tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=15
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc flag_emergency flag_icu24 sex_cat indstat_flag low_los_flag pat_remoteness cc_depression cc_diabetes cc_hypertension cc_ischaemic_heart_disease cc_obesity cc_pulmonary_disease
feature_infos=[0:292] -1:7:6:3:5:2:4:8:0:1:9 -1:6:5:8:14:1:4:11:3:21:9:23:2:13:10:7:18:19:12:20:16:22:15:0:24 [0:50] -1:1:0 -1:0:1 -1:1:0 -1:0:1 -1:0:1 -1:0:1:2:3 -1:0:1 -1:0:1 -1:0:1 -1:0:1 -1:0:1 -1:0:1
tree_sizes=4236 4223 4218 4121 4167 4137 4222 4173 4095 4210 4090 4084 4129 4044 4040 4032 4079 4158 4099 3884 4031 4029 4112 4165 4152 4056 3882 4105 3750 4133 3991 4123 4137 4148

Tree=0
num_leaves=40
num_cat=23
split_feature=2 1 2 1 4 4 3 1 4 0 0 2 13 2 2 0 3 0 15 14 5 13 0 2 2 0 3 3 1 13 3 0 0 0 0 3 1 10 13
split_gain=2965.46 1009.03 1325.48 613.797 311.431 226.232 182.113 125.211 86.0359 52.6067 46.9815 32.6015 32.1038 27.7924 25.4434 20.4711 20.0822 16.5487 16.3109 15.1062 16.0491 14.2602 14.0532 10.1555 8.65924 8.38983 8.26261 7.42541 7.15959 6.67801 5.94472 5.05373 5.03684 4.87912 4.85593 4.85574 3.74608 3.63383 2.99227
threshold=0 1 2 3 4 5 4.5000000000000009 6 7 1.5000000000000002 1.0000000180025095e-35 8 9 10 11 33.500000000000007 4.5000000000000009 7.5000000000000009 12 13 14 15 11.500000000000002 16 17 1.0000000180025095e-35 9.5000000000000018 4.5000000000000009 18 19 1.5000000000000002 21.500000000000004 1.5000000000000002 1.5000000000000002 3.5000000000000004 4.5000000000000009 20 21 22
decision_type=9 1 9 1 1 1 2 1 1 2 2 9 1 9 9 2 2 2 1 1 1 1 2 9 9 2 2 2 1 1 2 2 2 2 2 2 1 1 1
left_child=1 24 4 19 15 7 8 13 10 14 21 27 -12 25 30 26 38 35 -16 20 32 -4 23 -11 -1 -5 -3 33 -10 -30 -9 -8 -2 -7 -21 -15 -35 -26 -13
right_child=3 2 6 5 -6 11 31 9 28 22 12 16 -14 17 18 -17 -18 -19 -20 34 -22 -23 -24 -25 37 -27 -28 -29 29 -31 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-7.1062251513032617 -7.1916571185251836 -6.7937213982451503 -7.0543800552092586 -7.1341425143634769 -7.0678880492681317 -7.1320781519923209 -6.9550461856091399 -7.1130978267755784 -7.1146931984697703 -7.1151025476819916 -6.9972928961703955 -7.1634176642912246 -7.0836717661223529 -7.0637279894071474 -7.1478365546790945 -7.1062251513032617 -7.1062251513032617 -7.1175265764214251 -7.0939163805836047 -7.1328320640386824 -7.1009353531494668 -7.1062251513032617 -7.1250822919969838 -7.0677380009722297 -7.1866570676574275 -7.090115934551763 -7.1062251513032617 -7.0833927732954445 -7.0787830343851397 -7.114278998754763 -7.0824422296599572 -7.1062251513032617 -7.1651172878221221 -7.0955057367937266 -7.0902028616628057 -7.0244702605400944 -7.1214931150011465 -7.1062251513032617 -7.1159435083837117
leaf_weight=20.028061622288078 1765.386242036242 359.01600051159039 497.90096835978329 53.177307453937829 60.323228152934462 231.38653314346448 247.41061972407624 125.59023166401312 101.93558868113905 33.497168422676623 362.80794743308797 842.06599540356547 79.287055967375636 590.72507836297154 493.38206788338721 1.286904266104101 65.911274285521358 26.346335875336081 40.312357999850065 62.581859749741852 11.780249611474572 63.821282815188169 38.974697967525572 215.49179190257564 270.37842258019373 55.225548213347793 0.90705466084182163 18.834482474718243 187.23310973867774 39.570668899919838 70.128914730157703 0.95535450289025803 504.17176141217351 75.551595301833004 5.3342673014849415 88.801306209526956 63.795086290687323 1.2115892581641663 43.06544899661094
leaf_count=24465 2156483 438551 608204 64958 73687 282647 302221 153413 124518 40918 443183 1028614 96852 721592 602684 1572 80513 32183 49243 76446 14390 77960 47609 263231 330277 67460 1108 23007 228712 48337 85665 1167 615864 92289 6516 108474 77928 1480 52606
internal_value=-7.10623 -7.01162 -6.98633 -7.14593 -6.83493 -7.11681 -7.03258 -7.09415 -7.04954 -7.11731 -7.03529 -7.14765 -7.00973 -7.06583 -7.13164 -6.79578 -7.15747 -7.05869 -7.14216 -7.18429 -7.1861 -7.05978 -7.08333 -7.07439 -7.17795 -7.1106 -6.79442 -7.11947 -7.09619 -7.08711 -7.10193 -6.95591 -7.18674 -7.12395 -7.12254 -7.05494 -7.1065 -7.18319 -7.16183
internal_weight=0 2294.07 2002.46 5521.52 421.533 3172.26 1580.92 1831.65 1332.56 1017.38 1003.82 1340.61 442.095 814.276 729.414 361.21 951.043 705.873 533.694 2349.25 2281.34 561.722 287.964 248.989 291.618 108.403 359.923 389.568 328.739 226.804 195.719 248.366 2269.56 370.733 67.9161 679.526 139.347 271.59 885.131
internal_count=9547027 2802294 2446072 6744733 514918 3875034 1931154 2237430 1627766 1242763 1226199 1637604 540035 994667 891005 441231 1161733 862249 651927 2869699 2786737 686164 351758 304149 356222 132418 439659 475871 401567 277049 239078 303388 2772347 452864 82962 830066 170217 331757 1081220
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=305 3 16 15 2 2 896 2 31529472 1 16790540 31789568 1 1 1 1 5267584 32 68 1 704 1 1
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=23
split_feature=2 1 2 1 4 4 3 1 4 13 0 0 2 2 13 3 3 14 5 2 11 0 1 3 7 15 2 3 0 0 2 0 1 1 0 0 0 0 3
split_gain=2279.27 727.998 648.234 570.593 193.297 118.861 112.675 101.438 62.0196 31.0229 30.3374 30.0974 29.8699 29.5082 18.6725 17.3086 17.2708 14.9852 15.5108 13.3141 13.1976 12.41 11.8521 11.1518 9.96887 9.41102 8.33045 7.06254 6.58866 6.39636 6.22298 6.26609 6.21968 6.06602 5.33986 4.5331 4.30819 4.27092 4.1937
threshold=0 1 2 3 4 5 4.5000000000000009 6 7 8 1.0000000180025095e-35 1.5000000000000002 9 10 11 1.5000000000000002 4.5000000000000009 12 13 14 15 1.0000000180025095e-35 16 2.5000000000000004 17 18 19 4.5000000000000009 31.500000000000004 1.5000000000000002 20 11.500000000000002 21 22 7.5000000000000009 3.5000000000000004 9.5000000000000018 2.5000000000000004 3.5000000000000004
decision_type=9 1 9 1 1 1 2 1 1 1 2 2 9 9 1 2 2 1 1 9 1 2 1 2 1 1 9 2 2 2 9 2 1 1 2 2 2 2 2
left_child=1 26 5 17 7 9 8 11 10 24 20 19 27 15 -12 22 -14 18 29 38 -4 23 -9 -15 28 -21 -1 33 -3 -2 -13 -32 37 -6 -17 -19 -23 -10 -5
right_child=3 2 6 4 12 -7 -8 13 32 -11 14 30 16 21 -16 34 -18 35 -20 25 -22 36 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.084144618839891383 0.22619850844186573 0.044574210663270553 -0.010666314893816158 -0.030842466189171847 0.034819810782513887 0.11863682698302327 0 0.041311051016575305 0.069430263112017873 0.088873759550680317 -0.011666541469250264 -0.052513177332568467 -0.027748752448503763 0.020558950508426092 0.061416197691713761 0 -0.025280020118185611 0.0051325912134055603 -0.047107118544686022 -0.0024617680634569533 0.025057162949067353 0.033725843483299982 0.013631550240317151 0.050182746251998867 0.0037286430573424019 -0.075299703653678871 0.024013909280189691 0 -0.056541286866405263 0.029871775351928916 -0.012083952906789597 0 -0.0024614193978050791 0 0.01574014709681033 -0.0090888576814135147 -0.0015935316016805424 0.023204255078915034
leaf_weight=20.028061622288078 1621.0461374575971 406.71087673073635 538.24623360752594 117.65246262995061 118.91921878862195 62.676730791630689 288.66762736573583 142.71433377993526 53.472000708570704 57.313735470641404 404.48606602841755 44.863485003763344 861.46960387116997 124.87351193057839 81.092530804686248 293.85168776963837 66.810766699607484 60.94132855720818 11.842627134756183 323.06432260520523 49.924879728467204 206.5521181821241 312.0139497743221 77.30735277250642 27.908687399816699 23.967834503855556 250.7261510695098 18.369243126770016 0.68433668906800349 475.38194351457059 128.53393222281011 16.620187793858349 267.63874391088029 222.27574225782882 9.543115029751787 5.4202791564166537 13.986465273832435 11.654006286000365 17.064666636288166
leaf_count=24465 2156483 363930 627647 143532 148501 73687 303388 175860 63888 51392 443183 54307 1110521 153403 96852 345062 81587 76446 14390 411375 58517 244938 366149 92321 25106 28920 331757 21933 803 615864 151628 20688 323742 275062 11701 6516 17190 13937 20356
internal_value=0 0.0773247 0.0960684 -0.0373718 -0.0096844 0.187823 0.0622023 0.0108281 0.0486084 0.207194 0.0600958 -0.0192916 -0.0390683 0.0281906 0.079907 0.0397477 -0.0483336 -0.0763234 -0.0782346 -0.032464 0.0401707 0.00517108 0.0241144 -0.0109173 0.219042 -0.0416777 -0.0698174 -0.0109757 0.225688 -0.0789124 0.0117367 0.0209141 0.00880983 -0.0157519 0.059193 -0.0149591 0.0208652 0.0293166 -0.0010463
internal_weight=0 2521.23 2250.48 5315.09 3140.45 555.294 1695.18 1852.61 1406.51 492.618 1073.75 671.767 1287.84 1180.84 485.579 758.123 928.28 2174.63 2108.27 481.749 588.171 422.719 454.728 202.181 435.304 347.032 270.754 359.564 407.395 2096.43 190.018 145.154 332.765 341.195 303.395 66.3616 220.539 65.126 134.717
internal_count=9547027 2802294 2446072 6744733 3875034 514918 1931154 2237430 1627766 441231 1226199 830806 1637604 1406624 540035 898772 1192108 2869699 2786737 604183 686164 507852 542009 245724 389839 440295 356222 445496 364733 2772347 226623 172316 401567 423563 356763 82962 262128 77825 163888
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=305 3 16 15 2 2 48 2 1 31525376 10816192 1 1 1 31789568 1 64 1 1 32 13657088 776 48
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=23
split_feature=2 1 1 2 4 1 3 4 0 13 2 1 3 2 2 3 11 1 14 5 0 0 2 0 0 0 3 0 9 5 0 0 2 10 0 0 15 3 1
split_gain=1793.76 551.621 527.607 372.464 164.68 82.9998 72.6786 55.6154 44.7098 31.3538 27.0144 26.9248 19.8817 19.5819 18.9617 16.6902 15.4205 14.91 14.7707 14.9556 11.7817 10.5166 8.0102 7.72861 7.63226 6.7674 5.99846 5.22178 5.17127 4.62996 4.24785 4.22819 3.90127 3.55273 3.42347 3.39627 3.37278 3.11887 3.00764
threshold=0 1 2 3 4 5 4.5000000000000009 6 1.0000000180025095e-35 7 8 9 3.5000000000000004 10 11 4.5000000000000009 12 13 14 15 7.5000000000000009 10.500000000000002 16 33.500000000000007 1.5000000000000002 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 17 18 1.5000000000000002 3.5000000000000004 19 20 3.5000000000000004 13.500000000000002 21 9.5000000000000018 22
decision_type=9 1 1 9 1 1 2 1 2 1 9 1 2 9 9 2 1 1 1 1 2 2 9 2 2 2 2 2 1 1 2 2 9 1 2 2 1 2 1
left_child=1 22 18 7 5 14 9 17 12 11 26 25 29 -10 27 36 -13 -3 19 24 -16 -15 -1 37 -2 -5 30 -4 -8 -7 -6 -20 -14 -24 -11 -30 -12 -19 -32
right_child=2 3 4 6 10 8 28 -9 13 34 15 16 32 21 20 -17 -18 23 31 -21 -22 -23 33 -25 -26 -27 -28 -29 35 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.082769827164494186 0.021553948266780375 -0.023813121646735581 -0.016039789924270489 -0.023046043075582726 -0.035676727225993791 -0.0022941558299233609 0.031666080563143635 -0.025823162036693978 -0.0013592393757151898 -0.053493924288472973 0.055717655517137643 0.023864906600360666 0.024998182566043962 0.043847341740976459 0 0.0075592538900278606 0.16239832394616427 -0.024008153115008177 0.0049797115743127297 -0.0091392415971126226 -0.017189278068655583 -0.077494933113320508 0 -0.054166985970581061 0.028875297031841791 0.020655278201864288 0.011855608472370468 0.10014658525570355 0.0089313675577041667 0.010250433467090155 0.015459908789416242 -0.0075023233506698239 0 0.025751618819571304 0 -0.015635821914206427 0 -0.013279095391336412
leaf_weight=20.028061622288078 1490.4059548670193 40.576922562438995 46.08116064267233 83.060600951779634 221.8720556529006 482.44234033016255 7.0723266780842096 64.893649804289453 74.509856301301625 179.69867491256446 715.00695664924569 1070.0754250952741 53.614553927152883 439.3088728718576 632.11579229991185 65.911274285521358 97.288648232410196 558.12616487650666 59.42240438691806 11.903465134091674 25.006552413513418 37.587532302655745 231.44152449403191 1.3197109764441837 449.28714262554422 16.544486633734778 19.714425665151794 51.315725969383493 316.07662066817284 2.1287482287734738 76.042387268738821 5.5061248862184575 28.08524584013503 1.1238407855853427 25.648009141965304 1.8015372964437109 80.166145516326651 1.0822018635808479 61.419038534513675
leaf_count=24465 2156483 29820 58873 93714 282647 614687 6609 73687 92614 213431 972542 1165754 65163 520870 710249 80513 106857 408763 76446 14390 30373 46770 330277 1561 615864 17669 23007 60227 294944 2655 92289 6516 34949 1480 30341 1835 108678 1087 77928
internal_value=0 0.0647853 -0.0351102 0.0793829 -0.00887749 0.00968496 0.0531792 0.142652 -0.00747957 0.0420912 -0.0367737 0.0478703 -0.0267865 0.0120623 0.0344631 -0.0463579 0.0518119 0.154344 -0.0744919 -0.0765023 0.040494 0.0198688 -0.0679349 0.158811 -0.0772228 -0.00121401 -0.0110609 -0.00398613 0.0962671 -0.0343885 -0.0153132 -0.0136729 0.0127422 -0.0736442 0.00360318 0.0966196 -0.050748 0.162086 0
internal_weight=0 2715.86 5128.85 2463.26 3112.33 1872.2 1797.27 665.999 1117.68 1472.32 1240.13 1266.97 566.271 551.406 754.519 861.084 1167.36 601.105 2016.53 1951.6 657.122 476.896 252.593 560.528 1939.69 99.6051 379.048 97.3969 324.95 484.571 359.333 64.9285 81.6998 232.565 205.347 317.878 795.173 559.208 137.461
internal_count=9547027 2802294 6744733 2446072 3875034 2237430 1931154 514918 1377708 1627766 1637604 1383994 717454 660254 859722 1161733 1272611 441231 2869699 2786737 740622 567640 356222 411411 2772347 111383 475871 119100 303388 617342 452864 82962 100112 331757 243772 296779 1081220 409850 170217
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=305 3 15 16 2 384 2 1 31529472 4 5791872 20984844 1 512 1 1 32 8 1 15532106 1 1 704
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=26
split_feature=2 1 1 2 4 1 3 4 4 0 3 2 2 0 3 0 2 0 7 2 2 1 5 15 3 2 1 14 13 1 1 2 9 3 0 0 0 0 10
split_gain=1424.09 478.677 431.727 227.508 139.08 71.205 50.9661 60.3156 26.9781 23.4302 23.0382 22.4879 19.1312 17.6944 16.3808 14.5534 14.9514 11.7832 11.0783 11.0445 10.4255 10.3452 8.67915 8.58626 8.24934 7.73285 7.04621 6.83786 6.32448 6.1464 5.80409 5.36128 5.3485 9.08254 5.04735 4.21241 4.14051 3.68666 3.47018
threshold=0 1 2 3 4 5 3.5000000000000004 6 7 1.5000000000000002 4.5000000000000009 8 9 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 10 1.0000000180025095e-35 11 12 13 14 15 16 2.5000000000000004 17 18 19 20 21 22 23 24 1.5000000000000002 7.5000000000000009 14.500000000000002 1.5000000000000002 9.5000000000000018 25
decision_type=9 1 1 9 1 1 2 1 1 2 2 9 9 2 2 2 9 2 1 9 9 1 1 1 2 9 1 1 1 1 1 9 1 2 2 2 2 2 1
left_child=2 15 25 8 5 9 7 13 32 20 12 14 36 21 29 22 -17 24 -15 -12 -3 -5 -2 -22 -13 -1 -9 -18 35 -7 -14 -11 -4 -34 -16 -8 -6 -19 -27
right_child=1 4 3 6 10 11 28 26 -10 31 19 17 30 18 34 16 27 37 -20 -21 23 -23 -24 -25 -26 38 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.079889349401500581 -0.0011810086015781856 0 0.0020442235688926977 -0.021490531088612007 0 0.081827156005352786 0.01800083233199112 0.028832772864862743 0.0251913299134786 0.034210477465418762 -0.022359964499456673 -0.0087478988345434019 0.063477061789212405 0.054406005779903822 0 -0.057745824783775539 0.021852006374637384 0 -0.017082688635646416 -0.043794214522288683 0.036498819982048028 0 0.0042672880613420791 0.010620816483211368 -0.076187564104882366 -0.012457022760976863 0 0.031732032095497534 0.025042883426334067 -0.050541466697221017 -0.0028842230374936263 0.14391606079821059 0.087271713417865521 0 0 0 -0.0082245453115488542 0
leaf_weight=20.028061622288078 1417.4461264676647 130.91277087962953 18.239367468806449 147.04108599881874 187.62446224992163 125.07887326931814 399.28413741104305 60.800094669393729 66.977660990669392 71.77823291165987 42.679151507734787 156.59538251894992 88.147817766235676 470.08237207803177 281.99307064822642 58.770723819441628 371.71733664377825 269.34519201621879 32.843756755581126 43.172495010367129 302.309864277835 443.21579612052301 9.1989820864400809 23.689464978990145 90.158890664752107 217.17745272570755 240.76850229763659 11.091243009199387 110.345870158053 289.27507351775421 707.09418527886737 122.5843282500864 361.28919692902127 320.5542021584115 8.4712992700515297 1.836566560959908 120.86104293417884 15.750087468652053 1.134076349379028
leaf_count=24465 2215163 162665 12621 160344 244580 155591 363787 67433 73687 81657 50856 194345 124783 463740 302618 84433 537159 301011 32515 52453 411375 473714 11117 28920 103286 334893 281196 13926 104554 316632 1005859 143925 225643 202967 10444 1872 149643 19659 1496
internal_value=0 -0.0331236 0.0545175 0.0662168 -0.00846858 0.00826112 0.0456212 0.0342461 0.112229 -0.0176183 -0.0348853 0.0221854 -0.0387686 0.0449394 0.0336384 -0.0725517 -0.0481121 0.00519182 0.0597757 0.00956122 -0.0298329 0.0295348 -0.0792617 -0.0383174 -0.00938045 -0.0662852 -0.00417125 -0.0541794 0.0733133 0.0180667 -0.0469089 0.00912324 0.119822 0.120811 0.0521945 0.0810522 -0.0128348 0.0186135 -0.0721816
internal_weight=0 4945.75 2911.62 2673.28 3077.52 1887.94 1906.22 1394.75 767.06 651.275 1189.58 1236.67 1103.73 1093.18 704.818 1868.22 441.579 531.85 502.926 85.8516 456.912 590.257 1426.65 325.999 246.754 238.34 301.569 382.809 511.467 414.354 795.242 194.363 700.083 681.843 290.464 401.121 308.486 285.095 218.312
internal_count=9547027 6722100 2824927 2464073 3860302 2232128 1949155 1478942 514918 828542 1628174 1403586 1524865 1130313 785285 2861798 635518 618301 496255 103309 602960 634058 2226280 440295 297631 360854 348629 551085 470213 472223 1130642 225582 441231 428610 313062 365659 394223 320670 336389
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=65841 15 3 16 2 48 2 2 10750144 31463424 22327936 1 12585666 31724032 68 1 1 32 776 1 1 64 768 2621966 8 1
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=27
split_feature=2 1 1 2 4 1 3 13 2 0 1 2 14 9 5 4 1 3 11 3 0 0 2 15 2 3 1 13 0 9 2 1 0 0 13 2 0 0 1
split_gain=1145.42 438.555 341.97 148.324 118.551 57.8375 40.5642 22.5697 21.2621 20.3511 19.7065 17.5716 15.9971 14.1355 14.0819 13.7369 26.9629 13.3473 13.1718 11.7916 9.47357 9.21101 9.06387 7.83616 7.39233 7.13556 6.05622 5.97288 5.9263 5.1897 5.30056 4.98651 4.67928 4.67759 4.3016 4.20438 4.0774 4.07454 3.98604
threshold=0 1 2 3 4 5 5.5000000000000009 6 7 1.5000000000000002 8 9 10 11 12 13 14 4.5000000000000009 15 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 16 17 18 2.5000000000000004 19 20 1.0000000180025095e-35 21 22 23 5.5000000000000009 1.5000000000000002 24 25 5.5000000000000009 7.5000000000000009 26
decision_type=9 1 1 9 1 1 2 1 9 2 1 9 1 1 1 1 1 2 1 2 2 2 9 1 9 2 1 1 2 1 9 1 2 2 1 9 2 2 1
left_child=2 12 24 15 5 9 7 10 28 22 33 19 14 -12 21 16 27 34 32 31 25 -2 -3 -24 -1 -13 -8 -4 -6 30 -11 -7 -18 -5 -10 -14 -28 -21 -30
right_child=1 4 3 6 8 11 26 -9 17 29 13 20 35 -15 -16 -17 18 -19 -20 37 -22 -23 23 -25 -26 -27 36 -29 38 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.079722403599292502 -0.0010915874814157599 0.14591595879980873 -0.013561572787324084 -0.024823840385793966 0 0 0.0030324358329391365 -0.049152857216597234 0.031205708325354603 0.048980963939763811 -0.020891311483776071 0.014537525741170735 0.022048221833340469 0.0053535378475308313 0.026282507765554092 0.081577725282495489 0 0.013601238127811673 0.046982911202110629 0.016462389274752933 -0.049579963842427861 -0.041511897562463346 0.0040709330112331053 -0.070347234199907654 0.0097417557380941079 0.087290750891949653 0 0.014221689809236149 -0.013255480861341691 0 0.022318794313082601 0.014286550490232142 0.022542278926296653 -0.0015039767278285298 -0.020740348324176684 0 0 -0.0088852497326174871
leaf_weight=20.028061622288078 1263.3338149210322 130.75850024417741 205.29328657675069 91.37588987138588 165.3772564199171 125.07887326931814 19.81621441245079 241.54435782611836 637.83321044780314 72.749950904166326 916.53297227004077 153.13827203109395 11.504133570007978 486.4290349149378 11.754969002911819 68.933250799484085 476.20001801347826 61.031625685165636 60.572846922441386 297.72908263141289 290.90607781131985 403.82363070483552 289.37440928892465 23.790603830188047 202.39907333825249 91.119844389730133 207.45767338422593 6.4190015604253849 71.137700408522505 39.504476096655708 83.583530113508459 296.5970616780105 36.443425410077907 18.946826560189947 34.952105841017328 48.273288336349651 7.2395193024422033 8.4712992700515297 180.44730501773302
leaf_count=24465 2150361 162665 113259 100693 223707 155591 15566 267870 956758 80955 898701 194345 15781 477781 14332 73687 268396 74126 34292 302618 320670 614219 411375 28920 336389 103286 163716 4181 89994 45879 98748 316632 21103 18842 49443 67105 5986 10444 234146
internal_value=0 -0.0309958 0.0468401 0.0564041 -0.00775962 0.00742702 0.0396475 0.0332466 -0.0327411 -0.0162206 0.0377222 0.0197086 -0.0705436 0.0407209 -0.0727908 0.091587 0.0968992 -0.0428161 0.0718764 0.0296197 0.00458443 -0.0736034 -0.0279059 -0.0360706 -0.0642333 -0.00855427 0.0787063 0.137419 -0.0114412 0.00840916 0.0165686 0.0161497 0.0784012 -0.00161436 -0.0472742 -0.00871128 0.0816775 0.045062 -0.000277584
internal_weight=0 4792.27 3065.63 2843.2 3053.58 1902.8 1989.34 1754.83 1150.78 639.761 1513.28 1263.04 1738.69 1402.96 1678.91 853.862 784.929 733.817 573.216 727.876 535.164 1667.16 443.924 313.165 222.427 244.258 234.513 211.712 416.962 195.838 156.333 421.676 512.643 110.323 672.785 59.7774 214.697 306.2 251.585
internal_count=9547027 6722100 2824927 2464073 3860302 2232128 1949155 1763887 1628174 828542 1496017 1403586 2861798 1376482 2778912 514918 441231 1080327 323791 785285 618301 2764580 602960 440295 360854 297631 185268 117440 547847 225582 179703 472223 289499 119535 1006201 82886 169702 313062 324140
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=65841 15 3 16 2 48 1 31726088 4 10750144 1 1 1 2 56 1 31724032 1 32 516 1 3 2624014 64 1 10749058 576
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=28
split_feature=2 1 1 2 4 1 3 4 2 0 0 14 2 9 3 5 3 0 3 7 1 4 7 1 0 2 1 0 9 3 2 1 14 2 0 2 7 10 10
split_gain=932.647 374.108 327.881 105.72 88.9623 42.329 34.2546 45.7023 19.4627 19.4031 18.1922 14.9214 12.9141 12.277 12.0176 11.0709 10.865 10.1642 9.41376 7.93846 7.85402 16.5098 9.9678 7.81929 7.73474 7.63567 6.46303 5.67156 5.36441 5.06917 4.89793 4.87085 4.17863 4.14913 4.02254 3.92982 3.90856 3.38548 3.29856
threshold=0 1 2 3 4 5 3.5000000000000004 6 7 1.0000000180025095e-35 1.5000000000000002 8 9 10 4.5000000000000009 11 4.5000000000000009 1.0000000180025095e-35 4.5000000000000009 12 13 14 15 16 1.0000000180025095e-35 17 18 1.5000000000000002 19 4.5000000000000009 20 21 22 23 13.500000000000002 24 25 26 27
decision_type=9 1 1 9 1 1 2 1 9 2 2 1 9 1 2 1 2 2 2 1 1 1 1 1 2 9 1 2 1 2 9 1 1 9 2 9 1 1 1
left_child=2 11 25 20 5 10 7 9 29 23 18 15 16 34 32 27 17 -7 30 -11 21 22 -4 -5 -14 -1 -9 -2 33 31 -3 -6 -10 -12 -8 -13 -15 -27 -29
right_child=1 4 3 6 8 12 13 26 14 19 28 35 24 36 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 37 -28 38 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.078036922195598157 0 0.10453352511154201 0 -0.02690157985459031 0.0016172663670367894 0.069276633659207693 0.0099050193516325817 -0.046950750950691518 0.050407375829678892 0.028577143156946705 0.011632188541953338 -0.027384140182387343 0.028572827428401788 0 0.0015556179502331333 0.045425007244889501 0.023709409169607079 0.011458599312268067 0 0.052272372783530557 0.013399726705007289 0.01509743868319055 0.025750747075730492 0.0085115436520424286 -0.075561594706066493 -0.016094097008272284 -0.051245192251954098 -0.014625602230024874 0.017624820894348813 -0.035576288088294349 -0.0024017718282800977 -0.0022385074886791629 0 0 -0.021729057132726833 -0.0047590462520574785 0 0
leaf_weight=20.028061622288078 1128.2495465653483 54.098167883523274 412.54456319025485 160.77689539938001 133.60620114946505 399.68933947314508 387.37292942794738 106.40063172206283 602.6474432356772 561.31186182348756 75.051668706990313 19.110222659655847 77.334852714906447 196.91850740258815 61.031625685165636 11.34741897851927 133.56540148943895 504.73634808027418 30.987973588635214 37.004226963210385 442.14983129355824 42.27470854180865 32.507585764920805 510.68276728934143 95.253615991096012 219.10422909579938 214.82711748802103 355.1471406412893 37.269259250955656 24.392169174330775 330.62029658514075 242.60053501755465 39.531010769540444 77.836055111780297 2.1720001709181807 39.176632019283716 15.129690151370594 1.1886434048064973 20.951994158502202
leaf_count=24465 2079612 67866 203030 175056 185515 448531 317156 116378 944636 512897 80955 26324 103909 162746 74126 13769 133238 533705 41136 36636 248520 44020 19348 513492 106624 391394 251502 568362 43902 28041 473468 316837 61565 92277 2195 55665 13037 1726 33366
internal_value=0 -0.0302253 0.0390415 0.0479371 -0.00860081 0.00487257 0.0344911 0.0257489 -0.0306555 0.0341521 -0.015844 -0.0689525 0.0156168 0.0553611 -0.0404557 -0.0713306 0.0198547 0.0146327 -0.0273736 0.0475911 0.0766146 0.0924908 0.0999984 0.0202262 -0.00740008 -0.0658035 -0.00669398 -0.0720955 0.00757429 -0.00996455 -0.0318275 -0.0139068 -0.0448674 0.0160593 0.0668074 -0.00830081 0.0236817 -0.071618 -0.0490852
internal_weight=0 4494.23 3362.39 3122.07 2920.25 1816.44 2192.6 1591 1103.81 1269.78 605.863 1573.98 1210.58 601.593 703.21 1515.7 1037.99 904.426 415.706 598.316 929.477 487.327 445.052 671.46 172.588 240.321 321.228 1504.35 190.157 400.599 384.718 376.207 642.178 152.888 389.545 58.2869 212.048 220.293 376.099
internal_count=9547027 6513429 3033598 2616013 3736331 2125611 2101095 1605961 1610720 1238081 799604 2777098 1326007 495134 1080327 2695109 1115474 982236 582470 549533 514918 266398 222378 688548 210533 417585 367880 2681340 217134 530393 541334 502352 1006201 173232 319351 81989 175783 393120 601728
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=327985 15 3 16 2 48 2 31463944 1 10492610 1 1 1 184 2 1 68 32 792 3 29364736 48 1 2624014 10486978 1 1 1
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=28
split_feature=2 1 1 4 2 15 1 0 4 3 4 2 9 3 14 13 0 2 3 5 3 1 0 11 2 2 1 3 0 2 0 2 13 1 9 1 14 1 3
split_gain=759.375 341.142 267.483 75.9977 74.2187 137.84 36.0302 28.1814 28.0803 26.2902 36.15 17.3417 16.4425 15.5627 14.1358 13.993 13.4703 11.5731 11.4441 10.5827 9.97072 9.50145 9.42187 8.89808 7.80778 7.29364 7.13572 7.03959 6.716 6.67919 6.3394 9.41644 5.70786 5.6605 5.28815 5.24735 4.58846 4.47879 4.58689
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 2.5000000000000004 8 9 10 2.5000000000000004 11 12 1.0000000180025095e-35 13 3.5000000000000004 14 5.5000000000000009 15 9.5000000000000018 16 17 18 19 3.5000000000000004 7.5000000000000009 20 1.5000000000000002 21 22 23 24 25 26 27 2.5000000000000004
decision_type=9 1 1 1 9 1 1 2 1 2 1 9 1 2 1 1 2 9 2 1 2 1 2 1 9 9 1 2 2 9 2 9 1 1 1 1 1 1 2
left_child=2 14 25 6 5 8 12 18 13 10 16 27 17 -4 19 21 35 -3 24 30 32 -11 29 -18 -8 -1 -12 -5 -19 -9 -2 -32 36 -15 -23 -6 -13 38 -7
right_child=1 3 4 11 9 37 7 22 -10 15 26 20 -14 33 -16 -17 23 28 -20 -21 -22 34 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.07629779245999159 -0.0052793375338993009 0.11980698415161678 -0.016211499742814398 -0.0094523694782551616 -0.0044437752108880254 -0.0017361896026143681 0.029421907025621214 0.014330493316379528 0 0.0078317045639836498 -0.04656846442095771 -0.0147741661456659 -0.0018574487246361686 -0.0076537842070726492 0.013885066629028024 0.043687209050014879 0.032932784688810182 0.0067496821517305863 0.0015122467919656819 0.0073168470920924175 0.063198584196506633 -0.016116231341589942 0 -0.030755837533039589 -0.069760839333986122 -0.023465035679345419 0.013399426799860012 -0.0074622741144594442 -0.001652102881779695 -0.053751510012955687 -0.002933352691279003 0 0.05497828655518653 0.027196704513731258 0.01816943918815651 -0.00024020437469083087 0.029072466826125055 0.025091386326989842
leaf_weight=20.028061622288078 1043.6372613196727 84.503254167851992 356.34608122566715 369.49105196638266 41.685893182642758 123.56387859000824 161.36414753191639 216.36781244468875 54.794285137904808 44.970778876217082 75.855986394977663 543.93924874952063 84.278723004157655 14.995469138259068 57.669192997680511 180.5586936075706 488.0909080884303 587.91586336807813 115.10649076953996 11.36505604238482 24.027062820969149 423.51711867045378 48.63274525856832 57.661463355936576 431.78969415114261 204.36362334695878 158.4261065570754 65.19292920245789 20.770740182313602 73.814538403006736 286.13086378341541 72.248227337840945 33.638493596052285 112.77322306646965 227.08412754157325 567.95864148525288 36.135356982238591 292.67749591119355 44.275122395600192
leaf_count=24465 2079612 103979 164616 505690 50144 61223 199173 230858 55445 43179 82637 887095 87191 8699 81989 166700 425035 592896 137038 13769 29137 338722 59604 52501 606876 393120 188117 83733 24163 83833 483925 117803 49156 54966 191592 562468 55909 146791 23178
internal_value=0 -0.0282246 0.0340168 -0.00787566 0.0415154 0.0647013 0.0044132 -0.00744469 0.0986083 0.0302132 0.0206292 -0.0286777 0.020279 0.106171 -0.0668303 0.044231 0.0278688 0.0255234 -0.0188016 -0.0692907 -0.0389739 0.050795 0.0148788 0.0395333 -0.0243277 -0.0637367 -0.0130494 -0.0103244 0.0303241 0.0220337 -0.0700938 -0.0467566 -0.0421143 0.0506885 0.0533701 0.0155933 -0.0443279 0.0221257 0.00424012
internal_weight=0 4368.02 3489.63 2896.97 3265.24 999.426 1824.54 1047.08 538.909 2265.81 1389.68 1072.42 777.469 484.115 1471.05 876.131 1155.4 693.19 708.26 1413.38 637.74 695.572 338.815 545.752 593.154 224.392 234.282 434.684 608.687 290.182 1402.02 358.379 613.713 127.769 650.601 609.645 580.075 460.516 167.839
internal_count=9547027 6513429 3033598 3736331 2616013 514918 2125611 1317382 283726 2101095 1360902 1610720 808229 228281 2777098 740193 1090148 721038 943087 2695109 1021297 573493 374295 477536 806049 417585 270754 589423 617059 314691 2681340 601728 992160 63665 530314 612612 943004 231192 84401
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=327985 15 3 2 16 1 384 2 2 31464072 3 1 1 16782348 1 4 1 31461888 32 280 10491470 10503246 1 512 1 4 1 100
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=26
split_feature=2 1 1 4 2 1 3 0 0 13 15 14 1 3 0 0 5 2 0 2 7 1 4 7 2 0 2 1 11 1 2 0 3 14 3 2 0 2 0
split_gain=623.3 309.385 221.819 63.6913 53.8986 30.071 23.5376 15.9173 18.3274 15.3145 14.7704 13.2306 12.7014 10.8333 12.9866 14.0819 10.093 9.98653 9.13251 9.09325 8.99371 7.50673 16.0594 11.1941 6.96825 6.6775 8.49195 6.20448 5.80986 5.72403 5.65675 5.14326 4.98745 4.3688 3.93268 3.85233 3.71398 3.59051 3.56952
threshold=0 1 2 3 4 5 5.5000000000000009 1.0000000180025095e-35 6.5000000000000009 6 7 8 9 6.5000000000000009 2.5000000000000004 10.500000000000002 10 11 1.5000000000000002 12 13 14 15 16 17 1.5000000000000002 18 19 20 21 22 1.5000000000000002 2.5000000000000004 23 3.5000000000000004 24 3.5000000000000004 25 5.5000000000000009
decision_type=9 1 1 1 9 1 2 2 2 1 1 1 1 2 2 2 1 9 2 9 1 1 1 1 9 2 9 1 1 1 9 2 2 1 2 9 2 9 2
left_child=2 11 24 5 21 10 9 33 17 12 18 16 31 14 19 -16 25 29 30 -7 -14 22 -4 28 -1 -2 -27 -8 -23 -9 -3 -6 -10 -5 -19 -20 -11 -13 -29
right_child=1 3 4 7 6 13 27 8 32 36 -12 37 20 -15 15 -17 -18 34 35 -21 -22 23 -24 -25 -26 26 -28 38 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.074469524013906233 -0.0018973083610452418 0.09741149962313822 -0.043309414164181499 -0.015727913062842956 0.010849261430085182 0 -0.006170527975795914 -0.050087417805961904 -0.0054997774995795426 0.026134573710756299 0.011337767911855572 0.029228901032065137 0.05057528321437349 0.037998002739216469 -0.016811320044991737 0.0014700563668563716 -0.018627932763860263 0.01170631817215894 -0.0085618414991809177 -0.0037682486383456694 0.051870730499908306 0 0 -0.067950850967062978 -0.051522944987943048 -0.0027500016559402394 0.06026852940276254 0.011837805848817351 0.029165182966810047 -0.034810150751526332 0.020800506491506179 0 0 0.0021109488306394484 -0.012826437216990269 0.021319242496022829 -0.020509273619561851 0
leaf_weight=20.028061622288078 967.04322450177278 104.66156202385901 154.18748599785613 422.86029219592456 96.864757079281844 616.21009886084357 22.243416122277267 40.967909816768952 108.10460738022812 232.1951660955674 49.24771801114548 19.266382342553698 1594.3870653852355 47.00457498600008 217.67165848892182 31.275267271092162 11.382227026333565 252.45196145796217 89.729253296391107 331.50793266593246 63.453042483655736 772.86091725842562 15.415267300675621 37.647390257392544 190.60632831120165 271.17373865714762 72.03686588362325 256.7750221483293 80.724651711352635 83.049385333026294 261.93767101160483 22.132146754884161 10.125092377653344 33.884320267650764 91.372455265605822 86.0990726595046 34.264903111907188 37.963725044101011 8.4824019062798452
leaf_count=24465 2079612 132377 61829 670600 110827 648784 16336 60489 174063 245117 59499 26440 1435386 44696 219072 37879 13769 397791 96516 375576 60038 374834 15573 21996 393120 483925 117803 170718 40686 111216 411375 21269 14262 50719 131580 99837 34782 55549 6622
internal_value=0 -0.0263683 0.0298604 -0.00728167 0.03629 0.00380704 0.0266369 -0.0267059 -0.0138729 0.0221116 -0.0139512 -0.0646687 0.0254123 0.012631 0.00979853 0.0289693 -0.0671994 -0.0032463 -0.0195373 0.00372153 0.0275803 0.0554881 0.0849174 0.0461585 -0.0617407 -0.0680394 -0.0445879 0.0535644 0.0489548 0.0170052 -0.02795 -0.00384248 -0.0447316 -0.0406863 -0.012259 0 0 -0.00718824 0.0564578
internal_weight=0 4257.03 3602.27 2878.16 3391.63 1835.34 2330.8 1042.82 586.071 2043.3 591.675 1378.87 1776.84 1243.67 1196.66 248.947 1321.64 467.842 542.428 947.718 1657.84 1060.84 169.603 891.233 210.634 1310.25 343.211 287.501 853.586 124.017 366.599 118.997 118.23 456.745 343.824 175.828 266.46 57.2301 265.257
internal_count=9547027 6513429 3033598 3736331 2616013 2125611 2101095 1610720 889401 1907419 799604 2777098 1627520 1326007 1281311 256951 2695109 701076 740105 1024360 1495424 514918 77402 437516 417585 2681340 601728 193676 415520 171705 543752 132096 188325 721319 529371 196353 279899 81989 177340
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=327985 15 3 2 16 48 1 1 1 4 1 14680578 8390850 1 24 2 1 32 10503246 516 1 48 31461888 1 2628230 14681282
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=26
split_feature=1 2 2 3 4 2 15 2 0 3 1 2 11 1 15 1 9 1 1 10 0 1 2 3 1 0 3 9 7 0 3 0 3 1 5 3 1 1 0
split_gain=533.716 347.989 81.9315 49.3838 48.5164 47.6585 80.1389 47.6078 31.6486 27.6319 20.0227 30.4051 14.5905 14.3358 14.1977 11.4792 10.4866 10.286 9.39611 8.1874 7.20325 6.76033 6.74961 4.0967 4.09514 3.98502 3.36991 2.9854 2.82787 2.77198 2.59692 2.29752 2.15282 1.94356 1.88737 1.59259 1.45862 1.24625 1.16398
threshold=0 1 2 4.5000000000000009 3 4 5 6 1.0000000180025095e-35 6.5000000000000009 7 8 9 10 11 12 13 14 15 16 4.5000000000000009 17 18 7.5000000000000009 19 1.5000000000000002 5.5000000000000009 20 21 30.500000000000004 1.5000000000000002 10.500000000000002 5.5000000000000009 22 23 21.500000000000004 24 25 80.500000000000014
decision_type=1 9 9 2 1 9 1 9 2 2 1 9 1 1 1 1 1 1 1 1 2 1 9 2 1 2 2 1 1 2 2 2 2 1 1 2 1 1 2
left_child=7 5 21 4 8 6 15 33 13 12 11 -9 16 -4 -10 -2 17 -7 -6 20 23 -3 31 -13 -18 30 -23 37 35 32 -14 -5 -17 -1 -20 -11 -27 -8 -12
right_child=1 2 3 22 18 9 27 10 14 28 38 19 25 -15 -16 29 24 -19 34 -21 -22 26 -24 -25 -26 36 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.023325702363414462 3.3096601830834032e-05 -0.015183412933099001 0.0018597224535383747 0.045603622302320124 0.0019078775835608696 0.0049906983602014399 0.0030954420452614607 0.014238500968830468 0.0060942262991531453 0.06107059098101833 -0.08443561022484021 -0.061482392622570416 0 -0.027259922223475688 0.044275030023403383 0.07916534205954455 0.016294313873164799 0.030131553449716925 -0.037463159197696175 0 -0.0050330519877964186 -0.058693475063543325 0 0 0.00075526548356374718 0.017578750068142825 -0.0032363483718955695 0 0 0 -0.023141594687839287 0 0.0069267144055276553 -0.0038265017709035649 0 0 -0.0020368052230316579 0.02436327309267947 0
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internal_weight=0 6678.56 2867.88 2288.11 2061.08 3810.68 1067.29 1184.31 1389.2 2743.38 1125.94 559.56 2556.56 648.551 740.649 589.921 2331.29 1534.08 671.876 499.874 468.875 579.767 227.035 425.192 797.212 225.271 446.555 477.372 186.826 551.025 156.661 171.833 549.735 58.3724 612.806 179.585 68.6104 353.607 566.379
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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=7 10813745 1597444 2 16 1 33 4 21495824 1 384 1 512 1 32 768 1 896 2626 408 5 1 6 1 240 80
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=26
split_feature=1 2 2 3 2 1 2 15 1 2 4 0 0 0 3 4 1 12 1 13 9 1 11 11 11 2 0 13 3 3 2 0 0 3 0 10 9 5 0
split_gain=461.93 281.142 86.0008 45.5093 43.9364 43.5282 23.5429 55.9756 21.0665 29.8399 20.9081 23.7968 16.9471 22.5994 15.4215 14.325 14.5195 10.5437 10.5012 9.12757 7.28354 6.4711 6.00885 5.87981 5.36114 5.16262 5.02065 3.88348 3.82388 3.72406 3.69845 3.15034 2.98215 2.92396 2.88976 2.53623 2.37881 2.31583 2.19329
threshold=0 1 2 4.5000000000000009 3 4 5 6 7 8 9 1.0000000180025095e-35 1.0000000180025095e-35 9.5000000000000018 2.5000000000000004 10 11 12 13 14 15 16 17 18 19 20 1.5000000000000002 21 8.5000000000000018 5.5000000000000009 22 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 10.500000000000002 23 24 25 28.500000000000004
decision_type=1 9 9 2 9 1 9 1 1 9 1 2 2 2 2 1 1 1 1 1 1 1 1 1 1 9 2 1 2 2 9 2 2 2 2 1 1 1 2
left_child=4 6 21 5 -1 12 7 15 9 26 11 -7 24 -14 18 16 -2 19 23 -16 31 -3 25 27 -4 -5 30 -8 35 -23 -6 -19 -21 -20 -27 -11 -9 -12 -18
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leaf_value=0.01544945080599276 0.022993094955666649 -0.014622167204686017 -0.0047940815859412863 -0.00034116834771445292 0.0055535611187137951 -0.029903537993616471 0.026975640757069392 0.018230113789024886 -0.081487836995437282 -0.061551850023631685 -0.042964955519091706 0.006563215677626859 0.016800056394572022 -0.03242692049774084 0.047000687624926922 0.00515837709600703 0.078280309960845507 0.027256436058279432 0.0074092816468931582 -0.0085542432190625003 -0.012780039383277151 -0.058971201809739221 -0.003319967977165729 -0.0011901779475549667 -0.031330899511447213 0.043402492438786945 0.019894100378295674 0 0 -0.0024805090677687794 -0.021647507387791372 0.0008448290086130319 0.019504953407595109 -0.0079946619428426409 0 -0.0042476273699539905 0 0 0
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leaf_count=64766 64377 207704 701150 35540 18895 561743 593757 163498 1244359 778375 682817 446955 899106 107197 349119 52153 150539 179372 401237 35831 32618 739603 22477 69154 92983 225965 35363 76664 4706 47294 125483 64975 34961 122975 3408 49164 59451 535 758
internal_value=0 0.00936618 -0.0112808 -0.00395607 -0.0590331 -0.00839926 0.0293098 0.0419678 -0.063919 -0.0418319 -0.023856 -0.011591 0.00240278 0.0113902 0.0224545 0.0614686 0.0661492 0.0328775 0.0149702 0.0418914 0.0161525 -0.0472591 0.0322847 0.021914 -0.00968258 0.0365414 -0.00224853 0.0247023 -0.0567194 -0.0549891 -0.0127126 0.0211486 0.00428339 0.00321826 0.0402615 -0.0591305 0.0145772 -0.0422809 0.0762032
internal_weight=0 6744.43 3314.93 2798.02 1115.43 2521.32 3429.5 1117.49 1055.86 535.262 1025.53 647.027 1495.79 874.21 2312.01 633.507 575.131 919.539 1392.48 556.523 363.017 516.906 276.702 829.503 621.577 253.975 164.384 758.374 370.878 388.34 130.197 322.819 80.1834 562.972 225.765 368.419 483.98 378.504 423.548
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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=7 327985 548868 33 960 16 1 4 22876560 2 2 768 1 408 1 3 896 1 1 1 5248008 1 16 1 5 1
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=31
split_feature=1 2 1 2 1 2 2 14 3 0 0 2 4 9 3 10 13 3 2 3 9 1 4 2 9 5 0 15 1 13 1 7 7 2 5 1 3 11 14
split_gain=401.605 231.546 64.9852 40.1373 41.01 32.9875 29.801 28.7995 22.0946 16.1508 15.7787 16.4041 14.9593 12.0509 12.0163 10.5353 7.74124 7.07909 7.00559 7.00265 6.8763 6.53593 9.86309 6.13206 5.89041 5.40276 5.24109 4.73055 4.64979 4.57546 4.49914 3.96737 3.05242 2.92804 2.66186 2.60407 2.40482 2.21917 2.0198
threshold=0 1 2 3 4 5 6 7 5.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 8 9 10 2.5000000000000004 11 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 15 16 17 18 19 5.5000000000000009 20 21 22 23 24 25 26 27 28 2.5000000000000004 29 30
decision_type=1 9 1 9 1 9 9 1 2 2 2 9 1 1 2 1 1 2 9 2 1 1 1 9 1 1 2 1 1 1 1 1 1 9 1 1 2 1 1
left_child=3 6 12 4 18 -4 19 9 10 25 11 16 20 17 -11 34 -8 -12 -1 32 23 22 24 29 -21 -7 37 33 -10 -3 -15 -30 -2 -14 38 -13 -25 -23 -5
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leaf_value=0.026665985421715069 0.052456037508345592 0.02981451827159224 -0.057677197816120275 -0.071855599201648343 -0.059902292935770887 -0.037029076447675328 0.015346230334603382 0.029847102638628994 -0.0030164221424178162 -0.019080481969821768 0.041836448833742643 0.0030655446135686103 0 0.012813964246776888 0.0097079030632281002 -0.0026916561559378414 -0.0093147475818713115 0.019197256870315288 -0.011149193255451608 0.059277214207158195 -0.010983017022721695 0.024045445144291536 0 -0.003309673107700078 0 0.0083331185010260909 -0.0067013151005236131 0.010629347359469079 0.045123315610947151 0 -0.0054218494959447638 0 0 -0.023157714134405982 0 -0.015748912758289404 0.012510244987020986 0 -0.0054650150843331136
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internal_value=0 0.00837364 -0.0150597 -0.0568165 -0.0133098 -0.0275054 0.0227113 -0.0192054 0.016932 -0.0234731 0.0134691 0.0051649 0.00461164 0.0208678 -0.011126 -0.0671714 0.0118882 0.0276218 0.0157862 0.0366499 0.0125233 0.0284033 0.045062 0.015884 0.0544638 -0.0356614 0.0189689 -0.013249 0.0402241 0.0246563 0.00636558 0.0419528 0.0503454 -0.0184174 -0.0703209 -0.0120766 0.00324139 0.0220418 -0.0708235
internal_weight=0 6806.22 2574.89 1056.23 226.204 1576.68 4231.33 1295.66 3068.98 1215.57 2717.87 1323.68 998.212 1394.19 644.585 830.026 971.618 902.575 151.564 1162.35 711.421 780.02 205.03 640.286 178.123 570.988 574.99 286.791 351.117 341.552 491.612 336.491 382.326 251.73 794.276 352.06 298.734 534.341 787.926
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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=7 10814257 896 22610097 6 540676 16 1 65824 2 1 1 1 49 3 56 2 526528 3 1 1 512 1 232 1 1 534528 1 256 1 1
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=30
split_feature=1 2 2 2 1 1 14 2 3 0 9 0 2 0 2 1 3 10 8 4 2 5 1 7 2 11 1 0 1 9 3 3 5 7 9 0 1 15 11
split_gain=345.646 189.807 54.7698 37.6428 34.1894 33.4507 25.1736 23.4398 17.6646 14.3586 12.3399 11.0029 10.2433 9.74804 10.1019 8.8736 8.42664 7.92034 6.77144 5.88268 5.86457 5.09051 4.83848 5.88169 4.43553 4.47797 4.16571 4.13017 3.49348 3.03587 2.97024 2.69076 2.55759 2.55557 1.89159 1.77235 1.67647 1.36504 1.35481
threshold=0 1 2 3 4 5 6 7 6.5000000000000009 1.0000000180025095e-35 8 9.5000000000000018 9 1.0000000180025095e-35 10 11 3.5000000000000004 12 13 14 15 16 17 18 19 20 21 5.5000000000000009 22 23 5.5000000000000009 3.5000000000000004 24 25 26 1.5000000000000002 27 28 29
decision_type=1 9 9 9 1 1 1 9 2 2 1 2 9 2 9 1 2 1 1 1 9 1 1 1 9 1 1 2 1 1 2 2 1 1 1 2 1 1 1
left_child=3 7 28 5 16 12 9 18 10 21 13 -11 -1 14 -9 -15 19 32 22 29 -18 -6 -2 27 38 -26 -10 -24 -3 -4 37 -20 -5 -28 -22 -14 -21 -30 -12
right_child=1 2 4 17 6 -7 -8 8 26 11 24 -13 35 15 -16 -17 20 -19 31 36 34 -23 23 -25 25 -27 33 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.024456019428565911 0.04691385967439788 -0.002408095276293762 0.009239462033842764 -0.069398236123295265 -0.035057795961959098 -0.058556590280623148 0.027216523509386848 0.014936223539697433 0 -0.003901335103255227 -0.020346573672511449 -0.03906336786974747 -0.026109272987772488 0.00268024995968257 -0.0071527470631316432 0.029110146847108883 -0.010660255828349773 -0.0040928180615319061 0.090597675438473579 0.0054006147978927057 0.031033064018903905 0.0083691378585680192 0.027361709026519444 -0.0059353172122989899 0.0078055799427604244 -0.013404487822016642 0.0511044446070145 0 -0.059978717097565609 -0.0098792949322008619 0 0 0 0 0 0 -0.016295036680109006 -0.0041344488466915682 0.00020265980389537529
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leaf_count=44883 64812 8716 105508 237400 130340 23259 16390 411481 24531 112852 13831 17937 12740 92460 51261 360245 2717 9478 2942 1048 91380 1134 351906 18234 376827 26673 90202 26251 75301 7291 4592 424 1221 4419 6274 4220 32511 5172 1150
internal_value=0 0.00745448 -0.0140171 -0.0544174 -0.00758768 -0.0146396 -0.0178787 0.0201727 0.0150433 -0.0219495 0.0125866 -0.0104342 0.00912812 0.01716 0.00912581 0.0244246 0.00693064 -0.0657686 0.0323382 0.000872271 0.0230644 -0.0336777 0.029853 0.0238327 0.00275771 0.00523346 0.0415295 0.0256672 -0.0490317 0.0063849 -0.0535617 0.0854577 -0.0688553 0.0466454 0.0277761 -0.016386 -0.0138221 -0.0575888 -0.0149058
internal_weight=0 6864.46 2543.21 998.626 2197.03 247.906 1292.37 4321.25 3119.9 1209.22 2900.76 651.658 176.98 1929.71 956.859 972.853 904.663 750.72 1201.35 691.077 213.586 557.565 1192 977.892 971.045 891.258 219.147 942.054 346.183 529.729 304.235 9.34794 717.137 176.638 195.398 58.0383 161.349 285.64 79.7869
internal_count=2870013 2536812 619163 333201 525382 85102 278653 1917649 1453080 262263 1333928 130789 61843 915447 462742 452705 246729 248099 464569 146358 100371 131474 461203 396391 418481 403500 119152 378157 93781 112799 85065 3366 238621 94621 97654 16960 33559 80473 14981
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=7 10814257 16388 22618289 896 6 1 16 1 49 65825 544 1 1 2 4195336 1 24 1 66049 1 768 768 3 1 1 3 512 1 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=30
split_feature=1 2 1 2 1 5 2 14 4 2 13 3 4 12 2 6 8 0 2 2 3 9 3 1 7 10 3 2 2 1 0 5 5 0 15 3 3 15 1
split_gain=300.44 154.441 50.2361 37.3702 34.9674 19.3099 18.7877 18.2887 18.0869 15.8766 10.8799 12.2042 22.3598 13.1711 12.1118 10.6461 9.07077 7.12778 6.78704 6.53293 6.27938 6.23501 5.897 5.26934 5.54732 5.21279 4.79369 4.78797 4.65821 4.27904 3.7861 3.39756 3.17755 2.99846 2.80422 2.49289 2.38117 2.36983 2.36068
threshold=0 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 13 14 15 3.5000000000000004 16 17 4.5000000000000009 18 1.0000000180025095e-35 19 20 21 1.5000000000000002 22 23 24 1.5000000000000002 25 26 1.0000000180025095e-35 27 17.500000000000004 3.5000000000000004 28 29
decision_type=1 9 1 9 1 1 9 1 1 9 1 2 1 1 9 1 1 2 9 9 2 1 2 1 1 1 2 9 9 1 2 1 1 2 1 2 2 1 1
left_child=3 5 8 4 9 6 16 15 18 -1 11 12 -8 -13 17 27 23 -12 22 -10 33 26 -3 -2 -25 31 -20 37 -9 -16 -11 -5 -29 -17 -21 -7 -18 -4 -23
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leaf_weight=121.90602947300067 216.87990578496829 123.34056156745646 252.7250802370836 551.17505323744263 89.822850057389587 94.472674334712792 1455.4919928063464 21.60458344372455 141.86068811197765 119.52486048097489 243.3998767156736 610.09177048533456 354.16583415030618 299.87215923203621 89.868532418971881 160.6492887728964 8.9599180193617904 35.135423345549498 226.72909810906276 282.25206875547883 29.646116624237038 81.893970115983393 154.88653462653747 941.45547284604982 34.774475140147842 28.450932841078611 247.03960077924421 342.76219382305862 50.540870085475035 14.236209781607611 33.476116167788859 5.6774891854729495 2.7086247003753661 186.02048406846006 40.600620897777844 3.15903538360726 0.98164132772944945 23.80982219328871 141.06397269724403
leaf_count=45059 62625 17475 61106 198463 31888 44385 768982 4675 26405 33221 61602 323135 60394 166864 31941 42295 3126 10949 33417 65444 5034 19847 60402 371038 17398 7584 86210 96132 9281 4277 8376 988 430 38267 8518 1673 363 5090 30384
internal_value=0 0.0066988 -0.0129009 -0.0521768 -0.0215083 0.0179557 0.0166214 -0.0289128 -0.000332729 -6.18013e-05 0.0119969 0.0142579 0.0089869 0.0237999 -0.00292398 -0.0327593 0.0274017 -0.0140772 0.00717154 -0.0161698 -0.0161303 0.00103041 0.0193193 0.0249029 0.0193059 -0.0682096 0.00773981 -0.0411548 0.0125351 0.0206623 -0.0202546 -0.0715771 -0.0510132 -0.0204079 -0.0231593 0.0581144 0.0826911 -0.0217008 -0.0110943
internal_weight=0 6913.08 2510.13 950.033 364.73 4402.94 4305.31 1070.47 1439.67 274.907 3102.26 2719.62 1809.66 909.964 382.64 998.322 1203.05 278.535 974.954 464.713 376.316 696.727 278.227 1193.11 976.23 585.303 473.769 622.006 72.1455 104.105 153.001 556.853 345.471 346.67 322.853 97.6317 9.94156 276.535 222.958
internal_count=2864743 2539164 610412 325579 118544 1928752 1882694 262310 348102 86656 1428144 1319375 829376 489999 108769 248354 454550 72551 247735 100367 85596 169858 77877 451061 388436 207035 119627 162758 13956 36218 41597 199451 96562 80562 73962 46058 3489 66196 50231
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=7 10814257 960 22651313 6 1 16 1 2 49 1 2 1 544 2 1 64 16787592 1 24 1 1 22554688 5267460 480 1 1 1 1 128
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=28
split_feature=1 2 1 1 2 4 14 10 8 2 4 3 0 15 3 2 2 0 3 0 3 13 2 3 3 14 2 2 12 9 2 5 3 15 1 7 0 11 14
split_gain=260.963 127.567 45.2753 38.682 36.6137 20.1885 18.5344 14.3505 12.9696 10.9696 10.1271 28.7856 10.4605 9.56153 9.26262 7.99539 6.94804 6.87321 6.65648 6.60944 6.50726 6.39456 6.2921 6.21252 5.71935 5.67536 5.39655 5.15379 4.81228 4.6266 4.19461 3.39726 3.32188 3.04553 2.86736 2.81713 2.81443 2.79915 2.69915
threshold=0 1 2 3 4 5 6 7 8 9 10 3.5000000000000004 2.5000000000000004 11 2.5000000000000004 12 13 2.5000000000000004 5.5000000000000009 1.5000000000000002 3.5000000000000004 14 15 4.5000000000000009 1.0000000180025095e-35 16 17 18 19 20 21 22 5.5000000000000009 23 24 25 1.0000000180025095e-35 26 27
decision_type=1 9 1 1 9 1 1 1 1 9 1 2 2 1 2 9 9 2 2 2 2 1 9 2 2 1 9 9 1 1 9 1 2 1 1 1 2 1 1
left_child=3 6 9 4 19 13 7 8 10 18 12 -12 -2 14 26 -5 -16 28 25 -1 34 -8 36 30 -15 37 -4 35 32 -26 -10 38 -11 -24 -7 -9 -22 -3 -6
right_child=1 2 5 15 31 20 21 27 23 17 11 -13 -14 24 16 -17 -18 -19 -20 -21 22 -23 33 -25 29 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0025405580771964767 0.010652134436708597 -0.055426284664865599 0.00038647767299435976 0 -0.050864646501954304 0.0064789289689717901 0.048222303753748003 0.042338641243784551 0.074731054518596435 -0.029677115083847301 -0.012797070454776821 0.026145213912744492 0.026629453870469961 0 0.01983411507348911 -0.076284275777949967 -0.010593306952332343 0.0059337887645719159 0 0.032548563924885532 0 0.0003887376539939901 -0.023971708871694399 0 -0.00022891816536445899 0 -0.01667002819572155 0.00052980324290533606 0.007296140579774406 0.042577274857892609 0 0 0.0035358356587159665 0.0069205962516503241 -0.024023182368622026 0 0.0300694210542111 0 0
leaf_weight=147.31004390219459 2519.8018099326291 292.76769724328187 435.75835907680448 20.688059340231121 277.11676573180011 6.9534365505678579 213.2875566824805 259.08556497719837 19.495840466959635 245.69365772543824 509.57926697895164 262.18126471468713 537.04264226212399 47.253668701159768 277.68846192583442 397.98014700494241 59.480556857946794 75.679365411779145 21.546788375970209 42.382359733222984 22.846005401661387 46.634200260799844 71.225576763856225 8.590374260209499 24.12078236596426 18.414444778114557 247.76732204630389 68.357364407245768 19.385115434241015 82.678173300635535 18.130591748806182 3.240864662860985 9.5933096717926656 12.080350232194176 458.50172404525802 9.4320271936012414 44.547083855839446 7.48599655390717 16.348033086920623
leaf_count=42906 1131211 89483 82224 3099 101641 1402 95807 121104 7392 64881 119177 139177 255808 8155 107511 155721 17095 15388 5405 16454 4359 16946 16541 4381 8761 3989 40046 19119 4336 28458 8693 539 1883 2534 106507 4450 7055 1876 3697
internal_value=0 0.00608443 -0.0119098 -0.0498987 -0.0257903 -0.00307965 0.0161537 0.0142673 0.0122324 -0.0329768 0.0112204 0.000541443 0.0137878 0.00440988 0.000317906 -0.0725613 0.013474 -0.0157663 -0.0463878 0.00698968 -0.0174128 0.0416032 0 0.0547179 0.0254208 -0.0509982 -0.00604494 0.0339412 -0.0232429 0.035882 0.0655212 -0.0459792 -0.0271369 -0.0148844 -0.0229514 0.0392028 0.0182078 -0.0540155 -0.0487135
internal_weight=0 6953.09 2481.47 905.066 486.398 1790.9 4471.62 4211.7 3874.82 690.566 3828.6 771.761 3056.84 1174.75 1020.69 418.668 337.169 350.351 340.215 189.692 616.154 259.922 150.699 46.2168 154.053 318.668 683.526 336.875 274.672 106.799 37.6264 296.706 255.287 83.3059 465.455 268.518 67.3931 300.254 293.465
internal_count=2865211 2541154 617889 324057 165237 430648 1923265 1810512 1665839 187241 1645373 258354 1387019 292250 246876 158820 124606 86488 100753 59360 138398 112753 30489 20466 45374 95348 122270 144673 71100 37219 16085 105877 66764 19075 107909 125554 11414 91359 105338
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=7 10814257 24 4 4985265 2 1 1 1 541710 2 1 32 2126 1 2250 1 21499072 304 1 2 10485808 1 1 512 1 1 1
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=25
split_feature=1 2 2 1 2 15 3 4 0 8 10 14 15 2 9 2 1 0 0 2 0 10 3 0 1 11 3 1 0 13 0 4 3 10 3 0 2 5 0
split_gain=226.571 104.824 48.0609 37.6811 32.6331 28.2126 24.4696 25.3999 16.158 12.5082 13.6923 10.6767 9.77799 18.9416 9.77869 8.00549 7.0701 6.08494 5.79034 5.77777 3.96857 4.36363 3.94064 3.6867 3.52675 3.49607 3.37155 2.94344 2.54987 2.48444 2.58605 2.23885 2.06101 1.80948 1.78356 1.76387 1.52255 1.52099 1.25582
threshold=0 1 2 3 4 5 4.5000000000000009 6 1.5000000000000002 7 8 9 10 11 12 13 14 1.5000000000000002 1.5000000000000002 15 2.5000000000000004 16 6.5000000000000009 12.500000000000002 17 18 6.5000000000000009 19 10.500000000000002 20 1.5000000000000002 21 8.5000000000000018 22 5.5000000000000009 8.5000000000000018 23 24 80.500000000000014
decision_type=1 9 9 1 9 1 2 1 2 1 1 1 1 9 1 9 1 2 2 9 2 1 2 2 1 1 2 1 2 1 2 1 2 1 2 2 9 1 2
left_child=3 9 24 4 17 6 7 8 -4 10 11 12 13 -2 -14 -5 -9 36 27 -8 21 26 23 -11 -3 -21 -6 31 32 30 -13 -7 -20 37 35 -26 -1 38 -17
right_child=1 2 5 15 20 18 19 16 -10 22 -12 29 14 -15 -16 33 -18 -19 28 25 -22 -23 -24 -25 34 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0043200127795025821 0.028727195417037124 -0.00030922428488876262 -0.011273878910423031 0 -0.056649667872427069 0.029118489788857761 -0.0093435257687876222 -0.011992482650164539 0.010397333972976623 0.067538843018287498 0.034127808717629819 0.04735374750012733 0.0090823967994699915 0.0087205081702244908 -0.01449529701578575 -0.07875110907093863 -0.038747408378019724 0.030961202118506462 0.044826597946076151 0.028910121538935424 -0.0078923838824871383 0 0 0 -0.053197480673876155 -0.0017898516347347505 0 -0.0011479168117305056 0 0.00062734491565962771 0.0060577982545829516 0 0 0 -0.0002583456176385777 0 -0.011326073740737829 0 0
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leaf_count=27265 212040 8702 199343 3586 81289 14418 5571 65011 101265 19671 155966 55280 186489 1037383 101995 151734 83527 16831 33274 91833 17342 5320 2048 878 79135 8158 1915 28821 1530 13093 22998 4453 878 2577 4909 1287 15198 1259 104
internal_value=0 0.00556695 -0.00864035 -0.0476171 -0.0239174 -0.00383643 -0.00773237 -0.0114849 -0.00391684 0.0159921 0.0150027 0.012866 0.0112223 0.0138241 0 -0.0707619 -0.0282226 0.00660062 0.0233148 0.0193295 -0.0436701 -0.051036 0.0572445 0.0629189 -0.0436349 0.0243714 -0.0547142 0.00797472 0.0393469 0.0347522 0.0395531 0.0195169 0.042779 -0.0748168 -0.0482633 -0.0521665 -0.00251872 -0.07776 -0.0785102
internal_weight=0 6987.14 2947.88 863.95 473.449 2638.62 2337.18 2077.46 1468.44 4039.26 3987.92 3646.4 3446.63 2772.76 673.869 390.502 609.022 190.528 301.444 259.72 282.92 227.176 51.3411 47.2853 309.262 229.148 208.337 186.566 114.878 199.766 163.237 72.8996 106.497 368.561 269.038 249.922 147.271 360.701 355.738
internal_count=2864376 2539956 732115 324420 165160 638082 554708 449146 300608 1807841 1785244 1629278 1537907 1249423 288484 159260 148538 59294 83374 105562 105866 88524 22597 20549 94033 99991 83204 47692 35682 91371 78278 18871 34152 155674 85331 80422 42463 153097 151838
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=7 8716593 16388 4 4985265 1 2 1 1 1 1 16 1 17825824 960 5256192 1 768 1 160 1 2 1 49 1
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=28
split_feature=1 2 2 3 4 2 0 1 1 15 5 9 2 10 2 7 11 5 13 13 11 3 2 0 1 0 13 2 0 0 0 14 5 0 13 0 5 0 8
split_gain=197.758 136.347 45.1095 29.1624 26.4523 18.0373 16.3814 14.0759 11.7186 11.4066 10.2123 10.0796 9.4065 7.95455 7.61187 7.2177 6.74514 6.06361 5.79111 5.70225 6.9465 4.88481 5.43976 4.26793 4.25277 3.76497 2.95702 2.61508 1.79703 1.65622 1.61407 1.59465 1.56288 1.44306 1.35925 1.1225 0.916022 0.857825 0.626369
threshold=0 1 2 3.5000000000000004 3 4 1.0000000180025095e-35 5 6 7 8 9 10 11 12 13 14 15 16 17 18 5.5000000000000009 19 1.0000000180025095e-35 20 1.5000000000000002 21 22 1.5000000000000002 4.5000000000000009 10.500000000000002 23 24 4.5000000000000009 25 80.500000000000014 26 1.0000000180025095e-35 27
decision_type=1 9 9 2 1 9 2 1 1 1 1 1 9 1 9 1 1 1 1 1 1 2 9 2 1 2 1 9 2 2 2 1 1 2 1 2 1 2 1
left_child=14 5 8 4 6 29 7 -4 13 17 15 -8 25 19 -1 18 21 23 -10 20 -3 22 -5 -7 -25 -6 -14 -21 -17 -2 -23 32 35 38 -15 -16 -18 -11 -12
right_child=1 2 3 16 12 9 11 -9 10 37 33 -13 26 34 31 28 36 -19 -20 27 -22 30 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.058970511966847529 0.022319275664060837 0.0069260247260645351 0.02063891556594297 -0.015341973789570361 -0.03727491813249121 0.014121166463539862 -0.021902966803256069 0.011378858255091268 0 0.047888776716534229 -0.014046524560892254 -0.035767337871382664 0.048372972710331807 -0.077112793742924055 -0.024346730985010747 -0.015316947907865964 0.017639931397341473 -0.002903748568254635 0.01227637501819343 -0.002572683427837012 0.039220207839201125 -0.0043152373672299613 0.0033234689068016667 -0.020440148106433367 0.0058163519354064016 0 -0.0091471211324018181 0 0 0 0 0 0 0 0 0.0015817742112258664 0.017125339148243837 0
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leaf_count=5408 95892 629713 31510 65095 30077 71350 166922 98407 876500 6886 25033 19259 97780 56730 151208 17024 12363 680 92662 23818 36071 66381 32897 13738 50472 18733 3482 26098 18155 4788 257 951 1187 1802 6519 138 569 7496 251
internal_value=0 0.00313717 0.00818233 -0.00208111 -0.00731149 -0.0326698 7.06294e-05 -0.0114112 0.0147387 -0.0202598 0.00968905 0.00954681 -0.0237534 0.0213975 -0.068761 0.00817593 0.0193825 -0.0254282 0.00942755 0.0183876 0.0203928 0.023197 0.0118533 -0.0271383 -0.0145809 -0.00555467 -0.0331809 0 -0.0155233 -0.0550422 0.0378437 -0.0734488 -0.0760681 0.0441574 0.0447907 -0.0768619 -0.00998688 0.0109967 0.04696
internal_weight=0 7489.52 6598.98 2565.09 2090.41 890.55 1450.7 638.852 4033.89 630.463 2375.62 811.848 639.712 1658.27 362.976 2316.91 474.677 559.604 2229.87 1519.96 1367.26 434.733 287.123 555.605 294.063 259.452 380.26 152.708 87.0412 260.086 147.611 336.276 333.143 58.7014 138.307 328.326 39.9433 70.8593 54.9737
internal_count=2864302 2705410 2454108 643732 466170 251302 316098 129917 1810376 150622 1031427 186181 150072 778949 158892 1004341 177562 136240 969162 715700 665784 164630 97992 135560 64210 48810 101262 49916 35179 100680 66638 153484 152533 27086 63249 151346 12932 14382 25284
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=3 1598476 327985 2 16384 384 152 1 1 3 27265024 1 17834017 1 1 1 1 1 1 8392898 640 1 262416 1 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=30
split_feature=1 2 2 3 4 0 2 1 1 1 14 10 15 2 1 15 2 11 2 0 5 0 3 0 1 13 2 12 14 3 5 14 2 9 0 2 0 7 11
split_gain=174.539 113.727 41.0049 22.2954 26.2694 18.5442 14.5262 13.5682 12.1149 12.0788 11.1416 9.99823 9.5817 26.1276 8.48883 7.85052 7.03004 5.78108 5.07025 4.06118 3.6081 2.64771 2.63141 2.14658 4.51833 2.26502 1.97712 2.37152 1.52589 1.52032 1.50747 1.4972 1.24353 1.22553 1.15745 0.959419 1.2466 0.941676 1.04488
threshold=0 1 2 3.5000000000000004 3 1.5000000000000002 4 5 6 7 8 9 10 11 12 13 14 15 16 1.0000000180025095e-35 17 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 18 19 20 21 22 10.500000000000002 23 24 25 26 80.500000000000014 27 1.5000000000000002 28 29
decision_type=1 9 9 2 1 2 9 1 1 1 1 1 1 9 1 1 9 1 9 2 1 2 2 2 1 1 9 1 1 2 1 1 9 1 2 9 2 1 1
left_child=16 7 10 4 5 9 -7 21 19 -4 11 12 13 -3 -14 20 -1 18 33 -6 28 -2 -20 25 -25 -12 27 -23 29 -9 31 34 -10 -5 -18 -17 -37 38 -13
right_child=1 2 3 17 8 6 -8 15 32 -11 23 37 14 -15 -16 35 30 -19 22 -21 -22 26 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0 -0.016932749506890259 0.028350381185251058 0.0010561258513314643 0.0027671225723407233 -0.019882237620511278 -0.0035347400906950489 0.027300997019756114 -0.048937671067526722 0 -0.020376334045499704 0.044468211427231251 0.031340328926196433 0.0075850655128987636 0.0061529136687215767 -0.013802984239779371 0.010392458080212214 -0.075632871966359982 -0.010819320960194131 0.016262333909526316 0 0.0016743389263070786 -0.019039581327187236 0.0453995960977829 0.023054337202965028 -0.010206451881593678 0 0.015395754647940055 0.0085236053766904272 -0.0043220311622891279 0 0 0 -0.038442561906423811 -0.014752982873318691 0 -0.01798580833298067 0.0029417209119749627 0 0.00015949684273385432
leaf_weight=28.436358081264189 73.479210756515386 717.04928830312565 590.76908808306325 41.698947550554294 130.92142958383192 233.43139854009496 314.81950076943031 463.15457493884605 15.382145839714211 400.55757792800432 145.5938104664674 275.61514854739653 433.13986095838482 2108.9158865796926 263.31999966187868 10.721505489229457 302.10002232626721 41.716536907944828 360.16381851086044 228.79159338717 1.4719381388858881 32.971595926472219 46.301243826426798 46.875972637964878 32.315077089588158 26.128436375351157 40.561315404775087 19.74805175155052 29.558281442004954 0.58301347732776676 4.745437296020099 3.2022075178974765 297.66703920022701 19.804641760070808 0.37474903400288795 22.417431119189136 6.9101452564937054 11.025626760849262 31.838416424812749
leaf_count=6165 16490 242515 98944 11488 30209 49549 76275 162644 4137 107211 68125 125344 178863 1026497 108571 2443 150567 11141 134455 45533 255 7882 21378 20729 14497 9400 6057 4414 7161 151 1180 984 83628 4750 117 6822 1610 4948 12613
internal_value=0 0.00278062 0.00682821 -0.00258043 -0.00704804 6.98534e-05 0.0145619 -0.0343737 -0.0230714 -0.0078435 0.0131242 0.0115142 0.00967981 0.0122497 -0.000410104 -0.0421072 -0.0667689 0.0155218 0.0189827 -0.00749026 -0.0461097 -0.00477271 0.0226424 0.0333069 0.00883578 0.0401124 0.00377497 -0.00512211 -0.0469134 -0.048593 -0.0717715 -0.0747014 -0.0365948 -0.00350949 -0.0753596 0 -0.00770531 0.0283619 0.0293016
internal_weight=0 7515.42 6813.84 2722.02 2212.34 1539.58 548.251 701.577 672.762 991.327 4091.82 3840.9 3522.43 2825.97 696.46 534.817 338.859 509.685 467.969 359.713 494.768 166.76 406.465 250.913 79.191 171.722 93.281 52.7196 493.296 463.738 310.422 305.677 313.049 61.5036 302.475 40.0491 29.3276 318.479 307.454
internal_count=2865742 2706729 2490800 678698 495486 331979 125824 215929 163507 206155 1812102 1699351 1556446 1269012 287434 181086 159013 183212 172071 75742 170211 34843 155833 112751 35226 77525 18353 12296 169956 162795 152848 151668 87765 16238 150684 10875 8432 142905 137957
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=3 1073164 327985 2 25167874 896 960 960 1 1 1 17 408 1 17834145 1 4199936 1 116 1 4 1 1 1 1 2101248 1 8 1 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=23
split_feature=1 2 2 3 4 2 0 1 7 15 14 9 2 4 3 0 2 5 3 0 9 2 9 1 0 0 0 1 14 0 3 0 0 1 10 5 0 0 3
split_gain=153.417 96.7663 29.7024 19.2088 19.4921 16.7798 12.0953 10.1485 9.25599 8.80875 8.41388 8.39524 8.37507 8.24237 18.2926 11.3437 7.02831 5.12694 5.00399 6.86252 4.41809 4.43909 3.72391 3.7179 3.53733 3.22719 3.01132 2.78348 2.73278 2.51144 1.89075 1.79841 1.79419 1.70199 1.30326 1.36246 1.09845 1.00183 0.8224
threshold=0 1 2 3.5000000000000004 3 4 1.0000000180025095e-35 5 6 7 8 9 10 11 3.5000000000000004 2.5000000000000004 12 13 7.5000000000000009 3.5000000000000004 14 15 16 17 5.5000000000000009 10.500000000000002 1.5000000000000002 18 19 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 20 21 22 80.500000000000014 1.0000000180025095e-35 4.5000000000000009
decision_type=1 9 9 2 1 9 2 1 1 1 1 1 9 1 2 2 9 1 2 2 1 9 1 1 2 2 2 1 1 2 2 2 2 1 1 1 2 2 2
left_child=16 5 8 4 6 32 7 -4 10 17 13 -8 26 15 -15 -3 38 23 19 22 21 -10 -5 31 -22 -21 -6 -14 -25 -20 -23 -7 -2 -12 35 36 -18 -11 -1
right_child=1 2 3 18 12 9 11 -9 20 37 33 -13 27 14 -16 -17 34 -19 29 25 24 30 -24 28 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0084089705269894243 -0.05494711597583421 0.010432687872159762 0.0053130430928780004 0.0083187439038737657 -0.013047970188018296 -0.0144132764576141 0.012281929899540772 -0.01915906919582314 0.023027520026678523 0 0 -0.013384036611410409 0.0055435063297436119 -0.012535474088534651 0.019102277748732698 0.027379598375811772 -0.074253989686269853 0.016838004217615801 0.045625448912907249 0.042189361269761326 -0.032444076911503493 -0.020101902949455748 -0.011432589755666597 -0.03004492502540141 0.0025566489273481266 -0.00041357553137984942 0.005484595899657916 -0.031973121850495945 0 0 0.0032286447819239862 0.0047277007729186298 0 0.032569327640436602 0 0 0 0.016895174243805305 0.011525968668837644
leaf_weight=25.66221175619285 220.66823701452813 2541.3765474226384 234.19422113901237 293.90638852483244 159.64490790752461 50.586337687826017 711.9375711089815 391.4362899226544 33.90445994050242 30.76571455609519 22.638510184071492 109.97607462629094 2.6349172370391898 387.99704688118072 292.8192876058165 503.77759734971914 276.59083508094773 4.2325836696545585 45.495511160232127 47.322460144932847 63.107542851939797 36.282959234667942 87.482108144264203 389.97970041423105 14.830188866064416 5.1409827582538119 112.12080758676166 339.03329260682222 23.740268938534427 10.695584647357462 22.280116537353024 70.2120868206257 14.137103003507944 221.38327582296915 6.4346619658172122 4.8557965552026863 0.41102911607595061 40.97584162990097 2.2781096069375044
leaf_count=5551 95649 1136980 30926 105327 33763 11706 172613 97829 14826 7137 10624 18378 559 97025 151088 238666 148956 704 21638 18751 24614 13823 29264 106248 6194 792 19428 96532 4955 4698 10697 13758 4719 98306 2430 1205 129 7465 499
internal_value=0 0.00248857 0.00659999 -0.00178202 -0.00614961 -0.0285464 8.04357e-05 -0.00992802 0.0118038 -0.0168862 0.0128531 0.00813223 -0.0206354 0.01136 0.000881793 0.0135736 -0.0646552 -0.0216353 0.0152708 0.00920096 -0.00882191 0.00406301 0.00247997 -0.0233501 -0.0220979 0.035745 -0.00447453 -0.0303471 -0.0275364 0.0391405 -0.0087621 -0.00241134 -0.0509006 0.0308176 -0.0698653 -0.0730864 -0.0739628 0.0100331 0
internal_weight=0 7536.72 6691.42 2551.02 2060.98 845.298 1447.54 625.631 4140.4 610.493 3969.99 821.914 613.434 3725.97 680.816 3045.15 316.233 538.751 490.043 433.852 170.405 92.4675 381.388 534.518 77.9377 52.4634 271.766 341.668 413.72 56.1911 58.5631 120.798 234.805 244.022 288.292 281.858 277.002 71.7416 27.9403
internal_count=2864452 2705682 2453341 650498 470028 252341 319746 128755 1802843 151973 1732689 190991 150282 1623759 248113 1375646 158770 137371 180470 154134 70154 39346 134591 136667 30808 19543 53191 97091 111203 26336 24520 25464 100368 108930 152720 150290 149085 14602 6050
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=3 5792780 327985 2 16384 384 1 1 1 3 27269120 2 17834145 1 3 65553 5 640 512 1 768 1 1
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=21
split_feature=1 2 2 14 1 3 4 0 0 1 5 2 9 0 10 1 4 3 0 2 2 2 3 4 3 1 3 5 10 0 0 3 0 0 3 0 3 3 12
split_gain=133.966 82.6362 34.7141 21.7694 24.5646 13.9787 13.3572 10.0302 13.8954 9.01325 8.96971 6.63835 6.26724 6.3405 5.59777 4.75774 4.4667 13.0868 4.55321 3.40226 3.32209 3.21899 2.29173 1.80062 2.25324 1.72677 1.40138 1.34616 1.54261 1.27083 1.09485 0.812105 0.731942 0.631271 0.521325 0.454365 0.412207 0.454708 0.314798
threshold=0 1 2 3 4 4.5000000000000009 5 9.5000000000000018 2.5000000000000004 6 7 8 9 2.5000000000000004 10 11 12 4.5000000000000009 1.5000000000000002 13 14 15 1.0000000180025095e-35 16 2.5000000000000004 17 5.5000000000000009 18 19 4.5000000000000009 80.500000000000014 12.500000000000002 8.5000000000000018 24.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 20
decision_type=1 9 9 1 1 2 1 2 2 1 1 9 1 2 1 1 1 2 2 9 9 9 2 1 2 1 2 1 1 2 2 2 2 2 2 2 2 2 1
left_child=11 15 9 4 7 6 -6 8 -4 14 12 36 13 -11 16 38 18 -18 -3 -7 -14 35 -9 31 -25 -26 -23 28 30 34 -13 33 -17 -5 -12 -16 37 -1 -2
right_child=1 2 3 23 5 19 -8 22 -10 10 29 27 20 -15 21 32 17 -19 -20 -21 -22 26 -24 24 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0062007161086751368 0.011469496048266539 -0.00067914185407738441 0.039171457825383289 -0.010810941123360264 -0.0058218610681348044 -0.035736146007957187 0 0.021387616197981074 0.0045429243141739189 0 -0.072204915976070635 0.0015602085714466283 0.020127969333963245 -0.003984308336642056 -0.047975344355885373 -0.011159910331133893 0.028145937867396015 0.026871982697500563 0.023161149763800046 -0.01284852562954986 0.046808665366748214 -0.033255470220772416 -0.0064887850164517362 0.024500993153829143 -0.0023349199851005662 0 0 0 0 0 0 0 0 0.040805329606057365 0.0084118362113438146 0.0085180480250307295 -0.012574726083141917 0.0050316924168655117
leaf_weight=14.060551943257456 21.160639576148242 936.955942770408 1296.7788769182807 94.238269541237969 697.19475960955606 26.875427646155003 358.78031114535406 7.401253146963426 327.2389337826462 1512.0652983040782 0.53598591987974842 257.6175257115392 344.25793965155026 322.43250326463021 22.034061293001287 317.70216750985128 215.11260609945748 97.825663589756005 334.33697759523056 69.561491166328778 212.13481178798247 99.917122309794649 64.323634258471429 29.865855833922978 26.650198719464242 8.118098871491382 6.1199603867717078 4.6896249814017201 6.0880032749846569 3.8860219903290263 0.37523242883616958 0.89925404218956728 6.8633179277821901 0.68097095750272174 58.674194914405234 22.539289353764616 2.2512767043081103 10.026182813540798 16.643214550218545
leaf_count=2732 4962 449349 303256 25978 175355 6065 111097 1135 104821 632637 202 149110 135474 142808 11726 127467 66525 49129 153526 16481 80456 38926 12989 6166 5413 1624 2612 1152 2342 1807 118 398 2127 94 25307 11406 472 2175 3672
internal_value=0 0.00217444 0.00465297 -0.00344566 -0.005679 -0.0166947 -0.0203091 0.00187925 0.0038932 0.0105183 0.00622875 -0.0624243 0.00485739 0.00768165 0.0161398 -0.0418777 0.0136556 0.00163977 0.0162769 0.0146178 -0.00392365 0.0348947 -0.0282874 0.0290916 0.00562363 0.0188463 0.0415492 -0.0676333 -0.0707763 0.0373293 -0.071894 0.0374221 -0.0459938 0.0384123 0.0399579 0 0 -0.00573997 0
internal_weight=0 7559.81 7197.44 3008.61 2848.15 1152.41 1055.98 1695.74 1624.02 4188.83 2453.99 295.108 2390.89 1834.5 1734.84 362.369 1584.23 312.938 1271.29 96.4369 556.393 150.61 71.7249 160.453 64.6342 34.7683 106.037 268.77 264.081 63.0962 257.993 95.8185 324.565 94.9192 59.2102 44.5734 26.338 24.0867 37.8039
internal_count=2869091 2710990 2572762 770872 731199 308998 286452 422201 408077 1801890 1018691 158101 991375 775445 783199 138228 718529 115654 602875 22546 215930 64670 14124 39673 13203 7037 41538 152722 151570 27316 149228 26470 129594 26072 25509 23132 5379 4907 8634
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=3 16388 327985 1 960 2 152 1 17834017 5 1 768 2 9450624 272 257 2 240 1 1 1
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=39
num_cat=24
split_feature=1 2 5 2 15 1 3 8 11 13 4 2 2 2 2 1 1 3 10 8 0 2 12 5 0 1 0 0 0 3 3 14 3 3 0 3 0 1
split_gain=119.323 71.2297 30.943 31.2035 16.2567 13.9356 13.5493 12.2853 11.8366 9.8982 7.42533 7.07573 6.76062 6.70123 4.95538 4.90006 3.37808 2.90165 1.96156 1.77111 1.70302 1.561 1.14205 1.04107 1.03961 0.937585 0.882876 0.320027 0.501404 0.312407 0.264922 0.251343 0.194062 0.285731 0.125338 0.115023 0.109315 0.0611627
threshold=0 1 2 3 4 5 4.5000000000000009 6 7 8 9 10 11 12 13 14 15 4.5000000000000009 16 17 11.500000000000002 18 19 20 80.500000000000014 21 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 29.500000000000004 2.5000000000000004 22 4.5000000000000009 1.0000000180025095e-35 8.5000000000000018 10.500000000000002 5.5000000000000009 23
decision_type=1 9 1 9 1 1 2 1 1 1 1 9 9 9 9 1 1 2 1 1 2 9 1 1 2 1 2 2 2 2 2 1 2 2 2 2 2 1
left_child=13 15 3 7 5 8 -7 9 -5 10 -3 17 -11 32 16 22 -6 -9 23 20 21 -4 34 24 31 -16 -17 37 -29 -23 -13 -15 33 -1 -2 -34 -28 -24
right_child=1 2 19 4 14 6 -8 11 -10 12 -12 30 -14 18 25 26 -18 -19 -20 -21 -22 29 27 -25 -26 -27 36 28 -30 -31 -32 -33 35 -35 -36 -37 -38 -39
leaf_value=0 -0.01606496769927258 0.011099017022620967 0 0.0020128785775465241 -0.0008868377636586885 -0.021752721582622616 0.015431529745762057 0.076921398824749423 -0.026046104960922363 0.016049431230132992 6.4929697467463627e-05 -0.0062023223982121747 -0.010822990773809334 -0.070373160907429386 0.0027574380165563709 -0.050840665458920409 0.026860464585028263 0 0 0 0 0.053161107535270882 0 0 0 -0.011555774500956064 0 0.013095268298198346 0 0 0.0043199337784872371 0 0.0099567574048226096 -0.0087945658284422999 0 0 -0.0053267943766141333 -0.0039381583026916562
leaf_weight=11.063257918751338 47.412480156490346 3211.4440901808266 17.68692737410311 1118.8108959464007 35.641934878454776 856.36919505202968 79.09943376906449 25.916793339711152 141.55129026505165 73.660685822891537 819.41357408853946 17.950620362069461 420.16440503345802 243.2327708058292 29.068421283649513 240.40492962826102 182.14905953899142 2.8792989598587146 6.9083121133153318 1.5632347884820763 1.4566536867059756 129.77506824175362 6.9147835440235212 4.9611481485480899 0.39172326383413647 41.362348587572342 5.5046446632477481 16.854677204653857 3.2434266047202973 0.23243704275227983 13.115447048563508 2.8032649287779341 0.92057198949623742 7.2719869181746608 2.8194883145333725 0.62045499915257096 13.301467623328788 11.00338807332446
leaf_count=1605 12301 1406899 7604 275142 9952 243126 18345 9531 28686 26049 266948 8286 131667 150911 9132 109398 54270 1377 2613 659 530 51591 1627 1263 123 11868 1916 3898 679 88 6219 1002 152 1140 730 103 4507 3015
internal_value=0 0.00207865 0.00433513 0.00323647 -0.00566668 -0.00873975 -0.0177324 0.00812564 -0.00142716 0.00728389 0.00894688 0.0456427 -0.00545252 -0.0604219 0.0152415 -0.0396385 0.0217228 0.0612346 -0.0651542 0.0453517 0.0466217 0.0478251 -0.00724693 -0.0687456 -0.0696307 -0.00407272 -0.0472205 0 0.00776526 0.0498245 0 -0.0699499 0 -0.000725937 -0.0152772 0.00779225 -0.00166635 -0.00193485
internal_weight=0 7566.77 7219.31 7068.6 2484.05 2195.83 935.469 4584.54 1260.36 4524.68 4030.86 59.8622 493.825 278.173 288.222 347.459 217.791 28.7961 258.297 150.714 149.151 147.694 88.2482 251.389 246.428 70.4308 259.211 38.0163 20.0981 130.008 31.0661 246.036 19.8763 18.3352 50.232 1.54103 18.8061 17.9182
internal_count=2864952 2706040 2567969 2507497 650521 565299 261471 1856976 303828 1831563 1673847 25413 157716 158912 85222 138071 64222 10908 155912 60472 59813 59283 22250 153299 152036 21000 115821 9219 4577 51679 14505 151913 3000 2745 13031 255 6423 4642
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=3 16388 1 8717104 1 960 1 1 1 2 8388656 327936 32 7242 896 532 1 1 4733441 1 1 152 1 256
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=23
split_feature=1 2 14 2 0 0 1 9 3 8 3 10 2 2 7 2 1 12 13 2 2 14 3 0 0 5 0 1 0 11 0 3 15 2 3 3 3 0 0
split_gain=105.72 61.8782 26.7668 24.7333 18.7442 16.2562 13.3185 10.657 9.233 8.61842 7.4386 7.17112 6.36526 6.05314 5.88435 5.71675 4.77643 4.59964 2.60391 2.92232 2.41871 1.48894 1.45848 1.37372 1.3705 1.32396 1.05617 0.965911 0.877651 0.873524 0.826631 0.782716 0.650524 0.537362 0.505583 0.502435 0.216756 0.214824 0.0993384
threshold=0 1 2 3 1.0000000180025095e-35 9.5000000000000018 4 5 1.0000000180025095e-35 6 4.5000000000000009 7 8 9 10 11 12 13 14 15 16 17 4.5000000000000009 3.5000000000000004 28.500000000000004 18 80.500000000000014 19 8.5000000000000018 20 10.500000000000002 4.5000000000000009 21 22 2.5000000000000004 1.0000000180025095e-35 10.500000000000002 1.0000000180025095e-35 3.5000000000000004
decision_type=1 9 1 9 2 2 1 1 2 1 2 1 9 9 1 9 1 1 1 9 9 1 2 2 2 1 2 1 2 1 2 2 1 9 2 2 2 2 2
left_child=13 17 3 9 6 7 12 -6 -7 11 -8 14 -5 31 -3 22 33 28 24 23 -13 25 -11 -20 29 26 -15 38 -2 -18 -21 35 -29 37 -17 -1 -33 -4 -19
right_child=1 2 16 4 5 8 10 -9 -10 15 -12 20 -14 21 -16 34 18 27 19 30 -22 -23 -24 -25 -26 -27 -28 32 -30 -31 -32 36 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.044340940154158293 0.0057099547604956983 0.0078317833627260143 0.0071433106094136861 0.0091448436022164136 0.012351931892879732 -0.027007944461076829 -0.015610712469002967 -0.039577016929334859 0.073580889110419975 0.002594858077762858 0.024662133799262145 -0.015975171903349555 -0.068520126635322101 -0.012446774395846114 -0.0049489389256164107 0.034797293929457095 0.0082166206480226035 0.0247177823934807 -0.020423661650476106 0.0016277046391822176 0 0 0 0 0 0 -0.016528002893531676 0 0 0 0.014446815596403866 0 -0.010115210105455486 0.0089117148874185183 -0.01438222293660142 0 0 0
leaf_weight=14.467559619282843 275.27448308552266 3664.8692243526457 8.0113572109839897 304.10976407668204 1176.6495046371128 19.830536959809251 609.40121640735015 158.92157934984425 103.95571211571223 15.476731321716215 71.308642492833314 241.86800613428932 140.7520679369627 227.16906372419908 150.19013285060646 24.671473667141981 341.94820377865108 14.347769642365163 30.104849885508884 17.713568659615706 108.40801234851824 2.8300068916578303 0.74123438331298608 6.4776538050500667 1.7147801009705279 4.5640618229808743 0.34516458894358848 29.88440372957848 7.6839704363665069 1.0746376302558918 0.76470613683340971 1.454841260070679 7.2305805539072017 14.479699741001239 16.800252945977263 10.871057907061184 0.77879043191205699 13.980766637716441 0.64324564673006612
leaf_count=3038 121642 1500703 3702 72582 315780 3711 181764 33987 25519 4248 17308 95907 26727 150999 57462 11614 125997 3201 9165 6557 51532 986 282 2101 559 1129 109 9040 2334 322 221 359 1750 5452 8298 2655 153 6251 122
internal_value=0 0.00190875 0.00397591 0.00233483 -0.00525759 0.00203759 -0.0148286 0.00565387 -0.0285205 0.00705279 -0.02318 0.00628026 -0.000267009 -0.0583665 0.00482561 0.0389835 0.0272289 -0.0376418 0.0298989 0.00218694 0.0197042 -0.0640052 0.058201 0.0161537 0.0337928 -0.067203 -0.068174 -0.00259667 -0.0434719 0.0344085 -0.0128436 0 -0.0105456 -0.00200679 0 -0.0078726 0.01168 0.00157457 0.00545579
internal_weight=0 7579.29 7244.22 6807.95 2584.93 1459.36 1125.57 1335.57 123.786 4223.03 680.71 4165.34 444.862 262.481 3815.06 57.6897 436.27 335.064 399.798 55.0608 350.276 234.908 16.218 36.5825 344.738 232.078 227.514 52.106 282.958 343.023 18.4783 27.5722 37.115 36.4718 41.4717 25.3386 2.23363 21.9921 14.991
internal_count=2865268 2705840 2567751 2407424 677378 378997 298381 349767 29230 1730046 199072 1705604 99309 159428 1558165 24442 160327 138089 144922 18044 147439 153223 4530 11266 126878 152237 151108 14113 123976 126319 6778 6205 10790 15405 19912 5693 512 9953 3323
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=3 16388 1 8716593 896 3 1 1 526530 17834145 1 8388624 768 1 1 1052008 262192 1 1 256 1 1 1313706
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=27
split_feature=1 2 5 4 3 1 0 2 9 1 2 7 2 1 2 0 0 15 1 2 12 1 5 9 8 0 3 1 2 2 0 2 3 5 3 3 3 14 3
split_gain=94.1289 57.5861 21.6728 18.3118 35.4945 15.2759 15.2662 20.7167 21.445 13.2256 12.1999 11.4134 10.6836 11.3314 9.00986 7.20499 5.80998 5.24269 4.04229 2.70411 2.51296 2.30663 2.15646 2.0273 1.46998 1.39009 1.27893 1.19254 1.5002 1.06186 0.775844 0.774171 0.670558 0.384733 0.318858 0.281968 0.253457 0.217281 0.13589
threshold=0 1 2 3 3.5000000000000004 4 2.5000000000000004 5 6 7 8 9 10 11 12 7.5000000000000009 4.5000000000000009 13 14 15 16 17 18 19 20 11.500000000000002 1.0000000180025095e-35 21 22 23 8.5000000000000018 24 3.5000000000000004 25 10.500000000000002 29.500000000000004 1.0000000180025095e-35 26 2.5000000000000004
decision_type=1 9 1 1 2 1 2 9 1 1 9 1 9 1 9 2 2 1 1 9 1 1 1 1 1 2 2 1 9 9 2 9 2 1 2 2 2 1 2
left_child=-1 5 3 6 12 17 10 8 -8 14 11 -3 21 -14 -6 -9 19 22 -12 34 33 -5 27 -11 25 31 -19 28 -2 30 -28 -4 -31 -21 36 -33 -7 -29 -18
right_child=1 2 24 4 9 16 7 15 -10 23 18 -13 13 -15 -16 -17 38 26 -20 20 -22 -23 -24 -25 -26 -27 29 37 -30 32 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.073385249137683004 -0.011826603970921008 0.0070810491882284917 0 0.0005605590979045668 0.039558862080098962 0 0.038233079518751351 0.0047160614454445429 0.00029078152378865421 0.0042053276776425671 0 -0.021093121192054379 0.013376601717925516 -0.030675364132884925 -0.0038035606104722865 -0.024955119445435152 -0.0018857665801100645 0 -0.014080962938474925 -0.04871749988834187 0 -0.011683699395383152 0.010566337949921088 -0.012450746203120658 0 0 0.031203338715761777 -0.019972457492631459 0.0048540373867014697 -0.011165545578215282 0 0.044570999182031133 0.0069370305920610394 0 0 0 -0.011621337889395527 0 0.0056127374647909336
leaf_weight=132.73550944589078 51.835405018966412 3330.511178642395 17.386485909577463 286.91171853532433 186.21021191320324 15.60188466060208 457.75562369333056 259.97520479546802 246.70168393282802 138.2835873158474 389.71141567692393 116.78839636208431 37.593350036040647 486.07374574629648 45.170596831419971 80.48500983271515 25.026846508233579 9.973629622923907 405.4485876946419 281.83818520394561 8.35368197338539 212.29667094319302 2.5575788967544204 74.097229771432467 1.5868378651794035 1.4506131034577254 26.383616823877677 209.76740330204484 69.625807015167084 8.2678252531914058 1.1275085896486405 135.09345972453593 10.204779316234633 2.1163682167534708 0.1270631633233269 0.25913497060537238 54.83748146367725 13.785501403355736 6.9241954337048801
leaf_count=92031 14028 1345569 7539 65189 80308 5828 183109 108343 94020 57536 97819 39914 8061 131660 20143 24006 8201 1568 105401 137621 2665 50068 386 30602 656 523 4956 51649 12443 1902 235 52997 2311 376 29 91 19571 2799 2080
internal_value=0 0.00124407 0.00426099 0.0032764 -0.00642124 -0.0234671 0.00604385 0.0167682 0.0260782 0.0161554 0.00323302 0.00584972 -0.016682 -0.0262559 0.0306752 -0.00286397 -0.0370159 -0.00739142 -0.00752761 -0.0412319 -0.0455587 -0.0045706 -0.012655 -0.00146943 0.0381417 0.0393336 0.013959 -0.0144587 -0.00157297 0.0197166 0.0243889 0.0404411 0 -0.0484267 -0.0068684 0.0418153 -0.00942558 -0.0184715 0
internal_weight=0 7708.15 6909.79 6754.01 1466.64 798.355 5287.38 1044.92 704.457 443.762 4242.46 3447.3 1022.88 523.667 231.381 340.46 394.826 403.529 795.16 362.875 292.308 499.208 347.572 212.381 155.777 154.19 55.9574 345.014 121.461 45.9837 27.5111 152.739 18.4726 283.955 70.5664 135.353 70.4394 223.553 31.951
internal_count=2864233 2772202 2503554 2441748 443567 268648 1998181 409478 277129 188589 1588703 1385483 254978 139721 100451 132349 176371 92277 203220 166090 140662 115257 81305 88138 61806 61150 10972 80919 26471 9404 5191 60627 4213 137997 25428 53088 25399 54448 10281
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 4748300 1 2 992 3146480 1 418 8718704 1 27330608 768 8391122 1 896 12288 1 712 1 1 1 640 4100 13320 2561 1 1
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=23
split_feature=1 2 14 2 1 1 0 8 3 0 1 2 0 7 10 13 15 2 14 9 3 5 0 2 1 3 3 3 0 3 0 0 5 2 0 3 11 3 2
split_gain=84.671 48.9609 18.0739 14.4816 12.4779 12.2678 10.0804 9.40004 7.80101 8.6046 6.97773 6.70554 6.54676 6.08809 5.62951 5.13563 4.37284 3.55851 3.45936 3.3646 2.55333 2.19058 2.04219 1.74214 1.71473 1.56506 1.56101 1.50599 1.45331 1.2195 1.16594 1.14982 1.074 0.668216 0.805648 0.65466 0.638025 0.628134 0.522638
threshold=0 1 2 3 4 5 10.500000000000002 6 5.5000000000000009 1.5000000000000002 7 8 1.0000000180025095e-35 9 10 11 12 13 14 15 1.0000000180025095e-35 16 1.0000000180025095e-35 17 18 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 6.5000000000000009 1.5000000000000002 28.500000000000004 19 20 8.5000000000000018 3.5000000000000004 21 10.500000000000002 22
decision_type=1 9 1 9 1 1 2 1 2 2 1 9 2 1 1 1 1 9 1 1 2 1 2 9 1 2 2 2 2 2 2 2 1 9 2 2 1 2 9
left_child=-1 4 3 7 16 8 12 13 9 -5 23 20 -7 14 -3 31 21 27 32 -15 -6 22 -2 28 -24 -18 -8 -9 -4 30 -25 36 -13 35 -35 -27 -12 -22 -17
right_child=1 2 10 5 11 6 26 17 -10 -11 15 18 -14 19 -16 38 25 -19 -20 -21 37 -23 24 29 -26 33 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.07178829071571885 -0.022522207556765535 0.0044899875929467585 0.018449338550440227 -0.036971667092139927 0.008337364885493222 -0.0056819080336195996 0 0.06822487855881805 0.019021509836227551 0 0.037671419554117055 -0.04714245785531343 0.0061291593189560572 0.0035710124179187384 0.017788077595723539 0.0047033986591087582 -0.0026515069244548314 0.00032673786820742589 0 -0.02027060724361239 -0.017705302428920437 0.011432347975293512 0.0049485169678450888 -0.021071772135494989 -0.010550306488410471 -0.010336751238328662 -0.035620774813022664 0 -0.00042567491620897156 0.0047830669804158725 0 0 0 0.029608483211420084 0 0.00791434500644915 0 0 -0.0086107376436380736
leaf_weight=122.97077344145509 140.28195294775651 3739.3822558928368 50.948511964757927 198.37502571249206 36.445085810846649 799.47215326543665 9.2121025263622851 16.918143163493372 13.680013886711093 100.79479363394785 246.38113639818039 261.21676026626665 1031.8491357176972 57.427097514519119 347.94928574984078 23.959553253429476 10.053113182802916 41.669735492687323 22.14382082154043 106.54826459266769 68.392462458403315 2.3047583833103991 68.577550097514177 35.829604944214225 119.78166501101805 7.9143869907129583 61.589243210066343 0.84489750838838418 24.179342768737115 6.2535080091329283 20.4103258990217 1.3098944018129248 2.4184725001105098 26.30539333855268 1.2515888221096236 9.8409568571369146 0.71548625733703275 0.13591328181791951 11.405717273824846
leaf_count=91702 38175 1510106 20331 92340 12354 188390 1423 4485 4124 32011 90949 136172 279091 21637 143014 7487 1606 19605 6424 35349 23362 354 13711 11960 26872 1812 15161 301 9979 3026 8604 412 422 5442 252 2247 221 31 3979
internal_value=0 0.0010328 0.00377293 0.00237686 -0.0220828 -0.00407355 -0.000715303 0.00576173 -0.0212457 -0.0262096 0.0232166 -0.0343302 0.000803332 0.0049809 0.00581626 0.0310929 -0.00693199 0.0384983 -0.0423175 -0.0119742 -0.00484014 -0.0119526 -0.0138957 0.000635229 -0.00388556 0.0124063 -0.0315915 0.0539502 0.0101659 -0.00739124 -0.0142736 0.0366687 -0.0465567 0.0194559 0.0228232 0 0.0373155 -0.015789 0
internal_weight=0 7724.17 6947.11 6525.71 777.064 2214.97 1902.12 4310.74 312.85 299.17 421.393 390.753 1831.32 4251.31 4087.33 283.772 386.311 59.4328 285.779 163.975 104.973 330.946 328.641 137.621 188.359 55.3654 70.8013 17.763 75.1279 62.4934 56.2399 248.407 263.635 45.3123 27.557 17.7553 247.097 68.5284 35.3653
internal_count=2864923 2773221 2503985 2347037 269236 612540 484065 1734497 128475 124351 156948 178765 467481 1710106 1653120 103048 90471 24391 143018 56986 35747 79112 78758 53900 40583 11359 16584 4786 30310 23590 20564 91582 136594 9753 5694 4059 91170 23393 11466
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=1 1598476 1 8716592 992 14 1 832 1581056 1 1 1 1 8388624 1 1 1 264593 640 1 524292 1 264544
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=24
split_feature=1 2 5 4 3 0 1 2 1 2 1 11 1 2 9 2 0 0 15 2 5 2 2 9 0 3 8 3 2 3 0 14 2 0 3 3 3 3 3
split_gain=76.8742 41.0158 15.9458 13.8301 28.4044 11.8706 20.3161 11.3649 10.7161 11.2976 10.6492 9.74375 9.67607 9.23487 8.06158 8.04761 6.52529 6.46867 4.3232 2.47466 1.92583 1.59694 1.50433 1.4113 1.37218 1.98204 1.32983 1.25078 1.07656 1.27216 1.05194 0.900337 0.758004 0.713513 0.653945 0.630517 0.626504 0.57708 0.376219
threshold=0 1 2 3 3.5000000000000004 2.5000000000000004 4 5 6 7 8 9 10 11 12 13 6.5000000000000009 2.5000000000000004 14 15 16 17 18 19 1.0000000180025095e-35 1.0000000180025095e-35 20 1.0000000180025095e-35 21 1.0000000180025095e-35 11.500000000000002 22 23 8.5000000000000018 8.5000000000000018 1.5000000000000002 3.5000000000000004 3.5000000000000004 29.500000000000004
decision_type=1 9 1 1 2 2 1 9 1 9 1 1 1 9 1 9 2 2 1 9 1 9 9 1 2 2 1 2 9 2 2 1 9 2 2 2 2 2 2
left_child=-1 10 3 5 12 11 7 -7 9 -6 18 15 16 -14 -8 -3 -5 21 20 -13 24 -12 -10 26 -2 -26 30 -20 35 -30 38 34 37 -34 -23 -19 -33 -29 -4
right_child=1 2 23 4 8 6 14 -9 22 -11 17 19 13 -15 -16 -17 -18 28 27 -21 -22 31 -24 -25 25 -27 -28 32 29 -31 -32 36 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.070238147578891449 -0.020267974946636996 0.0081721391926517506 0.038307971462833761 -0.0029212112254693497 0.046097742914726361 0 0.013267982316653649 0.052303383370154333 0.014261314984216575 -0.0056314167058464709 -0.0086682884480640491 0.0010275729187461725 0.0071934846867656834 -0.036505163315205195 -0.0059270331719037785 -0.00076752049697446402 -0.030844036593937831 -0.01710998557674084 -0.00071008000939924276 -0.016214975583302798 0.010304705710294097 -0.046532404902108845 -0.0015917821620982976 0 0.0084469064673394698 -0.010058490189527002 0 -0.010131606603431754 0.019497062562377775 -0.00097200773916614246 0 -0.011844013525920474 0.0280611751031913 0 0 0 0.003825787219692481 0.0068495259507159222 0
leaf_weight=114.49277393073135 148.00554875985836 2145.4374681566842 141.82265055188327 635.95237544368138 112.49497081100708 48.878820143349003 554.1072174073779 152.18525175543618 30.867689932551002 41.532024846994318 82.595210389059503 72.770781418890692 37.398031738324789 254.25695577633451 294.31271957088029 1758.7596512064338 75.485420829762006 21.867386409488972 10.2767843043257 280.46954626165098 2.6346803370397529 218.64719950685685 267.45341787625512 18.673409015173092 40.971815854078159 158.89960398920812 1.5412473618052889 7.8279086772818145 12.672914727038004 22.499184216110734 1.1790260509587813 10.830943880893757 29.325682313181463 1.1724489069310937 1.6831125551252615 12.692428298847515 8.5223389135207963 10.237629264942369 0.41354392934590478
leaf_count=91717 40579 796586 54450 143355 49082 17349 238438 48313 6740 15708 30504 14261 7880 79229 112136 678170 17481 9360 1608 87612 395 122550 117729 7583 6760 35869 597 1801 3060 6551 427 3171 6522 234 749 5277 2562 2294 175
internal_value=0 0.000989758 0.00354039 0.00267441 -0.00578436 0.00506994 0.0145063 0.0404795 0.0140807 0.0323178 -0.0198184 0.00258863 -0.0151817 -0.0298055 0.00630459 0.00411243 -0.00731795 -0.0312807 -0.00636674 -0.012474 -0.0112272 -0.0375766 0.000654016 0.0320031 -0.0129893 -0.00435266 0.03389 0.0125074 0 0.00639821 0.037036 -0.0424578 0.0183261 0.0219497 -0.0460932 -0.0101545 -0.000733973 0 0.0379754
internal_weight=0 7727.36 6925.99 6762.36 1455.44 5306.92 1049.48 201.064 452.348 154.027 801.363 4257.44 1003.09 291.655 848.42 3904.2 711.438 392.011 409.352 353.24 350.512 322.279 298.321 163.63 347.877 199.871 144.956 58.8405 69.7319 35.1721 143.415 239.684 48.5637 30.4981 220.33 34.5598 19.3533 18.0655 142.236
internal_count=2864864 2773147 2493301 2430069 437204 1992865 416236 65662 189259 64790 279846 1576629 247945 87109 350574 1474756 160836 183784 96062 101873 83603 159536 124469 63232 83208 42629 55649 12459 24248 9611 55052 129032 10851 6756 123299 14637 5733 4095 54625
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 5796876 1 2 28 8454403 384 8390992 992 1 992 2359328 1 8716624 1 327746 1 5255168 8389250 3 1 16392 1 4718596
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=22
split_feature=1 2 14 4 1 3 0 9 2 2 2 2 7 2 1 3 3 1 1 13 2 2 3 3 0 0 3 0 2 2 3 3 15 1 3 3 3 3 0
split_gain=69.6587 34.8155 17.7676 17.8852 25.0721 16.6576 15.4917 16.8323 17.7626 11.9759 11.3234 8.60251 8.16306 5.92773 5.82607 5.46121 4.26672 4.00954 3.63981 4.01135 2.12639 2.06082 1.74623 1.45449 1.02638 0.998274 1.35672 0.962906 0.872591 0.692508 0.214508 0.182467 0.177628 0.168014 0.125116 0.124706 0.0941454 0.0612627 0.043111
threshold=0 1 2 3 4 2.5000000000000004 2.5000000000000004 5 6 7 8 9 10 11 12 3.5000000000000004 6.5000000000000009 13 14 15 16 17 2.5000000000000004 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 28.500000000000004 18 19 3.5000000000000004 4.5000000000000009 20 21 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 3.5000000000000004
decision_type=1 9 1 1 1 2 2 1 9 9 9 9 1 9 1 2 2 1 1 1 9 9 2 2 2 2 2 2 9 9 2 2 1 1 2 2 2 2 2
left_child=-1 17 3 6 5 11 9 8 -8 12 -7 -5 -3 22 -9 -15 -11 30 21 20 35 23 -6 -4 -25 28 -27 -22 -23 38 33 32 -32 -2 -33 -20 -35 -19 -21
right_child=1 2 18 4 13 10 7 14 -10 16 -12 -13 -14 15 -16 -17 -18 37 19 29 27 25 -24 24 -26 26 -28 -29 -30 -31 31 34 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.068690376315368229 0 0.0048015472259281284 0 -0.023538245265787752 0.015154231431706598 0.023836019696251601 -0.0035625119203965949 0.013533391037254247 0.031352933960656887 -0.010593749144267721 -0.0041765268495796764 0 -0.019639550622396484 -0.039768567013198329 -0.010596070239523088 -0.0069852416490336468 0.011650617625389612 -0.040764319667125133 -0.0053424664391931755 0.0071560986785612806 0.034144417737094368 0.011839426931813416 -0.0093024339022968038 0.028297026401765419 0 -0.01725837472573561 0.0035513994822462865 0 -0.0038152039948741974 -0.009899466218306209 0 -0.0071222884462338295 0.0091566285603398231 0 0 0.0019991869610165212 -0.011610190568379575 -0.0013578891312274485 0
leaf_weight=106.86381302216614 20.324265701929107 3283.3483735532063 15.052116512786595 259.24769412603928 28.161189157137414 304.4324204986915 172.32426102376485 103.43210221250774 540.04705097377882 917.65146936668316 209.16835519534652 317.92963531651185 109.17615938928793 278.56092517753132 268.2129313746118 107.47707952697237 57.698590246815002 197.8214849075739 6.9681903384625938 20.367495846236128 256.59994669936714 19.861418859276455 19.587364193692338 29.197180044779088 5.2701387695851727 53.270100313762669 4.755126681411638 1.2143135811202217 18.197480508068111 12.140189229859969 25.527367141621653 6.6028819244529577 5.7253919214417719 1.6684227609366669 0.89941212174016971 18.018037629954051 22.031438381993212 18.654613971273648 4.1759722544811657
leaf_count=91780 5043 1306084 4810 51989 5309 119360 72320 35747 212401 226034 59435 76362 35295 94519 95588 43126 26089 110868 1911 6355 91768 6304 6727 12224 2306 20021 2170 403 7022 4078 7460 1376 1251 396 162 5519 6599 8341 1418
internal_value=0 0.000813407 0.00226744 0.00092227 -0.00849216 0 0.00364171 0.0141874 0.0227677 0.000877333 0.0126366 -0.0114622 0.00375113 -0.0276733 -0.00248934 -0.0317609 -0.00858565 -0.0304639 0.0206067 0.0261174 0.0305711 0.00276581 0.00136874 0.0149725 0.0240011 -0.00387251 -0.0115158 0.0324503 0.00274306 0 -0.00311108 0 0.0044612 -0.00681581 -0.00401849 0 -0.0089644 -0.0376373 0.00530342
internal_weight=0 7740.8 7441.54 6976.46 1524.56 1090.78 5451.89 1084.02 712.371 4367.87 513.601 577.177 3392.52 433.787 371.645 386.038 975.35 299.255 465.088 319.484 282.8 145.604 47.7486 49.5194 34.4673 96.0841 58.0252 257.814 38.0589 36.6837 82.7792 38.7551 31.2528 44.0241 7.50229 24.9862 23.6999 216.476 24.5435
internal_count=2865970 2774190 2632694 2466385 456827 307146 2009558 416056 284721 1593502 178795 128351 1341379 149681 131335 137645 252123 141496 166309 111452 99601 54857 12036 19340 14530 35517 22191 92171 13326 11851 22287 10249 8711 12038 1538 7430 6995 119209 7773
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=1 16388 1 2 992 1 25497858 8718704 858 3940704 1 6553632 76 896 832 1 1900681 1322376 81 264552 1 768
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=25
split_feature=1 2 5 4 3 1 2 0 1 1 2 11 1 2 0 2 3 0 1 15 5 3 9 8 0 1 2 0 15 0 2 3 0 0 5 2 3 3 1
split_gain=63.2165 31.3772 12.4398 10.9817 20.1977 10.6048 26.5016 14.2278 9.78567 9.75958 9.01157 8.76204 7.25024 7.78324 7.10615 6.44098 5.65972 5.58636 4.19588 2.55967 1.86371 1.6446 1.17649 1.06781 1.0308 1.0597 0.980459 0.943601 0.667193 0.730675 0.615294 0.335101 0.227387 0.203966 0.216922 0.103694 0.232731 0.29336 0.0670131
threshold=0 1 2 3 3.5000000000000004 4 5 1.0000000180025095e-35 6 7 8 9 10 11 1.5000000000000002 12 2.5000000000000004 6.5000000000000009 13 14 15 5.5000000000000009 16 17 1.0000000180025095e-35 18 19 11.500000000000002 20 4.5000000000000009 21 29.500000000000004 15.500000000000002 22.500000000000004 22 23 2.5000000000000004 12.500000000000002 24
decision_type=1 9 1 1 2 1 9 2 1 1 9 1 1 9 2 9 2 2 1 1 1 2 1 1 2 1 9 2 1 2 9 2 2 2 1 9 2 2 1
left_child=-1 8 3 5 12 6 7 -3 19 10 -6 15 17 -14 -10 -7 -8 -5 -13 20 24 -11 23 27 -2 -26 28 31 29 -16 33 -4 -28 34 -21 38 -37 -38 -24
right_child=1 2 22 4 9 11 16 -9 14 21 -12 18 13 -15 26 -17 -18 -19 -20 30 -22 -23 35 -25 25 -27 32 -29 -30 -31 -32 -33 -34 -35 -36 36 37 -39 -40
leaf_value=-0.067115218637958649 -0.019258002870308401 0.01151248943676784 0.033017665666518807 -0.0026920682220505556 0.040189936410873602 0.0068689830415196405 -0.0096491490630574231 0.047690808959048515 -0.042602835665075223 -0.0057893236940792445 -0.0027483640648535302 0.00012868403330487091 0.002827294390446274 -0.033447009345675564 -0.019809794452824173 -0.001073897802624998 0.012284046535359803 -0.028816274712130299 -0.018485808008024351 0.017685252315377507 0.010939391719470209 0.0074871120343189615 0.0050887897718802158 0 0.0027241933270339283 -0.0092072730790191994 0.0071345759813945704 0 0 0 0 0 0 0 0 0 -0.012080435700280296 0 0
leaf_weight=99.836037740489701 118.55103605036857 297.45188315649284 148.63001990207704 661.09476090600947 116.05049978195166 2244.1362983658473 364.75993373017991 212.65351468883455 208.59649572052876 204.3101008956728 54.52845070802141 163.47583035056596 57.207310839701677 239.26904119849496 37.326760779658798 1731.8714850865654 131.0366297083965 72.486013146990445 250.25959127821261 29.456167034397367 2.4481227943906552 123.28717827584478 1.8663560880231669 1.4760426306165744 68.008104568929411 111.91658870517858 31.589436928610667 1.2586924957577128 2.7029292275983599 17.380766630580183 22.162350600439822 0.43730302876792748 3.0335726637276812 0.59095362201332946 0.58327902911697194 2.2591414039488908 12.052515455754472 1.6585002986248571 0.96329671621788326
leaf_count=91933 33314 122405 55651 146849 51394 828356 136206 77972 120903 81460 18448 49976 13817 80354 18752 662626 53025 17055 77680 6561 383 49342 829 583 13575 25384 8849 432 911 6647 4867 175 836 119 170 808 4814 759 352
internal_value=0 0.000707697 0.00271611 0.00195316 -0.00537569 0.00410248 0.0132051 0.0284348 -0.0195376 0.010419 0.0271246 0.00183925 -0.0133763 -0.026052 -0.0322105 0.00336666 -0.00285727 -0.00661048 -0.011357 -0.00582662 -0.0100033 0 0.0273975 0.029093 -0.0120718 -0.00383234 -0.00415432 0.0317648 -0.0107059 -0.0150216 0.00865172 0.0326924 0.00316129 0.0132233 0.0165409 0 -0.00358558 -0.00856073 0.00272211
internal_weight=0 7748.83 7094.48 6923.88 1528.23 5395.65 1005.9 510.105 654.347 498.176 170.579 4389.74 1030.06 296.476 300.63 3976.01 495.797 733.581 413.735 353.717 300.924 327.597 170.602 151.802 298.476 179.925 92.0335 150.326 57.4105 54.7075 52.7928 149.067 34.623 30.6304 30.0394 18.7998 15.9702 13.711 2.82965
internal_count=2864572 2772639 2531368 2466965 458719 2008246 389608 200377 241271 200644 69842 1618638 258075 94171 156898 1490982 189231 163904 127656 84373 72656 130802 64403 56841 72273 38959 35995 56258 26310 25399 11717 55826 9685 6850 6731 7562 6381 5573 1181
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 5784588 1 2 24 4656 992 386 8395024 1 992 2426912 8724944 290 1 1 3 1 640 17408 1 1032 1 10486080 232
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=39
num_cat=24
split_feature=1 2 5 2 1 8 13 14 0 4 1 0 2 12 10 10 2 2 1 0 8 3 3 0 1 0 3 9 0 15 0 0 0 0 3 1 1 9
split_gain=57.0678 26.7916 13.6055 12.9296 11.4882 10.8913 7.67108 7.50613 6.33479 6.32568 5.69008 5.32046 4.59176 3.33964 2.66689 2.57908 1.72316 1.69132 1.40266 1.24123 1.00907 0.918049 0.889865 1.96952 0.768418 0.545535 0.33181 0.280546 0.241586 0.223723 0.277159 0.191027 0.133383 0.105161 0.104 0.082773 0.0403224 0.0315861
threshold=0 1 2 3 4 5 6 7 4.5000000000000009 8 9 1.5000000000000002 10 11 12 13 14 15 16 11.500000000000002 17 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 18 1.0000000180025095e-35 4.5000000000000009 19 10.500000000000002 20 1.0000000180025095e-35 2.5000000000000004 9.5000000000000018 4.5000000000000009 1.0000000180025095e-35 21 22 23
decision_type=1 9 1 9 1 1 1 1 2 1 1 2 9 1 1 1 9 9 1 2 1 2 2 2 1 2 2 1 2 1 2 2 2 2 2 1 1 1
left_child=-1 13 3 5 11 6 10 9 -8 -6 -3 15 14 22 -7 -5 -9 36 25 20 -20 -13 28 -24 26 35 33 -27 -2 30 34 -14 -25 -15 -26 -19 37 -4
right_child=1 2 17 4 7 12 8 16 -10 -11 -12 21 31 24 -16 -17 -18 18 19 -21 -22 -23 23 32 29 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.065430612369471425 -0.04263049437621666 0.007879870489487446 0.0026265745257903826 -0.040733911888013015 -0.00050168014865644946 0.062298659990462801 -0.012177495096709132 0 0.016803508580910519 -0.012844265981715309 0.00026524242604125848 0.0087497819184206346 0.0033298248037954082 0.013529735319307602 0 0 0.021867046433779753 0.010603001454941516 0.041694325117792579 0 0 -0.0086575507251635733 -0.018750790880424223 0.0087690836828240616 0 0.0021827383078275998 0 -0.006345758572829323 0 0 0 -0.0058535227357043368 0 0 -0.016620992750648309 0 -0.0027732957566424877 0
leaf_weight=93.027535408225958 116.36960987976636 2468.9503435874649 5.7842743300134316 116.7508066064911 1599.6620916118845 31.548883849056438 452.00632341310848 23.898383449472021 54.680028380418662 560.55952048129984 1765.8410355348169 22.404900787150837 24.160285613499582 13.154226338025179 2.4751840209355569 12.008595174236687 107.61847722926177 25.038123793783598 101.78234293256537 1.2936888772528607 1.0151032581925381 38.955520130810328 111.49948446595226 4.015591162024065 0.7377644501975763 7.9345218378584832 1.4732025996781892 23.998129818472083 3.4404091007017987 7.3121080930577582 13.918404755910158 8.2257384591503051 0.86786413972731669 0.37848451687023121 11.971612353023373 0.87302254932001488 12.426849383627998 1.4220968998270107
leaf_count=91794 68716 1032194 2220 70545 401776 10969 137666 7043 23059 159881 652157 7348 10451 3222 836 4671 29786 9924 34326 390 367 15779 56429 1418 291 3354 294 9584 1164 1808 4193 3642 270 84 4229 398 5192 589
internal_value=0 0.000607182 0.00185807 0.00108751 -0.00467304 0.0041348 0.00337474 -0.00234472 -0.0077265 -0.00397351 0.00481833 -0.0261493 0.0377822 -0.0274427 0.0497945 -0.037031 0.0181751 0.0269239 0.0290384 0.0365273 0.0406096 0 -0.0327798 -0.0146313 0 0.00307244 0.00724606 -2.40287e-05 -0.0419464 -0.00805384 -0.0117238 0 0.00606192 0.0125421 -0.0157205 0.010769 0 0
internal_weight=0 7756.45 7471.31 7289.75 2481.86 4807.89 4741.48 2291.74 506.686 2160.22 4234.79 190.12 66.4101 285.139 34.0241 128.759 131.517 181.568 161.935 104.091 102.797 61.3604 236.193 116.383 48.9458 57.8438 15.0059 31.9327 119.81 33.9399 26.6278 32.386 4.88346 13.5327 12.7094 25.9111 19.6332 7.20637
internal_count=2868059 2776265 2634147 2567803 696829 1870974 1845076 598486 160725 561657 1684351 98343 25898 142118 11805 75216 36829 66344 58343 35083 34693 23127 127997 58117 14121 23260 3600 12938 69880 10521 8713 14093 1688 3306 4520 10322 8001 2809
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 16388 1 8717104 6 1 1 1 2 410 8388656 1 1 1 2621568 4733441 896 1 272 10 1 384 556 5
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=22
split_feature=1 2 14 4 1 3 0 9 2 2 2 0 7 2 1 3 1 1 1 3 2 14 0 0 0 2 11 3 0 12 3 3 2 3 1 3 3 0 0
split_gain=52.4972 23.9057 13.0525 11.4041 19.4432 11.8442 11.6831 13.815 13.6385 8.2555 8.04738 7.95956 6.02887 4.6034 4.54976 3.92149 3.1464 3.04783 2.70751 1.6135 1.32457 1.20607 0.863922 0.7693 0.730691 0.479229 0.472681 0.228544 0.20442 0.489419 0.332295 0.199342 0.18113 0.40186 0.172331 0.26663 0.144895 0.117138 0.10799
threshold=0 1 2 3 4 2.5000000000000004 2.5000000000000004 5 6 7 8 6.5000000000000009 9 10 11 3.5000000000000004 12 13 14 2.5000000000000004 15 16 1.5000000000000002 4.5000000000000009 30.500000000000004 17 18 2.5000000000000004 1.0000000180025095e-35 19 4.5000000000000009 3.5000000000000004 20 2.5000000000000004 21 6.5000000000000009 8.5000000000000018 1.0000000180025095e-35 8.5000000000000018
decision_type=1 9 1 1 1 2 2 1 9 9 9 2 1 9 1 2 1 1 1 2 9 1 2 2 2 9 1 2 2 1 2 2 9 2 1 2 2 2 2
left_child=-1 17 3 6 5 11 9 8 -8 12 -7 -5 -3 19 -9 -15 -11 22 25 -6 24 23 28 36 26 37 -20 -25 34 -30 -31 -23 -22 -34 -2 -36 -19 -4 -24
right_child=1 2 18 4 13 10 7 14 -10 16 -12 -13 -14 15 -16 -17 -18 21 20 -21 32 31 38 27 -26 -27 -28 -29 29 30 -32 -33 33 -35 35 -37 -38 -39 -40
leaf_value=-0.063988555266866518 0.0018577411314714078 0.0031423621639705824 0.0057291482353500917 -0.0032479701336083269 0.01415077651746178 0.01950520526283471 -0.0034664865660677217 0.010710160162130273 0.026781540534581472 0 -0.004195125916932484 -0.0351069641244144 -0.017501381279516878 -0.035459843374059295 -0.010331880437080219 -0.0063895637404205938 -0.013964186392039482 -0.038390308644894282 0.024658937112291692 -0.0094483276656740223 0 -0.0064565848263533968 -0.014031502730682969 -0.0069215810537699056 0 -0.0096415747463428902 0 0.0028597069562824283 0 0.015917246772199776 0 0.0033478686725362909 0.0099481646796595411 0 -0.0094268005577887119 0 0 0 0
leaf_weight=87.704584761486331 12.02756338036852 3614.4289063944743 7.8206496430211727 490.5475415182591 28.671402904568822 332.76925508404383 172.11214305006433 107.08101331538637 560.88092964145471 209.88725050591165 189.39712567566312 73.180707334482577 114.05051800620276 257.99107440470834 267.303657909506 106.60283900272043 451.25711119762855 164.71880063746357 316.78587795360363 19.6667150627909 14.693617210257797 7.4130203910172012 21.168969927646689 11.896289179101585 1.3506013622973103 16.403382670716383 0.85782215557992358 4.0255425867217118 11.993312375125242 11.403497878869528 1.0720798857510097 8.7009524387540278 60.873983856581617 47.656109368894249 20.778290451446086 0.28329750150442023 1.0024309354048444 12.553759166446978 2.7851468880544408
leaf_count=92142 3174 1389844 3516 111977 5292 125837 71802 36585 217343 44974 55184 18528 36688 93596 93160 43006 123766 107436 104898 6661 6034 2739 5552 5073 369 6063 249 1507 3326 2754 191 2927 24657 19283 6632 58 469 5441 754
internal_value=0 0.000636476 0.00180925 0.000639367 -0.00695204 8.48274e-05 0.00279004 0.011832 0.0194791 0.000376294 0.0108818 -0.00945396 0.00229032 -0.0243391 -0.00313661 -0.0281392 -0.0095101 -0.0261078 0.017297 0.000690285 0.0192621 -0.0327236 -0.00209977 -0.0362321 0.0232042 -0.00240215 0.0243509 0 0.00161581 0.00645962 0.0129897 0 0.00403334 0.00558917 0 -0.00502811 -0.0381951 0.000983622 -0.0129114
internal_weight=0 7754.09 7474.82 6995.83 1498.83 1085.89 5497 1107.38 732.993 4389.62 522.166 563.728 3728.48 412.932 374.385 364.594 661.144 279.269 478.996 48.3381 442.218 197.757 81.5122 181.643 318.994 36.7778 317.644 15.9218 57.558 24.4689 12.4756 16.114 123.224 108.53 33.0892 21.0616 165.721 20.3744 23.9541
internal_count=2879487 2787345 2644753 2474243 460081 311526 2014162 418890 289145 1595272 181021 130505 1426532 148555 129745 136602 168740 142592 170510 11953 155490 120151 22441 114485 105516 15020 105147 6580 16135 6271 2945 5666 49974 43940 9864 6690 107905 8957 6306
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=1 16388 1 2 992 1 8720642 8718706 66522 1 6553632 76 144 896 768 2109400 1 787371 1 1 851969 256
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=37
num_cat=20
split_feature=1 2 5 2 8 0 1 0 3 13 2 3 9 1 2 2 1 10 2 3 0 8 0 1 15 0 3 3 0 0 0 3 1 9 0 0
split_gain=47.1017 20.1791 11.8008 9.44427 10.284 10.2787 11.6234 8.86851 7.48387 5.86678 6.03961 5.84345 4.87797 4.84671 4.5353 3.36754 2.93959 2.43801 1.56521 1.28948 1.05373 1.05553 0.983928 0.821046 0.474453 0.37908 0.30575 0.200662 0.164509 0.144275 0.135634 0.375697 0.0471542 0.0312404 0.0311666 0.0191543
threshold=0 1 2 3 4 1.0000000180025095e-35 5 9.5000000000000018 1.0000000180025095e-35 6 7 4.5000000000000009 8 9 10 11 12 13 14 3.5000000000000004 11.500000000000002 15 1.0000000180025095e-35 16 17 10.500000000000002 6.5000000000000009 4.5000000000000009 2.5000000000000004 4.5000000000000009 3.5000000000000004 4.5000000000000009 18 19 9.5000000000000018 5.5000000000000009
decision_type=1 9 1 9 1 2 1 2 2 1 9 2 1 1 9 9 1 1 9 2 2 1 2 1 1 2 2 2 2 2 2 2 1 1 2 2
left_child=-1 16 3 4 9 6 14 12 -9 13 -11 -8 -7 -3 -5 17 30 -6 32 25 21 23 24 -20 26 -18 -21 34 -17 -29 31 -2 33 35 -24 -4
right_child=1 2 18 5 15 7 11 8 -10 10 -12 -13 -14 -15 -16 28 19 -19 20 22 -22 -23 27 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=-0.062249770914562887 0.0094162185832805667 0.0067107524388037342 0.0040788120478188116 0.011313898936340883 0.057009000968207171 0.0062402451890011361 -0.023207404611266344 0.012033895547790018 -0.034015757491865986 0.013007699130687564 -0.012057770085229782 0.0033695910475417912 -0.010637011831499859 0 -0.0077112696722644071 0.0037716679732710634 -0.036370141280612001 0 0.0037240526559945554 -0.019890327501161181 0 0 0.0062835971317745463 0.0352991260013562 0 0 0 -0.0061949761596406987 -0.0048185922726350187 0 -0.0015934068987119973 0 -0.0029956144519007696 0 0 0
leaf_weight=81.826546226562641 26.651527652895314 2452.2779556390014 5.5378042061347514 199.68160608800827 33.61264539550757 1158.135260745461 568.69240479689324 20.862983388826251 89.653694588167127 76.711849510145839 426.59166058409028 65.719286303341505 152.33576600244851 1822.1336445349298 214.41494842330576 23.929485516084245 150.67624345522927 2.5263776611536732 57.228848175844178 36.147460355627118 1.6151789149735112 1.5526858217781399 21.741001334608885 105.3830082930217 5.0211562550102817 3.0178334137017364 3.5323799828329348 14.768453198761565 7.8106686091050497 2.3648481239215462 5.5639731159608337 2.5939953741617492 12.547039597993718 1.4294081829721106 0.25090414169244368 0.25305734667927016
leaf_count=91851 6659 1015086 2126 44607 11471 332533 198131 3954 26086 24948 135143 16564 33960 675994 45467 10660 92155 837 22951 20048 499 589 8970 35439 1848 1084 1793 6945 3556 767 1499 515 5200 588 80 98
internal_value=0 0.0003916 0.00145886 0.000735892 0.00332695 -0.00420361 -0.0116102 0.00115283 -0.0224744 0.00259167 -0.00714022 -0.0196787 0.00382759 0.00384905 0.000990695 0.0356986 -0.0244651 0.0456131 0.0245679 -0.0283164 0.0266137 0.0290392 -0.00865585 0.0300811 -0.0156806 -0.0357829 -0.0182124 0 0 -0.00241708 0 0.00462272 0 0 0.00577049 0.00261197
internal_weight=0 7772.97 7500.64 7315.09 4845.59 2469.5 1048.51 1420.99 110.517 4777.72 503.304 634.412 1310.47 4274.41 414.097 67.8792 272.33 36.139 185.547 237.52 165.78 164.165 83.8262 162.612 44.701 153.694 39.6798 39.1252 31.7402 17.1333 34.8095 29.2455 19.7673 7.22027 21.9919 5.79086
internal_count=2880701 2788850 2646487 2578997 1877695 701302 304769 396533 30040 1851171 160091 214695 366493 1691080 90074 26524 142363 12308 67490 133690 59478 58979 40451 58390 23689 93239 21841 16762 14216 7712 8673 7174 8012 2812 9050 2224
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=1 16388 1 8717104 1 896 1 8454400 3 408 4728962 8388656 768 1 4733441 1 896 1 556 5
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=22
split_feature=1 2 14 4 1 0 2 9 3 2 0 2 1 2 2 2 12 1 13 1 2 2 0 3 0 3 0 3 0 0 0 10 2 3 0 3 0 12 3
split_gain=42.8388 16.9478 10.0403 8.82078 17.2149 9.47243 11.0639 11.6291 9.42823 8.38443 6.81765 6.49199 6.32235 9.20352 7.25799 4.94705 5.07895 2.83906 3.05011 2.7409 1.89073 1.66078 1.52943 1.7968 1.33754 1.10338 1.19309 1.08297 1.03335 0.884178 0.823598 0.728048 0.636169 0.353444 0.472788 0.245606 0.328616 0.317939 0.211993
threshold=0 1 2 3 4 2.5000000000000004 5 6 2.5000000000000004 7 7.5000000000000009 8 9 10 11 12 13 14 15 16 17 18 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 1.5000000000000002 28.500000000000004 19 20 4.5000000000000009 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 21 8.5000000000000018
decision_type=1 9 1 1 1 2 9 1 2 9 2 9 1 9 9 9 1 1 1 1 9 9 2 2 2 2 2 2 2 2 2 1 9 2 2 2 2 1 2
left_child=-1 19 3 5 8 12 10 -8 9 -5 -7 -10 13 -3 -14 24 -17 20 21 29 27 -19 38 31 -6 26 -22 -4 -29 35 -23 -24 -20 34 -25 36 -2 -38 -21
right_child=1 2 17 4 15 6 7 -9 11 -11 -12 -13 14 -15 -16 16 -18 18 32 22 25 30 23 33 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.060631411787928219 0 0.0044252398836292645 0 -0.020729307744596505 -0.011781598752651359 0.0031108891536870383 0.024451834123399796 -0.00024677592523155302 0.017606469416879621 0.002105052021866147 -0.026176214242650677 -0.0033758948838184832 0.0055581450235045538 -0.020363047459855732 -0.0029687093837666412 -0.034025381802050551 0.0071027869851379702 0 0.0035265282480579081 -0.036402098437915746 0 0.026048056963469454 -0.019667196902707944 0.016726668335857221 0.0043573451629664705 0.0059795057622851512 -0.017845140520487839 0.024494376567576671 0 -0.012261204171856201 0 0 -0.010291136790124162 0 0 0 0 0.015328381247744894 0
leaf_weight=76.821463566942839 28.679101583897136 220.07360911354772 14.961920160334556 248.66050265438389 57.244254609919153 254.78922558303748 535.14878575087641 258.26118619006593 330.26768606092082 308.44496050936868 75.548788462358061 197.79608551564161 2056.4121668169682 303.760271701889 1826.2803484154865 269.80301589897135 10.139647484931627 25.596736780600622 25.648616303165909 131.9132870857793 36.285910181235522 274.93218997531221 32.231349146430148 9.4061622696463036 67.692233845809824 7.7260124393505967 53.862443053803872 31.801622257335111 5.693114925583358 23.554787692351965 1.4143719472922374 1.0699932887218881 12.36703478428535 8.3827488266251731 1.5145205882145081 5.4525949306553221 10.50951565997093 11.614692274364643 0.86410964037349813
leaf_count=91644 8906 87475 4893 52084 20126 106702 207587 90463 125325 78089 22062 56948 736542 120215 632178 105083 3493 7698 8330 91783 12005 97798 17791 4825 19378 3456 19798 13142 2447 6351 425 436 4167 3589 572 1180 3024 2756 393
internal_value=0 0.00035394 0.00132354 0.000287023 -0.00641553 0.00217175 0.0102387 0.0164263 0.000147617 -0.0084316 -0.00425806 0.00970558 0 -0.00984176 0.00148156 -0.0229681 -0.0300548 0.0147416 0.0192945 -0.0226978 0.00020393 0.0230115 -0.0290276 -0.00438085 -0.00183221 -0.00585158 -0.0110893 0.0123906 0.0199064 -0.000708592 0.0246604 -0.0162864 -0.000108866 0.00748575 0.0124052 0.0031505 0.00640242 0.0112512 -0.0361255
internal_weight=0 7775.81 7510.61 7020.32 1490.05 5530.27 1123.75 793.41 1085.17 557.105 330.338 528.064 4406.53 523.834 3882.69 404.879 279.943 490.29 339.959 265.193 150.331 301.943 185.382 52.6048 124.936 97.8744 90.1484 52.4567 37.4947 79.8107 276.347 33.3013 38.0157 19.3034 10.9207 56.2559 50.8033 22.1242 132.777
internal_count=2871159 2779515 2637909 2463750 460526 2003224 426814 298050 312446 130173 128764 182273 1576410 207690 1368720 148080 108576 174159 118418 141606 55741 105921 119389 27213 39504 35259 31803 20482 15589 22217 98223 18227 12497 8986 5397 15866 14686 5780 92176
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=1 16388 1 2 992 8718594 1 3940704 2163546 518 18358321 8720720 16066593 1 832 1 896 1322377 1900681 1 264552 1
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=20
split_feature=1 2 5 11 0 1 2 0 9 2 1 3 1 3 13 0 3 2 2 1 1 0 2 3 0 10 0 8 0 3 3 0 0 12 3 1 3 3 0
split_gain=39.4945 14.61 9.50619 8.70594 7.92441 7.79102 14.1174 5.92885 5.28683 4.31968 2.64584 2.5706 2.49646 1.85948 1.75538 1.55465 1.53735 1.44592 1.40463 1.21072 1.17506 1.44202 1.02466 0.952824 0.824058 0.681172 0.660337 0.652284 0.532003 0.349145 0.348007 0.445843 0.228418 0.430434 0.286405 0.105655 0.22641 0.066869 0.063944
threshold=0 1 2 3 24.500000000000004 4 5 1.5000000000000002 6 7 8 6.5000000000000009 9 1.5000000000000002 10 1.5000000000000002 2.5000000000000004 11 12 13 14 1.0000000180025095e-35 15 7.5000000000000009 11.500000000000002 16 1.5000000000000002 17 1.5000000000000002 5.5000000000000009 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 18 4.5000000000000009 19 6.5000000000000009 4.5000000000000009 8.5000000000000018
decision_type=1 9 1 1 2 1 9 2 1 9 1 2 1 2 1 2 2 9 9 1 1 2 9 2 2 1 2 1 2 2 2 2 2 1 2 1 2 2 2
left_child=-1 12 3 4 5 6 -3 10 -7 13 17 -12 26 -9 22 29 25 -5 -4 -11 24 23 -6 -22 27 -17 32 -20 -23 -14 31 -18 35 -34 -35 37 -37 -2 -28
right_child=1 2 18 7 14 8 -8 9 -10 19 11 -13 15 -15 -16 16 30 -19 20 -21 21 28 -24 -25 -26 -27 38 -29 -30 -31 -32 -33 33 34 -36 36 -38 -39 -40
leaf_value=-0.059248428619952657 0.0043663980377755254 0.011832230114295737 0 0.015675967556048796 0 -0.014820762519913398 -0.023180167579896081 0 0.0034490694266505195 0 -0.022246557112730894 0.0031313151826533447 -0.036085401643636661 0.02265354886796404 0 -0.018372239845659302 0.016215453967560186 -0.0065395817069100167 0.038101283260115811 -0.020669243477483449 0.022158517287387797 -0.010066586267954336 -0.034097054898439054 0 0 0 -0.011597014245112759 0 0.0017239735802635162 0 0 0 0 0.015530362326087108 0 -0.0082561696781915921 0 0 0
leaf_weight=72.859306908416329 11.195783922157714 141.29706874085241 19.930006115464494 15.300136541773098 5.7475630186963826 118.30312800253159 270.97420092327229 78.747139523242367 6158.6013168566278 30.267956285533728 343.63791343290359 14.575559387565589 117.03699169802712 57.969581409735838 4.9077242764760731 31.244607426575385 9.5794090361305297 8.1410088459379057 79.176443212374579 36.837822470115498 26.41693968459731 23.299936451483518 43.402281352842692 14.141792513779363 0.95022786478511889 1.0390298390993837 19.761139464564625 0.72789834171999146 25.964152330416255 11.533899627422214 8.4434980266814801 1.4755962229100976 11.581808271439513 11.541924893565009 0.93765625683590847 20.130930120649285 0.27166590839624305 1.0955176441930241 2.8722325834387439
leaf_count=92373 2976 45849 8023 4112 1928 38425 129691 27744 2158912 9767 91143 6020 86325 19487 1447 17655 4804 2261 26256 12494 9033 8692 13357 5546 284 431 5399 260 10191 6224 3627 556 3239 2711 171 6641 56 233 799
internal_value=0 0.000310582 0.00120517 0.000546794 0.00161795 0.00203447 -0.0105319 -0.0107804 0.00296557 0.00164841 -0.0177832 -0.0197697 -0.0212911 0.0119053 -0.0286848 -0.0274068 -0.00341862 0.00397315 0.0216973 -0.0132433 0.0236566 0.00533255 -0.0331001 0.0160484 0.0330283 -0.0149178 -0.000357181 0.0371853 -0.0017671 -0.03443 0.00706195 0.0120372 0.00255654 0.00726223 0.0129787 0 -0.00399111 0.00134363 -0.0107239
internal_weight=0 7779.06 7519.32 7328.71 6743.23 6689.18 412.271 585.477 6276.9 203.822 381.655 358.213 259.742 136.717 54.0576 180.353 51.7821 23.4411 190.607 67.1058 170.677 89.8228 49.1498 40.5587 80.8546 32.2836 79.3887 79.9043 49.2641 128.571 19.4985 11.055 56.7553 24.0614 12.4796 32.6939 20.4026 12.2913 22.6334
internal_count=2865142 2772769 2630922 2562637 2389609 2372877 175540 173028 2197337 69492 103536 97163 141847 47231 16732 119622 27073 6373 68285 22261 60262 33462 15285 14579 26800 18086 22225 26516 18883 92549 8987 5360 16027 6121 2882 9906 6697 3209 6198
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=1 16388 1 1 6 524464 8 10815034 16 896 1 6624376 4733441 312 94 24 1 1 1 256
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=23
split_feature=1 2 10 3 1 11 8 2 0 2 1 2 2 0 2 3 3 1 0 10 2 14 2 5 1 0 0 3 1 2 9 3 0 0 0 3 0 0 12
split_gain=35.5261 13.3048 9.22462 9.23747 8.02665 7.83275 7.05372 10.8623 6.27609 6.01279 5.99876 4.6307 4.54286 4.38119 3.91108 4.61779 3.73893 2.5125 2.47099 2.23752 2.12675 1.76003 1.45241 1.42875 1.42079 1.41237 1.34157 1.02888 0.985114 0.9018 0.893613 0.761528 0.713628 0.590339 1.19414 0.570466 0.465122 0.276205 0.255629
threshold=0 1 2 6.5000000000000009 3 4 5 6 1.0000000180025095e-35 7 8 9 10 1.0000000180025095e-35 11 9.5000000000000018 5.5000000000000009 12 1.5000000000000002 13 14 15 16 17 18 5.5000000000000009 1.0000000180025095e-35 6.5000000000000009 19 20 21 9.5000000000000018 26.500000000000004 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 9.5000000000000018 3.5000000000000004 22
decision_type=1 9 1 2 1 1 1 9 2 9 1 9 9 2 9 2 2 1 2 1 9 1 9 1 1 2 2 2 1 9 1 2 2 2 2 2 2 2 1
left_child=-1 8 3 5 12 6 10 -8 21 16 -3 36 -4 14 30 -16 -6 25 -13 20 37 24 31 -22 -2 29 -18 32 -24 -10 -5 -15 -14 34 -11 -35 -7 -19 -21
right_child=1 2 4 13 9 11 7 -9 17 33 -12 18 27 22 15 -17 26 19 -20 38 23 -23 28 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.057473426797913965 0 0.0017469876381397244 -0.0040399304359990717 0.037798303422874796 -0.018616570559090242 -0.025624834614784306 0.048921089571253712 -0.0061549867767178197 0 0.010420109457117731 -0.0056996091940525705 -0.0095095468127319865 0.040603522663139428 0.014626170731172084 -0.014952018309949239 0.023484268253492969 0.020682262736697113 -0.00066606141051461971 0.0069450400138820262 0.011255476695741574 -0.024488894042275292 0 0.0022250854629043298 0 -0.029181335877158106 -0.0069137583118965536 -0.00082822795223883939 0 -0.011791839029718129 0.014517464481229706 0 0 0 0.018734180353416747 -0.0014271077124933217 0 0 0.0081069748597702631 0
leaf_weight=68.150914313206158 21.055983144135098 4223.1445547839539 17.302783067309065 95.541677925910335 117.24778850335861 175.46378322309465 33.778862779261544 45.190742542385124 44.559412069254904 139.08498068229528 1407.4502066612622 197.28370868982165 128.40038016260951 68.468570728058694 42.809585829993011 24.215458952152403 14.715803737053649 30.383800883209915 107.26690404732653 10.442562520896898 112.97006510868232 19.207014395593433 35.245121535495855 1.0682573487865727 208.42326144361869 24.769985262566479 15.339930127374826 6.9407375931041306 50.553532515652478 77.829522264786647 10.147122962400315 32.08137821929995 0.73619624471757461 139.86262462349259 84.454798922786722 4.1810705321840933 3.5229759734938844 11.618044325558001 4.1645746940048403
leaf_count=91630 7350 1495596 4924 38323 48824 49369 11142 16123 13080 45021 489855 52154 42721 31390 19492 10489 5931 9062 37866 3480 56869 5715 14736 200 109360 6088 6532 2664 20485 16097 4359 14030 243 49718 27223 1801 871 2745 885
internal_value=0 0.000208886 0.00143395 0.00022375 0.0123711 -0.000665725 0.000345454 0.0255575 -0.0139757 0.00451937 -8.87256e-05 -0.0125125 0.0301511 0.0152048 0.0256071 0 -0.00989825 -0.00315906 -0.00263544 -0.0107883 -0.0156467 -0.0253957 0.00196311 -0.0208266 -0.0275774 0.00466865 0.00977879 0.0361325 -0.00477243 0.0101874 0.0343634 0.00942784 0.0399522 0.0114375 0.00512166 0.0176 -0.023826 0 0.00758626
internal_weight=0 7786.92 7220.43 6552.16 668.267 6193.1 5709.56 78.9696 566.492 514.887 5630.59 483.537 153.38 359.062 172.714 67.025 147.304 317.806 304.551 170.647 156.04 248.686 186.349 114.038 229.479 147.159 30.0557 136.077 85.7987 122.389 105.689 100.55 129.137 367.583 223.54 144.044 178.987 42.0018 14.6071
internal_count=2864443 2772813 2541882 2306280 235602 2152976 2012716 27265 230931 185050 1985451 140260 50552 153304 72663 29981 61287 108506 90020 73241 68876 122425 80641 57069 116710 35265 12463 45628 35221 29177 42682 45420 42964 123763 72244 51519 50240 11807 4365
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=1 5260300 1 28 1 1 10485808 858880 472 2107840 8400899 8389584 720 1 1048584 1 2108003 1 32 324 1048580 3 1
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=26
split_feature=1 2 10 3 11 0 2 8 1 1 0 2 2 2 0 1 3 1 13 15 1 2 2 5 3 1 1 3 3 2 3 2 0 0 0 2 3 2 1
split_gain=32.4006 11.2002 8.06186 7.82507 6.97692 6.31733 10.6919 6.9886 6.22589 5.77875 5.29213 4.40922 4.40112 4.01613 3.87248 3.32356 2.82683 2.2938 2.28608 1.49448 1.30052 2.47604 2.38498 1.19878 1.1785 1.17624 1.00593 1.01969 0.976968 0.901336 0.650168 0.633707 0.590877 0.497038 0.491296 1.20007 0.508494 0.47557 0.469055
threshold=0 1 2 6.5000000000000009 3 9.5000000000000018 4 5 6 7 1.5000000000000002 8 9 10 1.0000000180025095e-35 11 5.5000000000000009 12 13 14 15 16 17 18 1.0000000180025095e-35 19 20 2.5000000000000004 6.5000000000000009 21 2.5000000000000004 22 26.500000000000004 6.5000000000000009 1.5000000000000002 23 7.5000000000000009 24 25
decision_type=1 9 1 2 1 2 9 1 1 1 2 9 9 9 2 1 2 1 1 1 1 9 9 1 2 1 1 2 2 9 2 9 2 2 2 9 2 9 1
left_child=-1 8 3 4 5 7 -7 -3 19 13 -10 -6 16 -4 15 29 38 -13 -17 23 22 -22 -16 26 -21 -18 27 -2 32 -5 31 -12 -15 37 35 -14 -36 -26 -11
right_child=1 2 9 14 11 6 -8 -9 10 12 30 17 34 28 20 18 25 -19 -20 24 21 -23 -24 -25 33 -27 -28 -29 -30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.055886533487485915 0.0079490557503755985 0.00050856520386608807 -0.0041006257762238501 0.0090774805114155182 -0.022917834572445683 0.0094798155856220118 -0.031220875244950333 0.02648515824571003 -0.032845863125063761 0 0 0.0091740178804231888 0.010349060367950594 0.036578636184296222 0.019437762588721624 0.036371015104129795 0.016925382427815366 -0.0075356259872750965 0 -0.0025968844602253429 0.010159505518095014 -0.013532168085517222 -0.0037231458187911501 0.01042217766264171 0.02097850198982476 -0.0022604046699429945 -0.0113318330353101 -0.0077641271572183122 0 -0.0077548522073132807 0.0067343446130468405 -0.011822241477166132 0 0 0.017104872987706257 -0.0012777014331522671 0 0 -0.018156351406237933
leaf_weight=64.262177442513348 57.966551430756226 5416.1323386831791 17.33880269274232 14.064486755465621 176.41644409639412 73.114011599798687 118.35429478898004 76.58380015171133 173.9503553665636 22.697273788566235 29.368541876494419 68.874431807373185 118.27899448570679 129.3915685909451 51.999658655549865 106.21368680335581 14.706606193096377 233.19884538237238 19.933337605034467 10.030327654792925 24.416261539736297 73.138869001762941 37.819341428985354 2.5998259467305607 23.627491608436685 15.209470328874886 177.55450208220282 46.947554208687507 7.1197160374140358 35.799589334405027 22.458602650644025 34.837393791545765 0.68799568607937445 2.2643179191509253 142.21604563255096 106.73481684402213 4.1794612348312503 16.564491379482206 84.477179200330283
leaf_count=91481 11931 1917628 4872 6226 48211 26663 34653 26054 121094 9457 7985 19612 33510 42731 20673 41442 6381 70022 9169 2082 12717 31609 16257 504 6032 6015 47363 12364 2675 16156 9504 18792 224 678 51016 39504 1805 4068 35862
internal_value=0 0.000203797 0.00136129 0.000226144 -0.00059728 0.000353671 -0.0161272 0.00106698 -0.0124509 0.0116275 -0.023182 -0.0118384 0.00464123 0.0267948 0.0139339 0.0235881 -0.00808442 -0.00222148 0.0298318 -0.00179289 0.00148112 -0.00419161 0.00923235 -0.00547091 0.00905355 0.00836394 -0.00756387 0 0.0324365 0 0 -0.00661526 0.0359908 0.015882 0.0103969 0.00451174 0.0160255 0.0181985 -0.0162771
internal_weight=0 7787.27 7189.1 6526.06 6162.67 5684.18 191.468 5492.72 598.17 663.038 260.615 478.49 508.5 154.538 363.385 176.011 137.091 302.073 126.147 337.555 187.374 97.5551 89.819 285.068 52.4866 29.9161 282.469 104.914 137.199 49.8641 86.6645 64.2059 130.08 42.4563 371.409 225.014 146.396 40.192 107.174
internal_count=2865022 2773541 2531144 2297092 2142843 2004998 61316 1943682 242397 234052 157375 137845 183550 50502 154249 72993 57715 89634 50611 85022 81256 44326 36930 72162 12860 12396 71658 24295 45630 22382 36281 26777 42955 10778 125835 73014 52821 10100 45319
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 5784588 1 1 2105520 1 992 28 2107840 334592 8400899 784 62 1 1 118 2099778 8398963 1 832 640 10494672 1572876 8338 1049608 34
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=22
split_feature=1 2 1 8 2 3 0 1 2 2 12 14 0 3 2 12 0 0 2 11 0 0 3 3 3 1 3 3 14 1 3 2 1 13 2 3 12 3 3
split_gain=30.089 9.61292 7.81307 5.39686 6.68849 6.23614 6.76299 12.9678 20.433 7.90918 6.9177 6.8907 6.32396 4.96605 4.12254 3.82874 3.49667 2.91853 1.96368 1.8036 1.72346 1.51426 1.36678 1.34124 1.17943 1.30252 1.17403 1.03175 0.951483 1.04286 0.778818 0.717013 0.971016 0.664121 0.66343 1.45719 0.752154 0.558689 0.555122
threshold=0 1 2 3 4 6.5000000000000009 1.0000000180025095e-35 5 6 7 8 9 1.0000000180025095e-35 3.5000000000000004 10 11 9.5000000000000018 1.0000000180025095e-35 12 13 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 10.500000000000002 4.5000000000000009 14 1.0000000180025095e-35 10.500000000000002 15 16 6.5000000000000009 17 18 19 20 11.500000000000002 21 7.5000000000000009 21.500000000000004
decision_type=1 9 1 1 9 2 2 1 9 9 1 1 2 2 9 1 2 2 9 1 2 2 2 2 2 1 2 2 1 1 2 9 1 1 9 2 1 2 2
left_child=-1 3 16 5 19 6 9 8 -8 10 -2 -11 18 14 -4 -9 21 27 38 22 -16 28 -5 -20 25 -23 -18 -15 29 -3 -26 32 37 -28 36 -36 -14 -6 -7
right_child=1 2 13 4 31 12 7 15 -10 11 -12 -13 34 17 20 -17 26 -19 23 -21 -22 24 -24 -25 30 -27 33 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.05455998593398647 -0.017925045562805979 0.00120180611409298 0 0.059206508342577006 0.018073880173744471 0.035152350870500886 0.029809584899676958 0.0033279794723948732 -0.003682700655841387 -0.0014655711639873547 0.0033401417634759596 0.019642168393545739 0.013252155302309049 -0.016648433571398211 -0.036175165630310861 -0.0044933183144749327 0 0.015363248496637694 -0.0044071178764283738 0 -0.0053348915613314193 0 0 0.016420079887135994 -0.010089657329809348 0.010935251389425419 -0.028478803360378609 0.0012252079775519169 0.006892505500036227 -0.0094325035401732552 0.0032663105425536501 -0.010830455631950824 -0.003769991584442578 0 -0.0099526779518881101 0.010324558376993082 0 0 0
leaf_weight=61.21984559653356 504.46951073780656 67.66604661855672 74.024242006969871 22.683296061528385 23.32110864282004 109.64848546538269 384.50001952618186 1638.5899271709059 286.74293670020415 2078.6810971017985 172.0931686089898 136.86188719951315 38.799189617682714 50.357771868468262 176.74502038450009 962.83720212237677 4.0634133009589268 42.792462206707569 46.247132487478666 2.8849697128171128 59.764292136722361 104.86979422031436 1.6942477840930212 14.636241958243771 53.345769923063926 235.65824868989876 37.089311350136995 2.5960182766430071 18.63037579410593 222.59782440141134 23.22579299705103 12.69381299021188 18.161444519762881 2.0687501611828329 101.89150484380662 8.9588975398801249 36.117593178176321 1.5743660650914524 0.67745072778779913
leaf_count=92327 145186 19832 27963 5084 11125 43745 127158 592670 93311 761167 38894 51127 17553 27263 116227 366106 735 18307 19941 733 24831 22097 716 6294 21385 49307 11672 1032 4673 60361 9798 4196 8467 486 42448 3977 16166 671 266
internal_value=0 0.000292936 -0.00783923 0.0018239 0.0236751 0.00139562 0.000568949 0.00370693 0.015678 -0.00288089 -0.0120092 0 0.0137457 -0.0184701 -0.0245593 0.0002998 -0.00121811 0 0.0260324 0.0440017 -0.0298649 0.000447822 0.0560789 0.000960521 0.00458718 0.00733549 -0.0221829 -0.0120295 -0.0041676 -0.00639336 -0.00344443 0 0.00345109 -0.0262822 0 -0.00404666 0.00601958 0.0124185 0.0322038
internal_weight=0 7780.26 1175.5 6604.77 83.0132 6521.75 6164.78 3272.67 671.243 2892.11 676.563 2215.54 356.976 406.28 310.534 2601.43 769.215 95.7463 171.209 27.2625 236.509 725.994 24.3775 60.8834 417.1 340.528 43.2215 52.9538 308.894 290.264 76.5716 55.7507 43.0569 39.1581 185.767 110.85 74.9168 24.8955 110.326
internal_count=2865297 2772970 415969 2357001 30992 2326009 2175619 1179245 220469 996374 184080 812294 150390 215623 169021 958776 200346 46602 70246 6533 141058 187453 5800 26235 102587 71404 12893 28295 84866 80193 31183 24459 20263 12158 80144 46425 33719 11796 44011
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=1 10820592 992 1 10485776 28 2099760 10748480 1 1 18358273 1 8389568 1 128 1 544 288 186 1 2099744 1
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
an110mdc_ra=267
adm_past_year=258
agegroup_rm=215
count_proc=214
flag_emergency=48
flag_icu24=48
pat_remoteness=43
cc_obesity=41
cc_ischaemic_heart_disease=36
cc_pulmonary_disease=33
cc_depression=30
cc_diabetes=28
indstat_flag=22
low_los_flag=20
cc_hypertension=17
sex_cat=1

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 26852]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: 1,2,4,5,6,7,8,9,10,11,12,13,14,15]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

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