tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=11
objective=cross_entropy
feature_names=anmdc_ra drug_use flag_emergency agegroup_rm adm_past_year count_proc drg_type_m sex_cat mental_health cc_crohns_disease pat_remoteness indstat_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:0:1 -1:1:0 -1:7:6:3:5:2:8:4:0:1:9 [0:295] [0:48] -1:1:0 -1:1:0 -1:0:1 -1:0:1 -1:0:1:2:3 -1:0:1
tree_sizes=4217 4028 4008 4120 4118 4080 4112 4181 4097 4208 4037 4038 4055 4056 4147 4206 4144 4124 4224 4229 4166 4189 4250 4150 4141 4240 4147 4226 4181 4189 4138 4198 4191 4101 4243 4148 4281 4084 3754 4014 4179 4238 3904 4175 4199 3978 4065 4204 4010 4011 4158 4200 4099 4087 4258 4118 4167 4197 4133 4020 4120 4054 4165 4079 4179 4104 4114 3310 3592 4097 4086 3982 4088

Tree=0
num_leaves=40
num_cat=24
split_feature=0 1 2 6 6 4 0 9 3 3 5 4 4 4 2 0 5 3 3 0 7 3 4 9 4 5 3 2 5 0 4 3 4 3 3 5 4 4 0
split_gain=5230.44 5225.81 2076.03 824.298 674.567 331.29 234.846 232.156 133.837 109.778 75.4291 55.6601 44.5343 32.7567 52.5947 27.0414 22.2757 21.9444 21.5298 28.9892 19.2818 19.1088 17.9655 11.1451 9.61987 9.01189 8.70843 8.64846 5.56257 5.53322 5.15557 5.66175 5.09892 3.13451 3.09734 2.75331 2.58464 2.33942 1.94321
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 8 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 9 10 3.5000000000000004 11 12 13 14 15 73.500000000000014 16 41.500000000000007 4.5000000000000009 17 18 1.0000000180025095e-35 19 1.5000000000000002 20 20.500000000000004 21 22 3.5000000000000004 1.0000000180025095e-35 8.5000000000000018 23
decision_type=9 1 1 1 1 2 9 1 1 1 2 2 2 2 1 9 2 1 1 9 1 1 2 1 2 2 1 1 2 9 2 1 2 1 1 2 2 2 9
left_child=1 2 4 10 5 9 8 22 12 -1 24 18 38 25 20 17 28 -13 19 -8 -15 -17 -7 -11 27 26 -10 -3 -4 -28 31 -6 -14 -30 -22 -21 -18 -35 -2
right_child=6 3 16 -5 30 7 11 -9 13 23 -12 15 32 14 -16 21 36 -19 -20 35 34 -23 -24 -25 -26 -27 29 -29 33 -31 -32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=-7.756974925628433 -7.7473069889428468 -6.3143391451772635 -7.7824161465680115 -7.7743713178329399 -7.7548350554450218 -7.2240439722489311 -7.7426752703897535 -7.7846000532897737 -7.7843366887589038 -7.4976132944792333 -7.7846000532897737 -7.8053561826074063 -7.6481892957960165 -7.6989532102190381 -7.8234368471560876 -7.7669071046119527 -7.7846000532897737 -7.7469087694269669 -7.852288099096751 -7.826915692981637 -7.766065345369662 -7.8334707358647586 -7.7846000532897737 -7.7846000532897737 -7.7846000532897737 -7.7803042602308476 -7.7846000532897737 -7.7846000532897737 -7.782454812941876 -7.8327298529382627 -7.7224020934067035 -7.7950934907385161 -7.7846000532897737 -7.8425146128027121 -7.7953628845074903 -7.7846000532897737 -7.7465565324982837 -7.7846000532897737 -7.7806290804935445
leaf_weight=51.657894631876843 40.108424495352665 10.566226908558747 6.2066968923027153 5.3789432910853074 16.250328985828677 107.90730647713644 23.407009292888688 7.3628911489504381 46.752072183677228 96.092173582612304 0.6764214511204053 100.02140476548811 52.897238421544898 49.710116820875555 81.122763152961852 27.11423122260021 11.364046677888838 76.905003090505488 2244.1892663121689 138.05691140264389 28.324472675711149 276.6185404707212 0.68639939508284342 1.2156461727572594 0.039496028184658694 35.18514064521878 48.928095462819329 0.27522495429729588 6.0104639943747324 306.77396586354007 10.071902934752869 44.889106896356679 2.3310971582250195 205.03302875519148 29.464037025754806 10.810270787973421 10.563732422568135 11.086327237600925 81.155191470839782
leaf_count=124253 96473 25415 14929 12938 39087 259550 56301 17710 112453 231131 1627 240582 127234 119568 195125 65218 27334 184980 5397960 332069 68129 665352 1651 2924 95 84631 117687 662 14457 737885 24226 107972 5607 493167 70870 26002 25409 26666 195203
internal_value=-7.7846 -7.52122 -7.60868 -6.49124 -7.45665 -7.38959 -7.82991 -7.25568 -7.78224 -7.5667 -6.33976 -7.84307 -7.71373 -7.80419 -7.77211 -7.80905 -7.82505 -7.77907 -7.84957 -7.80361 -7.73118 -7.82529 -7.22659 -7.52121 -6.32154 -7.81899 -7.82313 -6.32002 -7.8347 -7.82752 -7.75223 -7.77929 -7.65231 -7.83744 -7.78211 -7.82163 -7.75944 -7.83817 -7.75969
internal_weight=0 603.334 586.398 16.9363 336.134 264.922 3699.88 115.957 802.753 148.966 11.5574 2897.12 176.492 626.261 188.621 480.659 250.264 176.926 2416.46 172.274 107.499 303.733 108.594 97.3078 10.8809 437.639 402.454 10.8415 228.337 355.702 71.2113 61.1394 55.2283 222.13 57.7885 148.867 21.9278 216.119 121.264
internal_count=10350532 1451203 1410466 40737 808504 637219 8899329 278911 1930865 358308 27799 6968464 424517 1506348 453692 1156132 601962 425562 5812332 414372 258567 730570 261201 234055 26172 1052656 968025 26077 549219 855572 171285 147059 132841 534290 138999 358071 52743 519833 291676
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=64 1 2 2 2 17075337 1 5 736 2 6292016 928 1 73762 2 515 1 514 2 16778241 771 1 120 295936
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=25
split_feature=0 5 1 2 3 3 4 0 4 0 5 9 2 9 0 2 2 3 7 3 0 3 4 5 4 3 4 4 3 1 5 4 3 5 9 5 11 3 4
split_gain=3744.54 2593.26 1290.42 396.295 201.825 125.355 94.6106 74.2751 72.5996 52.1373 39.8114 34.4758 30.1403 25.2119 24.2334 21.0532 16.8307 15.5779 15.1217 10.7192 9.92594 10.3895 9.86852 9.7909 8.34729 7.76395 6.63013 4.15798 4.05036 3.81789 2.94097 2.92466 2.87614 2.75509 2.37006 2.2315 2.14868 1.85824 1.71337
threshold=0 1.0000000180025095e-35 1 2 3 4 1.0000000180025095e-35 5 1.5000000000000002 6 3.5000000000000004 7 8 9 10 11 12 13 14 15 16 17 1.0000000180025095e-35 5.5000000000000009 1.0000000180025095e-35 18 2.5000000000000004 31.500000000000004 19 20 6.5000000000000009 41.500000000000007 21 9.5000000000000018 22 3.5000000000000004 23 24 26.500000000000004
decision_type=9 2 1 1 1 1 2 9 2 9 2 1 1 1 9 1 1 1 1 1 9 1 2 2 2 1 2 2 1 1 2 2 1 2 1 2 1 1 2
left_child=1 2 4 6 13 7 19 22 14 12 25 27 18 15 17 -1 20 -7 -10 -3 21 -11 -2 -19 -6 -5 35 28 -8 -27 -18 34 -12 -16 -4 -9 -22 -20 -24
right_child=5 3 31 10 24 8 11 26 9 16 32 -13 -14 -15 33 -17 30 23 37 -21 36 -23 38 -25 -26 29 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.38361221858091332 0.024745355847713927 0.059489405454714143 0.8520899103522771 0.0087546250836135261 0.051411922388899738 0 0.057485838338668709 -0.042423283333169567 0.0782936514959756 0.0138891473248556 -0.0014545815690022617 0 -0.026722491066913913 0 -0.06884311077326763 0 -0.060206582550844302 -0.047743773687202118 -0.010019402883481958 0 -0.043036889949889467 -0.021051927102433986 0.09585259786181724 0.0085480247601456127 0.15233622936640501 -0.055419983362223181 0.0089712988578847328 0 0.22891475124094063 0 0 0 0.047393494591943058 0 0 0 0 0.013340849826676413 0
leaf_weight=138.91969290067209 91.817175994772697 62.809003137459513 31.122923132032156 9.6492692944884766 70.366453594295308 101.96084952840465 62.838572377921082 121.01891880980111 50.753181968233548 105.71717835197342 7.6904519047238864 7.510498759103938 50.48799008273636 1.1587677032221098 1813.2360037341714 3.0152344953676211 246.18105808104156 323.77885616384447 17.782109291991219 54.619437574263429 170.01132753616548 156.2518517569988 48.108803420851473 15.135513980349058 82.525496742862742 247.93048990122043 11.290816812106639 2.6151340573560438 61.532675739406841 2.0765803652757304 7.8473081760457708 0.032759483234257369 20.376736007892763 13.687377713620661 0.21666743967217073 10.384614147595128 20.66874002511031 32.336241250275634 0.61041942788869974
leaf_count=236536 217989 137460 19241 22645 151596 242849 102822 303644 116539 255363 18252 17455 125194 2784 4666566 7100 618732 816343 43304 120220 429869 388701 106294 36456 122305 624704 26251 5530 103286 4963 19725 78 48245 35226 127 24978 52007 77696 1457
internal_value=0 0.18142 0.392718 0.0419703 0.269594 -0.0469234 0.126956 0.0147421 -0.0527213 -0.0261683 -0.036459 0.178368 0.0222498 0.354912 -0.0623939 0.37862 -0.0372264 -0.0330757 0.0512605 0.0417233 -0.0225488 -0.00598602 0.0594909 -0.0427667 0.117173 -0.0496312 -0.0310638 0.188503 0.1908 -0.0521044 -0.0584905 0.849849 0.0429174 -0.0681139 0.850357 -0.0393152 -0.0380421 0.00107447 0.0943336
internal_weight=0 867.007 327.358 539.649 295.986 3409.07 251.925 283.231 3125.84 858.037 287.724 134.497 151.36 143.094 2267.8 141.935 706.677 440.875 100.872 117.428 452.649 261.969 140.536 338.914 152.892 259.656 142.694 126.986 124.371 250.007 254.028 31.3724 28.0672 1826.92 31.3396 131.404 190.68 50.1184 48.7192
internal_count=10350532 1745349 539767 1205582 520321 8605183 486773 680613 7924570 2127130 718809 229093 362733 246420 5797440 243636 1764397 1095648 237539 257680 1125940 644064 325740 852799 273901 652312 354873 211638 206108 629667 638457 19446 66497 4701792 19368 328622 481876 121000 107751
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=33856 1 2 15 1 8726699 6555649 1 2 1 21825673 2 2 518 2 391 17301694 94 1 928 1 648 1 1 784
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=23
split_feature=0 2 3 8 4 3 6 4 4 0 2 0 9 5 6 0 3 3 9 6 4 9 3 4 5 0 7 5 4 1 0 5 4 3 5 5 4 5 4
split_gain=2840.74 1294.42 821.674 783.741 130.137 114.02 98.9783 71.284 67.884 62.4505 46.1438 48.0954 43.7993 33.7909 32.0322 23.8811 14.6752 13.9026 13.1419 13.1274 12.9808 11.0667 10.107 9.32242 9.03912 8.82747 13.064 7.37151 7.3672 5.31416 4.90082 3.56377 3.13784 2.73724 2.68655 2.46804 2.071 1.74231 1.233
threshold=0 1 2 3 1.0000000180025095e-35 4 5 1.5000000000000002 1.5000000000000002 6 7 8 9 3.5000000000000004 10 11 12 13 14 15 43.500000000000007 16 17 3.5000000000000004 5.5000000000000009 18 19 8.5000000000000018 1.0000000180025095e-35 20 21 1.0000000180025095e-35 41.500000000000007 22 3.5000000000000004 9.5000000000000018 13.500000000000002 8.5000000000000018 26.500000000000004
decision_type=9 1 1 1 2 1 1 2 2 9 1 9 1 2 1 9 1 1 1 1 2 1 1 2 2 9 1 2 2 1 9 2 2 1 2 2 2 2 2
left_child=1 2 3 4 14 9 18 19 15 28 11 16 20 22 30 17 -10 -7 32 -4 -6 27 -3 34 -19 36 -27 -9 -2 31 -1 -24 -5 -15 -11 -17 -13 -12 -30
right_child=5 13 7 6 12 8 -8 21 10 23 37 25 -14 33 -16 35 -18 24 -20 -21 -22 -23 29 -25 -26 26 -28 -29 38 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.14014259183198788 0.023829519626623996 0.013374646109881219 0.058792996473817798 0.63699217733415314 0.31853925660512605 0 0.0033019050851769219 0.15590650309239129 -0.0070065223323506447 -0.038209779020759317 -0.055655423241536439 -0.046065688923949771 0 -0.0014314775249381708 0.0039742312382116587 -0.066657724035268803 0.061595091900969179 -0.045413090617603964 0 0 0 0 0 0.020589096996711111 0.0082364612710371862 0.0091429760829686846 -0.027810418658205785 0 0.0906923350027911 0.0050323967052071372 0 -0.0531655539690895 0 0.045018763823348455 0 0 0 0 0
leaf_weight=137.34927114084712 86.258656083402457 11.15357718852465 208.54270228996756 56.952554915769724 97.324971619556891 101.96084952840465 3.8794617569656102 129.37145683349809 29.883278702793177 133.37251175413257 285.46556937674177 121.95101861815783 3.9318861783831371 7.6792832188657485 26.733559892512858 1692.6945352162002 78.175027787103318 308.69506997326971 0.4872499902266999 35.416135129809845 0.79091493939631519 3.777800834941444 7.5485376534052184 8.9720465588907228 15.26533790072426 161.43212616236997 152.76726097936626 1.3413188857084595 44.977887324814219 2.3698666043055701 11.031754380470373 234.5740397585032 0.058885563688817366 21.364834113308465 11.390031783492303 13.687377713620661 4.7668899501149999 3.3469691713398779 0.47162207812652823
leaf_count=182044 198846 25924 329507 34309 107893 242849 8163 157657 68692 344461 755259 321827 9393 18252 61148 4666566 176087 816343 807 81886 1731 8498 16741 20360 36456 401132 383324 2688 88558 5270 20385 624704 104 48245 27259 35226 12417 8392 1129
internal_value=0 0.144999 0.215696 0.322572 0.214744 -0.0444472 0.611145 0.0925234 -0.0502712 0.0139613 -0.0244438 -0.00590666 0.30584 -0.0310783 0.123228 -0.0600327 0.0438298 -0.0309253 0.633534 0.050305 0.315955 0.149765 -0.0436707 -0.0257027 -0.040412 -0.0212285 -0.00856177 0.15377 0.0572083 -0.0473071 0.13875 -0.0511586 0.636493 0.0405513 -0.034801 -0.0659078 -0.0412469 -0.0548667 0.0895001
internal_weight=0 1001.68 716.99 338.541 277.162 3255.53 61.3782 378.449 2970.09 285.443 837.788 548.976 102.048 284.69 175.115 2132.3 108.058 425.921 57.4987 243.959 98.1159 134.491 255.646 153.735 323.96 440.917 314.199 130.713 131.708 244.492 148.381 242.123 57.0114 29.0441 144.763 1706.38 126.718 288.813 45.4495
internal_count=10350532 1745349 1006213 425977 382594 8605183 43383 580236 7924570 680613 2127130 1363479 119017 739136 263577 5797440 244779 1095648 35220 411393 109624 168843 672639 392080 852799 1118700 784456 160345 288533 646715 202429 641445 34413 66497 371720 4701792 334244 763651 89687
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=33856 2 15 1 1 2 329899 2 2361349 1 2 21825673 272 518 1 2 1 1 1069312 2 1 1088 648
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=22
split_feature=0 3 2 1 2 3 4 0 4 4 2 0 5 9 4 6 0 9 4 5 6 4 3 4 5 5 0 7 5 5 1 3 6 0 4 5 5 0 5
split_gain=2177.79 824.214 312.962 300.034 110.416 106.858 100.146 63.4804 61.4046 39.3135 38.1112 34.945 29.3027 21.5105 19.3667 19.0189 17.6157 14.9891 12.9008 12.4032 11.5407 11.0616 10.7971 10.7006 7.93834 7.4641 6.52266 10.0644 5.60084 4.98663 4.45347 4.24001 4.08571 3.27668 2.91025 2.81675 2.46721 2.43012 2.29087
threshold=0 1 2 3 4 5 1.5000000000000002 6 1.5000000000000002 1.0000000180025095e-35 7 8 1.0000000180025095e-35 9 1.5000000000000002 10 11 12 1.0000000180025095e-35 3.5000000000000004 13 32.500000000000007 14 16.500000000000004 6.5000000000000009 4.5000000000000009 15 16 2.5000000000000004 3.5000000000000004 17 18 19 20 2.5000000000000004 5.5000000000000009 9.5000000000000018 21 1.0000000180025095e-35
decision_type=9 1 1 1 1 1 2 9 2 2 1 9 2 1 2 1 9 1 2 2 1 2 1 2 2 2 9 1 2 2 1 1 1 9 2 2 2 9 2
left_child=1 3 6 4 9 7 12 18 16 20 11 22 31 21 35 23 25 24 33 30 -1 -11 -10 29 -8 -7 -13 -28 -6 -5 38 -3 -14 -2 -24 -9 -18 -16 -4
right_child=5 2 19 15 28 8 17 14 10 13 -12 26 32 -15 37 -17 36 -19 -20 -21 -22 -23 34 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.1293216908740496 0 0.081723434980309373 0 0.46233779031380245 -0.0012038655548932866 -0.032057517249703037 0.15385996761212409 -0.042296192122834697 -0.0067280288284280679 0.26689807636874774 -0.053547892104720766 -0.036896087621603117 0.020572951650850935 0 0.025925285271879057 0 -0.064930811253999368 0 0.074045525591235062 0.0077593062017181028 0.010668095073069685 0 0.005779012738731471 0 0 0.0092529699398462336 0.0081806472098392338 -0.025833393614182965 0.044432354454467637 0 0.0024611485130506018 0.013859759836656452 -0.0080148096741562824 0.026299334455434309 0.066678928714732674 0 0 -0.0037724416675865785 -0.053766281582799419
leaf_weight=138.70475580965285 64.562568353081588 156.28176908803289 6.567183454782934 42.853774624119978 37.801843864552211 243.62808192518423 188.09605454312987 209.02100421549403 29.674814114958281 107.60055955592543 262.57210643350845 140.57265325536719 88.538494594831718 2.6447752561361986 33.048141873674467 0.63574701751349394 1590.9544731497299 5.1599251070874734 65.932431292691035 25.668932977947406 20.593389590503648 0.89366515324218099 28.600128228456015 0.35210857976926391 3.7426519400032694 25.824126365565462 143.72912198270205 134.42396545773954 12.923005048476623 0.16316996063687739 2.2062853683019048 56.559391380724264 46.076866034010891 59.742913403199054 49.779789382097078 7.0391350765421512 13.439459435758179 12.994148527039213 188.31034074997297
leaf_count=164867 149452 167481 14398 6915 100209 660538 176958 579418 68692 85176 734328 383873 137713 6328 79347 1358 4657896 11696 132100 57263 45863 1771 61740 85 6607 63884 353598 346433 32141 168 4904 88504 105162 142580 104329 18701 34467 33807 529782
internal_value=0 0.117634 0.0525144 0.235018 0.174716 -0.0419795 0.0927376 0.00253383 -0.0495767 0.198139 -0.024368 -0.00718296 0.0516829 0.259116 -0.0272093 0.453588 -0.0597473 0.147426 0.0424235 -0.0418731 0.119689 0.26453 0.0350513 0.458385 0.151379 -0.0257077 -0.0206852 -0.00794087 0.0188981 0.461081 -0.0498296 0.0728011 0.00928799 0.0153211 0.0503319 -0.0402904 -0.0641539 0.0183303 -0.052005
internal_weight=0 1132.37 767.208 365.167 321.162 3115.54 544.455 452.34 2663.2 270.437 789.353 526.78 347.457 111.139 262.102 44.0048 1873.85 196.999 190.238 222.753 159.298 108.494 108.055 43.3691 191.839 269.452 418.726 278.153 50.7248 43.0169 197.084 212.841 134.615 124.305 78.3799 216.06 1604.39 46.0423 194.878
internal_count=10350532 1745349 1300468 444881 436355 8605183 694121 1135405 7469778 304005 2052993 1318665 498860 93275 711273 8526 5416785 195261 424132 606347 210730 86947 234761 7168 183565 724422 1083904 700031 132350 7083 549084 255985 242875 292032 166069 598119 4692363 113154 544180
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=33856 7 2 1 2 3 338059 2 2361349 1 2 21825665 1 2 272 1069824 2 1 312 2 8 11010100
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=24
split_feature=0 2 3 4 0 3 4 4 5 9 6 5 4 3 4 2 0 5 4 0 7 0 3 3 8 5 1 5 0 5 6 5 3 0 6 5 3 9 4
split_gain=1714.96 555.766 287.022 180.989 97.4805 76.3012 58.427 42.7867 28.315 26.911 25.5155 22.189 22.0229 21.5033 21.3632 21.9863 18.2337 16.736 16.628 15.9779 12.3633 10.7827 8.95423 7.32327 6.90053 5.49497 4.778 4.57127 4.17137 3.90339 3.50715 3.12325 3.04275 5.15929 3.33593 2.777 2.61506 2.22842 2.14755
threshold=0 1 2 1.5000000000000002 3 4 1.5000000000000002 1.5000000000000002 3.5000000000000004 5 6 1.0000000180025095e-35 2.5000000000000004 7 2.5000000000000004 8 9 1.0000000180025095e-35 32.500000000000007 10 11 12 13 14 15 5.5000000000000009 16 4.5000000000000009 17 9.5000000000000018 18 1.0000000180025095e-35 19 20 21 1.5000000000000002 22 23 13.500000000000002
decision_type=9 1 1 2 9 1 2 2 2 1 1 2 2 1 2 1 9 2 2 9 1 9 1 1 1 2 1 2 9 2 1 2 1 9 1 2 1 1 2
left_child=1 2 3 10 12 7 11 16 22 18 19 24 29 17 25 20 -6 -8 -5 27 -16 23 -3 -14 -4 -7 31 -1 -27 -2 -13 -24 33 -18 -34 -17 -10 -19 -23
right_child=4 8 6 9 5 14 13 -9 36 -11 -12 30 21 -15 15 35 32 37 -20 -21 -22 38 26 -25 -26 28 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.15630403010736754 -0.063362387399538131 0.012832418814588638 0.03730252822213808 0.3337238555288804 -0.029026541793482682 -0.044866440863096844 0.19190088640966324 0.067077742946054203 -0.0015321522968844302 0 0.014336210636933217 0.018730139983443712 0.025036206281673676 0.043945285964397611 0.037192959239134897 -0.050368734290392014 0 0.053610186051414689 0 0 -0.010047013132467822 -0.046533428021310774 0 -0.014238470056581472 0.095618214997059248 0.016003064130989567 0.0048766211918482563 0 -0.020020360205568806 0 -0.0075678775895968407 -0.048967019104100333 -0.010215223001113868 0.038162552163988533 0.019063664390550884 -0.00016206437429114762 0.041965876757909609 0 0
leaf_weight=254.89073702384485 1289.903498169122 11.399209378403611 166.54054602957331 90.037347601144575 120.56522180323373 715.01670946273953 70.631628252303926 86.687383869313635 7.7279890650825109 2.3193024875072288 27.710769064258784 90.375697578652762 31.968680369318463 111.3448178897961 79.308461150008952 56.600204881338868 61.572104180057067 42.869247576221824 0.94097004694049147 14.217291427310554 77.798148677218705 113.94034102963633 7.5473579409881486 98.713348620891338 60.339619985315949 19.474498440424213 2.4178693227004251 0.82310384610900555 26.255256160657154 11.546118769823805 45.709368920855923 212.83772336284164 79.115434912790079 54.796046022587689 30.461336075211875 27.083166868367698 22.683592091052564 3.3066569603979579 8.5372560153482464
leaf_count=184719 3984440 25924 224525 43611 353268 2099944 38201 188464 18252 5423 53823 137713 79066 109768 175230 166868 132026 39630 1790 21828 189371 325555 16741 262919 31460 49786 5270 898 75358 29759 105162 624704 204949 111289 74672 78621 48245 7662 23598
internal_value=0 0.0982404 0.132872 0.198601 -0.0395598 -0.0194799 0.0769891 0.0142899 -0.0263769 0.323876 0.138419 0.0456816 -0.0569498 0.117519 -0.0343624 -0.00623634 -0.00203225 0.149145 0.33035 0.147449 0.0143365 -0.0241041 -0.039093 0 0.0633353 -0.0427456 -0.0429524 0.150305 -0.000986137 -0.0628543 0.0083192 -0.0469122 0.0135197 0.0227509 0 -0.0410895 0.0373678 0.0495657 -0.0409415
internal_weight=0 1246.67 982.057 390.94 2989.34 1434.73 591.118 433.198 264.614 93.2976 297.642 362.965 1554.61 228.152 1001.54 240.79 346.51 116.808 90.9783 269.931 157.107 253.16 234.202 130.682 226.88 760.746 222.803 255.714 45.7298 1301.45 136.085 220.385 225.945 116.368 109.577 83.6834 30.4116 46.1759 122.478
internal_count=10350532 1745349 1006213 312092 8605183 3899846 694121 1064668 739136 50824 261268 498860 4705337 195261 2835178 610090 876204 85493 45401 207445 364601 691138 672639 341985 255985 2225088 646715 185617 125144 4014199 242875 641445 522936 243315 279621 245489 66497 47292 349153
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=33856 2 7 9466660 7 1 2 56 2 23068688 1088 2 8389152 1 31 1 1 788624 2 1 524296 2 648 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=26
split_feature=0 2 1 3 3 4 4 0 3 0 7 9 5 0 6 5 4 4 3 6 0 4 5 1 3 0 0 3 5 8 0 11 8 4 3 5 4 0 5
split_gain=1366.34 388.548 154.693 90.962 79.1611 74.8797 53.8538 46.011 39.2963 34.2939 26.9559 26.101 25.3293 17.9129 16.2947 15.9533 14.9161 9.88344 9.54238 9.34138 9.1515 8.55306 6.17248 3.98135 3.92165 3.91606 2.61651 2.6002 2.56274 2.33255 2.32482 2.27582 2.39012 2.23212 2.07719 1.99694 1.99015 1.90514 1.60007
threshold=0 1 2 3 4 3.5000000000000004 1.5000000000000002 5 6 7 8 9 3.5000000000000004 10 11 2.5000000000000004 1.5000000000000002 2.5000000000000004 12 13 14 1.0000000180025095e-35 4.5000000000000009 15 16 17 18 19 5.5000000000000009 20 21 22 23 43.500000000000007 24 9.5000000000000018 1.0000000180025095e-35 25 1.0000000180025095e-35
decision_type=9 1 1 1 1 2 2 9 1 9 1 1 2 9 1 2 2 2 1 1 9 2 2 1 1 9 9 1 2 1 9 1 1 2 1 2 2 9 2
left_child=1 2 5 7 15 8 13 21 14 10 17 33 18 22 20 36 28 30 -3 -10 -1 26 -5 38 -12 -19 -2 -14 -9 -26 -8 32 -11 -7 -6 -15 -4 -18 -20
right_child=3 12 4 6 34 11 9 16 19 31 24 -13 27 35 -16 -17 37 25 23 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.09601251589566262 0 0.0055913255777038815 0.099748933656542332 -0.027555706043975184 0.026186429636666137 0.16522438915380161 0.0086795764806599472 -0.03768436511311167 0.037350196382517124 -0.05084130982104626 0.0050692644030153741 -0.0019175263778794093 0 -0.060520293926011319 0.012895582726534122 0 0.022701928015582878 0.04597357234055606 0 -0.0055303725728714876 0 0.061005844786370646 0.0094536096059393178 0.0023110669861262502 -0.034060553112168927 0 0.022841875536191408 0.042065376927284688 0 0 -0.015381046580717326 0 -0.012844910455331935 0 -0.0028639758673817644 0 0.27278711012912632 -0.0025274163154227138 -0.049082390514550205
leaf_weight=402.52602881050552 64.664039437077008 32.910627198667498 60.271399961871793 226.64095506674494 38.317956116545247 121.49273605304188 36.356686710962094 191.35129684771528 263.94636596791679 254.61762024110067 19.952416329469997 5.6817699501698362 13.657245235634035 1410.1626459607796 46.151577956276014 4.8617122726864173 32.521508148784051 88.762617661792319 7.0404925997136152 38.784883520624135 14.603115648671517 73.696566094906302 25.721835933771217 2.2534891060495275 145.83584210739355 38.624746145913377 62.548126510781003 17.713753190182619 6.7314370144158593 40.629879817191977 35.618067027127836 24.942043362127151 68.64666286460124 3.1182472850778131 9.3802699428633769 13.373169893806333 87.218164290883578 15.39407146675512 181.99208310447284
leaf_count=336529 149452 87107 8079 660538 15674 88381 85575 579418 325494 761884 48481 13321 30508 4657896 87376 4565 72838 201332 15540 83413 22071 132100 63884 4956 393726 90421 142580 35989 18701 106151 99859 70636 194928 5053 5179 34467 11078 40316 565036
internal_value=0 0.0831895 0.109166 -0.0372253 0.188664 0.0855626 -0.0448074 0.00367788 0.0679729 -0.0209532 0 0.155028 -0.0240427 -0.055069 0.0864502 0.215712 -0.0231068 0.0242201 -0.036693 0.0300485 0.0944396 0.0361103 -0.021361 -0.0433874 -0.0238971 0.0384753 0.0131872 0.0352188 -0.0355786 -0.027614 -0.00196462 -0.0420718 -0.0453979 0.163108 0.0183521 -0.0597163 0.232578 0.0154831 -0.0475247
internal_weight=0 1351.92 1096.35 2876.79 200.05 896.305 2429.89 446.907 766.012 753.987 405.78 130.293 255.568 1675.9 463.281 152.351 245.998 199.362 224.197 302.731 417.129 200.909 252.363 191.286 206.418 127.387 127.212 31.371 198.083 186.466 71.9748 348.206 323.264 124.611 47.6982 1423.54 147.49 47.9156 189.033
internal_count=10350532 1745349 1006213 8605183 44575 961638 7469778 1135405 854883 2052993 1025545 106755 739136 5416785 445976 23722 711273 477187 672639 408907 358600 424132 724422 585532 548358 291753 292032 66497 598119 499877 185434 1027448 956812 93434 20853 4692363 19157 113154 580576
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=33856 2 1 3 30 338059 279 23333561 2 1 21825665 2 5 2 1088 1 12 2361889 8 680 1 2361480 1 1 96 10485812
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=25
split_feature=0 2 3 0 1 3 5 4 7 5 3 4 4 2 4 4 0 7 0 0 5 3 9 4 6 5 6 0 3 5 3 9 4 3 5 0 3 4 0
split_gain=1093.34 278.49 120.347 86.3432 70.0808 60.3276 30.3011 29.8113 28.3813 23.7759 19.789 19.3902 16.9274 21.074 15.226 13.7955 13.7587 13.4736 9.04123 7.74252 7.07506 6.20996 5.52788 5.37268 4.81183 4.52088 4.43876 4.24837 4.13844 3.35345 3.20589 2.73246 2.68208 2.32023 2.30137 2.13902 2.10389 1.51906 1.47833
threshold=0 1 2 3 4 5 1.0000000180025095e-35 1.5000000000000002 6 2.5000000000000004 7 2.5000000000000004 1.5000000000000002 8 1.5000000000000002 1.5000000000000002 9 10 11 12 1.0000000180025095e-35 13 14 16.500000000000004 15 5.5000000000000009 16 17 18 9.5000000000000018 19 20 1.5000000000000002 21 2.5000000000000004 22 23 29.500000000000004 24
decision_type=9 1 1 9 1 1 2 2 1 2 1 2 2 1 2 2 9 1 9 9 2 1 1 2 1 2 1 9 1 2 1 1 2 1 2 9 1 2 9
left_child=1 2 4 11 19 7 10 16 31 20 14 29 25 17 -4 28 -5 27 21 22 -3 -13 26 24 -6 -7 -1 -14 -11 -2 -19 -8 -10 -34 38 -27 -20 -9 -18
right_child=3 9 6 5 23 12 8 37 32 15 -12 18 13 -15 -16 -17 34 30 36 -21 -22 -23 -24 -25 -26 35 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.1070671930327572 -0.058885580719499835 0.0067697351501634449 0.053696361113232886 -0.025196360939035885 0.21157157930493989 -0.042732256602862458 0.053783731836809193 0.05707448839750319 -0.018591184789925535 0.017353859658128207 0.02454593036390278 0.023196101862795679 0.037194792684896887 -0.042158138612383905 0.12812448576383215 0.057805804188018339 -0.0019238052871544224 0.0043730649024526459 0 0 -0.047151206442112591 -0.012918316167765559 0 0 0 0.01317692777229839 0.022104207264879584 0 -0.018174266538942753 0 -0.023075702271953949 0 0.01593862056913983 -0.0090502838606517956 0.028178290757391346 -0.013750073780948014 -0.041594328068778823 0 0.012468804119522387
leaf_weight=369.51173167751404 1146.3967889872438 9.3328474153822736 170.06153245741734 112.35099841639749 100.68766797578428 551.18573497005855 135.06948613526765 93.476684258406749 69.428821732610231 6.0123686505539808 142.10408712329809 33.042846624855883 68.58081109073828 106.51995838899165 98.632267503824551 18.15574179214309 108.81455164778163 29.929613032581983 9.2651719154964649 15.302160799474221 155.34082601475529 96.612069428694667 3.7764915443840428 0.62267218035412852 0.55505192873533715 11.242837712925391 33.858985461585689 58.255253090988845 58.96417483521509 11.508476457122013 84.755734092352213 3.6324214514461337 36.70873274441692 22.644491344282869 48.779278335889103 26.077138205902884 103.76458831620403 1.8318312692572352 71.111957834713394
leaf_count=216883 3984440 20327 141447 353268 6997 1817736 174367 184338 119967 14010 156231 79066 148319 332030 38201 46847 256306 73734 24786 23217 491144 262919 7920 103 987 25665 55985 133015 166808 29759 223329 7960 32527 23421 111451 81350 324367 4126 155179
internal_value=0 0.0710105 0.0910464 -0.0349186 0.12778 -0.0159544 0.0554312 0.0135283 0.0242763 -0.0219189 0.0732613 -0.0523405 -0.02999 -0.0103637 0.0891612 0.0157654 -0.000592045 0.00566254 -0.0211862 0.0978607 -0.0419819 0 0.0993148 0.208783 0.210254 -0.0405311 0.102651 0.026209 -0.00737139 -0.0583583 -0.0157101 0.0516569 -0.0075123 0.00398062 0.0123518 0 -0.0372912 0.0555756 0.00380678
internal_weight=0 1450.4 1202.6 2773.5 524.315 1372.91 678.282 436.365 267.484 247.806 410.798 1400.59 936.547 348.041 268.694 83.1323 341.057 241.521 242.685 422.449 164.674 129.655 407.147 101.865 101.243 588.506 403.371 126.836 64.9765 1157.91 114.685 138.702 128.782 59.3532 228.706 37.32 113.03 95.3085 179.927
internal_count=10350532 1745349 1006213 8605183 312092 3899846 694121 1064668 358242 739136 335879 4705337 2835178 910427 179648 227665 876204 578397 691138 304005 511471 341985 280788 8087 7984 1924751 272868 281334 180818 4014199 297063 182327 175915 55948 522936 107015 349153 188464 411485
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=33856 2 7 9466660 1 7 2 56 2 23068688 2 8389152 1088 31 1 2 2 264203 257 72 1 120 788608 515 10
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=24
split_feature=0 2 4 0 3 3 8 3 7 5 9 4 7 0 4 0 4 3 0 5 0 4 5 5 5 6 3 6 2 5 7 3 4 8 5 4 0 0 5
split_gain=883.248 195.631 112.057 64.4967 64.3481 44.6651 44.3234 32.5587 31.009 25.9818 25.6449 21.8484 14.6186 18.2576 13.9073 13.4875 12.7376 11.9043 11.8549 10.1428 8.89136 6.85174 6.13645 5.68512 5.48837 4.49484 4.46897 4.4238 4.23802 3.8822 4.13393 3.57318 3.56231 2.85509 2.41781 2.41086 2.26805 2.19416 2.17406
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 2.5000000000000004 8 1.5000000000000002 9 10 2.5000000000000004 11 1.5000000000000002 12 13 2.5000000000000004 14 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 6.5000000000000009 15 16 17 18 1.0000000180025095e-35 19 20 3.5000000000000004 21 1.5000000000000002 43.500000000000007 22 23 9.5000000000000018
decision_type=9 1 2 9 1 1 1 1 1 2 1 2 1 9 2 9 2 1 9 2 9 2 2 2 2 1 1 1 1 2 1 1 2 1 2 2 9 9 2
left_child=1 2 6 14 32 11 7 15 19 23 35 18 13 28 38 27 26 22 34 25 31 -15 -10 -3 -14 -8 -11 -1 36 -9 -31 -16 -4 -23 37 -6 -7 -5 -2
right_child=3 9 4 5 10 12 8 29 17 16 -12 -13 24 21 20 -17 -18 -19 -20 -21 -22 33 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.070062430126384703 -0.057447285885305933 0.00093553244187498266 0 -0.011778718998890179 0.15966714880813854 0.032702547620259752 0.1296551030515892 0.019057733109434288 0.061265739159902299 0.020147749274203684 -0.0020319816432066238 0.042311979869848984 -0.045058795765432785 -0.037570912650478766 -0.01007733050277744 0.0084559188801555472 0.057785092166766985 -0.0056218583758801816 -0.025408472106363423 0.0063089336358980218 -0.035508941447448344 -0.014460748936999265 0 -0.045852766981313867 0 0 -0.016717394193828186 0.0083339250034439767 -0.0044132585600343398 0.012529223703353019 -0.017099278633607589 0.018400132952492095 0.035601798807560502 0.0095649548668721562 0.019873294492563282 0 0 0.009709522810757789 0
leaf_weight=326.54477020245395 1003.3704522076296 14.576377577031961 29.350155168125639 50.654895630606916 228.14880450424971 51.917787872254848 127.90313476958545 215.89969808686874 82.12577171830344 6.6067748287168797 5.7225959832430808 102.76789470924996 455.71426533223712 210.17843751094188 53.391438706807094 90.861085494689178 20.062594649993116 38.309255391621264 126.18619809480151 16.075852985697566 108.80487505937344 97.383549455844332 9.5333298759360314 152.74844874825794 15.097188367013585 1.6695582406537131 58.434393658390036 32.749243952479446 39.033968768024351 65.04492385147023 60.424359513301169 38.533349882083712 62.848070993379224 40.262794015987311 84.255016306822654 2.0911286513437508 26.426018696103711 59.330094002914848 11.337697048031258
leaf_count=202289 3705171 34004 29360 114712 89780 129777 52122 259003 13887 15267 12624 200013 1483788 753734 144183 141937 49081 44173 408827 25350 349153 266333 10156 504606 43331 3270 168197 58381 120822 110203 116979 91683 56460 100016 189523 3288 73873 145858 29318
internal_value=0 0.058162 0.0729763 -0.0346311 0.123974 -0.0183458 0.0540592 0.0387582 0.0889011 -0.0196563 0.148339 0.00769096 -0.0302577 -0.01542 -0.0514391 0.0555128 0.0189944 0.0367141 -0.00500894 0.119538 -0.020717 -0.0262844 0.0502308 -0.0407339 -0.0431219 0.127878 -0.00427757 0.0646224 0.0143457 0.0113563 -0.000356033 0.00154548 0.0239538 -0.0051895 0.00925236 0.158733 0.0264193 0 -0.0569523
internal_weight=0 1647.73 1395.3 2574.65 328.161 1359.21 1067.14 791.524 275.617 252.429 235.963 423.194 936.014 465.203 1215.44 450.155 85.1038 129.968 320.426 145.649 200.73 347.825 91.6591 167.325 470.811 129.573 65.0412 359.294 117.378 341.369 125.469 91.9248 92.1982 137.646 194.24 230.24 78.3438 109.985 1014.71
internal_count=10350532 2000417 1229262 8350115 191512 4030607 1037750 888792 148958 771155 105692 1058933 2971674 1444555 4319508 402607 232545 68216 858920 80742 585019 1120083 24043 538610 1527119 55392 183464 260670 324472 486185 227182 235866 85820 366349 450093 93068 203650 260570 3734489
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=296001 2 1078052 960 7 1 263 2 1 2 2176 64 31 592010 544 2 769 2 2 2 928 1 2048 136
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=25
split_feature=0 2 4 0 3 3 3 3 0 6 4 5 0 4 7 0 0 7 5 5 8 4 4 8 5 2 3 9 4 0 3 3 5 5 1 10 0 4 5
split_gain=717.199 145.537 71.4589 58.8441 44.8491 38.4553 31.5554 24.1719 18.1544 18.8397 17.907 15.5438 13.5941 12.6644 11.6403 10.3138 8.01676 7.92264 7.89486 5.86368 5.75655 4.89162 4.80661 5.98792 4.46668 3.71807 3.20053 3.03974 3.0327 2.27359 2.13204 2.10177 2.05856 1.92977 1.8231 1.7123 1.70619 1.57005 1.37643
threshold=0 1 1.5000000000000002 2 3 4 5 6 7 8 1.5000000000000002 1.0000000180025095e-35 9 2.5000000000000004 10 11 12 13 2.5000000000000004 2.5000000000000004 14 1.5000000000000002 1.5000000000000002 15 3.5000000000000004 16 17 18 4.5000000000000009 19 20 21 2.5000000000000004 9.5000000000000018 22 23 24 11.500000000000002 9.5000000000000018
decision_type=9 1 2 9 1 1 1 1 9 1 2 2 9 2 1 9 9 1 2 2 1 2 2 1 2 1 1 1 2 9 1 1 2 2 1 1 9 2 2
left_child=1 2 6 13 11 10 17 19 9 20 15 -4 14 33 25 32 26 -1 34 -3 -8 -20 -14 -24 28 31 -15 36 -16 -12 -18 -7 -5 -2 -9 -10 -13 38 -32
right_child=3 7 4 5 -6 12 8 18 35 -11 29 27 22 16 24 -17 30 -19 21 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.020793996766785269 -0.055006691872489057 0 0.13699385978030984 0 0.037404142523760765 0 0.048858465169803134 -0.048468286476437666 0.013522291977530654 0 0.04307518815445812 0.062399703044509716 -0.044327694024964108 -0.0095588587694373263 -0.0370907093098111 -0.023959628776432942 0.00011147863608429589 -0.013409942129887557 -0.017581516139938632 0.054990005836637192 0.08863696142098379 0.022487230645015583 -0.028104033146015152 0.0010700490717264568 0.0028373819209155621 -0.0042403229901239285 0.017331175710763015 0 0 0 -0.046126313374755028 0.02993321301573526 0.021940642411723998 0 0 -0.0049090813605166912 0 0 0
leaf_weight=111.46184599897242 947.38265706045786 33.89137394039426 225.47599873310537 146.38766369450605 207.0862168422027 23.987389104615431 409.52167360758176 125.1734052990214 79.742573051771615 51.237848493474303 77.389005596196512 84.794904422073159 400.90037071838742 52.856492430728395 93.940925900416914 123.02230179213802 8.9421834149106854 93.448270443273941 52.483165970596019 16.449749818595592 164.90032096006325 16.529502553137718 181.32859277582611 73.860207713878481 24.446564293670235 38.909400530450512 39.248310349998064 4.4076340055617029 15.186102940002455 29.815513787383679 85.037359545298386 56.184514197666431 49.527687237045029 11.337697048031258 1.4318945052509651 32.530206757131964 22.57492050374276 10.405537671613272 0.62633762558107164
leaf_count=173967 3705171 99506 58865 341885 169775 62653 280743 435788 133586 103075 139358 41963 1496162 144183 301516 408827 24786 156556 155021 38062 32931 39462 537613 196916 71398 120973 91683 10100 43133 60655 288677 141310 108208 29318 3316 51654 16047 33654 2036
internal_value=0 0.0504716 0.0624167 -0.0324617 0.0918012 -0.0169005 0.0428357 -0.0177714 0.0519149 0.0587735 0.00700892 0.114467 -0.0282515 -0.0490161 -0.00538017 -0.0046036 -0.0194546 0.00402647 -0.0329691 0.0283805 0.0646067 -0.00104895 -0.0358128 -0.0193838 -0.0242199 0.0140004 0.00140695 0.0556109 -0.0317423 0.0377066 -0.0338203 0.0243202 0.00847586 -0.0545117 -0.0470243 0.00632508 0.0584216 -0.0382877 -0.0446891
internal_weight=0 1733.14 1487.18 2490.72 544.34 1334.89 942.843 245.959 737.933 625.66 426.142 337.253 908.744 1155.84 252.655 318.938 197.116 204.91 195.618 50.3411 574.422 69.0127 656.089 255.189 133.574 119.081 92.1048 111.777 109.127 107.205 105.011 80.1719 195.915 958.72 126.605 112.273 107.37 96.0692 85.6637
internal_count=10350532 2000417 1229262 8350115 296750 4030607 932512 771155 601989 416749 1058933 126975 2971674 4319508 740983 858920 585019 330523 633587 137568 313674 194483 2230691 734529 416047 324936 235866 68110 344649 200013 349153 203963 450093 3734489 439104 185240 58010 324367 290713
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=296001 2 1078052 47 7 736 261 64 2 16779392 2 592010 544 2 1 1 2 928 1 10487946 515 272 1 1 262208
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=22
split_feature=0 3 2 0 4 7 4 3 9 2 5 7 0 0 5 4 8 4 4 4 8 4 3 3 11 5 0 0 10 5 4 10 4 7 5 4 3 5 5
split_gain=584.673 119.64 71.3965 53.9256 51.1919 41.0627 33.0825 26.5526 22.2732 17.506 17.4078 24.1639 12.3911 12.2944 11.3599 11.3289 9.16406 9.00331 6.55937 6.32764 5.51624 5.38861 5.36922 4.74033 4.73566 4.53219 4.49754 4.1665 3.65878 3.50092 3.35292 3.15346 3.10529 3.10463 2.94165 2.26424 2.18303 2.04039 1.86787
threshold=0 1 2 3 1.0000000180025095e-35 4 2.5000000000000004 5 6 7 1.0000000180025095e-35 8 9 10 2.5000000000000004 3.5000000000000004 11 22.500000000000004 2.5000000000000004 4.5000000000000009 12 1.5000000000000002 13 14 15 2.5000000000000004 16 17 18 1.5000000000000002 9.5000000000000018 19 11.500000000000002 20 5.5000000000000009 5.5000000000000009 21 7.5000000000000009 1.0000000180025095e-35
decision_type=9 1 1 9 2 1 2 1 1 1 2 1 9 9 2 2 1 2 2 2 1 2 1 1 1 2 9 9 1 2 2 1 2 1 2 2 1 2 2
left_child=1 4 10 23 26 6 13 12 17 19 15 36 -7 22 38 16 -3 18 -6 -8 -9 -16 29 -2 32 35 33 -11 -18 -5 -13 -17 -25 -1 -15 -14 37 -12 -4
right_child=3 2 14 5 8 7 9 20 -10 27 11 30 25 34 21 31 28 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.05796752504322561 -0.0029766395897037057 0.016461806095440675 0 0 0.071651920061708563 0.037538266802174668 0.010289975022028648 -0.047003657193395387 -0.0062656691675489181 -0.024436706605018857 0.04633888527186656 -0.019707309096805625 -0.028411585298770217 -0.026683604784406897 -0.014350629386093348 0 -0.0029764123820297142 0 0.13528425704516256 0.059958386707209987 -0.016895712048474228 0.027772722223892755 -0.010145684493787034 -0.067092658826262988 -0.006855962353861102 0.010179201594808446 0.0012933344254117852 0.0087112433742490818 0.054048684825053685 0.031717741517586995 0.011380788946172282 0.075930458687167413 0 0.02314006357064826 0 0.0030542771041353668 0.0035806081490619653 0 -0.049750667300502968
leaf_weight=176.40700500781531 40.381319923180854 281.38634668005398 9.3081224364577775 57.406550610205159 235.08339721374796 33.420596772397403 76.957078428153181 669.68304153946519 10.535267454397397 39.386403907265048 116.13297205025447 142.91314701145166 77.51426490562153 473.11970770789776 52.874346009513829 7.8291358499263879 6.3060080393624958 4.7996902637241865 149.41772976124776 75.004720368422568 154.04863363881304 17.734708935458912 101.302325483819 440.68559409165755 33.333021083148196 23.539018849347485 53.744285372056765 28.979764588031685 121.62810520111816 48.939792018529261 9.4870110183546768 93.769101228943327 6.9959446003194889 147.18455391799216 34.724362723165541 2.0208018255361813 58.405032192589715 2.6467214377771588 109.24697228637524
leaf_count=124300 147180 304767 23628 138390 105880 65475 169257 2410295 30680 126453 143760 216251 205016 1780476 157715 2032 1120 7112 52212 164953 520838 41211 315073 1788312 126570 54975 89878 79612 43752 114005 8336 34848 21032 116821 126516 3554 75247 4817 408183
internal_value=0 0.0441758 0.019977 -0.0302835 0.0733223 -0.0213151 -0.00581272 -0.035702 0.0996444 0.0253965 0.0327295 0.0119607 0.00365006 -0.0164609 -0.0311292 0.044166 0.031239 0.103469 0.105105 0.0422973 -0.0420238 0 0.00293554 -0.0585199 -0.0620205 -0.0126638 0.0412097 -0.010563 0.0525406 0.0168135 -0.0145738 0.0749728 -0.0661097 0.0450092 -0.0242742 -0.0242557 0.0350371 0.0416099 -0.0468434
internal_weight=0 1806.84 1029.67 2417.44 777.172 1896.05 935.821 960.226 399.836 220.328 840.504 329.585 136.495 715.493 189.164 510.919 409.32 389.301 384.501 151.962 823.732 70.6091 207.649 521.396 481.015 103.074 377.336 68.3662 127.934 106.346 152.4 101.598 447.682 323.592 507.844 79.5351 177.185 118.78 118.555
internal_count=10350532 1992550 1465667 8357982 526883 6274888 3014735 3260153 195884 540275 834930 448411 329020 2474460 630737 386519 349639 165204 158092 334210 2931133 198926 567468 2083094 1935914 263545 330999 206065 44872 252395 224587 36880 1809344 241121 1906992 208570 223824 148577 431811
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=296000 7 2 1077764 2 1 1 2 2 12585091 67721 1 1 527 3 1 32832 4784402 8 8 2 456
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=27
split_feature=0 2 3 3 1 5 4 4 2 0 0 3 4 6 0 3 4 4 8 3 9 4 3 5 1 7 4 7 9 0 4 4 7 3 0 3 0 11 4
split_gain=489.312 128.797 55.4733 44.3506 41.4346 32.6785 23.219 22.2935 17.1826 13.3242 12.584 9.28744 9.17489 8.19654 7.64868 9.83757 6.40882 6.03222 5.44438 5.28164 4.60927 4.55461 4.33651 4.11244 3.83252 3.73971 3.56283 3.51463 3.42708 3.48745 3.16524 3.38851 2.91394 2.84423 2.83278 2.23611 2.19199 1.58053 1.51109
threshold=0 1 2 3 4 2.5000000000000004 1.5000000000000002 3.5000000000000004 5 6 7 8 2.5000000000000004 9 10 11 1.0000000180025095e-35 1.5000000000000002 12 13 14 2.5000000000000004 15 2.5000000000000004 16 17 5.5000000000000009 18 19 20 16.500000000000004 1.0000000180025095e-35 21 22 23 24 25 26 32.500000000000007
decision_type=9 1 1 1 1 2 2 2 1 9 9 1 2 1 9 1 2 2 1 1 1 2 1 2 1 1 2 1 1 9 2 2 1 1 9 1 9 1 2
left_child=1 2 4 9 12 19 36 10 14 23 13 16 34 18 -8 21 -7 -11 -4 -3 38 -16 -9 26 -21 -17 -2 35 29 -24 31 -6 -13 -29 -1 -12 -5 -10 -14
right_child=3 5 7 6 30 11 8 22 37 17 27 32 20 -15 15 25 -18 -19 -20 24 -22 -23 28 -25 -26 -27 -28 33 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0024110240194173769 0 0.017848867658480577 -0.065964450030735575 0.044336677655098772 0 -0.031891294960007581 0 -0.046903783723439167 -0.026206667868555612 0.019094266531770956 0.0078658168157714099 0.080889909610400781 -0.0050038286092651861 -0.0011304878812740881 0 0.062556998527080368 0.0064882845902999517 0.045003288430888994 -0.052081599586641075 0 0.032988753332117031 -0.0027600442402981196 0.037968342656634152 0 -0.023561392813666135 0.03164871731837704 0.0025771414442524909 0 0.062738636108310541 0 0.13164738377570387 -0.019347811672011925 -0.02208842420169577 0.038815747882701937 -0.001301957675808086 -0.039472166282529919 0 0
leaf_weight=16.443265574867837 113.40211090500816 34.655583204323193 343.83517213663436 274.19761286460562 63.197947209031554 21.439666360121919 53.946357299719239 27.07151647072169 158.25350582964893 156.94863593140326 48.98493044130737 43.224830760125769 121.17429673334118 54.18410044698976 33.708315742347622 120.82389321411029 24.127757901354926 47.9215476110694 167.72660669137258 172.32731192218489 2.1015465148957437 75.998850208474323 5.2465171695512254 44.637684679677477 3.0047801686159792 99.474566581542604 6.4575143875263157 42.843677683064016 4.4377502252464174 184.91300353378756 0.905482275004032 101.43237348113325 41.895419222128112 69.063868374301819 506.71682054302073 73.43718825202086 853.45806892959808 6.8604735427943515 1.3827152830199327
leaf_count=23845 188563 46804 340537 154094 4893 24325 25852 24715 78754 71129 55324 35015 38235 83912 29730 179737 27608 79915 63553 97688 4924 109894 6289 77520 1378 48567 10290 35949 9205 110529 154 5801 36534 65826 374127 70913 459410 3987 2194
internal_value=0 0.0344151 0.045003 -0.0330616 0.0646839 -0.0199069 -0.0399119 0.0267831 -0.0205937 -0.000370735 0.0174749 0.0157212 0.0490625 0.0250099 -0.00678588 0 0.039048 -0.0167179 0.0293058 -0.0425238 0.0774599 0.0208724 0.0541636 0.0178093 -0.0475457 -0.0112859 0.00339042 -0.00125447 0.0577237 0.0621633 0.110685 0.111672 -0.00411641 -0.0133576 0.0379197 0.00821017 -0.0486264 -0.0451841 0.0799051
internal_weight=0 2175.77 1835.1 2046.09 813.354 340.675 1676.72 1021.74 549.066 369.367 800.076 130.688 647.819 565.746 383.952 330.006 45.5674 204.87 511.562 209.988 124.659 109.707 221.669 164.497 175.332 220.298 119.86 234.33 194.597 190.16 165.536 164.63 85.1202 111.908 523.16 122.422 1127.66 165.114 122.557
internal_count=3107719 1590277 1320925 1517442 454173 269352 1090025 866752 476521 427417 716014 123482 443325 488002 393780 367928 51933 151044 404090 145870 45353 139624 150738 276373 99066 228304 198853 228012 126023 116818 10848 10694 71549 101775 397972 126237 613504 82741 40429
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=298177 2 7 3 1 2 73774 64 277 2 1134592 76 1 5 1 768 1 2 2 1 128 2 56 32769 704 1065476 1
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=28
split_feature=0 2 3 3 1 5 0 4 4 0 2 3 6 4 7 4 0 3 4 0 8 10 9 0 9 1 5 0 7 5 3 3 7 4 0 3 3 4 5
split_gain=406.051 101.108 41.7472 41.1039 30.6782 28.7617 19.9798 17.8674 17.1278 10.4861 9.34578 8.17385 6.79338 6.59167 6.14606 5.57906 5.32342 4.75846 4.69423 4.66588 4.05166 3.8712 3.80185 3.65455 3.89366 3.64838 3.37595 3.28626 3.21058 2.80482 3.5983 2.67772 2.65292 2.5548 2.54886 2.35919 2.05609 1.66377 1.31605
threshold=0 1 2 3 4 2.5000000000000004 5 2.5000000000000004 3.5000000000000004 6 7 8 9 2.5000000000000004 10 1.0000000180025095e-35 11 12 1.5000000000000002 13 14 15 16 17 18 19 9.5000000000000018 20 21 2.5000000000000004 22 23 24 16.500000000000004 25 26 27 8.5000000000000018 6.5000000000000009
decision_type=9 1 1 1 1 2 9 2 2 9 1 1 1 2 1 2 9 1 2 9 1 1 1 9 1 1 2 9 1 2 1 1 1 2 9 1 1 2 2
left_child=1 2 4 6 13 17 14 26 9 12 19 15 20 21 16 -7 -2 -3 38 37 -4 34 -15 24 35 -19 -5 -12 36 -16 -31 -30 -13 -6 -1 -10 -11 -9 -8
right_child=3 5 8 7 33 11 18 10 23 28 27 32 -14 22 29 -17 -18 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 31 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.023230042781067901 0 0.01592934925931809 -0.050657568086114262 0.095121016079569368 0 -0.039400675712765183 0 0 0.017903641325140104 0 0.0072617740840745324 -0.0047861758948316334 0.068664764538643328 -0.015603231100898085 0.057526496265901443 -0.0025128554566948456 -0.049820626049323004 -0.0053692221552364069 -0.020383351044215372 0.039578995690219367 0.0063059207834116424 0 0 0 7.4103001170081141e-05 0 -0.042930502238191691 0.0022827620145231919 0.022106071891100865 -0.009124533045897663 -0.021603697263787216 -0.018642120262945587 0 0.038862618228693531 0.057546456046961347 -0.001471241574309278 0.021378372787957414 0
leaf_weight=12.772120002075098 130.37055162711476 34.671436216100119 350.01125424483325 903.86137312916981 180.54915245974553 21.522742413188098 215.7956442458526 107.33539903917699 24.107415701146238 49.882739270600723 16.212820265034679 43.636952402041061 53.991926173010143 132.66786025412148 170.16786114864226 25.855274774541613 110.74573954328662 163.22054836877214 94.662963272276102 47.901488511095522 175.32480472282623 106.52521336521022 2.1015465148957437 29.853087982657598 4.4275290216319254 2.9744102181575718 11.54714297808823 73.862293745172792 43.081953795976005 23.868247150443494 38.11549312180432 68.390659931610571 41.272418585547712 0.905482275004032 423.82174988018232 175.12764885177603 73.632099957496393 30.132306032232009 9.0485348183428851
leaf_count=18583 159468 44752 340537 508002 11139 24359 119433 155181 21194 55300 8930 35053 82959 40429 180028 30178 110514 95570 78604 36034 63553 78219 4924 27355 9208 1368 4369 35457 35913 35182 31812 63719 35556 154 307422 94487 71030 44061 5418
internal_value=0 0.03054 0.0395255 -0.0309941 0.0561144 -0.018247 -0.0117729 -0.0427479 0.0237184 0.0154776 -0.0165466 0.0145796 0.0222465 0.0427051 0.00108083 0.0361649 0.0120941 -0.0402508 -0.0296488 -0.000668967 0.0260741 0.0331016 0.066513 0.0471839 0.0505737 -0.045219 -0.0499914 -0.0383925 -0.00149074 -0.00924716 0.0043389 -0.0130908 -0.00395434 0.0942785 0.0372375 0.0548168 0.00743933 0.00759379 -0.0380217
internal_weight=0 2240.33 1907.17 1983.63 859.343 333.154 792.775 1190.85 1047.83 814.315 275.444 132.287 579.328 677.888 473.268 47.378 241.116 200.866 319.507 185.369 525.336 543.119 134.769 233.516 203.663 166.195 915.409 90.0751 234.987 232.152 61.9837 111.473 84.9094 181.455 436.594 199.235 123.515 137.468 224.844
internal_count=3105454 1592961 1326125 1512493 460870 266836 720459 792034 865255 713011 279663 125146 487049 449577 517004 54537 269982 141690 203455 235276 404090 404224 45353 152244 124889 96938 512371 44387 225962 247022 66994 99632 70609 11293 326005 115681 126330 199242 124851
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=298177 2 7 263 1 19472922 64 2 277 2 2 2171400 5 18874686 1 5 1 264256 1 1 23069216 2 1 56 2 32769 768 704
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=27
split_feature=0 2 3 4 5 0 7 3 3 7 0 4 0 0 7 3 6 9 3 2 5 11 4 5 4 5 4 4 8 3 1 4 7 3 11 0 10 3 4
split_gain=336.583 80.2073 37.9577 34.9577 25.7324 21.7364 24.0243 20.1116 20.0906 23.0923 11.3545 11.0185 10.8583 10.4726 8.05624 7.50965 6.83189 5.91507 5.6908 5.65271 5.39575 5.16298 5.04021 4.41661 4.22403 3.78638 3.5589 2.9414 2.73251 2.44672 2.39296 3.49583 2.35645 2.29701 2.29036 2.17576 2.14409 2.1402 1.93294
threshold=0 1 2 1.5000000000000002 2.5000000000000004 3 4 5 6 7 8 1.0000000180025095e-35 9 10 11 12 13 14 15 16 1.0000000180025095e-35 17 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 11.500000000000002 18 19 20 2.5000000000000004 21 22 23 24 25 26 4.5000000000000009
decision_type=9 1 1 2 2 9 1 1 1 1 9 2 9 9 1 1 1 1 1 1 2 1 2 2 2 2 2 2 1 1 1 2 1 1 1 9 1 1 2
left_child=1 3 13 7 23 21 11 14 9 -5 16 18 17 20 -1 22 36 -10 -7 24 35 27 -6 -3 -13 -21 -15 -4 -8 -18 31 -25 -17 34 -22 -2 -9 -16 -33
right_child=2 4 5 8 15 6 28 10 12 -11 -12 19 -14 26 37 32 29 -19 -20 25 33 -23 -24 30 -26 -27 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.012994113613027467 0.010345467958163023 0 -0.061958736555345617 0.041413977688538828 0 0 -0.045630133008163647 0 0.066693647047677676 -0.026106724557152652 0.00016325619394292012 0 0.0074407056934848326 -0.025308078463492114 0 0.006416444444395571 -0.013336341951979004 0 -0.032215396977074047 -0.025017755937884842 0.041473539968814505 -0.0030044161584099494 0.054262998457383638 -0.053040219040382613 0.026917637786671719 0.010123005015423457 0 0 -0.015760736373712777 0.013285019432568636 0 0.0067051735322772726 -0.017877114375253564 0 0 -0.013125300512013598 0.037611768575185223 -0.024943274968812504 -0.018158233852147453
leaf_weight=147.74058647447964 25.238247840548865 18.187460221524816 377.23975110103493 75.999647153163096 21.548754297167761 66.010095561156049 442.48868204490282 17.315572538675042 546.64152453030692 64.625307487003738 142.57620831389795 186.01989656727528 73.382290032430319 107.86079447623342 47.956443659524666 44.221610499109374 25.754238303488819 7.8698736468213601 191.55300110085227 77.998201801558025 68.224617453612154 30.819429648996447 27.035958916501841 121.12426885169407 59.799926964653423 9.9529490528366278 69.113240126593155 6.6432086398999664 114.78754194348585 32.367392184009077 2.858520523615879 14.042723218997706 40.609064693417167 35.786886589688947 9.1345549942925555 47.457477819072665 715.00077029608656 75.825516801211052 37.189926848659525
leaf_count=173432 34730 21747 230928 74289 24381 38225 262008 6661 195130 57926 172580 189325 53360 51118 46494 39246 37719 16059 108131 44360 113845 19323 35966 80391 106320 5785 79263 4148 72368 51077 1369 9280 33233 54874 15535 75430 360350 85342 23980
internal_value=0 0.0271469 -0.0289747 0.0348532 -0.0167947 -0.0356584 -0.0262426 0.0228256 0.0517633 0.00896615 0.0294555 -0.0108647 0.0590131 0 -0.000582959 0.0137879 0.0341155 0.0643735 -0.0252545 0.000581888 0.0155266 -0.056475 0.0343084 -0.038253 0.00909689 -0.0169344 -0.015223 -0.0608786 -0.0411079 0 -0.0425229 -0.0441813 -0.00389365 0.0278006 0.0337404 -0.00168445 0.0370533 -0.0181503 -0.0076907
internal_weight=0 2299.87 1926.13 1973.06 326.818 1563.31 1148.61 1204.54 768.519 140.625 933.014 591.334 627.894 362.816 271.523 133.415 790.438 554.511 257.563 333.771 185.842 414.702 48.5847 193.403 245.82 87.9512 176.974 383.883 557.276 58.1216 175.215 172.357 84.8307 113.146 77.3592 72.6957 732.316 123.782 51.2327
internal_count=3105728 1600012 1505716 1330419 269593 1080921 826522 933655 396764 132215 628387 492146 264549 424795 305268 132826 455807 211189 146356 345790 294414 254399 60347 136767 295645 50145 130381 235076 334376 88796 115020 113651 72479 184254 129380 110160 367011 131836 33260
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=298177 2 3 1077764 2 736 896 2 2112 264256 8462382 2 277 2 1 260 2 1 1 12 1 2 1 1 65542 8 544
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=24
split_feature=0 2 0 3 3 5 1 4 4 2 4 7 0 0 7 3 3 5 5 0 4 5 4 7 3 3 1 9 4 4 3 4 7 10 8 3 4 5 4
split_gain=277.795 62.9961 34.3192 33.3659 27.5318 23.427 20.5499 16.3015 15.4007 11.7553 11.4147 10.7612 8.6137 8.37626 6.38973 6.28873 4.55269 4.53251 4.04966 4.00986 4.53467 3.62787 3.46955 3.44055 26.8415 9.92238 3.23089 2.97826 2.85639 2.75403 2.51819 2.47373 2.34352 2.18438 2.1445 2.01837 1.96719 1.70893 1.45054
threshold=0 1 2 3 4 2.5000000000000004 5 1.0000000180025095e-35 3.5000000000000004 6 8.5000000000000018 7 8 9 10 11 12 6.5000000000000009 2.5000000000000004 13 3.5000000000000004 3.5000000000000004 8.5000000000000018 14 15 16 17 18 13.500000000000002 1.5000000000000002 19 10.500000000000002 20 21 22 23 20.500000000000004 8.5000000000000018 4.5000000000000009
decision_type=9 1 9 1 1 2 1 2 2 1 2 1 9 9 1 1 1 2 2 9 2 2 2 1 1 1 1 1 2 2 1 2 1 1 1 1 2 2 2
left_child=1 4 31 8 6 16 19 -5 12 14 13 28 18 23 22 -7 -3 -11 -4 20 -1 29 -9 25 -25 -6 -18 -22 -8 -14 -12 -2 34 -21 -15 -16 -10 -20 -17
right_child=2 5 3 7 10 15 11 9 36 17 30 -13 21 32 35 38 26 -19 37 33 27 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.028162909403897703 -0.061163591137404751 0 0 -0.043237227582710903 0 0.034347770849394055 0.093525882802606042 -0.00032545321226698482 0.046109012419912464 -0.040441774649331852 0.054722238179566063 0.025700354840493531 -0.02704801565710363 -0.0035889469844267805 0 -0.0082542197191659162 -0.046168716066507784 0.0029030047577656023 0.030667564338463071 0.013050582269961487 0.062182030611482288 0.0048043862982077917 0.026753447185059551 0.02827104836771099 -0.021138335967503755 0.032742557488648863 0 0 0 0 0 0 -0.015377834748669873 -0.010336730319821474 0.019463970610781846 -0.024387380158327886 0 0 0.013431847697564557
leaf_weight=562.61538685119012 281.41557353055396 33.757249292626511 144.06672632714617 498.32926175024477 147.49893527280074 38.141499012155691 119.34314749526675 215.72753436955099 46.637094889360014 166.38053242531896 61.818114560766844 85.251601476920769 170.07268788349757 69.530042135622352 71.746331553484197 88.771051566232927 150.12484426546143 8.8691814143239736 50.336843457916984 50.139422796521103 91.751993129961193 28.195832655022969 24.427486042550299 230.21700359479291 143.62564762291731 326.32963554107118 3.1061897437029975 1.8719641853240307 2.3520740670501246 32.433205583394738 15.020769793976795 5.6742381908989037 78.664915519824717 24.630529856251087 27.737380244245287 121.30636585544562 4.2856852343829805 6.1471923031494944 7.0239096413133657
leaf_count=365337 177027 39583 208667 296721 85480 44859 5527 240502 70603 92692 32169 5605 85750 75756 52585 82810 89014 4612 76920 39321 22900 19041 42282 136662 131603 283660 1408 4443 164 53123 12422 2938 85364 18443 33429 61834 6431 10794 7251
internal_value=0 0.0239415 -0.0271174 -0.0200394 0.0305291 -0.0153967 0.0433208 -0.0293926 0.00146236 -0.0165454 0.0179584 0.0725237 -0.00507588 0.0139653 -0.00590322 0.0134255 -0.036426 -0.0366828 0.00846176 0.0326955 0.035007 -0.0172764 0.00398345 0.0179327 0.00856219 0.0241362 -0.0415403 0.0597256 0.0917778 -0.0226073 0.0511674 -0.0581335 -0.00418854 0.00181497 0.00366622 -0.0184287 0.0420755 0.026001 -0.00134808
internal_weight=0 2359.32 1876.05 1588.96 2038.4 320.925 937.956 1106.79 482.175 608.457 1100.44 206.947 431.252 1023.6 433.208 133.936 186.988 175.25 200.551 731.009 656.239 230.702 240.155 847.671 373.843 473.829 153.231 93.624 121.695 202.506 76.8389 287.09 175.932 74.77 97.2674 193.053 50.9228 56.484 95.795
internal_count=3105732 1603210 1502522 1322557 1338285 264925 461740 791228 531329 494507 876545 11296 454295 831954 397203 134920 130005 97304 296381 450444 392680 157914 282784 637405 268265 369140 90422 27343 5691 138873 44591 179965 194549 57764 109185 114419 77034 87714 90061
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=298177 2 1069060 7 7 1 2 2 598026 2112 2 273 5 264384 2 568 520 1 1 184 2 1 1 88
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=29
split_feature=0 2 3 4 5 0 0 0 4 3 2 7 3 3 8 3 3 7 0 7 6 4 3 4 4 1 3 9 0 10 4 5 5 0 4 8 6 8 0
split_gain=232.581 50.695 31.946 24.1095 20.916 15.2091 14.2807 13.6637 13.4791 13.418 11.3881 9.57653 12.0416 10.4702 5.99979 5.83844 5.26419 4.68696 4.50022 4.27976 4.26967 4.17807 4.13395 3.95949 3.33292 3.1583 2.76877 2.62414 3.86559 2.43911 2.3076 2.25967 2.217 2.87835 2.17668 1.94912 1.98656 1.64436 1.57219
threshold=0 1 2 2.5000000000000004 2.5000000000000004 3 4 5 1.0000000180025095e-35 6 7 8 9 10 11 12 13 14 15 16 17 3.5000000000000004 18 1.5000000000000002 1.0000000180025095e-35 19 20 21 22 23 8.5000000000000018 7.5000000000000009 2.5000000000000004 24 23.500000000000004 25 26 27 28
decision_type=9 1 1 2 2 9 9 9 2 1 1 1 1 1 1 1 1 1 9 1 1 2 1 2 2 1 1 1 9 1 2 2 2 9 2 1 1 1 9
left_child=1 3 7 6 22 34 11 17 -7 27 19 12 -1 29 -14 -6 -8 18 -2 30 -15 -11 -3 -9 38 -24 -26 28 -5 -13 -10 -12 -19 -34 -4 36 -18 -21 -17
right_child=2 4 5 9 15 8 16 23 10 21 31 13 14 20 -16 24 35 32 -20 37 -22 -23 25 -25 26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0058357135086634787 0.021549352231895483 0 -0.062450073245817833 0.061493776117467383 0.038153861840318049 -0.040994777200373464 0.017956861192954442 -0.031891614272559411 0 -0.0024824628228349234 -0.0368290952117983 0.0034636492590663505 0.028110711538467462 0.023797197932958942 0.061340812823049623 0.0033403390812904508 -0.015332757844615139 -0.013095260282098184 -0.0019866611679366024 -0.018750754028285979 -0.0046156672951674178 0.023853723156980845 -0.044214884771029805 -0.0022716068366599421 -0.0046418725752356525 0.00011448773357904693 0.023166857769218421 0 0.0040703976712979971 -0.018889859788263279 0.026525474146992398 0 0.019879157055056159 -0.0078140908034010897 0 0.004967383903887887 0.0042092802102845503 0 -0.019814949381764233
leaf_weight=183.3025386899244 132.72367449162994 33.778677016758593 249.49759057431947 330.39635056070983 18.622057641739957 363.06006614635407 88.795859367877711 201.92098897750839 153.06304898741655 54.978931531513808 129.836983248053 39.183236688928446 351.7902644284477 338.0929205189168 143.12966999222408 7.4137579327216372 173.0384712026862 164.3949076403369 109.93613450671546 100.43014451647468 31.832824598299339 145.61913642854779 143.8216230510443 90.713422748201992 26.056559349206509 2.9611187396512824 35.494672621483915 4.8624599619652136 41.542332152515883 76.971138373657595 22.154980909137521 4.6512712473486308 25.89160612723208 35.915404703118838 1.804885151243069 59.485150504653575 26.606655371637316 43.124598743757815 47.277971307485132
leaf_count=147367 162074 38310 170069 78064 25167 224409 120594 124852 175802 45975 73125 38647 217140 126019 30012 5528 178781 179908 114277 56879 48167 106261 87270 79713 23662 1369 39562 10278 23478 80076 37753 2314 22351 45555 1189 58872 28660 32195 43662
internal_value=0 0.0215637 -0.0252865 0.0273054 -0.0140494 -0.0363734 0.0196318 -0.00832859 -0.0264537 0.0449467 -0.0129112 0.0247399 0.0328363 0.012089 0.0404777 0.0127861 0.000470218 0.00195577 0.0114583 -0.000824495 0.0199406 0.0152878 -0.0344841 -0.0239619 0 -0.0395204 0.0124777 0.0559557 0.0582402 -0.0104724 0.00814678 -0.0343606 -0.00713887 0.00453843 -0.0595093 -0.00611894 -0.0112124 -0.0130185 -0.0150077
internal_weight=0 2405.05 1829.12 2089.63 315.426 1067.62 1512.23 761.496 816.321 577.399 453.261 1164.3 678.222 486.08 494.92 134.865 347.926 468.862 242.66 318.773 369.926 200.598 180.561 292.634 116.243 146.783 61.5512 376.801 371.939 116.154 175.218 134.488 226.202 61.807 251.302 259.13 199.645 143.555 54.6917
internal_count=3105386 1602921 1502465 1338391 264530 773735 1074335 728730 602477 264056 378068 687428 394519 292909 247152 137581 386907 524165 276351 302629 174186 152236 126949 204565 112414 88639 63224 111820 101542 118723 213555 75439 247814 67906 171258 266313 207441 89074 49190
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=298177 2 263 1077764 64 19472922 47 2 2 616 480 1 257 513 2 2171400 2 2 5 1 194 1 264256 6 589842 1 2 1 128
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=23
split_feature=0 3 2 0 3 4 3 4 4 5 10 7 4 5 0 9 0 4 7 3 0 2 4 3 1 4 7 5 4 8 0 7 4 7 8 4 4 5 4
split_gain=195.093 41.1176 32.5875 29.3346 26.47 17.7793 16.7308 12.9419 12.7276 11.2581 9.33993 9.29476 8.76545 7.1724 6.98003 5.79853 5.08381 4.96112 3.80661 12.2406 3.46582 3.40593 3.28731 3.24716 3.05705 2.7832 2.78257 2.49079 2.42454 2.23459 2.19945 2.95808 2.07008 1.86294 1.80947 1.79081 1.73371 1.57323 1.49922
threshold=0 1 2 3 4 1.0000000180025095e-35 5 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 6 7 1.0000000180025095e-35 2.5000000000000004 8 9 10 20.500000000000004 11 12 13 14 22.500000000000004 15 16 8.5000000000000018 17 4.5000000000000009 10.500000000000002 18 19 20 1.5000000000000002 21 22 20.500000000000004 79.500000000000014 1.0000000180025095e-35 4.5000000000000009
decision_type=9 1 1 9 1 2 1 2 2 2 1 1 2 2 9 1 9 2 1 1 9 1 2 1 1 2 1 2 2 1 9 1 2 1 1 2 2 2 2
left_child=1 5 12 28 7 6 -1 13 -6 24 -7 21 16 20 -15 22 29 18 23 -20 32 25 -12 -14 -4 -10 -11 -23 -2 33 31 -8 -5 -3 37 -9 -19 -13 -28
right_child=3 2 9 4 8 10 30 35 11 26 15 34 17 14 -16 -17 -18 36 19 -21 -22 27 -24 -25 -26 -27 38 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.038898837237319163 -0.05695859712287641 0.0081352024277023382 -0.043409208750601787 -0.029831440989182195 -0.038724422214676063 0.008986047442580334 0.013680791026004722 0.042272759207310814 0 0.012931964693311078 0.055312753591182609 -0.0046185573234192243 0.0032975941741112884 0.028845749106157132 -0.010018278088818043 -0.00053296348794096228 -0.019366954528634437 0.061594160528072317 0.022618907225775042 -0.01276026889427098 -0.0010665252481889037 -0.023108887909584857 0 0.029087822351510313 1.3578424049141741e-05 0.023897843116626804 -0.018890303593097249 0.0048476354998784298 0 0.018011857806994581 -0.012664614484536549 -0.0047206201443203109 0 -0.007055128314637559 -0.0042441829339574253 0 0 -0.037338239133044904 0.0036035158981261432
leaf_weight=171.47564838160179 251.01756396505516 145.59427177943871 127.22029692548676 96.803862280386966 459.44492412486579 112.5009954336856 161.97510353772668 48.701749489497161 214.87368550460087 57.64402421072009 463.95264579163631 50.715092580780038 116.99575629719766 67.854198369052028 42.226416149103898 8.1996704158955236 48.033663599839201 17.573741000058366 170.86932817820343 137.46188661368797 199.47285678639309 72.721451063887798 5.4756531555030952 284.76968095797929 2.9943735494452985 25.680973010516027 47.651920681324555 11.009382449745315 5.352680885262088 99.117091048799921 42.400663128501037 107.31191172573017 21.077632555316086 111.92947445964091 67.101867461693473 4.34216588246636 2.6697253499587523 150.27641056658467 4.7458852575218762
leaf_count=156192 175268 175870 74956 50815 297156 38691 68780 71828 239957 55969 146668 29550 57182 97664 26762 8485 33419 10852 81687 124411 246947 41598 4201 209707 1339 45111 42241 6346 2817 56874 67352 53248 35409 126675 44440 6443 3536 85108 4837
internal_value=0 0.0193812 0.00724105 -0.0236331 -0.0171566 0.0338485 0.0172669 0.00179272 -0.0258361 -0.0238019 0.0459944 -0.0143883 0.0145755 -0.00428351 0.0141873 0.0518753 0.0017205 0.0209548 0.0172541 0.00651779 -0.0122261 -0.00152102 0.0544071 0.0237734 -0.0407226 0.00382956 0 -0.0164861 -0.0537901 0.00694029 0.000951416 0.00542594 -0.0233808 0.000442274 -0.0272267 0.0384435 0.0569841 -0.0320531 -0.0126419
internal_weight=0 2448.56 1375.27 1788.67 1532.3 1073.29 483.163 480.479 1051.82 240.257 590.129 592.379 1135.01 427.435 110.081 477.628 404.675 730.34 710.097 308.331 317.354 324.285 469.428 401.765 130.215 240.555 110.042 83.7308 256.37 356.641 311.688 269.287 117.881 257.524 268.093 53.0439 20.2435 200.992 52.3978
internal_count=3106391 1603172 1059555 1503219 1325134 543617 345572 535868 789266 179342 198045 492110 880213 457597 124426 159354 392838 487375 472987 206098 333171 333012 150869 266889 76295 285068 103047 47944 178085 359419 189380 122028 86224 302545 159098 78271 14388 114658 47078
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=298177 7 2 1069060 7 1 2 2 8396858 1 3136 2 56 8388912 2 520 1 2 1 64 2 2 1
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=21
split_feature=0 8 3 2 0 3 4 3 7 7 4 4 5 5 5 0 0 5 0 4 5 4 10 0 5 0 0 2 4 5 5 4 10 4 4 10 10 4 3
split_gain=161.102 33.5777 35.3792 30.7457 27.5447 23.1822 16.3264 14.4192 11.0475 10.9894 10.7915 7.77583 7.58988 10.5615 7.53177 7.41796 6.46357 6.35083 6.05118 5.93895 5.74139 5.61855 5.45891 4.44955 4.13852 3.71872 2.95898 2.91683 2.47603 2.36684 2.21568 2.11104 2.03467 1.96257 1.93034 1.81626 1.60509 1.5415 1.52511
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 9 10 2.5000000000000004 11 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 12 13 5.5000000000000009 14 15 16 8.5000000000000018 4.5000000000000009 9.5000000000000018 10.500000000000002 17 8.5000000000000018 1.5000000000000002 18 19 20.500000000000004 20
decision_type=9 1 1 1 9 1 2 1 1 1 2 2 2 2 2 9 9 2 9 2 2 2 1 9 2 9 9 1 2 2 2 2 1 2 2 1 1 2 1
left_child=1 2 14 6 31 10 25 15 11 22 17 -7 16 -14 36 -3 -8 26 -19 24 -21 35 23 -9 -5 -4 34 28 -13 -29 -10 -2 -23 -11 -6 -17 -1 38 -12
right_child=4 7 3 19 5 8 12 9 30 33 37 27 13 -15 -16 21 -18 18 -20 20 -22 32 -24 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.026583705236934624 -0.05491669326046944 -0.00010153243187148733 0 -0.037987109499780486 -0.028071439325150823 -0.025595753260736299 0.03032906172568537 -0.0042810749872907554 -0.0365467003463988 -0.019256065035053175 0.041390722997939888 0 -0.013899334949764031 0.020687554991843007 0.071303079362941807 0.02492692735367975 -0.005265254820390964 0.026975729294579379 -0.0091185883737464144 -0.021041220922205377 0.02217763796141585 0 -0.0046496097048460945 0.042531297243668879 0.0038446520062038018 -0.020352543503063834 -0.00089557303368100079 -0.021940286325171532 0.022423356531770092 0.005116047554448824 0 0 0.057946531157443949 0.0052062054965726938 0 0 0 0 0
leaf_weight=243.08055198582588 238.30033797810029 31.932344964327058 415.77030590473441 185.997606871475 93.703131854606909 232.02255622779194 383.12144644299406 11.185163613525219 461.54140635582735 82.362729117303388 38.488699318753788 214.72200890863314 131.09171584885917 157.07132203794026 51.088704297639197 133.99616956588579 37.035971854056697 69.441084617865272 41.412800268735737 33.313618154730648 29.739712818540283 18.633921917818952 27.026639534247806 76.991107118024956 6.5900419956014948 72.953868632292142 199.06001547552296 71.184535626263823 26.351093633507844 10.904682563297682 8.4516972118581162 5.563504506048047 307.57967377059686 7.964732410007854 20.886372118271538 22.867906274681445 25.108741614472819 4.3128354047075836 12.422175758896627
leaf_count=151916 175826 15174 397923 142127 50710 154388 162165 13161 295480 58764 52965 236289 98175 146030 55471 30200 41488 98572 26415 20955 28098 1987 20099 56759 11449 83163 246770 41625 48101 6273 3718 2883 46064 3498 35256 3622 15079 6421 20216
internal_value=0 0.0172661 0.00940302 0.00211351 -0.0219288 -0.015687 0.00914927 0.0352848 -0.0239799 0.00765281 0.00193949 -0.0127023 0.0186345 0.00418333 0.037545 0.0437896 0.02694 -0.0036661 0.0135593 -0.0272081 0 0.0470503 0.0264802 0.0347697 -0.0348827 -0.00430224 -0.0112793 -0.00120778 0.00363078 -0.0152624 -0.0356198 -0.0517526 0.0567388 -0.0138456 -0.0217482 0.0219401 0.0248407 0.0348995 0.0383851
internal_weight=0 2492.5 1771.96 1452.69 1748.77 1504.91 1197.04 720.54 1025.18 205.53 479.727 555.185 708.32 288.163 319.278 515.01 420.157 424.503 110.854 255.641 63.0533 483.078 115.203 88.1763 192.588 488.724 313.65 323.162 241.073 82.0892 469.993 243.864 326.214 90.3275 114.59 156.864 268.189 55.2237 50.9109
internal_count=3105275 1603367 1354039 1131573 1501908 1323199 928944 249328 785874 152281 537325 486676 447858 244205 222466 97047 203653 457723 124987 202629 49053 81873 90019 69920 153576 481086 332736 332288 284390 47898 299198 178709 48051 62262 85966 33822 166995 79602 73181
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=298177 1 1 2 1069060 7 31 2 2 1025 263232 8396858 5 2049 2112 8388912 2 8 3 3 5
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=26
split_feature=0 8 3 2 3 0 4 7 3 4 2 0 5 0 0 10 4 3 5 10 5 3 5 7 4 4 0 0 8 5 4 3 0 3 5 3 7 4 10
split_gain=135.707 26.4299 29.109 25.4545 24.7774 14.9238 13.3885 10.4034 13.2854 9.36644 8.684 7.78765 6.9886 6.57238 6.23188 5.37029 5.36696 5.0244 4.84579 3.86075 3.7475 3.73048 3.65499 3.57056 3.54087 3.48698 3.48081 3.39085 3.07221 2.41208 2.32931 2.19692 1.72144 1.65719 1.64442 2.26157 1.46508 1.36783 1.29659
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 1.0000000180025095e-35 8 9 2.5000000000000004 10 11 12 2.5000000000000004 13 1.5000000000000002 14 5.5000000000000009 15 1.5000000000000002 16 1.5000000000000002 23.500000000000004 17 18 19 4.5000000000000009 7.5000000000000009 20 21 22 3.5000000000000004 23 24 27.500000000000004 25
decision_type=9 1 1 1 1 9 2 1 1 2 1 9 2 9 9 1 2 1 2 1 2 1 2 1 2 2 9 9 1 2 2 1 9 1 2 1 1 2 1
left_child=1 2 12 6 11 9 27 15 19 -6 28 23 14 31 -1 32 20 30 -18 22 -5 -15 -9 26 33 -7 -2 36 -11 -12 -17 -8 -3 -13 -25 -36 -4 -34 -16
right_child=4 7 3 16 5 25 13 8 -10 10 29 24 -14 21 38 17 18 -19 -20 -21 -22 -23 -24 34 -26 -27 -28 -29 -30 -31 -32 -33 37 -35 35 -37 -38 -39 -40
leaf_value=-0.011917984394483569 0.018842305900761101 0 0.0049153398463938312 -0.035793456191021138 -0.033538881758614386 -0.053952618901379257 0.0055304638577402445 0.045591768437296412 -0.0081612460933410871 -0.0054613513240013706 -0.033226051756953416 -0.0036994597941624992 0.073452191471021389 0.0053651016523760826 0 0.03046187706388408 -0.019364780314096663 -0.010510549275470212 0.020391581977193013 0 0.0034218349561399792 0.02503652674124919 0 -0.010321569247705369 0 0 -0.0015738623732326014 -0.019428483632498241 0.014035354600766735 0 -0.00095251588227942348 -0.019568995234563562 0.052018227655768939 -0.032812465854995768 0.020498830835628198 -0.0063722874356721389 -0.0063338238606108392 0 0.028734563924673374
leaf_weight=16.74894389079418 136.65439859946491 15.390080525918165 247.03414468551637 178.62428585712041 293.41759231849574 273.92360003836802 17.782881208258914 108.35552936638123 130.1700990635145 202.643204758293 98.76215264412167 79.400802508476772 28.19892172596883 227.16904437539051 6.7235888452851214 59.795107218422345 31.99786364765896 36.726527963677654 30.62546632210433 59.516059924208093 6.7395656331500495 438.5738028876076 14.110422876576193 187.36330454501149 86.254398820543429 2.3572187815734642 109.30673027668672 71.66008416438126 90.98763862317719 15.473955233479499 6.1739782534423275 37.000639653706457 309.80737528196187 102.85617031110451 13.934955651086057 21.940020042151446 168.3548054676794 1.827008122432743 277.86875100430916
leaf_count=22054 168142 18141 233491 131485 204578 211960 18123 10064 76149 188632 60998 51281 26734 151947 3717 14036 20539 18832 28932 8737 11605 248183 8442 208200 79553 1805 118232 82276 91431 8994 1358 31585 95958 73415 19268 20219 164318 582 171660
internal_value=0 0.015635 0.00860325 0.00191095 -0.0204385 -0.0307389 0.00821279 0.0313768 0.0139501 -0.0200268 -0.00844654 -0.00552441 0.0337117 0.0166922 0.0237912 0.0416467 -0.0252026 0.00907129 0 0.0291099 -0.0326966 0.0194337 0.0380797 0.0018872 -0.0180135 -0.0510093 0.0101231 -0.00399191 0.000394147 -0.028606 0.0226563 -0.0093609 0.0478208 -0.0255783 -0.00605211 0.00623763 0 0.0500273 0.0272937
internal_weight=0 2526.97 1785.1 1455.56 1715.28 977.565 1207.58 741.872 312.152 701.285 407.867 737.711 329.54 720.526 301.341 429.72 247.987 102.696 62.6233 181.982 185.364 665.743 122.466 469.199 268.511 276.281 245.961 487.049 293.631 114.236 65.9691 54.7835 327.024 182.257 223.238 35.875 415.389 311.634 284.592
internal_count=3105656 1598948 1346649 1122484 1506708 768398 929923 252299 103392 554633 350055 738310 224165 449838 197431 148907 192561 34226 49471 27243 143090 400130 18506 534061 204249 213765 286374 480085 280063 69992 15394 49708 114681 124696 247687 39487 397809 96540 175377
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=298177 1 1 2 263 31981874 2 15 2 19472922 1024 32896 5 87 1 152 2 2171400 2112 1 152 2049 257 1 2 8
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=27
split_feature=0 0 7 2 5 3 4 4 3 0 7 3 3 0 0 5 3 3 1 9 5 2 10 4 4 3 5 1 0 8 0 0 10 1 4 3 4 5 5
split_gain=113.027 25.2821 22.8576 20.8105 14.8423 13.3135 12.6333 12.1513 9.93126 7.44741 7.36694 16.9953 9.38682 6.89866 6.77292 5.95849 4.96519 4.77201 4.71782 4.50422 4.29716 4.10991 4.00182 3.47521 3.47393 3.3277 3.20568 3.13542 2.90179 2.84993 2.62731 2.53603 2.49574 2.09428 2.09218 2.05261 2.03374 2.51845 1.65044
threshold=0 1 2 3 2.5000000000000004 4 4.5000000000000009 3.5000000000000004 5 6 7 8 9 10 11 3.5000000000000004 12 13 14 15 1.0000000180025095e-35 16 17 2.5000000000000004 1.0000000180025095e-35 18 1.0000000180025095e-35 19 20 21 22 23 24 25 1.0000000180025095e-35 26 10.500000000000002 1.0000000180025095e-35 11.500000000000002
decision_type=9 9 1 1 2 1 2 2 1 9 1 1 1 9 9 2 1 1 1 1 2 1 1 2 2 1 2 1 9 1 9 9 1 1 2 1 2 2 2
left_child=3 36 7 6 20 15 10 8 28 16 12 -12 29 -7 35 30 -9 24 32 25 -5 -11 -13 27 -6 -16 -24 -22 -3 -1 -4 -10 -14 38 -33 -8 37 -2 -15
right_child=1 2 5 4 17 13 14 9 31 21 11 22 18 33 19 -17 -18 -19 -20 -21 23 -23 26 -25 -26 -27 -28 -29 -30 -31 -32 34 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0028432119198281906 -0.01479331963462991 0.010949987884073586 0.0022024656448356356 0.0049147752810181364 0 0 0.010839832770715839 -0.00027323362787295155 -0.030262292058478486 0.012504512947632954 -0.020754170884537685 -0.012594946716764808 0.022316951876035843 -0.037888521685813907 0 0.032993495772631588 0.049462271407842845 -0.0037168774935567349 0.043659092020009588 -0.0028467448209204228 -0.044854869459254869 -0.021924766775046244 0.019950028390953046 -0.0010323385139934069 0.041482346168532559 0.044782423739732076 0.00079985343041694742 0.00075198381596708796 -0.0047803203475863532 0.014810341666774736 -0.01956024154816316 -0.015841683691901958 0.0019999458690823555 -0.00027574171408804475 0.0009059081757338671 -0.014796589962660218 0 -0.059179803433631176 0
leaf_weight=208.45556544960709 62.703609245843836 211.3990224024601 85.189721863949671 11.934463479148688 28.10069082089467 64.764776753509068 16.797145603632089 20.154561387447757 119.12914947584795 51.752165272540879 146.56088113583974 16.961274688655976 487.00538179918658 488.2367157763365 15.538408397929743 17.362514223175822 52.97747720227926 65.914130411605584 141.31383112081676 6.0215598613431203 96.897561100646271 28.906456998563954 425.03992400370771 45.769708240608452 37.13033123902278 281.34549061232246 153.11042157531483 1.7605521474033583 158.42357807034568 104.98232461768202 48.245385889778845 100.6833573429758 128.29758191510336 33.165028495437582 97.813481647535809 23.298964627552778 5.3064321796991853 153.67385620169807 4.6836033797590053
leaf_count=176920 49102 217346 134775 10313 26624 41847 10533 32574 95471 89630 145111 7295 307385 360369 11532 22277 75127 59419 9938 12376 74839 26908 161552 34155 45447 78560 136285 1407 151321 41594 43584 73459 87540 25163 79273 17197 2801 126043 3181
internal_value=0 -0.0178965 -0.0124713 0.0147786 -0.00900873 -0.0249944 0.0182377 -0.000749025 -0.00692145 0.0218357 0.0141897 0.0056179 0.0195429 -0.0312263 0.0359541 0.000588476 0.0378535 0.0129068 0.0253285 0.0400456 -0.0281184 0 0.0133946 -0.0329438 0.0263567 0.0432399 0.0154081 -0.0417237 0.00367058 0.00288921 -0.00703873 -0.0189306 0.0192123 -0.0350144 -0.00693702 -0.000261402 -0.0476604 -0.0509023 -0.0372977
internal_weight=0 1804.57 1582.89 2442.24 287.507 741.648 2154.73 841.239 687.449 153.791 1811.73 741.673 1070.05 590.85 343.002 150.798 73.132 131.145 756.617 302.905 156.362 80.6586 595.112 144.428 65.231 296.884 578.15 98.6581 369.823 313.438 133.435 317.626 615.303 526.085 198.497 40.0961 221.684 216.377 492.92
internal_count=3106273 1650251 1472305 1456022 252204 631196 1203818 841109 616870 224239 1073620 450243 623377 430560 130198 200636 107701 131490 404863 102468 120714 116538 305132 110401 72071 90092 297837 76246 368667 218514 178359 248203 394925 388713 152732 27730 177946 175145 363550
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=36033 1069060 2 2 1 271 10748456 2 448 568 16 1152 800 285 1 1 2 8 768 1 2695464 1 29622794 2630168 5 1 75
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=26
split_feature=0 0 4 7 2 3 3 3 7 5 3 8 9 0 8 5 5 0 0 10 5 3 4 8 5 8 5 4 0 0 0 4 5 3 5 5 0 8 0
split_gain=94.4762 21.9541 18.9435 16.9144 15.5418 10.0441 9.67123 8.7504 14.0401 8.54498 6.82913 7.77116 6.61272 5.87132 6.44652 5.6265 15.2723 5.6066 5.18669 4.50663 4.14886 4.00907 3.67924 3.56849 3.33909 3.31508 2.94659 4.41136 2.86545 2.21478 2.06745 2.0459 2.33961 1.92155 1.78177 1.67432 1.5984 1.3838 1.18642
threshold=0 1 1.5000000000000002 2 3 4 5 6 7 5.5000000000000009 8 9 10 11 12 2.5000000000000004 1.0000000180025095e-35 13 14 15 1.0000000180025095e-35 16 1.0000000180025095e-35 17 3.5000000000000004 18 2.5000000000000004 3.5000000000000004 19 20 21 10.500000000000002 1.0000000180025095e-35 22 6.5000000000000009 4.5000000000000009 23 24 25
decision_type=9 9 2 1 1 1 1 1 1 2 1 1 1 9 1 2 2 9 9 1 2 1 2 1 2 1 2 2 9 9 9 2 2 1 2 2 9 1 9
left_child=2 31 4 6 10 24 26 8 29 23 18 20 15 22 35 16 36 -7 -1 -13 28 -18 -8 33 30 -19 27 38 -12 -4 -5 32 -2 -6 -22 -15 -9 -24 -3
right_child=1 3 7 5 9 17 13 12 -10 -11 11 19 -14 14 -16 -17 21 25 -20 -21 34 -23 37 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.022799711936767001 -0.014018631673193211 0.0065704553891709153 -0.0031455036579443826 0.0064371204514247441 0 0 -0.01131668956728151 -0.00054721055478998697 -0.025492538509192527 0.025293822602529093 0.0060337810425346644 0.022644229404206878 -0.0095841294699796457 -0.033195529968663227 0.0016317751500848007 0.051809660757956212 0.012892881049750091 -0.038505134484139822 -0.00069800562918049527 -0.00021717655579276275 -0.018324296940445382 -0.0099650518471174551 0.013217029893305452 0.0020194629076121318 0.022384372308177355 -0.008124110799558909 0.029900924243541946 0.027616937837159291 -0.012929813402921415 0.026545862343116518 -0.013787916812994275 0 -0.057397749633095574 -0.032830339643826312 0.0042091931618047163 0 0.032315614114942097 -0.0017172290769586771 -0.0078824501742411745
leaf_weight=402.80303937121062 61.868677640479291 32.243969926523278 8.5180509052006528 31.389258134644479 15.903114675806137 63.614931878924835 130.09400896901207 5.244650235195877 77.266030761340517 7.5086570047424166 327.16389383404749 198.28647700842703 21.970713947972399 146.58155331588932 63.455586763840984 106.8434006877651 104.60632480602362 368.28145312854031 94.84747382812202 104.27887852612184 165.74446147773415 121.66140246670693 141.31283617961162 16.064214411453577 22.284287009882974 89.701809106918518 56.198708442228963 30.321383334550774 57.599968022841495 91.065533892295207 91.030338420372573 5.129254685889463 145.99663270158635 144.55124486383284 6.4622040203830684 14.704407723562325 515.7990137777233 38.156453886782401 123.86782177204441
leaf_count=217691 49140 22682 8273 39002 26412 41361 91719 7453 68071 12940 250094 70241 26086 134029 65405 91037 47351 267721 113564 31842 195671 69995 141265 14944 27245 64868 65044 46000 47071 75494 118089 2748 126987 107094 10191 12674 110241 43602 143993
internal_value=0 -0.017668 0.012585 -0.0121803 0.00514109 -0.023622 -0.00163363 0.0228754 0 -0.019663 0.00907317 0.00287316 0.0267227 -0.00930611 -0.0203218 0.0285917 0.0230148 -0.0295075 0.0180445 0.0152285 -0.00371393 0 0 -0.0264245 0 -0.0333512 0.0131843 0.00392217 0.00157544 0.0233566 -0.00686981 -0.0458617 -0.0491441 -0.030717 -0.015496 -0.0304911 0.0320051 0.00881851 -0.00277792
internal_weight=0 1656.23 2594.19 1443.24 1541.21 666.302 776.937 1052.98 176.85 184.027 1357.19 859.536 876.126 534.305 224.742 854.155 747.311 521.598 497.651 302.565 556.971 226.268 309.563 176.519 144.704 457.983 242.632 186.433 384.764 99.5836 122.42 212.995 207.865 160.454 172.207 161.286 521.044 179.469 156.112
internal_count=3105330 1503574 1601756 1324699 1097755 558286 766413 504001 151838 161390 936365 605110 352163 488694 212108 326077 235040 373950 331255 102083 503027 117346 276586 148450 184336 332589 277719 212675 297165 83767 157091 178875 176127 133506 205862 146703 117694 184867 166675
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=298177 1069060 2 2 513 7 896 2 259 1 1 27263272 1 20979728 2240 1 21 1 1 1088 1024 12583426 513 128 1 598560
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=25
split_feature=0 0 3 4 3 5 2 3 7 7 4 7 9 2 4 4 5 0 8 10 4 0 5 0 0 0 5 0 5 3 4 10 4 0 11 5 6 5 0
split_gain=78.9713 19.8715 16.1002 17.8535 15.8954 10.764 8.68442 7.78803 13.1325 7.71694 7.52423 6.51415 6.03967 5.69757 4.46913 4.07802 3.62174 3.2473 3.22878 5.74121 3.06709 2.94399 2.91283 5.572 3.76496 2.19011 1.97175 1.96434 1.89541 1.88813 1.86038 4.60706 1.52423 1.45394 1.4375 1.40303 1.40204 1.386 1.30169
threshold=0 1 2 1.0000000180025095e-35 3 3.5000000000000004 4 5 6 7 1.0000000180025095e-35 8 9 10 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 11 12 13 12.500000000000002 14 1.5000000000000002 15 16 17 2.5000000000000004 18 3.5000000000000004 19 2.5000000000000004 20 32.500000000000007 21 22 1.0000000180025095e-35 23 5.5000000000000009 24
decision_type=9 9 1 2 1 2 1 1 1 1 2 1 1 1 2 2 2 9 1 1 2 9 2 9 9 9 2 9 2 1 2 1 2 9 1 2 1 2 9
left_child=2 29 5 6 9 11 21 12 14 17 -6 30 18 22 -9 27 -8 36 20 -20 -5 -4 24 -24 -12 -16 -19 -11 35 -2 31 -1 -32 -15 -31 -17 -3 -35 -13
right_child=1 4 3 7 10 -7 16 8 -10 15 13 38 -14 33 25 28 -18 26 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 34 32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0.025263687352868422 0 -0.0094713949198747815 0.0019685761737727116 0.0078881438570085026 -0.034496995010887897 0.071661563268664505 -0.035625671901447734 0 -0.017306189636493548 -0.02983921187318337 0.0055764137280406795 0.0092770337720319718 -0.015603088303393093 0 0 0.0035567799536296318 0 0.0051697121250923791 0.03386407500417251 0.00011638417355403924 0.036157307583988663 -0.017201573824174726 0.020735628854162618 -0.012670100318683356 -0.019377214873148415 0.028206102684806819 0.025762984077751207 -0.0036238303739615143 0.01631157359861005 -0.051714389808679463 0.048651869422547241 -0.00093973724858033812 0 -0.03417089731133157 0 -0.012587615187275959 0.01004838411612935 0 -0.0033051026965125341
leaf_weight=195.96823798079276 15.152749546658015 104.72069182942505 554.64513402868761 442.1365774628357 284.41740266759007 26.468261536327191 86.47601937566651 77.889865180026391 176.54733907069021 79.703017192092375 58.489433869355707 214.90478212499875 18.567513841611799 9.3285444169305247 18.901034307054942 48.200070546663483 18.27955542759446 205.73763270811469 293.40272943342279 91.122548262326745 28.681947099903482 51.768500070815207 82.560440520872362 40.142798188506276 105.07997604455159 131.40920468885452 82.885368737741373 109.37616367293231 27.59390034142416 172.90823273843853 66.70661445519363 69.337501128087752 1.2901614910224442 93.018771928080241 15.4730679532513 75.215889779443387 10.887387616050544 9.4198855058784812 58.16498189419508
leaf_count=108316 10544 113416 443524 238006 217094 22344 54912 66254 153802 56527 53264 96329 22112 5828 20918 54004 24320 217844 55412 18435 15775 46356 79268 31333 104056 99246 81986 126627 25291 156727 15698 38379 2035 62618 11314 75714 10558 6180 63893
internal_value=0 -0.0163898 0.0113417 0.00644281 -0.0111944 0.0250006 -0.00578297 0.0134978 0.00083207 -0.000456661 -0.0218165 0.019603 0.0185947 -0.0107817 0.0164392 -0.0114026 -0.0287795 0.00820259 0.0203895 0.0279974 0.012272 -0.000169636 -0.0013788 0.00802832 -0.010136 0.0251962 0.0134712 -0.0201441 0 -0.0437575 0.0287213 0.0188235 0.0466937 -0.0273612 -0.0470304 -0.0048644 -0.00363182 -0.0291064 0.00574229
internal_weight=0 1630.31 2622.67 1989.83 1426.78 632.841 711.169 1278.66 404.747 744.32 682.457 606.372 873.911 398.04 228.2 340.089 104.756 404.231 855.344 384.525 470.819 606.414 286.273 122.703 163.569 150.31 288.623 189.079 151.01 203.534 333.303 265.306 67.9968 111.767 188.381 123.416 115.608 102.439 273.07
internal_count=3106259 1500193 1606066 1259072 1321608 346994 569112 689960 340220 761967 559641 324650 349740 342547 186418 338163 79232 423804 327628 73847 253781 489880 267921 110601 157320 120164 299830 183154 155009 178585 164428 146695 17733 74626 168041 129718 123974 68798 160222
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=298177 1069060 3 271 2 60 2 2 2 1 2 20971538 1 5 3136 8388658 23077122 1152 2163488 515 9 6291472 1 2 2112
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=23
split_feature=0 3 0 3 5 7 7 0 4 5 4 5 0 4 4 7 3 5 4 0 5 3 8 3 3 10 8 4 4 4 10 4 3 2 3 7 5 3 4
split_gain=66.2349 19.5588 15.874 13.5605 15.0079 19.0949 12.3107 9.80264 7.69592 6.37794 6.24884 5.87436 5.73248 5.46669 5.03653 4.24118 4.10585 3.1957 2.55619 2.42152 2.30879 2.29566 2.94325 1.9175 1.63971 1.62008 2.22383 1.56627 1.45846 1.38454 1.36205 1.35313 1.35 1.27827 1.22054 1.13174 1.27189 1.0163 0.97702
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 3.5000000000000004 2.5000000000000004 1.5000000000000002 3.5000000000000004 7 1.0000000180025095e-35 1.0000000180025095e-35 8 9 2.5000000000000004 1.5000000000000002 10 9.5000000000000018 11 12 13 14 15 16 29.500000000000004 2.5000000000000004 78.000000000000014 17 21.500000000000004 18 19 20 21 1.5000000000000002 22 1.5000000000000002
decision_type=9 1 9 1 2 1 1 9 2 2 2 2 9 2 2 1 1 2 2 9 2 1 1 1 1 1 1 2 2 2 1 2 1 1 1 1 2 1 2
left_child=3 7 31 11 12 10 13 18 19 29 21 15 14 -4 34 25 -16 30 37 28 38 33 -23 -11 -14 -1 -27 -10 -9 32 -12 -3 -7 -6 -5 36 -21 -2 -8
right_child=1 2 6 4 5 9 20 8 27 23 17 -13 24 -15 16 -17 -18 -19 -20 35 -22 22 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.031233115712411365 0 -0.047742991136993408 -0.015250734141954454 0 0.014640271738669939 0.00013095082859487065 -0.03354745538173972 0.019238500893385461 0.040092455698006228 0.0059571277840308025 -0.0051056375941908533 0.060340931036524159 0.0081525527238086662 0.0048493799785377474 0 0.006421203155620149 0.024220988465393122 0.034284363438056069 0 -0.0028583484813003352 0.00041976554893920909 -0.017794365892091421 0.0067863029372006618 -0.01258038352954018 -0.010036331131543876 -0.001979995696183992 0.022122001918102253 0 -0.0020424303719378035 0 0.010801652681627652 0 -0.032850400350924715 -0.0020832490804443514 0.010207726051409008 -0.0083390517904405204 0.012303265241917232 -0.025911422985229762 -0.012821001186970311
leaf_weight=227.1972255105502 24.753176115991664 218.70389134730794 187.07015712891007 191.19033782504266 67.629801625444088 3.9398200331197586 249.83484128922282 78.997487006810843 49.205198881449178 78.847075574376504 28.388530831973185 27.331357164861402 23.770100458932575 304.66151801569504 85.20248429311323 249.51999333928688 564.16086571931373 77.860653611278394 52.997252888890216 84.223064066565712 7.8387965630099634 106.16124870501517 34.457965009176405 56.045540993101895 107.67512067858479 69.727375651040347 21.648955644806847 1.6992435280699272 5.7263657736475571 0.98556266416562621 107.53256221202901 3.3641081694804589 197.56939918582793 25.142174846216221 175.23577162012225 142.30425832922629 54.566602682753 111.14033412214485 150.04316369372827
leaf_count=94251 16045 195467 135977 94723 71922 3873 189002 84875 67228 82554 17540 21379 18396 328333 49076 125950 105528 75729 66975 104153 4004 117616 29974 53767 99032 37346 2396 2263 8503 1286 61769 2355 161634 19291 122602 180398 74592 79943 97905
internal_value=0 -0.0142973 -0.0219352 0.0108524 0.00629663 -0.00396051 -0.0142294 0 0.00877252 -0.021224 0.00895135 0.0238341 0.0135417 -0.00265956 0.0160107 0.0190361 0.0214774 0.0202737 -0.0165744 0.00177122 -0.0266844 -0.00140863 -0.00933163 -0.00121475 -0.00386262 0.026653 0.00491046 0.037149 0.0138224 -0.0313861 0.00569203 -0.0450661 -0.0323896 0.00764056 0.00507784 -0.00225136 0.0024525 -0.0234613 -0.0279058
internal_weight=0 1727.13 1121.52 2527.22 1931.8 784.56 899.448 605.613 416.722 337.387 447.173 595.425 1147.23 491.732 1015.79 568.094 649.363 213.782 188.891 365.818 407.717 233.391 140.619 134.893 131.445 318.574 91.3763 50.9044 84.7239 202.495 135.921 222.068 201.509 92.772 366.426 281.094 138.79 135.894 399.878
internal_count=3105652 1638018 953043 1467634 1186312 696955 755221 684975 522012 303114 393841 281322 489357 464310 371929 259943 154604 155038 162963 452521 290911 238803 147590 136321 117428 133993 39742 69491 93378 166793 79309 197822 165507 91213 217325 359143 178745 95988 286907
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=36033 7 1667588 3 2 2 22036752 64 2 704 598018 392 1 116 520 1 1 2 512 2 196 2 2
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=24
split_feature=0 0 3 4 3 5 7 7 5 0 0 5 0 5 4 0 4 0 3 4 5 4 10 0 4 5 3 3 4 5 3 9 3 6 10 6 10 4 3
split_gain=56.0671 17.5355 15.808 12.8305 11.6023 11.7805 16.0731 9.27339 6.72172 6.70626 6.03396 5.61468 5.41204 5.27033 5.07783 5.06472 4.29418 4.20709 4.12456 4.26649 2.72926 2.71356 2.54371 2.27606 2.09852 2.06901 2.04311 1.92929 1.80175 3.19233 2.15268 1.75261 1.73306 1.42593 1.33983 1.33089 1.32289 1.28197 1.31158
threshold=0 1 2 3.5000000000000004 3 1.0000000180025095e-35 4 5 3.5000000000000004 6 7 2.5000000000000004 8 3.5000000000000004 1.5000000000000002 9 2.5000000000000004 10 11 1.0000000180025095e-35 2.5000000000000004 7.5000000000000009 12 13 32.500000000000007 9.5000000000000018 14 15 10.500000000000002 1.0000000180025095e-35 16 17 18 19 20 21 22 78.000000000000014 23
decision_type=9 9 1 2 1 2 1 1 2 9 9 2 9 2 2 9 2 9 1 2 2 2 1 9 2 2 1 1 2 2 1 1 1 1 1 1 1 2 1
left_child=4 28 3 8 13 15 14 17 12 -10 -9 37 -3 16 26 18 23 22 -6 36 -16 27 35 -1 31 -12 -7 -19 29 30 -2 -18 -13 -28 -17 -4 -20 38 -8
right_child=1 2 7 -5 5 6 11 10 9 -11 25 32 -14 -15 20 34 24 21 19 -21 -22 -23 -24 -25 -26 -27 33 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.013103509458651068 0.004274827140105332 -0.020485176067447847 0.01317782645207401 0.036808933795285818 -0.00058858186522345161 -0.012540773161746134 0.00016744211654892379 0 -0.0039067049771257462 0.04196808981486537 -0.034084228314514006 0.0058923426334441696 0.0010532538145249185 0.05572775334599897 0.0048348780019369965 0.0039645243277753282 0.038407636835971572 -0.00022190924329095111 0.0080625496196855533 0.021605524772644651 0.031059988275960577 0.004709940822364052 -0.0099906080768722948 -0.0038915921683727686 0 0 0.011798606312317408 -0.022736546593075401 0 -0.051986927622919024 -0.019913495298696363 0 -0.011817075051738906 -0.0030485523100175979 -0.013409276435706125 -0.00069078157134952413 -0.0054557251786342157 0 -0.030840409451079815
leaf_weight=408.10401138136513 28.084813997251331 146.08291852906405 145.78832364441769 72.295620934572071 135.74239666506764 70.852773881095345 3.9238150779856369 88.237828177560004 39.071327369223582 22.683411766774952 341.57577524933731 78.919065906273318 247.85064374425565 29.023615155660082 137.26777956540172 20.588471933384426 110.89337288343813 91.258989476715215 300.61828859485104 601.34506245033117 80.505707475444069 29.199267376301577 63.301335419411771 51.480330355931073 2.5413954056275534 7.1004372788302126 90.535585820034612 176.08532117113646 4.9205516978981896 126.17356433445093 28.67091462991084 3.6619222871522643 55.215262658297434 71.051469369296683 67.367326726089232 47.52467069074919 36.689253753807861 0.99656892061466251 190.70800389850046
leaf_count=181888 22087 114757 140055 92116 119684 80091 3921 61077 41106 22543 267983 83290 321844 21384 79495 19242 23566 97794 155037 116881 77464 40056 58259 46432 4096 4488 75820 164913 2934 126201 27086 4146 53005 83996 63553 36566 15046 1296 154129
internal_value=0 -0.0132553 -0.00882825 0.00453961 0.00992807 0.00569958 -0.00341616 -0.0161477 -0.00182621 0.0220348 -0.0269876 -0.0195461 -0.00756902 0.02183 0.00825662 0.012048 0.0173179 -0.00640037 0.0139672 0.0163167 0.0183273 -0.0138566 0.00212705 0.0106534 0.0339283 -0.0320965 -0.00105201 -0.0176299 -0.0398842 -0.0431853 -0.00894958 0.0362841 -0.000758245 0.00403841 -0.00702988 0.0084134 0.00552087 -0.0292848 -0.0303064
internal_weight=0 1705.91 1518.06 527.984 2548.03 1942.33 779.976 990.072 455.688 61.7547 436.914 329.763 393.934 605.705 450.213 1162.35 576.681 553.158 1074.4 938.653 217.773 296.544 256.614 459.584 117.097 348.676 232.44 267.344 187.85 182.929 56.7557 114.555 134.134 161.587 87.9558 193.313 337.308 195.628 194.632
internal_count=3105327 1641865 1463557 592366 1463462 1181950 692507 871191 500250 63649 333548 295641 436601 281512 396866 489443 260128 537643 406648 286964 156959 302763 234880 228320 31808 272471 239907 262707 178308 175374 49173 27712 136295 159816 82795 176621 170083 159346 158050
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=36033 1069060 13 3 2 2 6357256 18874384 2097936 1088 25428256 704 5 2240 592 130 519 1 116 2 10 2 3 512
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=26
split_feature=0 0 4 3 7 3 8 3 4 9 0 7 2 5 3 3 4 4 5 0 10 4 0 4 5 4 3 0 5 3 3 8 11 5 4 0 0 3 0
split_gain=47.4537 14.7559 11.4496 11.2637 9.53809 16.2693 9.46824 9.26453 6.4154 6.29609 6.94979 5.49124 5.2346 4.8931 7.75415 4.29714 3.37283 3.14582 2.69973 2.5079 2.40606 2.37837 2.26242 2.9763 2.19751 2.17373 1.99462 1.8228 1.81039 1.72516 1.67795 1.6687 1.6426 1.60279 1.56976 1.55388 1.53847 1.50516 1.40407
threshold=0 1 4.5000000000000009 2 3 4 5 6 1.0000000180025095e-35 7 8 9 10 1.0000000180025095e-35 11 12 1.0000000180025095e-35 2.5000000000000004 5.5000000000000009 13 14 1.0000000180025095e-35 15 7.5000000000000009 1.5000000000000002 1.5000000000000002 16 17 3.5000000000000004 18 19 20 21 2.5000000000000004 6.5000000000000009 22 23 24 25
decision_type=9 9 2 1 1 1 1 1 2 1 9 1 1 2 1 1 2 2 2 9 1 2 9 2 2 2 1 9 2 1 1 1 1 2 2 9 9 1 9
left_child=2 30 4 11 6 18 7 21 -5 10 37 19 22 20 -15 -8 27 -9 -6 -3 -7 36 31 -24 -23 -16 -12 -13 -18 -19 -2 -10 -32 34 -21 -22 -1 -4 -14
right_child=1 3 9 8 5 13 15 17 12 -11 26 16 38 14 25 -17 28 29 -20 33 35 24 23 -25 -26 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.029816399515764386 0 -0.0022011443667188718 0 -0.029916808249961194 -0.02915422770314521 -0.0096633073638501682 0 -0.0058486674122100492 0 -0.012992481595786188 0.0097020295440038498 -0.026705549745968084 0 0.017505152288884215 -0.022922474043554918 0.028449217475374988 -0.0038606465276785152 -0.0042378579509467799 0.0006027915800948827 0 0.01372708483649503 -0.0011899915276354384 -0.017432182610486777 0.011446972214397942 0.018171057845018525 0 -0.014411454129187493 -0.0022305842281454885 0.016620421682937005 0.016554622293863588 -0.0459948473973242 0.018617655092644802 0 0.023513066748112269 0.021300913725441739 -0.0023486045607124628 0 0.031879941704359663 -0.026382807234504004
leaf_weight=124.69582086996525 14.91971467557596 128.66272520503844 18.962703234661603 263.87843009960488 185.74140264738526 14.001943835988641 88.336844558420125 523.22286382921448 123.17796533885121 17.114706735723303 11.926595729149993 74.58765620473423 13.668023386257117 56.058632380561903 125.46046475527692 298.36770811757015 121.81452113563137 16.324884593283059 11.742971784522522 182.31646147416905 453.10881097248057 110.34001241388614 95.922366347818752 13.064432704908539 52.865064271303709 52.491880712856073 39.335067207299289 107.24865012918599 27.440981354375253 78.021540445944993 151.42886548682145 46.704510547642712 14.362348532653412 81.702495246921899 14.509657735092331 28.595994803617941 31.667990357062081 350.30794258030073 91.739454157752334
leaf_count=102541 10885 139404 14930 217608 171603 4601 46162 387521 117280 19634 8250 56064 9037 48827 123320 90832 130074 7838 13783 190402 167842 60754 87705 17318 48651 39883 30310 126638 25445 35810 155930 42729 11153 80221 19680 28561 37549 113257 65367
internal_value=0 -0.0131029 0.00855103 -0.00868231 0.00536632 -0.00211852 0.010761 0.00461141 -0.0179176 0.0230779 0.0259791 0 -0.00781642 0.0047248 -0.00586809 0.023539 -0.0091943 -0.00231232 -0.0251158 0.00746875 0.0104355 0.0174664 0 -0.0094112 0.00537637 -0.0161997 -0.00372051 -0.0174124 0.000382644 0.0113803 -0.0379389 0.00670239 -0.041213 0.0123585 0.00445299 0.0120908 0.0265161 0.0301609 -0.023948
internal_weight=0 1567.15 2688.69 1386.44 2251.04 927.202 1323.84 937.138 648.155 437.647 420.532 738.283 384.277 729.718 234.011 386.705 331.092 617.569 197.484 407.191 495.707 319.569 278.869 108.987 163.205 177.952 51.2617 181.836 149.256 94.3464 180.711 169.882 165.791 278.529 196.826 481.705 156.364 369.271 105.407
internal_count=3105399 1502940 1602459 1324972 1416078 598420 817658 680664 557044 186381 166747 767928 339436 413034 212030 136994 338221 431169 185386 429707 201004 249495 265032 105023 109405 163203 38560 182702 155519 43648 177968 160009 167083 290303 210082 196403 140090 128187 74404
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=298177 1069060 271 2 448 1 897 1 264257 2 2 1 777 21495826 8 8388898 9 2163488 8 515 1 1 263232 34880 768 23069200
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=24
split_feature=0 4 2 3 5 3 2 0 3 8 0 5 4 0 8 6 0 5 4 5 3 7 5 4 0 10 5 10 0 7 5 6 9 4 5 3 8 4 5
split_gain=39.4953 15.5768 11.9406 10.6276 9.61159 8.68012 8.73511 8.64434 8.41989 8.2339 5.92339 5.31836 4.44794 4.31242 3.83835 3.79878 3.54885 2.97049 2.59259 2.09334 1.99955 1.97212 1.86262 1.7651 1.54557 1.45281 1.39739 1.27412 1.16201 1.08839 1.05681 1.02836 0.976177 0.874155 0.798816 0.72423 0.721528 0.645887 0.617847
threshold=0 1.0000000180025095e-35 1 2 4.5000000000000009 3 4 5 6 7 8 3.5000000000000004 34.500000000000007 9 10 11 12 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 13 14 1.5000000000000002 7.5000000000000009 15 16 1.0000000180025095e-35 17 18 19 5.5000000000000009 20 21 1.0000000180025095e-35 6.5000000000000009 22 23 1.5000000000000002 16.500000000000004
decision_type=9 2 1 1 2 1 1 9 1 1 9 2 2 9 1 1 9 2 2 2 1 1 2 2 9 1 2 1 9 1 2 1 1 2 2 1 1 2 2
left_child=5 3 7 13 10 11 12 20 15 17 -4 14 16 35 25 -9 18 23 -7 -16 37 31 -23 26 -6 29 -8 -18 -15 -1 -22 -10 -20 -11 -29 -2 -30 -3 -13
right_child=1 2 4 -5 24 6 9 8 21 33 -12 38 -14 28 19 -17 27 -19 32 -21 30 22 -24 -25 -26 -27 -28 34 36 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.01512209310002547 0 -0.0079012060440985556 6.4605484976111092e-05 -0.0331480853127709 0.021921097584357646 0.001155283546209895 0 0.034850340326668477 0.010510705769410721 0 -0.035077859164602605 0.051589378047770154 0.041740678557725633 0.011754400733629983 0.035222464889574208 -0.0008016283285661402 0 0.0065398070035356448 0.011011143343592301 0 -0.024191300285395893 -0.015821136894871395 0.0023216247415377301 0 -0.0024425164185871446 -0.0029408966121840805 -0.027126059404981563 -0.018793540204824356 -0.0054460764081588021 0.0025989016745147872 0 -0.0033666623898184374 -0.0022625386901795881 0.028025997851708607 0 -0.024154218197170028 0.0058412566061206992 0.0057407401959783388 0
leaf_weight=241.93550917773973 18.415779533621389 27.54069327765319 50.920170266123023 375.75918225634814 24.789619289789698 526.75986483588349 7.2959453084331463 138.26622716840211 174.4428116279887 9.5531031776918116 160.17973852572322 30.626555504684806 10.168573614180785 27.999541226090514 86.278328853280982 15.356097284646237 105.86936581658665 9.4170103038777579 1014.0959329068864 12.902618115767835 83.415358404934523 70.95541300959303 62.829341448166815 16.307790841994574 8.1720413632283435 47.402247595775407 178.51222364700516 57.315033872204367 230.07333235348779 205.18952010442445 5.300876044551841 17.596142833208432 9.8936186992214044 16.078719590776018 2.9506113605166311 97.099662593900575 22.902782525132352 56.984220780330361 0.48217260700766829
leaf_count=114305 10945 20619 52389 330756 20040 393710 4981 159790 201300 8928 143238 20961 8128 16823 7545 15823 108967 15787 381234 4703 79981 48016 43460 14136 8408 25150 152073 54964 290850 108770 5066 17575 16602 18818 4283 79552 20225 76842 423
internal_value=0 -0.0113816 -0.00195082 -0.0216182 -0.0197525 0.00814008 0.00447225 0.00484187 0.01181 -0.012066 -0.0278557 0.0182565 0.00710678 -0.00747234 0.0140415 0.0285493 0.00601661 -0.019705 0.00757482 0.0308976 -0.0118607 0.000838884 -0.00660449 -0.0229075 0.015924 0.00851515 -0.0254204 -0.0060122 0 0.0103125 -0.0199966 0.00760496 0.0105375 0.0222136 -0.014324 -0.020921 -0.00275572 0 0.050392
internal_weight=0 1669 896.749 772.25 244.062 2589.03 1964.22 652.687 479.446 237.165 211.1 624.817 1727.05 396.491 593.708 153.622 1716.88 211.533 1550.75 99.1809 173.241 325.824 133.785 202.116 32.9617 494.527 185.808 166.135 280.976 447.125 88.7162 192.039 1023.99 25.6318 60.2656 115.515 252.976 84.5249 31.1087
internal_count=3106166 1641698 892547 749151 224075 1464468 1182611 668472 485964 214723 195627 281857 967888 418395 260473 175613 959760 186977 791546 12248 182508 310351 91476 171190 28448 248225 157054 168214 327898 223075 85047 218875 397836 27746 59247 90497 311075 97461 21384
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=36033 2 263 3 2 22568976 15 1 23331352 5260068 1 2 2112 71 2 10756402 3 1 8921088 2 2 1 1 1
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=24
split_feature=0 0 3 5 0 3 5 7 4 7 0 5 0 2 4 3 0 0 10 5 3 3 10 10 5 4 4 3 5 4 4 0 5 5 3 4 3 10 3
split_gain=33.5178 13.5246 11.1286 11.4399 9.16983 8.16721 12.3347 14.921 7.3851 7.30918 5.36826 5.25318 5.04443 4.82812 4.7938 4.07309 3.52566 3.41076 3.21385 3.04963 2.68575 2.53062 2.49762 2.22092 2.16528 3.78473 2.15418 1.97396 1.95047 4.03212 4.69998 1.94356 1.83412 1.64215 1.52687 1.41337 1.31269 1.258 1.2097
threshold=0 1 2 3.5000000000000004 3 4 1.0000000180025095e-35 5 3.5000000000000004 6 7 2.5000000000000004 8 9 1.0000000180025095e-35 10 11 12 13 4.5000000000000009 14 15 16 17 1.0000000180025095e-35 8.5000000000000018 7.5000000000000009 18 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 19 7.5000000000000009 2.5000000000000004 20 31.500000000000004 21 22 23
decision_type=9 9 1 2 9 1 2 1 2 1 9 2 9 1 2 1 9 9 1 2 1 1 1 1 2 2 2 1 2 2 2 9 2 2 1 2 1 1 1
left_child=5 24 3 8 -5 18 14 19 12 16 -11 38 -3 -10 36 -16 22 23 28 20 31 -13 -4 -17 27 -26 34 -2 29 -1 -31 -8 -12 -22 -18 -30 -7 -6 -9
right_child=1 2 9 4 37 6 7 11 13 10 32 21 -14 -15 15 17 26 -19 -20 -21 33 -23 -24 -25 25 -27 -28 -29 35 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.024245306752978937 0.0050048004260639855 -0.019566692237264746 0.0093190122014860967 -0.00087555988761870655 0.061374393580745534 0.0087207154919151184 0.01430695211138661 0 0.035304248308504954 0 -0.030185668552042813 0.0062118938787498156 0.00078646189679647694 -0.0044545258472590893 -0.00081121265539351437 0.022718132645068931 0 -0.0047552940333470788 -0.0019096654286422212 0.024678433261511579 -0.010683079905902856 -0.015285028149541009 -0.0088877653022246383 0.004468419565292028 -0.04772304072968607 0.00074840233702715034 0.0044413261405487521 -0.018084697907622932 0.040939428538904907 -0.012741833497077762 0.027192967194842366 -0.0020731773734887502 0 0.0039919590009073911 -0.019654133007325977 0 -0.00062030704357017748 0 -0.028723093133527163
leaf_weight=117.05487494333647 27.611604123769212 158.85982158049592 191.37931503902655 41.695198367408011 29.392599871731363 170.84746977535542 176.88600467039214 4.0215740900021046 47.572622816136573 86.024732088000746 313.67771879996872 93.615556055257912 248.61029101796157 21.273594258425874 107.955888683995 561.36461008689366 90.40923745004693 33.473102415329777 30.231202170834877 52.560532882722327 145.47040549012308 47.292883856047411 62.051319682985195 166.71833563514519 111.52907225044328 3.7466211786813792 29.351309654535726 27.138242289969639 92.517733976215823 77.226248840102926 10.017439678864319 58.972015832230682 12.764850885389022 75.704065478523262 167.79961164911219 1.4670790969685175 349.40791009127861 3.9026749620388719 208.99960565239599
leaf_count=53061 22459 136942 179280 44303 30992 105055 111580 4042 61931 61083 259850 100421 323046 25935 72794 98618 99377 37699 14295 67640 118767 41984 58876 30461 125407 2712 40475 27419 59062 17791 1451 55574 9259 76137 157559 2688 196378 4139 168804
internal_value=0 -0.0103992 -0.00662087 0.00413169 0.0342593 0.00757474 0.00503089 -0.00400222 -0.00168631 -0.0130562 -0.0229516 -0.0191669 -0.00768978 0.0223604 0.0108563 0.0153596 -0.00440541 0.0177607 0.021769 0.00645423 0.00235137 -0.00119519 0.0032349 0.0193802 -0.0347802 -0.0442534 -0.0114931 -0.00679402 0.0249978 0.0140305 0 0.00941713 -0.0279743 -0.00441313 -0.0150178 0.039271 0.00235743 0.0541431 -0.0282052
internal_weight=0 1674.79 1504.76 551.307 74.9905 2581.8 2253.29 863.523 476.316 953.458 412.467 353.93 407.47 68.8462 1389.77 869.512 540.991 761.556 328.515 509.593 457.032 140.908 253.431 728.083 170.026 115.276 287.56 54.7498 298.283 204.299 87.2437 235.858 326.443 221.174 258.209 93.9848 520.255 33.2953 213.021
internal_count=3105346 1671044 1493047 627288 79434 1434302 1285954 744949 547854 865759 330192 315251 459988 87866 541005 239572 535567 166778 148348 429698 362058 142405 238156 129079 177997 128119 297411 49878 134053 72303 19242 167154 269109 194904 256936 61750 301433 35131 172846
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=3265 1069060 13 6357256 1 2 2 2097168 2130704 2 704 8651040 1088 3 390 372 5 5 519 192 130 792 3 512
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=28
split_feature=0 4 5 5 0 7 3 6 0 7 3 8 3 0 3 3 4 4 3 0 0 10 3 9 4 0 5 5 0 3 8 3 10 0 4 3 5 11 4
split_gain=28.1022 12.3484 11.1676 24.425 8.37671 7.89667 12.9822 7.60263 9.45832 7.07232 6.25237 6.15333 6.88825 5.94363 5.02851 4.07052 3.94641 3.34014 3.22924 3.13586 3.07247 3.01335 2.96012 2.86145 2.68439 2.28126 2.23562 2.21237 2.14114 1.90287 1.91 1.83374 1.82544 1.54203 1.46098 1.68427 2.02917 1.45337 1.43855
threshold=0 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 11 12 2.5000000000000004 1.0000000180025095e-35 13 14 15 16 17 18 2.5000000000000004 19 2.5000000000000004 8.5000000000000018 20 21 22 23 24 25 8.5000000000000018 26 2.5000000000000004 27 5.5000000000000009
decision_type=9 2 2 2 9 1 1 1 9 1 1 1 1 9 1 1 2 2 1 9 9 1 1 1 2 9 2 2 9 1 1 1 1 9 2 1 2 1 2
left_child=1 5 3 14 31 11 28 21 26 18 -5 12 19 -13 -3 -15 20 27 -6 32 -14 25 -23 34 -21 -8 -9 -11 -7 30 -19 -2 -1 -18 35 36 -4 -33 -20
right_child=4 2 23 10 9 6 7 8 -10 17 -12 13 16 15 -16 -17 33 29 38 24 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0048656331498582112 0 0.038371123037448725 0 0.014188391802188484 0.0072645591240440141 0 -0.0050439923847623728 -0.0012749553171306259 -0.027012769727056588 -0.030475304982191337 -0.026321148785788607 -0.0077032425641954498 -0.00165986391825525 0 0.0049081397555679638 0.024714378009744391 0.015603951893376752 -0.022572911533981596 -0.011805995427540066 0.019930826452809646 -0.018240527372661304 -0.015618570182464096 0.0046340929839603215 0 -0.0005548225867935318 0.012565816009813333 0.030855425429273844 0.00061492303043354834 -0.025374365395630462 0.0010665566855849148 0 -0.041166961680653785 -0.015955999576259046 -0.0036660438716264567 0.062393033602785711 0 0.036175451028090347 0 0.0039824299026793835
leaf_weight=56.26296796927636 14.16577641198819 129.48133180507284 15.669474858965257 14.237413089053007 244.27482758663245 25.444957339001121 42.121010722446954 6.4627736737893455 125.68584220818593 164.13763431640109 138.49787602821016 56.402905336115509 480.49237290181918 63.075176419515628 126.06929724621295 329.27229794993764 93.622414315948845 65.558167454422801 195.59140695500537 293.08944646993768 138.51338239091274 72.249156409219722 138.75891569723899 2.6559595795988562 43.285400582943112 471.62541132794286 20.429261257435428 3.7912423921370637 229.12137422739761 114.32121345304768 20.995866808894789 136.54653445685835 25.416261355028837 16.029222209588625 43.788869965283084 30.930925662614754 26.476428807436605 13.949256014057026 27.690571564016864
leaf_count=70817 10687 35735 8967 9635 224927 17121 58511 5983 151524 141413 102935 63770 351470 22360 34021 104279 46388 46799 169733 226258 127987 30971 81919 3400 33270 235215 19084 2338 210887 108793 11651 156198 33254 16110 30995 26687 19742 11316 42181
internal_value=0 0.00498289 0.0186327 0.00841814 -0.0138564 0.00207662 -0.00408811 0.00166121 -0.0162457 -0.00839448 -0.0198578 0.00662948 0.00227999 0.016278 0.0266793 0.0204366 -0.0033051 -0.018275 0 0.0120584 -0.00681061 0.00634642 -0.00248911 0.0428293 0.016204 0.0103202 0.0180818 -0.0282709 -0.0223171 -0.00603149 -0.0146745 -0.0330703 -0.00226334 0.0113112 0.0454132 0.0171302 0.0239426 -0.036491 -0.00810379
internal_weight=0 3255.17 527.808 408.286 1001.02 2727.36 1131.9 877.332 152.578 836.361 152.735 1595.46 1146.71 448.75 255.551 392.347 728.657 368.804 467.557 418.054 619.006 724.754 211.008 119.522 336.375 513.746 26.892 167.929 254.566 200.875 86.554 164.662 81.6792 109.652 116.866 73.0768 42.1459 150.496 223.282
internal_count=3105331 2179295 272117 182326 926036 1907178 811215 583207 176591 747835 112570 1095963 905554 190409 69756 126639 541955 310994 436841 363599 479457 406616 112890 89791 259528 293726 25067 143751 228008 167243 58450 178201 104071 62498 86391 55396 28709 167514 211914
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=2395339 1069060 2 960 2 34946 2 513 1 897 2099202 171 521 327 33800 1097 1 36 1 32904 2097280 416 1 515 1 2099266 333 1
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=25
split_feature=0 4 3 0 7 0 7 3 5 3 8 3 0 4 9 5 5 10 3 3 4 0 5 0 5 0 0 4 5 4 3 5 10 5 1 3 5 3 3
split_gain=23.5639 10.8038 9.70737 7.93307 7.23927 7.20893 6.74 11.1414 4.92921 10.02 4.6352 5.79025 5.12416 4.47679 4.25755 4.22969 3.5429 3.2987 4.02934 3.29473 3.18075 3.10415 2.93466 2.8448 2.83792 2.70858 2.59157 2.57981 2.33558 2.32809 2.14741 2.07162 1.98464 1.89621 1.8097 2.0739 1.75292 1.61787 1.49872
threshold=0 4.5000000000000009 1 2 3 4 5 6 1.0000000180025095e-35 7 8 9 10 1.5000000000000002 11 1.5000000000000002 6.5000000000000009 12 13 14 2.5000000000000004 15 2.5000000000000004 16 1.0000000180025095e-35 17 18 31.500000000000004 7.5000000000000009 2.5000000000000004 19 1.0000000180025095e-35 20 1.5000000000000002 21 22 6.5000000000000009 23 24
decision_type=9 2 1 9 1 9 1 1 2 1 1 1 9 2 1 2 2 1 1 1 2 9 2 9 2 9 9 2 2 2 1 2 1 2 1 1 2 1 1
left_child=1 6 27 24 17 15 10 16 26 22 11 23 19 28 -7 31 -8 18 -5 -12 25 -11 -10 -1 37 -13 -9 -3 -6 -25 -15 -4 -28 -32 35 -19 -37 -2 -22
right_child=3 2 5 4 13 14 7 8 9 21 12 20 -14 30 -16 -17 -18 34 -20 -21 38 -23 -24 29 -26 -27 32 -29 -30 -31 33 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.0032123404808080663 0.0048448608435543413 0.060798950189851236 0 -0.0063996569015245175 -0.027400845916361473 0.018743404463323989 -0.03002237851121442 -0.0089381288090282871 0 0.0016669826131714368 0 -0.0013546650685872113 -0.0075097407259131013 -0.01141725718473981 -0.012635416609168115 0.0096324852673720807 0.0057043092400504017 0.00065813654807364238 0.012564812683067415 0.021961317534134012 -0.003752839366284014 -0.022307727027282464 0.02870280120165173 0.018030335807936379 -0.047342851744250361 -0.016996959343786994 -0.0090908455903509766 0 0.00071511133118801456 -0.00062749651606975861 -0.0013729637816911606 -0.031653263722258095 0.010077111728984643 0.021329616345175943 0.0061080918826333175 -0.028117732148153558 0 -0.016183193564026522 0.014601699801504928
leaf_weight=71.517632846240303 25.807556177431252 42.587142367352499 19.912676279564039 137.31117592327064 235.79223091428139 384.28311137606215 158.4780562169617 52.218467894359492 57.821610521059483 41.626061120812665 62.95746935607167 480.91294808556268 57.282093181143864 68.356797230720986 15.778207342416861 25.609292572233244 6.892991478816838 27.546936576021835 230.89982758639962 336.38232155119476 19.151988894096576 225.97409921679355 42.20996159085189 310.1266982073721 72.534997083246708 135.84101601011935 14.763819361367496 1.6886395010806143 8.7208856242505117 43.338822706806241 34.878203842730727 44.577554544506711 530.69624968225253 29.334253708249889 4.8685646812227779 78.483926752174739 3.0887139081314663 24.422615614901588 92.196548562933458
leaf_count=92239 21631 17159 15568 131683 206179 146655 145378 66362 68579 35952 22176 353257 63566 43726 17324 26799 6935 25552 214392 105147 11664 208381 46009 246775 86987 126566 5284 2950 5719 33336 42546 47970 223195 29994 5505 76214 2639 25928 51799
internal_value=0 0.00451594 0.0171987 -0.0128435 -0.00806048 0.00973918 0.00179109 -0.00390861 0.000309811 -0.00809142 0.00597586 0.00214881 0.0142953 -0.0179715 0.0156493 -0.0109402 -0.0250674 0 0.00482367 0.0181795 -0.00297632 -0.0178713 0.0141383 0.0110291 -0.0342704 -0.00617611 0.00610003 0.0503611 -0.0253366 0.0147067 -0.000372986 -0.023907 0.00846022 0.00841072 -0.0123506 -0.0173579 -0.0226965 -0.00528149 0.00996336
internal_weight=0 3274.83 534.437 982.047 859.282 490.161 2740.39 1130.68 965.31 367.632 1609.71 1153.09 456.622 377.082 400.061 90.0995 165.371 482.199 368.211 399.34 728.103 267.6 100.032 424.983 122.765 616.754 597.679 44.2758 244.513 353.466 132.569 64.4902 545.46 64.2125 113.988 109.12 81.5726 50.2302 111.349
internal_count=3105720 2187025 274425 918695 784149 254316 1912600 806075 653762 358921 1106525 915636 190889 328164 163979 90337 152313 455985 346075 127323 543286 244333 114588 372350 134546 479823 294841 20109 211898 280111 116266 63538 228479 72540 109910 104405 78853 47559 63463
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=2460875 1 1069056 2 66690 2 192 1 1 897 263368 1 5 657 521 67712 1032 66633 100360 432 8 1 21 6 8
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=28
split_feature=0 4 0 3 3 5 5 3 5 6 3 0 0 0 7 0 5 3 0 5 3 3 9 3 10 10 4 10 11 0 3 3 5 5 0 4 1 4 1
split_gain=21.0425 11.0945 10.1166 8.97547 7.64829 5.96913 12.5627 7.52759 5.37003 5.93272 9.35001 4.78866 4.52854 4.4575 4.2657 4.25811 4.0934 3.86934 3.64848 3.4748 3.19054 2.77119 2.63204 2.59593 2.52776 2.51294 2.42751 2.09076 1.79052 1.50964 3.62894 2.49856 2.34899 1.33508 1.31108 1.11506 3.49497 1.0291 0.973539
threshold=0 2.5000000000000004 1 2 3 1.5000000000000002 1.0000000180025095e-35 4 5.5000000000000009 5 6 7 8 9 10 11 3.5000000000000004 12 13 1.0000000180025095e-35 14 15 16 17 18 19 7.5000000000000009 20 21 22 23 24 6.5000000000000009 7.5000000000000009 25 6.5000000000000009 26 26.500000000000004 27
decision_type=9 2 9 1 1 2 2 1 2 1 1 9 9 9 1 9 2 1 9 2 1 1 1 1 1 1 2 1 1 9 1 1 2 2 9 2 1 2 1
left_child=4 2 8 18 19 6 11 37 9 12 -11 25 24 -9 29 -7 23 27 35 -1 -14 -10 -17 -16 -2 -5 -21 -18 -6 30 -4 -31 -33 -20 -25 -3 -37 -8 -12
right_child=1 3 14 5 28 15 7 13 21 10 38 -13 20 -15 16 22 17 -19 33 26 -22 -23 -24 34 -26 -27 -28 -29 -30 31 -32 32 -34 -35 -36 36 -38 -39 -40
leaf_value=0.012622494215804116 -0.011305667134054842 0 0.017999852045974259 -0.0017939691557884788 -0.042912068326341583 -0.0015562072543392886 0.027102581565778761 0.0096782173295969481 0.037984651765592764 0.021333588054526828 -0.022862232716938276 -0.0074388711012795114 0.0024470654765373079 -0.024870200821944879 -0.032217164108637709 0.038552563095119431 -0.0031269713901874449 -0.012772090446125484 -0.019153691294096314 -0.020523800237657944 -0.019741256814137607 0 0 0 0.0071123929148396055 0.023803786466474589 0.0088619127190570322 0.025747338814285783 0 0.0019299019144809301 -0.0049395411100145586 -0.01719116051701567 0.0096386526905950561 0.0015975972412947449 -0.01438751104228328 0.024092578500977731 -0.0093388877375101802 0 0
leaf_weight=48.128495297816698 32.740150027675554 150.47086981122266 69.307620390696684 21.447116499010008 136.38060577806027 24.997393032026594 24.982090463105127 14.698782322375335 25.211062877075165 28.388644639999256 187.68609010396176 33.43169835054141 80.995725941218552 145.44992182948045 122.25329650392814 170.87967480445514 9.5461371178535046 45.96967284521088 109.70638577334466 75.674311859162117 88.307804178577499 22.102647120627807 2.9497947942290912 103.87844718029373 1389.1126212595263 378.24606839826447 3.0684738096606443 33.15298178177909 11.167538677793344 142.43641600389674 126.16328613294172 177.62472366797738 3.7457271456514709 2.4798844524193546 148.01214696186071 49.709860540533555 14.929488818364915 1.8247241482022207 5.4076336850994258
leaf_count=38508 12540 119936 59253 5665 156174 28994 17403 18682 32596 35635 199241 41740 94563 105572 103899 132174 9207 41058 120551 72256 66879 26287 3955 103678 661260 94655 3335 32545 9980 127937 139255 167254 4565 2680 162768 38825 3217 3184 7399
internal_value=0 0.00221472 -0.00105416 0.010414 -0.0246369 0.0158018 0.00957436 -0.0100262 0.00316409 0.00187029 -0.0121634 0.018784 0.00419772 -0.0188999 -0.00913737 0.0308012 -0.0160183 0.000257463 -0.00278587 -0.00173554 -0.00925389 0.0293008 0.0348375 -0.0203506 0.00618533 0.0217097 -0.014491 0.0172742 -0.0381593 -0.00208494 0.00359599 -0.00629994 -0.0132992 -0.0152708 -0.00924051 0.00392287 0.0126884 0.019572 -0.0206692
internal_weight=0 3988.25 2842.04 1146.2 274.419 818.907 620.08 186.956 1859.95 1812.64 221.482 433.125 1591.16 160.149 982.09 198.827 462.813 88.6688 327.296 126.871 169.304 47.3137 173.829 374.144 1421.85 399.693 78.7428 42.6991 147.548 519.278 195.471 323.807 181.37 112.186 251.891 215.11 64.6393 26.8068 193.094
internal_count=3105305 2825052 2087819 737233 280253 452024 286901 144841 1136400 1077517 242275 142060 835242 124254 951419 165123 453155 82810 285209 114099 161442 58883 136129 370345 673800 100320 75591 41752 166154 498264 198508 299756 171819 123231 266446 161978 42042 20587 206640
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=5272068 623811 912 775 1 2 769 2100578 590912 2097328 2 2720128 705 2280 643 121 1 224 8 8 2 1 8388872 308 714 17041424 1 1
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=25
split_feature=0 4 3 5 3 2 4 3 8 1 5 0 7 4 5 4 5 0 0 3 1 0 0 3 0 9 0 11 1 6 0 10 5 5 5 4 4 5 0
split_gain=17.6556 9.78452 9.61569 17.8149 9.15994 8.38142 8.69371 7.09285 6.35906 5.91108 5.57287 5.42726 3.8868 3.46218 3.56519 3.08043 3.00266 3.16941 2.58673 2.23294 2.16816 2.04052 1.86176 1.79352 1.7678 1.54459 1.49773 1.48889 1.42358 1.33647 4.348 2.22995 1.30716 1.69029 1.29149 1.24562 1.18889 1.08259 1.30269
threshold=0 1.0000000180025095e-35 1 3.5000000000000004 2 3 11.500000000000002 4 5 6 6.5000000000000009 7 8 8.5000000000000018 1.5000000000000002 7.5000000000000009 1.0000000180025095e-35 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 8.5000000000000018 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 89.500000000000014 2.5000000000000004 24
decision_type=9 2 1 2 1 1 2 1 1 1 2 9 1 2 2 2 2 9 9 1 1 9 9 1 9 1 9 1 1 1 9 1 2 2 2 2 2 2 9
left_child=7 4 3 9 11 6 29 16 12 15 20 -2 21 14 -11 26 -1 -18 -17 22 34 -6 -10 -23 -5 28 -3 -9 -26 31 -31 -4 33 -14 -7 -19 -8 -13 -39
right_child=1 2 5 24 8 10 36 27 19 13 -12 37 32 -15 -16 18 17 35 -20 -21 -22 23 -24 -25 25 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.012076916405079238 0.016339122689946171 0.0029037646177704204 -0.015088571331939082 0 0.0034743867699056127 -0.036776828616735716 0.033334208814247021 -0.040722619853659943 0.018753924386202353 0.027634130820326033 0.016719652768349125 -0.0089360740188214657 -0.0097665153194390984 -0.0030761002423282946 -0.003848440011312989 0.023213239933629191 0.0054720480386688808 -0.030021033601552685 -0.0016797400315113451 -0.0028946879143402701 0.0024397544603633851 0.0038575552783883882 -0.0018368271164386622 -0.012129936378188721 0.062779232860154688 0 -0.0069466129882632746 0 0 0.01058474769998422 -0.022271436122895522 0.0032851327444181847 0 -0.029899709703309459 -0.0099722004878907249 0 0 0.015324938695288124 -0.0034599545912123416
leaf_weight=48.50863868612214 253.57013232233294 549.96455875376705 28.056095918480423 14.517586226051206 115.56321578429197 69.626923559437273 70.788777628273237 130.23773418763449 81.58898591119214 219.15995917419787 11.120429416158002 136.85119651684363 182.54141197107674 26.239621248008916 15.458507340110371 79.697609888287843 27.311026862407743 44.297970837462344 33.177385279763257 190.57429110695375 5.1408614515239597 39.901340984710259 29.256424444145523 321.45903453578649 64.499435889636516 1.0043013487302221 167.28843410097761 11.350492158948326 4.7072892168071112 26.90650749571796 53.867747099648113 853.82041489116091 4.4360081516060736 175.35376521902072 115.47679280323791 5.5557979945006073 3.3127870463649733 16.355888042438892 35.59847675068886
leaf_count=38700 176764 219455 17449 16298 117760 52219 52780 155792 20974 13770 12215 168594 154178 3690 6031 38714 25497 44241 36299 88561 4910 43365 25445 274667 52316 1481 193011 10312 4647 29724 55365 596149 3683 175119 104145 5865 3992 15583 45594
internal_value=0 0.00197818 0.00601007 0.0123169 -0.00396882 0 0.00352025 -0.0228807 -0.00873203 0.00790928 -0.0174678 0.00747916 -0.0132243 0.0204133 0.024225 0.00305631 -0.00102486 -0.0132313 0.0164875 0.00267219 -0.0228335 -0.00579134 0.0122845 -0.00940863 0.0506204 0.0531777 0 -0.0361288 0.0600893 0.00022875 -0.00977105 0.00176499 -0.0210525 -0.0219539 -0.0251724 -0.0232184 0.0310097 -0.00388501 0.00368599
internal_weight=0 3996.88 2413.83 1175.71 1583.05 1238.12 1036.75 267.262 1140.67 1090.99 201.365 442.376 839.255 260.858 234.618 830.128 125.673 77.1648 112.875 301.42 190.245 476.924 110.845 361.36 84.7286 70.211 717.253 141.588 69.2067 962.651 80.7743 881.877 362.331 357.895 185.104 49.8538 74.1016 188.806 51.9544
internal_count=3105354 2824947 1514660 585712 1310287 928948 755459 280407 903752 510970 173489 406535 768772 23491 19801 487479 114303 75603 75013 134980 161274 435792 46419 318032 74742 58444 412466 166104 56963 698687 85089 613598 332980 329297 156364 50106 56772 229771 61177
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=5272068 23 257 2 775 1 1 10552515 2 12292 2099704 74 1 8391048 88 128 2719753 1 2163816 1 1 2 264353 8 557104
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=23
split_feature=0 4 5 2 7 0 3 3 10 0 0 3 3 0 3 10 4 10 3 3 9 0 0 1 5 5 4 10 4 5 5 5 4 0 5 4 5 4 4
split_gain=15.3475 9.48964 9.34072 17.2075 8.37884 9.49875 6.81491 5.41729 4.80766 7.59992 6.6173 6.10756 4.60518 4.51751 4.46645 4.27289 3.89535 3.31773 3.27961 2.63548 2.52691 2.2879 2.22807 2.16482 1.75675 1.72523 1.62983 1.31759 1.25145 1.13701 1.10303 1.09601 1.13064 0.809224 0.797164 0.787896 0.772849 0.7259 0.706608
threshold=0 4.5000000000000009 1.5000000000000002 1 2 3 4 5 6 7 8 9 10 11 12 13 7.5000000000000009 14 15 16 17 18 19 20 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 21 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 10.500000000000002 22 1.0000000180025095e-35 3.5000000000000004 7.5000000000000009 5.5000000000000009 123.50000000000001
decision_type=9 2 2 1 1 9 1 1 1 9 9 1 1 9 1 1 2 1 1 1 1 9 9 1 2 2 2 1 2 2 2 2 2 9 2 2 2 2 2
left_child=12 4 3 6 8 7 15 36 10 24 11 33 31 -4 -7 16 -3 -9 -11 21 38 -12 37 26 -10 -13 -16 -20 -19 -21 -24 35 -33 -2 -5 -1 -6 -8 -15
right_child=1 2 13 34 5 14 22 17 9 18 19 25 -14 20 23 -17 -18 28 27 29 -22 -23 30 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.013788455935999588 0.0020671001534306017 0.005929609668239578 -0.0011003430090689252 0 -0.026104916899940767 0 0 -0.019577449847008502 -0.028383827105467038 0.0082997758241993898 0.014721557284541368 0.0088269096311495068 -0.035911954165802625 0.040300108475923038 -0.028600784425463644 0 0.048823229764799643 0 0 -0.013699934581928114 0 -0.0051372704454449285 0.0093101237108601329 0 0 0.020606382966750023 -0.0055469612431738339 -0.014624125346904366 0.0075381458746931257 0.00057617386035416478 -0.0028195342100844419 -0.015785068414959524 0.003715919107242332 -0.010086501298743097 -0.036627254741475677 -0.0012424119605697513 0 -0.02078430657080977 0
leaf_weight=27.997941195906606 19.752172541062464 62.440951385811786 28.742967678423156 3.5061679538193848 61.972309147080523 110.30467923586548 5.5754428866348453 21.888046076797764 99.757174229242082 311.00922767084558 72.417960462873452 542.84943121432298 111.33600143508374 143.52325378028036 262.6536088116045 39.307519181616954 67.252011766075157 420.66736288108223 122.97442043649789 191.24234100387548 2.7407701187476041 62.222270638521877 166.20222785256919 19.66197554054088 7.7485222473769673 342.41417172558431 92.784444312128471 73.336759520723717 439.97150598517328 20.699490994258667 54.082450300309574 44.799849517803523 0.85320799006149073 110.57330170952628 59.91843699090532 6.4512173867988158 1.6741696328972455 29.263769171055174 0.73554549182881501
leaf_count=22479 18570 27571 36607 3848 60389 141880 5838 11534 83525 189520 77494 232974 142102 107807 235575 19156 30807 287249 105801 196154 3540 65238 52625 17245 6458 298513 79569 59381 218901 24405 38243 47121 1037 61151 56324 5524 1412 33601 814
internal_value=0 0.00162765 0.0123137 0.00380152 -0.000449124 -0.00628127 0.012137 0 0.00365532 -0.00324843 0.00696305 0.0110226 -0.0248292 0.0304728 -0.0170454 0.0254194 0.032979 0.00221515 0.00188373 -0.00406633 0.0355358 0.00475162 0 -0.0219655 -0.0234443 0.0140831 -0.0242612 -0.0066958 0.00394736 -0.0107239 0.00495455 -9.70681e-05 -0.0101261 -0.0064303 -0.0347258 0.00705075 -0.021886 -0.0145719 0.0397076
internal_weight=0 4071.87 663.292 487.549 3408.58 1431.58 424.124 946.173 1977 614.826 1362.17 1015.59 191.438 175.743 485.405 169 129.693 882.527 507.32 346.582 147 134.64 255.124 375.1 107.506 885.264 355.438 196.311 860.639 211.942 220.285 80.1022 45.6531 130.325 63.4246 34.4492 63.6465 34.8392 144.259
internal_count=3107982 2889719 416781 268013 2472938 1053754 207841 579485 1419184 444685 974499 611208 218263 148768 474269 77534 58378 517684 354702 363291 112161 142732 130307 332389 89983 531487 315144 165182 506150 220559 90868 76161 48158 79721 60172 28003 61801 39439 108621
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=1077252 2 2 21497042 139 128 1 12617488 8488904 520 519 4817296 1 5 8 398 585 1 526371 8717442 1 2 8389768
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=27
split_feature=0 3 5 1 2 0 5 4 0 1 5 3 0 0 0 4 1 0 5 3 5 3 7 3 0 0 0 4 5 5 4 10 3 9 0 0 5 8 3
split_gain=13.5824 10.6159 14.4155 17.6732 14.075 8.63165 7.63904 6.41898 5.16152 7.61772 5.16162 4.7526 7.63025 6.20953 3.60253 3.47894 2.82662 2.78892 2.61188 2.18905 2.11264 2.09989 2.06948 1.89059 3.87427 1.69923 1.67069 1.58859 1.38529 1.14678 1.07444 0.973757 0.962257 0.887748 0.694749 0.662731 0.599303 0.553215 0.446615
threshold=0 1 3.5000000000000004 2 3 4 5.5000000000000009 13.500000000000002 5 6 1.5000000000000002 7 8 9 10 43.500000000000007 11 12 1.0000000180025095e-35 13 3.5000000000000004 14 15 16 17 18 19 2.5000000000000004 4.5000000000000009 17.500000000000004 7.5000000000000009 20 21 22 23 24 3.5000000000000004 25 26
decision_type=9 1 2 1 1 9 2 2 9 1 2 1 9 9 9 2 1 9 2 1 2 1 1 1 9 9 9 2 2 2 2 1 1 1 9 9 2 1 1
left_child=18 2 3 7 8 -4 16 11 9 20 17 13 -13 -2 21 34 23 -10 32 29 31 -12 -19 24 -6 -5 38 -22 -21 33 -16 -3 -1 -7 -9 -25 37 -11 -8
right_child=1 4 5 25 6 19 26 15 10 36 14 12 -14 -15 30 -17 -18 22 -20 28 27 -23 -24 35 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.003603249659179335 -0.014922679338395396 -0.0014707738457395694 -0.0052179018335902789 -0.00028000218062231285 0.0072686505392660214 0.060110325672314086 0 0 0.00010056494414428633 0 -0.00077479146772950415 -0.022699620048461811 -0.0018658379873414397 0.0090351033986521816 -0.013799058067287829 -0.0048272362820989409 0.0034634870592089718 -0.0070517884884064193 -0.042083882253761723 -0.0030956538574370817 -0.011494362916289127 0.017348002277696461 -0.030003175024930152 0 -0.020859093722150921 0.021699687683102428 -0.0036398757283093372 0.0088163309462895387 0.016991064500457655 0 0.0026664794341135284 0.012090139964740208 -0.012338251760354767 0 0.035665414113288628 -0.034072886863173744 0 -0.015710544907741628 0.025256261977317809
leaf_weight=26.595925469315262 91.598081336298492 14.781461167731322 34.886679797302349 18.042684407424531 56.008114954100165 72.947517204564065 5.4597810846607899 4.0350119886861648 72.83752248773817 2.3170261179329836 61.771379034587881 200.38804692545091 860.57076671836694 487.83087151784275 95.236327693564817 4.6701494038570663 7.6919304573239051 156.07245789503213 63.227637962627341 24.654881742739235 60.348450856305135 117.62244425283279 105.6912334107692 13.628082537281442 50.962933445211092 411.1321153249155 9.8103070489305555 26.940872923383722 26.383702681472641 0.75521424919133906 7.0064577446610192 636.30386037985591 21.597685675136745 0.57268671397468907 35.025962389161577 219.31609122300142 7.3252211399085345 140.96836677182 15.880168177005546
leaf_count=21405 92068 11825 43431 9235 50408 60091 5724 5434 82531 343 56988 191919 471829 361328 105104 6396 7851 168376 86803 22438 64526 118857 87061 10215 48791 25494 10324 20400 26316 737 7344 527726 25938 905 18006 203353 7472 22092 18158
internal_value=0 0.0011377 0.00574861 0.00319416 -0.00427442 0.0323519 -0.0207553 -0.00135763 0 0.00495793 -0.00662237 -0.0027729 -0.00675505 0.00404439 0.00233001 0.0271891 -0.0253379 -0.0147338 -0.0293448 0.0414006 0.00944793 0.0107368 -0.0188336 -0.0270287 -0.00612063 0.0206309 0.012819 -0.00201628 0.00536944 0.0529884 -0.00934646 0.0114465 -0.00281412 0.0592242 0.0357951 -0.0322365 -0.013032 -0.0145463 0.0206259
internal_weight=0 4157.47 2273.49 2113.29 1883.98 160.201 378.757 1684.12 1505.22 888.985 616.238 1640.39 1060.96 579.429 281.637 43.7311 347.607 334.601 111.421 125.314 738.375 179.394 261.764 339.915 106.971 429.175 31.1503 87.2893 51.0386 74.2754 102.243 651.085 48.1936 73.5202 39.061 232.944 150.611 143.285 21.3399
internal_count=3105242 2971096 1335627 1181709 1635469 153918 354824 1146980 1280645 654384 626261 1117144 663748 453396 288293 29836 320618 337968 134146 110487 624477 175845 255437 312767 99199 34729 34206 84926 48754 61733 112448 539551 47343 60996 23440 213568 29907 22435 23882
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=1069056 15 1 2 6357000 8390980 1 1 12848390 2654640 65714 1 23077888 5 272 2 784 29360970 8398720 10749378 8 6 1 860560 23330944 1 640
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=23
split_feature=0 3 2 5 1 0 0 4 0 1 5 3 0 0 4 3 0 5 0 5 1 3 4 5 0 4 9 5 5 5 4 4 10 3 0 0 1 5 4
split_gain=11.9158 9.21318 12.2758 11.874 14.2366 7.83506 7.15526 5.58009 4.20577 6.16813 4.4945 3.70229 6.57424 5.40439 3.11817 2.96699 2.81143 2.54155 2.40935 2.20724 1.90406 1.83986 1.77772 1.76015 1.50423 1.50081 1.30984 1.20071 1.05442 1.02768 0.992034 0.944955 0.838706 0.838409 0.798251 0.751462 0.646587 0.578357 0.207756
threshold=0 1 2 3.5000000000000004 3 4 5 13.500000000000002 6 7 1.5000000000000002 8 9 10 43.500000000000007 11 12 8.5000000000000018 13 1.0000000180025095e-35 14 15 1.5000000000000002 3.5000000000000004 16 2.5000000000000004 17 6.5000000000000009 17.500000000000004 5.5000000000000009 1.0000000180025095e-35 7.5000000000000009 18 19 20 21 22 3.5000000000000004 4.5000000000000009
decision_type=9 1 1 2 1 9 9 2 9 1 2 1 9 9 2 1 9 2 9 2 1 1 2 2 9 2 1 2 2 2 2 2 1 1 9 9 1 2 2
left_child=19 3 8 4 7 38 15 11 9 23 18 13 -13 -2 35 29 21 36 -10 33 26 -12 -20 32 -6 -25 28 34 -7 30 -4 -18 -3 -1 -17 -9 -8 -11 -5
right_child=1 2 6 5 24 20 17 14 10 37 16 12 -14 -15 -16 27 31 -19 22 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0029706467211070703 0.020412688678612165 -0.0012907191537209232 -0.0073010463577286291 -0.0087119989214944505 -0.00084213316483899901 0.044434527913238903 -0.034066222124107343 0 0 -0.013465116668447838 -0.00092391592054134495 -0.021056775846352585 -0.001547417740922274 -0.0010657512949122365 -0.0045063518972298161 0 -0.012488339851360709 0.00094162336632917397 -0.024859433054278342 -0.040090946115028267 0 0.015723416793156239 -0.0032166411138050232 -0.011209608291022069 0.019373203067110004 0.0084950754951081727 0 0.00056566291067642 0 0.022350846481862953 0.0092597422670088261 0.0026027020020278108 0.010803452513529065 -0.011718278047623655 -0.020620919271475822 0.033496661710384699 0 0 0
leaf_weight=27.004984418366803 106.05463430703094 14.681620575051056 36.87525831899984 33.514586983248591 15.347920430082013 121.44708897349483 200.48053327127855 4.1063088189985137 73.146270070734317 141.1866932818084 61.924540265907126 195.39564449949103 857.67052671696729 477.09793741050817 4.5537069525453253 8.8543940060917503 93.36217146229319 3.681532274989876 150.95944236161449 60.127240167152195 6.0571009505947577 119.83417937699414 106.34427996451268 60.059526865938096 421.6101166420849 27.108850626216736 1.2558329853345629 4.8014924080343908 0.98192199281765979 10.86234467570466 44.123237167528714 7.0294238430215037 644.13688650424592 21.165198821974627 59.506669459646218 36.23301086956053 3.6571498992852858 7.1674253609089638 1.69402746084961
leaf_count=21698 109494 11756 32505 41543 5613 104499 191640 5430 82682 22295 56782 185231 470466 358916 6337 6934 103372 3588 126843 86124 6112 121423 124257 63688 29465 20442 1975 5450 999 11626 43052 7346 532902 25779 53476 18652 3164 7395 1644
internal_value=0 0.000985891 -0.00406312 0.00527065 0.00291783 0.0291157 -0.0195912 -0.00118552 0 0.00436004 -0.00610159 -0.00252996 -0.00607991 0.00341854 0.0251949 -0.000519411 0.00216164 -0.0302063 -0.0137513 -0.0278561 0.0376987 0.00955529 -0.0176154 0.00837137 0.0184091 -0.00191509 0.0423301 -0.0134135 0.0435033 0.00842866 0 -0.00815015 0.010192 -0.00278498 -0.0186821 0.0333048 -0.0333881 -0.0118994 -0.00562352
internal_weight=0 4162.8 1879.78 2283.02 2118.07 164.951 372.843 1681.11 1506.94 894.341 612.6 1636.22 1053.07 583.153 44.893 165.023 282.15 207.819 330.45 108.297 129.742 181.759 257.304 745.987 436.958 87.1684 123.685 73.1626 122.429 91.8608 80.9985 100.392 658.819 48.1702 68.3611 40.3393 204.138 148.354 35.2086
internal_count=3112595 2978994 1632618 1346376 1189604 156772 351435 1154526 1281183 658478 622705 1124107 655697 468410 30419 153043 288923 198392 333782 133601 113585 178205 251100 628788 35078 84130 107473 65860 105498 87183 75557 110718 544658 47477 60410 24082 194804 29690 43187
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=1069056 15 2 1 6357000 23331777 8390980 1 1 12848390 12660230 336 65714 23077888 1 272 8398592 1 8 6 4456576 860560 1
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=31
split_feature=0 7 2 5 0 0 3 10 5 3 4 0 8 3 1 3 4 0 3 3 10 0 0 5 0 3 5 1 8 3 4 10 5 3 0 10 3 3 3
split_gain=10.7604 7.9464 11.7909 7.46892 8.40214 6.86968 9.45087 7.12668 5.67817 6.80024 5.43731 4.68925 5.55365 4.31254 4.02385 5.22155 8.48403 5.40045 3.09202 2.50006 2.47671 2.47146 2.25859 2.14015 2.13559 1.94154 2.55 1.76703 1.61458 1.31923 1.17654 1.00568 0.919 0.829744 0.789083 0.750275 0.650324 0.50743 0.298149
threshold=0 1 2 2.5000000000000004 3 4 5 6 5.5000000000000009 7 2.5000000000000004 8 9 10 11 12 3.5000000000000004 13 14 15 16 17 18 1.0000000180025095e-35 19 20 7.5000000000000009 21 22 23 13.500000000000002 24 9.5000000000000018 25 26 27 28 29 30
decision_type=9 1 1 2 9 9 1 1 2 1 2 9 1 1 1 1 2 9 1 1 1 9 9 2 9 1 2 1 1 1 2 1 2 1 9 1 1 1 1
left_child=23 8 5 27 18 25 21 10 9 14 -8 31 22 34 15 16 -2 -17 -5 -9 -14 -7 -13 33 -15 -3 28 -4 -27 30 -16 37 36 -1 -10 -23 -6 -11 -33
right_child=1 2 3 4 32 6 7 19 13 11 -12 12 20 24 29 17 -18 -19 -20 -21 -22 35 -24 -25 -26 26 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.003300605020781236 0.0048687597757291808 6.7693674121147254e-05 -0.035881875219825575 -0.0035697376534664579 0 0.0038836767600026801 0.0045912725809353211 0.0075912276670610339 0.0054897886973894576 0 0.022711166597820635 0.0014569787652345271 0.010677688587327623 0 0.023280172814858124 0.0040393099363395402 0.038201512492515508 -0.014514793756029189 0.033291070224954103 -0.017325414800247747 -0.0077802372461101737 0 -0.014675202802178348 -0.038811616272100953 0.044045114482066688 -0.026071072041464839 0.0050933445588690861 0 0 0 0 0.0040449581951581782 0 -0.011434299812815444 -0.010206243039032321 -0.024319412859136733 -0.023451711098069473 0.018354295405739428 -0.0055468738107228195
leaf_weight=26.790986009960761 415.60678080914658 43.933871171022474 157.09603485845582 11.848181657689564 21.829666412755614 17.75081455414329 646.63072990215733 13.740347793427645 11.18128917418653 20.531514756119577 240.69422958162613 65.448418179636064 177.88878501356521 12.075788527406983 202.44836557998497 586.36963608526275 77.605371182886302 168.04386110867199 31.261195113314898 115.49015398281335 58.015595115008182 13.862778906186577 459.59240961096657 58.243500539392699 43.269422504148679 151.17599850079569 9.0088366618729179 3.0071142821689127 34.830285024821933 12.887299129870369 3.8807448200532226 12.854931846872205 5.2051778081658986 20.969139871071093 21.242495857935864 121.07976890201098 69.709662146720802 79.933272521062463 28.795747202981147
leaf_count=21488 359005 38343 165903 11808 26672 20894 395802 7633 13714 20023 93494 59285 92405 14178 11041 325711 62679 175802 31006 59102 28576 11985 380439 86809 46070 152703 8228 1964 31567 9300 394 14028 6167 25886 22421 104069 69565 79525 28658
internal_value=0 0.000891787 -0.00421189 -0.021232 -0.00112738 -1.06142e-05 0.00304976 0.00687934 0.00457119 0.00331546 0.0103032 -0.00321817 -0.00663469 0.0264486 0.00749363 0.00476715 0.0123408 -0.000238683 0.0227084 -0.0117353 0.00475345 -0.0170243 -0.0123919 -0.0267224 0.0362778 -0.014351 -0.0183344 -0.0342665 -0.0222566 0.019666 0.0210912 0.0108672 -0.0173957 -0.00227223 -0.000608658 -0.0217486 -0.0210462 0.0152842 0
internal_weight=0 4165.83 1708.15 299.957 139.854 1408.2 1169.25 1016.56 2457.67 2369.9 887.325 903.061 760.945 87.769 1466.84 1247.63 493.212 754.413 43.1094 129.231 235.904 152.693 525.041 106.004 55.3452 238.949 195.015 160.103 186.006 219.216 206.329 142.115 96.7445 47.7601 32.4238 134.943 91.5393 100.465 41.6507
internal_count=3114342 2980159 1236905 313085 145218 923820 692979 556031 1743254 1646871 489296 702939 560705 96383 943932 923197 421684 501513 42814 66735 120981 136948 439724 134183 60248 230841 192498 167867 184270 20735 11435 142234 102404 47374 36135 116054 96237 99548 42686
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=1069056 2 2 820627 885665 384 3 391 8391692 1 896 1 129 2171868 568 514 5 2098180 2097920 6358540 264 1 1 6 9 6 8651348 4 1 16 544
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=28
split_feature=0 4 3 7 5 3 2 0 0 0 3 0 10 0 0 4 3 1 10 5 0 5 5 5 3 5 9 4 0 3 5 0 3 3 3 3 3 3 5
split_gain=9.49831 7.23327 8.13804 6.15938 5.9976 15.0319 7.62747 5.78023 5.72996 4.49903 4.86466 4.23113 3.87957 2.90138 2.89256 2.78082 2.66807 2.64561 2.6241 2.37647 2.93546 1.86372 2.24749 1.85801 1.58114 1.39627 1.11354 1.01055 0.912314 0.863605 1.61669 0.830693 1.59009 1.22232 0.811403 0.809905 0.802912 0.7555 0.667185
threshold=0 1.0000000180025095e-35 1 2 2.5000000000000004 3 4 5 6 7 8 9 10 11 12 1.5000000000000002 13 14 15 4.5000000000000009 16 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 17 9.5000000000000018 18 15.500000000000002 19 20 2.5000000000000004 21 22 23 24 25 26 27 4.5000000000000009
decision_type=9 2 1 1 2 1 1 9 9 9 1 9 1 9 9 2 1 1 1 2 9 2 2 2 1 2 1 2 9 1 2 9 1 1 1 1 1 1 2
left_child=23 2 7 14 6 11 9 29 -8 10 27 38 17 -7 35 -12 -14 -11 -13 20 24 -10 -23 37 -5 -20 -15 -3 34 30 -2 33 -33 -16 -21 -4 -9 -1 -6
right_child=1 4 3 19 5 13 8 36 21 12 15 18 16 26 31 -17 -18 -19 25 28 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0030034976358315453 0.0082409689208804721 -0.0068244420240851575 0 0.0022585575309991605 0.0095540840509902997 0 -0.027155110035501431 0.00022386909809430213 0.02104682909601141 0.00091019247321008287 0.0012291272951190223 0.0047952377312847202 0.00036079620685510621 0.033108336184287511 0.016532143705553944 0.027304412795000954 -0.013059629725769923 0.013017092297813844 -0.030775425911176869 -0.00035706124899579999 -0.034323484178152862 -0.0161777231698488 0.0075719218503798678 -0.037004359478658967 -0.013307228536024233 0 0 0.010587162311151803 -0.0072709498647177719 0 0.031442713699220706 -0.012215302670657372 0.0013933181859022133 -0.00029809354096445382 0.016606418743640421 -0.020592913164156595 -0.0095604560520559014 -0.010969139651544382 -0.00047546053401774293
leaf_weight=26.983563267101999 302.50876133227575 111.62277479672048 31.853902198694414 39.168870042733033 79.419133017087006 55.310018109230441 110.96510018180561 51.784117739181966 10.476727086963363 700.98958614704316 86.531627970820409 9.6157650873283274 247.61553151410044 243.81024830976821 37.22184029132768 174.1356927233428 225.82485803887539 251.02881431533024 73.954488997565932 5.159528514574049 112.21853877117246 43.953313504294783 42.498086520841753 55.712558826955501 231.36755611304397 1.9157094377442252 3.1805248785822178 6.1669259446643983 9.6044019320252101 58.339636512348079 33.883874573075445 63.536885250148771 367.98345557633002 35.211631125806889 17.454929035207901 61.988542573490122 187.6978789599525 20.650650422387116 42.294317169566057
leaf_count=21457 185523 116106 29544 37651 71653 50999 103366 40184 11069 305557 84507 9769 69311 220659 53447 203340 103996 20322 74780 5299 116295 40399 42313 86193 155696 2082 4769 7982 9198 56726 31874 62550 250658 50081 16460 54117 232070 25708 41627
internal_value=0 0.000810414 -0.00420686 -0.00969649 0.00421952 0.0136629 0.0015154 0.00423209 -0.0151119 0.00381106 0.0129845 -0.0058332 0.000856875 0.0266231 -0.00243469 0.0200123 -0.00597499 0.00466072 -0.0195479 -0.0188319 -0.0209737 0.00149319 -0.00298362 -0.0253639 -0.0100869 -0.0258126 0.0311758 -0.00179727 0 0.0115236 0.0134139 0.000474193 -0.000840438 0.008487 0.0101893 -0.0155887 -0.0066421 -0.00211376 0.00439683
internal_weight=0 4168.29 1646.98 1012.77 2521.31 509.5 2011.81 634.214 207.893 1803.92 378.457 207.199 1425.46 302.301 597.796 260.667 473.44 952.018 85.486 414.974 382.755 96.9281 86.4514 103.347 270.536 75.8702 246.991 117.79 32.2189 394.732 336.393 503.954 431.52 72.4335 22.6145 93.8424 239.482 47.6342 121.713
internal_count=3105337 2971979 1387373 840996 1584606 476338 1108268 546377 197147 911121 411935 199911 499186 276427 500397 287847 173307 325879 86631 340599 309642 93781 82712 133358 193347 76862 225428 124088 30957 274123 217397 416736 313208 103528 21759 83661 272254 47165 113280
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=1069056 265 2 898 2 8488135 8923426 6621486 304 9249506 1 14778633 6619286 790 1 12 23660626 544 1 264696 9 526857 528 596 6 130 256 6
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=28
split_feature=0 7 5 3 0 4 5 3 11 3 0 4 3 4 10 10 5 0 0 5 8 0 11 0 3 4 3 10 1 3 4 0 10 0 11 0 10 5 4
split_gain=9.00791 6.80306 10.5913 14.541 8.62065 7.40957 7.36048 6.49552 8.7705 5.30548 5.10547 5.18636 4.57302 6.03764 4.39178 4.14413 3.7974 5.95619 4.79021 3.5888 3.8627 3.5514 3.40407 3.18106 2.87286 2.53694 1.81893 1.80636 1.74003 1.70709 1.67738 3.22884 1.66599 1.52093 1.47363 1.4698 1.32673 1.13729 1.07394
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 2.5000000000000004 4 5 6 7 9.5000000000000018 8 3.5000000000000004 9 10 1.5000000000000002 11 12 3.5000000000000004 13 14 15 16 17 32.500000000000007 18 19 20 21 1.5000000000000002 22 23 24 25 26 27 1.5000000000000002 1.5000000000000002
decision_type=9 1 2 1 9 2 2 1 1 1 9 2 1 2 1 1 2 9 9 2 1 9 1 9 1 2 1 1 1 1 2 9 1 9 1 9 1 2 2
left_child=22 12 4 19 5 26 -5 8 -7 -6 38 -12 13 14 23 21 18 27 24 35 -21 -15 -1 -2 -14 -23 -3 -18 -26 36 -19 -32 -31 -16 -11 37 -20 -4 -8
right_child=1 2 3 6 9 7 10 -9 -10 34 11 -13 16 15 33 -17 17 30 29 20 -22 25 -24 -25 28 -27 -28 -29 -30 32 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.027792017662406871 -0.0024268811158626468 0.0082292855633354905 0 -0.028425809517298995 0.012396984536777182 0.048251901575297629 0.015314978878692591 0 -0.0055982441695711753 -0.025915489564428448 -0.021189219011082231 0.018680547653928115 0 -0.0022698892918475971 0.0033367496237726915 -0.0009993026766431188 0.032193938121953584 -0.0040531191782981531 0.005479525777819033 0.038855694605122337 -0.0036796905851837168 0.045927723351831276 0.0034274776462452031 0.012621945330724214 -0.032718563145275874 0 -0.0025648924196651755 0 0 0.0055844465914962902 -0.0092378765802014363 0.014974831525111788 -0.0033790927522247532 -0.018551766349676774 0 -0.0061838807253353353 -0.010034339817609888 0.020056195839447583 0
leaf_weight=132.00652298604109 145.42212625028333 213.16398879847839 20.933869569969829 350.63712143106386 21.383232408334152 95.4595799397066 65.378669477795484 70.618495753165917 20.009924906335073 131.907038973819 170.30404467976769 7.0576203397358759 41.282625135419948 12.177765645232283 8.3817663703011913 29.392106537474319 75.711010494436778 213.7055026346643 20.383300445450004 37.640452715393621 7.3517139068571842 95.119360403710743 16.406302285307902 442.42625973400573 72.515566338428471 2.324229959427611 319.38700129556673 23.027659851242788 4.9591970935580312 586.61169738416356 34.871658097865293 133.54504330253985 235.80185410416016 59.919333617785014 9.1341506752505648 80.238606552928104 189.5466623436223 26.619597625045571 49.603851847517944
leaf_count=163807 195671 96719 22492 304180 21914 14546 57775 24909 3124 143976 169628 5806 39979 17460 10168 20676 88945 205004 8484 33968 5253 50715 14591 253066 75266 3222 160479 26817 6283 298587 36655 109491 120384 44271 10332 82903 98572 25976 44693
internal_value=0 0.00089095 -0.00383287 -0.011925 0.0034762 0.00845705 -0.0187023 0.0243154 0.0352075 -0.0145675 -0.00512939 -0.0149614 0.00432562 0.0103847 0.00531505 0.0279623 0.000990247 0.0083011 -0.00193468 0.0112208 0.0292134 0.034055 -0.0214605 0.0085039 -0.0181402 0.0401168 0.00153154 0.0261017 -0.026817 0.000274951 0.000756618 0.00809989 0.00262904 -0.0128553 -0.0221484 0 -0.00669178 0.0107405 0.00837901
internal_weight=0 4123.95 1696.83 815.766 881.063 718.639 642.981 186.088 115.47 162.424 292.344 177.362 2427.12 795.163 656.149 139.013 1631.96 480.861 1151.1 172.784 44.9922 109.621 148.413 587.848 118.757 97.4436 532.551 98.7387 77.4748 1032.34 382.122 168.417 822.414 68.3011 141.041 127.792 209.93 47.5535 114.983
internal_count=3116787 2938389 1228673 752674 475999 299777 582082 42579 17670 176222 277902 175434 1709716 595249 503176 92073 1114467 466912 647555 170592 39221 71397 178398 448737 121528 53937 257198 115762 81549 526027 351150 146146 418971 54439 154308 131371 107056 48468 102468
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=5271552 2 513 11012034 46 1 12 8456370 131 3 5 8653325 262802 1 590609 1 25954332 776 794 5 1 520 590880 9 262182 1 8391862 4
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=26
split_feature=0 4 5 5 8 8 3 3 3 2 5 0 0 4 5 0 3 0 10 5 0 3 0 3 0 5 3 4 4 4 3 4 4 0 9 0 0 0 3
split_gain=7.61577 5.83481 7.96316 8.73166 5.88302 5.52016 8.70643 6.04421 5.23396 4.28841 4.10135 4.47977 3.66438 3.29779 4.28417 2.86905 2.6832 2.60832 2.58625 2.40153 2.34439 3.71426 2.25966 2.51874 2.09362 1.99908 1.72888 1.64679 1.56654 1.52254 1.50881 3.40426 1.24802 1.05048 1.01265 0.911495 0.9014 0.826626 0.695394
threshold=0 7.5000000000000009 1.5000000000000002 1.0000000180025095e-35 1 2 3 4 5 6 4.5000000000000009 7 8 4.5000000000000009 4.5000000000000009 9 10 11 12 1.5000000000000002 13 14 15 16 17 1.0000000180025095e-35 18 5.5000000000000009 3.5000000000000004 5.5000000000000009 19 26.500000000000004 15.500000000000002 20 21 22 23 24 25
decision_type=9 2 2 2 1 1 1 1 1 1 2 9 9 2 2 9 1 9 1 2 9 1 9 1 9 2 1 2 2 2 1 2 2 9 1 9 9 9 1
left_child=25 5 3 4 17 6 9 12 24 15 22 -12 29 14 -11 -2 34 -3 20 -17 21 -9 23 -8 -5 38 -22 -24 -14 -7 32 -32 -6 -15 -4 -18 -20 -10 -1
right_child=1 2 16 8 30 7 10 18 37 13 11 -13 28 33 -16 19 35 -19 36 -21 26 -23 27 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0039380993425205679 -0.015600216934216564 0.035750633687302115 0.047449544882376696 0.016738799550828198 0.020450290674699216 -0.029217200573025966 0.00032896677038618278 0.043718611055042586 0 -0.030693553317735874 0.028446397239917945 -0.0038960029028789695 0.0071092268525378066 0.015569217115651081 0.00061107742219513195 -0.0052239745336659024 0.01096298118969046 -0.001698912936304807 0.0074751669577970969 0.008548174813959775 0.00050870886541808645 0.0017488251979786964 0.002570686961139232 -0.016058972545038235 -0.0076156342911185906 -0.034701651331047051 0.012273724488388506 -0.011257953904519039 -0.012156477440988521 0 -0.02155312165433735 0.014141692313141148 -0.001373853028939005 -0.0036877871245603357 0 -0.0071176452983642089 -0.0065750615250473434 -0.032643715748768079 -0.0099534146387418709
leaf_weight=26.381444543061662 176.77138290832227 65.744739814894274 56.639263495031628 29.246247970775585 15.92852973440313 57.565667867049342 137.29356951251975 30.264209891087376 3.7030237826984376 182.05551366505097 68.148497694484831 40.094012246525381 114.3603957836749 4.1284713031200226 30.620785305247409 438.76103567966493 8.6557510099955817 9.8393549302709271 13.960818051185923 135.72336290639214 289.20104058570723 70.048021008929936 1347.9874321586176 133.83636356685747 20.596424352028407 52.690767407169915 335.28539368435304 56.415517410678149 26.688069909490878 2.578542283648857 50.935996486514341 4.898325670103076 5.4086485285079098 10.873266456692361 0.87843419905402598 24.490953518543392 111.52300208435918 59.3000999862561 19.9666668849095
leaf_count=21473 165645 24205 41207 17117 4086 56040 127024 33999 4601 176357 64423 45769 79720 3688 32242 356531 8852 11822 14779 138986 62920 80630 991444 122782 24342 86837 108026 29694 15885 3026 9334 1147 1817 10997 1123 19036 25597 56227 25754
internal_value=0 0.000735978 0.0124747 0.00142439 0.0166095 -0.000369323 -0.0027878 0.00560879 -0.0162022 -0.0101931 0.00126144 0.0178266 -0.00820612 -0.022013 -0.0254318 -0.00564968 0.0339578 0.0321617 0.00937345 -0.00119151 0.0116866 0.0254027 0 -0.00782088 0.00442572 -0.0230508 0.0076354 0.00157125 0.000205269 -0.0231308 -0.000562617 -0.00992235 0.00962883 0.00443174 0.0412551 0 -0.00177 -0.0292422 -0.000464404
internal_weight=0 4170.45 356.266 265.601 152.756 3814.18 2762.71 1051.48 112.846 978.934 1783.78 108.243 201.193 227.678 212.676 751.256 90.6644 75.5841 850.282 574.484 724.799 100.312 1675.53 271.13 49.8427 99.0389 624.486 1404.4 141.048 60.1442 77.1715 55.8343 21.3372 15.0017 57.5177 33.1467 125.484 63.0031 46.3481
internal_count=3105184 2971120 224916 154698 52411 2746204 2265582 480622 102287 884446 1381136 110192 154671 223284 208599 661162 70218 36027 325951 495517 285575 114629 1270944 249806 41459 134064 170946 1021138 95605 59066 16384 10481 5903 14685 42330 27888 40376 60828 47227
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=1069056 1 1 216 800 27 2 305607 9177355 6620056 117 10489674 3 9185456 13 17343908 769 2100204 132 419 8652456 1 10749454 2099498 2359312 6
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=21
split_feature=0 5 2 0 4 3 0 6 3 0 0 0 7 3 5 10 5 0 4 5 5 3 4 4 5 5 3 5 5 4 4 0 1 4 4 0 4 1 3
split_gain=6.74823 5.54492 5.45178 13.3969 8.0666 7.58255 5.53802 10.0264 9.28785 5.4041 4.25725 3.94609 3.67875 3.00569 2.74147 2.13372 2.01721 1.95857 1.97272 1.91072 1.79692 1.73496 1.72131 2.653 1.8511 1.53074 0.661412 0.344622 0.334509 0.289591 0.268817 0.222892 0.286935 0.212227 0.190721 0.10416 0.0832875 0.0375737 0.0138952
threshold=0 9.5000000000000018 1 2 17.500000000000004 3 4 5 6 7 8 9 10 11 1.5000000000000002 12 2.5000000000000004 13 9.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 14 2.5000000000000004 8.5000000000000018 6.5000000000000009 3.5000000000000004 15 19.500000000000004 2.5000000000000004 1.5000000000000002 152.50000000000003 16 17 3.5000000000000004 21.500000000000004 18 1.5000000000000002 19 20
decision_type=9 2 1 9 2 1 9 1 1 9 9 9 1 1 2 1 2 9 2 2 2 1 2 2 2 2 1 2 2 2 2 9 1 2 2 9 2 1 1
left_child=19 2 4 5 6 17 8 10 20 -9 -8 27 14 28 -7 21 -14 18 -4 26 -2 -6 24 -24 -15 -10 -1 34 33 -19 -23 32 -17 -5 37 -13 -30 -3 -37
right_child=1 11 3 13 15 12 7 9 25 -11 -12 35 16 22 -16 31 -18 29 -20 -21 -22 30 23 -25 -26 -27 -28 -29 36 -31 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=0.0041394774362095389 0.0072869595797559533 0.053049800841188266 -0.02579091203371427 -0.007492630228487885 0 0 0.0032069263308095366 -0.039461787740146123 -0.0078212709461041464 -0.0051916333239937877 -0.0063260829764474752 0 -0.011006018975653981 -0.037148132728808639 0.029436572251835144 0.0090668698612934844 0.010461097865855775 0.0081552834913570082 0.0021879204277033197 -0.033264402407514923 0.037602540283953358 0.05112496286650834 0.0048561799126826902 -0.0221309338195699 0 0.0093121543984288572 -0.0095783818402424576 0 0.0095689160353595887 0 0 -0.0065082447802772463 0 0 0 0 0 0 -0.0062084303693461613
leaf_weight=26.25309932520031 79.947798951747245 13.765834440928304 80.47572220989241 19.715671642334204 14.964265845599583 26.651939973758999 2303.0181377839399 52.483597279038804 153.27162957805558 194.99849116460973 533.68681381250644 7.6306934656895464 53.135662109278201 148.15756415561191 109.02093963322113 8.474587756965775 62.307929753114877 17.150941217572839 3.2712171508901511 50.910320470764418 90.600105062811053 33.902709752874216 43.42244296104036 29.064789189389558 4.2052861180563914 33.109516868084029 19.717995878716465 1.0664799690130156 8.3253031808417273 9.6746285234403313 0.21045349183259432 7.0553936822980186 2.3256496587127904 7.2202046759193754 0.14617140640621151 1.6228439293627159 7.1676948737585908 1.6114582607697201 7.9733586707734521
leaf_count=21328 86863 15134 74093 22964 11677 27505 1023830 45483 172531 219027 545991 7299 61836 153199 124828 5295 68161 14160 3070 86711 101174 19048 43896 27504 4371 35566 25685 1222 8227 9871 212 8923 249 8120 167 1765 5706 2352 10152
internal_value=0 0.000723688 0.000199628 -0.00807085 0.00182312 0.0040261 0.000923457 -0.000411274 0.0120685 -0.0186304 0.00125046 0.0300153 0.0136609 -0.0235476 0.023699 0.0303803 0 -0.013679 -0.0200124 -0.0218377 0.0267685 0.0352689 -0.0279006 -0.00634817 -0.035308 -0.00241068 0 0.0413347 0 0.00174771 0.0437973 0 0.00215437 -0.00342719 0.0515313 -0.00216071 0.00767007 0.0520198 -0.00524683
internal_weight=0 4170.83 4137.02 628.968 3508.05 361.689 3441.12 3084.19 356.929 247.482 2836.7 33.8168 251.116 267.279 135.673 66.9331 115.444 110.573 83.7469 96.8814 170.548 49.0774 224.85 72.4872 152.363 186.381 45.9711 16.5899 42.4289 26.8256 34.1132 17.8556 10.8002 26.9359 15.5235 17.2269 15.493 15.3773 9.5962
internal_count=3105195 2971471 2933380 657511 2275869 383524 2230465 1834331 396134 264510 1569821 38091 282330 273987 152333 45404 129997 101194 77163 133724 188037 30937 228970 71400 157570 208097 47013 18875 45017 24031 19260 14467 5544 31084 17653 19216 13933 17486 11917
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=1069056 2 21071321 680 8398854 2 617 2097921 2687840 8685797 2 513 9 65864 674 6 2099264 1 274 1 68
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=36
num_cat=24
split_feature=0 5 10 0 4 3 2 8 3 0 0 0 0 0 4 3 0 4 0 3 5 3 3 4 5 1 7 3 5 3 4 4 4 2 3
split_gain=6.38369 5.27356 5.0619 8.83999 5.75026 10.1357 4.96983 3.91849 5.13202 4.69271 3.79706 3.72875 3.39625 3.33761 2.51868 2.47024 2.10262 2.05734 1.76556 1.62402 1.6223 2.54765 2.33916 1.34606 1.30443 1.07676 0.761157 0.619134 0.554506 0.542345 0.17974 0.177222 0.140824 0.133597 0.011409
threshold=0 9.5000000000000018 1 2 7.5000000000000009 3 4 5 6 7 8 9 10 11 43.500000000000007 12 13 1.0000000180025095e-35 14 15 1.5000000000000002 16 17 33.500000000000007 1.0000000180025095e-35 18 19 20 19.500000000000004 21 21.500000000000004 45.500000000000007 79.500000000000014 22 23
decision_type=9 2 1 9 2 1 1 1 1 9 9 9 9 9 2 1 9 2 9 1 2 1 1 2 2 1 1 1 2 1 2 2 2 1 1
left_child=24 2 4 29 7 6 14 8 16 -10 34 15 31 19 -6 -9 -2 -13 -8 26 22 -22 -15 -14 27 28 -5 -1 30 33 -12 -7 -21 -4 -3
right_child=1 10 3 13 5 12 18 11 9 -11 25 17 23 20 -16 -17 -18 -19 -20 32 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=0.0029304193510572402 0.0021101753312169204 0 0 0.0047250055968324533 0.041679855593063475 0.022335013539727944 0.011865830973929107 0.0033076856901169422 0.0038588175276062886 -0.010133310099985044 0.049885592613021064 0.00017564257056290221 -0.016109726944206978 -0.019783723687992152 0 -0.018076389073600534 -0.012051529935155457 0.013191928360185543 -0.013494256350557766 0.022312659769776561 -0.0073721354818912389 0.013739267405909817 -0.0014255994655733093 0.0029584953998169801 -0.031722118918395867 0 -0.012507202425002254 -0.0097743262973086307 0 -0.024987461968317307 0 0 0 -0.0055809500546874788 -0.0060844651206260134
leaf_weight=27.031169567271718 82.386651544300548 1.6460867009009232 36.594466015514627 14.871839759289287 116.19589301070664 10.866289151301313 9.1617398606031184 63.551902404200519 1335.4813010847793 244.77590557369695 20.691079624375568 225.30261597727076 110.78791777684819 66.922868396461126 4.2594624618941443 57.625001177279046 474.41388116558664 467.89815978354454 18.945862047956329 72.984334201028105 52.731257626735896 85.582434086143621 369.28564017258759 6.8871122044074573 49.083096235590347 2.5737721163604901 12.285648331744596 19.847702149760153 1.2625678483454965 175.81531446682493 0.14480730681680043 0.36654327338328663 0.28604519893997249 20.825960479487549 7.9101065541617555
leaf_count=21798 84129 1776 38628 17467 60847 12307 8377 67598 994119 249267 22299 92442 55120 48391 4924 57376 401307 148944 21219 77702 49306 77124 140992 5751 86586 3313 11444 26140 1365 178555 167 410 319 27724 10010
internal_value=0 0.000706102 0.000191853 -0.00616368 0.00212419 0.0151953 0.0299897 0.000661319 -0.00148552 0.00130967 0.0291795 0.00650288 -0.00404273 0 0.0389952 -0.00696248 -0.00945243 0.00942863 0 0.013903 -0.00318463 0.00440715 -0.00643234 -0.0117896 -0.0213091 0.0375798 -0.000250984 -0.0011517 0.0477537 -0.0213722 0.0494583 0.0170999 0.0200337 -0.00150869 -0.00517021
internal_weight=0 4171.32 4137.09 908.186 3228.91 277.471 148.563 2951.44 2137.06 1580.26 34.2284 814.378 128.908 674.95 120.455 121.177 556.801 693.201 28.1076 100.428 574.522 138.314 436.209 117.675 95.962 24.6722 27.1575 46.8789 22.0985 233.236 20.8359 11.2328 73.2704 57.4204 9.55619
internal_count=3105243 2970719 2931789 667652 2264137 168955 95367 2095182 1728822 1243386 38930 366360 73588 422745 65771 124974 485436 241386 29596 106932 315813 126430 189383 60871 134524 27144 28911 47938 23831 244907 22466 12717 78021 66352 11786
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=1069056 5 12854572 203 2 1 152 14953802 6825480 11272451 2106124 2689152 220 1184 2884204 192 90 672 1 2 6 17 2 68
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=24
split_feature=0 5 0 2 0 3 6 0 4 0 3 5 7 5 3 3 0 0 4 3 3 3 5 4 0 3 0 1 5 5 3 0 1 4 4 4 5 5 5
split_gain=5.59852 5.13644 7.95451 5.94569 10.1447 6.35289 5.99907 12.1385 5.38905 4.67364 5.96966 3.96765 3.47331 3.09161 3.05481 2.92104 2.67934 2.53012 2.45462 2.26883 2.09543 2.04783 1.95274 1.78423 1.37643 1.24383 1.05347 1.00784 0.778672 0.721785 0.659652 0.571796 0.381214 0.367308 0.182453 0.167576 0.135266 0.262834 0.120991
threshold=0 6.5000000000000009 1 2 3 4 5 6 17.500000000000004 7 8 1.5000000000000002 9 1.5000000000000002 10 11 12 13 8.5000000000000018 14 15 16 2.5000000000000004 43.500000000000007 17 18 19 20 19.500000000000004 4.5000000000000009 21 22 23 42.500000000000007 1.0000000180025095e-35 5.5000000000000009 12.500000000000002 7.5000000000000009 16.500000000000004
decision_type=9 2 9 1 9 1 1 9 2 9 1 2 1 2 1 1 9 9 2 1 1 1 2 2 9 1 9 1 2 2 1 9 1 2 2 2 2 2 2
left_child=13 3 30 6 19 11 8 21 9 10 -2 16 -13 25 -4 24 -6 -11 -17 -5 23 -8 27 -10 -9 -1 -22 -7 33 32 34 -24 -21 -16 36 -32 37 -3 -36
right_child=1 2 14 4 5 22 7 15 20 17 -12 12 -14 -15 28 18 -18 -19 -20 29 26 -23 31 -25 -26 -27 -28 -29 -30 -31 35 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0.0069719341655776982 0.019824855329332838 0 -0.0015634191089874264 0 0.0098363121315771899 -0.022515883785339447 0 0.0077716550227235406 0.045621985037689314 0.0018922519050047258 -0.00032816967633073502 0.029111500544494396 0 -0.031916424829235797 0.053285460459999927 -0.034763764551947532 -0.017598919084530314 -0.0056136100651195554 0 -0.033758368848379933 0.010963455363163522 0.032097253634391414 0.0074676916984253985 0 -0.011500738642981852 -0.010873262803245078 -0.0085117944294146909 0 0 0 -0.015679659300389875 -0.0048722366562092417 0 0 0.0084596717642498268 0 0 -0.010251673436620444 0
leaf_weight=38.517157540969492 268.68024100605544 3.4805569691525324 8.7574965836247411 23.954663288663141 17.353168875910342 93.878737903134606 17.5089915850549 36.971368986050948 28.04552109001088 2109.8670400896517 233.81386787565134 93.109029449165973 78.354279375096667 56.64566815620492 44.32835139274539 129.25138805821916 38.866792175525916 523.01231009097683 6.3494931587192687 146.58508363057626 9.5587954755756055 23.578871347512177 20.477523640860454 4.1662648726487523 28.916488770089927 32.924616689590039 23.185376108711353 2.9673884999065185 0.59207067539682512 15.357380996880236 23.358577867082207 58.798604393938149 1.7189353430876497 0.27370061210240137 12.400642491818868 1.5592166024143796 2.5412919688096727 7.8793546798697207 0.77923690437455739
leaf_count=38244 283403 3939 11332 25672 16335 88296 19248 41162 13465 835652 238559 108184 91246 92498 48768 143271 42527 534809 3762 155037 11662 26163 19386 4464 26972 42064 12273 2748 658 16537 22070 54397 1589 335 12315 1639 3500 10160 820
internal_value=0 0.000700405 0.0198226 0 -0.00895081 1.10535e-05 0.00166869 -0.0123949 0.00293276 0.00209683 0.0105617 0.0109111 0.0185868 -0.0179129 0.037229 -0.0226411 -0.00607547 0.000227305 -0.0300293 -0.0257764 0.0267127 0.0220627 -0.0121034 0.0350499 0 0 0 -0.0203875 0.0454721 -0.029801 -0.00546558 0 -0.0332755 0.0527227 0 -0.0122111 0 -0.0057188 0.00650033
internal_weight=0 4140.28 105.95 4034.33 591.422 403.806 3442.91 242.577 3200.33 3135.37 502.494 227.683 171.463 128.087 53.9516 201.489 56.22 2632.88 135.601 187.616 64.956 41.0879 176.122 32.2118 65.8879 71.4418 32.7442 96.8461 45.1941 163.661 51.9989 79.2761 148.304 44.6021 27.0811 24.9178 13.9012 11.3599 13.1799
internal_count=3105161 2932355 115536 2816819 621954 423119 2194865 260578 1934287 1892423 521962 258292 199430 172806 61093 215167 58862 1370461 147033 198835 41864 45411 164827 17929 68134 80308 23935 91044 49761 173163 54443 73783 156626 49103 30734 23709 17599 14099 13135
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=5787648 2164491 2 2107430 279 2 272518 10561798 227 2 768 657 98880 608 1 153 210 8389192 6 2361642 1 83 263824 1
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=26
split_feature=4 0 3 3 5 0 3 10 0 0 4 5 5 0 0 4 5 5 0 0 3 0 8 3 5 5 3 4 9 0 5 3 10 3 3 7 0 5 3
split_gain=5.15049 9.55571 5.68474 4.29684 7.52813 4.69894 3.33143 3.33064 5.30204 3.27684 2.87465 4.27596 2.82912 6.62247 5.86189 3.96362 3.6469 2.40748 2.08228 2.00096 3.41801 1.57426 1.40772 1.6032 1.38287 1.07816 1.06821 1.05623 1.00898 0.997953 2.72973 1.84698 0.960075 2.21844 2.1973 0.936065 0.870327 0.864942 0.798361
threshold=1.0000000180025095e-35 0 1 2 3.5000000000000004 3 4 5 6 7 33.500000000000007 1.0000000180025095e-35 1.5000000000000002 8 9 9.5000000000000018 1.0000000180025095e-35 1.5000000000000002 10 11 12 13 14 15 3.5000000000000004 3.5000000000000004 16 73.500000000000014 17 18 1.5000000000000002 19 20 21 22 23 24 1.0000000180025095e-35 25
decision_type=2 9 1 1 2 9 1 1 9 9 2 2 2 9 9 2 2 2 9 9 1 9 1 1 2 2 1 2 1 9 2 1 1 1 1 1 9 2 1
left_child=1 2 37 4 9 28 7 29 -9 17 12 27 14 -14 16 25 -5 -2 32 22 36 -16 -8 35 -22 -15 -20 -12 -6 30 -3 -31 33 -11 -34 -24 -21 -1 -7
right_child=3 6 -4 10 5 38 19 8 -10 18 11 -13 13 15 21 -17 -18 -19 26 20 24 -23 23 -25 -26 -27 -28 -29 -30 31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.0072504754567182875 0.025796512128174832 -0.016305368879585752 -0.030257862670240901 0.031271882067067616 0.040689004260623073 0.0036258485391189839 -0.011127816767652017 0.0063785993537756039 -0.021760886172870211 0.0080037987895424084 0.047169248639951693 -0.0036921282110694365 -0.01316190012412829 0.0092732214252172953 -0.0042258615648240296 0.037255156697100868 -0.0024556103349457591 0 0 0 -0.015222640678762681 -0.015980755192112353 0.015154282368454494 -0.0073614281031168021 0.0036974941071179959 0 -0.015027406818012507 0 0 0.015273366715293699 0.013985028262132833 0 -0.0036286555674453092 -0.010719693478949743 0.0077242385936792521 0 0.020143115092610742 -0.0072500095311731592 -0.012014671677103975
leaf_weight=48.305170735708089 83.642235038052604 33.31207222766534 165.00628680420778 37.024256983058876 84.92959222967329 10.166833813855192 404.86726515894406 110.05268760002946 73.716237974622345 61.516854821660672 4.5702885271166478 12.559982552629661 126.91699909637828 208.63788041565567 495.75628552713897 23.143784461790347 26.375211997205042 33.73420369206724 47.821745071589248 20.380948233127128 61.991618379630381 226.46464579307212 48.093741317992681 110.9432790103092 15.320394939451942 140.80570412861562 65.88105143258872 0.95262569887563575 1.0488133092003398 260.62929029949737 23.506140929021058 154.46255181802553 166.53642372648756 105.17136828367074 613.36808121967624 30.741328906777198 59.03173847515427 56.239273071063508 14.547790311364224
leaf_count=55639 89551 28468 187491 37241 60422 9013 356619 77075 85614 29431 1761 12997 135076 188052 210958 18879 26255 39725 47799 36881 63469 243082 17130 27869 17000 148040 78232 852 1477 220185 22989 114858 73564 24539 159348 12657 66594 59263 19093
internal_value=0 -0.00429399 -0.0202246 0.00276468 0.00679718 0.0291268 -0.000530452 0.00430321 -0.00544061 0.00383482 -0.00110282 0.0224227 -0.0021743 0.00322061 -0.00596454 0.0101852 0.0160304 0.0175141 0.00143135 -0.00513191 0.00316714 -0.0089506 -0.00785367 0 -0.0079513 0.00506635 -0.0089702 0.0432196 0.0362873 0.00881228 0 0.0105366 0.00329786 -0.00214658 0.00487535 0.00812878 0.0155414 0 -0.00268064
internal_weight=0 1676.6 269.551 2591.57 1288.36 110.693 1407.05 655.679 183.769 1177.67 1303.21 18.0829 1285.12 499.504 785.62 372.587 63.3995 117.376 1060.3 751.37 156.725 722.221 594.646 189.778 77.312 349.444 113.703 5.52291 85.9784 471.91 56.8182 415.092 946.593 166.688 779.905 78.8351 79.4127 104.544 24.7146
internal_count=3105188 1449801 302393 1655387 632194 90005 1147408 549189 162689 542189 1023193 15610 1007583 490047 517536 354971 63496 129276 412913 598219 183944 454040 414275 57656 80469 336092 126031 2613 61899 386500 51457 335043 286882 53970 232912 29787 103475 114902 28106
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=7684644 897 23 8662486 297 1 8945856 2183724 11564417 23331072 20975056 8389955 518 8388692 1 82 1 1 17338512 33 2 17 1 2 2176 1
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=24
split_feature=0 7 5 3 3 4 8 0 0 5 5 3 0 0 8 0 0 3 3 8 0 0 5 4 3 4 0 4 5 2 10 5 5 4 4 4 4 0 0
split_gain=4.83628 4.42066 7.03791 11.3651 6.83381 6.92553 7.93406 5.47206 4.49297 3.87631 3.67198 4.19735 3.90654 3.58188 6.07309 3.53172 3.41342 3.28882 2.87434 2.56893 2.16094 1.85879 1.85634 1.79086 1.69313 1.63434 1.52815 1.4757 1.45332 1.35833 1.331 1.32068 1.15816 1.13875 1.10853 0.932747 0.919556 1.70512 0.83369
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 4 5 6 1.5000000000000002 5.5000000000000009 7 8 9 10 11 12 13 14 15 16 17 2.5000000000000004 3.5000000000000004 18 32.500000000000007 19 1.5000000000000002 9.5000000000000018 20 21 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 1.0000000180025095e-35 9.5000000000000018 2.5000000000000004 22 23
decision_type=9 1 2 1 1 2 1 9 9 2 2 1 9 9 1 9 9 1 1 1 9 9 2 2 1 2 9 2 2 1 1 2 2 2 2 2 2 9 9
left_child=32 10 4 7 16 26 20 9 31 -4 11 12 35 36 15 -15 -3 -8 -12 28 -7 -20 34 30 -16 -25 -6 -28 -10 -11 -14 -5 -1 -18 -9 -2 37 -13 -38
right_child=1 2 3 8 5 6 17 22 19 29 18 13 23 14 24 -17 33 -19 21 -21 -22 -23 -24 25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.00016857504426386269 -0.0089069165929259887 0.0092799355912920253 -0.00048019978289293315 -0.0121200863912935 0.013784479531526879 0.048853508910407212 0.013727870567668735 -0.020800037713431304 -0.03142669233582681 0.039651253517408995 -0.00034342805694899506 0.013662891060250208 0.0082458939633609073 -0.0044370488755005469 0.012539793086631066 -0.022618709529880571 -0.015545171695294305 -0.013359096055869031 0 -0.004233944157622644 0 0.034895047296047928 0.0025649657358869458 0.02271559803551176 0 -0.001239028139312853 0.0013682121702648263 -0.01280458447643684 0 0.0002043802498164756 -0.0030232535832806248 0.0068974804701443342 -0.028648643564683947 0 0 0.0062266587009455069 0 -0.0024933142540248393 0.016476572306920557
leaf_weight=46.12179730374919 144.4706612136215 42.323777169163805 33.2909688894797 26.888411228123005 41.702819673315389 52.457219119125511 66.563909686810803 49.505052860753494 258.42962405266735 39.441171659185784 32.230255090893479 47.968102439546783 610.27626365135802 533.43826603630441 133.23401162982191 139.56958165371907 240.46132937287621 33.22679559251992 12.398212562955448 88.634537171361444 12.64366347788018 48.900303873742814 117.04647949746868 146.02654760453879 293.48339850324555 3.4105654677841803 322.14484888885636 57.718478221737314 5.4912078567140261 28.858260365734168 65.569635384592402 71.946155788762553 45.677279472944065 18.335844254994299 81.633885128758266 5.7688568121811832 5.9792177580529824 164.04644259771158 98.165241723094368
leaf_count=47723 177541 43105 36494 26540 33595 16087 6568 60289 256576 38620 36727 58284 407972 318956 68528 142917 171154 6387 14246 63203 11155 48987 115025 85600 49278 4304 147346 15082 5188 29081 45600 63435 87034 9045 60256 8305 8625 156785 123618
internal_value=0 0.000628528 -0.00319532 -0.00989975 0.00265523 0.0089717 0.0248115 0.00301218 -0.0197448 0.0193168 0.00335609 0.00231437 0.00725619 -0.00100612 -0.00389228 -0.00982351 -0.00845449 0.00142269 0.0205323 -0.0247509 0.0457503 0.0282446 -0.00437562 0.0100546 0.00475103 0.0203812 0.00107369 -0.000813097 -0.0303272 0.0311849 0.00671952 0 -0.0188232 -0.0132129 -0.0120279 -0.00542093 0.00750041 0.00162448 0.0147467
internal_weight=0 4173.68 1688.74 801.166 887.579 586.458 164.892 349.776 451.39 101.59 2484.94 2391.41 975.523 1415.88 1099.73 673.008 301.121 99.7907 93.5288 352.555 65.1009 61.2985 248.185 825.283 426.717 149.437 421.566 379.863 263.921 68.2994 675.846 98.8346 91.7991 258.797 131.139 150.24 316.159 212.015 104.144
internal_count=3105261 2970504 1214231 754707 459524 236220 40197 339765 414942 104195 1756273 1656313 729322 926991 579679 461873 223304 12955 99960 324967 27242 63233 235570 543476 117806 89904 196023 162428 261764 67701 453572 89975 134757 180199 120545 185846 347312 215069 132243
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=1069056 2 593 705 1 12617746 4262040 387 13148184 11012908 1 21038145 2098950 14 896 1 10486234 6358540 112 2884752 2 3 8388620 8
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=39
num_cat=25
split_feature=0 5 10 0 4 0 3 5 0 1 6 7 0 5 0 5 3 3 5 3 5 3 3 4 7 3 2 0 3 5 4 4 4 1 0 3 4 10
split_gain=4.21252 3.85028 4.19339 7.54006 4.16576 3.46029 3.07731 5.14907 3.36499 3.09358 2.9046 4.8113 3.90932 2.84943 2.6697 1.43864 2.25453 2.12053 1.39319 1.45294 1.36625 1.36173 1.00324 0.886948 0.757975 0.61115 0.723778 0.425184 0.368417 0.269403 0.168547 0.129958 0.10772 0.0601078 0.0334044 0.0726344 0.0288781 0.000908054
threshold=0 9.5000000000000018 1 2 17.500000000000004 3 4 3.5000000000000004 5 6 7 8 9 1.0000000180025095e-35 10 1.5000000000000002 11 12 1.5000000000000002 13 1.0000000180025095e-35 14 15 45.500000000000007 16 17 18 19 20 19.500000000000004 21.500000000000004 79.500000000000014 2.5000000000000004 21 22 23 26.500000000000004 24
decision_type=9 2 1 9 2 9 1 2 9 1 1 1 9 2 9 2 1 1 2 1 2 1 1 2 1 1 1 9 1 2 2 2 2 1 9 1 2 1
left_child=20 2 4 25 6 29 7 9 -9 -2 12 -12 -8 22 21 17 -17 -16 27 -20 28 24 36 -24 -5 26 -4 -15 37 30 33 -23 34 -3 -7 -36 -6 -1
right_child=1 5 3 14 13 32 10 8 -10 -11 11 -13 -14 18 15 16 -18 -19 19 -21 -22 31 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39
leaf_value=0 0 0.045188100499828035 0 0.0048577955553241632 -0.0028341381261443241 0 0.0032749197571426097 0.025967519594922186 -0.0024029446375169886 0.010914888411582273 0 -0.024514726132440101 -0.0094421996105965925 0 -0.018758192132900996 0.016178614197836474 -0.0036382433685135784 -0.0011970669384845812 0.02141412679409968 -0.0027293111976436197 -0.028964671713573666 0.019925062876524686 0.049322293842719384 0 -0.012426036873891906 -0.025735507993470019 -0.013035451010677185 -0.012998720657608542 -0.0073858563599392413 0 0 0 0 0 0 -0.007833038356287042 0 0.003293159041426521
leaf_weight=4.1117864190600812 1288.4942255815549 16.130539640202187 66.297323302453151 14.814709168858826 5.9523309918295109 1.4647312592715023 916.23541899931297 119.33699641902058 31.701921783045691 281.78435873289709 142.44676143748802 109.06065055317595 283.45274259134749 6.951129146720632 65.583298128374736 51.113033046363853 87.5074602766108 368.3461664975257 9.3992262521787762 7.260329524404372 38.976079598560318 75.032093906309456 17.235400998208213 0.74118342422298056 12.246453034982551 130.89415980136255 30.930439338670112 17.45743005543773 17.224893149315903 1.0778281396778755 0.15681004073121485 0.299100216710939 2.9119091068278058 1.6885486643586869 2.2273433143564034 10.988175420992777 4.2343643533531576 21.955962526204534
leaf_count=3129 903196 18903 67671 17574 2346 1921 600377 105516 34614 25735 154976 114831 284256 4186 48336 44281 81915 140647 8221 5108 77874 80716 4449 680 11737 138694 36707 20561 23815 1214 169 322 3179 2458 1830 13106 2087 17844
internal_value=0 0.000603107 0.00014713 -0.00565313 0.00190311 0.0244839 0.00116641 0.00404092 0.0202459 0.00196969 -0.00206674 -0.0112232 0 0.022272 0 -0.00287191 0.0042117 -0.00596938 0 0.0134775 -0.0182201 0.0123292 0.0365539 0.0389042 -0.000108189 -0.0198703 -0.00458804 -0.0100144 0 0.0354251 0.0437694 0.0178862 -0.00278221 0.0442413 -0.00601525 -0.0060545 0 0.00291787
internal_weight=0 4181.45 4144.81 903.064 3241.74 36.6459 3172.51 1721.32 151.039 1570.28 1451.2 251.507 1199.69 69.2314 674.942 572.55 138.62 433.929 41.0681 16.6596 82.2687 102.392 28.1633 17.9766 27.0612 228.122 97.2278 24.4086 43.2926 19.0537 17.9759 75.3312 17.5922 17.8191 14.6802 13.2155 10.1867 26.0677
internal_count=3105181 2982519 2939739 668600 2271139 42780 2223501 1069061 140130 928931 1154440 269807 884633 47638 425528 315179 126196 188983 38076 13329 122662 110349 9562 5129 29311 243072 104378 24747 44788 22744 21530 81038 20036 21361 16857 14936 4433 20973
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=1064960 5 12858668 8685797 71 273754 1 2 2 14951780 2689152 549 672 369 192 624 2 281 2 840 6 1 1040 80 4
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=29
split_feature=0 4 3 7 2 0 5 0 3 0 4 3 1 3 0 0 8 0 10 4 3 0 3 0 5 4 3 3 5 0 3 3 10 6 4 5 0 5 0
split_gain=3.93982 3.76965 4.08356 3.43984 5.36315 6.62529 4.42738 3.40686 5.49079 3.55424 3.23473 3.01563 3.44624 3.59539 3.75665 3.3196 3.37742 2.69925 2.68726 2.4782 2.46137 2.18912 2.06975 1.97049 1.79228 1.63142 1.59105 1.57685 1.33453 1.32653 1.31079 1.28986 1.27992 1.19243 1.16698 0.523736 0.447868 0.390432 0.380695
threshold=0 17.500000000000004 1 2 3 4 2.5000000000000004 5 6 7 2.5000000000000004 8 9 10 11 12 13 14 15 45.500000000000007 16 17 18 19 8.5000000000000018 24.500000000000004 20 21 8.5000000000000018 22 23 24 25 26 9.5000000000000018 3.5000000000000004 27 1.5000000000000002 28
decision_type=9 2 1 1 1 9 2 9 1 9 2 1 1 1 9 9 1 9 1 2 1 9 1 9 2 2 1 1 2 9 1 1 1 1 2 2 9 2 9
left_child=24 3 19 11 7 6 31 8 21 -10 28 15 13 17 -15 26 23 -13 -18 -3 33 -5 -8 -17 30 29 -2 32 -7 -4 -1 -6 -14 -9 -22 -27 -28 -12 -29
right_child=1 2 25 4 5 10 22 20 9 -11 37 12 27 14 -16 16 18 -19 -20 -21 34 -23 -24 -25 -26 35 36 38 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.019555362773665666 0.042966337526538542 0.019173300624207378 0.0023521449923118894 0.0026429989646310163 -0.03358187952186624 -0.0015598748759754119 0.0047291995603894812 0.0014590137588141559 0.017168044574975637 -0.0073263069839890373 -0.0024912626394059147 0 0.011060376567912316 -0.0055545371616912628 0.0013762093401896982 0.010122269805274029 0.010727320902290997 -0.010449116170993977 0 -0.020180215497042089 -0.020191911935082137 0.029233810473772177 -0.014139450446576019 0.0059770543941509938 -0.01778728327957475 0.0056708345178033579 0.00065992304162118391 0 -0.002310687874714409 -0.024199928399751915 -0.017877245370282423 0.020011297839236067 -0.013242489420310231 0 0 -0.0054045022775400268 0.0047617787610889327 -0.0090443601806315822
leaf_weight=65.618153359755524 45.297835042591032 33.250099101860542 6.9861693568964256 27.409041237326164 9.6856102082674607 135.5539323251287 10.789864933576608 123.62702017075935 776.59167820418224 159.65719531344803 18.552742676081834 150.66698354881373 31.83249726446229 125.63661366461019 618.02877455990529 61.57418587187567 150.85188188488974 563.97064681725897 47.603256439688266 5.9422276736586346 142.76483449131047 102.72872985807044 30.402222061151406 330.86114996831748 2.0799207229283629 24.650190191925507 20.560727686286555 2.7168955191737041 5.9224959221028248 15.129310386633735 78.692800530923705 25.746684159072174 201.41499389897217 18.404543617099989 5.4673617369262493 2.5798288034566204 46.657582925603492 27.256380823280779 11.607983383291865
leaf_count=80861 50203 16261 8324 20660 10766 157850 11465 115615 309923 163163 18440 184165 2815 143351 367006 60618 65299 421195 20647 6705 140166 94135 29886 271469 1723 22419 22714 3535 8766 6528 115858 28919 18837 17483 4690 2485 46362 26731 7175
internal_value=0 0.000675587 0.0182707 8.46296e-05 -0.00336452 -0.0156525 0.00544353 -0.000470858 0.0019846 0.00503882 -0.0243539 0.00254047 0.00483501 0.00260763 -0.00194349 -0.00261551 -0.00600343 0.00755858 0.00313619 0.0318569 -0.00953373 -0.0142438 0.0235827 -0.0113721 -0.0141842 -0.000638579 0.0101177 0.0153487 -0.0317957 0.00908546 -0.0179882 -0.0113713 0.0171967 0 -0.0171819 -0.0145124 0 0 -0.00255079
internal_weight=0 4118.38 88.5378 4029.84 1620.56 263.91 76.6244 1356.65 1066.39 936.249 187.286 2409.28 1705.88 1458.3 743.665 703.407 590.89 714.638 198.455 39.1923 290.264 130.138 41.1921 392.435 146.391 49.3455 112.516 247.572 141.476 22.1155 144.311 35.4323 233.247 142.032 148.232 27.23 67.2183 45.8091 14.3249
internal_count=3105213 2906771 62722 2844049 1158658 292823 81036 865835 587881 473086 211787 1685391 1148079 1115717 510357 537312 418033 605360 85946 22966 277954 114795 41351 332087 198442 39756 119279 32362 166616 14852 196719 39685 21652 133098 144856 24904 69076 45171 10710
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=22597632 281 2 2 9619 8390878 384 200 568 1 385 74541 8652941 1 10776 5 393 8388756 568 2098432 520 70 10750768 582 56 4 2 8388621 2099234
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=24
split_feature=4 0 3 3 0 4 3 3 0 10 10 0 4 4 0 3 6 5 3 0 3 0 3 0 5 5 4 4 5 5 4 0 5 0 0 5 3 3 5
split_gain=3.67134 7.51081 4.52022 2.8724 2.80369 3.24739 3.61651 3.43334 3.43822 3.16955 2.72802 4.6888 2.48449 2.24926 1.79613 2.80613 2.30832 1.66618 4.70275 1.65414 1.61869 1.54475 1.54412 1.18756 1.09309 1.05772 1.05015 1.00396 0.957539 0.93401 0.932558 1.08392 0.878353 0.842508 0.836949 2.4796 1.30743 0.738155 1.33341
threshold=1.0000000180025095e-35 0 1 2 3 17.500000000000004 4 5 6 7 8 9 6.5000000000000009 43.500000000000007 10 11 12 2.5000000000000004 13 14 15 16 17 18 7.5000000000000009 6.5000000000000009 20.500000000000004 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 19 2.5000000000000004 20 21 1.5000000000000002 22 23 1.5000000000000002
decision_type=2 9 1 1 9 2 1 1 9 1 1 9 2 2 9 1 1 2 1 9 1 9 1 9 2 2 2 2 2 2 2 9 2 9 9 2 1 1 2
left_child=1 2 -1 10 20 7 13 8 28 17 34 -12 22 -7 15 -5 23 19 -19 -9 27 -14 -11 -17 -18 -22 -8 -2 -6 -30 33 -32 -28 -10 35 -3 -36 -16 -39
right_child=4 3 -4 14 5 6 26 9 30 12 11 -13 21 -15 37 16 24 18 -20 -21 25 -23 -24 -25 -26 -27 32 -29 29 -31 31 -33 -34 -35 36 -37 -38 38 -40
leaf_value=0 0.011898213257472486 -0.015484027983326468 -0.027173426550385089 -0.0094840910124530352 0 0.044280507048389074 0.01060424482669382 0.0023720620255343544 0.00063393089434619996 0.00016171693204831565 0.0063003504585627786 -0.020257225702720302 0.017185244494431911 0 0 0.008972559330294224 0.02987726991170872 -0.0045801661261195325 0.024609194732407705 0.013341097764359317 -0.016896370693307131 -0.0033409435824142729 -0.010199633006064879 -0.0088414122632194374 0 0 -0.015430393852485525 -0.0049512370929233199 0.0185472805438309 0 0.00090866352479901684 -0.01248708807473187 0.00058072729087662353 -0.0092122401331136451 0.013856352145586906 0.013478609314491227 0 -0.0041480499914471345 -0.017552890525827668
leaf_weight=104.48393376776221 33.441043548235029 32.697667873631872 156.3264387716481 50.58060740667861 39.471084880598937 30.56323675706517 11.513747256030909 708.07626505060762 257.78787031951651 235.9028588932124 110.15884635054681 71.573496219636581 63.996269958894118 4.74057486662059 69.601398846614757 36.15407647639222 34.666216375342628 47.903055145368853 138.60941904325591 188.28182323655346 121.56536854643855 13.765141281503018 198.80771011271281 33.489170968874532 1.6975680508476205 7.1636107972299206 31.339286000511493 26.799810015974799 71.206742819129431 15.520872893357589 28.358671036257874 252.94262239988893 5.7786585761641609 65.707550251710927 264.3537023347817 23.744605362706352 153.58672838491475 397.51594304194441 122.71189290320763
leaf_count=115421 38665 28468 186385 49150 42347 12254 6994 221686 154999 92062 77726 81644 29739 5190 82111 54080 41059 42902 113848 180579 147508 11813 148873 39767 2901 9030 25818 31976 78907 17056 30824 149491 5251 66747 216852 23518 114316 192339 135352
internal_value=0 -0.00355645 -0.017906 -0.000232895 0.00241194 0.00344696 0.0203773 0.00247175 -0.00285993 0.00509329 0.0042337 -0.0045736 -0.000875262 0.0332943 -0.00455624 0.00323869 0.0122991 0.00811566 0.0170559 0.00552703 -0.0078805 0.012134 -0.00449986 0 0.0265538 -0.013501 0 0.00173189 0.00948215 0.0147731 -0.00632899 -0.0105874 -0.00932257 -0.00137209 0.00828422 0 0.00984336 -0.00717622 -0.00848564
internal_weight=0 1663.34 260.81 1402.53 2599.24 2410.27 83.9355 2326.34 730.995 1595.34 656.115 181.732 512.472 35.3038 746.417 156.588 106.007 1082.87 186.512 896.358 188.97 77.7614 434.711 69.6432 36.3638 128.729 48.6317 60.2409 126.199 86.7276 604.797 281.301 37.1179 323.495 474.383 56.4423 417.94 589.829 520.228
internal_count=3105648 1441089 301806 1139283 1664559 1437380 55507 1381873 540371 841502 542524 159370 282487 17444 596759 186957 137807 559015 156750 402265 227179 41552 240935 93847 43960 156538 38063 70641 138310 95963 402061 180315 31069 221746 383154 51986 331168 409802 327691
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=7684644 897 297 10023041 25 904 4522540 1 1 8945856 538776 80 2 34 16777550 518 2099798 22 534656 2048 2097474 17338512 33 64
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=25
split_feature=5 0 0 2 0 3 4 0 6 3 0 5 10 4 7 5 10 10 3 6 3 5 5 0 5 3 1 0 5 3 5 4 4 0 4 5 1 0 3
split_gain=3.57002 4.76562 3.44209 3.37306 9.60792 5.12293 4.14575 4.00146 6.36786 5.9536 4.73884 3.77319 3.34988 2.51151 2.42019 2.71826 1.9266 1.86492 1.64278 1.33354 1.10752 0.945161 0.732312 0.673833 0.519788 0.355584 0.348376 0.260599 0.249657 0.207623 0.195789 0.1664 0.160274 0.119992 0.11298 0.0921922 0.0881404 0.0296448 0.0705506
threshold=9.5000000000000018 0 1 2 3 4 17.500000000000004 5 6 7 8 2.5000000000000004 9 2.5000000000000004 10 1.5000000000000002 11 12 13 14 15 4.5000000000000009 7.5000000000000009 16 8.5000000000000018 17 18 19 19.500000000000004 20 7.5000000000000009 21.500000000000004 79.500000000000014 21 2.5000000000000004 2.5000000000000004 22 23 24
decision_type=2 9 9 1 9 1 2 9 1 1 9 2 1 2 1 2 1 1 1 1 1 2 2 9 2 1 1 9 2 1 2 2 2 9 2 2 1 9 1
left_child=1 24 28 6 18 14 7 9 16 19 -10 13 -13 -7 15 -6 -9 20 35 -3 33 26 -11 32 25 -1 -20 -16 31 -25 -22 36 -19 -8 37 -5 -2 -4 -39
right_child=2 3 34 4 5 11 17 8 10 22 -12 12 -14 -15 27 -17 -18 23 21 -21 30 -23 -24 29 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0 0.043462196675632614 -0.0091225905686664818 0 -0.0016676148034726773 0 -0.023102285812063878 0.0022409553240080025 -0.011139429933723688 -0.035103862280828027 0.020765396224922246 -0.0030582465026022 0.01391503648409779 -0.011838635616784341 0 0.0050761729928062126 0.031399514011781697 0.0016087459031101866 0.011371268851918859 -0.030351923792701629 0.0093624524499736073 0.039428151203607487 0 0 0 0 -0.02087210739235076 0 -0.0036961960329313752 0 -0.01169479910661384 0 0 0 -0.004463855684742178 0 0.0043002360153672429 0 0 -0.0080977124562845986
leaf_weight=4.58011176387663 16.683544078099658 126.1971082444652 1.4953462117409797 14.735841602931034 21.002046391571639 98.711796232404595 4.0073683614318725 79.983868464332772 46.277463162237837 227.42133026381634 189.82326197822113 96.896748100560217 33.710008298548928 36.049655772199912 17.098042419143894 69.670877717515395 2751.7375588619179 5.0135520735348109 145.12882387451828 11.142616841178095 34.804276398121146 21.398858717700932 2.5375973627087651 5.7472346121503506 0.78804107187897798 97.71262949001175 1.673104649526066 43.057287883137178 1.0768444907735091 14.24938679565094 0.20820618481957254 0.16251421128981647 0.74683047545840953 9.1275675353535899 2.9747732676623846 13.127468650229273 1.7298145968816339 2.2476397531281691 11.134977430163419
leaf_count=3904 19878 137143 1931 17961 19022 114881 4781 40140 42543 254166 211202 99380 35672 36085 17192 77065 1505505 5469 163178 12790 16353 24096 2496 3242 961 146457 1687 40825 1201 9912 135 171 893 5413 3270 10814 2441 1908 13243
internal_value=0 -0.00027372 0.0228943 0.000275595 -0.00630298 0.00211392 0.00155268 0.000858529 -0.000282154 0.0101935 -0.0151504 -0.00539455 0.00455957 -0.0162636 0.0152582 0.0242709 0.000997527 0.0213666 -0.0225046 -0.00417124 0.0273808 -0.0260488 0.0192308 0 -0.0182508 -0.0206546 -0.02988 0 0.0340604 -0.00861491 0.033784 0.0419878 0.00706729 0 -0.00322036 0 0.0424649 -0.00642945 -0.00634865
internal_weight=0 4224.37 37.5055 4121.29 612.261 416.196 3509.03 3435.12 3067.82 367.299 236.101 265.368 130.607 134.761 150.828 90.6729 2831.72 73.9044 196.064 137.34 48.1474 168.201 229.959 25.757 103.081 102.293 146.802 60.1553 19.6527 19.9966 35.0125 18.5759 5.76038 13.1349 17.8527 27.8633 18.4134 14.878 13.3826
internal_count=3105406 3061363 44043 2910041 657858 440122 2252183 2205985 1799390 406595 253745 286018 135052 150966 154104 96087 1545645 46198 217736 149933 26682 188961 256662 19516 151322 150361 164865 58017 23691 13154 16488 22490 6362 10194 20352 28775 22319 17082 15151
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=17874945 8685797 2 2635814 278 8402950 2 278 2097920 5 2 8 1 1 2 674 2099744 2 1 400 137 2098450 1 1040 80
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=23
split_feature=5 0 3 0 2 1 0 1 3 5 0 10 3 10 3 4 6 5 4 5 0 10 5 0 5 3 5 3 0 5 3 4 1 5 4 4 4 4 0
split_gain=3.29716 3.9366 3.24615 6.1899 4.16019 3.46634 3.46584 3.43091 5.51958 4.05798 3.122 2.72375 2.45616 2.46996 2.24119 2.45066 2.21408 2.08451 1.76827 1.54707 1.08076 1.0182 0.981526 0.860079 0.747338 0.601871 0.474944 0.383991 0.424755 0.36992 0.323788 0.320673 0.214601 0.183434 0.164908 0.142378 0.0968842 0.046843 0.0358173
threshold=9.5000000000000018 0 1 2 3 4 5 6 7 1.0000000180025095e-35 8 9 10 11 12 1.5000000000000002 13 1.0000000180025095e-35 7.5000000000000009 5.5000000000000009 14 15 1.5000000000000002 16 7.5000000000000009 17 8.5000000000000018 18 19 8.5000000000000018 20 1.0000000180025095e-35 21 28.500000000000004 45.500000000000007 21.500000000000004 2.5000000000000004 1.5000000000000002 22
decision_type=2 9 1 9 1 1 9 1 1 2 9 1 1 1 1 2 1 2 2 2 9 1 2 9 2 1 2 1 9 2 1 2 1 2 2 2 2 2 9
left_child=1 26 6 4 5 16 14 8 11 -10 32 -8 29 -14 15 23 -4 -17 19 31 -7 22 -9 -3 34 -23 30 -20 -29 -6 -1 -5 33 35 -16 -2 38 -21 -12
right_child=10 2 3 18 12 20 7 21 9 -11 36 -13 13 -15 24 17 -18 -19 27 37 -22 25 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.041086843638308251 0.0016135339548857368 0.0077442278697349006 -0.027046111596706408 -0.029397985561781321 0.0027027217332634677 0.010017998144230955 0.012381527977039293 -1.3744839524053825e-05 -0.012112369031365391 0 -0.0094120337443092811 0.0046671630554002757 -0.016193320406529977 0.016051209999743781 0 -0.0062728354675651264 0.026886173509772699 -0.0030471129381361589 0 -0.011551751078098513 0.0081304795096539609 0 -0.0096035375208664217 0 -0.0032812317914467865 0 0.012193072245093025 0 0 -0.01934778015062899 -0.0094175557646635193 0 0 0 0 0 0.0035733368957616887 -0.0059898675037474876
leaf_weight=4.6419030333927367 18.176006701542072 44.606707711951458 732.94654046856158 109.79180412595451 49.30564987280377 20.352103468874702 415.63646495924331 305.09534526828793 711.91553682281665 484.37814463993709 1.4434395622811278 39.332638116859016 121.4365581594393 42.321257199575484 296.47706834477867 21.713337687804596 85.176556861784775 25.143899524467997 6.4108675252064131 10.881083479427618 147.71147319210286 25.851759652985493 21.551567271293607 110.39494710780855 3.167713540751719 114.70204264954373 0.79508099774829943 16.145174882331048 3.3405260885192609 0.42228678654646401 95.111564868140704 150.99751331540028 1.8964552736142675 0.18875198316527431 0.47792849724646558 0.14445065445033733 3.0312231371935914 6.6856875790836048 13.179017437796576
leaf_count=3945 21745 57952 666399 117840 50281 20107 207394 13686 319979 403955 1909 22468 122077 43559 313499 28706 96130 28019 7781 13729 28023 2103 8092 127947 3852 8167 946 19956 3976 446 145520 164685 2621 206 621 154 3283 8402 14997
internal_value=0 -0.000289714 0.000198173 -0.00337216 0 0.00283478 0.00237991 0.000396071 -0.00161941 -0.00529044 0.0218908 0.00710728 -0.0117184 -0.00137224 0.00955147 0 0.0057609 0.0157298 -0.0152032 -0.0179752 -0.00860977 0.00779877 0.0104999 -0.00544756 0.0146288 0 -0.0167769 0.000160905 0.00757179 -0.0253396 -0.0191008 -0.0198954 0.0323854 0.0401169 0.0158815 0.0406647 -0.00288601 0 -0.00589336
internal_weight=0 4224.92 4124.37 1503.93 1199.67 986.187 2620.45 2118.46 1651.26 1196.29 38.0593 454.969 213.486 163.758 501.982 201.859 818.123 46.8572 304.253 278.356 168.064 467.201 326.647 155.002 300.123 140.554 100.549 25.8966 19.4857 49.7279 99.7535 260.789 20.4057 18.5092 296.955 18.3205 17.6537 17.5668 14.6225
internal_count=3105157 3060242 2909831 1363391 1027022 810659 1546440 985844 953796 723934 44915 229862 216363 165636 560596 242624 762529 56725 336369 304656 48130 32048 21778 185899 317972 10270 150411 31713 23932 50727 149465 282525 24726 22105 314120 21899 20189 22131 16906
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=1097729 271 29363554 2 1 2437788 1 1 8685797 3 128 5 1 2 1058 9 336388 258 32 2884120 2 1 1040
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=21
split_feature=5 0 0 7 3 5 0 4 10 5 0 3 4 0 10 3 1 10 0 0 5 10 0 4 5 4 10 4 3 5 0 5 4 5 0 4 5 4 5
split_gain=2.97153 3.61797 2.91557 2.64844 6.36811 4.67375 9.83922 5.45323 3.40899 3.25798 2.73645 2.49277 4.90551 4.29578 2.85261 3.02958 2.58176 2.44203 2.44338 2.2152 1.97109 1.64731 1.60689 2.82734 1.59356 1.47602 1.28145 1.24003 0.865489 0.713127 0.625881 0.406327 0.286834 0.222931 0.163184 0.15221 0.134864 0.094338 0.060831
threshold=9.5000000000000018 0 1 2 3 1.0000000180025095e-35 4 3.5000000000000004 5 1.5000000000000002 6 7 3.5000000000000004 8 9 10 11 12 13 14 6.5000000000000009 15 16 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 17 10.500000000000002 18 8.5000000000000018 19 2.5000000000000004 8.5000000000000018 19.500000000000004 20 21.500000000000004 8.5000000000000018 2.5000000000000004 1.0000000180025095e-35
decision_type=2 9 9 1 1 2 9 2 1 2 9 1 2 9 1 1 1 1 9 9 2 1 9 2 2 2 1 2 1 2 9 2 2 2 9 2 2 2 2
left_child=1 28 33 11 20 7 9 26 -8 -7 -9 12 17 24 15 -14 21 18 -3 -19 22 -15 38 -24 32 -18 -6 -26 31 -30 -16 -1 -13 35 -22 -2 -36 -4 -5
right_child=2 3 37 4 5 6 8 10 -10 -11 -12 13 14 16 30 -17 25 19 -20 -21 34 -23 23 -25 27 -27 -28 -29 29 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0.0039245032658175192 0.038249625027025745 -0.0049651609600014131 -0.0058169384792337714 0.0013821159171800922 0.0024784827477067535 -0.0062791830606990428 0.004853848289498322 0.024970651721284938 -0.020830533904614007 0.01477360111540933 -0.0031328559666520444 -0.0018298952328559236 0.031004347997416998 0.0088343004503396005 0.0027050140723201693 0 -0.0040043870902205297 0.00016530585138437842 0.0066361853913699965 -0.021728753611407858 0 -0.0065069942910995554 -0.027839477173750418 0 0.03237406803814586 0.0092359967583491194 -0.0090396699089653979 0 -0.025667953246814614 0 -0.010624918892787348 -0.0086138437665702998 0.0086780429015153922 0 0.010775900667066723 0 0 0 -0.0025529902969342417
leaf_weight=33.502893059216149 19.88595150466427 179.83122990276024 14.586318076981117 15.370122826621808 581.70958868749585 70.251579409319675 30.512842919808463 123.53850833828619 293.7215057518988 172.89672437382251 18.788776785077062 40.273176902919658 113.09294723644416 27.01406605108059 39.503753742697882 71.811335128375504 71.638295521901455 60.192001028000959 705.02424419269664 39.183558713863022 1.682139087759424 868.66166683742631 161.10908721399028 44.907036396645708 33.447954534996825 208.47832689665665 71.086482083701412 1.7580232713080466 61.448686817835551 0.64391735996468824 10.332164010615086 11.580644048015527 4.9632170093100276 1.0938419761368994 7.0092555071751086 0.16803534972132084 1.612723948099301 3.0444021901639635 50.03398562392249
leaf_count=34671 24202 218587 16733 14202 292303 73271 25697 22317 242536 171415 14635 52785 89453 20731 30705 47550 9589 38152 478543 44326 1459 615299 175445 38623 39022 28077 32908 2102 106069 732 10300 21628 7415 1224 7961 173 1859 3300 49207
internal_value=0 -0.000340225 0.0206126 0.000137641 -0.00286452 0 -0.00659765 0.00501282 -0.0173222 0.00730365 0.0208875 0.00226264 0.00543335 -0.000672761 0.0177223 0.0222829 -0.00265263 0.00182269 0.00384127 -0.0100735 -0.0155125 -0.00542375 -0.0181142 -0.0216179 0.0170454 0.00482266 0.000346679 0.0288037 -0.0157683 -0.0216642 -0.000219471 0 0 0.0307745 0.00419875 0.0377851 0.00694085 -0.00284721 0
internal_weight=0 4226.61 38.7785 4119.44 1644.23 1362.51 567.383 795.123 324.234 243.148 142.327 2475.21 1218.97 1256.23 234.74 184.904 1175.79 984.231 884.855 99.3756 281.724 895.676 271.42 206.016 80.4424 280.117 652.796 35.206 107.176 62.0926 49.8359 45.0835 45.2364 21.1478 10.3041 20.054 8.62198 17.6307 65.4041
internal_count=3105206 3059574 45632 2896474 1163838 875082 512919 362163 268233 244686 36952 1732636 957616 775020 178008 137003 673696 779608 697130 82478 288756 636030 277477 214068 101324 37666 325211 41124 163100 106801 41005 56299 60200 25599 11279 24375 9820 20033 63409
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=17879041 8685797 2 192 4459678 4 2098010 451 8913420 5 193 1 3 12853774 12919108 8 6816018 3 774 2099954 6291978
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=22
split_feature=5 0 10 0 0 4 3 0 4 0 0 8 3 4 3 2 6 4 7 3 5 3 5 3 5 4 1 4 5 5 3 5 4 4 5 4 3 3 3
split_gain=2.71974 3.11724 2.72282 6.1451 2.65743 2.65121 6.88588 3.16514 2.84805 2.52989 2.05264 2.08246 2.09516 2.03482 1.75483 1.72849 1.62525 1.38863 1.18133 1.92036 1.23175 1.06783 1.43145 0.763492 0.961684 0.776105 0.694554 0.501867 0.461516 0.417849 0.350613 0.218755 0.1597 0.127472 0.10123 0.0918422 0.0912791 0.0883895 0.0320515
threshold=9.5000000000000018 0 1 2 3 7.5000000000000009 4 5 43.500000000000007 6 7 8 9 5.5000000000000009 10 11 12 33.500000000000007 13 14 4.5000000000000009 15 3.5000000000000004 16 1.5000000000000002 2.5000000000000004 17 1.5000000000000002 17.500000000000004 8.5000000000000018 18 5.5000000000000009 45.500000000000007 21.500000000000004 6.5000000000000009 4.5000000000000009 19 20 21
decision_type=2 9 1 9 9 2 1 9 2 9 9 1 1 2 1 1 1 2 1 1 2 1 2 1 2 2 1 2 2 2 1 2 2 2 2 2 1 1 1
left_child=1 29 5 23 26 10 8 32 15 18 13 12 -12 16 -13 -7 -3 -9 20 -20 -5 22 -11 24 35 -26 28 -23 33 30 -1 -25 -8 36 -10 -4 -2 -15 -6
right_child=4 2 3 9 38 6 7 17 34 21 11 14 -14 37 -16 -17 -18 -19 19 -21 -22 27 -24 31 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.012450458430396466 0.0035822046815880957 0.022935191800063627 0 0.030641316890026773 0.02004066527148508 -0.016628824295594365 -0.0070134425737778602 -0.021473851428818788 -0.0071043446936550573 -0.0035214480954774206 0 0 0.0064384976599691293 0 0 0.0028684553267505531 0.012563575306380062 -0.012767793897839778 0 -0.0033965646852494287 0.00059392375061084095 -0.031175939259572419 -0.01812196615470938 0 0 0.0020754992375128798 0 0 -0.017721358046280191 0 0 0 0 0 0.035654767889357335 -0.011443350399131398 -0.0059507452225060504
leaf_weight=4.5183546623011352 5.0243367902585305 303.17509183122456 43.34557618785766 57.822568981908262 2.5059378808073234 128.13086425230722 11.646435874667073 111.49410309312225 6.5584946586168362 38.717224320862442 592.25402342291636 179.16594616539805 1182.1705886060518 4.2835336817224743 571.27882349600259 25.375527755488292 103.15873042919702 6.9137974850746096 17.738079558264872 21.895852084155194 5.3694898653775445 316.13566564761277 7.7716340654151272 73.06657135792193 32.274881323384761 12.439569373338598 2.60040082887281 244.71467807118461 2.2430113659065674 0.82532242080196638 92.443460847705865 5.478649926983052 0.37279003736330274 0.14589895776589301 0.1340749941591638 10.177978062332839 18.950544068007741 13.03135771493544 7.8418834702169971
leaf_count=3889 6026 280742 44374 65880 2744 62684 13384 55177 7491 37746 542300 134490 839238 5261 163426 26137 103821 5745 16360 22651 7168 215297 9029 72618 32699 12468 3377 105035 2390 991 145755 5341 412 159 158 10533 21967 10174 10142
internal_value=0 -0.000287143 0.000134453 -0.00457212 0.0196807 0.00155475 0.0102516 -0.00498554 0.0221609 0 0.000507414 -0.000500226 -0.00246447 0.00667392 0.00366962 0.026737 0.00900653 -0.012291 0.0119866 0 0.0190668 -0.0027168 -0.0133334 -0.0193346 -0.0045583 -0.0130327 0.0275437 -0.00050845 0.0347694 -0.0151074 -0.0173202 -0.0275109 0.0153275 0.0366646 -0.00462818 0.00052204 0.0370343 -0.0113177 -0.00467589
internal_weight=0 4223.88 4126.09 886.948 39.312 3239.14 290.626 130.427 160.199 710.165 2948.52 2524.87 1774.42 423.649 750.445 153.506 406.334 118.408 102.826 39.6339 63.1921 607.339 46.4889 176.783 98.238 44.7145 28.9642 560.85 26.3638 97.7871 96.9618 78.5452 12.0192 24.1208 6.69257 53.5236 23.9749 17.3149 10.3478
internal_count=3105279 3058474 2907839 657199 46805 2250640 171188 74718 96470 479166 2079452 1679454 1381538 399998 297916 88821 384563 60922 112059 39011 73048 367107 46775 178033 100074 45167 33919 320332 30542 150635 149644 77959 13796 28152 7649 54907 27993 15435 12886
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=1097729 5 12858656 8686055 203 2106124 2689152 12858624 1 216 928 2 2 2 305 128 409 1 2 780 192 196
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=21
split_feature=5 0 0 10 0 4 5 0 3 4 5 0 5 6 5 3 4 5 3 3 3 3 5 4 4 1 7 5 0 3 5 5 4 4 8 4 0 3 3
split_gain=2.37422 2.77186 2.54513 2.3647 5.45339 2.3818 2.36665 2.1094 1.68913 4.5043 3.17278 2.47639 2.79102 2.67433 1.27913 2.24175 1.81795 1.25306 1.39136 1.18875 1.09755 0.787482 1.17437 0.779074 0.695873 0.545047 0.534213 0.413892 0.397292 0.343226 0.287291 0.25408 0.116856 0.116532 0.0613696 0.0492532 0.0167694 0.0116166 0.00610578
threshold=9.5000000000000018 0 1 2 3 17.500000000000004 1.0000000180025095e-35 4 5 7.5000000000000009 3.5000000000000004 6 1.5000000000000002 7 1.5000000000000002 8 5.5000000000000009 1.5000000000000002 9 10 11 12 6.5000000000000009 16.500000000000004 45.500000000000007 13 14 8.5000000000000018 15 16 17.500000000000004 2.5000000000000004 21.500000000000004 79.500000000000014 17 26.500000000000004 18 19 20
decision_type=2 9 9 1 9 2 2 9 1 2 2 9 2 1 2 1 2 2 1 1 1 1 2 2 2 1 1 2 9 1 2 2 2 2 1 2 9 1 1
left_child=1 27 25 5 7 8 19 20 9 10 -3 12 -10 -13 15 -9 -16 28 -19 35 26 31 34 -11 -21 30 -5 29 -8 -1 32 38 -2 -22 -23 -7 -4 -38 -6
right_child=2 3 36 4 21 6 17 14 11 23 -12 13 -14 -15 16 -17 -18 18 -20 24 33 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.035435957346553477 0 0 0.0035308828024175481 0 -0.0036853535569651551 0 -0.018546976830614244 -0.013672284907440078 0.030288481421346054 0.019102943621997836 0.0027796477086735622 0.00022512444155521391 -0.0073700796958901214 0 -0.00079123433900845199 0.021068974901275777 0.019641203079530056 -0.0032320558885102269 0.040842459454560283 0.017649248996036346 -0.029069097076620604 0 0 0 0 -0.0107349665780409 0 -0.013530685427014372 -0.016995891727036194 0 -0.0072333369011603121 0 0 -0.00016361970760586349 0 0 -0.0058713543366373392 0.00091891214070266179
leaf_weight=4.5162214066804154 22.39665328810225 749.26481669377972 3.6711606911849231 15.388447863806505 11.776409161640913 6.2640054753283021 7.1718148507643491 65.323298411720316 246.75167892510945 44.421733922950807 65.561337398394244 1575.2946681777539 216.35850555453362 271.05721599900426 137.66170792784396 379.57328948141367 17.005973377730697 10.125452078602391 7.5029256155830835 19.923207725994878 77.060850584355649 89.78336699490319 4.2426212562349965 1.1524023173842568 0.72762280158349213 2.4399803396954693 11.446416941602365 0.76918635074980457 17.809303692120015 91.286931713410013 2.0615788750292259 19.573180212923035 0.14074341885861841 0.30624461660045099 23.042916167636577 4.4405212229175959 1.650625697977375 7.8018074216379301 32.309106504741067
leaf_count=3859 26563 469812 3984 19165 12649 2515 4369 49784 266720 17906 57381 859299 233688 294928 138955 155485 11305 8422 5115 4476 83649 99465 4144 649 669 3114 11371 959 20578 146222 2212 19705 153 321 19636 2186 1745 9895 32291
internal_value=0 -0.000319115 0.0182267 7.25094e-05 -0.0043184 0.00139915 0.0164641 0 0.000807188 0.0045179 0.00192932 -0.000504383 -0.00681435 0.00103021 -0.00247209 -0.00544415 0.00381416 0 0.0111486 0.0290696 0.0109168 -0.0180562 -0.023016 0.0282899 0.0324169 0.0267315 0 -0.0143517 -0.0109653 -0.0165581 0.0336309 -0.000679205 0.0350728 0.0158383 -0.0265404 0 -0.00401371 -0.00497091 0
internal_weight=0 4224.89 40.1625 4128.32 884.494 3243.83 73.9649 703.766 3169.86 860.4 814.826 2309.46 463.11 1846.35 599.564 444.897 154.668 42.6095 17.6284 31.3554 104.202 180.728 117.069 45.5741 20.6508 27.039 26.8349 96.5723 24.9811 95.8032 24.599 63.6587 22.5374 77.3671 112.826 10.7045 13.1236 9.45243 44.0855
internal_count=3105344 3057678 47666 2906638 657925 2248713 48330 470035 2200383 545748 527193 1654635 500408 1154227 355529 205269 150260 38484 13537 9846 114506 187890 123245 18555 5145 32042 30536 151040 24947 150081 28928 64645 26716 83970 119101 4701 15624 11640 44940
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=17874945 8686053 5 2689754 2689152 3 2165386 2 672 369 624 192 785 1 2 840 2 1 18 68 16
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=27
split_feature=4 0 3 0 6 3 3 4 5 3 2 0 0 5 3 0 10 3 4 4 4 3 0 0 3 2 0 10 0 5 4 4 10 10 3 5 3 5 0
split_gain=2.28122 5.45011 3.90874 2.50521 3.29821 3.10315 2.34393 3.18942 2.58721 4.24185 6.37752 4.02461 2.91981 2.53952 2.23914 2.26422 2.73363 1.80938 4.47988 1.75532 1.66032 1.56796 1.54181 1.52273 2.03142 1.5204 1.26936 1.13041 1.07924 0.895936 1.25433 0.831456 1.3172 1.03532 0.77291 0.707716 0.686821 0.753056 0.575093
threshold=1.0000000180025095e-35 0 1 2 3 4 5 21.500000000000004 1.5000000000000002 6 7 8 9 1.0000000180025095e-35 10 11 12 13 4.5000000000000009 5.5000000000000009 2.5000000000000004 14 15 16 17 18 19 20 21 1.5000000000000002 5.5000000000000009 3.5000000000000004 22 23 24 4.5000000000000009 25 1.5000000000000002 26
decision_type=2 9 1 9 1 1 1 2 2 1 1 9 9 2 1 9 1 1 2 2 2 1 9 9 1 1 9 1 9 2 2 2 1 1 1 2 1 2 9
left_child=1 2 -1 4 5 -2 7 22 12 11 26 27 17 -9 15 35 -17 20 -19 -14 -8 -6 29 24 -16 -13 -11 -10 -12 30 -5 33 -33 -24 -18 -3 -25 -38 -26
right_child=3 14 -4 6 21 -7 8 13 9 10 28 25 19 -15 23 16 34 18 -20 -21 -22 -23 31 36 38 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0 0.0051209302718230182 -0.024157155799412126 -0.013410448301738501 0.0029370644369015506 0.022513092288079975 0.0093878236502963758 0.032201313533808083 0 0.0014992142900901904 0.024185177395539079 0.0093665965965733147 -0.00099023719271094392 -0.0024630775475544178 -0.007619910686827428 0.0025936339380865522 0 -0.010908278048843534 0.0115626572351883 -0.021833872937680049 0 -0.017063618079604187 0 0 0 -0.0092736076526237759 -0.015727272470259283 0.024819171642985749 0 0.011377017624200167 0.0075982956040436178 0.00012036775263839437 -0.018848419033084582 -0.011195066733044236 -0.022240776157769922 0.021797718289898054 -0.0040314551372448515 -0.015130993023973261 0.016731586856088648
leaf_weight=103.12250948146539 112.11273350971896 450.99067856388137 148.52039209171562 31.193811443641607 37.705868188255408 147.65121772739076 370.57581465187832 9.7228931477002352 19.199668633635156 17.129388425324578 34.873618192134018 50.424248293260462 141.49471629712207 8.9387080924352613 48.753296380338725 134.4316308051857 7.9657221821398707 242.59251263020269 93.898213698994368 60.708211518685857 345.75370820701937 22.687011897214688 179.23729594640463 69.180260958710278 61.485749596417008 64.745689790986944 139.36268322179239 180.66971069668216 16.692419410828734 38.21932758713956 9.0281730197893904 17.6122363996692 136.20967781599029 84.351441996932408 43.573582015327702 21.710579442922608 396.89677206653141 118.35855206901761 46.51259670854779
leaf_count=116200 121325 320563 187298 35756 45781 150218 104578 1453 15486 19303 39625 53126 134800 8023 50576 139543 7139 112427 37045 65482 78255 24455 115281 81991 96297 64037 88350 138659 20483 43256 11329 8024 66534 55859 51926 23156 192120 134010 45564
internal_value=0 -0.00288533 -0.0153251 0.00182617 0.00962788 0.0148707 0.000453843 -0.00508269 0.00229747 0.00801396 -0.00199361 0.0147224 0 0.0181503 -5.71046e-05 0.00384619 -0.00399637 0.00200847 -0.00329602 -0.0101169 0.00493941 -0.00598985 -0.00760982 -0.00392921 0.00315181 0 -0.0130581 0.0223137 0.020115 0.002128 -0.00319115 -0.00995535 -0.0163981 -0.00422136 -0.0180849 0.00758783 -0.00638909 -0.00768264 0.0107867
internal_weight=0 1651.5 251.643 2612.79 320.157 259.764 2292.63 514.514 1778.12 523.097 208.058 315.039 1255.02 18.6616 1399.86 658.672 185.971 1052.82 336.491 202.203 716.33 60.3929 495.852 741.187 156.752 115.17 156.492 199.869 51.566 78.4413 40.222 417.411 153.822 263.589 51.5393 472.701 584.436 515.255 107.998
internal_count=3105333 1446383 303498 1658950 341779 271543 1317171 345515 971656 439069 167761 271308 532587 9476 1142885 542327 198608 332305 149472 200282 182833 70236 336039 600558 192437 117163 107653 154145 60108 90341 47085 245698 74558 171140 59065 343719 408121 326130 141861
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=7684644 897 6619684 2 736 648 113 2 1106 547144 297 8422595 1 278 740 25692296 538776 80 2 10368 4 8406346 4 1 256 64 2056
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=25
split_feature=7 3 4 5 0 6 0 3 8 0 5 4 0 10 10 3 0 4 3 5 0 10 8 5 5 3 3 10 0 5 5 10 3 3 4 4 3 4 4
split_gain=2.11035 4.20684 3.83522 3.36854 3.13456 3.12941 2.51374 3.71378 3.11023 3.63435 3.35707 2.79649 2.63897 2.463 1.87741 2.17424 1.68252 2.28201 1.63957 1.54683 1.50617 1.71747 1.61847 1.27474 1.30969 3.60809 1.90253 1.15799 1.13436 3.96947 1.97295 1.12964 1.05201 1.0401 0.98608 0.93882 0.889481 0.875745 1.11476
threshold=0 1 34.500000000000007 6.5000000000000009 2 3 4 5 6 7 1.0000000180025095e-35 4.5000000000000009 8 9 10 11 12 4.5000000000000009 13 6.5000000000000009 14 15 16 3.5000000000000004 1.5000000000000002 17 18 19 20 1.0000000180025095e-35 1.5000000000000002 21 22 23 2.5000000000000004 49.500000000000007 24 1.0000000180025095e-35 4.5000000000000009
decision_type=1 1 2 2 9 1 9 1 1 9 2 2 9 1 1 1 9 2 1 2 9 1 1 2 2 1 1 1 9 2 2 1 1 1 2 2 1 2 2
left_child=6 3 4 16 5 37 11 20 9 14 -11 19 -10 -6 34 -16 -2 -18 31 23 27 -22 -23 24 26 -26 -1 -8 30 -30 -15 -14 -25 -21 -9 36 -13 -3 -39
right_child=1 2 -4 -5 13 -7 7 8 12 10 -12 35 18 28 15 -17 17 -19 -20 33 21 22 -24 32 25 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.010086501683452483 0 -0.0087372017934231622 0.031048911982684529 0.010544013146287584 -0.01693381575969842 -0.02723694791851174 0.0053108967441342914 -0.0012271520635621905 0.020168421081157406 0 -0.026149344532582792 0 0.012078470286578184 0 0.013199786527435432 -0.0039620733430872704 -0.026207909844606459 0 -0.0042412690075575282 0 0.010788608196673368 -0.0090016668307487877 0.011011569181290955 0.001036221860150621 -0.0046501891426077198 0.020229455126606934 -0.0055751216283537125 -0.012736471299400795 0.0048180537365061912 -0.0083923376341992536 0.016490300671177606 -0.00069626694023836976 -0.014002588537864772 0.023492193056657746 -0.01246765363657446 0 0.025995270309896925 0.011968693906070317 -0.0050555480100939404
leaf_weight=72.618008088480565 64.511560115890461 58.745624219314777 8.0125675026065419 17.938118184480118 31.751583870849572 57.940138901787577 8.4253008753585164 308.45324809633894 34.88247365890129 70.996199980691017 129.73814492637393 20.498634690819017 110.14087047708745 118.5176498488654 107.12553578575171 85.798846050929569 156.89202331835986 45.46661794641841 307.87669415396522 8.5710105312755314 444.77666064837831 86.177574674264179 26.692547160651884 29.269894323078915 60.660481374106894 88.886926312487049 203.47978728768067 39.054486924753292 636.50576537768939 313.92797045455518 103.8665103982421 56.237170689099003 50.674049700108299 16.673757884971568 133.59954413436935 3.6900847540528039 71.057098270306597 53.047591588634532 18.441937454088475
leaf_count=77369 63509 62680 5774 22743 18154 64555 9776 229910 47071 76457 178067 26532 55588 119895 62725 65711 177531 39163 58058 9411 207918 53576 8820 30023 66916 99716 237268 42005 216431 269231 99596 27521 56376 18980 50634 4067 77681 48868 18945
internal_value=0 -0.00266923 -5.55866e-05 -0.0129281 -0.00109671 -0.0119274 0.00184598 0 -0.00289436 -0.0066876 -0.0173556 0.00714645 0.00274752 0.000691969 -0.00194293 0.00490975 -0.0168579 -0.0204336 0 0.00319835 0.00629156 0.0080458 -0.00079491 0.000783851 0.00355038 0.0102437 0 -0.00514054 0.00195926 2.51415e-05 0.00781804 0.00700881 -0.00816682 0.0194393 -0.00571522 0.021289 0.0233284 -0.000164245 0.0044248
internal_weight=0 1685.57 1400.76 284.808 1392.74 188.175 2576.06 1949.98 1344.85 835.712 200.734 626.08 509.137 1204.57 634.977 192.924 266.87 202.359 474.255 530.834 605.127 557.647 112.87 505.589 425.645 149.547 276.098 47.4798 1172.82 950.434 222.384 166.378 79.9439 25.2448 442.053 95.2458 91.5557 130.235 71.4895
internal_count=3105251 1227075 924129 302946 918355 195048 1878176 1173837 851742 663504 254524 704339 188238 723307 408980 128436 280203 216694 141167 596059 322095 270314 62396 567668 481269 166632 314637 51781 705153 485662 219491 83109 86399 28391 280544 108280 104213 130493 67813
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=2 192 11600673 2 8751917 131 1 23594048 24720 8 1 324 23593235 368 5767184 5 1 210 704 2 4200594 1 270 704 288
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=18
split_feature=5 0 0 10 0 4 5 3 0 3 4 0 0 0 9 8 5 3 5 4 3 5 4 3 5 4 4 5 4 4 0 5 5 3 4 4 4 4 0
split_gain=2.04418 2.4664 1.91791 2.10574 4.59744 2.15718 2.00755 1.54822 3.11717 1.35319 3.95028 3.61272 1.90316 1.46917 1.35151 1.333 1.05424 1.11155 1.04176 1.03449 0.881771 1.97627 0.686588 0.643489 0.741627 0.676924 0.608648 0.576434 0.459051 0.410916 0.349161 0.283952 0.184058 0.518632 0.131213 0.124172 0.0956253 0.082466 0.0780719
threshold=9.5000000000000018 0 1 2 3 17.500000000000004 1.0000000180025095e-35 4 5 6 3.5000000000000004 7 8 9 10 11 1.5000000000000002 12 5.5000000000000009 3.5000000000000004 13 1.0000000180025095e-35 26.500000000000004 14 1.5000000000000002 2.5000000000000004 5.5000000000000009 8.5000000000000018 73.500000000000014 1.5000000000000002 15 5.5000000000000009 17.500000000000004 16 79.500000000000014 18.500000000000004 2.5000000000000004 4.5000000000000009 17
decision_type=2 9 9 1 9 2 2 1 9 1 2 9 9 9 1 1 2 1 2 2 1 2 2 1 2 2 2 2 2 2 9 2 2 1 2 2 2 2 9
left_child=2 32 20 5 23 9 15 18 29 10 11 -4 19 -12 -14 28 30 -18 26 -11 21 -1 -17 24 37 -26 -6 -22 -7 -9 -8 -25 33 -2 -10 -35 -3 -5 -20
right_child=1 36 3 4 7 6 16 8 34 12 13 -13 14 -15 -16 22 17 -19 38 -21 27 -23 -24 31 25 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.012237088657893393 0 -0.0060000952430531648 0.013864880682552422 0.0033817597272225706 -0.015409788058256269 0.037641285167391202 0 -0.003984799814744513 0.016035392930025521 -0.011411893975943964 -0.00051086575419313134 -0.0020592869752452314 0.0010722535217629347 0.018116865952420191 -0.015629811128063872 -0.0084256346946945306 0.017866902245784046 -0.0022253445035309684 0.0050689952449855247 0 -0.020197041057527388 -0.013772451858877441 0.010466130436963206 -0.028160196155907088 -0.016236010336878919 0 0 0 0 0.0010009441164365845 -0.012512793778783924 0 0 0.039844257509276691 0 0 0 0 0
leaf_weight=31.470752743131015 4.6598276371660177 14.673022815812148 130.31466388650006 43.487746719467395 95.20313660940883 14.953918446073656 7.2626278979878407 266.21783165419038 113.01267679874582 203.59619362345984 22.293454838290927 789.58669224356709 1755.7276946270213 170.1112536149667 18.579638910552603 9.9680400709912664 10.02942534079193 7.0149757231411085 4.7296809336694423 61.646044222652563 63.951056377201894 25.660278456285596 6.7765384687518226 68.748277665741625 30.87344223994296 12.346100195005418 17.014279712020652 0.56689475139137258 0.52558741485700089 205.11336337271496 17.13734671242128 5.1982970679237033 1.9691919066826802 16.456483255591603 0.38242673990316589 0.13054748109425318 3.0811200952157369 10.108955264135146 1.1172662001918059
leaf_count=30999 5690 17143 138159 44914 99523 5847 4398 165984 118828 209980 23041 544354 1081829 86243 21091 1864 8146 4669 5589 70666 106877 46256 1340 70286 32390 12332 15406 609 466 67239 19832 5159 2184 20068 439 142 3359 10496 1336
internal_value=0 0.0168765 -0.000231824 0.000116746 -0.00404744 0.00137215 0.0157443 0 0.00209685 0.000800976 0.00358218 0.000371655 -0.000615123 0.0156235 0.000471509 0.0271223 0 0.0103997 -0.00897613 -0.00797609 -0.0109413 0 0 -0.0170272 -0.003566 -0.0112565 -0.012894 -0.0167846 0.0360494 -0.00126148 -0.0100132 -0.0245801 0.0264835 0.0326142 0.0147005 0.0324801 -0.00305531 0.000434306 0.00320664
internal_weight=0 40.9702 4220.73 4099.08 873.553 3225.52 73.6685 702.791 584.726 3151.86 1112.31 919.901 2039.55 192.405 1774.31 32.2241 41.4444 17.0444 118.064 265.242 121.649 57.131 16.7446 170.763 96.8162 43.2195 112.217 64.518 15.4795 471.331 24.4 73.9466 23.2161 21.2469 113.395 16.587 17.7541 53.5967 5.84695
internal_count=3105173 48586 3056587 2871846 649921 2221925 46562 474344 352490 2175363 791797 682513 1383566 109284 1102920 9517 37045 12815 121854 280646 184741 77255 3204 175577 100132 44722 114929 107486 6313 233223 24230 75445 28084 25900 119267 20210 20502 55410 6925
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=8685797 18399233 5 12858656 192 74 67 10498 2099202 6371712 1 1 369 70 409 840 788 722
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=21
split_feature=5 0 0 10 0 4 5 5 3 0 0 3 0 0 3 0 8 5 3 5 3 5 3 5 4 4 4 5 0 4 0 5 3 3 5 4 4 4 10
split_gain=1.84647 2.22945 1.75418 1.78575 4.1462 2.0949 1.79377 1.49246 5.77945 2.43469 1.72375 1.69741 3.71553 1.52312 1.27476 2.74478 1.17524 0.975445 1.08537 0.967454 0.774346 0.690753 0.684218 1.70209 0.65807 0.648631 0.575301 0.543461 0.503291 0.485856 0.344841 0.180295 0.614299 0.178472 0.177765 0.120147 0.105638 0.095099 0.0926967
threshold=9.5000000000000018 0 1 2 3 17.500000000000004 1.0000000180025095e-35 2.5000000000000004 4 5 6 7 8 9 10 11 12 1.5000000000000002 13 5.5000000000000009 14 1.5000000000000002 15 1.0000000180025095e-35 2.5000000000000004 26.500000000000004 5.5000000000000009 8.5000000000000018 16 1.5000000000000002 17 19.500000000000004 18 19 5.5000000000000009 18.500000000000004 4.5000000000000009 2.5000000000000004 20
decision_type=2 9 9 1 9 2 2 2 1 9 9 1 9 9 1 9 1 2 1 2 1 2 1 2 2 2 2 2 9 2 9 2 1 1 2 2 2 2 1
left_child=2 31 22 5 20 7 16 11 10 -10 -9 12 -4 -13 19 29 28 30 -19 26 21 36 23 38 -23 -18 -6 -24 -7 -16 -8 32 -2 -17 -22 -34 -5 -3 -1
right_child=1 37 3 4 14 6 17 8 9 -11 -12 13 -14 -15 15 33 25 18 -20 -21 34 24 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.0057651444454924171 0.0088262749050112398 0.003930047360291007 -0.014494043964230261 0.033432562422805324 0 0 0.0085721280809518529 -0.0066215583060602635 0.020991708282385158 -0.0053375725187761779 -0.0070947526556439273 0.0027339706467659724 -0.0039671506839075651 0 -0.0081306558363218821 0.017586868623194161 -0.0021775532159941809 0.0033444125654257177 -0.027121700756853013 -0.015547154910154806 -0.01912379171859897 -0.013242294744826154 0 0.010224187227281023 0 0 0 0.0016049859313191719 -0.012097912524352621 0 0.037755898354229968 0.01730269581522614 0 0 0 0 0.011050892388963203
leaf_weight=4.7118228332255967 4.7932895968551748 14.56175036437344 132.69261978901341 43.099958811770193 93.865414345098543 13.111501534440322 7.2199289321724791 42.331717637040128 103.6436288816185 303.27210759010632 171.28651478311076 219.78787924868084 706.03140100708697 1475.7129202080687 272.43056718039588 31.751220503894729 9.8465125242655649 10.147615657857385 6.9921525207173572 5.7991525113029629 67.345522741350578 30.37727120208001 62.705502896023972 25.320317835605238 12.228335935637004 6.8507079206174231 16.908778449287638 0.56594227053574186 2.936209532956128 209.61096531886142 16.868016215725223 1.1280596462311212 17.883679696707997 71.649718163818761 5.3785674699174697 0.13449966444750217 10.082208970401551 3.0160637752851462 27.53093513713975
leaf_count=4131 5887 17020 129474 44484 97855 3416 4373 44480 117484 291834 154199 250381 454036 734196 172921 33457 1843 8220 4675 6936 69684 32082 106330 46057 12280 1346 15377 604 3063 71575 19713 1223 21526 76549 5274 147 10486 3331 27229
internal_value=0 0.0159786 -0.00021972 0.000109508 -0.00372687 0.0012686 0.0153948 0.000705251 0.00500735 -0.00165952 0.0169511 -0.000277432 -0.0039474 0.00141589 0 0.00198146 0.0260501 0 0.0101742 -0.00810758 -0.0161299 -0.00283543 -0.0104897 0 -0.0105056 0 -0.0119991 -0.0157792 0.0343497 -0.000986924 -0.00949351 0.0250481 0.0305708 0.014327 -0.0237594 0.0309287 0.0009347 -0.00275821 0.0108446
internal_weight=0 41.5173 4220.09 4099.26 870.528 3228.73 73.9726 3154.76 620.534 406.916 213.618 2534.22 838.724 1695.5 702.016 585.442 32.7449 41.2277 17.1398 116.573 168.512 95.7878 120.835 57.5631 42.6056 16.6972 110.774 63.2714 16.0477 482.042 24.0879 23.9395 22.8115 103.401 72.7241 18.0182 53.1822 17.5778 32.2428
internal_count=3105178 49134 3056044 2871693 648960 2222733 46649 2176084 607997 409318 198679 1568087 583510 984577 474670 354502 9668 36981 12895 120168 174290 99332 184351 77417 44362 3189 113232 106934 6479 244496 24086 28783 27560 110006 74958 21673 54970 20351 31360
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=8685797 18399233 5 12858656 73 8728744 14751876 344 12584220 8389016 192 586 1 369 409 70 2106698 840 788 5 4
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=25
split_feature=7 10 3 0 0 4 0 8 3 3 0 4 0 11 0 3 4 3 6 3 4 4 5 5 5 5 5 0 0 0 3 5 3 0 4 2 10 4 5
split_gain=1.73959 3.51839 4.06733 4.77654 2.24096 2.15851 2.05701 2.83949 3.40436 2.77977 2.68337 2.32221 2.25677 2.06421 3.88018 2.7086 1.94331 3.75794 1.75785 1.91525 2.05163 1.85451 1.7097 1.66935 1.63221 1.56287 1.3108 3.45666 2.85188 1.23023 1.22863 1.20826 1.14192 1.00661 1.00593 0.821576 0.792648 0.815821 0.788559
threshold=0 1 2 3 4 34.500000000000007 5 6 7 8 9 3.5000000000000004 10 11 12 13 9.5000000000000018 14 15 16 2.5000000000000004 4.5000000000000009 7.5000000000000009 6.5000000000000009 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 17 18 19 20 6.5000000000000009 21 22 7.5000000000000009 23 24 2.5000000000000004 5.5000000000000009
decision_type=1 1 1 9 9 2 9 1 1 1 9 2 9 1 9 1 2 1 1 1 2 2 2 2 2 2 2 9 9 9 1 2 1 9 2 1 1 2 2
left_child=6 22 4 18 -3 16 11 8 33 10 -9 23 31 15 38 34 29 -18 19 -4 -21 -20 -2 25 -17 26 28 -28 -1 -5 -25 -11 -27 -8 -10 -7 37 -12 -15
right_child=1 2 3 5 -6 35 7 9 13 12 36 -13 -14 14 -16 24 17 -19 21 20 -22 -23 -24 30 -26 32 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0071948089523448501 -0.030108946064687742 0.0010832448711943128 0.0060727959911639649 0.0010128864849454713 -0.022183731621755118 0.032018650830457983 0 0.015994479598182759 0.0018606052544641921 0.017078617864407914 0.003765742304116507 0.017593597833886598 -0.0045915768362818649 0.027419841524873503 -0.01119158040812946 -0.00036219938163784367 0.0097472097487639742 -0.021754000112511065 -0.023649082764705412 -0.019329971151604345 0.0031047250623825375 0.0021830015204577185 0 -0.00015069294011197548 -0.013280049255895083 0.0021453521937993213 -0.0034466592132292766 0.02104641756717059 -0.011063693620160013 0.0088541941546433633 0.023808547021534149 -0.00051665088508925168 -0.014972700943831794 -0.01206016126849877 0.018699959876359761 0 -0.010763243680666269 -0.0069518520038431703 0
leaf_weight=144.66313482944679 42.407306184992194 30.234220104321139 82.533782212114602 863.71210856815742 97.438428222252696 6.204712315578945 37.030155042171828 37.573869989086234 363.7573037132388 257.96997009920597 140.7934250064427 128.06907046269771 31.256644279841566 58.40667801759264 10.653628440326427 302.6833850580224 21.797382954762725 50.47389281525102 97.008790796811809 67.917350110445113 24.30627898943203 4.2500987067032829 1.0858570570417203 8.0690138389618351 166.80770385394135 13.838130102492867 68.721359103015857 73.981524783775967 115.10787577974406 288.76413805163611 16.528841006569568 6.1669339445070355 61.11611400883703 332.30281744662352 22.946207482018508 2.0735934934637026 90.518954514191137 88.692940673441626 1.3108065909764253
leaf_count=150988 29415 32872 81417 422032 108445 3894 40820 47842 238807 95394 29014 145858 39463 26769 9863 130740 10456 23123 118007 74037 24592 4186 1363 8744 156934 14209 68963 89123 146538 290308 18515 5456 66546 306246 13936 2132 15101 12078 1236
internal_value=0 -0.00237295 -0.00111493 0.000324974 -0.0159407 0.00323032 0.00172583 0 -0.00262574 0.00530949 -0.000115764 0.00650337 0.0118436 0.000428616 0.0142041 -0.000802752 0.00220003 -0.0104215 -0.0104706 -0.00185591 -0.0107706 -0.0200282 -0.0226224 0.00240002 -0.00595519 0 0.00309089 0.00998349 -0.00030179 0.00348954 0.0190232 0.0151229 -0.0104663 -0.0102502 0.00474034 0.0274777 -0.00440765 0 0.0229907
internal_weight=0 1680.21 1636.71 1509.04 127.673 1233.03 2578.97 1948.87 1295.9 652.973 357.579 630.095 295.394 926.566 70.3711 856.195 1224.75 72.2713 276.016 174.757 92.2236 101.259 43.4932 502.026 469.491 477.428 402.474 142.703 259.771 1152.48 24.5979 264.137 74.9542 369.333 386.704 8.27831 320.005 229.486 59.7175
internal_count=3105462 1226279 1195501 1054184 141317 751945 1879183 1169699 925351 244348 104035 709484 140313 578285 37868 540417 745919 33579 302239 180046 98629 122193 30778 563626 287674 536367 455612 158086 297526 712340 27259 100850 80755 347066 252743 6026 56193 41092 28005
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=2 8 128 3212077 2097440 8751917 1 568 780 2646160 25682 1 2121794 385 33 2 777 264960 67876 17040448 704 22 2098176 2 9
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=25
split_feature=5 0 3 2 2 0 0 3 10 5 4 0 5 3 0 3 5 4 5 0 5 6 3 3 4 3 0 11 4 10 4 4 4 3 11 1 0 4 10
split_gain=1.56985 6.70875 4.62992 4.43287 4.33911 9.94046 3.31064 3.23384 2.27197 1.93036 3.76736 5.00869 2.00359 2.00036 1.86426 4.66662 3.29693 1.70189 1.69134 1.69067 1.3089 1.20968 1.11033 1.00714 1.62185 0.945618 0.901627 0.853674 0.759435 0.751961 0.700527 0.635146 0.63467 0.60461 0.590205 1.56597 1.39975 0.582847 0.561177
threshold=4.5000000000000009 0 1 2 3 4 5 6 7 1.5000000000000002 2.5000000000000004 8 1.0000000180025095e-35 9 10 11 1.5000000000000002 34.500000000000007 1.0000000180025095e-35 12 2.5000000000000004 13 14 15 2.5000000000000004 16 17 18 9.5000000000000018 19 1.0000000180025095e-35 14.500000000000002 6.5000000000000009 20 21 22 23 22.500000000000004 24
decision_type=2 9 1 1 1 9 9 1 1 2 2 9 2 1 9 1 2 2 2 9 2 1 1 1 2 1 9 1 2 1 2 2 2 1 1 1 9 2 1
left_child=4 2 -2 -3 6 9 7 32 -9 12 11 -11 22 -13 15 20 -17 23 -19 25 28 37 -6 27 -25 -5 31 -16 -8 -7 -23 -12 38 -14 35 36 -4 -10 -1
right_child=1 3 34 19 5 29 14 8 21 10 26 13 33 -15 17 16 -18 18 -20 -21 -22 30 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.00044536665904827656 -0.0044542323638473843 -0.023916738103216623 0.0013125084936604766 0 0.015937976730730965 0 0.019604905029779792 -0.0083494958356005768 0.015479919321577624 -0.013345847268408061 0.03570518320950556 -0.0044179572840194704 0 0.019553029273495996 0.0032707597743402289 -0.022276403791764359 0 0.030467813671458729 0 -0.0038822971303064634 -0.0011314319018414828 -0.0096094697220045315 -0.0030222872550006684 0.00017076519100745139 -0.0067192605641924821 0.023740053066900073 0 -0.004297881217876982 0 -0.025787464785474945 0.0070269514744573554 0 0.0056574573555310155 -0.019681511517014319 0 0 0.03706209149755426 0 -0.00773015026909777
leaf_weight=42.619517349237867 44.709177352531697 65.919723223189067 46.705485116588534 4.7027523515571374 9.1620324605682963 19.729951136258023 50.248519398053759 13.455407050554641 410.60095151604764 97.290963015570014 30.408722146392392 12.309100823396873 19.163490521321364 82.088817704701796 948.85140073682851 157.73328339832369 68.404307060322026 6.5879808506288082 5.6516943220340181 27.608602953376248 20.564009865993285 20.885704630396503 14.645942078670489 912.38969108082529 450.34849350550576 18.18214556743624 7.0242394637461976 118.26174395695853 1.9101635349215929 190.34970017681553 16.708840305305785 3.3422729142766903 23.932446785853244 39.670176633677329 12.373427859783986 12.779001095826969 75.219639698596438 7.3511877832934251 149.61797547228343
leaf_count=43534 47002 78257 40321 4297 8990 23183 49984 14435 444363 99166 32303 12672 18370 96750 439529 176418 76668 1290 6012 35896 19282 21945 16686 532217 132354 16547 8070 42540 2305 220379 16723 3207 29139 41438 10990 15231 79819 8464 138726
internal_value=0 0.00662692 0.0172008 -0.00924272 -0.000461669 -0.00871146 0.000780768 0.00683102 0.0113507 0.00218835 0.00740457 0 -0.00769112 0.0138105 -0.000703081 -0.00767753 -0.0147536 0.00013955 0.0200915 0.00681301 0.00909193 0.013165 0.00591711 -8.22338e-05 -0.00197233 0.0176653 0.0271224 0.0020453 0.016822 -0.0236468 0 0.0287784 -0.00204497 -0.0167136 0.024932 0.0279598 0.0308315 0.0149226 -0.00508006
internal_weight=0 308.2 191.787 116.413 3951.31 525.185 3426.12 685.172 469.002 315.106 232.464 191.689 82.6416 94.3979 2740.95 298.86 226.138 2442.09 12.2397 50.4935 72.7227 455.547 23.808 2429.85 1362.74 22.8849 40.7752 1067.11 52.1587 210.08 37.5945 33.751 216.17 58.8337 147.078 134.704 121.925 417.952 192.237
internal_count=3105502 328360 193363 134997 2777142 581214 2195928 717329 505930 337652 252168 208588 85484 109422 1478599 324657 253086 1153942 7302 56740 71571 491495 25676 1146640 664571 20844 43580 482069 52289 243562 38668 35510 211399 59808 146361 135371 120140 452827 182260
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=8694998 770 2 2 29722328 2636070 304 8 1600 192 18120848 778 257 2 436 51 560 8652360 1 4 74 1 1 8256 10
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=30
split_feature=5 0 7 2 0 0 11 3 3 0 11 4 0 3 11 10 0 5 0 4 3 11 10 0 0 0 3 8 3 0 5 3 4 11 5 4 0 3 5
split_gain=1.70685 2.05532 1.67332 3.72283 5.10078 3.43625 3.69262 4.78448 2.79075 2.66735 2.62404 2.4368 2.1212 1.63114 4.28132 5.85765 5.40832 2.9125 2.69826 2.31139 2.59148 2.87396 2.21658 2.26399 2.02158 1.72688 1.60679 1.58019 3.13397 2.98294 1.25825 1.28169 0.984518 0.964153 0.826967 0.773839 0.716326 0.641138 0.587883
threshold=9.5000000000000018 0 1 2 3 4 5 6 7 8 9 34.500000000000007 10 11 12 13 14 1.5000000000000002 15 3.5000000000000004 16 17 18 19 20 21 22 23 24 25 2.5000000000000004 26 12.500000000000002 27 6.5000000000000009 1.0000000180025095e-35 28 29 2.5000000000000004
decision_type=2 9 1 1 9 9 1 1 1 9 1 2 9 1 1 1 9 2 9 2 1 1 1 9 9 9 1 1 1 9 2 1 2 1 2 2 9 1 2
left_child=2 -2 13 5 30 8 7 9 -4 -7 26 -9 -8 19 16 -16 17 -15 37 22 21 25 24 -24 -1 -21 -6 29 -29 -18 -5 -32 -19 -33 -14 -26 -22 -17 -25
right_child=1 -3 3 4 10 6 12 11 -10 -11 -12 -13 34 14 15 18 27 32 -20 20 36 -23 23 38 35 -27 -28 28 -30 -31 31 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0050573964854310066 0.023104738981302188 -0.0035907631606355325 0.0070098107061476629 -0.0014809369753977094 -0.0028398004293230797 0.0043603794645525147 0.0068181260483206737 0.0045455530567847591 -0.021432915836918365 -0.017269096986497919 0.0037535121453281224 0.033384228936864282 -0.020494767315000533 0 -0.013652812257892777 0.030297588621103794 0.0053616687333734453 0.029352307233918282 -0.00033088217106725954 0.026542278256346825 0.0035742163302110901 -0.0046143392843730263 0.00028769797778007843 -0.029396904987339479 0.009039456347120509 0 -0.030741236961060112 0.0046206133092468763 -0.01417725427591769 -0.011482535942908561 -0.00086334123277128174 0.028933860602362405 0 0 0 0.0013114918044994455 -0.0094247280077696411 0 0
leaf_weight=165.30062242347412 29.006362198895658 12.890375034068709 11.395244885519787 26.836539055810135 77.280512041084876 43.355577223017463 7.7408660735600279 1004.1296614453604 92.337563017470529 124.28156569627754 10.475312898786795 5.8211463141778941 107.13886311275564 70.593058993530576 28.795383630094875 92.612412532216695 79.537351137558289 50.381142564794573 29.18744442598836 124.70830467701307 68.137704565771855 12.925876694702309 61.026146187177801 26.634146311786026 368.45187768299365 16.577413532679202 108.6897843852712 277.52834536858791 82.194691137978225 580.62413278324675 9.4244305131360289 24.281827305545448 2.4131501702067899 1.5647038064198593 0.99561710361740452 369.43169508193387 25.091698529286077 16.901897216739599 12.61192243354162
leaf_count=208281 33245 15364 10308 29665 86168 42467 8350 577906 103852 110884 12265 3528 43940 88176 15014 31175 72752 58018 29105 86631 33378 9921 38842 30177 279089 22136 134241 78465 41883 457272 10783 24431 2110 1559 930 227559 26781 7983 13980
internal_value=0 0.0153617 -0.000158169 -0.00267119 -0.0130474 -0.000306948 0.00107842 0.00308302 -0.01514 -0.0104679 -0.0200978 0.00590176 -0.0136074 0.0013625 -0.000922787 0.0123998 -0.00340535 0.0131909 0.0206387 0.0039334 0.0122117 0.0186137 0.0013446 -0.00996469 0.00327333 0.0240129 -0.0240957 -0.00608616 0 -0.00896228 0.00672973 0.0164135 0.0267869 0.0214741 -0.0176224 0.00568933 0 0.0268273 -0.0217908
internal_weight=0 41.8967 4217.42 1655.75 258.553 1397.2 1293.46 1177.59 103.733 167.637 196.446 1009.95 115.875 2561.67 1310.77 167.497 1143.27 123.387 138.702 1250.9 247.441 154.212 1003.46 100.272 903.184 141.286 185.97 1019.88 359.723 660.161 62.1075 35.271 52.7943 25.8465 108.134 737.884 93.2294 109.514 39.2461
internal_count=3108614 48609 3060005 1201277 299112 902165 788005 734785 114160 153351 232674 581434 53220 1858728 881953 83277 798676 148304 68263 976775 178847 118688 797928 82999 714929 108767 220409 650372 120348 530024 66438 36773 60128 25990 44870 506648 60159 39158 44157
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=8686053 2 2 4752784 1672065 1 384 768 27264036 1 4460580 451 1 2 8915468 8479596 193 1 3 13984069 30679055 2363002 773 1 52 2098432 568 1 262894 44
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=26
split_feature=5 0 4 0 3 0 3 6 3 4 0 0 5 5 4 3 0 11 0 4 7 10 3 3 3 0 0 10 3 5 4 5 5 5 7 5 1 3 3
split_gain=1.5332 1.86699 1.52979 3.6765 2.83632 1.84762 2.7595 1.99655 1.53259 2.90838 2.63593 1.90929 1.82747 2.88081 1.60744 1.4502 1.92966 1.31253 1.25376 1.13466 1.08489 2.40606 1.89331 1.32715 1.12558 1.3968 1.01622 0.988526 0.893562 0.78812 0.695174 0.669025 0.616894 0.569434 0.555749 0.84632 0.478495 0.480487 0.375655
threshold=9.5000000000000018 0 1.0000000180025095e-35 1 2 3 4 5 6 8.5000000000000018 7 8 1.0000000180025095e-35 1.5000000000000002 43.500000000000007 9 10 11 12 5.5000000000000009 13 14 15 16 17 18 19 20 21 1.5000000000000002 1.5000000000000002 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 22 7.5000000000000009 23 24 25
decision_type=2 9 2 9 1 9 1 1 1 2 9 9 2 2 2 1 9 1 9 2 1 1 1 1 1 9 9 1 1 2 2 2 2 2 1 2 1 1 1
left_child=2 36 3 4 -1 6 32 27 10 18 12 14 17 -14 -11 16 -5 -7 30 -12 24 23 -23 -22 25 -17 -26 33 -18 -20 -10 -21 -4 -8 -6 -36 37 -2 -34
right_child=1 -3 5 15 34 8 7 -9 9 11 19 -13 13 -15 -16 20 28 -19 29 31 21 22 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 38 -35 35 -37 -38 -39 -40
leaf_value=0.0028939552961125214 0.029091869832708374 -0.003298305199211234 -0.0084855376522080788 0.0068502955295843332 -0.0075887303943736164 0.0089857327921197602 0.0050683364026813879 0 0.0068199192666719482 0.019565614461622392 0 -0.0072320941516241313 -0.0099608528980498889 0.0054559176321728664 -0.002932782852900228 0.004459287839749501 0.0037702864077358172 -0.00046489398245057496 -0.0097356512314938221 -0.022106571713011652 -0.0051979685140931646 0 -0.019307850937013201 0.01132098780477137 0.008582968889966399 -0.014923385753300345 -0.00046398284639477603 0 -0.0084042487312693485 0 -0.002822404233089357 0 0.0071004012561461495 0.031015022101427328 -0.032864472888725044 0 0 0 -0.0014961214677895692
leaf_weight=39.675168023095466 17.291384552532691 12.7305232641811 60.673815483096405 408.9462707898856 97.675078703010513 626.32447292316647 61.324985688239394 37.497229418229836 88.831075513779069 96.513283199863508 111.02360061703803 10.657793466030851 173.07731572648481 262.1000440863827 5.0221119693596838 9.7774943330150546 27.451054436023696 110.72528343362501 433.21231053185693 34.099513206107076 34.557591360702645 110.90329397845926 129.29950011863548 60.453770435262413 119.27930208251928 65.652488473322592 334.03379935206613 32.948747710390307 133.52499500061094 168.15389610573766 148.86913859294145 9.2547342085163091 37.484958498211199 64.611144868278643 51.915108384200721 0.8054681566572971 2.5585466770862721 9.8580030787416053 20.902584039526118
leaf_count=53391 17199 15278 63346 258100 133304 169327 64664 41297 81559 42349 107960 13337 111728 218664 5869 9470 21475 22351 199941 32237 23305 76271 118004 55412 135359 67240 235400 36341 168744 136381 140448 8928 42400 66922 71522 756 3236 13310 23463
internal_value=0 0.0144959 -0.000161922 -0.00260358 -0.0143911 0.00126499 0.00798444 0.0145881 7.78503e-05 -0.00278156 0.00236915 0.00988962 0.00420959 -0.000277635 0.0146437 -0.000471688 0.00306822 0.00721222 -0.00513595 -0.00805281 -0.00317116 -0.00740774 -0.0123307 0.00333074 0 -0.00913732 0.00181131 0.0195907 -0.00449823 -0.00743579 2.0084e-05 -0.0183259 -0.00195119 0.0222811 -0.0201767 -0.0311006 0.0218624 0.0276471 0.00179954
internal_weight=0 42.4385 4217.26 1623.95 190.071 2593.31 315.443 196.382 2277.86 951.26 1326.6 112.193 1172.23 435.177 101.535 1433.88 569.922 737.05 839.066 154.378 863.957 335.214 240.203 95.0114 528.743 75.43 453.313 158.885 160.976 601.366 237.7 43.3542 119.061 125.936 150.396 52.7206 29.7079 27.1494 58.3875
internal_count=3106288 49023 3057265 1427753 258973 1629512 338433 209224 1291079 619884 671195 61555 522070 330392 48218 1168780 448319 191678 558329 149125 720461 272992 194275 78717 447469 76710 370759 167927 190219 336322 222007 41165 129209 131586 205582 72278 33745 30509 65863
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=8686053 5587493 513 4522540 224 2 118 2120018 10488898 265 11019458 1 17304962 2 6 548 132 528 8390664 533912 5 256 2 1 115 160
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=25
split_feature=4 0 3 5 0 0 3 10 5 3 2 0 3 5 4 0 5 0 3 5 10 4 10 3 3 10 0 5 0 4 5 3 5 3 10 3 10 5 5
split_gain=1.32789 3.45021 3.05683 1.82126 1.77769 1.77095 1.74941 2.23297 1.86375 1.72978 1.32098 1.1472 1.0931 3.36996 2.43383 2.29654 2.18023 1.37516 0.924536 2.54053 1.86996 0.890414 1.45403 1.91367 1.39884 1.13602 0.857225 0.809671 1.45321 0.700842 0.697433 0.63518 0.602919 0.598014 0.563964 0.534513 0.509301 0.565857 0.50273
threshold=1.0000000180025095e-35 0 1 5.5000000000000009 2 3 4 5 1.5000000000000002 6 7 8 9 3.5000000000000004 21.500000000000004 10 1.0000000180025095e-35 11 12 1.0000000180025095e-35 13 6.5000000000000009 14 15 16 17 18 1.5000000000000002 19 45.500000000000007 13.500000000000002 20 1.5000000000000002 21 22 23 24 3.5000000000000004 7.5000000000000009
decision_type=2 9 1 2 9 9 1 1 2 1 1 9 1 2 2 9 2 9 1 2 1 2 1 1 1 1 9 2 9 2 2 1 2 1 1 1 1 2 2
left_child=1 2 -1 9 34 6 7 -2 -8 11 -10 32 13 17 21 30 29 -7 19 -19 -20 22 23 -14 -24 -23 36 31 -29 -16 33 -13 -3 -15 -5 -17 -11 -38 -6
right_child=5 3 -4 4 38 12 8 -9 10 26 -12 27 14 15 16 35 -18 18 20 -21 -22 25 24 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.0249478384787956 0.0069889709744366136 -0.020374125856542424 0.027657420726744947 0.0036572726952588393 -0.011667869041948725 -0.0075595208744333514 -0.0021995235757309591 0.016460029443157463 -0.0007930507873557893 -0.00058092507575248657 0 0.011410565700554697 0 0.032954725885084322 0.0036840524490723485 0 0.0093694539625149131 0.015046893432575016 -0.003212822616476227 -0.0025560675780966925 0 0 -0.0017542894819565704 -0.014210581037101658 -0.015091708290389881 -0.0060091813180684151 0.014708630120514828 -0.0049218082706360888 0 0 -0.012495309024444325 0 0.025734373080715679 0 -0.0084507813670983822 0.014399221163904762 0 -0.0098186311332560117
leaf_weight=101.93611971596692 67.192693952390982 366.91337115297938 139.56599075360646 21.088921115209814 18.230006904537731 47.148082383588189 83.556236098345835 16.224166959509603 63.568676109905937 73.878485118766548 26.322110066612368 21.714547841154854 101.68532253208832 10.996937613206683 11.677308727186755 20.708860881481087 16.850829816568876 355.08108903775428 23.607967539763195 208.89718062701286 699.14072586378825 39.121458545210771 129.81975556623729 386.53061824302131 111.38947096717311 94.244283220228681 600.99349778776377 18.402340034619556 46.223668981336232 0.96123768718098368 1.289495618402724 67.392681242112303 113.55192683591304 83.02550187450106 2.1094573133741532 23.333070824584865 27.684651080067855 4.0666773763950905 15.455820125556782
leaf_count=116108 64151 220042 187287 27154 18861 56987 87695 16818 68208 99041 34934 16501 91266 7197 2116 16821 16558 109599 8589 160603 259933 28301 89477 289668 103305 61790 420080 17597 63457 706 764 73825 115898 64126 2813 25157 38140 4760 18894
internal_value=0 -0.00217637 -0.012274 0 0.0139099 0.00142323 0.00875672 0.0182354 0.000229535 -0.00101123 0.010071 0.00242086 0.000363905 0.00212138 -0.00218256 0.0154629 0.0166296 0.000213686 0.00121221 0.00420622 -0.000828833 -0.0037232 -0.001649 0.00107617 -0.00754151 -0.0108453 -0.00444448 -0.00350572 0.00142289 0.0299527 0.0216556 -0.00935137 0.00501727 0.0246722 0.0233942 -0.000137542 0.00160334 0.008694 0
internal_weight=0 1639.21 241.502 1397.71 56.8842 2622.37 256.864 83.4169 173.447 1340.82 89.8908 634.199 2365.51 1473.23 892.28 139.354 29.4894 1333.88 1286.73 563.978 722.749 862.791 729.425 488.216 241.209 133.366 706.623 153.733 64.626 12.6385 95.3119 89.1072 480.465 94.0224 23.1984 44.0419 105.63 31.7513 33.6858
internal_count=3105227 1440458 303395 1137063 67722 1664769 271806 80969 190837 1069341 103142 507320 1392963 709776 683187 114065 19380 595711 538724 270202 268522 663807 573716 380934 192782 90091 562021 171380 81054 2822 72087 90326 335940 71323 29967 41978 141941 42900 37755
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=7684644 897 8431824 4522532 527 5 297 2 8390082 55 8399058 10002432 50 8 1 64 776 6 538632 557072 264 2 3 3 1
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=27
split_feature=5 0 9 7 3 4 5 0 10 0 0 5 0 8 3 4 0 2 10 0 0 3 0 5 3 3 11 0 3 10 5 11 5 5 3 4 4 10 4
split_gain=1.30337 1.75513 1.31993 1.25033 3.26161 3.26455 2.51032 3.01263 2.24453 2.15824 2.07607 1.82513 1.28006 1.51552 1.2125 2.96364 2.73478 2.54885 5.50774 2.45347 2.20628 1.1508 0.834776 0.81529 0.802606 0.676245 0.593433 0.560318 0.456738 0.375663 0.225649 0.154785 0.150854 0.14408 0.119949 0.108074 0.0770233 0.0768504 0.0610146
threshold=9.5000000000000018 0 1 2 3 34.500000000000007 1.5000000000000002 4 5 6 7 6.5000000000000009 8 9 10 4.5000000000000009 11 12 13 14 15 16 17 4.5000000000000009 18 19 20 21 22 23 1.0000000180025095e-35 24 1.5000000000000002 28.500000000000004 25 21.500000000000004 2.5000000000000004 26 152.50000000000003
decision_type=2 9 1 1 1 2 2 9 1 9 9 2 9 1 1 2 9 1 1 9 9 1 9 2 1 1 1 9 1 1 2 1 2 2 1 2 2 1 2
left_child=2 26 3 12 6 8 7 -5 22 23 -10 -11 13 28 15 16 -14 19 -19 -16 -17 32 -6 -8 37 38 33 -23 -1 -26 -30 -29 -4 34 -2 -36 -3 -15 -7
right_child=1 36 21 4 5 25 9 -9 10 11 -12 -13 14 24 17 20 -18 18 -20 -21 -22 27 -24 -25 29 -27 -28 31 30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 0 -0.0051221813499425992 0.0072902666338251852 0.0018905077162865863 0 0.037596735508719177 0.012062138508349756 -0.025711910993971573 0.0021163142071004568 -0.02430587033522957 -0.0074158987717423564 0.0032315323276194568 0.013974504781643747 0 0.009367007551477036 0.02731536595166122 -0.0018563262067279136 -0.011049943802214982 0.01771347164673678 -0.0021291421310047918 -0.0017251219616682739 0 -0.02236295686565145 -0.00025101768632853873 0.014150763370668847 0 0 -0.026976768835482303 -0.00060917124790424958 0 -0.019433176465647656 0 0 0 0.03237841002624274 0 0 -0.0053752643892458823 0
leaf_weight=24.0843574104656 2.2785103297792375 14.259815426747084 2.6204160978377331 29.675689347954176 4.4530105811572867 5.4239092041971162 70.808095220505493 105.22835907873377 1081.6998160873845 30.760983676998876 246.147197092243 2.9344308178842757 103.81138673558598 3.0235673232673435 168.39127982442005 57.065682940985425 345.28290307383941 52.168690370264812 182.52298689171585 1453.9122506064814 13.891034756205043 0.70692666126706172 30.384637178511184 24.127224353971542 28.321059982503357 3.1539171054610033 1.8671290814818373 27.490670279919868 49.475227176499175 3.8139696259022449 49.423998749905877 0.81727588598733447 1.5007057728944344 0.22547529771691088 21.333178971151948 0.14441316321608511 3.0904567812685846 12.835723509982925 0.068544971989467629
leaf_count=21134 3179 16856 3679 32396 4773 2632 74109 111454 600081 40486 264356 4039 102571 3308 175619 28270 267402 56074 186575 772470 13448 835 18060 24281 41360 3119 1641 30874 56647 5248 93095 811 1812 218 23922 147 3421 14719 55
internal_value=0 0.0133011 -0.000141213 3.84696e-06 -0.00205963 0 -0.0114334 -0.020026 -0.000766606 0 0 -0.0145249 0.00145275 -0.00569789 0.00217097 0.00634388 0.00207575 0.000735082 0.00991038 -0.000562093 0.0223701 -0.0145052 -0.0176311 0.00668746 0.00383118 0.0286975 0.0214081 -0.0188866 -0.0117721 0.0108861 -0.0136205 -0.0224386 0.00198663 0.0277325 0.0282687 0.0268004 -0.00237254 -0.00333797 0.0291249
internal_weight=0 43.199 4216.03 4182.89 1634.87 1371.33 263.535 134.904 1362.68 128.631 1327.85 33.6954 2548.02 170.978 2377.05 520.051 449.094 1857 234.692 1622.3 70.9567 33.136 34.8376 94.9353 47.9943 8.64637 25.8487 29.0149 122.984 32.135 98.8992 28.3079 4.12112 23.9816 23.7561 21.4776 17.3503 15.8593 5.49245
internal_count=3105176 49384 3055792 3017781 1179841 893076 286765 143850 887270 142915 864437 44525 1837940 235511 1602429 411691 369973 1190738 242649 948089 41718 38011 22833 98390 64635 5806 29107 32520 170876 46608 149742 31685 5491 27466 27248 24069 20277 18027 2687
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=8685797 1 2 192 27264272 8 526706 4988118 22560785 1 129 10552482 2 2 11012 264938 65 536 417 284 1 160 386 3 1 768 2
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=26
split_feature=4 3 4 0 4 0 7 10 0 3 3 6 0 0 1 3 3 6 10 0 4 0 0 3 5 10 5 0 5 5 10 5 2 4 10 4 4 4 0
split_gain=1.2689 2.21443 1.67394 1.50275 1.48135 1.28726 0.948199 2.45472 2.83449 3.71426 3.39333 3.17558 1.95997 1.64495 1.94407 3.75111 2.21267 3.85556 2.85984 2.84104 2.30689 1.92992 1.51982 1.48132 1.47524 1.40632 1.31146 1.17875 2.69046 2.39301 1.08378 1.0399 0.864304 0.838936 0.686593 0.773443 1.14527 0.665958 0.657153
threshold=17.500000000000004 0 24.500000000000004 1 45.500000000000007 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 3.5000000000000004 17 18 19 7.5000000000000009 20 1.5000000000000002 21 1.5000000000000002 1.0000000180025095e-35 22 1.0000000180025095e-35 23 4.5000000000000009 24 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35 25
decision_type=2 1 2 9 2 9 1 1 9 1 1 1 9 9 1 1 1 1 1 9 2 9 9 1 2 1 2 9 2 2 1 2 1 2 1 2 2 2 9
left_child=6 4 3 -3 5 -2 13 24 9 12 11 26 37 23 16 30 18 19 22 -18 -20 -19 -15 31 -8 -17 -10 29 -29 -11 -16 -1 -27 -13 -25 -36 -37 -9 -32
right_child=1 2 -4 -5 -6 -7 7 8 10 27 -12 33 -14 14 15 25 17 21 20 -21 -22 -23 -24 34 -26 32 -28 28 -30 -31 38 -33 -34 -35 35 36 -38 -39 -40
leaf_value=-0.010971818597658604 0.029801838332644034 0.019711704276890812 -0.015385430150306696 -0.0031193607249320834 0 0 -0.027025202347963764 0.013787098679026652 0 0.0049054262881596004 -0.017337581169941826 -0.018043654738358676 -0.017050257039876903 0.0067188521965042373 0 0.00610657613729649 -0.017509661618657409 -0.0017012514161315992 -0.020264330932538519 -0.0032087225660891805 0.0042774733644887711 0.015192606568484391 -0.0020788396841642811 0 0 -0.014214470527307045 0.016572445665130924 0 0.019521605262483969 -0.0065497434614404789 0 0.0047247940298055504 0.00050370332080047634 0 0.0055722104676922766 0.031248805282690612 0 -0.00048976278889445674 0.016853846101148883
leaf_weight=38.503479374528979 34.739249907492194 5.9402762501704274 27.813917585648596 17.63719388333266 6.1910844085796262 5.8362681654107282 38.05635924913804 9.5460183484901808 131.18571498188248 562.80277403142827 169.15901041060715 62.704979850903328 114.2153789055883 606.9306931495521 32.469354258471867 20.829982141483924 197.43636895143936 78.936572756192618 68.968645091255894 612.16347353183664 20.768984515481861 87.576316129678162 199.87945375867275 4.9139529241365381 1.1606260422850017 103.10140413504269 54.026400252507301 135.31129554342624 109.66408309854887 221.66136814424681 5.3677085085219005 66.420241720341437 2.8331703290168653 3.7691728138888712 141.38774511228621 29.406219431250065 9.6251933748426364 17.227475935127586 205.54996054206276
leaf_count=41545 11509 6977 24689 8155 6799 6358 27032 9040 132264 156937 181639 82421 115337 426232 2850 5116 236016 98009 60791 315292 15361 97521 219076 5718 1406 31479 52209 143260 113869 164418 5595 72883 3909 3646 148831 34060 10264 12252 14404
internal_value=0 0.0098297 -0.00179144 0.00794681 0.0198634 0.0275346 -0.000270122 -0.00218301 -0.0010847 0.0012744 -0.00783779 0 -0.0116434 0.000855264 0 0.00621427 -0.00144775 -0.00473783 0.0018788 -0.00780139 -0.0114722 0.00730678 0.00418979 0.00744883 -0.0196351 -0.00542061 0.00680392 0.00369342 0.00944029 0.00116395 0.0130232 0 -0.0107954 -0.0150298 0.0122311 0.013827 0.0259698 0.00332609 0.0155483
internal_weight=0 98.158 51.3914 23.5775 46.7666 40.5755 4163.56 1630.49 1591.27 1170.43 420.845 251.686 140.989 2533.07 2242.81 370.152 1872.66 976.113 896.548 809.6 89.7376 166.513 806.81 290.257 39.217 126.765 185.212 1029.44 244.975 784.464 243.387 104.924 105.935 66.4742 185.333 180.419 39.0314 26.7735 210.918
internal_count=3105169 64487 39821 15132 24666 17867 3040682 1195730 1167292 715113 452179 270540 136629 1844952 1531651 63353 1468298 746838 721460 551308 76152 195530 645308 313301 28438 40504 184473 578484 257129 321355 22849 114428 35388 86067 198873 193155 44324 21292 19999
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=281 11273008 266062 2 8 13146322 384 409 2 144 8749605 1 70 433 2 3 17690 6832192 2114888 306 4 192 4 2 8 3154304
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=25
split_feature=5 0 9 4 0 3 0 5 3 3 0 6 0 5 3 10 3 0 0 3 3 5 3 0 5 5 3 5 3 5 4 4 5 3 3 5 3 0 4
split_gain=1.12726 1.66773 1.20092 1.11825 3.32799 2.44195 1.52071 2.21183 1.11412 1.0517 2.91778 2.66403 2.42765 1.79128 1.60241 1.59399 1.01299 1.31301 1.27627 1.27302 1.17078 0.915041 0.58088 0.537961 0.376279 0.35254 0.363215 0.25933 0.323913 0.146452 0.104328 0.0695857 0.0654132 0.0341876 0.0280372 0.0273045 0.0095117 0.00489158 0.000762698
threshold=9.5000000000000018 0 1 1.0000000180025095e-35 2 3 4 2.5000000000000004 5 6 7 8 9 1.5000000000000002 10 11 12 13 14 15 16 1.0000000180025095e-35 17 18 6.5000000000000009 17.500000000000004 19 4.5000000000000009 20 1.5000000000000002 18.500000000000004 2.5000000000000004 1.0000000180025095e-35 21 22 5.5000000000000009 23 24 21.500000000000004
decision_type=2 9 1 2 9 1 9 2 1 1 9 1 9 2 1 1 1 9 9 1 1 2 1 9 2 2 1 2 1 2 2 2 2 1 1 2 1 9 2
left_child=2 25 3 4 5 32 7 22 29 11 14 13 -13 -8 -11 -12 18 19 21 -18 -19 -6 -5 -10 -7 26 31 28 -9 37 -28 -2 33 -1 -29 -20 -3 -4 -33
right_child=1 36 8 6 16 24 9 27 23 10 15 12 -14 -15 -16 -17 17 20 35 -21 -22 -23 -24 -25 -26 -27 30 34 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0048584363647172571 -0.0043908701847750553 0 0.0063997498218606843 0 0.0058716771714905636 -0.020677566596933442 -0.0023486137568580695 0 0 -0.0040037079290415152 0.012435954921537727 0.0022098491700492046 -0.020855636283677779 0.0080498109685866008 0.0030906379766525364 -0.00090100710906620995 0.01588022948024425 0.0092097817507746597 -0.017796690151733519 -7.0686890468726568e-05 -0.0012635986088098848 -0.0068694555335776439 -0.021182944431255346 -0.021871218534397274 0 0 0.030073197310333196 0 0.010169277614581392 0 0 0.001097190595980101 0 0 -0.0024129441626958553 0 -0.0041356248555727143 0 0
leaf_weight=23.883050319971517 4.5120933476719074 1.7120996855082919 2.292054502213432 2.8600063079793472 84.082735243799107 141.42954235507932 362.71733883201523 6.0237680681457277 0.75721326569328085 421.76806864248647 380.17049113363464 37.26797938306845 74.953654760356585 232.63076816403191 910.44697517484383 64.856091079433099 71.299562388696359 78.065014512336347 49.064853446412599 38.047170133322652 1020.6431906964863 80.55919553644344 46.252103357182932 27.813011187245142 3.4201915841258588 2.4529268693586337 22.241192741130373 6.3031323473842349 19.896752621512864 1.4795454232662448 0.15168743539834295 1.6488050289626697 14.64262238145602 1.5608442731245329 8.1548244073637743 3.2032361095771185 11.105500426841898 0.36199645264423486 0.036462613439652958
leaf_count=34796 5697 1657 3255 3068 72114 200593 306094 7802 858 154643 364326 41091 81755 216629 272981 63241 76706 69886 53665 36133 744747 93701 56212 30774 5015 2535 24502 8258 23603 1797 156 1373 17246 1587 10139 2714 13768 439 34
internal_value=0 0.0122817 -0.000175891 0 -0.00201563 -0.0133256 0.00131741 -0.00890883 -0.0139146 0.00193462 0.00325738 -0.000983045 -0.013547 0.00142606 0.000574766 0.00995975 -5.47435e-06 0.000968765 -0.00590515 0.00978894 0 0 -0.0203909 -0.0183593 -0.0188631 0.0195623 0.0244991 0.00226715 0.00726936 0.00195773 0.0249367 0 0.00236514 0.00458597 0 -0.0154709 -0.00345772 0.00717965 0.000980679
internal_weight=0 43.8608 4216.91 4184.2 1609.9 184.936 2574.3 89.4906 32.7038 2484.81 1777.24 707.57 112.222 595.348 1332.22 445.027 1424.96 1208.05 216.91 109.347 1098.71 164.642 49.1121 28.5702 144.85 31.0432 28.5902 40.3785 25.9205 4.1336 22.3929 6.19736 40.0865 25.4439 14.458 52.2681 12.8176 2.65405 1.68527
internal_count=3105590 49722 3055868 3018745 1408903 259237 1609842 109082 37123 1500760 855191 645569 122846 522723 427624 427567 1149666 927472 222194 112839 814633 165815 59280 31632 205608 34297 31762 49802 31405 5491 24658 7104 53629 36383 18397 56379 15425 3694 1407
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=8686053 1 5587493 513 1613953 65 960 25182530 2 4522050 9 3 656 8925186 16780736 77 256 768 160 788 80 1 30 144 8388704
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=23
split_feature=4 3 4 0 4 0 5 0 3 2 0 0 3 0 0 5 4 0 5 3 0 0 3 5 4 5 2 10 5 4 5 6 4 4 10 4 0 0 0
split_gain=1.04743 2.00414 1.5505 1.45452 1.35854 1.23919 0.840586 5.47088 3.83418 2.47294 8.4857 3.05553 2.79461 3.36514 2.36514 5.27619 1.78783 3.07981 2.35558 1.78068 1.58739 1.33824 1.73596 1.22215 1.51468 1.10373 1.02325 0.926051 0.875371 0.721944 0.673738 0.663834 0.627194 0.602565 0.55949 0.53172 0.514743 0.475663 0.424519
threshold=17.500000000000004 0 24.500000000000004 1 45.500000000000007 2 4.5000000000000009 3 4 5 6 7 8 9 10 1.5000000000000002 1.0000000180025095e-35 11 1.5000000000000002 12 13 14 15 2.5000000000000004 1.0000000180025095e-35 14.500000000000002 16 17 1.0000000180025095e-35 5.5000000000000009 15.500000000000002 18 11.500000000000002 2.5000000000000004 19 13.500000000000002 20 21 22
decision_type=2 1 2 9 2 9 2 9 1 1 9 9 1 9 9 2 2 9 2 1 9 9 1 2 2 2 1 1 2 2 2 1 2 2 1 2 9 9 9
left_child=6 4 3 -3 5 -2 9 8 26 11 16 12 13 31 15 -14 17 18 -11 -18 -10 22 29 28 -25 35 38 -16 -23 -13 32 -1 34 -21 -9 -22 -28 -4 -8
right_child=1 2 37 -5 -6 -7 7 30 20 10 -12 21 14 -15 27 -17 19 -19 -20 33 25 23 -24 24 -26 -27 36 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.015513054756353879 0.028095197202147634 0.019072975727767102 0 -0.0032533664615529002 0 0 0 0 0.0016276686806419591 -0.0089363898910593178 -0.019389630307589556 0.0062263632819019865 0.011354983054950906 -0.010734964725817447 -0.00058617734381258366 -0.022429545379858695 0.020146470799361636 -0.014541080814999927 0.018984406367453677 -0.0068439908924933504 0.035129120455935657 0 -0.010770530671169678 -0.0021008037041387877 0.013884099739825465 0 0.011474189712481375 0.014330795671624603 -0.0050047447780908428 -0.0069341313272428184 0 0 0 0.0067664867585150966 -0.01891874191880432 0 -0.00021006260405712757 -0.017164605972212556 -0.013207268134864071
leaf_weight=56.558317141032603 35.695496049171197 6.1865141279267846 7.3006940943305381 17.717001662123952 6.1968842244241378 5.8543517755024359 20.780727983918041 10.501278048213861 71.96252396836644 8.4326606038084702 240.28297510502307 105.49767506372882 87.611268268257845 155.98756626357499 10.289616969355848 44.755087048819405 62.352784607268404 66.46314280716615 54.023648260525079 41.899406168355199 73.553238163091009 1659.4825925500554 267.67844427738601 46.56848159947549 99.503650358892628 1.4147167959890783 13.8184354739642 388.42173898634064 406.40963242537691 17.251978622225579 3.9645526930980841 5.9677199645884675 1.2058440837863589 28.050574295913975 69.698743446359003 0.65174147783545677 5.0931988068623477 20.271778715861732 36.026820542479982
leaf_count=54309 11602 7230 8233 8246 6818 6391 21016 13666 61391 9467 281140 108618 81531 158884 12340 42733 67058 67189 65424 44081 80026 569663 247661 56931 60091 1163 13724 469245 263902 18533 4753 7755 1097 28586 88095 530 5870 16451 37582
internal_value=0 0.00888683 -0.00188043 0.0072934 0.0184667 0.0257271 -0.000253255 0.00440684 0.0126711 -0.000734946 -0.00708971 0.000181568 0.00571297 -0.00254527 0.00957645 -0.000239308 0.00453608 -0.00186509 0.00928874 0.0120932 0.0208599 -0.00136121 -0.00650017 -0.000221582 0.00759454 0.0296724 -0.00239065 0.0132437 -0.00101922 0.00132723 -0.0123142 0.011177 -0.0156817 0 -0.0174791 0.0342828 0.0062981 -0.0150272 -0.0101914
internal_weight=0 99.2227 51.476 23.9035 47.7467 41.5498 4162.16 308.672 223.301 3853.49 501.505 3351.98 749.591 218.514 531.078 132.366 261.222 128.919 62.4563 132.303 147.582 2602.39 390.428 2211.96 146.072 75.6197 75.7192 398.711 2065.89 122.75 85.3704 62.526 81.4059 69.95 80.2 74.205 18.9116 27.5725 56.8075
internal_count=3109025 64971 40160 15476 24811 17993 3044054 328913 221302 2715141 562945 2152196 826797 220948 605849 124264 281805 142080 74891 139725 143110 1325399 374812 950587 117022 81719 78192 481585 833565 127151 107611 62064 102858 72667 101761 80556 19594 24684 58598
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=281 11273008 266062 8694742 832 2 4555992 15235366 304 2121988 2097408 98456 286 832 1344528 360 2 8 2 12 448 2099202 270916
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=23
split_feature=5 0 9 3 7 3 4 10 0 3 0 5 3 4 0 3 0 0 5 4 4 10 5 0 8 3 5 0 2 0 4 3 5 5 4 4 4 5 10
split_gain=0.997904 1.55699 1.04534 1.05341 0.929351 2.68209 3.17603 2.49159 2.30408 1.98532 1.97766 1.79589 1.77795 1.41428 1.15539 0.995449 2.19672 1.74849 1.48823 1.31375 1.56272 1.18592 0.948394 0.854308 5.78733 1.1223 0.61751 0.530029 0.528952 0.520864 0.334312 0.281659 0.675314 0.146274 0.107339 0.100289 0.0755481 0.0691906 0.0649453
threshold=9.5000000000000018 0 1 2 3 4 34.500000000000007 5 6 7 8 6.5000000000000009 9 4.5000000000000009 10 11 12 13 1.5000000000000002 9.5000000000000018 1.0000000180025095e-35 14 7.5000000000000009 15 16 17 4.5000000000000009 18 19 20 29.500000000000004 21 19.500000000000004 1.5000000000000002 152.50000000000003 18.500000000000004 2.5000000000000004 1.0000000180025095e-35 22
decision_type=2 9 1 1 1 1 2 1 9 1 9 2 1 2 9 1 9 9 2 2 2 1 2 9 1 1 2 9 1 9 2 1 2 2 2 2 2 2 1
left_child=2 31 4 33 15 10 7 8 -7 -9 12 13 14 -12 -6 17 18 22 37 20 -19 -20 30 25 -25 -18 -14 -5 34 -21 -1 -2 35 -4 -8 -33 -3 -17 -13
right_child=1 36 3 27 5 6 28 9 -10 -11 11 38 26 -15 -16 16 23 19 21 29 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0070214491279006822 0 -0.00514088740251921 0.0071333320088196699 0 0.011809959902480498 0.003306049745490155 0.03217372032033796 0.0026730070748223799 -0.0087563839801002626 -0.017310746373140697 -0.026051451821790469 0 -0.016733337705143049 0 -0.0011056983919554724 0.0020552272808554719 -0.005814636733223748 0.00067904124922220247 0.025421334962835513 0.0159474392680394 -0.012473084580732685 0 -0.0073583754543062102 -0.016621543241650796 0.014350714869044391 0.001176537551475146 0 -0.021095936233817881 0 0 0 0.030232067441117963 0 0 0 0 0 -0.0028520735765295794 0.0044049413351834469
leaf_weight=787.46532494407438 5.1620802414545324 14.268559721327621 2.6681530854039011 0.76615293795475736 51.213672030658927 943.50794636613136 6.8398291589401197 32.93518324404431 141.89154414475342 107.18760312669474 98.424914798655664 1.0905711745144799 60.029828146929503 23.873300179300713 149.27176084774692 30.741002460934396 254.16520492634299 113.95148347725626 31.748453272419283 3.9794464334263466 129.75330085077439 15.86807826952281 6.6855033123283638 165.43538717537376 51.304783158760983 927.06398221076233 8.6367650174943247 27.147723041067369 1.6306659775000278 9.8659689149935712 2.3465182401123448 20.638572758354723 1.0334844147437241 1.503635251894593 0.14488845388405014 0.14492312603397195 3.1225467545154961 23.518751003728539 4.0575343860982676
leaf_count=473779 5912 17034 3688 873 53340 561825 3551 25058 157655 64780 111184 1320 61319 28337 94338 40577 154463 147434 34515 2862 131288 19034 6583 222271 68116 498615 7871 29888 1652 10220 2145 22186 1046 1801 125 149 3465 29786 5121
internal_value=0 0.0115079 -0.000175036 -0.0130563 0 -0.00182973 0.000324525 -0.000313939 0.00120741 -0.0113976 -0.00859412 -0.017616 -0.00162523 -0.0218959 0.00236169 0.00120205 -0.000289354 0.00352044 0.0113393 -0.00263141 -0.00582696 0.0210854 0.00589902 -0.00163726 -0.00693953 -0.000223281 -0.012611 -0.0175691 0.0286841 0.0116749 0.00671429 0.0193493 0.0228564 0.00186952 0.0316555 0.02986 -0.00244206 0 0.00241751
internal_weight=0 44.3702 4216.71 32.0857 4184.63 1630.74 1234.14 1225.52 1085.4 140.123 396.598 127.446 269.152 122.298 200.485 2553.89 1499.85 1054.05 101.876 257.55 243.705 47.6165 796.497 1397.97 216.74 1181.23 68.6666 27.9139 8.61538 13.8454 789.812 26.9791 21.817 4.17179 6.98472 20.7835 17.3911 54.2598 5.14811
internal_count=3105206 49792 3055414 36250 3019164 1177476 814646 809318 719480 89838 362830 145962 216868 139521 147678 1841688 1067377 774311 123912 291804 278722 53549 482507 943465 290387 653078 69190 30761 5328 13082 475924 29293 23381 5489 3676 22335 20499 70363 6441
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=8685797 1 65 2 194 3 4464346 784 31986003 66 11010066 387 8913420 2450406 1 18885984 1 520 160 2 2056 788 2
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=23
split_feature=4 3 4 0 4 0 7 10 0 3 0 3 6 0 0 4 5 3 4 8 0 0 3 3 5 3 0 0 5 3 6 5 4 4 5 4 4 4 4
split_gain=0.889587 1.647 1.4694 1.35927 1.25793 1.20987 0.66021 2.04527 1.86162 2.94469 3.00852 2.74724 2.25914 1.77337 1.63167 1.61481 1.37758 1.1678 0.954309 0.875587 3.23023 1.63981 2.06333 1.75827 1.90692 1.17467 2.87253 1.35848 1.06456 1.04394 0.814166 0.788732 1.87317 0.954296 0.770685 4.20442 2.21379 0.693105 0.641987
threshold=17.500000000000004 0 24.500000000000004 1 45.500000000000007 2 3 4 5 6 7 8 9 10 11 3.5000000000000004 7.5000000000000009 12 4.5000000000000009 13 14 15 16 17 2.5000000000000004 18 19 20 1.0000000180025095e-35 21 22 1.5000000000000002 1.0000000180025095e-35 8.5000000000000018 2.5000000000000004 2.5000000000000004 2.5000000000000004 9.5000000000000018 1.0000000180025095e-35
decision_type=2 1 2 9 2 9 1 1 9 1 9 1 1 9 9 2 2 1 2 1 9 9 1 1 2 1 9 9 2 1 1 2 2 2 2 2 2 2 2
left_child=6 4 3 -3 5 -2 14 16 11 10 -10 13 15 38 17 -11 -8 31 -14 21 29 23 -23 30 -25 26 -22 -27 -24 -21 -16 32 -1 -33 36 -36 -13 -12 -9
right_child=1 2 -4 -5 -6 -7 7 8 9 12 37 34 18 -15 19 -17 -18 -19 -20 20 25 22 28 24 -26 27 -28 -29 -30 -31 -32 33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.0084035874779609943 0.026218109578293916 0.018610192440624378 -0.014461039174819008 -0.0028702061708022904 0 0 -0.025264747098255248 0.013687643886458141 0 0.010656714496562586 -0.027984887677007048 -0.0014020437471763459 -0.016173125779871299 -0.015496768265883171 0.0091161326932316569 -0.0063729263097352384 0 0.00020691772814125165 0.0002287338116458512 0 -0.0029818196293119989 0 0 -0.0042256766113330816 0.0069131759447369368 0.012470332794573833 0.018367929908107091 -0.0015410339309728637 -0.022686765906862121 -0.018434825848683129 0 0.027836948388679467 0.014949715188504098 0 0.01918424663759799 -0.0084496863603759232 0.0091006463251364165 0 -9.1243516648623738e-05
leaf_weight=32.214632833427459 36.763509141659597 6.3665511910221539 27.193866220710333 17.48995479292353 6.2919167558720792 5.9276157081621923 36.486928160251409 9.5805664181825723 59.583948897983646 161.49246294901241 90.703265338015626 629.71753951986466 61.829897350035026 111.38414883972291 235.49261980224401 31.896532362123253 1.1216876853140991 188.45842317706411 3.9190258332528165 13.09623374667717 307.25733350780501 192.13397877723037 35.911566897459124 800.91431103429204 144.66191309895657 249.50851233887443 36.020013851390104 41.231272365446785 77.326092075025372 50.692146263158065 61.826977590113529 33.339691070759727 35.217313564789947 1.603995041019515 113.38221460300701 49.516722404485336 242.79959215679992 4.3050725994544328 17.039107319360483
leaf_count=37392 11690 7423 24435 8080 6864 6412 26478 9040 65093 167338 101822 343661 83422 109386 202140 26078 1383 210100 3770 11707 48848 199523 45662 468901 139400 79264 50070 50117 111697 57848 67114 32766 34220 1257 109737 39526 90351 3951 12318
internal_value=0 0.00815379 -0.001419 0.00738782 0.0167388 0.0236529 -0.000244557 -0.0018518 -0.000843316 -0.0063919 -0.0157714 0.00101201 0 -0.0101599 0.000677539 0.00602634 -0.0179372 0.00726001 -0.0122969 -0.000158647 0.00256025 -0.00160052 -0.00769323 0 -0.00203303 0.00526093 0.000158819 0.00963019 -0.0164931 -0.0133213 0.00632838 0.0144307 0.00156165 0.0246742 0.00310251 0.00922135 0.00139355 -0.0245107 0.0035646
internal_weight=0 100.033 51.0504 23.8565 48.983 42.6911 4161.67 1624.76 1587.15 413.73 154.592 1173.42 259.138 138.004 2536.91 193.389 37.6086 290.834 65.7489 2246.07 697.806 1548.27 305.372 1242.9 945.576 634.017 343.277 290.74 113.238 63.7884 297.32 102.376 67.4319 34.9437 1035.42 162.899 872.517 95.0083 26.6197
internal_count=3106284 64904 39938 15503 24966 18102 3041380 1193354 1165493 451474 170866 714019 280608 130744 1848026 193416 27861 315735 87192 1532291 297854 1234437 356882 877555 608301 228299 98918 129381 157359 69555 269254 105635 71612 34023 583275 149263 434012 105773 21358
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=281 11273008 266062 2 8 13146322 102 19136768 384 2 144 8749605 525 1 7342336 18876872 167 448 652 1104 25680 6 2
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=24
split_feature=5 0 9 0 4 0 3 0 3 10 5 0 5 3 4 5 7 10 3 3 3 0 0 2 3 3 7 5 5 3 5 3 5 4 4 4 4 5 3
split_gain=0.866251 1.47219 0.866755 1.01372 0.806878 2.38471 1.9844 1.34904 1.82914 1.5072 1.14697 1.00952 1.83734 1.15381 1.78628 0.91828 0.7876 1.41266 3.77419 2.95855 1.15364 1.11683 0.978067 0.703297 0.590458 0.538907 0.434262 0.719289 0.266303 0.254447 0.665088 0.235074 0.135125 0.117011 0.0911118 0.0822201 0.0752279 0.0688366 0.0325257
threshold=9.5000000000000018 0 1 2 1.0000000180025095e-35 3 4 5 6 7 1.5000000000000002 8 2.5000000000000004 9 7.5000000000000009 1.0000000180025095e-35 10 11 12 13 14 15 16 17 18 19 20 7.5000000000000009 8.5000000000000018 21 19.500000000000004 22 1.0000000180025095e-35 2.5000000000000004 18.500000000000004 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 23
decision_type=2 9 1 9 2 9 1 9 1 1 2 9 2 1 2 2 1 1 1 1 1 9 9 1 1 1 1 2 2 1 2 1 2 2 2 2 2 2 1
left_child=2 29 4 -4 5 6 37 8 10 28 36 12 25 15 -15 -13 20 19 -19 -18 21 -7 -22 -12 -5 -9 32 -28 -10 -2 34 -14 -8 -11 -31 -3 -6 38 -1
right_child=1 35 3 24 7 16 26 11 9 33 23 13 31 14 -16 -17 17 18 -20 -21 22 -23 -24 -25 -26 -27 27 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0047164338093535953 0 -0.0053274188083352794 0.0027130688743179209 0 -0.012183916211027197 0.004080406216136658 0 0 0.019523020604269067 -0.0049184354246134751 0.011215689123974585 0.0048030983096570947 -1.3469044244775527e-06 -0.0039610455806889247 0.0071949705645986241 -0.00015377344277130948 -0.0057065662790865002 0.0010261977561084692 -0.015921951163819493 0.016005733000451605 0.00067431706964810718 -0.012706456537466354 0.0097252683264673657 -0.00024256192812421873 -0.021100362950301141 -0.01987967911944083 -0.028154429613747561 0 0 0.028839858684756497 0 0.0062704395797012636 -0.0078493063539078114 0 0 0 0 0 0
leaf_weight=23.969651037376025 5.109841352008516 14.35580271415529 0.89027351546246791 8.3576599460866401 23.51615654003399 9.9586159668979217 43.352962487562763 2.9261008464964107 123.01810506757465 18.369621459678459 59.890101968827366 776.34183011375717 17.99291150130739 776.73854563038913 132.08350475247425 487.56107086193151 89.919485254860774 257.48327386896563 175.97737566141586 69.320900005855947 610.21580607283249 62.974118058613385 149.49722588650911 23.125375153624191 22.085412928659942 44.85007050895365 46.546401445499214 0.78577391152793907 0.62927244498859991 21.182941737148223 1.076667950459522 23.028455957930419 49.211115732130565 13.580774191374074 0.13882738532265548 3.0729705121775615 56.346831624563492 14.766525288730916 1.548170010602919
leaf_count=34807 5830 16868 1037 9978 21078 9558 48458 3199 127524 20419 65151 209251 24187 506147 67375 377744 65589 169380 164209 65233 466155 64979 143516 30309 24458 54514 71125 785 600 22224 1034 26137 84216 15300 146 3426 64318 17331 1560
internal_value=0 0.0106595 -0.000186556 -0.0119887 0 -0.00175486 -0.0114532 0.00107784 0.00678846 0.0134312 0 3.46069e-05 -0.00841911 0.000661632 -0.00182262 0.00267915 -3.30019e-05 -0.002931 -0.00598467 0.00355534 0.00171192 -0.00712446 0.00322786 0.00615219 -0.0162719 -0.0190225 -0.0166284 -0.0262984 0.01787 0.0184082 0.0217057 0.00133957 -0.00536597 0 0.028491 -0.00250595 -0.00809099 0.00211278 0.00444664
internal_weight=0 44.9371 4216.86 31.3333 4185.53 1605.53 180.181 2580 318.476 155.598 162.878 2261.52 88.7975 2172.72 908.822 1263.9 1425.35 592.701 433.461 159.24 832.646 72.9327 759.713 83.0155 30.4431 47.7762 139.896 47.3322 123.647 27.5083 22.3984 41.0214 92.5641 31.9504 21.3218 17.4288 79.863 40.2843 25.5178
internal_count=3105155 49528 3055627 35473 3020154 1406901 258282 1613253 344699 163843 180856 1268554 108037 1160517 573522 586995 1148619 464411 333589 130822 684208 74537 609671 95460 34436 57713 204584 71910 128124 29234 23404 50324 132674 35719 22370 20294 85396 53698 36367
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=8685797 1 160 5587493 513 4522540 480 5 1613953 118 2 6 525 141 528 8390664 16779594 2 579 768 2 788 368 1
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=24
split_feature=4 3 0 4 0 0 3 5 3 0 2 0 3 0 3 0 4 10 5 7 0 2 10 5 4 3 10 4 3 3 3 5 5 6 5 4 4 4 4
split_gain=0.762343 1.34368 1.2074 1.2427 1.08127 0.588175 2.29585 2.28309 3.97517 2.10615 1.58919 6.2127 2.21302 2.18257 5.05291 1.68575 1.60561 1.39835 1.39618 1.38359 1.29743 1.54461 1.15378 1.01249 1.00637 0.803788 0.741137 0.720537 1.22229 0.80126 0.681343 0.538102 0.537589 0.508523 0.490462 0.405042 0.393329 0.391245 0.372651
threshold=17.500000000000004 0 1 43.500000000000007 2 3 4 4.5000000000000009 5 6 7 8 9 10 11 12 4.5000000000000009 13 3.5000000000000004 14 15 16 17 14.500000000000002 3.5000000000000004 18 19 12.500000000000002 20 21 22 5.5000000000000009 2.5000000000000004 23 14.500000000000002 1.5000000000000002 4.5000000000000009 13.500000000000002 19.500000000000004
decision_type=2 1 9 2 9 9 1 2 1 9 1 9 1 9 1 9 2 1 2 1 9 1 1 2 2 1 1 2 1 1 1 2 2 1 2 2 2 2 2
left_child=5 2 3 -2 -3 6 18 10 20 35 13 22 19 14 17 -16 -14 -7 26 -13 31 -22 30 37 -8 -24 -1 29 -29 -15 -12 -9 38 -33 36 -10 -20 -11 -6
right_child=1 4 -4 -5 32 7 24 8 9 23 11 12 16 27 15 -17 -18 -19 34 -21 21 -23 25 -25 -26 -27 -28 28 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0085613163501118954 0.028722023671487851 0.0069040253342220375 -0.0007700972774407149 0 0 -0.0036921851939812293 -0.015858042277484788 0 -0.0025856055651852406 0.035171999673651755 0.0099998398521087203 0.020629976715335313 -0.010058044530972483 0.0012649199710852541 0.0068844624406500443 -0.0079179597410757759 0.010059994114727654 0.015518690255280574 -0.014919499705613916 0 -0.019174781790395053 0.00090046190533189059 0 0 0 -0.025401110711883241 -0.00045966130688281635 0.0013749248109519211 -0.01760545519987455 -0.0022492847907341603 -0.0061667576502027954 0 0 0.01517038018056337 0 0.0073451344869248985 0 0 -0.018469952561689609
leaf_weight=164.42233964273328 34.343262528404011 19.854161161507363 7.358445493358885 4.7184295647602985 5.3087959218537462 6.7214831629098626 130.41721804362533 26.635694205455366 36.69254460058437 57.986641506766318 9.0882798884267668 61.98767177015543 105.61822262543865 1050.5856143210694 56.354320221449598 215.11450614107889 16.334299132045999 299.2119588290152 40.495754913630662 48.119306033964676 47.923701641513617 21.530272742114903 30.846739895758219 2.1531474824878378 27.394062935738475 120.80910832221343 64.452867705149401 16.758936451224145 28.3204603769409 1385.8619714601955 10.087210766345381 13.150270227721194 5.4088491227594195 24.685201282562048 1.893567196355433 36.874620407237671 2.7600263436033847 0.47785308954189432 23.771886189526413
leaf_count=188463 8549 22926 7935 4833 1971 7670 184121 28298 40214 61262 10698 62304 107360 559554 52307 233602 17087 323829 54947 52643 49507 21548 35937 1835 35161 142884 73688 3202 8002 599904 12719 14137 4044 30745 2106 21856 2647 368 14354
internal_value=0 0.00749718 0.0154954 0.0211934 -0.000622769 -0.000255432 -0.00360337 8.73989e-05 0.00855224 0.0186575 -0.000549862 -0.00624306 0.00362169 0.000156217 0.0055636 -0.00339244 -0.00369202 0.0138513 0.00122421 0.012546 -0.00230183 -0.0104863 -0.018915 0.029131 -0.0120551 -0.0217571 0.00541617 -0.00105192 -0.0109854 -0.000619379 0 0.00428274 -0.0103637 0.0105149 -0.00955002 0.00016521 -0.0126693 0.0344407 -0.0157293
internal_weight=0 100.764 46.4201 39.0617 54.3437 4161.77 431.836 3729.93 268.11 134.185 3461.82 402.891 232.059 3058.93 577.402 271.469 121.953 305.933 274.025 110.107 133.925 69.454 170.831 60.6176 157.811 151.656 228.875 2481.53 45.0794 2436.45 19.1755 64.4712 34.4895 37.8355 45.1493 73.5672 43.2558 58.4645 29.0807
internal_count=3105217 64612 21317 13382 43295 3040605 541133 2499472 269770 125535 2229702 441632 239394 1788070 617408 285909 124447 331499 321851 114947 144235 71055 202238 63465 219282 178821 262151 1170662 11204 1159458 23417 73180 20369 44882 59700 62070 57594 61630 16325
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=25 266092 10488090 24138249 263 960 591184 2 10534 535 8399142 713 8448 8 2 8651988 2 12 784 9 133 362 59 2
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=33
num_cat=22
split_feature=5 0 9 0 0 5 4 0 3 0 3 5 5 3 3 3 0 0 3 8 4 5 3 5 4 8 2 2 0 3 3 5
split_gain=0.76433 1.38183 0.845318 0.997462 0.679607 1.22022 0.670427 1.7972 1.72861 1.00225 1.89887 1.18109 1.04602 4.41582 2.21614 0.655091 1.04525 0.989432 0.609 0.526727 0.429172 0.361147 0.135654 0.083553 0.0673034 0.0664074 0.0587833 0.0304232 0.0280107 0.0134376 0.0103472 0.0038463
threshold=9.5000000000000018 0 1 2 3 1.5000000000000002 1.0000000180025095e-35 4 5 6 7 1.5000000000000002 1.5000000000000002 8 9 10 11 12 13 14 11.500000000000002 16.500000000000004 15 3.5000000000000004 21.500000000000004 16 17 18 19 20 21 5.5000000000000009
decision_type=2 9 1 9 9 2 2 9 1 9 1 2 2 1 1 1 9 9 1 1 2 2 1 2 2 1 1 1 9 1 1 2
left_child=2 21 4 29 5 26 7 8 25 10 11 -8 14 -14 -11 17 -17 -9 -5 -10 -12 24 28 -7 30 -6 -1 -25 -3 31 -2 -4
right_child=1 22 3 18 6 23 9 15 19 12 20 -13 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 -32 -33
leaf_value=-0.021543041573408413 0 0.0023952563511334228 0.0048529562022509081 0 0.0041071535815194659 0.0049352258168071884 0.017375561470968425 0 -0.017658297226884404 -0.0058873559252604728 -0.0023347552672314115 0 -0.0063970540080968948 0.0096800810409451987 0.0016244843520238769 0.0078730529799521717 -0.00017430395181267756 -0.01383555269981843 -0.021030246394897222 0 0.0080308002725043588 0 -0.0056774909999730413 -0.0029472123523203043 0 0 0 0 0 0 0.023684468099408926 0
leaf_weight=14.601477233372862 8.2232218025019375 8.8224115303310082 0.51876489293499617 8.297813106531974 38.180866538736154 4.3042717069911287 123.27049883925793 83.058289665350458 119.3602520391396 583.90442109927244 220.77823458537387 64.19973823527107 221.25835227231437 407.31237140979647 938.92600098498224 137.90440265504731 1142.2572263955008 44.712253739133303 22.030938513082226 16.82242710841092 15.34873519859684 2.5070166291843625 8.763860475271942 5.0252817905275151 0.12557813603780132 1.9533808029082127 0.96414067840669382 1.7803822260466402 4.4562295210489529 0.3603250490850769 12.513434329215679 0.039226712484378368
leaf_count=23157 8238 11557 575 9872 50994 6905 129750 71903 179450 303798 244791 77473 193684 327469 309959 146426 856060 50581 23935 21235 17260 2353 11178 4440 102 2477 1609 1239 6733 428 9508 54
internal_value=0 0.00995656 -0.00019859 -0.0118639 0 -0.0100417 0.000131625 -0.00138729 -0.00987137 0.00118701 0.00542782 0.0120352 0.000125873 0.0035816 -0.00114816 0 0.000677628 -0.00595261 -0.0161351 -0.0148708 0 0.0182533 -0.00170618 0 0.0237465 0.00230403 -0.0210091 0 0 0.00264265 0.0240533 0.00355495
internal_weight=0 45.4118 4217.17 31.2471 4185.92 26.6756 4159.25 1584.25 176.317 2575 423.597 187.47 2151.4 628.571 1522.83 1407.93 1280.16 127.771 30.3288 136.183 236.127 23.3693 22.0425 11.1099 20.8622 40.1342 15.5656 6.80566 13.2786 0.918317 20.7367 0.557992
internal_count=3105193 49669 3055524 34864 3020660 37350 2983310 1379126 254156 1604184 469274 207223 1134910 521153 613757 1124970 1002486 122484 33807 200685 262051 20201 29468 12584 17848 53471 24766 5679 18290 1057 17746 629
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=8686021 1 160 17858561 4538916 513 6636076 15 898 201 528 8926336 8390720 579 1 193 1 2 2 2097202 232 708
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=35
num_cat=20
split_feature=5 0 9 0 0 10 0 0 3 0 4 3 5 3 3 3 5 7 3 5 3 5 3 3 5 4 4 5 5 4 3 3 5 4
split_gain=0.728668 1.20857 0.764905 0.96577 0.629503 0.703634 3.84711 1.33525 2.46992 1.27509 1.18648 0.991436 0.964876 0.82168 0.774355 0.662529 0.592198 0.51892 0.51878 0.312824 0.335677 0.221155 0.56761 0.464137 0.200724 0.156883 0.0871933 0.0804683 0.0785417 0.0691743 0.0140672 0.013585 0.00355754 0.000806359
threshold=9.5000000000000018 0 1 2 3 4 5 6 7 8 34.500000000000007 9 2.5000000000000004 10 11 12 1.5000000000000002 13 14 17.500000000000004 15 1.0000000180025095e-35 16 17 5.5000000000000009 4.5000000000000009 18.500000000000004 1.5000000000000002 3.5000000000000004 2.5000000000000004 18 19 5.5000000000000009 21.500000000000004
decision_type=2 9 1 9 9 1 9 9 1 9 2 1 2 1 1 1 2 1 1 2 1 2 1 1 2 2 2 2 2 2 1 1 2 2
left_child=2 19 4 31 21 7 14 8 25 13 12 -12 -9 -8 16 -11 -7 -10 -5 20 29 23 27 -1 -16 -6 -22 -23 -29 -2 -3 32 -4 -31
right_child=1 30 3 18 5 6 9 10 17 15 11 -13 -14 -15 24 -17 -18 -19 -20 -21 26 22 -24 -25 -26 -27 -28 28 -30 33 -32 -33 -34 -35
leaf_value=0.0051550179421410228 -0.0043808070697225017 0 0.0048009092267297607 0 0 0.0013404297626666917 0 -0.0011136453901324644 0.014971351180544157 -0.005254239310702089 0.020807351402809884 -0.00011395049212531281 0.0035863662112952097 0.013710664502152204 -0.025150243296127792 0.0010671910345130449 -0.0093924329411726164 0.0014529553979173526 -0.020282610473964933 0 0.025146213085497374 0 -0.01454579020244273 -0.0069688075581260875 0 -0.0084049977230830041 0 0.0068707934327336285 0 0.0010890738818791271 -0.0034965806975163286 0 0 0
leaf_weight=24.662493824384001 4.5083387289487291 2.6674157346715219 0.53391670584096573 8.5073904359305725 103.25781923996692 52.848178825071955 42.661751923078555 2324.3707179860357 172.45865069390857 197.56101192884671 10.155038016062461 6.0420656108472057 498.1454534833465 76.923625861374603 63.452198338221933 380.01373221156973 41.712665375343931 104.89980520073004 21.449931813935116 2.5543545374821397 24.286931022244978 2.6925389013194954 29.040473608267348 20.188494961774268 5.2332198603544375 21.275985537882661 0.15504866134142403 3.6830021337082126 5.5287948690820485 1.6511356522969434 9.7316772840276808 0.36265475206892006 0.036653559713158756 0.039011503860819974
leaf_count=21261 5410 2786 587 10019 110936 54742 48636 1354092 146167 133326 5181 5882 479884 84765 68511 204701 44514 102942 23259 2526 25160 5267 79076 35112 5367 21709 156 5376 3926 1330 12336 422 50 35
internal_value=0 0.00968856 -0.00021195 -0.011347 0 0.000162459 -0.00222294 0.000906629 0.00602807 0.000861214 3.65993e-06 0.0159825 -0.000149977 0.00899093 -0.0144475 -0.000809566 -0.00195082 0.0111139 -0.0156891 0.0160279 0.0202666 -0.00701234 -0.0112202 0 -0.0218419 -0.00342378 0.0209426 0 0.00453006 0 -0.00268643 0.00260525 0.00352283 0.000964454
internal_weight=0 45.5939 4217.7 30.8905 4186.81 4101.01 860.406 3240.61 401.892 697.16 2838.71 16.1971 2822.52 119.585 163.246 577.575 94.5608 277.358 29.9573 33.1948 30.6405 85.7958 40.9448 44.851 68.6854 124.534 24.442 11.9043 9.2118 6.19849 12.3991 0.933225 0.57057 1.69015
internal_count=3105449 49739 3055710 34337 3021373 2871355 644562 2226793 381754 471428 1845039 11063 1833976 133401 173134 338027 99256 249109 33278 34617 32091 150018 93645 56373 73878 132645 25316 14569 9302 6775 15122 1059 637 1365
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=8686053 1 160 17874945 5 12858656 12596484 658 2689664 312 600 409 131 2 579 788 1 6 148 232
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=21
split_feature=4 3 0 4 0 8 4 5 10 3 7 6 6 0 4 0 5 5 3 0 2 0 0 3 4 0 5 4 5 5 5 4 2 4 4 3 4 4 3
split_gain=0.580389 1.15666 1.24372 0.986497 0.922413 0.901671 0.573916 0.498725 0.494839 3.82038 2.12261 2.10357 1.43797 1.07086 0.944235 0.730878 1.35696 1.05105 4.29759 2.00839 1.81047 5.61044 2.71471 2.84807 2.07064 1.12319 1.09264 1.03845 1.03448 0.758675 0.721154 0.863872 0.656022 0.430981 0.427715 0.386062 0.467547 0.463976 0.437074
threshold=17.500000000000004 0 1 25.500000000000004 2 3 79.500000000000014 6.5000000000000009 4 5 6 7 8 9 1.0000000180025095e-35 10 3.5000000000000004 4.5000000000000009 11 12 13 14 15 16 1.0000000180025095e-35 17 14.500000000000002 11.500000000000002 5.5000000000000009 1.5000000000000002 14.500000000000002 4.5000000000000009 18 1.0000000180025095e-35 16.500000000000004 19 2.5000000000000004 1.5000000000000002 20
decision_type=2 1 9 2 9 1 2 2 1 1 1 1 1 9 2 9 2 2 1 9 1 9 9 1 2 9 2 2 2 2 2 2 1 2 2 1 2 2 1
left_child=8 2 5 4 -3 6 -2 -5 9 10 12 13 14 -11 -1 16 35 20 19 -19 22 24 23 -17 -22 28 -21 -24 -20 -23 31 -18 -27 -13 -15 36 37 -10 -38
right_child=1 3 -4 7 -6 -7 -8 -9 15 11 -12 33 -14 34 -16 17 30 18 25 26 21 29 27 -25 -26 32 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0 0.028315283844312963 0.013222687919605874 -0.0016990934675541612 -0.017482947487799504 -0.0041608715576973224 0 0 0 0 0 -0.0040863599101724655 -0.0016319143565113041 0 -0.03022520922723896 0.03554388899645633 -0.0009488730544875342 -0.020870450332069784 0 -0.003956349901642558 0.032092145016911315 -0.0036027788875187504 -0.02616980549765004 0 0.013399629912967743 0.01351409803927749 -0.014534968928837145 0 -0.010844609922391644 0.012125834501028419 -0.0068770684273183978 0 0 0 0.010591661521304164 0 -0.0042966785637973126 0.00096437067681647958 0.013949039353533985 -0.0089307752931971057
leaf_weight=3.7376441384549279 31.404118082515197 12.883475411304969 9.8400641246698779 17.21247505990323 6.9431200551625833 20.515611292095855 2.6883904493297441 0.45451594240148452 113.81432257519918 6.4467952249251539 7.3554727151058641 5.5788624754859466 2.2317208173335557 58.156906875512504 14.513422455347607 180.02706104134268 53.377719707219512 42.286757385256351 28.281240395153873 62.291068046099099 84.086934052407742 70.210583225547452 2500.2685654575907 279.10795839270577 108.25955876335502 63.573365367359656 1.5226947095361527 62.531312896579038 42.206294940544467 146.06539920969226 3.0476223549339911 4.1602472242811919 30.175227736312081 7.9713609566679224 0.32951647767913428 121.89992750774036 17.434660184077075 20.01552237470969 20.378293127680081
leaf_count=2403 17601 6140 11283 16219 7086 3270 2894 461 145987 8150 3527 7946 2448 36607 4765 192353 78989 30860 30065 60519 84301 79551 1266518 308279 114438 67954 1184 19911 49079 175333 3442 4625 31620 8695 228 150881 21535 28584 19566
internal_value=0 0.00648937 0.0126685 -0.00215484 0.00409294 0.0180522 0.0260496 -0.0140752 -0.000243039 -0.00595907 0.0121844 -0.0168674 0.0253396 -0.0246766 0.0311418 0 -0.00412995 0.000395898 0.00607876 0.0188855 -1.29062e-05 -0.00610065 0.00076385 0.00754736 0.00498145 -0.00310186 0.0270608 -0.000436427 0.00312235 -0.0161283 -0.0150314 -0.0177817 -0.00955892 0.00101304 -0.026376 0 0.00202948 0.00557506 -0.00271094
internal_weight=0 101.942 64.4482 37.4936 19.8266 54.6081 34.0925 17.667 4161.34 106.322 27.8383 78.4834 20.4828 64.9332 18.2511 4055.02 354.128 3700.89 270.337 106.101 3430.56 408.622 3021.93 459.135 192.346 164.236 63.8138 2562.8 70.4875 216.276 60.5856 57.538 93.7486 13.5502 58.4864 293.543 171.643 133.83 37.813
internal_count=3105297 64954 35048 29906 13226 23765 20495 16680 3040343 74769 13143 61626 9616 44985 7168 2965574 453609 2511965 271281 92563 2240684 453623 1787061 500632 198739 178718 61703 1286429 79144 254884 87056 83614 99574 16641 36835 366553 215672 174571 41101
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=313 266062 2884464 1 8 260 2 2 2 16522 24133641 31 594032 2 361680 8927524 306 8650964 2 398 138
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=25
split_feature=5 0 5 0 0 3 0 7 5 3 2 3 0 3 4 4 0 10 10 0 3 10 3 8 10 5 5 4 0 4 4 4 2 4 4 10 4 10 8
split_gain=0.581834 1.20634 0.863503 5.75555 5.28397 3.76784 3.66346 3.4649 3.20314 3.18693 3.74438 2.60146 2.56701 2.4801 2.28268 2.17635 1.79891 1.8733 1.75067 1.67933 1.5312 1.62014 1.34026 1.2207 1.29952 1.18409 1.92008 3.1823 1.1069 1.05361 1.00415 0.877062 0.857565 0.766828 0.65439 0.639327 0.592452 0.573044 0.348341
threshold=9.5000000000000018 0 1.0000000180025095e-35 1 2 3 4 5 2.5000000000000004 6 7 8 9 10 3.5000000000000004 2.5000000000000004 11 12 13 14 15 16 17 18 19 3.5000000000000004 1.5000000000000002 1.5000000000000002 20 21.500000000000004 3.5000000000000004 2.5000000000000004 21 11.500000000000002 105.50000000000001 22 2.5000000000000004 23 24
decision_type=2 9 2 9 9 1 9 1 2 1 1 1 9 1 2 2 9 1 1 9 1 1 1 1 1 2 2 2 9 2 2 2 1 2 2 1 2 1 1
left_child=2 -2 3 11 9 8 20 12 15 10 19 -1 31 -8 32 38 17 -10 -9 -4 23 -22 -14 24 -5 26 27 -11 -17 -28 -12 -7 -13 35 -20 -15 -23 -21 -6
right_child=1 -3 4 6 5 7 13 18 16 25 30 14 22 33 -16 28 -18 -19 34 37 21 36 -24 -25 -26 -27 29 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.017193709803099127 -0.0010387792493578175 0.012027665581218264 -0.0017280786320113721 -0.014035676466786421 0.0042503348599641708 0.00085462476365411565 0 0.022480898630825127 -0.013049021866268313 -0.019194052334181561 0.028256925667454927 0 0 0 0.014923994198383396 -0.0020635536536968611 -0.0023126181795103682 -0.020472612516977358 0 -0.010133185805773978 0.0024983274062563084 -0.017360624813392022 -0.0067030209033597209 0.0081064732547056189 0 0.02286766040152147 0.016991257744337709 -0.0010437871213462597 0 0 -0.004318954195531256 0 0 0 -0.018769257145842225 0.0094276717488729032 -0.010968485947029259 0
leaf_weight=85.594108225162927 19.672090800449951 26.67448033823166 119.7278961643824 416.83744581151404 102.4355419258136 271.34897727466887 103.72733387495828 32.188691398216179 99.283095403807238 42.437983125768369 81.362083299776714 124.26561491807661 79.491037087947916 44.207257361871598 29.95111533110321 24.355393868019746 26.362103316991124 12.174453447703852 282.40491704588203 94.09309713440598 26.287027947168099 580.75495516039518 123.23533568264611 292.10934928795905 140.63013470570149 86.291932703723432 147.35712611096096 37.503509361165925 43.56212946146843 2.1405945458973283 20.861447134411719 152.6849986052548 4.8833738701214306 6.1179740208754074 0.42326603486435388 180.27109896823822 272.45906814586488 12.785729218318009 14.611778590493484
leaf_count=93205 15405 34439 135963 171089 92756 224710 123467 30071 66592 49417 108249 103168 117112 50257 22016 24795 25686 9380 269888 101453 7910 285512 144967 22602 61604 95648 173323 45527 17185 1989 21550 74568 4973 6762 590 194903 52034 13869 10602
internal_value=0 0.00860189 -0.000199634 0.00101515 -0.00181598 -0.00562112 -0.000677417 -0.00881735 0.00282146 0.00512983 -0.00106904 0.0143958 -0.00364582 -0.0097409 0.0209232 -0.00441944 0.0135479 0.0178964 -0.017281 0.00518231 0.00108608 0.00403007 -0.011891 -0.00166853 0.000638031 0.0118235 0.0155841 0 0.00585409 0.0214008 -0.0153082 0.000413388 0.0268341 -0.0150375 -0.0193233 -0.0167274 0.00523654 -0.00198352 -0.012399
internal_weight=0 46.3466 4217.22 2308.1 1909.12 1264.56 2063.4 941.777 322.784 644.561 328.83 244.694 626.76 334.324 159.1 184.965 137.82 111.458 315.017 226.607 1729.08 879.501 202.726 849.577 557.468 315.731 229.439 79.9415 67.9175 149.498 102.224 424.034 129.149 230.596 282.828 224.478 853.214 106.879 117.047
internal_count=3105236 49844 3055392 1199502 1855890 1108902 976140 861906 246996 746988 381084 223362 561357 375389 130157 145338 101658 75972 300549 251285 600751 345456 262079 255295 232693 365904 270256 94944 41980 175312 129799 299278 108141 251922 270478 245160 337546 115322 103358
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=8685765 2713344 12622012 65 262214 2 480 2 120 262976 76 788034 3 4 2084 773 8 168 1 1 2622722 2 2 3 1
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=22
split_feature=5 0 9 0 0 3 4 5 2 10 2 0 0 3 3 4 3 4 5 3 3 3 3 5 4 5 5 3 0 5 4 3 4 5 10 10 4 5 5
split_gain=0.505675 1.12626 0.685696 0.927667 0.681809 2.79764 1.26191 1.51184 1.24634 1.0668 2.57916 3.04007 2.25525 1.68205 1.32055 1.2816 1.94212 0.988557 0.950145 5.84424 1.41076 0.926637 0.536875 0.389372 0.301242 0.279736 0.221734 0.213952 0.18691 0.154896 0.126346 0.121722 0.115956 0.0872866 0.0929362 0.0832364 0.0521597 0.0338919 0.0305003
threshold=9.5000000000000018 0 1 2 3 4 2.5000000000000004 2.5000000000000004 5 6 7 8 9 10 11 34.500000000000007 12 2.5000000000000004 2.5000000000000004 13 14 15 16 3.5000000000000004 78.000000000000014 3.5000000000000004 14.500000000000002 17 18 11.500000000000002 5.5000000000000009 19 5.5000000000000009 6.5000000000000009 20 21 18.500000000000004 28.500000000000004 14.500000000000002
decision_type=2 9 1 9 9 1 2 2 1 1 1 9 9 1 1 2 1 2 2 1 1 1 1 2 2 2 2 1 9 2 2 1 2 2 1 1 2 2 2
left_child=2 26 4 -4 5 6 7 -1 -7 15 12 17 21 -13 -14 18 24 -12 20 -20 -6 -11 -5 30 -17 -18 31 28 32 -29 -8 -2 35 34 -10 -3 -33 -37 -30
right_child=1 27 3 22 9 8 23 -9 33 10 11 13 14 -15 -16 16 25 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 29 38 -31 -32 36 -34 -35 -36 37 -38 -39 -40
leaf_value=0.019878833496777656 0 0 0.0025555381046170611 0 0.0023571300767912702 -0.019859426372537528 -0.01243202416305688 0 -0.0040883605856166343 0 -0.0027092896728875774 0 0.0030213857333843473 -0.029489289064321401 -0.0061248854356776624 0.033600307084402099 -0.0095518000314567027 0.015241830349840236 0.014767586426619468 -0.0037000726596618594 -0.0022958255171521558 0.013963671064173889 -0.019835076393537814 0 0 0 0 0 -0.0029944195506177752 -0.010502277304337865 0 0.027434486483532486 0 0.005075583555404487 0 0.012305579791256821 0 0 0
leaf_weight=45.066461120357417 4.8370561103220098 0.87098334182519466 0.95305612432275666 8.4174202482681704 1239.9302325534445 87.249395407536213 12.247195728123193 27.685132225196867 19.421187091254978 27.667393202042149 37.825619981260388 18.025194641762937 166.56773813783366 57.82797630182904 407.11351201115031 10.088531950183095 7.57879010323086 11.644311043928608 258.394018124789 336.44464478262671 1287.3579678582464 101.22295839245635 21.107581344018406 4.5992795962665687 2.1151876793010151 0.96926205599447701 2.2679653653467531 7.4714129067724588 4.015599510545143 7.9848296669661067 7.8825149047770529 9.1954033221118152 0.64983005294925611 1.4041999562177796 9.1789443684610941 8.280482208559981 0.083784782444127681 0.1318029429821771 0.96717501874081779
leaf_count=57410 4453 1083 1073 9927 663971 135775 13438 47340 25154 30448 39536 20925 95056 76378 219409 4255 8175 12066 237093 333698 858632 112409 22841 5552 2136 931 1603 9907 6005 10309 8352 5187 553 1550 11767 9249 48 117 1396
internal_value=0 0.00801909 -0.000168722 -0.0107414 0 -0.00503195 0.00471679 0.0118979 -0.0141827 0.000302944 -0.00270484 -0.0144017 0 -0.0232008 -0.00295658 0.00121354 0.0173254 0.00168745 0.000851256 0.00434302 0 0.0100882 -0.015164 -0.00500753 0.0255782 -0.00321304 0.0169379 -0.000561536 0.000126463 -0.00624747 -0.0102493 0.0222708 0.00611994 0 -0.00104379 0.00943649 0.02165 0.00945775 0
internal_weight=0 46.7563 4215.99 30.4781 4185.51 214.734 97.4806 72.7516 117.254 3970.77 827.895 125.323 702.572 75.8532 573.681 3142.88 20.7518 49.4699 3122.13 594.839 2527.29 128.89 29.525 24.729 12.2037 8.54805 16.3842 30.3721 14.9159 15.4562 20.1297 14.1162 9.9331 30.0043 28.6001 9.28327 9.27919 8.41229 4.98277
internal_count=3105207 49910 3055297 33841 3021456 306338 132092 104750 174246 2715118 606227 148905 457322 97303 314465 2108891 15497 51602 2093394 570791 1522603 142857 32768 27342 6391 9106 11291 38619 18403 20216 21790 9688 11002 38471 36921 10449 5235 9366 7401
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=8685764 1 160 22663297 902 2 5 2 2098768 10496014 26 280 312 89 678 522 579 81 2097443 848 9 4
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=24
split_feature=5 0 0 3 0 3 3 3 4 5 4 4 0 0 5 10 4 10 4 7 5 0 8 3 7 3 4 3 7 0 0 0 4 4 3 5 4 3 5
split_gain=0.443885 4.65273 4.46504 3.47612 2.99165 2.58495 2.41614 2.27756 2.04601 1.93418 3.76877 2.83785 1.8843 1.87327 1.77363 1.7255 1.6887 1.60528 1.42673 1.3318 1.14641 1.10298 0.959725 0.936996 1.21329 1.30924 0.996367 0.921213 0.83119 1.96079 0.887527 0.76328 1.08909 1.05855 1.23806 0.762003 0.704694 0.687357 0.679847
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 5.5000000000000009 7 8 3.5000000000000004 9 5.5000000000000009 10 21.500000000000004 11 1.5000000000000002 12 13 14 15 16 1.5000000000000002 17 18 19 20 21 3.5000000000000004 2.5000000000000004 22 4.5000000000000009 11.500000000000002 23 10.500000000000002
decision_type=2 9 9 1 9 1 1 1 2 2 2 2 9 9 2 1 2 1 2 1 2 9 1 1 1 1 2 1 1 9 9 9 2 2 1 2 2 1 2
left_child=1 6 5 9 23 14 8 -6 -1 11 12 13 37 19 18 -5 -10 -15 -2 -4 21 -7 -13 24 25 26 -3 -22 29 -17 -30 32 -8 34 -33 -31 -9 -11 -32
right_child=2 4 3 15 7 20 31 36 16 10 -12 22 -14 17 -16 28 -18 -19 -20 -21 27 -23 -24 -25 -26 -27 -28 -29 30 35 38 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.020167991638321253 0 0.022291777945333664 0.0010753794562991471 0.00086803492376639471 0 -0.0087587878721302141 -0.01592312091566005 0.039293305310193358 0.007339522777958545 0.019005862227412861 -0.02521012734533512 -0.010393946849275023 3.9005425270336102e-06 0 0 0 -0.016999713666451713 -0.0011816416207732921 0 -0.0014962370853925048 -0.0153725983718333 0 -0.0013883853302109916 0.0077273645652220328 0.0031965643916298694 -0.014760367137139647 0.0073777887312514853 0 -0.018902920987120271 -0.023664484293606007 0.015778555003920378 0.0083283986784820872 -0.00061971394730463874 0 0 0 -9.3797264861047547e-05 0
leaf_weight=38.83200628888153 162.15062217363447 64.513222337263869 27.218747601698851 63.702286516927416 103.70806596559851 72.222399285332358 72.993754052607983 222.04679595490597 41.76220131352602 143.21595305222581 89.608602362466627 51.340706027862325 108.39864993703304 101.38406286912505 69.300067549578671 180.44265532621648 7.8393571029155273 35.689343640537118 3.3904315189574836 13.411457163558223 130.5018460994761 39.159127979553887 11.043954736524027 832.9365819949744 316.21145109678037 330.49224763279926 61.192978983686771 191.80793792245822 13.17558898574498 99.409182804680313 141.30804621913558 99.819991323100112 17.985604301473359 49.335575608653016 45.226207883442839 24.942809993997798 6.1786160910123717 176.81246911466587 2.8579772559751282
leaf_count=34422 191119 30811 23791 59898 123463 87150 76692 240572 38986 111414 49784 37975 118418 67131 74664 134506 6979 25605 3257 13271 150061 43145 4391 224698 95770 107118 8286 228541 13331 125193 136899 97837 20094 34369 52301 31567 6786 171985 2916
internal_value=0 0.000887643 -0.00114394 -0.00466714 -0.00101211 0.00509681 0.0105832 -0.00916025 0.0229646 0 0.00320271 -0.0071274 -0.000475684 0 0.0127272 -0.0106201 0.0343477 -0.00556913 0.0180823 0.0128147 0 -0.00736876 -0.0213469 0.00067207 0.00322222 0 -0.00749425 0.0032787 -0.012787 -0.00705479 -0.0200644 0.00347256 -0.00154572 0.00696425 0.0113196 -0.0148556 -0.0142856 0.00284528 -0.0213943
internal_weight=0 2311.07 1952.49 1283.96 1937.28 668.532 373.795 331.933 88.4336 758.124 518.036 240.088 428.427 177.704 234.841 525.839 49.6016 137.073 165.541 40.6302 433.691 111.382 62.3847 1605.35 772.41 456.198 125.706 322.31 462.136 304.795 157.342 285.361 90.9794 194.382 145.046 124.352 228.225 320.028 144.166
internal_count=3105196 1199184 1906012 1128075 837504 777937 361680 370821 80387 623765 451601 172164 401817 129798 269040 504310 45965 92736 194376 37062 508897 130295 42366 466683 241985 146215 39097 378602 444412 291266 153146 281293 96786 184507 150138 156760 247358 283399 139815
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=2975490 12622012 357 68 523 386 76 17114178 2622720 12 9 2 12589088 1 314 2 8 320 2 852545 1024 2097154 21 257
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
anmdc_ra=625
agegroup_rm=577
adm_past_year=522
count_proc=512
pat_remoteness=143
sex_cat=103
flag_emergency=89
mental_health=69
drug_use=60
drg_type_m=55
cc_crohns_disease=50
indstat_flag=25

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: 0,1,2,3,6,7,8,9,10,11]
[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, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1], [0, 1], [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, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], [0, 1], [1, 2], [0, 1], [0, 1], [0, 1, 2, 3], [0, 1]]
