0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 6.5000000000000009 10 11 12 13 1.5000000000000002 14 15 16 17 2.5000000000000004 18 19 20 2.5000000000000004 21 7.5000000000000009 22 23 24 25 26 9.5000000000000018 27 28 29 30
decision_type=2 9 1 2 9 1 9 9 1 1 1 9 2 9 1 1 1 2 1 1 1 9 2 1 1 1 2 9 2 1 1 1 1 9 2 1 1 1 1
left_child=1 2 3 23 15 -3 16 8 9 12 11 32 17 24 -14 -4 -7 31 -19 -9 21 -15 -23 -1 -10 -21 -12 29 -29 -22 -5 -2 -11 -28 -17 36 38 -37 -6
right_child=7 5 4 30 35 6 -8 19 13 10 26 -13 14 20 -16 34 -18 18 -20 25 27 22 -24 -25 -26 -27 33 28 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0.0095987617712199255 0.0051871509698602327 0.0055651682323937654 0.027870521896893482 -0.0042560550359104846 0.00057648779070172977 0 0.013185248046110504 0.0004380567335716742 0.0063285571661288054 -0.022594908379059087 -0.036297232936284639 0.020097051141100847 0.028839438484655061 0.023376049659099604 0.000954581954549617 0.002096763522987345 -0.018301046400009104 -0.0033412434775777081 -0.013106139521205894 0.017392160956799969 -0.028980827949586781 0.0024830659901670027 0.016048905512629327 -0.019839830607924325 -0.013518331720608451 0.0037063035916079425 0.013161088691586826 0.002181060350980465 -0.024855902642998542 0 0.015106863152622481 -0.0040480720348559981 0 -0.016917682162133858 0.024610272420178835 0.032728077914774466 0.0025957699263990572 -0.010203365495116428 -0.01290899289809657
leaf_weight=35.559562359470874 1021.6411630441726 6323.3879846198251 119.82955574267544 1177.9196968376054 504.74469583434984 462.54037421010435 287.85841482551768 12033.781588631478 134.10407901770668 168.12621027894784 370.21878641148214 108.30115338187898 138.46767425152939 256.60588696383638 618.25369480613153 1559.0525589080644 439.83721683453768 2930.703391253599 1504.8884230850381 379.34399233316071 87.870102880406193 2257.2898299770895 355.336500168778 820.6738278605917 580.14233951689675 1424.1791314134607 29.617155432060827 2302.5973156393738 61.89115522778593 155.66225176589796 120.02033883950207 1261.5522687482298 177.82477359753102 88.296823758690152 64.159736440517008 40.516802473197458 828.70603625121294 30.034331435454078 1009.9150062368717
leaf_count=2464 73826 426398 10158 75778 31398 32011 15712 805767 14665 11056 36892 7972 8384 13861 39562 94711 30029 204884 99730 24709 7392 142254 20604 76953 57970 94775 1815 150435 3662 10809 6545 84057 11743 5244 1874 2901 53548 1951 69673
internal_value=0 0.00101179 -0.0026271 -0.00862511 0.000462222 0.00410442 -0.00332268 -0.000396649 -0.00206151 -0.00490023 -0.0177261 -0.0023379 -0.003179 0.00175146 0.00772226 0.00600305 -0.00920793 -0.0044801 -0.00682404 0.00134065 0.00329479 0.00666746 0.00458554 -0.0181107 -0.00925621 0.00710108 -0.0298809 -0.000347064 0.00104118 -0.0131291 -0.00193882 0 -0.0114935 -0.00645137 0.00357691 -0.00344909 -0.00437537 0.0161169 -0.00832292
internal_weight=0 13824.8 6311.13 2154.17 4156.96 7513.62 1190.24 28446.7 14609.4 8417.89 942.385 454.252 7475.51 6191.5 756.721 1743.04 902.378 6718.79 4435.59 13837.3 5477.25 2869.23 2612.63 856.233 714.246 1803.52 488.133 2608.02 2364.49 243.532 1297.94 2283.19 345.951 117.914 1623.21 2413.92 2343.37 70.5511 1514.66
internal_count=2864172 932104 427954 161740 266214 504150 77752 1932068 1006817 585165 74722 30771 510443 421652 47946 106743 62040 462497 304614 925251 349017 176719 162858 79417 72635 119484 43951 172298 154097 18201 82323 157883 22799 7059 96585 159471 154619 4852 101071
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=20469984 58 526464 1 530 5547806 2 2 960 798 4194324 525 1 872 912 1 60 262152 8 258 538 8200 513 1 107 2 1312260 2 1 1 640
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=30
split_feature=8 2 3 9 1 2 2 3 3 1 1 3 1 3 2 5 7 10 2 0 6 5 1 2 1 1 2 6 2 0 2 3 12 1 1 1 3 1 1
split_gain=1.48316 4.55393 3.98562 2.33063 2.58022 4.68394 3.35486 3.7325 3.05831 2.60749 2.404 2.20337 2.15043 1.45673 6.64928 1.56651 1.60179 1.40546 6.72127 6.39443 4.76144 5.18615 4.75011 5.05162 4.08539 3.50264 2.91348 10.0008 11.6635 9.61482 8.81296 11.6699 7.50163 7.68982 7.48073 6.73969 6.59183 12.3421 6.57846
threshold=0 1 3.5000000000000004 2 3 4 5 3.5000000000000004 5.5000000000000009 6 7 2.5000000000000004 8 17.500000000000004 9 10 11 12 13 1.5000000000000002 14 15 16 17 18 19 20 21 22 29.500000000000004 23 1.0000000180025095e-35 24 25 26 27 1.5000000000000002 28 29
decision_type=1 9 2 1 1 9 9 2 2 1 1 2 1 2 9 1 1 1 9 2 1 1 1 9 1 1 9 1 9 2 9 2 1 1 1 1 2 1 1
left_child=13 2 -2 11 5 -5 7 9 -8 -6 -9 12 -3 17 15 16 -15 26 25 22 21 -21 -20 -24 -22 -19 32 28 34 -30 35 -32 36 -34 -28 -29 37 -1 -38
right_child=1 3 -4 4 6 -7 8 10 -10 -11 -12 -13 -14 14 -16 -17 -18 18 19 20 24 -23 23 -25 -26 -27 27 30 29 -31 31 -33 33 -35 -36 -37 38 -39 -40
leaf_value=-0.0081024720603244827 0.033779562070381026 0.033225674936236634 -0.00041731631393471155 0.005456762238965707 0 -0.019468536733890221 -0.021480365020051254 0.0048233231254083964 0.010155215141776301 0.017169365933960599 -0.016771395312427145 -0.002811090510005713 0 0.041882668273516492 -0.012138199357894605 0 0 0.01026423706738433 0.0082840308971422021 -0.0021050918248932456 -0.0017103435518362456 0.015848220222266292 0.0052672275250902519 -0.012565399180468546 -0.013420261282138239 0 -0.0030160871352168089 -0.0024144519342158329 -0.0012001733250248921 0.037223129270231685 0.0043587341944943828 -0.0083040483151774914 0.015696901140911802 0.00010892057531988275 -0.01267632949100074 0.0044173245488809054 -0.0012948975933089332 0.0010629356848128439 0.0060177547059837534
leaf_weight=2140.1425457895384 62.280788878444582 22.546929034404457 26.94210244063288 86.578900845255703 109.77389977779239 134.4699967514025 67.08722335100174 52.453752357745543 8.9288562993751821 228.13566600589547 58.566380630712956 12.735489425249396 32.256749602966011 33.708907696884125 32.337018533144146 5.2016320801340035 4.098117791581898 1031.7858445313177 983.96710844192421 854.17236161837354 684.1471165609546 164.05761714465916 287.79402977786958 252.56852729100501 648.17885819333605 538.43905244773487 1812.2230405763257 1768.0082227199164 8422.0852024867781 35.280498905107379 1132.3805279993103 1842.5103954639344 624.72158827405656 691.02517478307709 1648.1051987626415 6481.8880222329753 2041.9994661038509 4357.1866608909331 2822.8562503137509
leaf_count=126195 3921 454 1934 5436 5141 6340 4436 3000 603 12324 3622 514 863 2100 2174 291 195 76686 61109 52131 43660 10799 17022 16895 41462 39656 117481 138337 620941 2334 70094 120984 38722 44402 113740 459682 142416 265155 191875
internal_value=0 0.00406587 0.0216172 0.000818975 -0.000749122 -0.00921653 0.00268549 0.00655983 -0.0119823 0.0119988 -0.00643285 0.0147651 0.0236778 2.40228e-05 0.0117689 0.0291276 0.0375754 0 0.00148625 -0.000696566 -0.00401582 0.000872141 0.00420303 -0.00284249 -0.00790859 0.00693343 -0.000233843 -0.000907514 -0.00292939 -0.000872508 0.0012138 -0.00337754 0.000971468 0.00803546 -0.00779511 0.00291245 0.000108967 -0.00194423 0.00290754
internal_weight=0 902.757 89.2229 813.534 745.995 221.049 524.946 448.93 76.0161 337.91 111.02 67.5392 54.8037 41340.9 75.3457 43.0087 37.807 41265.5 5445.11 3874.89 2350.56 1018.23 1524.33 540.363 1332.33 1570.22 35820.4 23142.5 11917.7 8457.37 11224.8 2974.89 12677.9 1315.75 3460.33 8249.9 11362.2 6497.33 4864.86
internal_count=2865126 48588 5855 42733 40902 11776 29126 24087 5039 17465 6622 1831 1317 2816538 4760 2586 2295 2811778 359420 243078 148052 62930 95026 33917 85122 116342 2452358 1643593 854496 623275 789097 191078 808765 83124 231221 598019 725641 391350 334291
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=1 8388772 8 648 2116864 3478290 48 50 200 2396930 2 1 1 13123805 2 2 372 2425120 684 236 4560960 2 8389895 8389938 1 184 403 7 58 900
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=30
split_feature=3 2 2 2 4 2 3 1 4 3 2 1 2 0 2 1 1 3 3 2 11 3 12 9 5 1 12 2 5 1 0 0 2 1 5 2 13 12 2
split_gain=1.72687 10.586 6.29889 5.99624 10.4811 12.62 11.2053 10.7354 10.4592 11.5745 12.1722 10.1739 9.22689 9.13854 8.6912 8.24665 7.81136 16.2955 12.3336 14.4868 6.30265 6.26444 5.82203 7.64994 9.8922 6.41369 5.64347 5.48449 10.4715 5.32338 5.03156 5.01164 6.46206 5.50835 10.7151 4.87227 4.82305 4.97703 11.5731
threshold=1.0000000180025095e-35 0 1 2 3 4 1.5000000000000002 5 6 1.5000000000000002 7 8 9 5.5000000000000009 10 11 12 1.5000000000000002 3.5000000000000004 13 14 2.5000000000000004 15 16 17 18 19 20 21 22 12.500000000000002 20.500000000000004 23 24 25 26 27 28 29
decision_type=2 9 9 9 1 9 2 1 1 2 9 1 9 2 9 1 1 2 2 9 1 2 1 1 1 1 1 9 1 1 2 2 9 1 1 9 9 1 9
left_child=1 22 -3 8 5 7 11 -5 9 13 29 -6 -13 -2 15 -8 17 -10 19 -19 -18 -9 23 24 25 -1 -15 28 -16 -11 -27 33 -33 34 -7 -35 37 -4 -39
right_child=3 2 36 4 6 31 14 21 16 10 -12 12 -14 26 27 -17 20 18 -20 -21 -22 -23 -24 -25 -26 30 -28 -29 -30 -31 -32 32 -34 35 -36 -37 -38 38 -40
leaf_value=-0.0042815436655875092 0.0028342690339793206 0.029129501030527194 0.0028948898980207653 0.00022283489465048847 0.0033044653097711444 -0.0027058990331612106 0.0049875632218707965 -0.0092963461474302109 0.023612382456062498 0.0067212662622426825 -0.00031074578403579264 0.0097924599282255189 -0.031560507057315688 -0.020668641223349236 0.00083748063757949597 -0.016569871737017017 0.0001642470740702455 0.011702512846274223 -0.001149778638420227 -0.022126125099872135 0.013241411261973561 -0.024603855711077847 0.0070679255584416359 0.0009036185530555262 0.023772770966811338 -0.019262175036941338 0.011893133060812557 0.0023904624898442427 0.028817448223813925 0.01979821985019508 0.0094781235917421047 0.0098286992975418711 -0.022567100014729578 0.0035611718360789128 -0.029156524853572896 -0.001973989659790554 0.024441172724973197 -0.010943708878870168 0.0065469450708784743
leaf_weight=879.75914096989436 1111.3791925269761 50.45644585241098 9055.5921876330976 593.30755720438901 195.80821423692396 827.40284072872601 243.16054449568037 878.76694636995671 141.09629071771633 707.32918759225868 756.79975730774458 39.787182022002526 237.30873511944083 279.65081185795134 354.11515667208005 412.53953151297173 3096.1618825567421 115.90515559189953 1159.3892678633565 747.45926744694589 396.591046245303 503.03454861516366 369.42311273486121 1058.6647189966461 52.300428011280019 816.07734359137248 31.421979547303636 6412.7012220516917 212.99640803632792 932.75660923367832 33.71891064743977 46.70102057477925 194.75960492005106 2183.7347566156823 170.85073540429585 5458.7507996317872 69.735029422328807 825.19222105061635 617.42749834235292
leaf_count=63268 72930 4024 595482 32590 15105 55814 22127 53980 8113 46221 61692 2036 11987 20476 17159 45762 202433 7602 81856 48146 25618 31122 23876 72555 4970 65199 2381 427471 10789 61350 2246 2841 14257 144021 15275 395808 3396 57518 34660
internal_value=0 0.000977833 0.0025154 -0.000381862 -0.00141576 -0.00345163 0.00127438 -0.0106306 0.00165357 0.0056892 0.00990333 -0.0131068 -0.0241904 -0.0012631 0.00225202 -0.00831715 -0.00103126 -0.00572928 -0.00826523 -0.0171251 0.00182921 -0.0153769 -0.00398744 -0.00560249 -0.00953689 -0.011157 -0.0157432 0.00332618 0.0125582 0.0146313 -0.0172999 -0.00177728 -0.0152718 -0.0013161 -0.00816386 -0.000343037 0.00225069 0.0020077 -0.00330314
internal_weight=0 13828.3 10618.4 28441.7 18965.7 10857.3 8108.42 1975.11 9475.94 3819.34 2396.89 472.904 277.096 1422.45 7635.51 655.7 5656.6 2163.85 2022.75 863.364 3492.75 1381.8 3209.94 2840.52 1781.86 1729.56 311.073 6979.81 567.112 1640.09 849.796 8882.2 241.461 8640.74 998.254 7642.49 10567.9 10498.2 1442.62
internal_count=2864156 927194 695080 1936962 1298144 745708 552436 117692 638818 265050 169263 29128 14023 95787 523308 67889 373768 145717 137604 55748 228051 85102 232114 208238 135683 130713 22857 455419 27948 107571 67445 628016 17098 610918 71089 539829 691056 687660 92178
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=18370784 4194308 10506336 2 106888 772 2 8388704 896 4456706 4718612 771 448 2101248 1 1 1 2 713 1 360450 2 657 5767184 22 2 527364 1 1 18
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=27
split_feature=0 9 2 1 2 1 1 6 2 2 0 1 0 2 1 1 3 0 7 3 2 2 0 2 5 0 3 2 1 1 3 12 3 3 2 1 1 1 9
split_gain=2.11651 7.42172 12.4966 19.1789 9.773 9.88656 6.76203 5.90037 6.13109 5.35629 4.66953 4.49606 8.74205 3.98215 3.81219 3.69538 3.51636 3.47501 3.22093 2.98162 5.11635 4.32103 2.96053 2.58974 6.31342 8.48322 7.9777 5.97179 5.57463 4.59093 4.13124 4.09616 3.4927 3.10899 3.44951 2.58539 2.57579 2.56555 2.51136
threshold=5.5000000000000009 0 1 2 3 4 5 6 7 8 11.500000000000002 9 14.500000000000002 10 11 12 1.5000000000000002 10.500000000000002 13 1.0000000180025095e-35 14 15 17.500000000000004 16 17 3.5000000000000004 1.0000000180025095e-35 18 19 20 9.5000000000000018 21 2.5000000000000004 6.5000000000000009 22 23 24 25 26
decision_type=2 1 9 1 9 1 1 1 9 9 2 1 2 9 1 1 2 2 1 2 9 9 2 9 1 2 2 9 1 1 2 1 2 2 9 1 1 1 1
left_child=23 2 3 -2 6 19 -3 9 -9 14 -7 12 -11 -13 22 -10 18 -16 -12 21 -21 35 -4 24 26 28 27 31 -26 -29 -28 36 -27 34 -30 -6 -1 -35 -25
right_child=1 4 7 -5 5 10 -8 8 15 11 16 13 -14 -15 17 -17 -18 -19 -20 20 -22 -23 -24 38 25 32 30 29 33 -31 -32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0.0024807780439594905 0 -0.034093248581045808 -0.025519110282914776 0.038494820571017864 0.023351941649087358 0.01710590989682929 -0.0036871048057071799 0.0047366602110194347 0.0011856663985891863 0.0062296839970604322 -0.023277717103002311 -0.0079854244974740651 0.034337790172509194 0.0086193062461476355 0.016824365305067791 -0.012435696466212089 0.012962654597738058 -0.0094148768483144664 0.0049648979229769685 0.0010018845368618321 -0.019742106578896881 -0.011479571592317351 0.0049686671697954333 0.0014977945202638608 -0.014132251863190951 0.028287503240737297 0.0076777889859719721 -0.0087004167112490604 -0.0064096107720585677 0.014961976961071911 -0.010144343506112994 0.0094484281733829105 0 0.02588825835106397 0.0053102624802560706 -0.0027010276072980777 -0.0085685319628772526 0 -0.00096062640392108811
leaf_weight=198.98747155652381 288.01125314884121 119.33954121684656 88.495873261010274 219.80394892184995 64.94314012513496 350.58578892424703 220.45274323254125 589.25555196701316 238.55067756574135 409.00825243158033 67.793581424979493 189.54480665025767 156.76738686906174 323.95058868883643 74.702084191725589 565.4446358847199 50.670443575480022 56.744083901809063 29.353925797855482 157.11569691565819 257.71851322078146 70.735416064970195 11.796722076134754 4815.2499371316517 486.35573935229331 78.927888112142682 2766.718138194643 65.997838550480083 839.74728131777374 282.10730566084385 97.056867391336709 140.04782885755412 80.393250568537042 31.7708533576224 291.95200216886587 26.86697206646204 1061.7805745754158 47.145091530866921 26356.983978576376
leaf_count=9682 15537 8141 7493 13193 2530 21407 15767 41429 13124 24663 4438 13269 8672 19532 5778 33994 3129 5608 1622 11663 16257 4537 928 319019 35673 5117 183267 4724 65059 16965 5596 8796 4779 1793 19454 1101 62400 3003 1825421
internal_value=0 0.00207317 0.00475261 0.0186075 -0.00377841 0.000800301 -0.0176221 0.00180828 -0.00254227 0.00662238 0.0109105 0.0096063 0.0155966 0.00181391 -0.00578266 -0.00817405 -0.0018897 0.0037613 -0.0132266 -0.0075825 -0.0120946 0.00207131 -0.0179356 -0.000184548 0.00161828 -0.00318425 0.00362715 -0.00154248 -0.00547266 0.00926846 0.0068712 -0.00460925 0.0166105 -0.00136936 -0.00307832 0.0149459 -0.00662223 0.0143555 -0.000569824
internal_weight=0 4627.65 3212.08 507.815 1415.58 1075.78 339.792 2704.26 1393.25 1311.01 498.404 1079.27 565.776 513.495 231.739 803.995 147.818 131.446 97.1475 577.38 414.834 162.546 100.293 37641.2 6468.99 1856.29 4612.7 1748.92 1696.97 348.105 2863.78 1400.82 159.321 1210.62 1131.7 91.8101 1260.77 78.9159 31172.2
internal_count=2864560 293812 203220 28730 90592 66684 23908 174490 88547 85943 30596 66136 33335 32801 19807 47118 9189 11386 6060 36088 27920 8168 8421 2570748 426308 134878 291430 102567 124982 21689 188863 80878 9896 89309 84513 3631 72082 4796 2144440
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=9 3940365 184 3679309 720 30 2 562 17026 157 80 788 784 1 4280880 8653058 12686400 2 65600 278 14 1 8388672 192 576 72 12
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=29
split_feature=0 9 2 1 2 1 1 6 2 2 2 3 1 0 0 3 6 2 0 2 2 2 1 1 3 0 2 1 2 1 5 1 2 2 1 3 2 3 1
split_gain=1.56987 6.74208 10.3116 13.477 7.97921 8.32882 6.48695 5.43298 5.41231 4.29185 4.07877 3.89309 3.66232 8.66951 3.55363 3.24634 2.66926 3.95294 2.66488 4.54804 4.14744 2.34531 5.08552 2.2664 2.15521 2.00346 1.97893 2.09729 1.9238 1.9185 1.85449 1.8249 12.732 10.2738 9.26576 8.68767 7.54727 7.49372 7.71475
threshold=5.5000000000000009 0 1 2 3 4 5 6 7 8 9 2.5000000000000004 10 14.500000000000002 20.500000000000004 1.0000000180025095e-35 11 12 17.500000000000004 13 14 15 16 17 1.5000000000000002 19.500000000000004 18 19 20 21 22 23 24 25 26 4.5000000000000009 27 2.5000000000000004 28
decision_type=2 1 9 1 9 1 1 1 9 9 9 2 1 2 2 2 1 9 2 9 9 9 1 1 2 2 9 1 9 1 1 1 9 9 1 2 9 2 1
left_child=21 2 3 11 6 10 -3 9 29 23 -6 -2 13 -11 16 -16 17 -7 20 -20 -10 22 -1 -4 -14 26 27 -8 -18 -9 -31 32 -23 35 36 37 -34 38 -33
right_child=1 4 7 -5 5 14 25 8 18 12 -12 -13 24 -15 15 -17 28 -19 19 -21 -22 31 -24 -25 -26 -27 -28 -29 -30 30 -32 33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.026841334181764542 0.043350969493673536 -0.033410528687262499 0.0043803249215581897 0.0010997765294433546 0 -0.02006967753254606 -0.0045491114492545266 -0.0053825765812342205 0.0031651056934038457 0.0054663069948092851 0.020049867234841239 0.0049679588958896018 -0.0037224891445016665 0.033988134251292906 0.0014664304377754586 -0.030478024757162516 -0.0086212205148624155 0.0013468052331343015 0.00042019908499193131 -0.030094745441390222 -0.011517563957096614 0.0016924066521831673 0.0015411035606442227 -0.011253583163264263 0.0083552454292453639 -0.018867531465829937 -0.0080723611424920027 0.016808632820155964 0.006203991818292484 0.010108055504238562 -0.0031874039429175432 -0.0071484427990724858 -0.030216583001199476 -0.0005811430871586038 -0.0025955453387264283 -0.0045052921275249968 -0.0075125644444825196 0.014213653146563025 0.0061374775185488104
leaf_weight=65.007585114100948 152.76566039980389 108.85289262013976 114.27269327628892 299.97228169412119 160.22712168609723 125.82140513899503 28.812996025662869 102.27220655773999 321.63506803312339 401.78340565273538 210.28281202248763 63.091539105749689 247.30877403292106 145.29431023111101 18.742940992582589 66.740640654694289 66.194994495948777 128.71756719960831 58.045840514358133 83.77247435762547 337.60868454468437 7661.935075693822 112.30115946542355 154.44179793255171 252.08725262084045 32.558037956245244 73.394156399648637 76.640124898869544 318.47159646399086 407.74299433233682 81.952927359961905 474.75087892840384 188.37519578123465 18918.1769507266 5161.5445359864098 807.32117473951075 765.25577594933566 965.93867194239283 2504.113470169832
leaf_count=7891 8944 7471 9697 16346 7754 9441 2047 6944 15011 24133 14389 3515 15485 7774 937 5017 3132 6914 3857 4963 23048 560057 11870 12712 16066 1955 5486 5762 20154 27376 7245 46280 11330 1301872 329242 56197 42751 59096 144054
internal_value=0 0.00180061 0.00435157 0.0168387 -0.00377597 0.00019877 -0.0167141 0.00165354 -0.00252006 0.00626709 0.0119241 0.0339468 0.00915146 0.0146798 -0.00571384 -0.0223147 -0.00223 -0.00984312 -0.00783322 -0.0196935 -0.00421407 -0.000140732 -0.0105096 -0.00392726 0.00189959 -0.00297588 0.000632828 0.00926431 0.00243189 0.00427569 0.00711331 -7.24345e-05 -0.000992703 0.000451319 -0.00439485 0.00459469 -0.0133352 0.00656402 0.00386683
internal_weight=0 4639.51 3224.05 515.829 1415.46 1095.2 320.258 2708.22 1393.03 1315.19 370.51 215.857 1046.47 547.078 724.689 85.4836 639.206 254.539 801.062 141.818 659.244 37624.7 177.309 268.714 499.396 211.405 178.847 105.453 384.667 591.968 489.696 37447.4 13777.1 23670.3 6115.18 4752.12 953.631 3944.8 2978.86
internal_count=2864215 293575 203116 28805 90459 67738 22721 174311 88444 85867 22143 12459 63458 31907 45595 5954 39641 16355 46879 8820 38059 2570640 19761 22409 31551 15250 13295 7809 23286 41565 34621 2550879 943380 1607499 383323 305627 54081 249430 190334
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=9 3940365 327 2630733 47 30 2 562 4212226 5511200 157 2 8389394 8455232 3072 1572865 326 201 8260 128 1311360 36 2 267 4303070 31740928 1 10489856 4
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=31
split_feature=3 2 1 6 0 1 12 2 6 2 1 0 2 1 2 2 2 4 2 2 3 3 1 1 1 2 0 12 6 2 2 6 0 5 9 1 0 13 13
split_gain=1.67127 8.66905 12.5123 9.57173 11.7674 8.58441 9.16838 8.41191 6.87353 6.09409 9.43473 5.79547 5.49639 4.80181 5.8016 5.02689 4.74036 7.89649 9.82391 7.84542 10.4589 7.27695 12.514 6.22725 6.12241 6.41589 5.73273 5.41403 5.15813 7.23646 4.7269 15.8129 4.64069 4.56301 4.37618 4.27442 4.11286 4.0828 3.97281
threshold=1.0000000180025095e-35 0 1 2 1.5000000000000002 3 4 5 6 7 8 6.5000000000000009 9 10 11 12 13 14 15 16 5.5000000000000009 1.5000000000000002 17 18 19 20 23.500000000000004 21 22 23 24 25 7.5000000000000009 26 27 28 6.5000000000000009 29 30
decision_type=2 9 1 1 2 1 1 9 1 9 1 2 9 1 9 9 9 1 9 9 2 2 1 1 1 9 2 1 1 9 9 1 2 1 1 1 2 9 9
left_child=1 2 3 -1 7 8 9 38 12 10 34 -10 -3 14 -11 -15 17 18 35 20 23 22 -21 -19 -23 -26 28 -18 36 -30 31 -4 -12 -8 -7 -2 -20 -22 -5
right_child=16 5 30 4 -6 6 33 -9 11 13 32 -13 -14 15 -16 -17 27 19 26 21 37 24 -24 -25 25 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0021709551244632041 -0.0027895759574415669 0.015218655899228049 0.016009527047276411 -0.042658921983160687 -0.00064659728332618299 0.016535367128744784 -0.012236800887590783 -0.0087645708642452302 0.013101225026438269 0.0027798925275865907 -0.013006738066666102 -0.0050549645426527165 -4.8812711792850592e-05 0.0041015212684205136 0.015403261780638368 -0.011321923642009049 0.00031900916443796545 0 -0.0051009309942089427 0.0061638807655772909 0.00096377840653458398 0.0040610400124043364 -0.025503313714408699 0.028139658520791751 -0.013790353882852305 -0.00029029771988790397 -0.01734173768978672 0.0069160797140172163 0.0078551836790280039 -0.0012641653856834321 -0.0019363679952827618 -0.0027406038684327761 0.013942366067036456 0.016308823153611072 0 -0.014218025844864576 0.0046564343614314951 -0.028548983701400129 0.0042951849168324837
leaf_weight=1120.2196404265123 632.50102075422183 231.27799242187757 735.47816067823442 227.13898999243975 318.38628948992118 187.34215046477038 671.11897282511927 252.07755640876712 1575.4086469679023 993.93569648091216 702.10336672322592 156.19449724513106 1527.4906895732856 604.37274412112311 652.4424676943454 270.4082867851248 8957.6163240566384 107.40680402470753 3578.1373891916883 182.95579519995954 188.67285461770371 3179.5153443527524 242.9452055922884 275.76385780761484 367.40139518861542 3013.3266688865842 204.04835584416287 1438.8117239456624 1103.5945760802133 3492.495115859987 2002.5247591942898 1023.1936619812623 35.114456318086013 26.53539619257208 518.86925916711334 1021.7429029286141 435.06173968088115 25.691269310191274 1.6196303484030057
leaf_count=86729 35389 14442 46286 12126 17578 9228 43487 23152 100478 94111 50292 8479 100387 41086 35119 16451 598351 5310 256405 14517 10571 210965 12334 12856 44148 211223 14717 96187 71226 249523 133802 60427 1739 1709 27330 64935 29648 1233 130
internal_value=0 0.000931842 -0.00202814 -0.00853086 -0.0167852 0.00302963 0.000143982 -0.0262186 0.00675385 0.00208644 -0.00292169 0.011235 0.00209752 0.00506356 0.008207 -0.000624751 -0.000406287 -0.0013927 -0.00317716 0.00103194 0.0116521 1.82504e-05 -0.0121556 0.0213176 0.000905884 -0.00198922 -0.00178245 0.00127683 -0.00132208 0.000911674 0.00126631 0.00504181 -0.0106977 -0.0101112 0.00493198 -0.0101944 -0.00394226 -0.00441627 -0.039193
internal_weight=0 13833.3 5680.64 1919.44 799.222 8152.61 4662.24 480.836 3490.37 3964.59 1443.43 1731.6 1758.77 2521.16 1646.38 874.781 28447.7 18051.3 10467.6 7583.68 597.535 6986.14 425.901 383.171 6560.24 3380.73 8813.34 10396.4 8609.29 4596.09 3761.2 1758.67 737.218 697.654 706.211 1654.24 4013.2 214.364 228.759
internal_count=2864106 924568 380230 139715 52986 544338 320552 35408 223786 275356 88589 108957 114829 186767 129230 57537 1939538 1245000 721843 523157 29970 493187 26851 18166 466336 255371 621519 694538 606802 320749 240515 106713 52031 45196 36558 100324 286053 11804 12256
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=18381024 58 2 632 1 526336 2 10747906 384 14745604 7 33808 1296 1388318 2 73992 327682 896 898 60 8204 1 2 2048 526464 2 2 10 773 1 1
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=26
split_feature=8 2 9 1 9 1 0 2 1 2 3 2 12 3 0 2 3 0 1 2 2 3 9 1 0 2 1 0 1 2 3 4 1 3 2 3 2 0 5
split_gain=1.20193 3.60685 3.50253 2.79976 2.0682 2.83916 2.17637 3.18465 3.33376 3.07844 1.82049 2.31363 1.71489 1.53333 1.34805 10.6325 3.19086 2.1817 15.0488 5.19597 3.17145 2.77338 1.8862 1.887 1.81976 12.3588 5.93561 1.69835 1.85773 1.53749 8.34029 14.5377 3.7642 2.43571 3.67257 1.76311 1.34929 1.49419 1.34189
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 1.0000000180025095e-35 9 10 2.5000000000000004 41.500000000000007 11 3.5000000000000004 22.500000000000004 12 13 14 2.5000000000000004 15 16 15.500000000000002 17 18 16.500000000000004 19 20 6.5000000000000009 21 22 17.500000000000004 23 10.500000000000002 24 45.500000000000007 25
decision_type=1 9 1 1 1 1 2 9 1 9 2 9 1 2 2 9 2 2 1 9 9 2 1 1 2 9 1 2 1 9 2 1 1 2 9 2 9 2 1
left_child=14 2 -2 -4 5 13 7 8 -6 -8 11 -11 -12 -3 17 22 -17 24 20 -20 -19 -21 23 -16 29 27 38 -26 -29 30 31 -1 -32 35 -35 -31 -24 -38 -27
right_child=1 4 3 -5 6 -7 9 -9 -10 10 12 -13 -14 -15 15 16 -18 18 19 21 -22 -23 36 -25 25 26 -28 28 -30 33 32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=0.00029057405516208197 0.033492720239621847 0.036632611461163429 0.016401780067921517 -0.014044288069314809 -0.0055304318845390251 -0.0013060243957188455 0.0061578159379194839 -0.011060489738123095 0.018994827762656971 0.01074727664249084 -0.016653253662261402 -0.0099407319605566251 5.8104738764356647e-05 0 0.012580113536729344 0.040083559334396737 0 -0.0025830735101991836 0.0063153147539760941 -0.032144285752791352 0.034300298123818289 0 0 -0.0080814720372163577 0 0.0050210436562709744 0.031334413293517681 0 -0.022642219014570933 0.00015683508571444154 0.014230906825917683 -0.013978541564506298 -0.0049009584044263947 0.026417912909755578 -0.0079303218015092051 -0.006905904457356323 0 -0.027789153211958802 -0.015554354235541952
leaf_weight=2401.8784941665363 37.609741967287846 25.750072427559648 10.595343710971063 32.938474879250862 39.674481559777632 38.242154953069985 140.44757295353338 32.805356402765028 144.51715935568791 66.554778973571956 226.39064245903865 69.583490377059206 35.118719807825983 5.9959081788547328 49.07978170941351 64.792335289297625 16.12179892975837 14.219622591976075 33.716254817438312 161.59751626086654 45.783351701800711 36.078989206347615 29.783715394791216 37.865611592889763 34.552810708933976 60.357770280912519 139.85180815903004 32.277776269707829 88.896260722307488 36223.764866671176 375.16560038755415 962.61895155141247 91.554982480709441 43.178123475052416 14.061563821043817 325.90748538426124 4.5511305313557378 53.025128294480965 16.048498511081561
leaf_count=166451 2628 515 628 2161 2196 1186 9588 2250 8392 2702 12627 1479 2001 207 3238 3901 937 815 2002 11459 2748 2325 1992 2433 2294 3642 7569 2284 5962 2449627 27652 82750 7422 2623 829 20600 230 2821 1029
internal_value=0 0.00360929 0.0198512 0 0.000779411 0.0137673 -0.000679146 0.00671658 0.0123298 -0.00439884 -0.0089344 0 -0.0136049 0.0267112 -7.85213e-06 0.00683429 0.0302216 -6.25858e-05 -0.00826942 -0.0201188 0.0250227 -0.0261938 -0.00655582 0.00150746 0 0.00669709 0.0209671 -0.0121642 -0.0177266 -6.44611e-05 -0.00196457 -0.00379105 0.00999241 0.00012816 0.0168348 8.00444e-05 -0.0148894 -0.0212673 0
internal_weight=0 906.224 81.1436 43.5338 825.08 69.9881 755.092 216.997 184.192 538.095 397.648 136.138 261.509 31.746 41356.7 255.22 80.9141 41101.5 291.396 231.393 60.003 197.677 174.305 86.9454 40810.1 371.985 216.258 155.727 121.174 40438.1 3831.22 3364.5 466.721 36606.9 57.2397 36549.7 87.36 57.5763 76.4063
internal_count=2864195 48560 5417 2789 43143 1908 41235 12838 10588 28397 18809 4181 14628 722 2815635 15552 4838 2800083 19349 15786 3563 13784 10714 5671 2780734 22780 12240 10540 8246 2757954 284275 249201 35074 2473679 3452 2470227 5043 3051 4671
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 8388644 6 72 8 152 6652178 640 2184834 2304 1 1391840 13 1843460 2454660 1 464 11276707 98 896 18350117 2 244 2364162 1184 2
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
an110mdc_ra=947
agegroup_rm=546
count_proc=438
adm_past_year=335
flag_emergency=170
drg11_type_m=166
pat_remoteness=114
cc_pulmonary_disease=69
sex_cat=65
indstat_flag=60
cc_diabetes_complications=53
low_los_flag=50
cc_obesity=34
cc_tetplg_prplg_dplg_hmplg_dt=34

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[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: 26852]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[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: 1,2,4,5,6,7,8,9,10,11,12,13]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1], [0, 1], [1, 2], [0, 1], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1], [0, 1], [0, 1]]
