tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=12
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc flag_emergency sex_cat indstat_flag pat_remoteness cc_cerebral_palsy cc_dementia cc_tetplg_prplg_dplg_hmplg_dt cc_copd cc_chronic_respiratory_failure
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 -1:0:1 -1:0:1:2:3 -1:0 -1:0:1 -1:0 -1:0 -1:0
tree_sizes=4226 4107 4176 4209 4163 4261 4183 4169 4175 4136 4201 4228 4143 4171 4193 4246 4015 4051 3942 4047 3901 3965 4000 3970 4191 4015 3997 4058 3971 4011 4015 4035 4029 4024 4036 3993 4032 3985

Tree=0
num_leaves=40
num_cat=21
split_feature=2 0 1 4 3 9 0 4 4 1 1 3 3 4 8 3 1 3 2 2 2 0 1 4 3 3 2 10 8 3 3 4 3 0 3 0 3 0 1
split_gain=15213.5 7234.4 1434.05 1151.16 1255.84 1104.36 630.838 361.07 305.071 284.542 236.37 165.084 87.9478 84.6896 74.2577 67.2366 57.041 55.3175 55.1682 32.1076 25.7378 25.5581 17.5056 17.437 18.9028 16.3171 13.9269 12.3565 9.30627 8.90595 4.57656 3.06074 2.96381 2.24992 2.20553 1.85765 1.451 1.34344 1.3804
threshold=0 1.5000000000000002 1 2 1.0000000180025095e-35 3 2.5000000000000004 4 5 6 7 1.5000000000000002 1.5000000000000002 8 9 12.500000000000002 10 1.0000000180025095e-35 11 12 13 1.5000000000000002 14 15 1.0000000180025095e-35 3.5000000000000004 16 17 18 4.5000000000000009 1.5000000000000002 19 16.500000000000004 1.5000000000000002 1.0000000180025095e-35 20.500000000000004 26.500000000000004 3.5000000000000004 20
decision_type=9 2 1 1 2 1 2 1 1 1 1 2 2 1 9 2 1 2 9 9 9 2 1 1 2 2 9 9 9 2 2 1 2 2 2 2 2 2 1
left_child=1 2 8 4 -3 6 9 10 17 18 20 22 26 32 16 -6 21 -1 23 -14 30 -11 34 24 -2 28 -12 -18 -9 33 -8 -31 -13 -20 -4 -7 -19 -27 -39
right_child=5 3 11 -5 15 35 7 25 -10 14 12 13 19 -15 -16 -17 27 36 29 -21 -22 -23 -24 -25 -26 37 -28 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-7.2305281237678738 -7.3835082874338784 -7.0733074138168224 -7.383778378783024 -7.258842491097508 -5.9518144866918634 -7.1530146723305856 -7.3835082874338784 -7.4426103312798375 -7.368550809026023 -7.4449886163121999 -7.3854032244938006 -7.1746455376915224 -7.2025120254637951 -7.3955866939876564 -7.3103554210536545 -7.3835082874338784 -7.4725786171440447 -6.8118214531592853 -7.4218213429428523 -7.3835082874338784 -7.4380787425942607 -7.3958612407110085 -7.437551617301458 -7.395427049524173 -7.3140586901760631 -7.3924546999768586 -7.3159868664778456 -7.3835082874338784 -7.3695427051724165 -7.3604171963413112 -7.343770267583845 -7.3947214599053348 -7.3835082874338784 -7.3842277478815488 -7.3556921931209978 -7.3835082874338784 -7.3835082874338784 -7.3850886352010932 -7.362769205154871
leaf_weight=34.423473942093551 64.137490934226662 34.597254641354084 26.135375878075138 18.956371062551625 73.6730861607939 110.67782413226087 47.650047091883607 348.46257557580248 16.964720119955018 1017.1738095571054 30.313560404581949 25.035592309897769 126.52227938733995 17.757284237653948 8.1136967194033769 0.28860008984338392 2772.2552243142854 89.094881929457188 183.79853592754807 18.027885612216778 94.145073179039173 154.72254235984292 90.435475895181298 35.823029216495343 120.44305813999381 19.40820088062901 208.84592049918137 9.0756970188813266 0.710638930904678 26.042899720254354 14.362354148528537 10.539178764796814 0.34942333458457042 36.455466832732782 13.024242764222434 0.18743489705957372 0.032894203788599863 12.826877541490829 13.827978498302402
leaf_count=55464 103340 55744 42110 30543 118704 178327 76775 561452 27334 1638897 48842 40338 203856 28611 13073 465 4466730 143552 296141 29047 151689 249293 145712 57719 194061 31271 336498 14623 1145 41961 23141 16981 563 58738 20985 302 53 20667 22280
internal_value=-7.38351 -6.84396 -7.13892 -6.27161 -6.16571 -7.43046 -7.43756 -7.36368 -6.94455 -7.45322 -7.31195 -7.36275 -7.27352 -7.23882 -7.46185 -5.95607 -7.46298 -6.87399 -7.38033 -7.212 -7.41168 -7.43876 -7.42027 -7.34647 -7.3335 -7.43371 -7.32269 -7.47187 -7.44058 -7.40945 -7.36885 -7.37541 -7.17659 -7.41763 -7.37237 -7.15345 -6.81201 -7.38351 -7.37057
internal_weight=0 440.769 313.253 127.515 108.559 5484.55 5373.68 935.103 140.516 4438.58 539.867 172.737 383.71 43.1423 3961.34 73.9617 3953.23 123.551 477.24 144.55 156.157 1171.9 129.595 220.404 184.581 395.236 239.159 2781.33 349.173 256.836 62.0124 36.5821 25.385 220.254 39.1596 110.865 89.1278 46.0631 26.6549
internal_count=9547027 710178 504722 205456 174913 8836849 8658220 1506663 226403 7151557 869848 278319 618243 69512 6382616 119169 6369543 199069 768941 232903 251605 1888190 208807 355120 297401 636815 385340 4481353 562597 413821 99916 58942 40901 354879 63095 178629 143605 74218 42947
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=17 960 2 1 2 2 768 14 2 1 192 8129610 3936098 21237354 44 2 29945984 1 1 2 344
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=21
split_feature=2 3 9 1 0 4 0 1 2 4 3 8 1 2 0 4 0 1 3 5 3 4 10 7 0 0 1 8 3 1 3 4 0 2 0 0 0 0 3
split_gain=7433.1 1484.02 833.231 655.014 575.638 290.299 278.062 268.589 184.068 175.243 91.6585 71.2023 60.1099 45.7483 35.4678 28.767 23.6394 23.5515 18.4177 17.0704 14.9373 14.2954 12.1307 11.948 10.6536 10.1392 9.04739 8.56487 7.90058 7.74678 7.66622 2.74586 2.73609 2.47465 2.32687 2.02228 1.68336 1.20458 1.01784
threshold=0 2.5000000000000004 1 2 2.5000000000000004 3 1.0000000180025095e-35 4 5 6 1.5000000000000002 7 8 9 2.5000000000000004 10 1.5000000000000002 11 16.500000000000004 12 4.5000000000000009 13 14 15 69.500000000000014 1.0000000180025095e-35 16 17 7.5000000000000009 18 4.5000000000000009 19 1.0000000180025095e-35 20 1.5000000000000002 13.500000000000002 4.5000000000000009 20.500000000000004 8.5000000000000018
decision_type=9 2 1 1 2 1 2 1 9 1 2 9 1 9 2 1 2 1 2 1 2 1 9 1 2 2 1 9 2 1 2 1 2 9 2 2 2 2 2
left_child=1 3 4 14 7 8 15 13 29 18 17 12 16 19 -1 -5 -9 -10 24 26 27 -21 -14 37 -3 -11 -2 -7 -12 35 34 -32 -25 -22 -15 -6 -16 -4 -13
right_child=2 9 23 6 5 20 -8 11 10 25 28 38 22 30 36 -17 -18 -19 -20 21 33 -23 -24 32 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.057034845701158791 0.03282598187032159 0.49940767005424613 0.20440782227319249 0.10356095798992909 -0.061999305546869193 -0.055014883639336702 0.29400281186175869 -0.059107609630209307 0 -0.004239063407039753 0.14882068551417685 0.072737011832224335 -0.088054358969333335 -0.036190584649774614 0 -0.0079632411908004321 -0.011442145498518137 0.062976150577270684 0 0.073103879732574831 0.022687788433722059 -0.002871269200344547 0 0 0 0.079065253986631112 -0.01112443920604261 0.013572552202154812 0.0024061989021833454 0 0.021316318903460939 -0.010982032594483097 0.038066660657462031 -0.0070778963028988564 0 0 0.052105311018314074 0 0
leaf_weight=100.15030543267494 30.754240013076924 234.84989176318049 104.66083021950908 124.69192508567357 75.143967957410496 349.66872140089981 244.756281571812 956.5920644114376 99.844097607303411 8.63230646424927 164.0676252602716 8.2051967332954483 2536.275405571796 178.26601700752508 13.639518999261783 16.709118873579428 152.82534723903518 184.49747090379242 0.8168245127890249 84.927924664691091 12.158751332201062 19.406681792461313 9.0756970188813266 14.015352478018029 0.59122267062775691 10.763233883073552 91.578242010436952 0.8168521102052172 9.0536587589303945 37.654859100701287 26.862022001703735 10.434071376104837 20.688426426029764 12.723816350917334 36.800638822023757 4.7707772159483275 9.4348755509126914 0.14585165830794622 0.52346604596823532
leaf_count=151525 47439 144876 133961 154246 126931 595518 183767 1638897 158327 13970 226165 12289 4466730 298265 10391 26787 249293 277882 1106 130724 19528 31643 14623 17939 230 16149 142275 1299 12413 60158 42279 17001 26494 20470 59315 7972 7131 235 784
internal_value=0 0.281824 -0.0444113 0.169068 -0.0515318 0.0179513 0.226271 -0.0675594 0.0615809 0.473953 0.088293 -0.0765926 -0.0778032 0.00282659 -0.0302328 0.0895449 -0.0528155 0.0456423 0.496988 0.0330699 -0.0477565 0.0592537 -0.0872918 0.174255 0.498449 0.0558591 0.00366858 -0.053009 0.144127 -0.0403889 -0.0241193 0.00695495 0.0231167 0.00929608 -0.0319081 -0.0541736 0.041232 0.189985 0.0704014
internal_weight=0 765.036 5232.44 509.382 5092.93 950.401 386.157 4142.53 575.032 255.653 457.463 3663.5 3654.77 479.03 123.225 141.401 1109.42 284.342 236.258 226.667 375.368 104.335 2545.35 139.51 235.441 19.3955 122.332 350.486 173.121 117.57 252.363 37.2961 34.7038 24.8826 215.067 79.9147 23.0744 104.807 8.72866
internal_count=9547027 710178 8836849 533847 8658220 1506663 364800 7151557 869848 176331 674787 6382616 6369543 768941 169047 181033 1888190 436209 146212 352081 636815 162367 4481353 178629 145106 30119 189714 596817 238578 195061 416860 59280 44433 39998 357580 134903 17522 134196 13073
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=17 1 3 2 768 29945988 2 1 192 7605322 2 30 2 2 1 1 512 1 30 2 10554574
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=22
split_feature=2 1 1 12 9 0 9 4 0 0 4 2 0 8 3 3 3 9 0 0 0 12 4 2 10 3 0 0 8 7 2 1 4 4 3 8 3 3 3
split_gain=4794.81 676.764 659.558 429.22 436.067 330.581 298.954 185.64 180.95 141.567 118.322 120.729 77.0502 63.9193 57.6229 54.1071 46.5128 26.399 23.7104 19.3032 17.0696 16.9747 16.2473 15.5852 14.5297 13.3953 10.4531 9.96952 9.61537 7.6583 7.50337 6.03243 6.02799 4.98503 4.88614 4.70348 4.51267 3.11027 2.84181
threshold=0 1 2 3 4 2.5000000000000004 5 6 1.0000000180025095e-35 2.5000000000000004 7 8 2.5000000000000004 9 1.5000000000000002 2.5000000000000004 1.5000000000000002 10 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 11 12 13 14 3.5000000000000004 12.500000000000002 19.500000000000004 15 16 17 18 19 20 2.5000000000000004 21 11.500000000000002 2.5000000000000004 8.5000000000000018
decision_type=9 1 1 9 1 2 1 1 2 2 1 9 2 9 2 2 2 1 2 2 2 9 1 9 9 2 2 2 9 1 9 1 1 1 2 9 2 2 2
left_child=2 6 12 4 8 13 7 9 14 15 11 16 34 17 33 20 19 21 32 -7 -2 24 -16 -17 -3 28 -6 29 -12 -11 37 -13 -10 -4 -1 -33 -18 -9 -32
right_child=1 5 3 -5 26 10 -8 30 18 27 25 31 -14 -15 22 23 36 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 38 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055115822028311459 -0.034009170809642213 -0.082525053053851272 0.023882115931078626 0.55269286684204355 0.45748966672899966 -0.0069934573680935433 0.13504614617591859 -0.018532808487542751 0.16646551354618716 0.10549744442486281 -0.061572596271550976 -0.0028836638692103008 0.083506807940894268 0.06138441060857637 0.12842718389533386 0.058453305573978598 0.12141609552002706 0.022510036012223233 0.2731162696697903 0.051408717465986679 0.002469660167569717 0.020504869488192225 0 0.0038588488079619853 0 0.0016523818383982502 0 0 0.013965928033165702 0.014892103330164629 -0.061100283819107204 -0.061909655769693643 0.033072639909421206 -0.015509538506095103 0 0.0028308341222849148 0 0.014131654874925702 0
leaf_weight=94.605083834496327 260.71756134036696 2845.4941088969354 99.084017156390473 21.467936369939707 46.390928738401271 73.165676845936105 152.88254130334826 35.032512490754016 389.50336284941295 149.7263995812973 229.89892216725275 64.982906008546706 34.256284041388426 9.0331774801597913 110.88884562422754 114.57353326200973 90.098678634967655 8.3579118463094328 138.1830096996855 104.02805987856118 197.26790935057215 0.70364137756405298 10.217183734406715 119.76115901127923 15.556982219801283 29.990351158950943 0.34876884566619892 7.7466072555980636 0.71053448168095101 47.876218612014782 360.22103945317212 74.902449649234768 26.343364790722262 10.23371173464693 15.180585827387402 0.14651207608403538 1.1697640963830043 17.304966061201412 3.8107553395675486
leaf_count=151523 447641 5398883 118702 8156 22501 109557 166378 62038 175046 195707 414850 96598 21355 12597 76047 181839 106870 9159 49916 155848 328566 1099 16516 201277 25451 49096 111 10677 1113 63025 634497 133163 31401 16522 15183 241 1472 29897 6509
internal_value=0 -0.0416226 0.194459 0.227431 0.202363 -0.0650795 0.0151382 -0.00117968 0.17074 0.0241197 -0.00136313 0.0310647 -0.00609914 -0.0798406 0.0788346 0.000866706 0.0668916 -0.0810189 0.202438 0.0283248 -0.018496 -0.0816554 0.119596 0.0376486 -0.0819968 -0.0511859 0.454954 0.0911373 -0.0586078 0.0950091 -0.0543511 -0.0372816 0.161482 0.0154955 -0.0485625 -0.0531003 0.119279 -0.00256383 -0.0587179
internal_weight=0 5015.16 996.703 852.661 831.193 3548.24 1466.92 1314.04 784.453 897.669 669.094 408.494 144.042 2879.15 230.424 692.32 268.462 2870.11 554.03 177.194 457.985 2861.75 121.106 234.335 2861.05 260.6 46.7397 205.349 230.609 197.603 416.369 140.032 415.847 109.318 109.786 75.049 91.2684 52.3375 364.032
internal_count=9547027 8844048 702979 514918 506762 6515997 2328051 2161673 484150 1428732 1068808 603749 188061 5447189 227787 1159323 373747 5434592 256363 265405 776207 5425433 92563 383116 5424334 465059 22612 269409 415963 258732 732941 230002 206447 135224 166706 133404 108342 91935 641006
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
cat_threshold=16 896 3 1 1 1 2 2 3411555 1 1 1 2 11799618 1 1 5 24445067 113 2 2 1
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=22
split_feature=2 1 1 0 12 4 9 0 4 2 0 0 5 8 9 0 3 9 0 9 5 2 12 9 0 3 4 1 0 8 3 0 2 1 0 0 3 0 3
split_gain=3552.19 609.782 393.387 312.96 277.304 234.713 217.799 158.699 100.096 98.7182 85.4505 66.9994 65.2453 61.3505 51.0032 40.5061 40.3885 34.241 28.9256 25.5416 25.3576 21.9432 16.6496 15.0843 14.2434 12.4061 11.266 10.1876 9.69311 9.26113 8.18234 7.70778 7.25967 6.80728 5.58826 5.19818 5.07532 5.01411 4.55822
threshold=0 1 2 2.5000000000000004 3 4 5 1.0000000180025095e-35 6 7 1.0000000180025095e-35 2.5000000000000004 8 9 10 4.5000000000000009 1.5000000000000002 11 3.5000000000000004 12 13 14 15 16 1.5000000000000002 3.5000000000000004 17 18 17.500000000000004 19 1.0000000180025095e-35 2.5000000000000004 20 21 12.500000000000002 8.5000000000000018 1.5000000000000002 4.5000000000000009 2.5000000000000004
decision_type=9 1 1 2 9 1 1 2 1 9 2 2 1 9 1 2 2 1 2 1 1 9 9 1 2 2 1 1 2 9 2 2 9 1 2 2 2 2 2
left_child=2 5 11 13 6 7 10 17 9 15 16 38 37 19 18 30 -4 21 20 22 -9 33 24 31 -3 29 -18 -17 -20 -10 -5 -7 -33 -2 -8 -11 -23 -12 -1
right_child=1 3 4 8 -6 23 34 14 25 35 12 -13 -14 -15 -16 27 26 -19 28 -21 -22 36 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.053207432468519958 0.031235328935833459 -0.083636128562895706 0.013670462242716605 -0.013015383714094048 0.40023187334700738 -0.06004275722297199 0.31300781426490504 0.0039239285790758282 -0.059425933625581587 -0.04634581208515285 0.071487840290072699 0.075383509028830564 0.18941502060637935 0.059055515464775533 0.13394432913159318 0.10172189855362859 0.10622643219894688 0.04664623633460039 0.094383102006226571 0.021905551369833281 0.05559087928047779 -0.045145923221291587 0.020447703773252824 0.017053646301086141 -0.045502928066705681 0.0015684120006794204 0 0.01100115472004083 0 0.013928863759685521 0.028613741786352044 0.012277351012286308 -0.029708770693457228 -0.0074512987661218407 0 0 -0.010412852789649697 0.14030174556580094 0
leaf_weight=89.53924277581973 59.789411325531546 2370.696830888337 111.5508888970362 52.732918639318086 37.125347997411154 302.4458142388612 73.068390861735679 200.80951270385412 216.18475621886319 105.93834122206317 237.77362479275325 37.223652155138552 341.34390959539451 9.604166606848592 93.9184142438462 116.60258263355354 126.03153223107802 67.46491385542322 132.50771615008125 8.5478233358589915 188.43933770933654 157.61017224390525 0.71819236176088352 13.557605284848249 265.17812012467766 30.039886579907034 10.217183734406715 46.455572616134305 9.1176614595460688 0.72051442664815013 71.026326667168178 31.237202800752129 60.961858502589166 47.491997407109011 0.34876884566619892 27.638227099669166 118.38019964355044 88.84814746491611 15.180585827387402
leaf_count=151523 88191 4892489 135224 79753 8156 560410 22501 311365 414850 181777 101901 21355 129971 12597 88994 145311 76047 64353 159962 9159 286990 283396 1099 13031 531845 49096 16516 67632 12424 1113 83980 58448 114083 85170 111 45296 201234 24491 15183
internal_value=0 -0.0390971 0.152552 -0.062724 0.173997 0.0138647 0.155388 0.0384152 -0.0011163 0.0275964 0.133059 -0.00502049 0.152952 -0.0781471 0.069904 0.058121 0.0676293 -0.0062477 0.0514812 -0.0794141 0.0318401 -0.0189944 -0.0800978 -0.0480212 -0.0804676 -0.0487739 0.0995636 0.088994 0.0887138 -0.0563044 0.00984618 -0.0520101 -0.0149334 0.0146999 0.311614 -0.0360977 -0.0326431 0.101276 -0.0466227
internal_weight=0 4805.82 1168.25 3322.08 1026.31 1483.73 989.182 1075.53 667.339 420.394 915.765 141.943 667.966 2654.75 624.793 286.817 247.8 450.737 530.874 2645.14 389.249 383.272 2636.59 408.202 2635.87 246.945 136.249 163.058 141.625 216.905 123.759 394.645 92.1991 107.281 73.4172 133.577 275.99 326.622 104.72
internal_count=9547027 8844048 702979 6515997 514918 2328051 506762 1582079 1068808 603749 484150 188061 256363 5447189 859735 376676 227787 722344 770741 5434592 598355 657991 5425433 745972 5424334 465059 92563 212943 172386 415963 163733 732941 172531 173361 22612 227073 484630 126392 166706
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
cat_threshold=16 896 3 1 2 1 2 3411559 2 1 1 1 1 2 8653827 1 1 2 113 1 2436296 768
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=27
split_feature=2 1 1 4 0 12 0 9 3 0 8 0 3 2 9 4 2 7 8 1 10 9 0 0 1 8 2 2 6 2 9 2 0 7 2 12 3 3 0
split_gain=2725.38 500.739 324.136 250.219 208.23 203.508 181.885 174.747 99.8785 70.7004 59.5739 58.2887 56.3985 54.5027 42.658 29.2198 26.8872 22.7303 20.7566 17.5982 15.9627 15.4995 14.6816 14.5854 12.9684 9.82754 8.56039 8.20168 7.99282 7.53712 6.36794 5.92823 5.24919 5.01523 4.87812 4.69322 4.67456 4.6603 3.77323
threshold=0 1 2 3 1.0000000180025095e-35 4 3.5000000000000004 5 2.5000000000000004 2.5000000000000004 6 2.5000000000000004 1.5000000000000002 7 8 9 10 11 12 13 14 15 2.5000000000000004 1.5000000000000002 16 17 18 19 20 21 22 23 5.5000000000000009 24 25 26 2.5000000000000004 10.500000000000002 12.500000000000002
decision_type=9 1 1 1 2 9 2 1 2 2 9 2 2 9 1 1 9 1 9 1 9 1 2 2 1 9 9 9 1 9 1 9 2 1 9 9 2 2 2
left_child=2 3 9 4 14 7 10 8 11 25 20 15 16 -8 19 -4 23 29 24 34 30 22 37 -6 -15 36 -21 -19 -26 -14 35 -24 -11 -18 -2 -3 -1 -5 -9
right_child=1 6 5 21 12 -7 13 38 -10 32 -12 -13 17 18 -16 -17 33 27 -20 26 -22 -23 31 -25 28 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.062927434013122216 0.032690170275718335 -0.083598739166385272 0.050382086616796412 -0.065170044900929383 0.0046681432211475799 0.30132631721655745 0.053423541598792347 0.23773454170977959 0.13852990734785772 0.0089313501205166117 0.054824981781693816 0.10970801183183193 0 0.019203984305415051 0.037301941966216341 -0.021822370636116806 0.0086918852468153059 -0.0059175008566263038 0.05295008110054486 0.0091007051268792698 0.0067148396096622506 0.014599738907136459 -0.030820274923460234 0.069474836791542413 -0.044367352700721695 0.01632230478335862 -0.042213329908843411 0.037833811123656046 0.001243236135190613 0.09984495290373735 0 0.0032079610373436499 0.092728314427040562 -0.018121261095491056 -0.0072564201707386623 0 0 0 0
leaf_weight=107.38544917787658 21.033546505612321 2049.5377956852899 374.48047831558506 474.63610980575322 65.495447914930992 55.595536030828953 80.541638890572358 108.09507623745594 480.17586445211782 28.681905617355369 10.040037206956184 229.9166674001608 12.540138122334609 17.873685560014565 70.451876775769051 41.589749984443188 183.44615806511138 41.809391624992713 2.0355883335578246 17.73569120495813 9.351950145675799 14.489378895552361 90.028783988149371 115.09859096701257 241.16138296038844 0.94679005153011431 452.77339967148146 81.837404347024858 28.256650165363681 260.61862092721276 2.0193372654612167 56.862690840556752 14.59924863866763 61.319190592213999 24.678957720752805 0.32698877557413553 15.800984011497347 2.0703494013287118 0.3630410562036549
leaf_count=202770 30872 4565315 315108 961136 101848 8553 114054 29871 177201 17197 12649 84463 19071 28095 64570 58049 271886 59032 2785 32384 15824 13889 175273 147190 420956 824 860315 107750 44401 326055 2116 108472 7884 95000 42669 560 16804 4011 125
internal_value=0 -0.0390805 0.116536 -0.00221684 0.0211387 0.133431 -0.0693361 0.119719 0.102326 -0.0128395 -0.0810089 0.070018 0.0529457 -0.00377832 -0.0233564 0.0415099 0.0240088 0.079394 -0.0250529 -0.0337781 -0.082591 -0.0528996 -0.0555251 0.0490788 -0.0322948 -0.0514024 -0.0391299 0.0233764 -0.0376781 0.0950328 -0.0832331 -0.0192027 0.0676807 0 0.014302 -0.0834571 -0.0569759 -0.0643258 0.236848
internal_weight=0 4488.07 1457.63 2046.93 1408.84 1290.22 2441.15 1234.62 1126.16 167.414 2071.28 645.987 822.165 369.869 586.673 416.07 425.359 396.806 289.327 516.222 2061.24 638.087 623.598 180.594 287.292 124.133 470.509 123.647 269.418 273.159 2051.88 146.891 43.2812 244.765 45.7125 2049.86 123.186 476.706 108.458
internal_count=9547027 8628178 918849 3421423 2158642 673370 5206755 664817 634821 245479 4596464 457620 1127832 610291 1030810 373157 615924 511908 496237 966240 4583815 1262781 1248892 249038 493452 220398 892699 166782 465357 345126 4567991 283745 25081 366886 73541 4565875 219574 965147 29996
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=262161 960 3 2 1 1 1 1055264 1 2 2166282 9 1 512 1 1 1 1 8389632 8460684 1 4796548 1 8917286 5 8916170 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=24
split_feature=2 1 4 1 0 0 12 9 8 3 0 8 2 7 0 9 0 2 8 1 10 9 0 1 0 5 2 2 8 6 9 3 2 3 0 3 0 3 0
split_gain=2100.24 457.316 215.146 211.327 176.703 164.134 125.151 100.045 79.8625 67.5047 63.9809 57.232 45.0309 44.2302 42.3574 36.6684 30.4851 26.5771 19.6101 16.3399 15.5022 14.4586 13.6545 11.8968 11.3814 11.1856 10.0518 9.9357 9.46104 7.29575 6.2346 5.52992 7.25327 5.34847 5.32951 4.93894 4.90915 4.48829 4.44809
threshold=0 1 2 3 3.5000000000000004 1.0000000180025095e-35 4 5 6 2.5000000000000004 2.5000000000000004 7 8 9 2.5000000000000004 10 3.5000000000000004 11 12 13 14 15 2.5000000000000004 16 22.500000000000004 17 18 19 20 21 22 1.5000000000000002 23 1.5000000000000002 5.5000000000000009 3.5000000000000004 1.5000000000000002 13.500000000000002 5.5000000000000009
decision_type=9 1 1 1 2 2 9 1 9 2 2 9 9 1 2 1 2 9 9 1 9 1 2 1 2 1 9 9 9 1 1 2 9 2 2 2 2 2 2
left_child=3 2 5 10 11 15 7 8 9 14 28 20 -6 16 -5 19 17 -7 23 26 30 22 37 -14 -18 -11 -2 33 -1 -25 36 -24 -33 -15 -29 -21 -3 -4 -12
right_child=1 4 21 6 12 13 -8 -9 -10 25 38 -13 18 27 -16 -17 24 -19 -20 35 -22 -23 31 29 -26 -27 -28 34 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055051226616075838 0.019343447576193371 -0.086014254279169367 -0.062873492117403465 0.02806217682626129 0.047999865268930769 0.05566421343350858 0.22774097613988686 0.17895901995953689 0.25153228424449481 0.068032930354944468 0.0084559897502093362 0.052668905643424239 0.018494569112319521 7.5227587651215588e-05 0.082828953905299763 0.033739182018096926 0.10280424431781017 0 0.052423730733396547 -0.051289323421021452 0.0065442610769816849 0.014053600401995959 -0.03241947677965986 -0.042131884473789426 0 0.12446896813374389 -0.020040255493953964 -0.016546374028329935 0.016263806701229597 0.0011821842706788703 0 0.029234286104994608 -0.015816858938598192 0.045020033441727961 0.019075929314595823 -0.0072592245963209404 -0.052423927696970241 0.0013091622189820313 0.086806162230429529
leaf_weight=116.6449119700992 67.21568885241868 1602.734449198877 446.18950653210049 433.18163434203598 84.954439983062912 292.60763913061237 74.693754819687456 137.05993436370045 5.5511570239323182 249.000831206562 28.937831996066961 10.604896702745462 18.219763791712467 58.889358549029566 254.88132282072911 73.12337753403699 160.74354622128885 133.3112881090783 2.1461008908809154 255.10921901132679 9.4148825232987274 14.702015785500405 76.483102897327626 230.70767506159609 7.7689724573283447 298.98324179300107 117.49542096129153 130.45712807713426 0.96230462548555706 28.291754461883102 2.0193372654612167 18.800015761808027 49.061210425425088 54.783260742638959 22.891055818006862 58.386894068360562 282.89509316711337 0.59909680462442239 16.008293550403323
leaf_count=219574 101504 3955579 963986 372335 114054 383512 8553 29996 1982 81289 17197 12649 28095 83595 84081 64570 164080 196253 2785 538906 15824 13889 153678 420956 9459 95134 208343 195136 824 44401 2116 34893 95174 67985 27812 117487 610296 1161 7884
internal_value=0 -0.0365928 -0.00182732 0.0957354 -0.0670862 0.0191518 0.107815 0.0971584 0.0838834 0.0769511 -0.010749 -0.0793981 -0.00242298 0.0461972 0.0513803 -0.0213987 0.0605346 0.0409576 -0.0227114 -0.0315161 -0.0811005 -0.0505056 -0.0531955 -0.0300712 0.0978865 0.104206 -0.00348148 0.00806979 -0.0492484 -0.0355024 -0.0817896 -0.0180208 0.000105332 0.0268339 -0.00696173 -0.0440307 -0.0820313 -0.0620813 0.0639417
internal_weight=0 4310.61 2038.62 1615.91 2271.99 1432.78 1453.35 1378.66 1241.6 1236.05 162.553 1907.67 364.32 861.452 688.063 571.331 594.431 425.919 279.365 498.207 1897.06 605.835 591.133 277.219 168.513 547.984 184.711 267.021 117.607 258.999 1887.65 144.344 67.8612 113.673 153.348 313.496 1885.63 446.789 44.9461
internal_count=9547027 8628178 3421423 918849 5206755 2158642 673370 664817 634821 632839 245479 4596464 610291 1127832 456416 1030810 753304 579765 496237 966240 4583815 1262781 1248892 493452 173539 176423 309847 374528 220398 465357 4567991 283745 130067 151580 222948 656393 4565875 965147 25081
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=262161 960 2 3 1 1 1 1 1055264 9 1 11603778 1 768 1 1 1 2 8916106 6825538 1 1 1 2171082
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=25
split_feature=2 1 4 0 1 0 8 12 9 0 0 2 3 8 5 9 3 2 6 8 1 9 0 2 1 0 10 3 9 0 1 7 2 0 3 2 0 0 8
split_gain=1667.99 415.517 184.076 172.899 149.318 132.117 100.38 97.8381 77.7766 54.1462 42.9541 40.0433 37.4743 36.456 32.6643 31.7653 28.8084 20.7424 19.4556 16.3006 15.0869 13.4414 12.7411 12.6722 11.5397 10.7703 8.22388 8.05789 6.4548 6.37669 5.41519 5.40906 5.24473 4.96742 4.3909 4.19885 3.52337 3.44313 3.27702
threshold=0 1 2 2.5000000000000004 3 1.0000000180025095e-35 4 5 6 1.0000000180025095e-35 5.5000000000000009 7 1.5000000000000002 8 9 10 1.5000000000000002 11 12 13 14 15 2.5000000000000004 16 17 1.5000000000000002 18 4.5000000000000009 19 2.5000000000000004 20 21 22 3.5000000000000004 8.5000000000000018 23 19.500000000000004 1.5000000000000002 24
decision_type=9 1 1 2 1 2 9 9 1 2 2 9 2 9 1 1 2 9 1 9 1 1 2 9 1 2 9 2 1 2 1 1 9 2 2 9 2 2 9
left_child=4 2 5 13 10 15 7 8 9 16 29 36 17 26 -11 20 -6 25 19 24 35 22 34 37 -13 -7 28 -22 -3 -1 -19 -17 -24 -20 -4 -2 38 -14 -5
right_child=1 3 21 11 6 12 -8 -9 -10 14 -12 18 23 -15 -16 31 -18 30 33 -21 27 -23 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.051179106909500949 0.030692507049050601 -0.082298372217246285 -0.060922972033813555 -0.061679155842959105 -0.0050297896945363024 0.0014431343903178789 0.2673871546058838 0.17878274081699302 0.13986649879934321 0.048817390564558999 0.071851174666570566 0.011419352672793719 0.035156587244490348 0.032227544205149304 0.094133781843809633 0.038775123716926319 0.048294237552505864 0.024170972900157923 0 0.063506938960527407 -0.040577164953801398 0.013525315970898753 -0.028168033748268151 0.014380208884859089 -0.023678669495864446 0.054326079608719047 0 0 0.00056971125399942228 0 -0.0084732141146165313 -0.0063644884256191794 0.0036386832322576911 0.062068676866144361 0 -0.0062935474662901576 0 0.083507658792593753 0
leaf_weight=94.81348240780062 21.965441177075263 1633.0554872414796 414.81122943892842 108.16624909697566 154.12756396774785 68.52721911270055 9.4520276255789195 92.90379300978384 163.28151809383417 455.06654726888519 12.451371901610399 116.99040679534664 117.16468456480652 10.075565283419563 539.24733661330538 60.108775822329335 202.34796634069062 21.191612371767405 8.8146176883019489 3.0245514464331782 381.98156197241042 14.909639906603841 85.234412939753383 106.79821881727548 186.52490229505929 131.91535003145691 8.4001664607203548 56.062639338430017 1.8169867625692848 24.80383670917945 228.59182351003983 15.517890277842524 56.460483271541307 38.470198075170629 4.8121165217016815 24.015170139900874 5.5737332546850658 222.17281086219009 0.42821761744562437
leaf_count=188458 30872 4361930 954892 223514 201997 102802 2815 8551 29970 169168 5214 183500 157234 11225 177536 49029 120357 27364 14928 3691 789626 13889 175273 138045 329741 150226 14399 103073 1904 14783 335532 15541 108472 50299 10255 42669 11020 216629 604
internal_value=0 -0.0342166 -0.00152691 -0.0647866 0.0811247 0.017285 0.0895395 0.0839761 0.0746039 0.0636303 -0.0169967 -0.00989661 0.0406804 -0.0800771 0.0757239 -0.0198406 0.0258618 0.0175785 0.00734858 -0.0025964 -0.029624 -0.048084 -0.050831 0.0607876 -0.00980788 0.0384225 -0.0815104 -0.0349893 -0.0820175 -0.0419389 -0.0017143 0.0305641 -0.0167542 0.0526344 -0.0597848 0.0139449 -0.0526859 0.0699434 -0.0596332
internal_weight=0 4153.58 2032.24 2121.34 1748.5 1456.01 1616.43 1606.97 1514.07 1350.79 132.069 467.993 896.362 1653.35 994.314 559.651 356.476 450.226 353.825 306.54 484.025 576.228 561.318 446.136 303.515 200.443 1643.27 438.044 1634.87 119.617 249.783 75.6267 141.695 47.2848 419.623 45.9806 114.168 339.337 108.594
internal_count=9547027 8628178 3421423 5206755 918849 2158642 710394 707579 699028 669058 208455 817297 1127832 4389458 346704 1030810 322354 615924 582159 516932 966240 1262781 1248892 511908 513241 253028 4378233 892699 4363834 203241 362896 64570 283745 65227 965147 73541 235138 373863 224118
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=262161 960 2 1 1 1 1 614788 1 2 1 3214858 1 1 512 1 3149410 33 1 1 512 1 8917286 8916170 1
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=25
split_feature=2 1 4 0 0 1 0 8 8 9 3 1 3 9 0 2 2 4 8 9 9 2 3 0 3 4 12 0 0 8 3 10 2 0 5 2 3 2 12
split_gain=1327.89 380.331 199.045 170.332 132.236 133.701 107.219 61.0472 48.3859 52.3291 48.4012 42.4839 41.4215 21.5159 21.4284 19.2947 17.3305 16.1913 14.879 13.7137 13.4637 13.3625 13.3593 11.1446 8.52417 7.90089 6.15614 6.02991 5.89445 5.5922 5.29315 4.47434 3.1586 3.12033 2.82867 2.46743 2.3337 2.19686 2.19464
threshold=0 1 2 1.0000000180025095e-35 5.5000000000000009 3 5.5000000000000009 4 5 6 3.5000000000000004 7 1.5000000000000002 8 2.5000000000000004 9 10 11 12 13 14 15 2.5000000000000004 2.5000000000000004 1.5000000000000002 16 17 14.500000000000002 1.5000000000000002 18 6.5000000000000009 19 20 3.5000000000000004 21 22 1.5000000000000002 23 24
decision_type=9 1 1 2 2 1 2 9 9 1 2 1 2 1 2 9 9 1 9 1 1 9 2 2 2 1 9 2 2 9 2 9 9 2 1 9 2 9 9
left_child=4 2 3 11 5 18 7 31 9 10 17 21 13 14 -5 -8 28 -7 22 26 23 36 38 30 33 -6 -13 29 -14 -17 -4 -3 -12 -25 -23 -21 -2 -18 -1
right_child=1 6 20 12 25 8 15 -9 -10 -11 32 19 16 -15 -16 27 37 -19 -20 35 -22 34 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055796673140388713 0.0033028657992372461 -0.082093914994122316 -0.062421093764253477 -0.013289696403389671 0.13707649723922838 0.039280926777355486 0.037199596505658315 0.054768947308874542 0.19208425093734671 0.11149766797099431 0.082385574782621651 -0.051250354763107908 0.031572942677610544 0.062403258528185894 0.025792250814432267 -0.037458104200856893 0.016677373398418512 -0.0063152626961830872 0.034105676474440877 0.025373022092144062 0.012135074193791728 -0.025869319059341922 0.0098713751196860943 0 0 0.011693142434781085 0.0091900281050478119 0.011044258823494206 0.077293442902574769 0.013601434621109227 0 0 0 -0.044467076158828264 0 -0.0052338122611315643 0.037932759457121545 -0.0059800092699617904 0
leaf_weight=112.31443907672656 59.015984104364179 1374.4979693319474 499.02693796186941 252.38116054880084 261.35237962170504 841.13884455253719 61.280126793135423 11.345265620388089 8.3215429938863945 178.6464955068659 352.85972768062493 406.57814340831828 131.04532890711562 52.467626874509733 242.50647239095997 86.648057376558427 102.19666634959867 64.923746359942015 2.8020136873819856 5.4591182447038591 15.465742168424184 68.409945973951835 21.829356241796631 14.204042228491742 85.42416026868159 16.531519276788458 0.2224367457383768 17.719771183270495 271.01751369715203 0.808820852835196 18.321076415712014 5.5308781578496555 12.754235070548019 85.17436018641456 43.612330241419841 15.907121448137334 65.658376191742718 18.485425376129569 0.011504892783704146
leaf_count=216977 88427 3827871 1273124 461611 46368 418303 92577 12536 1834 28947 92743 994496 184378 40175 292090 172679 134424 75305 1373 4639 14283 111801 19228 30514 168343 11656 442 33591 253338 923 44624 9159 6098 180804 72856 13577 83726 31170 17
internal_value=0 -0.0318898 -0.00686895 0.0113722 0.0691935 0.0561755 -0.0699357 -0.0792822 0.0648122 0.0604392 0.0506316 -0.0273775 0.0358105 0.0145873 0.0056694 0.00327929 0.0554923 0.0355956 -0.0311457 -0.0447196 -0.05015 0.00582812 -0.0422173 -0.0523726 -0.0227621 0.132458 -0.0499016 -0.0194476 0.0648129 -0.0310784 -0.0605745 -0.0817389 0.0816106 -0.0389751 -0.015195 0.0109182 0.0256421 0.0107151 -0.054395
internal_weight=0 4010.41 2452.58 1734.96 1873.49 1595.6 1557.83 1391.37 1458.64 1450.32 1271.68 664.863 1070.1 547.355 494.888 166.457 522.745 906.063 136.957 428.167 717.616 236.697 134.155 702.151 184.803 277.884 406.801 105.177 402.063 87.4569 517.348 1380.03 365.614 99.3784 112.022 21.3662 124.674 120.682 112.326
internal_count=9547027 8628178 4478842 2767150 918849 860825 4149336 3849566 623230 621396 592449 1369964 1397186 793876 753701 299770 603310 493608 237595 1013154 1711692 356810 236222 1697409 379661 58024 994938 207193 437716 173602 1317748 3837030 98841 211318 184657 18216 172153 165594 216994
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=262161 992 2 3 1 1 1 768 1 11542056 3149410 2 1 1 1 8400458 2 1 1 1 262160 2 3840 13115656 1
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=27
split_feature=2 1 8 3 0 1 4 0 3 9 0 0 5 8 0 4 2 1 5 7 0 7 2 1 1 2 0 0 0 0 2 5 1 9 10 8 2 2 12
split_gain=1070.61 283.01 171.107 158.863 134.903 121.551 113.801 69.1797 58.9996 56.0934 53.4622 48.2022 39.9357 39.6059 38.1469 28.4561 27.7167 27.5361 23.073 22.5235 15.801 15.7603 15.4952 13.3345 12.1968 12.0953 12.0397 12.0046 11.6744 11.5261 9.51104 9.46448 9.04797 6.83426 6.11278 5.99797 4.92345 4.89405 4.53337
threshold=0 1 2 1.5000000000000002 3.5000000000000004 3 4 3.5000000000000004 1.0000000180025095e-35 5 6.5000000000000009 2.5000000000000004 6 7 1.5000000000000002 8 9 10 11 12 1.0000000180025095e-35 13 14 15 16 17 1.5000000000000002 1.5000000000000002 31.500000000000004 14.500000000000002 18 19 20 21 22 23 24 25 26
decision_type=9 1 9 2 2 1 1 2 2 1 2 2 1 9 2 1 9 1 1 1 2 1 9 1 1 9 2 2 2 2 9 1 1 1 9 9 9 9 9
left_child=2 6 3 5 13 8 7 9 14 17 12 -7 19 34 25 32 -6 18 -2 30 23 29 -13 -14 -18 -1 -19 33 -12 -9 -5 37 -10 -8 38 -26 -16 -11 -3
right_child=1 4 -4 10 16 11 27 21 15 31 28 22 20 -15 36 -17 24 26 -20 -21 -22 -23 -24 -25 35 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.044861430916521186 -0.012720662400176559 -0.079630444549105076 0.23412894469478412 0.051986057549890545 0.039045557410726163 -0.059985785601699627 -0.060774378712622229 0.073429103335506674 0.048196529704300245 0.02767889712140241 0.12541384919202955 0.037468243803586619 -0.014206063777088766 0.040735021932618153 -0.00039762760308055707 -0.040257275307006263 0.011959035899831548 -0.035593245418525758 0.03416947489314176 2.8894741671758295e-05 0.083021415018390152 0 -0.020274122643441604 0.044409951819803541 -0.039526776203736895 -0.0048406840432185126 0 -0.018248150053661316 0 0 0.0029110882972280361 0.078952532976395373 0.0086096881281817108 0.00132679095896152 0 0.013313658644377963 0.11475141157460599 -0.0085382335295988623 0
leaf_weight=89.688726306019817 198.99309412422008 1381.6162843522907 22.329027556232177 349.79004230932333 76.461153958400246 214.50085935543757 301.12422120658448 176.30000735109206 71.759908735868521 42.193060856196098 158.6885411614785 67.474158850236563 24.074291319440817 7.6541992031852706 8.1826277308573481 56.960441880626604 53.75453362724511 373.41023672153824 159.22404665936483 174.98126966555719 531.58371034523589 52.055084668449126 42.753726256341906 172.93895393610001 148.45874217728851 58.739818229078082 141.1557258720859 176.61778153461637 8.4762462355429289 17.190333243459463 75.556117040541722 51.546904961578548 248.83108059235383 7.4941798389190799 3.5449189846403888 0.8870294647058462 97.740367442253046 28.839449247403536 0.24838210345478628
leaf_count=77427 309322 4227874 9744 103211 97059 462805 794980 153513 40883 32109 31273 37480 37958 8028 8652 100037 94553 815912 228498 94891 178716 56014 82989 124235 295927 108085 184929 374676 2007 18711 105682 39032 109923 6796 5995 1050 63327 22228 496
internal_value=0 -0.0355832 0.0502649 0.0458638 -0.0644785 0.0130563 -0.00658781 0.00937086 0.0379507 -0.00254308 0.0659761 -0.0337716 0.0564241 -0.0773355 0.0732431 0.0107284 -0.000239613 -0.0122213 0.00816826 0.0336432 0.0727262 0.0537736 0.0146127 0.0363255 -0.0202446 0.0282469 -0.0263015 -0.0462788 0.120251 0.0639329 0.0449129 0.0532548 0.0233126 -0.0583965 -0.0790493 -0.0334979 0.113938 0.0137307 -0.0794216
internal_weight=0 3398.77 2475.05 2452.72 1672.63 956.632 1726.14 1240.91 631.903 995.363 1496.09 324.729 1328.92 1393.06 254.352 377.551 279.561 872.783 358.217 600.327 728.597 245.545 110.228 197.013 203.1 148.429 514.566 485.236 167.165 193.49 425.346 122.579 320.591 308.618 1385.41 149.346 105.923 71.0325 1381.86
internal_count=9547027 7767702 1779325 1769581 4730982 1091608 3036720 1860268 508334 1632030 677973 583274 644693 4242393 257491 250843 488589 1538661 537820 303784 340909 228238 120469 162193 391530 185512 1000841 1176452 33280 172224 208893 93369 150806 801776 4234365 296977 71979 54337 4228370
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=1310739 960 1 992 2 1 2 1 2 6688 768 2 1 5 1048592 23 17 16 262160 2 544 1 1 1 262144 12224 1
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=26
split_feature=2 0 1 8 1 2 0 12 5 4 9 0 9 2 4 4 2 1 1 3 1 7 5 5 3 8 3 12 4 0 10 8 3 12 3 3 0 3 0
split_gain=877.241 247.008 177.337 141.35 139.135 79.8007 75.7407 69.8564 69.2329 47.0669 33.0548 32.3829 29.4153 25.4635 23.2971 21.8496 19.6449 15.6387 15.5907 15.3409 14.8297 14.5646 16.1729 13.914 11.4937 10.851 10.0242 8.9272 8.22469 7.97314 7.42946 7.13941 6.94267 4.80893 4.77855 6.78914 4.51043 3.90996 3.20467
threshold=0 1.5000000000000002 1 2 3 4 2.5000000000000004 5 6 7 8 4.5000000000000009 9 10 11 12 13 14 15 1.5000000000000002 16 17 18 19 4.5000000000000009 20 3.5000000000000004 21 22 5.5000000000000009 23 24 4.5000000000000009 25 1.5000000000000002 7.5000000000000009 23.500000000000004 6.5000000000000009 33.500000000000007
decision_type=9 2 1 9 1 9 2 9 1 1 1 2 1 9 1 1 9 1 1 2 1 1 1 1 2 9 2 9 1 2 9 9 2 9 2 2 2 2 2
left_child=3 2 16 4 6 9 19 8 13 11 14 21 18 24 -10 29 23 -7 27 -1 -15 22 -3 -2 -6 -20 -11 30 -5 -8 -4 33 -18 37 38 -36 -31 -19 -13
right_child=1 5 12 28 7 17 15 -9 10 26 -12 34 -14 20 -16 -17 32 31 25 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 36 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.06219813351216618 0 0 -0.05460373795735185 0.21153050466487847 0.022648309389562818 0.0040779170326168306 0.012573025207116995 0.11702368998482826 0.053065532406520656 -0.031038046560387139 0.10166257229571021 0.03642171256962589 0.015366546750616397 0.019288786737910818 0 -0.019177543912294374 -0.025922822100146292 -0.05084269513320331 -0.086144148899575973 -0.00378708343224154 -0.024499859538623346 -0.013311327842398208 0.046902685439363462 0.050628239573151414 0.061049140652894518 0.0037141909516806245 0.016372520229435483 0.015246041390277659 0 0.084896669538346625 0.0083528769357856733 0.012828649212175495 0.016361523791381252 0.0062073099572027201 0.089124105743510526 0 0 0 -0.00097503749636257831
leaf_weight=170.77649144968018 120.05839635062148 128.65364815594512 775.57590602527489 24.171781625307631 645.56298842176329 73.318838523642626 57.732733432465466 122.7303994668473 931.69592254739837 149.71145241841441 166.57386618095916 124.58287708470016 24.58112764620455 90.686870517121861 85.216903309861664 29.363115052197827 138.62124090618454 278.92140562541317 848.70627542340662 77.926400192751316 143.95210707644583 108.70715689964709 131.92259088924038 90.114261241222266 98.086225328937871 4.7061415312928139 29.278980262402911 0.36963579143048164 4.4351498346077305 45.576356510398909 3.2232289715320794 1.0197006980597496 18.972929781564744 0.1296473836991926 86.790207598649431 3.4203165792569044 4.7811263482435598 12.06072502050665 7.3580319487955412
leaf_count=420762 180947 177879 2103946 6549 295709 110373 39345 8715 479730 346381 45083 143693 19656 93273 145703 53920 251674 626152 2910862 119239 256005 158049 166652 127553 24264 4619 59595 712 3684 24350 6445 1210 28381 170 65875 3024 3808 24123 8917
internal_value=0 -0.0346644 -0.0554659 0.0424253 0.038583 0.00233689 -0.0154775 0.0477931 0.0423959 0.0205949 0.0586643 0.0342723 -0.0689826 0.0212577 0.0486231 0.0376273 0.00685729 -0.033706 -0.0711023 -0.0473502 -0.006139 0.0131182 0.0250098 0.0254466 0.0298857 -0.0842461 -0.0206103 -0.0520612 0.199889 0.0560449 -0.0536721 -0.0434413 -0.0165484 -0.0471056 0.0625026 0.0845715 0.07885 -0.0486419 0.0326894
internal_weight=0 3160.8 2024.93 2699.27 2670.66 1135.88 386.156 2284.51 2161.77 770.425 1183.49 591.435 1657.16 978.288 1016.91 137.453 367.767 365.45 1632.58 248.703 234.639 369.283 260.576 210.173 743.649 853.412 178.99 779.169 28.6069 108.09 778.799 292.131 157.594 291.112 222.151 90.2105 50.3575 290.982 131.941
internal_count=9547027 7526888 5634795 2020139 2009906 1892093 661424 1348482 1339767 1130065 670516 724089 5046240 669251 625433 121423 588555 762028 5026584 540001 349278 502580 344531 308500 319973 2915481 405976 2111103 10233 67503 2110391 651655 280055 650445 221509 68899 28158 650275 152610
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=1311763 768 1 15 2202216 1 2 2 1 1 1049616 2 2 6293832 769 224 768 9 2 2 1 1 2 1 1 1
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=25
split_feature=2 1 4 8 0 1 0 4 0 10 9 8 1 0 1 9 0 1 1 5 3 7 0 3 12 3 9 0 2 0 3 8 7 2 0 8 2 3 10
split_gain=728.903 215.584 135.724 120.106 105.63 102.917 77.0034 65.4899 49.5133 42.8586 34.2391 31.7378 29.2044 22.5301 16.7564 14.6466 14.513 13.8578 12.7855 16.4497 11.1586 10.9787 10.4827 9.50886 9.14605 7.33545 7.32172 7.22451 6.55577 8.93166 6.29428 5.68856 4.7951 3.86007 3.85433 3.93128 3.68237 3.66143 3.49876
threshold=0 1 2 3 6.5000000000000009 4 4.5000000000000009 5 1.0000000180025095e-35 6 7 8 9 1.5000000000000002 10 11 3.5000000000000004 12 13 14 6.5000000000000009 15 14.500000000000002 4.5000000000000009 16 4.5000000000000009 17 3.5000000000000004 18 8.5000000000000018 4.5000000000000009 19 20 21 17.500000000000004 22 23 13.500000000000002 24
decision_type=9 1 1 9 2 1 2 1 2 9 1 9 1 2 1 1 2 1 1 1 2 1 2 2 9 2 1 2 9 2 2 9 1 9 2 9 9 2 9
left_child=2 7 3 4 5 13 11 8 15 10 -7 24 21 30 33 25 18 -6 19 -10 -11 28 32 31 38 -2 27 37 29 -4 -1 -14 -18 -8 35 -16 -20 -9 -3
right_child=1 6 12 -5 17 9 14 26 16 20 -12 -13 23 -15 34 -17 22 -19 36 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.060429083546925659 -0.036101595294206305 -0.076742376769910803 0.069462540302791934 0.18481382232006385 0.023604093339227829 0.026197083778216702 0.030913071021228061 -0.051812500563580013 0 0.12134429702406452 0.062880508237344673 0.033511523603365206 -0.050257941424208141 0.0046401081141118836 -0.044346187815797043 0.01746935108258758 0.052797702786230909 0.10079619104462652 0.0063348317355936727 0.049213285497711722 0 -0.015991218743135447 -0.0096633018535863813 0.0071384343247445003 0.0090510069406677905 0.0013457887779350431 0.0074093263657982189 -0.0042928930346576187 -0.0032945443226466728 -0.00319317885798704 0.0025780801684325469 0.0058929291558391253 0 -0.0010295224865871986 0.0025933011567460533 0.004865361928397368 -0.015180373990905056 0.0013594630795595016 0
leaf_weight=124.0080342242145 287.49262549297418 1142.3390594818338 37.834133893076796 30.614268005127087 87.939959983166773 1790.5664981495938 65.37155773412087 310.10385652509285 122.8088210914284 47.172120722039836 318.13417124777334 7.4444041064125477 214.99170006474014 78.693565672030672 70.557871975703165 47.415407464432064 159.46950489928713 254.17590884934179 85.017306295398157 103.29588850366417 6.8394015299272715 32.581430163438199 17.580679042148404 17.587729327497073 0.26092855725437303 42.008540767215891 10.023490896506699 59.828735573624726 20.999799426615937 9.2467144671827537 5.0883645310241254 3.0485225915908805 39.432004214788321 37.777537155634491 7.0353771761001545 0.51488159858854388 152.04515578894643 0.58393471856834267 2.7788140927441409
leaf_count=59644 121523 532945 23311 7390 26050 763449 56813 110606 124781 29588 90838 7567 106697 37491 33366 37696 128097 88738 67334 109804 4542 16350 18448 13436 129 27464 9209 19096 7539 3311 2957 2581 40126 18915 3928 598 110921 177 1217
internal_value=0 -0.0359164 0.0342911 0.0417654 0.0380377 0.0295984 -0.064374 -0.00826792 0.00446962 0.036075 0.0326761 -0.0741594 -0.0233513 -0.0327364 -0.00207124 -0.0231317 0.0205302 0.0886061 0.0086069 0.0239304 0.110442 0.0165288 0.0406706 -0.0405558 -0.0759519 -0.030779 -0.042308 -0.0448563 0.0350261 0.0492256 -0.0560421 -0.0476456 0.0471136 0.0200999 -0.0306063 -0.0396832 -0.00658102 -0.0507211 -0.0764571
internal_weight=0 2771.19 3079.52 2743.23 2712.62 2370.5 1334.08 1437.11 1056.57 2162.71 2108.7 1152.82 336.29 207.79 181.257 376.917 679.649 342.116 463.167 226.105 54.0115 100.662 216.482 235.628 1145.38 329.501 380.54 370.517 68.0806 47.0808 129.096 218.04 198.902 103.149 78.1081 71.0728 237.062 310.688 1145.12
internal_count=2864672 1580760 1283912 1110687 1103297 988509 655478 925282 786194 888417 854287 541858 173225 100092 113620 186683 599511 114788 412840 234585 34130 50511 186671 122714 534291 148987 139088 129879 34161 26622 62601 109278 168223 75728 37892 33964 178255 110783 534162
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=1313811 960 2 1 7 2 1 1 1 896 49 1 132 768 2 1 1 1 263186 1 5 2101356 1 8462920 1
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=25
split_feature=2 1 4 0 0 8 12 1 0 1 7 1 7 5 2 8 9 3 3 3 2 1 8 9 5 0 2 3 2 3 3 3 2 0 2 3 9 12 0
split_gain=599.69 270.354 118.622 95.0616 94.2864 71.6159 55.5201 47.1702 34.0865 30.5773 26.0829 28.368 25.7817 24.9409 22.275 22.2296 18.9371 14.3749 14.1972 13.5092 13.7163 12.9026 10.8866 9.77373 9.24982 9.17596 8.44643 7.20676 6.00042 5.68764 5.68407 5.54153 5.16886 4.72773 4.55632 4.12247 4.05737 4.18761 3.37021
threshold=0 1 2 2.5000000000000004 1.0000000180025095e-35 3 4 5 2.5000000000000004 6 7 8 9 10 11 12 13 2.5000000000000004 1.5000000000000002 4.5000000000000009 14 15 16 17 18 8.5000000000000018 19 1.5000000000000002 20 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 21 2.5000000000000004 22 1.5000000000000002 23 24 22.500000000000004
decision_type=9 1 1 2 2 9 9 1 2 1 1 1 1 1 9 9 1 2 2 2 9 1 9 1 1 2 9 2 9 2 2 2 9 2 9 2 1 9 2
left_child=5 2 4 15 9 6 7 8 29 18 13 26 31 27 38 -3 17 -14 -2 23 -21 -15 25 33 -20 32 -12 -9 -27 -1 -13 -6 -16 -4 -33 -35 37 -11 -5
right_child=1 3 19 14 12 -7 -8 10 -10 36 11 30 16 21 22 -17 -18 -19 24 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 -32 34 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.048489458882238559 -0.021055798651600455 -0.080017708392392362 -0.056466507434760838 -0.057999995114730141 -0.018236283249491368 0.15349660047269187 0.093905799794428979 0.0065701500570039834 0.032405639387607314 -0.0541839073800712 0.059637818629364452 0.026333108678886122 0.012820094885098682 0.00069075680131497395 0.0083799390329931042 0.013560910337528037 0.066980457505980126 0.042412519215852262 -0.004163910616667349 0.034871124638938739 -0.026229040076581295 0.062531374534235212 0.057607355582684427 0.0087182783267930729 0.033032526672724258 -0.0061145636266739878 -0.0056972405335174716 0.034454943389710141 0.034029602097267186 0.0038135017889246534 -0.00040987767985745951 0.025019498769990614 -0.02457959857286442 -0.033977605997279968 -0.0057969440259638162 0 0 0.0028630493295513557 0
leaf_weight=111.52932517591398 196.58537795464508 899.66300961156958 367.12241537374211 65.180186895857332 114.21624084396171 30.549258880142588 146.59919039811939 179.55699748918414 68.681405812501907 214.30132897704607 126.14640512084588 62.509416240733117 524.45066167210462 57.048221431090496 32.87144172177068 12.254132799920624 129.76238386624027 284.34925091653713 106.60843399149599 24.497236917639384 45.375430402054917 642.7981271292665 4.2587492616730733 13.217219541198572 93.97213138276129 34.53688204305945 14.05912581947632 378.44962842902169 47.266631340578897 7.5459604971692888 422.69682336802362 46.345144705206621 117.68936390901217 89.598583333572606 60.789167007606011 65.694642136339098 4.1230269480729467 0.1370884821517383 2.7658034380874588
leaf_count=55514 107764 443578 145125 24639 100667 3785 8580 89867 28206 87014 46648 38155 454759 27916 24513 9980 76358 243361 73433 12932 19734 166285 3592 11898 67296 23740 8307 91479 35182 4682 103484 40714 78595 26604 54976 20271 3618 56 1088
internal_value=0 -0.0241603 -0.00412806 -0.0617528 0.00884957 0.0411772 0.0376516 0.0322428 -0.012828 -0.0218488 0.0368979 0.0173594 0.0255376 0.045547 -0.0112832 -0.0780499 0.0324368 0.0247263 -0.00284709 -0.0413431 0 0.0590033 0.00441815 -0.0464675 0.013992 -0.00172049 0.0516112 0.0267853 0.0198016 -0.0430621 0.0037138 -0.00403261 -0.0164226 -0.0488044 0.00930506 -0.0228622 -0.0485908 -0.0525732 -0.0490724
internal_weight=0 3597.63 2381.15 1216.49 1775.64 2248.17 2217.62 2071.02 187.757 615.727 1883.26 625.412 1159.91 1257.85 304.569 911.917 938.562 808.8 397.166 605.506 69.8727 699.846 236.623 535.633 200.581 232.364 140.206 558.007 81.8035 119.075 485.206 221.351 150.561 522.416 107.134 155.293 218.561 214.438 67.946
internal_count=2864395 2191487 1546580 644907 1310016 672908 669123 660543 88402 339181 572141 196594 970835 375547 191349 453558 774478 698120 248493 236564 32666 194201 165622 203898 140729 162030 54955 181346 58922 60196 141639 196357 103108 192000 95690 46875 90688 87070 25727
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=262161 992 2 1 1 7 896 1 56 2 2 549248 1 1 11601002 24 1 1 2 16 66570 18914304 5776962 1 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=25
split_feature=2 1 8 3 0 1 0 0 0 3 2 2 2 7 4 9 5 1 8 2 1 4 1 0 0 0 8 1 1 5 12 0 0 9 3 0 3 1 8
split_gain=509.112 177.145 92.5336 95.4643 74.0338 70.6686 48.7312 40.6123 37.4809 36.5164 41.551 29.3724 25.9278 25.5442 24.682 20.7231 17.0964 12.6646 12.2927 11.7074 11.4453 11.0439 12.2848 10.5444 8.71536 8.17605 8.81016 6.95123 6.31341 6.25581 5.2575 4.93243 4.75022 4.53829 4.79348 4.24152 3.98175 3.95818 3.68498
threshold=0 1 2 1.5000000000000002 1.5000000000000002 3 1.0000000180025095e-35 1.5000000000000002 6.5000000000000009 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 13 14 15 16 3.5000000000000004 3.5000000000000004 8.5000000000000018 17 18 19 20 21 3.5000000000000004 6.5000000000000009 22 4.5000000000000009 84.500000000000014 1.0000000180025095e-35 23 24
decision_type=9 1 9 2 2 1 2 2 2 2 9 9 9 1 1 1 1 1 9 9 1 1 1 2 2 2 9 1 1 1 9 2 2 1 2 2 2 1 9
left_child=2 6 3 5 18 9 15 -7 13 10 23 16 38 27 17 28 24 -11 -3 32 -18 22 -15 -1 -8 26 37 -5 -2 -29 -30 -22 -9 34 36 -10 -13 -14 -6
right_child=1 4 -4 8 12 7 11 19 35 14 -12 33 25 21 -16 -17 20 -19 -20 -21 31 -23 -24 -25 -26 -27 -28 29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.039639446021737357 0.00042243788322630384 -0.078372987717169773 0.13795177225366856 0 -0.055946042062634462 -0.062664121415482874 -0.010505426361854926 0 0.076068423764059201 0.036389167061073348 0 0 0 0.044335352683272503 -0.040485515255676813 0.017576515845170709 0.047907893447693618 0 0.0076946990712620598 -0.025116738928398732 -0.00023965646595991826 -0.025062743232703816 0.0050604400388382254 0.11042279424567897 0.019868365087096888 0.026914921369501577 0.038249299371733325 0.028170016504677393 -0.043095829590313633 0.049328174550448238 0.009435105217579386 0.025496371818960795 0.038396222271094016 0.0057070862072255302 0.0022686281656011231 0 -0.04437216615230398 -0.025615990622026387 0.00039341548347377901
leaf_weight=153.09982912964188 33.669544391799718 796.80371730399202 46.610088414396159 46.23851126577938 126.52751811765484 184.05412768496899 255.8294080059859 76.966863008914515 240.74609370625694 94.492587342683692 175.09644785933779 16.691122734773671 77.334184807230486 78.087511584977619 89.198232866125181 51.592564666992985 152.56678988446947 311.81764358407236 5.2797707619611165 61.445959028438665 149.32835190166952 44.687220933206845 381.94423533196095 46.915212289080955 110.86898080963874 55.849662992608501 2.5479277287959112 518.59553622081876 419.59701615836821 652.09805983179831 0.15478482819162209 84.663322016072925 40.668663037416991 10.664440602995453 13.993401270476168 4.2080473686219184 119.10325160078355 111.84186440712074 0.87771753466222335
leaf_count=97415 22481 427627 11448 20531 54513 112153 211788 37735 42980 40968 131837 12866 49858 26250 40641 40904 132574 126213 5050 40500 104249 26920 129117 17192 79661 41079 2464 178120 170366 196874 66 61766 18396 8035 10593 1236 66991 63841 997
internal_value=0 -0.0316502 0.0273415 0.0244561 -0.059771 0.00227025 -0.0071146 -0.0324176 0.037981 0.0178315 0.0402995 0.00640852 -0.0202908 0.0314339 0 -0.0312628 0.0150041 0.0108586 -0.0771889 0.000214363 0.0290619 0.0100948 0.0156534 0.0668757 0 0 -0.00939481 0.0391926 -0.0381864 0.0408036 -0.0408726 0.00941825 0.0183513 -0.0277088 -0.033853 0.0744552 -0.0391218 -0.0165529 -0.0504461
internal_weight=0 2595.79 3246.97 3200.36 1177.06 1233.76 1418.72 363.136 1966.61 870.62 375.111 913.709 374.979 1721.65 495.508 505.014 753.257 406.31 802.083 179.081 386.558 504.719 460.032 200.015 366.698 247.574 191.724 1216.93 453.421 1170.69 419.752 233.992 117.636 160.452 149.788 244.954 135.794 189.176 127.405
internal_count=2864295 1567769 1296526 1285078 645429 663050 922340 208784 622028 454266 246444 688523 212752 577812 207822 233817 590038 167181 432677 96631 298589 182287 155367 114607 291449 157242 116163 395525 192913 374994 170432 166015 56131 98485 90450 44216 79857 113699 55510
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=1313811 960 1 992 1048592 6357864 614788 1 2 1 2 544 1 1050640 768 2 60 1 5 512 2 1 1 33 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=25
split_feature=2 1 10 4 0 0 0 1 4 8 0 8 1 9 9 0 1 3 5 0 7 3 3 3 1 12 3 2 8 9 7 10 2 0 1 3 0 2 12
split_gain=421.676 165.089 81.1688 74.7986 61.713 58.4926 50.4944 41.6891 41.382 33.4272 27.726 26.5696 23.2334 22.426 22.2315 12.9865 10.3212 8.77236 9.05639 8.49083 7.81799 7.72526 7.60126 7.10717 7.07125 6.14113 5.91873 5.23357 5.02233 4.92005 4.69055 4.65213 4.30082 6.00176 3.63569 3.10655 2.66381 2.5052 2.24052
threshold=0 1 2 3 1.0000000180025095e-35 6.5000000000000009 6.5000000000000009 4 5 6 1.5000000000000002 7 8 9 10 3.5000000000000004 11 2.5000000000000004 12 14.500000000000002 13 6.5000000000000009 4.5000000000000009 4.5000000000000009 14 15 4.5000000000000009 16 17 18 19 20 21 8.5000000000000018 22 5.5000000000000009 7.5000000000000009 23 24
decision_type=9 1 9 1 2 2 2 1 1 9 2 9 1 1 1 2 1 2 1 2 1 2 2 2 1 9 2 9 9 1 1 9 9 2 1 2 2 9 9
left_child=2 4 3 5 14 7 9 10 15 31 26 13 20 -9 24 17 -7 18 -6 37 32 36 28 29 -2 35 -1 -8 38 -10 -19 -3 33 -5 -12 -26 -4 -17 -14
right_child=1 6 21 12 8 16 27 11 23 -11 34 -13 22 -15 -16 19 -18 30 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.053705693725097994 -0.012060713010563407 -0.075646546476107343 0.12330460184032857 0.055272761803798434 -0.019520075081261253 0.08383707187799512 0.025124397653335264 0.016901581588439955 -0.037945632916516231 0.036258257986683702 0.028878952764803248 0.099046545948131018 -0.049233042737565055 0.044660314467535801 0.015910819980888124 0 0.033228338669353458 0.02859424903942176 0.010148876239357698 -0.0077002360610225629 -0.014418999688721682 0 0.0041199055083071178 0.0043027609215295385 -0.053415693343064535 0.0092605295184663341 0.0035796711966810352 -0.010803640336552234 0.0044654349691181745 0.0070798543256414149 -0.0014356522011157579 0 -0.0020819725684017151 -0.002135478153449112 -0.001135513560511771 -0.0019548234489206763 0 0.039187814573048332 0
leaf_weight=110.28763916266325 145.27271425715298 769.91306987477583 64.323952991340775 41.448297758557601 169.89838941706694 159.7985763187171 35.104617028060602 1933.4578309642675 214.82145793810196 7.4230754222371607 41.214847063936759 21.018191165174358 196.30178795332904 361.35358276916668 52.762871052720584 21.976648289622972 247.41260500357021 131.75219224116881 172.32417613407597 26.309580619505141 30.081982589064864 8.4310010616900382 18.00513343734201 33.262919185915962 369.04121825842594 0.20294688790454429 5.7106087378051589 41.817296444642125 3.4985346858156836 5.4818204736220641 52.28276818204904 1.4689956370275457 20.2449198194372 8.8224833301501331 48.85642372831353 27.107060121095856 3.764030640188138 233.49548150750343 2.2243353554513297
leaf_count=62017 74528 442611 36950 25774 134390 55463 25738 780554 79984 7018 14914 2925 101560 90838 41238 21502 59094 121235 142148 24540 15897 5757 13497 16428 161354 59 3119 23030 2494 4984 48601 626 7922 3535 23496 10523 1193 180056 458
internal_value=0 -0.0295151 0.0243807 0.021303 -0.0102692 0.026378 -0.0643027 0.0200458 0.00398325 -0.0724535 -0.0197583 0.0239052 -0.0224952 0.0219216 -0.0353382 0.0152912 0.0608419 0.00472797 -0.0041606 0.0317038 0.013018 0.11175 -0.0385254 -0.0287993 -0.0414285 -0.0484633 -0.0486746 0.00657521 -0.0453207 -0.0349124 0.0209248 -0.0751921 0.0284196 0.039506 0.0161946 -0.0509839 0.119787 0.0371954 -0.0479818
internal_weight=0 2511.72 3326.26 3249.74 1655.99 2929.11 855.727 2521.9 1061.61 778.805 206.07 2315.83 320.627 2294.81 594.387 808.039 407.211 526.258 342.223 281.782 100.598 76.519 220.03 253.566 541.624 396.351 115.998 76.9219 202.025 220.303 184.035 771.382 70.5157 50.2708 90.0713 396.148 68.088 255.472 198.526
internal_count=2868050 1560593 1307457 1263557 1061570 1092420 499023 977863 773868 450255 103546 874317 171137 871392 287702 672472 114557 446374 276538 226098 53128 43900 118009 101396 246464 171936 65136 48768 104512 84968 169836 443237 37231 29309 38410 171877 38143 201558 102018
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=1346579 992 1 2 7 2 1 1 896 1 1 569 2 1 768 1 10490664 1 1 9 1 263186 6 29372544 1
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=23
split_feature=2 1 0 4 0 8 12 3 1 1 1 2 8 3 2 9 0 3 3 2 3 1 8 6 5 3 5 1 0 0 3 7 0 7 2 7 3 3 0
split_gain=349.831 193.667 85.4627 80.0107 54.4717 43.9194 37.1853 26.2019 29.8554 23.1077 19.3006 19.256 18.3132 16.3829 16.2615 14.8552 14.6812 14.6048 11.9966 12.5026 10.0407 8.99632 8.79252 8.49129 8.19231 8.03186 7.75734 6.25751 11.3857 10.6956 5.8589 5.5857 6.05214 5.29637 4.98377 3.96963 3.75325 3.60578 3.27519
threshold=0 1 2.5000000000000004 2 1.0000000180025095e-35 3 4 2.5000000000000004 5 6 7 8 9 2.5000000000000004 10 11 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 12 1.5000000000000002 13 14 15 16 2.5000000000000004 17 18 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 19 1.0000000180025095e-35 20 21 22 5.5000000000000009 6.5000000000000009 22.500000000000004
decision_type=9 1 2 1 2 9 9 2 1 1 1 9 9 2 9 1 2 2 2 9 2 1 9 1 1 2 1 1 2 2 2 1 2 1 9 1 2 2 2
left_child=5 3 12 4 9 6 7 8 16 20 34 38 -3 22 24 17 -1 -10 21 -20 -2 -5 23 -13 -12 -16 -22 31 29 -29 -30 -9 -33 -17 35 -6 -11 -8 -4
right_child=1 2 11 18 10 -7 37 27 15 36 14 13 -14 -15 25 33 -18 -19 19 -21 26 -23 -24 -25 -26 -27 -28 28 30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.045998867091491431 -0.017326354691569037 -0.074810609059970543 -0.053894701507117053 -0.0025285681649507515 0.068650349077541986 0.11011951363313957 0.073633351325331761 -0.0042671427407721795 0.031244820091404408 -0.04752011661685554 0.0076996839391879571 -0.023393722348051618 0.0092000896821742058 0.04824175336129035 -0.012636005412412096 0.054093859895767572 0.013912048290998548 0.0032509635635984096 0.034383400965731024 -0.023975130850062459 -0.0041854548841827504 -0.046539698766252392 0.04037720197637068 0.019744469461243974 0.032267096003252109 0.013274784373213189 0.029371695692230221 0.016602361266810261 -0.00049648480439987673 0.062264624830505766 0.021140173728845774 0.011845475655440155 0.059852432542499501 0 0 0 0 0 0
leaf_weight=97.609980785899097 186.3722738174838 731.5763760888367 56.718526175362058 85.125005315960152 87.999349800520577 42.329254768090323 157.42707648593932 11.066101026663091 252.30564282048726 179.49537421899731 299.30373287945986 160.46114047177252 13.934193106717428 42.131185813195771 265.05620235620881 97.480081100366078 33.954036031442229 662.5767700059223 25.474299126217375 42.846255736018065 106.63474012084771 397.46269094802847 3.4771137202624223 27.60287866089493 373.36239629710326 166.66067802201724 99.01477949594846 165.68084316980094 171.66262724332046 115.05173804634251 260.89650939713465 66.375686421059072 255.41043227160117 25.892039574682713 14.951428729342295 24.297091296059079 15.408075825325794 11.896306000649927 2.4713787712389594
leaf_count=46227 102065 446140 24398 34177 69414 3735 7814 2128 162857 85309 246902 105355 9998 30900 206642 12772 14257 213746 15585 19838 68655 171918 2422 23824 285314 134457 75565 46217 18417 29351 27899 27182 43550 3789 13386 23387 7238 608 886
internal_value=0 -0.0194109 -0.0545985 -0.00321576 0.00684995 0.0299033 0.0271293 0.0228177 0.011678 -0.0173905 0.0187782 -0.00714773 -0.0725584 0.00662541 0.0128743 0.0176134 -0.0272795 0.0120355 -0.0356524 0 -0.00123012 -0.0409213 -0.00616836 -0.0138411 0.0222416 -0.00173346 0.0123807 0.0343226 0.0247312 0.0404861 0.0124297 0.0482932 0.0512019 0.0477244 0.0517675 0.0587994 -0.0421331 0.070124 -0.0445703
internal_weight=0 3407.84 1038.37 2369.46 1818.56 2427.62 2385.29 2215.96 1169.82 586.925 1231.63 292.862 745.511 233.672 1104.38 1038.25 131.564 914.882 550.908 68.3206 392.022 482.588 191.541 188.064 672.666 431.717 205.65 1046.14 713.292 280.733 432.559 332.852 321.786 123.372 127.248 112.296 194.903 169.323 59.1899
internal_count=2864324 2203775 643923 1559852 1318334 660549 656814 648392 453648 338832 979502 187785 456138 162501 873315 393164 60484 376603 241518 35423 246285 206095 131601 129179 532216 341099 144220 194744 121884 75568 46316 72860 70732 16561 106187 92801 92547 8422 25284
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
cat_threshold=262160 992 2 1 1 7 896 512 4809088 1 7933514 1 11601003 768 1 1 2 2 121 8 9 11013474 1
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=23
split_feature=2 1 10 2 0 0 0 8 4 4 1 1 7 0 9 0 1 1 1 0 0 0 9 1 3 1 1 12 3 3 3 1 3 3 3 0 10 4 9
split_gain=295.731 133.95 62.9041 54.1493 48.1192 46.1549 37.4685 31.076 29.2862 28.1243 26.7539 24.5227 25.9233 22.946 19.1764 11.3625 11.4716 10.3964 9.05426 14.2615 9.01933 8.72153 6.93424 6.74286 6.68774 6.48466 6.36126 6.16293 6.12604 6.08089 5.48933 5.2267 5.04904 4.81416 8.14897 5.7632 4.56884 4.46767 4.29027
threshold=0 1 2 3 1.0000000180025095e-35 6.5000000000000009 1.5000000000000002 4 5 6 7 8 9 2.5000000000000004 10 4.5000000000000009 11 12 13 3.5000000000000004 1.5000000000000002 14.500000000000002 14 15 1.0000000180025095e-35 16 17 18 4.5000000000000009 2.5000000000000004 4.5000000000000009 19 6.5000000000000009 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 20 21 22
decision_type=9 1 9 9 2 2 2 9 1 1 1 1 1 2 1 2 1 1 1 2 2 2 1 1 2 1 1 9 2 2 2 1 2 2 2 2 9 1 1
left_child=2 4 3 11 14 7 10 36 17 15 26 13 18 24 25 16 -6 -8 19 -13 -20 -17 -18 -7 -1 -2 -5 -27 -28 -12 38 -10 -4 35 -35 -14 -3 -26 -11
right_child=1 5 32 6 9 23 8 -9 31 30 29 12 33 -15 -16 21 22 -19 20 -21 -22 -23 -24 -25 37 27 28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0022267719713874256 0.0010637714689365088 -0.072022764540478887 0.099136120882766507 0.025131583839927932 0.033265341312376913 0.028989893182590171 0 0.034903577143375261 0.0026610767973643994 -0.033475859703725866 -0.051516014239124733 -0.024934820698709385 -0.00035718504581607542 0.064861662555306107 0.015156693307885783 0.038829298286795676 -0.0057404105288355635 0.03717054413512115 0.042040188228728639 0.034864026368939587 0.019735960276394651 -0.0077429083489170105 0.024814465782750962 -0.012155784075420801 0.031759368444649563 -0.042388028903520163 -0.013919658473974712 0.012493415413747617 0.019272928011963252 -0.0062531570785159078 0.0035992513359265725 -0.032797932230195122 0 -0.01903737763342608 0.0062685847938510706 0.041609238357328417 0 -0.0032539078742078614 0.0072553136240449921
leaf_weight=66.023849322984461 33.202507547481218 666.4659477652167 78.18140546529321 47.854838894709246 75.490136848238762 32.854278282902669 111.1032542254834 7.7982536815688936 41.799897095828783 198.38850027654553 182.30108079389902 72.310956149725826 48.194049357494805 275.55785177776124 53.303459719230887 180.86354034830583 490.47886973351706 306.64910100391717 400.16170486927149 34.997187906643376 666.47833118232666 26.335627014108468 55.651227130030748 43.076065768225817 252.25037922925549 474.83766800101148 198.6142445661535 0.22389240257325482 39.542469897016417 63.822439914787537 33.692186785687227 76.020354359032353 8.5074119528289867 197.96066167193931 240.28135653521167 24.315765294420999 1.2726173341507081 18.557051686744671 5.4239057817612766
leaf_count=54164 22521 436055 41791 40198 69405 24460 84365 7007 19068 78664 94085 34336 27897 32449 41238 135798 406386 222732 134462 8950 74417 24541 34388 24121 67541 220766 158975 87 31292 39045 16695 32732 5713 51113 36858 8695 582 15738 4985
internal_value=0 -0.0256583 0.019827 0.0171012 -0.00875915 -0.0595947 -0.0013429 -0.0684152 0.0165674 0.00353151 -0.0198486 0.0256056 0.0182242 0.0430897 -0.0317479 0.012495 0.00457237 0.0289393 0.0262323 0 0.0290336 0.0314145 -0.000959468 0.00757274 0.0217873 -0.0377948 0.00112262 -0.0402311 -0.00554344 -0.0413234 -0.0245201 -0.0222402 0.0931598 -0.000205871 -0.00500914 0.018848 -0.0715006 0.0282775 -0.030317
internal_weight=0 2379.36 3451.49 3364.8 1627.89 751.467 1067.71 675.537 535.573 1066.32 532.135 2297.09 1684.7 612.389 561.568 828.819 621.62 417.752 1173.95 107.308 1066.64 207.199 546.13 75.9303 336.831 508.264 286.012 475.062 238.157 246.124 237.505 117.82 86.6888 510.752 438.242 72.5098 667.739 270.807 203.812
internal_count=2864315 1547699 1316616 1269112 1055474 492225 722492 443644 358897 770862 363595 546620 376728 169892 284612 670518 510179 307097 252165 43286 208879 160339 440774 48581 137443 243374 230465 220853 190267 133130 100344 51800 47504 124563 87971 36592 436637 83279 83649
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
cat_threshold=1346579 992 1 32784 1 2 2 896 568 1 1 512 136 5 1 17 512 512 1 898 1 2 1
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=27
split_feature=2 0 1 12 8 3 1 4 2 1 0 2 1 3 9 8 7 5 8 2 1 3 3 9 3 2 7 3 1 12 1 0 8 3 0 0 2 4 9
split_gain=254.381 111.058 92.956 56.095 57.3097 54.7705 50.3482 38.1866 29.7303 26.1717 25.1453 21.5748 18.6906 11.8713 11.7355 11.8818 10.4657 9.27587 8.06485 6.41084 6.27493 5.18443 4.92567 5.18609 4.63847 4.47949 4.39897 3.3835 2.94164 2.48647 2.17548 1.93944 1.63406 1.60613 1.59777 1.38632 1.25203 1.16445 1.1309
threshold=0 1.0000000180025095e-35 1 2 3 4.5000000000000009 4 5 6 7 3.5000000000000004 8 9 1.0000000180025095e-35 10 11 12 13 14 15 16 4.5000000000000009 5.5000000000000009 17 2.5000000000000004 18 19 6.5000000000000009 20 21 22 2.5000000000000004 23 8.5000000000000018 47.500000000000007 12.500000000000002 24 25 26
decision_type=9 2 1 9 9 2 1 1 9 1 2 9 1 2 1 9 1 1 9 9 1 2 2 1 2 9 1 2 1 9 1 2 9 2 2 2 9 1 1
left_child=6 2 11 4 5 7 17 9 13 -3 14 16 -9 38 15 29 33 -1 22 -7 -13 -22 23 -10 32 -19 -5 35 -15 -8 -26 -28 36 -2 -33 -6 -12 -27 -4
right_child=1 3 8 26 27 19 10 12 18 -11 24 20 -14 28 -16 -17 -18 25 -20 -21 21 -23 -24 -25 30 37 31 -29 -30 -31 -32 34 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015265252549075445 0.03712217121517454 0.030667999005551429 -0.035793456704729304 0 0.10468015982151722 0 -0.066431199526618051 0.0016762013596880649 -0.059925107176594543 0.0068070542049996144 0 0.014864751583411212 -0.042221341416968983 0.014418033816576593 0.0046788131471847388 0.011810101849417816 0 -0.0058237279323320049 0.0072167147335239481 0.048223132785130032 -0.02448644233964016 0.0077403493335261135 0 0.00078577617642453077 0.02047949591510374 0.03738816106690037 0.026256613546840946 0 -0.0087570741616379184 0 -0.0062665774807649059 0.092588062161680793 0.00189002456724526 0 0 0 -0.025925279589558578 0 0
leaf_weight=113.8684224585013 295.84123431055923 617.5978721298452 71.147262423328357 10.458642728917766 50.560520068102051 30.016486957087182 651.68035943729046 169.36669168100343 406.44152036284504 1861.8671387447685 13.95690079688211 41.798651398828952 157.17052164656343 128.26959447155241 12.971671602164859 4.8757854684372424 114.68942349296412 21.572772266517859 5.4319302060175678 425.83783127645438 169.80985887823044 34.009963906486519 16.471236159253749 3.7303515659878022 23.063612391211791 58.752026934700552 53.601517100178171 3.074094789219088 34.462360868259566 0.18610070837894355 12.270629753184037 101.9070076480275 0.42457854835083608 2.6824666870525098 0.57921330851968278 1.7312067712191481 94.932763630320551 9.8796434746473079 0.46070542372763057
leaf_count=78573 122307 276547 59299 536 10552 16601 409825 77441 247547 832971 10465 33794 81813 58304 9831 4305 57270 14886 3378 152496 102097 26248 9501 3185 16066 49885 3441 987 19720 114 7012 3918 459 1278 26 332 57455 3980 101
internal_value=0 0.0109372 -0.0133317 0.0203208 0.0169499 0.014579 -0.0431665 0.00897018 -0.0386628 0.0133149 -0.0540334 0.0127988 -0.0215233 -0.00616991 -0.0627264 -0.0646408 0.0260926 0.000717472 -0.0536341 0.0458008 -0.00903743 -0.0168041 -0.0566636 -0.0586755 -0.0113002 0.022223 0.0730994 0.0989058 0.00764816 -0.0661471 0.0101624 0.0747018 -0.0210855 0.0352307 0.0917304 0.102757 -0.023724 0.030653 -0.0341184
internal_weight=0 4809.02 1325.25 3483.77 3317.22 3261.86 1018.44 2806 666.415 2479.47 814.362 658.832 326.537 234.34 669.714 656.742 413.213 204.073 432.075 455.854 245.618 203.82 426.643 410.172 144.648 90.2044 166.546 55.3658 162.732 651.866 35.3342 156.088 109.314 298.524 102.486 52.2917 108.89 68.6317 71.608
internal_count=2864546 2201690 744029 1457661 1449740 1437869 662856 1268772 401035 1109518 515532 342994 159254 137424 424075 414244 180855 147324 263611 169097 162139 128345 260233 250732 91457 68751 7921 11871 78024 409939 23078 7385 68379 123585 3944 10884 67920 53865 59400
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=13136268 896 1 1 768 2 16777233 560 263760 960 1 1 1 2 1 1050625 512 1 4228 4 108 1 209 1 4104 2 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=25
split_feature=2 8 3 2 1 1 1 0 0 9 0 3 4 0 9 0 4 8 2 7 1 1 2 0 3 9 0 1 0 12 7 5 12 2 3 0 2 3 2
split_gain=216.167 95.9892 93.9586 76.0296 50.8631 36.7896 34.3087 32.7763 26.3636 21.4256 23.6948 20.7451 17.9566 14.9627 14.5336 15.6362 14.2175 9.63799 8.48296 8.23808 8.10762 6.46736 5.5796 5.11839 4.20212 3.71418 3.20683 3.08358 3.0148 2.67101 2.21297 2.12531 1.81089 1.75641 1.70785 1.62594 1.62206 1.19661 1.14638
threshold=0 1 2.5000000000000004 2 3 4 5 6.5000000000000009 1.0000000180025095e-35 6 2.5000000000000004 4.5000000000000009 7 3.5000000000000004 8 2.5000000000000004 9 10 11 12 13 14 15 14.500000000000002 6.5000000000000009 16 2.5000000000000004 17 49.500000000000007 18 19 20 21 22 6.5000000000000009 12.500000000000002 23 12.500000000000002 24
decision_type=9 9 2 9 1 1 1 2 2 1 2 2 1 2 1 2 1 9 9 1 1 1 9 2 2 1 2 1 2 9 1 1 9 9 2 2 9 2 9
left_child=4 2 3 6 14 20 13 11 25 10 -8 16 -10 29 15 21 18 23 -4 -11 30 36 -13 -6 35 -7 -22 -18 37 -2 -5 -16 -23 -17 -24 -3 -1 -9 -33
right_child=1 24 7 5 17 8 9 28 12 19 -12 22 -14 -15 31 33 27 -19 -20 -21 26 32 34 -25 -26 -27 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.018303261290497166 -0.048653943972396259 0.11013043050961598 0.018058485523446105 0.035083323342186758 -0.077741094359503493 -0.05781733181166137 -0.0021791790165654251 0.058660067881116267 -0.0062447411522656765 0.053175859713958579 0.024242394516552582 0 -0.044140230156655844 0.0093477720609284245 0 0.008918688096319698 0.0051748936504011234 0.0051227666881256163 -0.0017138969960336483 -0.00022976469561153002 -0.011426910568738995 -0.047698146706832707 0.039954541781233498 0 0 0 0.010211213985513803 -0.024401397484609823 0 0 0 0.033967264632989283 0 -0.010620888164745323 0.01546516557082981 0 2.9296546374574099e-05 0 0
leaf_weight=27.308265960600693 117.85563260639901 68.71420909819426 800.43688189232489 60.616485956241377 342.60084969116724 304.07871568233531 726.52703719933925 237.76155474444386 446.35879283296526 137.2606418528012 571.65611788936076 55.489931079791859 166.82248350248847 45.742764977330808 28.479840885323938 101.30478316824883 17.033343633578625 4.2410752410651176 255.75984222599072 30.865525045781396 154.99550412307144 227.98468164043152 427.93881876498926 5.9721323198173186 3.8540506463032207 9.4001713790348713 69.722354893398006 102.79678038452403 6.6724140684236763 0.25724884669762005 12.847297789063303 15.962898381112609 0.11341609002556552 21.524823632615153 137.17801364019397 1.748980788164771 78.914828623179346 0.79134456580504675 4.6139669102267371
leaf_count=15775 68269 15189 174749 45798 251098 182230 407086 48834 344775 31576 174181 34155 73734 22088 21009 77976 8041 3783 186910 8244 119191 120678 148263 2621 1275 6926 49849 59591 2772 43 11385 9644 67 10488 61387 350 61500 546 3460
internal_value=0 0.00926376 0.00714899 -0.00448396 -0.0439812 -0.022984 0.00948102 0.0233888 -0.0326066 0.0146362 0.00951448 0.0178482 -0.018599 -0.029 -0.0198671 -0.0261488 0.00927079 -0.0722695 0.0132298 0.0459793 0.00635272 -0.0366304 0.0324641 -0.0762439 0.104492 -0.0560645 -0.00300562 -0.0192838 0.0565214 -0.04672 0.0285907 0.0200723 -0.0451952 0.0020075 0.0350051 0.108424 -0.00634973 0.058192 0.0324034
internal_weight=0 4971.18 4896.87 2855.01 859.022 1224.84 1630.16 2041.86 926.66 1466.31 1298.18 1796.63 613.181 163.856 506.208 457.151 1176.03 352.814 1056.2 168.126 298.182 334.321 620.607 348.573 74.3172 313.479 224.718 119.83 245.225 118.113 73.4638 49.0567 228.098 122.83 565.117 70.4632 106.223 238.553 20.5769
internal_count=2865536 2287437 2270623 1545375 578099 833888 711487 725248 607665 621087 581267 673096 418509 90400 320597 286484 429291 257502 361659 39820 226223 198020 243805 253719 16814 189156 169040 67632 52152 68312 57183 34113 120745 88464 209650 15539 77275 49380 13104
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=4747660 1 19925521 992 768 7 1 2 1 2 1 1345617 9 512 768 3147777 1 768 1 5 2 1 532872 4228 4360
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=28
split_feature=2 0 1 1 10 12 8 3 4 2 2 1 9 0 3 8 7 8 1 3 1 0 3 9 7 1 8 5 3 12 3 10 2 2 3 0 2 9 2
split_gain=186.978 78.8127 73.4014 47.4613 44.0178 41.9727 33.5616 35.2337 26.0476 23.642 17.1454 14.5999 13.3474 14.2098 9.65073 9.34072 7.30003 6.56698 6.28188 6.1877 5.93966 5.11589 5.03272 4.66974 3.66911 2.35574 2.07905 1.96061 1.80299 1.76313 1.70557 1.63536 1.57571 1.39858 1.31819 1.20431 1.12266 1.04912 1.03914
threshold=0 1.0000000180025095e-35 1 2 3 4 5 2.5000000000000004 6 7 8 9 10 2.5000000000000004 1.0000000180025095e-35 11 12 13 14 5.5000000000000009 15 14.500000000000002 4.5000000000000009 16 17 18 19 20 9.5000000000000018 21 6.5000000000000009 22 23 24 8.5000000000000018 17.500000000000004 25 26 27
decision_type=9 2 1 1 9 9 9 2 1 9 9 1 1 2 2 9 1 9 1 2 1 2 2 1 1 1 9 1 2 9 2 9 9 9 2 2 9 1 9
left_child=3 2 10 12 5 6 7 8 -3 14 16 -9 13 20 37 21 34 19 38 23 33 -5 31 -11 -7 -16 -26 -14 35 -22 -8 -20 -15 -1 -2 -6 -29 -4 -12
right_child=1 4 9 15 28 24 30 11 -10 17 18 -13 27 32 25 -17 -18 -19 22 -21 29 -23 -24 -25 26 -27 -28 36 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017152448658461727 0.030985260852691151 0.0052192579017168242 -0.033711829448819827 -0.076149357604468004 0.082625527858499637 0 0.074113970847145105 0.010355117119848958 -0.026598567359123377 -0.055866607354611963 0.02051999191159257 0.032529677024890291 0 0.0083676961832036875 0.012049843319331474 0.0050601344617155252 0 0.0047272664334544494 -0.02601559422105798 0 -0.046022854263137951 0 0.0072424366605350057 0.00050402568838472928 0.063712754820679618 -0.0084412432779777599 0 0.032661079848245719 0 0 0 0 -0.01013297504356263 0 0 0 0 0 0
leaf_weight=26.373971764958696 310.98732662558905 1690.0863136766275 67.977218130516121 317.77169289648009 75.239447233005194 10.585661472636275 58.158516110212076 782.85397864019615 272.23221309926885 384.46519347395224 33.814623431302607 617.69607506548346 28.48449857434025 102.02180115247029 131.79214587301249 4.2614412776892996 114.42476260518015 6.2712854475248596 167.19395611125219 16.640129409555811 219.98780471179634 5.7805359938065513 36.16909711601329 3.8247441963176234 165.84807045868365 34.203309109550901 1.8863578959135328 16.512427867215592 1.5003624212113198 0.088196890254038318 3.0182837814209043 6.5373244961083392 21.191062715137377 79.233796525921207 2.7234310894273213 0.51567217300180246 4.6139669102267389 0.48008112865500052 11.643690198485272
leaf_count=15354 123957 879314 59521 250855 32179 533 10645 261062 133340 255790 29520 203409 21010 78272 58810 3787 56907 3553 100768 9468 116190 2582 27089 3260 7206 19649 44 9644 925 60 993 5936 10457 62068 1281 231 3460 101 5764
internal_value=0 0.00841265 -0.0121236 -0.0418653 0.0159723 0.0138639 0.010996 0.00918221 0.000320546 -0.0353508 0.010312 0.0211215 -0.0187208 -0.024875 -0.0062216 -0.0703822 0.0220375 -0.0492705 -0.00865335 -0.0521977 -0.0350898 -0.0745602 -0.0164279 -0.0545978 0.057978 0.00583534 0.0595613 0.019234 0.0801141 -0.0435026 0.071582 -0.0239755 0.00175147 -0.00595369 0.0293798 0.0817301 0.0309765 -0.0320061 0.014621
internal_weight=0 5008.77 1329.15 826.321 3679.62 3602.37 3424.05 3362.87 1962.32 645.654 683.494 1400.55 498.508 448.897 234.453 327.814 428.136 411.201 255.359 404.93 325.684 323.552 209.9 388.29 178.32 165.995 167.734 49.6109 77.2555 220.076 61.1768 173.731 123.213 105.608 313.711 75.7551 21.1264 68.4573 45.4583
internal_count=2864994 2291255 761374 573739 1529881 1496546 1488763 1477125 1012654 410152 351222 464471 316515 282401 138081 257224 182145 272071 169077 268518 193672 253437 133793 259050 7783 78459 7250 34114 33335 116250 11638 106704 88729 77422 125238 32410 13104 59622 35284
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=4747660 896 992 1 1 1 2 16777233 263760 392 1 1 1 1 512 768 1 4 108 1 2 1 1 532872 4228 4360 1 10487810
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=26
split_feature=2 8 0 1 12 3 1 4 5 2 1 3 3 9 0 1 4 5 2 2 7 1 2 7 6 0 12 12 1 3 3 9 9 0 0 0 12 0 0
split_gain=159.745 75.7148 73.0404 82.1635 38.236 33.8363 33.7019 29.7837 22.2874 18.462 16.1407 11.7153 11.0521 10.2887 11.7906 6.50623 5.28544 4.93131 4.4457 3.88676 3.58906 3.31365 3.16614 2.90159 2.82733 2.80784 2.73912 2.52754 1.66755 1.25003 1.01418 0.993981 0.988633 0.979499 1.15263 0.96601 0.74556 0.686572 0.595206
threshold=0 1 1.0000000180025095e-35 2 3 4.5000000000000009 4 5 6 7 8 2.5000000000000004 3.5000000000000004 9 3.5000000000000004 10 11 12 13 14 15 16 17 18 19 9.5000000000000018 20 21 22 6.5000000000000009 4.5000000000000009 23 24 2.5000000000000004 47.500000000000007 9.5000000000000018 25 1.5000000000000002 26.500000000000004
decision_type=9 9 2 1 9 2 1 1 1 9 1 2 2 1 2 1 1 1 9 9 1 1 9 1 1 2 9 9 1 2 2 1 1 2 2 2 9 2 2
left_child=6 2 3 9 5 7 17 8 -4 16 -9 24 15 14 27 -11 28 31 -7 -13 -6 35 -19 -20 26 29 -5 -8 -2 36 -14 -1 -18 37 -35 -16 -3 -22 -37
right_child=1 25 4 11 20 18 13 10 -10 12 -12 19 30 -15 21 -17 32 22 23 -21 33 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 38 -38 -39 -40
leaf_value=-0.018504318250657844 0.0013922236887313052 0.093102914590163885 -0.00084632546789302477 -0.060693865865898013 -0.00022979163054901309 -8.864975499251211e-05 -0.066076625598100333 0.004700603991401364 0.017226260251017624 0.0073673238655134884 -0.035298090050103807 0.0041530424115936394 0 0.0061206299741100555 -0.0020326224965385334 -0.027767729976181973 -0.01610211178653671 0.026112642509009451 0 -0.024069310761729339 0.027250617259836542 -0.025201692401032007 -0.0048196046367753086 0.037347054900270724 -0.0020939265237804802 0 0 0 0.021213239632105488 0 0.017731055176117515 0 0.0016620203701483772 0.067342953715663179 0 0.019967216038972189 0 0 0
leaf_weight=65.659288069204194 102.65911004369264 77.237710347253596 1192.2971748024866 315.73955885664327 10.746107636368833 30.954148407559842 417.79351062430942 139.46307605350739 1468.8332253964036 37.270313673245255 216.40400141326245 51.075532227332587 36.758765192353167 11.446815884031819 27.146033398428699 246.40405037830351 36.722695094169467 43.218847808806458 42.711735401826445 64.025087804300711 22.383099678554572 46.864729616208933 20.923789972468512 439.77754992085102 22.08206750935642 5.1745653210091396 1.0361207228852425 0.12075785000342776 386.74217874827445 3.8717502772342405 59.9841268081218 19.478681900189258 2.4534009656636036 120.21894046576926 0.62621040508383785 10.839685902057679 2.1972725020023054 36.069992709613871 2.4648814866668536
leaf_count=42002 45495 16010 571287 248809 547 16833 305160 66988 624702 30071 114768 24489 26317 8421 17885 138171 27334 32694 16757 48518 2038 27951 14306 152789 17597 796 199 80 151837 1509 43144 14234 1126 3941 27 6411 62 1439 1467
internal_value=0 0.00701622 0.00509407 -0.0144005 0.0123737 0.00965742 -0.0436639 0.00534226 0.00909834 0.00312318 -0.0204915 -0.0472167 -0.0125277 -0.0552988 -0.0585491 -0.0225824 0.0150037 0 0.0327667 -0.0125814 0.0532745 -0.0139492 0.016777 0.034667 -0.057468 0.0862563 -0.0599479 -0.0656393 0.0183889 0.0895977 0.0119662 -0.0140767 -0.0104146 0.054877 0.0666321 0.00314088 0.0917932 0.0190304 0.0154451
internal_weight=0 5171.92 5083.44 1362.95 3720.49 3530.44 665.957 3017 2661.13 908.995 355.867 453.958 380.417 516.676 505.23 283.674 528.577 149.281 513.443 115.101 190.044 87.3153 64.1426 482.489 338.858 88.4813 316.776 417.914 489.401 83.3067 96.7429 85.138 39.1761 179.298 120.845 40.4506 79.435 58.4531 13.3046
internal_count=2864211 2393600 2375223 803107 1572116 1564124 470611 1377745 1195989 463495 181756 339612 237703 367375 358954 168242 225792 103236 186379 73007 7992 53714 47000 169546 266605 18377 249008 305240 197332 17581 69461 56236 28460 7445 3968 25763 16072 3477 7878
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=4747652 1 960 1 768 2 2 8652312 897 1 512 2 2 1050625 296977 4 113 4718848 4 1 1 1 64 1 1 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=28
split_feature=2 0 1 10 12 8 4 0 1 2 2 1 0 3 7 4 9 3 3 8 2 7 3 6 5 12 3 9 8 12 10 1 3 12 9 0 10 0 7
split_gain=142.031 79.6457 76.6524 36.2319 32.0185 30.4092 29.7607 28.0415 23.9734 21.1773 14.0398 8.85445 6.50952 6.35754 6.19234 5.74588 5.2086 5.00503 4.37918 3.72837 3.61879 2.93208 2.2002 1.99212 1.93015 1.76669 1.65508 1.64376 1.57918 1.30614 1.23084 1.21332 1.12513 1.0585 1.02022 0.989858 0.935885 0.846743 0.734307
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6.5000000000000009 6 7 8 9 10.500000000000002 1.5000000000000002 10 11 12 5.5000000000000009 2.5000000000000004 13 14 15 6.5000000000000009 16 17 18 2.5000000000000004 19 20 21 22 23 28.500000000000004 24 25 17.500000000000004 26 47.500000000000007 27
decision_type=9 2 1 9 9 9 1 2 1 9 9 1 2 2 1 1 1 2 2 9 9 1 2 1 1 9 2 1 9 9 9 1 2 9 1 2 9 2 1
left_child=12 2 9 4 5 6 7 -3 -8 14 13 20 16 23 15 26 29 25 27 32 38 -6 35 30 -22 -13 -2 -7 37 36 -4 -20 33 -12 -17 -5 -1 -23 -11
right_child=1 3 10 22 21 18 8 -9 -10 11 19 17 -14 -15 -16 34 -18 -19 31 -21 24 28 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.067222665766648995 0.030543465881251432 0.0049898328809291296 -0.033802702310218764 0.071884147783475308 0 0.081734010168738394 0.0022289596922363437 0.028888851158911384 -0.041850286078703877 0.020898063569278189 -0.058928552711825767 -0.031003888017682057 0 0.0075775838338618638 -0.010994882525082161 -0.01625152487840029 0 0.0037323971156515479 0.019139755328694025 0 -0.014705993444995369 0.052269113662363864 0 0 0.0026487795824790957 0 0.011815915564922749 0 0 0 0 -0.00036577285839072655 0 0 0.0022993092692703775 0 0 0 0
leaf_weight=296.24136495348648 206.26944369304692 2647.8011622717313 63.596781605301658 79.961341459798859 10.561486763763241 37.234221964667086 261.11866437640856 593.68987975201162 174.83055616953061 50.950377514935099 352.11472728455556 226.40929978438362 7.1338058439723673 68.340316783520393 42.990538564859889 29.680567144358065 8.9571583905490098 27.819187466579024 11.564250377297865 8.0844000685610791 90.673650144395651 183.47581288142828 7.0910850583459242 5.4324129018350495 72.222283695853548 0.1149679655500212 232.48885392412194 0.6970272654434656 1.8886602830607433 0.03377846017246966 0.14646106032887374 23.548067898664158 0.055472637526689961 0.14152225916040961 2.2514634327963021 0.50587975396774609 0.45493349083699186 0.62621040508383785 13.509616824943803
leaf_count=227208 108954 1198211 57507 31400 534 8236 133293 236510 102958 41308 291073 119789 3637 33777 20882 21898 6991 14367 1233 4824 56199 7381 4304 4753 52680 52 57265 45 46 26 69 4272 41 63 959 224 263 27 10980
internal_value=0 0.00478924 -0.0146491 0.0121244 0.0103194 0.00794748 0.00630082 0.00968349 -0.0172112 0.0015544 -0.045034 -0.0126518 -0.0606265 -0.00944678 0.0153695 0.0190375 -0.0645738 -0.0242757 0.061968 -0.0555634 0.000916244 0.047209 0.0675429 -0.0274476 -0.00593339 -0.0298654 0.0226514 0.0798118 0.0486207 -0.0666596 -0.0317732 0.0101929 -0.0584266 -0.0586822 -0.00961932 0.0710919 -0.0669623 0.0518124 0.0167416
internal_weight=0 5527.89 1493.29 4034.59 3947.04 3750.48 3677.44 3241.49 435.949 995.38 497.912 481.699 312.821 137.516 513.681 470.69 305.687 254.343 73.0436 360.396 227.356 196.552 87.5583 69.1757 162.896 226.524 438.758 37.9312 185.991 296.73 63.7432 35.1123 352.312 352.256 31.932 80.4672 296.696 184.102 64.46
internal_count=2864239 2626114 897440 1728674 1692746 1684758 1670972 1434721 236251 505333 392107 295375 238125 96106 209958 189076 234488 134208 13786 296001 161167 7988 35928 62329 108879 119841 166219 8281 7454 227497 57576 5505 291177 291136 22857 31624 227471 7408 52288
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=4223108 960 1 1 1 2 961 8652304 16875537 768 3 2 1 1 2120 4 1 2 1 1 1 1 1 232 1 1 1 5
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=28
split_feature=2 0 1 8 12 9 3 2 2 5 7 2 7 3 5 0 4 8 9 12 9 0 7 1 3 1 3 1 1 9 10 12 9 0 8 3 6 3 0
split_gain=124.185 68.4251 71.7936 30.2667 29.7085 30.1572 29.1452 27.794 23.121 20.1212 17.9523 12.2366 7.00389 6.42042 6.41952 5.29661 5.1132 4.67153 4.70884 4.13487 3.40199 3.36418 2.93792 2.7902 2.58802 2.32268 2.04353 1.9715 1.66692 1.57885 1.29795 0.953738 0.856568 0.75791 0.662977 0.643231 0.569862 0.565256 0.536235
threshold=0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 5 6 7 8 9 10 1.0000000180025095e-35 11 10.500000000000002 12 13 14 15 16 1.5000000000000002 17 18 1.5000000000000002 19 2.5000000000000004 20 21 22 23 24 25 47.500000000000007 26 10.500000000000002 27 9.5000000000000018 9.5000000000000018
decision_type=9 2 1 9 9 1 2 9 9 1 1 9 1 2 1 2 1 9 1 9 1 2 1 1 2 1 2 1 1 1 9 9 1 2 9 2 1 2 2
left_child=15 2 11 4 5 6 8 13 -3 21 -8 12 25 32 23 20 24 18 19 -9 -1 -7 -6 -13 -16 37 29 -15 38 31 -25 -5 36 -24 -29 -11 -4 -2 -28
right_child=1 3 7 26 22 9 10 17 -10 35 -12 14 -14 27 16 -17 -18 -19 -20 -21 -22 -23 33 30 -26 -27 28 34 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.070975421859890489 0.031877908810786539 0.0060223104570779583 -0.029843753200448804 0.079632900624086872 -0.00026032684744822576 0.017967592079179358 0.02162278965334602 -0.053771918488970533 -0.015127844571965379 0.048160126263585207 -0.0019551008164657201 6.6598496447617256e-05 -0.0020055572705742009 0.010520616659432498 0 0 -0.021691936438328809 0 0.00071370984924166124 0.0026497767794727081 0 -0.005626016471065946 0.047632853095258609 -0.029840594789769161 0.023091377724943594 0.0062301905506286295 0.030692995612933996 -0.013953959523476656 -0.00025688329653968497 0 0 0 0 0 0 0 0 0 0
leaf_weight=224.81218174789683 213.38951521951822 1009.4765937264165 59.737516739987768 44.54367459815694 10.761019677796867 64.679896608926356 971.66526164743118 463.02337342838291 964.18950977807981 249.08820982789621 440.33697911359195 34.917111589340493 124.9552106315532 135.04643283138284 52.335312113689724 4.7310571198177049 19.794708464731229 8.6180111552239378 4.7462834856705731 0.19961374904960294 5.4935224431101224 116.7164232218056 196.25444396206876 115.28463437095343 78.796295783628011 139.27566882020619 17.488797828089449 32.699977807264077 22.498023579420988 0.70299074065405776 5.5385641079046755 0.41203071409836312 0.48740307264961202 0.62621040508383785 1.210244605783372 0.53741889621596683 4.6903941904311059 0.76843434991314907 0.75869054958457027
leaf_count=186752 81758 375249 56295 8869 555 26647 353284 366931 714462 58199 177971 25369 61939 59200 34088 2377 10084 5099 4135 108 4419 31483 7634 64472 56311 56429 1713 19352 4093 48 5109 13 107 27 221 218 4098 527 92
internal_value=0 0.00404927 -0.013991 0.0107485 0.00913256 0.00684421 0.00344441 -0.03614 -0.00427763 0.0309369 0.0143106 0.00663979 0.0163348 -0.00457128 -0.00775838 -0.0647505 0.00494809 -0.0494973 -0.0518225 -0.0529797 -0.0692857 0.00272351 0.0437586 -0.0209153 0.0141213 0.0231261 0.0616834 0.00474721 0.0150152 0.0768974 -0.0260522 0.0786085 -0.0263017 0.0452214 -0.00807883 0.0478742 -0.0280368 0.030224 0.023663
internal_weight=0 5606.25 1495.51 4110.74 4024.33 3816.69 3385.67 710.459 1973.67 431.022 1412 785.055 478.389 233.872 306.667 235.037 150.926 476.587 467.969 463.223 230.306 181.396 207.642 155.74 131.132 353.434 86.4042 168.957 40.7455 45.6587 120.823 44.9557 64.9153 196.881 33.9102 249.626 64.4279 214.158 18.2475
internal_count=2865737 2672189 911632 1760557 1745729 1737513 1620966 515546 1089711 116547 531255 396086 200653 139273 195433 193548 100483 376273 371174 367039 191171 58130 8216 94950 90399 138714 14828 78773 5898 8930 69581 8882 60500 7661 19573 58417 60393 82285 1805
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=28676 896 1 1 1 17825809 7374864 2 1 263896 1 2 2 1 1 1 1 4 512 768 108 248 1 1 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=29
split_feature=2 0 1 10 4 1 1 0 5 9 2 2 0 2 5 9 7 1 1 0 3 2 3 8 8 9 7 9 12 7 3 2 3 6 2 10 3 12 0
split_gain=108.736 56.8271 62.5556 29.7391 23.2853 30.7675 23.279 22.3143 18.2467 16.3602 15.729 14.8453 11.9729 11.8824 8.39615 6.91039 6.08002 5.65519 5.58254 4.92042 4.79657 4.77066 4.63587 3.79746 3.33187 3.24026 3.15289 3.10781 2.94941 2.59424 2.14692 2.06736 1.75102 1.44904 1.42918 1.10336 1.06503 0.9988 0.852208
threshold=0 1.0000000180025095e-35 1 2 3 4 5 13.500000000000002 6 7 8 9 4.5000000000000009 10 11 12 13 14 15 10.500000000000002 1.5000000000000002 16 8.5000000000000018 17 18 19 20 21 22 23 4.5000000000000009 24 6.5000000000000009 25 26 27 28.500000000000004 28 17.500000000000004
decision_type=9 2 1 9 1 1 1 2 1 1 9 9 2 9 1 1 1 1 1 2 2 9 2 9 9 1 1 1 9 1 2 9 2 1 9 9 2 9 2
left_child=19 2 11 4 5 7 10 8 -3 12 16 15 -7 20 -11 17 -6 34 31 25 33 -9 23 -8 36 -1 -17 28 -20 -12 -19 -13 38 35 -2 -4 37 -15 -5
right_child=1 3 13 32 6 9 22 21 -10 14 29 18 -14 24 -16 26 -18 30 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.069003375972944286 0 0.0037394817747600654 -0.030443557976228015 0.062052030956682873 0.051483204355310175 -0.0033757732760926183 -0.044303489850985422 0.07327147119486431 0.032315956025917546 0.0010754430366678098 0 0.019209968371641857 0.012080731025835699 -0.055587687242753106 0.036299965875755069 0.035501609754358135 -0.0025486029950425211 -0.0074437241311807239 -0.024925569694836183 0 0.005225951225215195 0 0.0061334149318823415 0.0012549708017917068 0 0 -0.000174555133874128 0 0.0086708264813522146 -0.019297762320786373 0.011155875403704179 -0.0045751556578794818 0 0 0.019688369888076103 0 0 0 0
leaf_weight=208.6193190223421 34.646627239621012 461.3670296894561 63.394516666317941 87.116741246310994 46.41831818279752 1555.7555582588539 170.94133402677835 71.339820783003233 479.20292424975196 124.94917881936999 138.76360473154637 34.623787308053579 695.66835655388422 318.89377396339842 197.44632455409737 92.995613303501159 18.46625333125121 272.88585064372455 268.21531558867719 4.900104321568505 70.532888262197957 13.933152210665865 2.9751023341959799 4.555703770776744 8.1172137002577056 5.4815523757133624 19.975061369827017 54.151126407494303 0.36600530953728494 71.484997234685579 39.964082430698909 22.858020031970227 7.2531428904039776 6.0743002590024835 168.38604584967834 0.14636579481884737 0.048213741276412203 0.13744552221032691 0.52326646511210029
leaf_count=185553 23813 201719 59994 32269 26026 735354 103942 24559 177623 38894 68742 29581 236772 294658 42443 20055 11951 138745 156234 2452 35079 11944 2046 2537 4878 4416 6006 40211 178 34021 11165 14294 4350 5206 76968 69 38 63 228
internal_value=0 0.00367998 -0.012905 0.00971379 0.00808198 0.0108252 -0.0123884 0.0251966 0.0191566 0.00464316 0.005603 0.00126432 0.0013647 -0.0415233 0.0247532 0.0107245 0.038138 0.00451023 -0.0131999 -0.0625658 -0.00910577 0.0690773 -0.0368779 -0.0416504 -0.0520872 -0.0672443 0.0308531 -0.0184508 -0.0230084 -0.00772989 -0.00332744 0.00867788 0.058329 -0.0247529 0.016196 -0.0284149 -0.0550384 -0.0553187 0.0613261
internal_weight=0 5624.57 1476.41 4148.16 4053.27 3599.66 453.605 1025.84 940.57 2573.82 275.133 1009.07 2251.42 467.345 322.396 628.853 64.8846 515.883 380.214 219.001 140.148 85.273 178.472 175.497 327.197 214.101 112.971 322.732 268.581 210.249 312.85 57.4818 94.8932 69.6152 203.033 63.5409 319.079 319.031 87.64
internal_count=2865076 2672655 917235 1755420 1718573 1469308 249265 415845 379342 1053463 140740 517250 972126 399985 81337 276752 37977 250691 240498 192421 100348 36503 108525 106479 299637 189969 26061 196623 156412 102763 149910 43875 36847 65269 100781 60063 294759 294721 32497
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=28676 960 1 2 568 961 2 1 2195608 8652376 22118417 2 1 9 768 512 9440240 1 1 1 9 1 1 9 2623618 1 576 1 1
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=39
num_cat=22
split_feature=2 8 1 0 9 10 2 12 5 2 3 2 2 3 7 3 0 9 1 0 7 2 0 0 3 2 3 12 3 5 10 3 0 3 2 0 9 0
split_gain=96.7536 50.2317 56.0715 55.9246 33.4593 25.1344 22.772 30.5441 16.9548 15.1184 14.4036 9.01714 8.48949 7.60491 6.98837 5.47906 4.79208 3.0809 2.98196 2.85117 5.41462 3.76215 2.45317 2.26151 1.6242 1.08744 0.863474 0.747649 0.730649 0.615247 0.557784 0.546962 0.448266 0.37197 0.289792 0.223505 0.199199 0.00130525
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 8 1.0000000180025095e-35 9 10 1.5000000000000002 11 1.5000000000000002 10.500000000000002 12 13 1.5000000000000002 14 15 5.5000000000000009 23.500000000000004 12.500000000000002 16 2.5000000000000004 17 1.5000000000000002 18 19 1.0000000180025095e-35 17.500000000000004 9.5000000000000018 20 28.500000000000004 21 20.500000000000004
decision_type=9 9 1 2 1 9 9 9 1 9 2 9 9 2 1 2 2 1 1 2 1 9 2 2 2 9 2 9 2 1 9 2 2 2 9 2 1 2
left_child=16 2 3 12 5 6 10 -8 19 13 -4 32 15 22 33 30 17 -1 28 20 -6 -21 -5 -15 -14 -16 31 35 -3 -13 -2 -11 -7 -10 -17 36 -20 -18
right_child=1 18 4 9 8 11 7 -9 14 26 -12 29 24 23 25 34 37 -19 27 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.067235511467316308 -0.030845947461624508 0.01111885577874039 0.025085131923649025 -0.010562088683413561 0.021452668233634009 0.076058966770225223 -0.0096851187722165923 0.085682996527204069 0.04735805494432551 0 0.0036188204670756009 -0.0034819499068910196 -0.061211827536404945 0.046256133169617963 0.010110566721108298 0.0061855268429539178 0.00062152928370278967 0 0.074979366821892324 0.01247929219234651 -0.011951094189192204 -0.015110923346764497 0.014324433329401955 0 0 -0.0059847765464259399 0 0 -0.0080684995629329535 0.0095066847269100127 0 -0.028662150684652124 0 0 -0.00056675550978412188 0 0 0
leaf_weight=195.75751014209527 74.037349247359089 6.8507477027596932 354.77306960374699 41.44675325055141 135.6106351360213 41.777453781571239 1706.7487899942207 3.9183683668379663 293.66885006654775 27.46680288137577 2062.3617181688969 21.771113350463565 253.48896543228329 80.811594854982104 48.305360096972436 55.845463031786494 3.7885172760288688 5.4913299451582125 83.884349320607726 37.271445714286529 28.020263589045499 81.826389823458157 51.177320183982374 2.8550447109155348 0.95901270254398596 23.774514271761291 17.883014924998861 2.4047485908376975 12.252538378990719 32.956314865965396 0.096972428320440396 44.260487270003068 0.21062631404492904 1.1216468993225124 5.2557595227335687 0.1075134152197269 1.4843109600478772 1.0318905576714312
leaf_count=185494 47774 1947 221592 21797 56177 11354 1224639 1815 68171 20578 508227 15691 232822 24032 8949 27332 1930 4418 15175 17657 16276 13894 28684 937 837 14869 12185 67 3553 20989 43 27918 61 419 5213 29 122 484
internal_value=0 0.0034392 0.00189699 -0.0246171 0.00569175 0.00229534 0.000868145 -0.00777669 0.0263455 0.00904761 0.00713187 0.0462135 -0.0478943 0.0247155 0.0398785 -0.0145613 -0.0605967 -0.065422 0.0633399 0.00568475 0.0137086 -0.00386737 0.000882308 0.0434388 -0.0585801 0.00188384 -0.0182743 0.0673106 0 0.00124823 -0.0299503 -0.0233653 0.0663234 0.0457464 0.00293306 0.0742146 0.0743795 0
internal_weight=0 5636.69 5529.7 655.585 4874.12 4224.52 4127.8 1710.67 649.599 265.901 2417.13 96.7155 389.684 176.291 366.87 135.236 206.069 201.249 106.984 282.729 163.631 119.098 92.6241 83.6666 254.448 72.0799 89.6103 87.8809 19.1033 54.7274 74.1343 71.7273 41.9881 294.79 61.1012 85.4762 85.3687 4.82041
internal_count=2864151 2671825 2650932 450152 2200780 2004368 1956273 1226454 196412 136131 729819 48095 314021 75450 92408 80362 192326 189912 20893 104004 72453 31551 50481 24969 233659 23818 60681 15393 5500 36680 47817 48496 11415 68590 32545 15326 15297 2414
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
cat_threshold=28676 1 15 1 1 3212824 1 2 10488338 2361585 22642833 1 1 513 9 2362562 2359632 1 2 1 557073 1
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=27
split_feature=2 0 1 1 4 2 7 3 3 2 0 5 1 0 0 3 2 3 2 2 8 1 2 0 3 2 4 0 0 9 1 2 9 2 9 2 7 2 9
split_gain=85.0238 43.3432 51.5864 22.4051 18.0203 17.4043 16.805 13.7415 11.9769 15.167 10.0566 12.5079 8.56176 8.0252 7.95646 8.14779 7.75942 7.51201 7.42147 7.05316 6.93105 6.75876 6.20322 5.7487 5.54663 5.11685 4.97224 4.59794 4.47438 4.47254 4.14251 10.1586 3.30315 3.1125 2.91178 2.68351 2.42196 2.18648 2.07929
threshold=0 1.0000000180025095e-35 1 2 3 4 5 2.5000000000000004 1.5000000000000002 6 13.500000000000002 7 8 6.5000000000000009 4.5000000000000009 1.0000000180025095e-35 9 1.0000000180025095e-35 10 11 12 13 14 23.500000000000004 1.5000000000000002 15 16 10.500000000000002 16.500000000000004 17 18 19 20 21 22 23 24 25 26
decision_type=9 2 1 1 1 9 1 2 2 9 2 1 1 2 2 2 9 2 9 9 9 1 9 2 2 9 1 2 2 1 1 9 1 9 1 9 1 9 1
left_child=27 2 20 4 10 26 8 21 9 17 11 24 -11 22 30 35 -6 -5 -12 -13 38 37 -10 -15 -3 32 36 34 -17 -23 31 -8 -9 -32 -1 -16 -4 -7 -2
right_child=1 3 5 6 16 7 14 25 13 12 18 19 -14 23 15 28 -18 -19 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.065251751798603499 -0.055895531242799557 -0.00583937050312483 -0.0038187647606936284 0.025314255999672675 0.008120721341672724 0.0069300550606160877 0.013110377421812784 -0.023694193911800571 0.014225148133914442 0 0.066237861691830893 -0.0040042278336610724 -0.031081369067385813 0.03536585504639269 0.040153605234087945 0.0032632741018314669 -0.032442191411630829 0 -0.00028734190431400013 0.034498346464093742 0.0027565328180933347 -0.036250789602418669 -0.0011254571352562 -0.0061716118380023702 0.015510753852981882 0.012825582664622899 -0.015952262599570079 0 -0.027083657285665405 0.0022418439001050667 0.0051380101509713658 -0.026225606420793576 0.0086251553457633058 -0.020016786711255445 0 0 0.015763414383711507 -0.011857209125591678 0
leaf_weight=182.88057017897518 232.81388079626777 173.08380414504791 35.765365978644695 180.29449980751087 58.914834296665504 67.484185168228578 149.85117887602246 59.089234722196124 858.19287013135909 212.602564859626 58.591520333080553 37.006529707767186 148.4746997692564 213.53066252273857 33.419763424608391 211.73916526853282 50.269134877671604 226.16619804393849 19.143656441417988 425.16441170781036 8.8894933664705587 250.69400689108443 323.55890021596133 15.649508460192008 240.69469306862447 189.41393950361089 28.26776244516077 4.7925305835669851 28.76215122663416 13.992647389823103 24.641799541335786 60.254963094281266 13.249640216294209 433.27244139266259 5.4965656381100407 14.720959559868787 464.9467761873675 86.992588134220568 0.17637926270253856
leaf_count=184749 226203 98788 16863 98962 36812 49299 56528 40148 188964 162510 14209 23144 99298 41662 18103 70319 29992 70424 15978 142044 4028 174302 217533 5390 76839 135899 23497 2406 15166 10484 18856 41015 9247 210715 4420 14008 166376 48928 80
internal_value=0 0.0031805 -0.0114679 0.00837021 0.0207097 -0.00207402 0.00385785 -0.0125301 0.00872618 -0.000927752 0.0253794 0.0203674 -0.0153135 0.0141566 -0.00683241 0.00587457 -0.0131141 0.0114276 0.0576738 0.0313693 -0.0500234 -0.0234606 0.00995893 0.0309859 0.00611295 0.00412851 0.0107927 -0.0584151 -0.00185815 -0.0320879 -0.0128671 0 -0.0127993 -0.0177566 -0.0633821 0.0342269 0.0138877 -0.00236998 -0.0551648
internal_weight=0 5649.78 1451.78 4198 1062.87 1209.9 3135.13 680.916 2178.47 767.538 953.685 875.949 361.077 1410.93 956.662 288.642 109.184 406.461 77.7352 462.171 241.88 419.163 1181.75 229.18 413.778 261.753 528.98 193.17 240.501 264.687 668.02 210.106 72.3389 457.914 188.377 48.1407 500.712 154.477 232.99
internal_count=2864188 2672613 905354 1767259 437806 675043 1329453 468307 884743 431194 371002 340815 261808 453549 444710 117596 66804 169386 30187 165188 230311 283013 406497 47052 175627 185294 206736 191575 85485 184786 327114 97543 49395 229571 189169 32111 183239 98227 226283
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=28676 23 560 2 1041 1 3212056 2 386 4459609 1051056 5310081 1 768 1870936 6882048 2 1 76 8651314 1 5538817 1 9177682 4 789064 1
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=27
split_feature=2 10 0 1 12 8 3 9 2 2 2 2 3 2 7 0 1 1 5 4 3 3 1 9 3 12 1 7 1 9 8 12 6 3 0 3 2 0 0
split_gain=74.728 41.9822 37.3246 44.6361 18.241 17.7408 19.7715 18.4455 10.712 9.81112 7.64719 6.03657 5.99062 11.1168 4.83652 4.20737 4.19126 3.79224 3.677 4.41913 3.65402 2.89536 2.85652 2.74472 2.56635 1.91126 1.70117 1.2509 1.1304 1.1104 1.08678 0.752994 0.715049 0.620595 0.535486 0.441815 0.302951 0.242528 0.181534
threshold=0 1 1.0000000180025095e-35 2 3 4 4.5000000000000009 5 6 7 8 9 1.0000000180025095e-35 10 11 10.500000000000002 12 13 14 15 2.5000000000000004 4.5000000000000009 16 17 4.5000000000000009 18 19 20 21 22 23 24 25 6.5000000000000009 17.500000000000004 1.0000000180025095e-35 26 10.500000000000002 19.500000000000004
decision_type=9 9 2 1 9 9 2 1 9 9 9 9 2 9 1 2 1 1 1 1 2 2 1 1 2 9 1 1 1 1 9 9 1 2 2 2 9 2 2
left_child=15 2 3 8 5 6 7 -4 14 -8 21 16 30 22 17 23 24 -2 25 -20 29 34 -14 -1 -6 -10 33 -18 -22 -7 -5 -15 -16 35 -3 -12 -28 -37 -13
right_child=1 10 4 12 11 20 9 -9 18 -11 26 38 13 31 32 -17 27 -19 19 -21 28 -23 -24 -25 -26 -27 36 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.063247768702594492 0.020581463916444453 0.088459302708824739 -0.0028003723578259453 -0.05653277926322206 0.012690113538044407 0.058439161085512031 -0.0071940289835367432 0.020001155529829173 -0.025768231639797197 0.024817083098053271 0 0.097613505932903327 0.013609372122762205 -0.040302252980046742 -0.0079258002805995265 0 0.039550118220461367 0.0012330444738122392 0.0050348919092747593 -0.02704213360450948 0.014950199060600123 0.0051370877897734743 -0.010494687414069526 0 -0.0091142416175428436 0.0026047616245941357 0 0 -0.0031348205172714695 0 0 0 0.0044096282473553945 0 0 0.022928561930254273 -0.00967289018075752 0 0
leaf_weight=171.28225596751872 233.48699095603661 48.438521367119392 2866.3871863948516 160.86460659033037 107.53531652252423 46.791738531843293 86.966350813774625 374.30595098406775 166.54570799022622 489.43480360921239 3.6481022445950648 3.3939327910484276 60.202042313670972 142.4925330679107 171.51623584807385 5.0032477685599579 56.593680221063551 238.65341568182339 147.92388949762972 24.816198482745676 13.280367059400303 17.180041088839062 51.532791075747809 5.5031911230180404 47.665383208834101 0.21246782143134524 0.779932520177681 5.2775620674947268 25.221420594432857 0.71529612212907423 2.811723699560388 0.074157840805127218 6.3783866515586842 5.1382492504199027 0.20647302397992362 45.578352877404541 13.115454992221199 0.48254347586771373 0.062509110430255421
leaf_count=184481 89026 10342 1401765 162016 3271 8342 55633 96740 101413 156705 2453 1789 36279 149801 87885 2469 1581 103553 97403 14399 1296 3681 36217 4422 1287 125 554 173 4309 46 1360 29 3238 4043 49 27788 8016 224 27
internal_value=0 0.0028694 0.00133055 -0.0124973 0.0061788 0.0043745 0.00309357 0 -0.00013294 0.0196662 0.0526991 0.0325675 -0.0382731 -0.0227089 0.00700775 -0.0562797 0.0179158 0.0122473 -0.0138932 -0.00141324 0.0431356 0.0704912 0.000679335 -0.0613277 0.00377805 -0.0238157 0.00839445 0.0350263 0.00426404 0.0569241 -0.0556187 -0.0375712 -0.00521703 0.0158641 0.0879569 0.0203131 -0.00541482 0.0221472 0.0748664
internal_weight=0 5665.71 5531.14 1407.51 4123.63 3903.1 3817.09 3240.69 989.533 576.401 134.568 220.528 417.978 254.302 650.035 181.789 217.072 472.14 339.498 172.74 86.0088 65.825 111.735 176.785 155.201 166.758 68.7426 61.8712 38.5018 47.507 163.676 142.567 177.895 54.8472 48.645 49.709 13.8954 46.0609 3.45644
internal_count=2864230 2672858 2615708 882744 1732964 1724836 1710843 1498505 497042 212338 57150 8128 385702 222326 283702 191372 6312 192579 213340 111802 13993 14072 72496 188903 4558 101538 43078 1754 5605 8388 163376 149830 91123 34508 10391 30465 8570 28012 1816
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=28676 1 960 1 1 1 25429720 7866625 8652913 2065 2394129 1 964 768 2 2 40 1 1 944 3 232 1 1 1 1 392
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=26
split_feature=2 8 1 0 5 9 2 0 2 4 12 1 2 2 6 0 3 1 7 0 0 9 3 1 3 3 2 2 12 3 7 12 10 0 10 0 2 9 0
split_gain=66.3469 35.5433 37.4491 44.2607 27.1023 20.7663 16.4369 14.0267 11.2794 10.0496 9.79865 9.60575 9.31648 8.96254 5.84622 4.69577 4.54792 4.5063 4.44659 4.43144 7.57403 3.44622 2.54723 2.19416 1.68259 1.50313 1.18003 1.06166 1.05729 1.05411 0.929669 0.870724 0.763978 0.591771 0.471409 0.437362 0.321334 0.306217 0.297977
threshold=0 1 2 2.5000000000000004 3 4 5 6.5000000000000009 6 7 8 9 10 11 12 10.500000000000002 1.5000000000000002 13 14 8.5000000000000018 23.500000000000004 15 2.5000000000000004 16 1.5000000000000002 12.500000000000002 17 18 19 2.5000000000000004 20 21 22 9.5000000000000018 23 156.50000000000003 24 25 20.500000000000004
decision_type=9 9 1 2 1 1 9 2 9 1 9 1 9 9 1 2 2 1 1 2 2 1 2 1 2 2 9 9 9 2 1 9 9 2 9 2 9 1 2
left_child=15 2 3 12 7 6 14 10 19 17 13 -8 16 -4 -6 21 34 -9 38 24 -21 28 31 33 -5 -14 -11 -20 32 35 -12 37 -1 -24 -2 -10 -25 -3 -7
right_child=1 22 4 8 5 18 11 9 29 26 30 -13 25 -15 -16 -17 -18 -19 27 20 -22 -23 23 36 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055472650335539143 -0.026026183835243851 0.066581608478716942 -0.0017747585618408013 -0.0026545161376744925 -0.0095269403572765098 0.037709979707133266 0.0038631143632701656 0 -0.022850384602556176 0 0.021361108280638051 0.019493228658431765 -0.057010288346174547 -0.016466653151386679 0.024041764687134901 0 0.0054582244509076283 0.029928889950456523 0.014008559735051433 0.052438118705951997 -0.0069244986784050876 0 0.031758298301645171 0.0015968488261573382 0.014922322670457004 0 -0.02418052622192771 -0.0027918141406856824 0 0 0 0 0 0 0 0 -0.0070350968358697018 0 0
leaf_weight=210.21805622964894 65.913079757301603 63.175184151681606 956.40035023880773 61.243031365593197 567.3774888101907 316.52990056603448 853.37978346760792 95.410684507281985 65.867314385963255 8.1419014097773452 83.348884932289366 876.28357772153686 225.79981251496065 804.30807360891777 23.989118530596897 7.2609182232408775 57.012851587751356 176.99771469814004 10.854089304280931 49.711972028890159 9.7007501577027124 9.2461267571197805 20.035474768665157 7.2297979712602682 64.239010164572392 0.94107890345912792 27.251955673811608 62.019268413539976 0.051882415544240668 16.94932963795145 20.56877722137142 0.47708949248772015 0.42724700382677738 0.79735202091978763 0.08797182736452569 0.023671961796934649 24.502164204372097 0.89108785626012732 0.33161574869882215
leaf_count=221832 42802 12271 322382 33007 410003 67561 294103 28754 46293 4052 3865 336526 233463 586162 17005 4086 27948 60515 6178 20987 4686 6995 2141 3817 20157 852 12260 17270 47 11952 1162 18 276 78 40 22 2372 75 165
internal_value=0 0.00297866 0.00162127 -0.0207299 0.00465073 0.0113039 0.00732418 -0.00353465 0.00832207 0.0150325 -0.00694746 0.0122128 -0.0432055 -0.00891898 -0.00648306 -0.0479998 -0.0100001 0.0222202 0.0320723 0.0212059 0.0403191 -0.0524093 0.051567 0.0136433 0.00555729 -0.0542749 -0.0205149 0.00113024 -0.0547305 -0.0162107 0.0187314 0.0651496 -0.0551362 0.0247369 -0.0250527 -0.0218266 -0.0010924 0.0660194 0.0365248
internal_weight=0 5617.79 5500.68 617.49 4883.19 2710.76 2321.03 2172.43 267.735 307.802 1864.63 1729.66 349.755 1760.71 591.367 227.204 123.014 272.408 389.735 184.895 59.4127 219.943 117.108 52.5648 125.482 226.741 35.3939 72.8734 210.697 82.8403 103.918 64.5434 210.645 20.8328 66.0011 65.891 31.732 64.0663 316.862
internal_count=2864180 2630944 2610172 442209 2167963 1148811 1057637 1019152 137104 105581 913571 630629 305105 908544 427008 233236 70790 89269 91174 78837 25673 229150 20772 8408 53164 234315 16312 23448 222155 58267 5027 12364 222108 2219 42842 46315 6189 12346 67726
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=4223108 1 15 2 1 8391457 11012626 2 1 192 18448401 16780816 1 384 1 1 488 3088 2359616 1 1 1 1 1 8390730 1
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=23
split_feature=2 10 4 0 1 0 1 5 3 2 2 1 2 2 0 2 2 2 3 0 2 0 9 0 9 0 2 0 3 7 1 3 1 9 3 0 3 2 0
split_gain=59.6245 34.5724 31.2443 29.3949 19.6833 23.1395 18.0996 16.8953 15.8139 12.358 11.7809 10.1546 9.40141 8.65698 7.32043 6.99767 6.80374 5.87928 4.85125 4.49724 9.13424 3.98974 2.76405 2.64831 2.31184 2.02758 1.56058 1.54873 1.46855 1.45369 1.4396 1.2832 0.735212 0.57887 0.543032 0.493767 0.411536 0.286959 0.229547
threshold=0 1 2 6.5000000000000009 3 1.5000000000000002 4 5 3.5000000000000004 6 7 8 9 10 20.500000000000004 11 12 13 4.5000000000000009 2.5000000000000004 14 10.500000000000002 15 6.5000000000000009 16 13.500000000000002 17 10.500000000000002 4.5000000000000009 18 19 5.5000000000000009 20 21 6.5000000000000009 17.500000000000004 1.0000000180025095e-35 22 10.500000000000002
decision_type=9 9 1 2 1 2 1 1 2 9 9 1 9 9 2 9 9 9 2 2 9 2 1 2 1 2 9 2 2 1 1 2 1 1 2 2 2 9 2
left_child=21 2 3 4 5 18 16 10 19 27 -6 13 -9 -5 15 -13 33 28 -2 22 -21 24 -8 29 -1 -15 -7 -10 35 -18 34 -16 -11 -4 36 -3 -19 -32 -38
right_child=1 17 6 11 7 26 8 12 9 32 -12 14 -14 25 31 -17 23 30 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 37 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.059431751779918919 -0.051715337193096948 0.076549596609012893 -0.013276933827810139 -0.0024510102891418164 0.0017415141106021962 0.0099649499685433244 -0.044343066896268546 -0.0060706809260894752 -0.024798307412218622 0 -0.014689723342552551 0.033332101935582718 0.011273941204956782 0.025287614830983948 -0.023813762604268231 0.0032349428998341995 0.045809077181324098 0 0 0.013194403861964205 -0.027044806794548598 0 0 0 0 0.060685551191622646 -0.0079816809241686128 0.00057946034882846856 0.0048304624650633678 0 0 0 0.03640025974650616 0 0 0 0.02099660422794996 -0.0091953639905408193 0
leaf_weight=154.82480919977388 139.69328298674372 53.571006314567057 33.40542432651273 40.891216358111706 1062.7604908668727 114.52439604674873 266.26374913949985 327.94821819561184 60.394065170847171 7.4691560032370035 664.90271778479655 96.361788394278847 1832.7380428133692 174.9584659069078 40.439299169520382 281.75526172696846 33.345594553975388 3.7030622017337 9.4335993333734205 48.282037548662629 121.68512711510994 4.7982061514630905 3.6175422146916381 3.5949712508590883 5.6734647805569685 89.123983887780923 19.738274384813849 1.8143038326525118 17.306416567764245 13.798937446437774 0.7809615945443511 2.2392917482648036 42.079251298331656 5.6746957701398051 5.1333015518030143 0.22967827570391719 46.780456748849247 12.836206493026108 0.50404436164535482
leaf_count=186475 138689 10792 13929 28872 324772 43968 213200 243778 43543 6317 501416 60104 671518 53554 22021 52695 17081 2469 7160 23162 54691 2475 2555 1741 4545 30002 13718 1855 3679 7465 553 807 30081 4289 4047 54 28008 7880 229
internal_value=0 0.00255542 0.00113154 0.00393369 0.000568155 -0.0230615 -0.0190368 0.00258253 -0.0256773 0.00435209 -0.00462794 0.0220915 0.00848111 0.0354049 0.00907627 0.0144225 0.0162457 0.0469136 -0.0475689 -0.0342829 -0.014542 -0.0522783 -0.0430165 0.0332722 -0.0574942 0.0418045 0.0046451 -0.0188163 0.0621225 0.0425052 0.00740594 -0.0193149 0.0317161 -0.00771493 0.0143228 0.0760583 0.0184065 -0.00492389 0.020206
internal_weight=0 5679.78 5538.93 4897.51 4171.74 283.39 641.425 3888.35 551.605 111.757 1727.66 725.769 2160.69 304.974 420.796 378.117 89.8196 140.845 149.127 439.848 169.967 165.296 269.881 50.7395 160.498 264.082 134.263 62.2084 71.1071 47.1445 69.738 42.6786 49.5484 39.0801 56.1209 53.8007 50.9876 13.6172 47.2845
internal_count=2864189 2670694 2612983 2193074 1945019 203535 419909 1741484 375404 81796 826188 248055 915296 112428 135627 112799 44505 57711 145849 293608 77853 193495 215755 26287 191020 83556 57686 45398 14525 24546 43186 22828 36398 18218 34753 10846 30706 8433 28237
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
cat_threshold=4222980 1 2 7 768 2 790432 8457872 569 16779425 853123 265002 8456963 8652913 2099728 1 1 8683898 1 944 10 1 392
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=26
split_feature=2 8 1 0 7 9 1 0 1 2 6 2 2 2 3 5 3 0 7 1 7 2 9 3 3 2 3 0 3 4 3 3 2 12 10 2 2 2 0
split_gain=52.7309 29.5727 28.9721 34.5189 22.7249 16.1619 19.835 18.327 11.9155 11.9549 10.6435 9.7525 8.46917 8.3798 4.8557 4.1006 3.82256 3.6295 2.9915 2.93997 2.46744 2.38307 2.16914 1.434 1.49369 1.43177 1.39417 1.34404 1.26368 0.893296 0.833507 0.621136 0.537145 0.495142 0.424489 0.210507 0.196963 0.120382 0.0523177
threshold=0 1 2 2.5000000000000004 3 4 5 1.0000000180025095e-35 6 7 8 9 10 11 1.5000000000000002 12 1.5000000000000002 10.500000000000002 13 14 15 16 17 2.5000000000000004 1.0000000180025095e-35 18 12.500000000000002 23.500000000000004 14.500000000000002 19 8.5000000000000018 1.5000000000000002 20 21 22 23 24 25 13.500000000000002
decision_type=9 9 1 2 1 1 1 2 1 9 1 9 9 9 2 1 2 2 1 1 1 9 1 2 2 9 2 2 2 1 2 2 9 9 9 9 9 9 2
left_child=17 2 3 13 5 6 21 -8 30 -10 12 14 15 16 18 -6 34 22 -5 31 -16 -4 -1 24 -13 -21 -15 29 -14 -12 -7 35 -25 38 -2 -3 -18 -33 -27
right_child=1 19 4 11 10 8 7 -9 9 -11 27 23 28 26 20 -17 36 -19 -20 25 -22 -23 -24 32 -26 33 -28 -29 -30 -31 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.057438231209478857 -0.023897733397158831 0 -0.00073996505524162224 -0.0096123482126852355 -0.01089111584714454 0.074959624447024795 -0.012248535953850882 0.0066403266826362654 0.039197278260557883 0.0050120715937031759 0.02429697702316231 0 -0.021455020460825425 -0.053459366491016604 0.036518519869290354 0.0024989133661472581 0.0064594569927989356 0 0.017138174483217229 0 -0.00035297400950806641 0.032372205512278603 0 0.0091054262861496524 -0.028798775145064067 0.059051808239307182 0 0 0 0 0 0 -0.005012176658945819 0 0 0.010485424165292054 0 -0.0094806196461268144 0
leaf_weight=146.17299999319948 64.548046453448478 3.4032280850224197 12.374151012394575 61.563338849256979 353.1015199013782 34.230694453872275 640.84704692937521 2106.257163008253 120.69313608534867 420.27063885860844 93.963233888229297 28.492133991283481 441.8707782667916 206.2939399918323 77.148199944698717 486.60920112311578 55.583323512633797 5.004741415497846 29.900031880650204 5.4845664653112181 12.03082493226975 236.93173921186826 5.672104288940317 9.4840305888792482 44.403386427889927 92.692327186756302 0.93655886343913053 5.6038687273976384 1.1268764100968827 6.198020324780372 0.40461948019219462 0.92783210572088137 10.505077152047308 2.4647265697130925 0.10534758749417861 4.2988079498754841 3.9230753873707718 11.732811740133908 1.5281537412665773
leaf_count=186212 44835 1052 11957 33374 140905 9391 377221 868970 53480 86966 34882 21995 330377 233181 20545 166193 27305 2557 15545 2256 3051 113601 4545 7712 29485 13045 844 2073 886 4203 141 556 6574 62 45 892 4216 2990 194
internal_value=0 0.00239114 0.00114317 -0.0187399 0.00375608 0.00799391 0.00482244 0.00203385 0.0230836 0.0153291 -0.00685478 0.00621064 -0.00968856 -0.0394886 0.0189511 -0.00293442 -0.00880243 -0.0502296 0 0.0458903 0.0332249 0.0298167 -0.0554703 -0.0150229 -0.0213201 0.049661 -0.0506645 0.019345 -0.0203662 0.0222172 0.063961 0 0 0.0535164 -0.0229264 0.00856427 0.00474889 -0.00898766 0.0586516
internal_weight=0 5687.93 5565.4 604.917 4960.48 3572.01 2996.41 2747.1 575.599 540.964 1388.47 273.527 1282.71 331.39 180.642 839.711 124.16 156.85 91.4634 122.532 89.179 249.306 151.845 92.8846 72.8955 102.17 207.23 105.765 442.998 100.161 34.6353 20.3627 19.9891 96.6852 64.6534 7.70204 59.5064 12.6606 94.2205
internal_count=2864314 2671000 2649953 448707 2201246 1521727 1371749 1246191 149978 140446 679519 138281 638361 310426 72515 307098 76401 193314 48919 21047 23596 125558 190757 65766 51480 15557 234025 41158 331263 39085 9532 5490 14286 13301 44880 1944 31521 3546 13239
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=4222980 1 15 9 1 512 112 8654656 1 10487826 19662416 18448529 2 1 513 3 1114633 1 3147425 2 262720 1 1 265226 557073 72
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=26
split_feature=2 10 12 4 0 3 1 1 2 0 1 3 2 2 2 2 2 0 3 1 0 9 1 1 7 3 7 1 1 9 5 2 0 3 0 1 0 2 0
split_gain=45.6432 29.1012 24.5699 22.92 19.6012 21.1036 33.7987 15.8816 15.5976 13.768 12.3514 11.1473 10.277 6.96651 6.72095 5.71478 5.40382 3.51957 3.30143 2.96146 2.55571 2.00673 1.42123 1.20743 1.88778 1.00871 0.726114 1.16754 0.699244 0.622196 0.533568 0.482028 0.540124 0.436284 0.408185 0.251671 0.201612 0.174933 0.154909
threshold=0 1 2 3 4.5000000000000009 1.0000000180025095e-35 4 5 6 1.5000000000000002 7 3.5000000000000004 8 9 10 11 12 10.500000000000002 1.0000000180025095e-35 13 6.5000000000000009 14 15 16 17 4.5000000000000009 18 19 20 21 22 23 7.5000000000000009 6.5000000000000009 17.500000000000004 24 19.500000000000004 25 11.500000000000002
decision_type=9 9 9 1 2 2 1 1 9 2 1 2 9 9 9 9 9 2 2 1 2 1 1 1 1 2 1 1 1 1 1 9 2 2 2 1 2 9 2
left_child=17 2 3 4 5 6 -2 14 19 -7 13 18 -13 -6 29 25 -12 21 -9 26 -16 30 31 -21 -25 34 27 -4 -27 -5 -1 32 33 -17 -3 -28 -10 -24 -39
right_child=1 15 8 7 10 9 -8 11 36 -11 16 12 -14 -15 20 22 -18 -19 -20 23 -22 -23 37 24 -26 28 35 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.061140999045582692 0 0.068550685615320558 0.011944487810088347 -0.014370601080122274 0.021005484701761497 0.0093786140210731766 -0.039432791562122149 0 0.11416179100044266 -0.0047076436026774124 -0.0037584944946552346 0.030683074868110838 -0.016642689336987607 -0.0018047981436029718 0.040704650843131872 0.021180263772914119 0.028706080011326712 0 -0.034583046750934245 0.0049077434822048689 0 0 0 0.039437926365051369 -0.0011903144084854213 -0.0028214157898640724 0 -0.0033346904943099853 0.011923584168246749 0 -0.0099485551931076058 0 0 0 0 -0.011836990555709685 0 -0.012744855910521919 0
leaf_weight=106.36303584148118 570.01333588550915 58.538510675251018 59.40489944734145 33.04775719018653 130.87436436850112 1397.26108078775 309.61608925292239 30.058916094596498 4.0809447112842454 1295.056359173861 37.838916600856464 34.975276643897814 76.306862435994844 522.71132425987162 47.421471876470605 47.485516308341175 413.75473718585272 4.8700366761186151 387.07091234265681 86.517474524211138 3.6516997957369304 5.6819622510811305 0.56305543263442814 49.701234878273681 4.3349559803027651 5.1771476959111169 5.3992152387509122 33.93773026560666 12.424288678623272 5.771358187950681 31.070631502043398 3.1293292156187809 1.3509979450027447 4.6088244787533759 0.21787704230518912 13.866080250707457 0.056207171583082416 12.379926960915322 0.37360133096808645
leaf_count=153382 384105 11311 1914 13933 85000 728193 259490 21803 2059 416663 27745 26860 55349 135045 24634 28117 151122 2499 268053 2886 1893 4548 426 1615 170 1070 225 1164 2701 4288 31428 2207 566 3667 53 600 23 7238 188
internal_value=0 0.00217597 0.00085017 -0.000636109 0.00173725 -0.00181269 -0.0150359 -0.0183016 0.0293556 0.00251544 0.0132197 -0.0247476 0.000458749 0.00327821 0.0146414 0.0422219 0.0252911 -0.0478817 -0.0322761 0.0144928 0.0316866 -0.0532238 0.00543254 0.0227399 0.0338684 0.0562453 0 0.00480552 0.0041516 -0.00867807 -0.0552155 0.0127457 0.0154554 0.0192425 0.0681298 -0.0084001 0.0880234 -0.00626299 -0.00905297
internal_weight=0 5698.98 5552.73 5295.43 4677.13 3571.95 879.629 618.304 257.299 2692.32 1105.18 528.412 111.282 653.586 89.8923 146.249 451.594 147.986 417.13 253.162 51.0732 143.116 69.8913 140.554 54.0362 76.3578 112.608 93.3426 17.6014 38.8191 137.434 56.5747 53.4453 52.0943 58.7564 19.2653 4.13715 13.3166 12.7535
internal_count=2864233 2672376 2614832 2604176 2187363 1788451 643595 416813 10656 1144856 398912 372065 82209 220045 44748 57544 178867 191857 289856 8574 26527 189358 42409 4671 1785 15135 3903 3078 3771 18221 184810 34557 32350 31784 11364 825 2082 7852 7426
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=4222980 1 1 2 960 768 2129 452 11632715 2950984 8456963 8652921 8717441 900 1 944 80 3 1 128 641 1 2 2098178 256 384
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=22
split_feature=2 10 12 4 2 8 0 1 1 1 2 7 3 2 1 3 0 3 1 8 9 0 0 1 1 3 0 1 3 0 5 2 0 3 3 0 3 0 2
split_gain=39.5857 23.9372 22.3829 19.3658 17.9943 17.0681 15.2029 21.0719 14.1577 11.5635 11.5011 9.20394 5.98264 5.07368 4.06028 3.78327 3.31592 3.02277 2.96419 2.2442 2.02126 1.58257 1.52944 1.4372 1.23463 1.21958 1.02606 1.02213 0.916619 0.506886 0.497245 0.449399 0.470065 0.416273 0.384713 0.380387 0.372564 0.214573 0.173799
threshold=0 1 2 3 4 5 6.5000000000000009 6 7 8 9 10 3.5000000000000004 11 12 2.5000000000000004 10.500000000000002 1.0000000180025095e-35 13 14 15 5.5000000000000009 9.5000000000000018 16 17 1.5000000000000002 3.5000000000000004 18 4.5000000000000009 1.5000000000000002 19 20 7.5000000000000009 4.5000000000000009 1.0000000180025095e-35 17.500000000000004 6.5000000000000009 19.500000000000004 21
decision_type=9 9 9 1 9 9 2 1 1 1 9 1 2 9 1 2 2 2 1 9 1 2 2 1 1 2 2 1 2 2 1 9 2 2 2 2 2 2 9
left_child=16 2 3 5 15 6 7 -2 10 -8 11 -5 19 23 25 18 20 -12 -4 -10 30 27 -16 29 31 -7 -14 -17 -23 33 -1 32 36 -3 -31 -25 -15 -6 -26
right_child=1 13 4 8 37 14 9 -9 12 -11 17 -13 26 24 22 21 -18 -19 -20 -21 -22 28 -24 35 38 -27 -28 -29 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.058972758734738395 0.0010524595861290422 0.014814172588848146 -0.00075084510835812454 0.029896833626085147 0.11509169766057487 0.010419391225318663 0.034478749264360113 -0.019706477143258513 -0.042038764773539114 0.0046688095884603225 0.0062379160673484736 -0.010558934026972612 -0.008667025803688156 0.019307874487621886 0.051243370992354591 -0.0076171862111640808 0 -0.022722713031135704 0.035703099762859028 0 0 0.020099301497415969 0 0.064835148718564495 0 -0.013105876740259276 0.010694855915709954 0.0059624945110160294 0 0 -0.0086040010638178156 0 0 0 -0.011796756158293339 0 0 0 -0.0090172294077887419
leaf_weight=99.15979743180651 3382.8984955607375 3.9355116242659305 16.765060440578964 106.17614498783951 4.8617028799490063 10.54755405028118 164.74653606663924 527.48477633199946 206.25800044119387 510.95635520067299 12.351111949668846 54.998820713590248 43.333569147696835 47.861485156870913 68.573344197589904 98.44283985637594 4.8819100303226142 165.31689178268425 51.321447990543675 7.8714712214423335 5.4886849154718211 34.35172082122881 4.2687086108489884 63.381483368604677 0.56726398342289031 15.375062101287766 11.545390404469797 36.646584174712189 17.852788406191394 0.93779195612296362 29.078618145249493 4.0761605640873304 1.3042977950535704 1.5985343418433329 10.464960446231997 0.21782888669986178 4.5848589066299601 0.059166731953155138 12.733305616944559
leaf_count=152461 1534944 1135 730 60865 2310 2031 68349 392727 174635 180257 7026 32997 37481 27907 8335 3363 2457 91012 2151 4002 4418 545 410 11959 422 1596 9685 1309 315 319 29793 2690 544 459 1458 63 3629 24 7383
internal_value=0 0.00207883 0.000853902 -0.000570305 0.027912 0.00158723 0.000509317 -0.0018477 -0.0169618 0.0140735 -0.00133784 0.015246 -0.0324013 0.0378438 0.0375297 0.0128531 -0.0457042 -0.0177975 0.0297476 -0.0402287 -0.0511509 0.00266326 0.0443513 0.0506228 0.00425607 0 0 -0.0018023 0.0143088 0 -0.0532438 0.0112979 0.0140105 0.00961454 -0.00656443 0.0582245 0.0175178 0.0891869 -0.00623399
internal_weight=0 5704.67 5553 5292.7 260.301 4684.85 4586.09 3910.38 607.851 675.703 338.843 161.175 269.008 151.663 98.7647 255.38 138.609 177.668 68.0865 214.129 133.727 187.294 72.8421 80.5361 71.1274 25.9226 54.879 135.089 52.2045 16.9368 128.238 57.8268 53.7506 5.53405 11.4028 63.5993 52.4463 4.92087 13.3006
internal_count=2864196 2675067 2617099 2606352 10747 2188649 2176277 1927671 417703 248606 191900 93862 225803 57968 12372 8413 189129 98038 2881 178637 186672 5532 8745 15393 42575 3627 47166 4672 860 3371 182254 34770 32080 1594 1777 12022 31536 2334 7805
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
cat_threshold=28676 1 1 2 81 1 992 960 537 3211482 1 8652921 577 788 1 1 128 944 452 2 2097154 384
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=25
split_feature=2 10 12 0 1 2 7 1 9 5 4 2 2 3 2 5 1 1 0 2 7 7 1 1 3 0 3 1 0 1 0 0 2 3 2 3 3 0 0
split_gain=35.7837 20.0918 20.6741 18.2535 28.9228 17.5937 12.0183 10.5269 10.1822 9.77038 6.96553 6.71109 5.30549 5.09889 4.00889 3.97496 3.71067 3.47848 3.39643 2.88648 1.8142 1.62788 1.27867 1.03002 0.883709 0.877141 0.77778 0.738626 0.610399 0.521571 0.491793 0.481419 0.451936 0.409073 0.38175 0.373424 0.345064 0.338498 0.205725
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 11 4.5000000000000009 12 13 14 15 3.5000000000000004 16 17 18 19 20 7.5000000000000009 2.5000000000000004 8.5000000000000018 21 39.500000000000007 22 1.5000000000000002 1.5000000000000002 23 4.5000000000000009 24 1.0000000180025095e-35 8.5000000000000018 17.500000000000004 19.500000000000004
decision_type=9 9 9 2 1 9 1 1 1 1 1 9 9 2 9 1 1 1 2 9 1 1 1 1 2 2 2 1 2 1 2 2 9 2 9 2 2 2 2
left_child=18 2 3 4 12 17 13 10 11 -9 -8 -6 26 16 23 -14 -5 21 -1 -15 24 28 -20 31 27 30 -2 -16 -4 -27 -19 33 -29 -3 -10 -33 -22 -25 -7
right_child=1 14 5 6 8 38 7 9 34 -11 -12 -13 15 19 20 -17 -18 25 22 -21 36 -23 -24 37 -26 29 -28 32 -30 -31 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.052339512122646585 0.0092349102245346277 0.014603977911168209 0.035191626499849187 0.0037764710731772819 -0.045818503655266775 0.11158384310916983 0.018072662223447822 -0.005327856903614381 0.023958457480463727 0.0074113533537653823 -0.0086270253806390602 -0.016536575086107844 -0.019084532762889742 0.017077501542344605 0 0.0018938375121784615 -0.014981602764743633 0 -0.012786082105763624 -0.0082500463566396662 -0.012400294316752691 -0.00067944903655960684 0.0095069948404872904 0.057781677187873526 0 0.010049298335528116 -0.0029280880249747221 0.023804355771512346 0 0 -0.010242531859893399 0 0 0 0 -0.011554383699131903 0 0 0
leaf_weight=112.64145483102038 489.88137616435415 3.9967923520016511 66.830152108159382 88.548580062917608 188.78899790784635 5.4378131104749619 771.59768016846647 1003.0616457368451 5.9431403041817248 1375.8788742333345 77.202758053674188 361.96786329082533 134.26186492081615 78.819638654065784 7.1411116684321323 140.64888467408309 534.98489661393251 44.002835000050254 10.448527585424015 26.446451787604019 21.32866838097107 6.0317847772967061 10.221892191329973 67.387424064421793 2.4082732742535873 85.444384423899464 5.0079736255574963 37.469872534944443 1.5222946498543013 20.369408345024567 32.982590505329426 0.94390243012457986 2.8014362736139438 1.5987704560975542 3.5625416808179562 10.361804174666757 0.42962815304053847 0.22347927174996485 0.059166731953155138
leaf_count=173558 205287 1140 2093 48251 200602 2427 299136 478944 1739 550856 51168 283854 85566 23808 3959 97264 253681 2811 9760 20222 13952 218 6317 12186 1788 1868 2364 20837 33 452 937 321 1785 462 2770 1460 374 64 24
internal_value=0 0.00205037 0.000909517 -0.000464448 -0.0105136 0.0267997 0.00289219 0.00556275 -0.0269649 0.00190805 0.0149214 -0.0300125 0.00195958 -0.00825674 0.0344223 -0.00797585 -0.0119791 0.0120982 -0.0440441 0.00873062 0.0038309 0.0263539 0 0.0456039 0.0134372 0.00126086 0.00822329 0.0187057 0.0308784 0.00740773 -0.00397394 0 0.0207233 0.00942202 0.0238937 -0.00632836 -0.007764 0.0520789 0.0867827
internal_weight=0 5705.37 5549.28 5286.6 1330.06 262.68 3956.54 3227.74 560.263 2378.94 848.8 550.757 769.8 728.8 156.091 274.911 623.533 257.183 133.312 105.266 71.579 74.3842 20.6704 84.5122 49.8207 182.799 494.889 47.4124 68.3524 105.814 76.9854 16.9013 40.2713 5.59556 9.50568 11.3057 21.7583 67.6109 5.49698
internal_count=2864338 2674703 2616375 2605512 879446 10863 1726066 1380104 488965 1029800 350304 484456 390481 345962 58328 182830 301932 8412 189635 44030 42695 2344 16077 15633 28369 6068 207651 26581 2126 2320 3748 3383 22622 1602 4509 1781 14326 12250 2451
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=28676 1 1 896 81 2 560 1 2 2 265128 263897 8652921 2 27 59 9176666 9 3 30 128 71 192 2097154 3888
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=24
split_feature=2 8 12 1 0 2 5 9 1 0 2 2 2 3 3 3 4 3 7 1 2 5 1 0 3 0 9 3 7 2 12 1 0 0 0 9 1 0 0
split_gain=32.1834 19.2432 19.7309 20.9432 25.489 19.1716 16.7797 13.4798 11.994 7.96865 8.39974 6.58125 6.21635 6.10446 5.69896 4.3362 4.12002 3.5644 3.35904 3.07518 2.75776 2.68838 2.05531 1.60547 1.59675 1.42319 1.07632 1.03059 0.890764 0.791921 0.770205 0.683668 0.517216 0.510852 0.416884 0.230144 0.222616 0.202792 0.196183
threshold=0 1 2 3 1.5000000000000002 4 5 6 7 12.500000000000002 8 9 10 2.5000000000000004 4.5000000000000009 2.5000000000000004 11 2.5000000000000004 12 13 14 15 16 10.500000000000002 1.5000000000000002 6.5000000000000009 17 28.500000000000004 18 19 20 21 3.5000000000000004 9.5000000000000018 19.500000000000004 22 23 25.500000000000004 19.500000000000004
decision_type=9 9 9 1 2 9 1 1 1 2 9 9 9 2 2 2 1 2 1 1 9 1 1 2 2 2 1 2 1 9 9 1 2 2 2 1 1 2 2
left_child=21 2 3 4 11 15 9 8 -8 14 -11 24 -9 16 -5 19 -6 20 -15 -4 -3 23 33 26 -2 31 -1 -13 -27 32 34 -17 -24 -19 35 -22 -23 -21 -7
right_child=1 17 5 6 13 38 7 12 -10 10 -12 27 -14 18 -16 25 -18 22 -20 37 30 36 29 -25 -26 28 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055965983111829279 -0.015256494564042468 0 -0.0016003019206764096 -0.0090571471041389975 0 0.11160883631725026 0.026576323428765106 0.044294906745681976 0.0011362111019511435 0.033589446832755068 -0.01108792761044374 -0.052805538921276998 0.01187240348179462 0.024292270380069356 0.0048559965313122429 -0.0070779770613662533 -0.028449459934445184 0.026106300166120967 -0.0073932655591491441 0.0389289014808624 0.059482094456837831 6.0276596150099721e-05 0 0 0.0047495649634303819 -0.00040345454855888043 0 0 0.01691901028810092 -0.011039779264517125 0 0.0031350812379645114 0.013706631100113107 0 0 0 -0.0068077109382214743 0 0
leaf_weight=90.343794298139983 41.963626480050152 14.564636823313775 16.240537495235913 1632.7149639254567 183.99399404656288 6.3760741984006009 167.68785693484824 84.565272341656964 2119.5855818938362 65.745973051409237 35.313605836941861 169.13735323720903 330.91476498142583 85.646778149704915 307.58433146690368 106.78355789568741 42.653928542094945 16.734965263865892 12.782904938590944 54.679060331895016 58.661337493802421 15.961242926765406 6.6022355298046005 3.4142639012134159 34.86394002866291 6.68173409672454 2.7944945002673185 0.026526251807807877 36.823574797483161 32.27997562190285 0.48949445900507171 41.293278827506583 1.6555200966540722 0.8593777307542031 0.26565032964572211 0.88052688539028068 8.2857733569035208 1.0028649074956764 0.056395294086541869
leaf_count=153440 32032 4509 683 843975 107567 2665 73858 33066 1012789 17757 25108 228536 59630 32177 132851 3545 26699 1707 4720 2203 7934 14000 3450 1596 20455 117 2426 23 547 2675 17 1370 673 66 40 49 9165 21 23
internal_value=0 0.0019123 0.00086738 -0.000482731 -0.0179548 0.0258412 0.00169129 0.00687753 0.00357028 -0.00502244 0.0184411 -0.0406101 0.0229444 0 -0.00665896 0.0111909 -0.008282 0.0358344 0.0183914 0.0284493 0.0480476 -0.0434194 0.00570091 -0.0525986 -0.00419282 0.000888498 -0.0545317 -0.0498088 0.0133452 -0.00404483 0.0518517 -0.00271832 0.0035682 0.0195886 0.0584886 0.0589714 -0.000467167 0.0343808 0.0873146
internal_weight=0 5718.11 5585.12 5315.18 571.069 269.937 4744.11 2702.75 2287.27 2041.36 101.06 245.991 415.48 325.078 1940.3 263.505 226.648 132.994 98.4297 71.9225 74.8616 120.8 58.1321 96.5526 76.8276 191.582 93.1383 169.164 43.5053 40.5377 60.297 148.077 8.25776 17.5943 59.8075 59.5419 24.247 55.6819 6.43247
internal_count=2864164 2683537 2662417 2651243 452209 11174 2199034 1179343 1086647 1019691 42865 281046 92696 171163 976826 8486 134266 21120 36897 2907 12549 180627 8571 157462 52487 5579 155866 228559 664 6798 8040 4915 4123 1773 8023 7983 23165 2224 2688
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=4218884 1 1 15 81 2 1 512 1051064 17924113 8654656 2 3 784 1050274 2 424 1 6 8915018 1 452 1 920
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=23
split_feature=2 8 12 1 0 2 5 9 2 2 3 0 2 1 2 1 0 1 0 3 3 2 0 1 7 3 3 10 12 7 1 0 1 2 3 0 0 3 0
split_gain=27.9905 16.376 17.3596 17.5387 21.4372 17.4354 14.8971 11.0231 9.84869 7.9444 7.21964 14.8446 10.3558 7.11901 5.85486 5.05116 4.45048 3.01182 2.91306 2.79562 2.48552 2.28142 1.99574 1.88799 1.7134 1.03073 1.01312 0.97267 0.676782 0.67086 1.25784 0.645712 0.566497 0.507708 0.468608 0.463566 0.366282 0.276167 0.198276
threshold=0 1 2 3 3.5000000000000004 4 5 6 7 8 1.5000000000000002 10.500000000000002 9 10 11 12 1.5000000000000002 13 23.500000000000004 1.5000000000000002 2.5000000000000004 14 10.500000000000002 15 16 12.500000000000002 1.0000000180025095e-35 17 18 19 20 20.500000000000004 21 22 1.0000000180025095e-35 9.5000000000000018 19.500000000000004 5.5000000000000009 3.5000000000000004
decision_type=9 9 9 1 2 9 1 1 9 9 2 2 9 1 9 1 2 1 2 2 2 9 2 1 1 2 2 9 9 1 1 2 1 9 2 2 2 2 2
left_child=13 2 3 4 9 17 10 8 -8 19 12 -12 -5 16 18 -9 34 24 -6 -2 21 -3 27 35 31 -11 -16 -15 36 30 -19 -4 -31 38 -1 -22 -23 -35 -25
right_child=1 20 5 6 14 -7 7 15 -10 25 11 -13 -14 22 26 -17 -18 29 -20 -21 23 28 -24 33 -26 -27 -28 -29 -30 32 -32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0 -0.017749751578307701 0 0.035356530121907259 0 0.022182843647367917 0.082508411348033273 -0.0070827254738949179 0.04980914037579369 0.0074829435929445673 -0.045027950337286404 -0.00274998905691794 0.039217370031806337 -0.022371943741402951 -0.056276307323508037 0 0.013183572998832669 0.016924586458374007 -0.0008412834190187294 -0.0071297001886921384 0.0051269639313231107 0.023189250216468182 0.053001305320318493 0 0 -0.0016001678098508288 0 -0.018901332996139168 0 0 -0.011877400081105034 0.012391809713040736 0 0 -0.014488434257396515 -0.021902489247151775 0 0 0 0.0080085099683292454
leaf_weight=6.5349462392405249 68.388304668085766 14.46896197053138 53.808307095663622 388.56322709977394 138.47922376907081 7.1039461174514136 581.44479879902792 30.991756697418168 1688.1797020434678 202.78730315483699 1161.9235352655523 60.658194453048054 398.89002294831153 95.766778494245955 21.507793054857757 389.54986346355872 27.29092832452443 89.669786288286559 9.7777313988190127 65.780018573976122 23.174237615661699 62.838146101101302 4.3428061693557529 6.1397312512854114 4.505336412228643 1.0916890065709584 46.394626479101134 0.18056010536383738 0.48949445900507171 16.016116965271067 77.556420774199069 1.5254832460777823 22.341067299596034 21.347233142703775 39.12804178292572 0.89008667535381292 0.26565032964572211 5.0908294090768313 1.4746610802831126
leaf_count=5350 46651 4420 1522 180878 54778 2725 431135 7214 637467 251992 506486 13652 301516 163034 19069 83832 19413 2838 4414 27928 2169 7959 2561 3205 165 971 34262 129 17 650 2440 23 851 1576 39392 77 40 796 612
internal_value=0 0.00203999 0.00105166 -0.000231669 -0.0164739 0.0243557 0.00174353 0.00662805 0.003579 -0.0316439 -0.00463949 0 -0.0119179 -0.0348354 0.00632735 0.0210836 -0.00175489 0.0104176 0.0167523 -0.00548497 0.0330383 0.043383 -0.0493991 0.00569937 0.0252926 -0.0426077 -0.0120128 -0.0555451 0.046728 0.00145194 0.00505558 0.0303818 -0.00499093 -0.00453595 -0.0193998 0.0177651 0.0525527 -0.0101245 0.000771847
internal_weight=0 5663.11 5526.93 5254.41 554.207 272.526 4700.2 2690.17 2269.62 338.047 2010.03 1222.58 787.453 173.244 216.159 420.542 72.9539 265.423 148.257 134.168 136.179 78.0623 100.29 58.1168 59.8391 203.879 67.9024 95.9473 63.5933 205.583 167.226 55.3338 38.3572 34.0525 45.663 24.0643 63.1038 26.4381 7.61439
internal_count=2864209 2634330 2613459 2602245 440065 11214 2162180 1159648 1068602 327542 1002532 520138 482394 229879 112523 91046 64155 8489 59192 74579 20871 12436 165724 8435 1710 252963 53331 163163 8016 6779 5278 1545 1501 6189 44742 2246 7999 2372 3817
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
cat_threshold=4223108 1 1 15 81 2 1 8391457 17924113 26282512 929 9177618 112 40 1050146 488 3 1 1 9 836 148 8390730
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=18
split_feature=2 10 12 2 3 9 0 1 3 1 2 2 1 1 5 3 1 1 0 0 3 3 0 0 3 2 3 3 0 1 3 8 0 2 0 3 0 0 3
split_gain=25.7168 15.9621 15.6624 16.5136 14.2301 18.2742 19.4444 24.9246 16.8854 10.8548 10.6512 9.63522 4.11918 4.0679 3.2933 2.74399 2.40967 2.33979 2.30652 2.21861 1.60139 1.22983 1.05722 1.01764 2.07685 0.870437 0.824814 0.77268 0.682546 0.558366 0.548769 0.377445 0.308569 0.272869 0.240797 0.229633 0.19318 0.0953649 0.0931488
threshold=0 1 2 3 4.5000000000000009 4 2.5000000000000004 5 1.0000000180025095e-35 6 7 8 9 10 11 2.5000000000000004 12 13 1.5000000000000002 10.500000000000002 6.5000000000000009 9.5000000000000018 5.5000000000000009 1.5000000000000002 4.5000000000000009 14 4.5000000000000009 1.0000000180025095e-35 9.5000000000000018 15 15.500000000000002 16 17.500000000000004 17 2.5000000000000004 5.5000000000000009 19.500000000000004 34.500000000000007 25.500000000000004
decision_type=9 9 9 9 2 1 2 1 2 1 9 9 1 1 1 2 1 1 2 2 2 2 2 2 2 9 2 2 2 1 2 9 2 9 2 2 2 2 2
left_child=14 2 4 15 5 6 7 -2 -8 28 16 -11 18 23 19 17 35 37 -12 -1 32 -14 29 24 33 34 -24 -27 -7 -17 -18 -19 -15 -3 -25 -6 -5 -4 -26
right_child=1 13 3 36 10 9 8 -9 -10 11 12 -13 21 20 -16 22 30 31 -20 -21 -22 -23 26 25 38 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.057025761426490518 0.0041109687065573747 0.025931963360905242 -0.0049113267427698002 0.10039550747634177 0 0.058228195106909755 0.020692396316662788 -0.018521074334388932 -0.0026004846550217783 -0.0015202724199960124 0.012882630508072963 0.025271835416561875 0.023051057918698194 0.046801081594331155 0 0.0041777421768577089 -0.017855840921756291 0.032409840981643089 -0.0055655200032574924 0 0 0 0.016414144979579912 0 -0.0059791837175535391 0 0 -0.0177687321082266 0 -0.0059744811862249047 0 0 0 0 0.0094295545402020772 0.012261926979125962 0 0 0
leaf_weight=67.714851658183761 666.88621590258845 8.3524151312012673 14.63621716637863 7.408308988553471 7.6730641314061385 35.946355419582687 366.19666559089092 1515.9476774854011 1370.3351074457314 383.60979146964382 87.418502083193744 151.27061604842311 450.24689738392044 84.557889944349881 23.577416631684173 14.954497343802357 125.54575989839213 56.461922509013675 111.22369525863905 2.7767835138947694 6.3150391166564068 22.130030859989347 36.099294920335524 4.5151987309218375 10.378256373020118 2.6811747073079486 18.434581977315247 26.935711095866282 1.2132379449903954 121.33986900770105 2.6361523653322356 0.48043659166432817 0.26384985924232651 8.6905065236496792 9.2314123734831792 10.956738698696425 0.064040870522148796 1.4684653459116805 0.02403288031928319
leaf_count=124970 400487 2210 650 2682 5179 10239 246673 1024703 486766 80456 40467 71694 143686 28684 23048 530 85285 2189 26748 1320 3698 12416 545 2614 6597 964 315 3652 310 4145 2077 14 115 6443 3593 8029 24 31 21
internal_value=0 0.0016912 0.000660274 0.0228624 -0.00054034 -0.00281989 -0.00533127 -0.0115742 0.00240964 0.0132969 0.0112816 0.0067662 0.0165577 0.030086 -0.0425781 0.00934702 -0.0102134 0.0230542 0.00178793 -0.0542338 0.0404101 0.0215587 0.000745649 0.00158489 0.0128803 -0.00360249 0.0106347 -0.0112284 0.0494494 -0.00261185 -0.0157052 0.0283775 0.046459 0.0251631 0.00404485 0.00739133 0.0789765 -0.00134237 -0.00356006
internal_weight=0 5742.53 5580.58 271.348 5309.24 4491.41 3919.37 2182.83 1736.53 572.04 817.831 534.88 671.019 161.945 94.0691 263.875 146.812 73.047 198.642 70.4916 91.1368 472.377 190.828 70.8087 27.4452 43.3635 54.5339 29.6169 37.1596 136.294 128.182 56.9424 84.8217 17.0429 13.7466 18.6298 7.47235 16.1047 10.4023
internal_count=2864269 2714931 2656340 11125 2645215 2321328 2158629 1425190 733439 162699 323887 152150 223317 58591 149338 8419 100570 2884 67215 126290 32497 156102 5535 26094 15271 10823 860 4616 10549 4675 87362 2203 28799 8653 6207 13208 2706 681 6618
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4210692 1 1 81 1 768 112 3944713 1638586 258 200 2 513 784 8388995 536 1 264312
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=25
split_feature=2 8 12 2 1 0 7 1 2 9 2 2 0 3 7 4 7 5 1 1 0 7 4 0 12 3 3 9 3 0 7 1 1 2 3 3 0 3 0
split_gain=23.6193 13.8365 15.0108 17.4439 15.243 18.7183 13.4672 11.9815 11.8333 10.5328 5.8305 5.5879 6.59691 4.70436 4.30092 3.32966 2.91029 2.81495 2.5166 2.05638 2.00697 1.60015 1.37882 1.71634 1.38751 1.32706 1.26832 1.25218 0.934751 0.581508 0.554566 1.08317 0.543028 0.515551 0.29348 0.246676 0.183616 0.142118 0.0593269
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 8 9 10 1.5000000000000002 2.5000000000000004 11 12 13 14 15 16 10.500000000000002 17 18 9.5000000000000018 19 1.5000000000000002 2.5000000000000004 20 28.500000000000004 20.500000000000004 21 22 23 24 1.0000000180025095e-35 4.5000000000000009 19.500000000000004 8.5000000000000018 4.5000000000000009
decision_type=9 9 9 9 1 2 1 1 9 1 9 9 2 2 1 1 1 1 1 1 2 1 1 2 9 2 2 1 2 2 1 1 1 9 2 2 2 2 2
left_child=17 2 4 18 5 10 11 8 -8 -9 14 26 -13 15 -2 -7 -15 20 21 25 -1 29 23 24 27 -3 -6 -21 -12 -4 31 -20 -32 -27 -19 -36 -5 -35 -24
right_child=1 19 3 36 6 13 7 9 -10 -11 28 12 -14 16 -16 -17 -18 34 30 22 -22 -23 38 -25 -26 33 -28 -29 -30 -31 32 -33 -34 37 35 -37 -38 -39 -40
leaf_value=-0.055353262533066251 -0.01711037006807601 0.013847725501535728 0.031500051032916962 0.099964482254801479 -0.027207531655915801 0 0.00078638583994478377 -0.00027718512681061436 0.03431048764221882 0.015148148714839571 -0.048130595466716983 0.0083393166113054328 -0.011528813251995559 0.021253499837600415 0.015925844980359753 -0.026008577382404693 -0.0073537173377500225 0.0027359476086957907 -0.0010759054505419124 0.045732519702221502 0 -0.0017390181001209579 -0.0027141224009361595 0 0 0 -0.006300190285008913 0 0 0 -0.011763822399112105 0.01105482984763443 0 -0.016325622612815248 -0.010260298811121305 0 0 0 0.0031783360240553514
leaf_weight=64.056367987563135 57.660142216329405 13.640858984377699 56.018898989248555 8.4845264242612721 162.18019706261839 184.46029787592124 228.63868022256065 2951.9341461020158 210.61053906494635 483.71058768674266 151.19622089337645 250.90498456711794 359.44973246067821 88.732922115115798 22.091322525739088 41.609573011293833 12.757332376917473 2.120175862095496 89.941070952103473 86.25557840714464 2.9293616061331695 4.5624327883124343 8.0112542224233021 5.6007232579868278 1.9682646404253308 1.223439415101893 113.96221376235917 1.075965596595778 0.030798090272582068 1.5557924704626191 15.951045528810937 78.847373823577072 22.466899847902823 20.459357297979302 19.025749316082514 2.7022913152031824 0.061208937899210336 0.59436854586237942 1.0103595404652868
leaf_count=125539 46294 2650 1526 2826 129599 109639 41559 1452517 135611 126679 228772 135109 106756 33272 18242 27084 4760 2153 2838 8948 1367 165 4224 458 42 703 85545 76 26 23 650 2442 851 3328 18788 2438 23 317 453
internal_value=0 0.00176884 0.000858847 0.0223422 -0.000326264 -0.0154166 0.00149581 0.00410357 0.0190085 0.00191481 -0.0356593 -0.00926401 -0.00284051 0 -0.00319115 -0.00769012 0.0155758 -0.0411577 0.00885093 0.0299476 -0.0525786 0.022144 0.034659 0.0399743 0.0426243 0 -0.0203571 0.0443347 -0.0450991 0.0270482 0.000712991 0.00418621 -0.00507253 -0.0096835 0 -0.00721714 0.0791201 -0.0128348 0
internal_weight=0 5737.66 5597.82 277.889 5319.93 558.539 4761.39 3874.89 439.249 3435.64 230.978 886.497 610.355 327.56 79.7515 226.07 101.49 90.8339 269.344 139.84 66.9857 62.1371 103.922 94.9005 89.2998 35.918 276.142 87.3315 151.227 57.5747 207.206 168.788 38.4179 22.2772 23.8482 21.728 8.54574 21.0537 9.02161
internal_count=2864292 2714007 2692808 11344 2681464 468089 2213375 1756366 177170 1579196 293334 457009 241865 174755 64536 136723 38032 150285 8495 21199 126906 1714 14201 9524 9066 6998 215144 9024 228798 1549 6781 5280 1501 4348 23379 21226 2849 3645 4677
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=4210692 1 1 81 15 2 512 1114649 1 17932305 72106 1 2 3 2 40 577 3 2 1 1 9 836 148 72
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=24
split_feature=2 10 0 1 7 2 1 0 0 3 1 2 2 2 3 0 2 1 5 5 3 8 2 3 0 9 9 5 3 2 0 7 3 1 6 3 3 2 3
split_gain=20.6638 12.9358 13.1187 22.2723 7.85246 6.54332 5.63545 7.45645 6.16749 5.52713 4.98807 10.1776 4.45569 4.35778 5.08404 4.19879 4.02597 3.20423 3.05859 2.85438 2.76513 2.31415 2.60419 2.29769 2.02949 1.75876 1.75445 1.66769 1.57159 1.36164 1.19179 1.17562 1.14039 1.03427 0.785062 0.719738 0.58323 0.555383 0.36481
threshold=0 1 1.0000000180025095e-35 2 3 4 5 20.500000000000004 6.5000000000000009 2.5000000000000004 6 7 8 9 3.5000000000000004 13.500000000000002 10 11 12 13 2.5000000000000004 14 15 1.0000000180025095e-35 10.500000000000002 16 17 18 4.5000000000000009 19 7.5000000000000009 20 9.5000000000000018 21 22 6.5000000000000009 1.5000000000000002 23 8.5000000000000018
decision_type=9 9 2 1 1 9 1 2 2 2 1 9 9 9 2 2 9 1 1 1 2 9 9 2 2 1 1 1 2 9 2 1 2 1 1 2 2 9 2
left_child=19 2 3 21 10 17 13 8 -8 34 16 27 31 15 -15 -6 36 20 -18 24 -5 22 -2 -9 -1 -24 -19 -12 30 -11 -14 33 -13 35 -7 37 -4 -3 -33
right_child=1 12 4 5 6 9 7 23 -10 29 11 32 28 14 -16 -17 18 26 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.053606470997777836 0 0.021447604198440367 0 0.027989679578125811 0.011517215323949193 -0.02148564789706656 0.0013400392825524514 0 0.014419260177714603 0.010050206472088184 0.024947201917504269 -0.027699069691853741 0.048944493583120911 -0.009617459099623353 0.02080178097063877 0.037218866818250172 -0.024942386951516141 -0.00223254777797639 -0.0054676510688213024 0 0 0 -0.046957780741311295 -0.031404526232137679 0 0 0.010860030240296737 0.0030446601033763659 0 -0.0044207300187168487 0 -0.012983593883245418 0 -0.0016054973398483552 0 0 0.01397764698546318 0 0
leaf_weight=60.516483432202222 17.510354817655756 34.029540090064984 26.226312110942672 62.047773772974324 662.54601794975315 239.8603839784264 2057.5857049966071 8.0574122325633635 429.0332622595306 65.371451289356628 94.052698679122841 55.693694680056069 65.674387872131774 160.02458340997691 46.872997203085106 70.825764349137899 175.89824205174227 521.71799198024382 256.06320736106136 23.331936561080511 59.410274843423394 8.8334902944625338 152.75915741767676 51.063126092340099 2.7768562700948669 0.13751615444198151 95.441310116148088 113.17929675434425 19.941159886482637 113.68915629593539 6.4066558192716903 21.671074484300338 0.96163603085733385 12.824225943186319 4.6203986651089499 3.5413672027643761 30.50058119231835 2.1406727987341574 0.4263405911042345
leaf_count=125078 25026 16969 22607 43982 211518 184093 879550 6263 133908 46564 38320 43414 11336 104247 24736 18509 75902 272549 99750 23120 21539 3864 203760 24082 1310 75 18699 41576 3916 84622 820 14078 651 7881 4308 2653 21441 1278 371
internal_value=0 0.00159591 0.000651583 -0.00779471 0.00343089 -0.00187593 0.00546324 0.00277023 0.00386088 -0.0113921 -0.00544858 0.00447745 0.0268468 0.0120379 0 0.0155537 -0.0113092 0.0035005 -0.0148311 -0.0392012 0.0160722 -0.0371031 -0.0411516 -0.0252836 -0.0507009 -0.0435247 0 0.0154944 0.0375643 0.000380687 0.0461353 0.000176711 -0.0224515 0.00901062 -0.0206218 0.0152878 0.00745023 0.0207534 -0.00827004
internal_weight=0 5746.64 5579.98 1341.4 4238.58 1162.16 3486.01 2545.74 2486.62 423.541 752.576 263.887 166.655 940.269 206.898 733.372 488.688 738.617 431.961 86.6253 121.458 179.241 170.407 59.1205 63.2933 152.897 617.159 207.232 92.0222 179.061 72.081 74.6332 56.6553 52.5358 244.481 39.7116 56.7269 36.1702 22.0974
internal_count=2864365 2714857 2655555 909081 1746474 676356 1402813 1043803 1013458 319587 343661 123961 59302 359010 128983 230027 219700 356769 175652 149508 65521 232725 228861 30345 126388 203835 291248 79896 16072 131186 12156 43230 44065 28781 188401 20900 44048 18247 14449
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=4210692 1 23 2 25962064 560 928 11830834 3675906 8395128 1843273 520 2 2 1 19923969 1 1 2 1050792 9 920 1 2097154
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=24
split_feature=2 12 2 8 3 1 0 2 9 0 2 6 4 3 3 2 7 1 1 2 1 1 2 0 0 1 7 3 1 9 0 0 3 8 3 1 0 3 3
split_gain=18.4662 12.0012 17.0518 12.4496 13.1536 14.6965 12.3577 11.6335 9.97858 9.37827 8.17403 3.59112 3.18982 2.92767 2.47889 2.4397 3.03152 2.55257 2.28185 2.15624 2.14365 1.87238 1.05657 0.855089 0.830931 0.743738 0.742766 0.588478 0.533565 0.878119 0.505 0.465535 0.419794 0.349766 0.28095 0.216508 0.204792 0.199174 0.189761
threshold=0 1 2 3 4.5000000000000009 4 1.5000000000000002 5 6 1.5000000000000002 7 8 9 2.5000000000000004 2.5000000000000004 10 11 12 13 14 15 16 17 6.5000000000000009 4.5000000000000009 18 19 3.5000000000000004 20 21 3.5000000000000004 9.5000000000000018 5.5000000000000009 22 5.5000000000000009 23 22.500000000000004 10.500000000000002 8.5000000000000018
decision_type=9 9 9 9 2 1 2 9 1 2 9 1 1 2 2 9 1 1 1 9 1 1 9 2 2 1 1 2 1 1 2 2 2 9 2 1 2 2 2
left_child=-1 3 13 4 5 6 11 9 -9 -7 21 -2 -8 18 19 17 -17 -12 -3 35 31 34 30 25 -23 32 -25 -27 -21 -30 -22 38 -15 -20 -6 -5 -28 -24 -16
right_child=1 2 -4 14 10 7 12 8 -10 -11 15 -13 -14 23 20 16 -18 -19 33 28 22 24 37 26 -26 27 36 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.046398508790913388 -0.039855207040447829 -0.0018508263966667772 0.075590109139600514 0.0024141057471778579 0 -0.021133039189690332 0.00091313129877516528 -0.00016961589490321527 0.015182403559282832 -0.00018196745383915585 0 0 -0.020898763550033395 -0.010722547397806897 0.024662915905549757 -0.0027799202894498217 0.028734387788024035 0.014710781783044309 0.029897553220027812 0 0 -0.017031688971714972 -0.017336503453019798 -0.00094947391842770698 0 0.012985597917420098 0.016418198175866025 0 0.053045492591800573 0 0.013519347632310689 0 0 0 0.01183779544643373 -0.0062224303211945893 0 0 0
leaf_weight=42.082385720634193 184.39046234273337 16.363887977611739 9.5156086446368118 5.8674503101501614 8.0416240264894459 414.66959331484395 242.22494062212354 2658.5025814308174 465.56621608592104 469.29010676180042 234.16208295649267 17.61789897905328 52.146863692541956 87.261066254286561 17.174856545054361 16.550008628255455 184.24852370980079 280.93821635884524 60.875880400533788 18.530375898233615 6.5823362413211708 109.6219737749052 30.949034754536118 6.9015529885655269 18.724565388052724 10.286805704352444 36.648595557082444 27.470646859030239 49.464824886876158 0.63187881652265687 1.7072995769558472 0.87230806995648791 26.811751568980981 0.48845286888535966 11.111570874527386 9.0142968885484134 2.2630033422028637 0.43378814845345814 0.33950304304016654
leaf_count=102649 254327 685 2882 1679 5237 320963 127012 1194149 95262 330915 52387 22724 36409 2665 1631 12038 120771 60928 2227 1723 3400 78974 2597 118 8986 348 512 951 6341 26 663 69 995 17 7882 2830 35 127 89
internal_value=0 0.00131859 0.0203182 0.000179638 -0.000609965 -0.0028439 -0.0184108 -0.000671982 0.00213898 -0.0105936 0.010413 -0.0362358 -0.00360139 0.00746751 0.026739 0.0147901 0.0248608 0.00881527 0.0209847 0.0359854 0.00230409 -0.00840998 -0.00667945 0 -0.0134114 -0.00334601 0.00927022 0.00319099 0.0393909 0.0460399 0.00349811 0.0177277 -0.00750638 0.0262909 0.00643912 0 0.0132723 -0.0140243 0.0237482
internal_weight=0 5794.26 284.887 5509.38 5367.81 4504.41 496.38 4008.03 3124.07 883.96 863.399 202.008 294.372 275.372 141.568 715.899 200.799 515.1 77.7282 83.5088 58.0591 147.5 39.6725 197.643 128.347 151.83 45.8132 37.7575 68.6271 50.0967 8.28964 18.3867 114.073 61.3643 19.1532 14.8817 38.9116 31.3828 17.5144
internal_count=2864223 2761574 11435 2750139 2728964 2381761 440472 1941289 1289411 651878 347203 277051 163421 8553 21175 246124 132809 113315 2929 12599 8576 101079 6787 5624 87960 4959 665 1299 8090 6367 4063 1789 3660 2244 13119 4509 547 2724 1720
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=16384 1 81 1 15 25702566 1 8139017 1 2 100400 4 322 784 1050274 424 513 8390730 228 6 608 1 1 82
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
adm_past_year=296
count_proc=246
an110mdc_ra=245
agegroup_rm=216
cc_dementia=102
cc_cerebral_palsy=82
pat_remoteness=68
flag_emergency=67
cc_chronic_respiratory_failure=61
sex_cat=49
cc_tetplg_prplg_dplg_hmplg_dt=36
indstat_flag=13

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]
[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], [1, 2], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1], [0, 1], [0], [0, 1]]
