tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=7
objective=cross_entropy
feature_names=anmdc_ra agegroup_rm count_proc adm_past_year flag_emergency pat_remoteness cc_pulmonary_disease indstat_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:7:6:3:5:2:8:4:0:1:9 [0:48] [0:295] -1:1:0 -1:0:1:2:3 -1:0:1 -1:0:1
tree_sizes=4254 4222 4224 4241 4201 4238 4252 4214 4241 4218 4261 4182 4225 4170 4123 4249 4254 4216 4148 4081 4090 4187 4146 4253 4169 4156 4097 3369 4112 3968 4153 4033 3422 4045 3937 3667 3919 3981 4186 3983 3813 4221

Tree=0
num_leaves=40
num_cat=22
split_feature=0 1 0 1 4 2 4 1 4 3 3 0 2 2 0 2 0 1 0 0 7 0 0 1 3 3 3 3 2 2 0 3 1 0 3 3 2 1 2
split_gain=3286.04 1164.99 1566.49 674.008 374.247 268.208 238.934 112.557 103.827 78.9327 65.9642 36.5435 30.5788 26.4099 20.3035 19.3244 17.2315 14.2135 13.7853 12.3211 13.4722 11.4215 9.68745 8.3544 8.33901 7.38101 6.9542 5.57114 4.33394 4.14975 4.13353 3.76171 4.68408 3.33739 3.26456 3.22294 2.53784 2.39381 2.2487
threshold=0 1 2 3 4 4.5000000000000009 5 6 7 1.0000000180025095e-35 1.0000000180025095e-35 8 4.5000000000000009 2.5000000000000004 9 4.5000000000000009 10 11 12 13 14 15 16 17 1.5000000000000002 26.500000000000004 31.500000000000004 4.5000000000000009 23.500000000000004 2.5000000000000004 18 2.5000000000000004 19 20 2.5000000000000004 7.5000000000000009 22.500000000000004 21 18.500000000000004
decision_type=9 1 9 1 1 2 1 1 1 2 2 9 2 2 9 2 9 1 9 9 1 9 9 1 2 2 2 2 2 2 9 2 1 9 2 2 2 1 2
left_child=1 30 4 24 26 8 7 11 9 17 15 34 14 16 31 22 -13 -4 -14 20 -12 -15 -9 -10 38 -11 28 -25 -3 -21 -1 -8 -33 -17 -5 36 -7 -16 -2
right_child=3 2 5 6 -6 35 12 10 23 25 19 13 18 21 37 33 -18 -19 -20 29 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-7.1349964430202686 -7.2197087107699947 -6.8078249805748285 -7.1400349491070454 -7.1572996340217427 -7.0931389835584442 -6.9681716057579184 -7.1605914809921378 -7.1298031995588671 -7.1429263483731713 -7.0307167103915216 -7.0994824045892244 -7.1404747190848896 -7.0963884869252958 -7.1358932804534447 -7.1526613972779529 -7.107098605050167 -7.0980931071305049 -7.0884501752115758 -7.152897522345369 -7.148836150675673 -7.1519753137290891 -7.0595712057643079 -7.1759011709759983 -7.1080434988839505 -7.1927287922150862 -7.1349964430202686 -7.1349964430202686 -7.1463509132509317 -7.1349964430202686 -7.1214491421716293 -7.2137568325227122 -7.1203889434590355 -7.153542906490733 -7.1413994041001603 -7.1270753014332842 -7.1349964430202686 -7.1349964430202686 -7.1917467253193239 -7.1349964430202686
leaf_weight=21.970621693180874 1961.3831035955809 379.83482151915086 47.364110335882287 84.461210744397249 65.833909941022284 256.25365406769561 282.84828821208794 36.023228602367453 168.39105380990077 435.36831218772568 275.34152655681828 102.73771342443069 39.337912910676096 21.5347092859447 108.07048126769951 31.131145929917693 399.49383471702458 541.09218469384359 52.52028592658462 124.24855889246101 31.400011611753143 246.61983077565674 490.6838466526824 161.30827265291009 536.79828839044785 4.3185555819072752 1.1637588536250394 17.364109375106636 0.25136554869823058 50.107653935439885 293.18132136901841 48.965372517937794 40.987698189157527 13.409079286095219 16.318078689859249 4.3591240723617366 0.41523043171036889 839.38434039952699 1.1637588536250394
leaf_count=27620 2465720 477503 59543 106179 82762 322145 355578 45286 211690 547316 346141 129155 49453 27072 135859 39136 502217 680225 66025 156197 39474 310034 616855 202786 674827 5429 1463 21829 316 62992 368568 61556 51527 16857 20514 5480 522 1055218 1463
internal_value=-7.135 -7.03741 -7.01033 -7.1755 -6.85074 -7.05986 -7.14567 -7.12292 -7.07972 -7.06411 -7.14472 -7.09712 -7.17655 -7.08971 -7.18042 -7.16721 -7.10656 -7.09246 -7.12591 -7.11846 -7.10759 -7.06368 -7.17274 -7.12872 -7.2144 -7.03196 -6.80881 -7.11525 -6.80809 -7.13849 -7.20944 -7.15488 -7.135 -7.11699 -7.14839 -6.97014 -6.96856 -7.18849 -7.21962
internal_weight=0 2398.47 2083.32 5834.97 447.084 1636.23 3335.62 1923.51 1375.21 1028.14 1052.35 871.165 1412.11 770.386 1320.26 571.247 502.232 588.456 91.8582 481.098 306.742 268.155 526.707 347.063 2499.35 439.687 381.25 178.672 380.086 174.356 315.152 372.801 89.9531 44.5402 100.779 261.028 256.669 947.455 1962.55
internal_count=10350532 3015197 2619009 7335335 562044 2056965 4193325 2418109 1728818 1292513 1322938 1095171 1775216 968478 1659738 718134 631372 739768 115478 604804 385615 337106 662141 436305 3142010 552745 479282 224615 477819 219189 396188 468661 113083 55993 126693 328147 322667 1191077 2467183
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=305 3 17 15 2 2 896 2 16856072 32856064 6 4 8718914 10820168 1 5767680 8720384 100 33 704 6359626 768
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=21
split_feature=0 1 0 1 4 2 4 1 3 0 2 3 1 2 0 2 0 1 2 1 3 3 0 7 3 1 3 5 0 3 1 2 0 3 2 3 2 1 2
split_gain=2509.54 837.143 749.815 627.519 204.765 165.121 138.015 89.2204 55.1524 28.6056 27.6019 26.9594 20.4019 19.5097 18.7476 17.1911 12.2322 11.9674 11.0621 10.2424 10.1536 9.68667 8.78874 6.179 5.73142 5.1612 4.59321 4.56478 3.90667 3.20941 4.21702 3.14724 3.08514 2.97061 2.39236 2.28403 2.17129 2.12552 1.7734
threshold=0 1 2 3 4 4.5000000000000009 5 6 1.0000000180025095e-35 7 4.5000000000000009 1.0000000180025095e-35 8 3.5000000000000004 9 4.5000000000000009 10 11 1.5000000000000002 12 1.0000000180025095e-35 1.5000000000000002 13 14 26.500000000000004 15 6.5000000000000009 16 17 2.5000000000000004 18 8.5000000000000018 19 2.5000000000000004 23.500000000000004 44.500000000000007 10.500000000000002 20 22.500000000000004
decision_type=9 1 9 1 1 2 1 1 2 9 2 2 1 2 9 2 9 1 2 1 2 2 9 1 2 1 2 1 9 2 1 2 9 2 2 2 2 1 2
left_child=1 28 6 21 7 11 17 9 15 33 14 12 -4 20 29 22 -12 -3 25 -7 -11 31 -9 -20 27 -10 -15 -13 -1 -6 -31 -2 -17 -5 35 -19 -23 -16 -21
right_child=3 2 5 4 10 19 -8 8 18 13 16 24 -14 26 37 32 -18 34 23 38 -22 36 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.083733332661051318 0.032249158890894573 -0.013810281295330813 -0.021017152906990976 -0.023854448488045996 0.0089225314078334363 0.03781258497371473 0.0049343712961935886 0.017120080198728183 0.010603839211005793 0.035955698791928767 0.067726842305992019 0.036400633291779609 0.070542919308890145 -0.016598759872059429 0.026334175923588776 -0.017065530699434256 0.22411742208921984 0.039133406381051485 0.13809279974751612 0.039524633949635381 -0.055795328620476661 -0.03862807509838407 -0.0048528411034200773 0 -0.0062364740925909762 0 0.016796224386243532 -0.077235232759477523 0.013686961511075624 -0.017781575691730247 -0.0037345725692077302 -0.0062527228531823673 0.0076196579825034251 0 0 0 -0.054341333011844101 0
leaf_weight=21.970621693180874 1787.7747350977734 36.340632014034782 65.520824771898333 82.60120378585998 275.71173373796046 29.748686000355519 68.643364019226283 36.210492119425908 106.78367104835343 278.10013377387077 40.883805887831841 577.37421289860504 715.42690382304136 184.5162371393526 106.18114108830923 32.010423278436065 51.589937400422059 490.63166875659954 153.90582033095416 277.33374129916774 336.04476639180211 505.28276652109344 471.04756519664079 17.280807198840193 7.2314380244933991 211.51470774353947 5.4261997737921766 85.796822579985019 271.00884823361412 49.684719691518694 40.235704185965005 15.694947211712131 13.323630914557723 16.447641467442736 0.25216100929537688 0.7119372344459397 1.4477435303851951 793.14517088409048 0.38023016543593158
leaf_count=27620 2445840 32961 82851 106179 355578 31714 82762 45286 131585 337833 49453 672207 864883 216279 135859 39136 66025 445109 189003 295955 407994 672899 616855 21908 9127 262308 6372 99750 368568 61556 51527 21343 16857 20514 317 895 1928 1055218 478
internal_value=0 0.0792026 0.099126 -0.0381605 -0.00979031 0.0631903 0.193971 0.0108453 -0.0088626 0.0331996 -0.0392432 0.047283 0.0317416 0.0394797 -0.0430843 -0.0300413 0.0085341 0.214089 0.0146526 0.128384 0.0279981 -0.0777339 -0.0354852 0.0331404 0.0628239 0.00185009 0.068152 0.063802 -0.0727362 -0.0184694 0 -0.0832733 0.0167642 -0.0123168 0.219502 0.223867 -0.0553558 -0.0511011 0.133461
internal_weight=0 2648.37 2355.39 5612.85 3302.65 1758.81 596.58 1945.21 1042.08 903.136 1357.43 1451.35 780.948 804.087 1264.96 552.592 92.4737 527.936 489.485 307.463 614.145 2310.2 507.258 171.187 670.402 318.298 189.942 663.171 292.979 365.632 89.9204 1803.47 45.3341 99.0488 491.596 491.344 506.731 899.326 277.714
internal_count=10350532 3015197 2619009 7335335 4193325 2056965 562044 2418109 1322938 1095171 1775216 1728818 947734 968478 1659738 718134 115478 479282 604804 328147 745827 3142010 662141 210911 781084 393893 222651 771957 396188 468661 113083 2467183 55993 126693 446321 446004 674827 1191077 296433
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=305 3 17 15 2 2 896 16856072 4 32856064 8718914 512 516 8720384 1 64 3 33 704 6359626 768
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=22
split_feature=0 1 1 0 4 2 1 4 4 3 3 0 2 0 2 2 3 2 3 3 6 0 1 2 0 2 1 5 6 3 7 0 1 3 0 3 2 0 2
split_gain=1961.7 630.659 582.262 416.311 175.848 107.479 74.2504 72.7096 61.865 40.0468 33.5035 32.7831 24.8063 17.2009 16.5689 14.0369 13.5294 18.8408 18.4858 10.9219 12.0476 10.8534 8.84511 8.42162 8.30055 7.88103 7.08397 5.80447 5.59428 4.36275 4.13349 3.67789 3.64257 4.38843 3.58247 3.21796 2.96455 2.81725 2.80284
threshold=0 1 2 3 4 4.5000000000000009 5 6 7 1.0000000180025095e-35 1.5000000000000002 8 4.5000000000000009 9 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 6.5000000000000009 1.5000000000000002 10 11 12 3.5000000000000004 13 1.5000000000000002 14 15 16 26.500000000000004 17 18 19 1.5000000000000002 20 4.5000000000000009 8.5000000000000018 21 5.5000000000000009
decision_type=9 1 1 9 1 2 1 1 1 2 2 9 2 9 2 2 2 2 2 2 1 9 1 2 9 2 1 1 1 2 1 9 1 2 9 2 2 9 2
left_child=1 31 19 8 6 7 10 9 23 22 15 16 13 32 28 24 17 -8 -18 36 38 -14 -5 -3 -4 -12 35 -7 -13 -11 -27 -1 33 -6 -16 -9 -2 -17 -21
right_child=2 3 4 5 12 27 11 26 -10 29 25 14 21 -15 34 37 18 -19 -20 20 -22 -23 -24 -25 -26 30 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.082328076138340089 0.16862281638290938 0 -0.0040672923926856853 -0.014092557963578485 -0.00259655730012096 0.0014847308147276257 0.030310979801031819 0.034215067603676194 0.074873261759395404 0 -0.019401842094863744 0.033486654766472557 -0.048297875062666015 0.027612459595239947 0.024926651977250001 0.053832936041420212 0.049001867419803717 -0.0050390355313667491 -0.058003913368158237 0.0037222720933888379 -0.016267228541556957 0.03562943178795018 0.083869402641506788 -0.039957115410141006 0.047555259474551401 -0.0060994773588994499 0.10384164358360209 0.013849180663191976 0 0 -0.075651173092150789 -0.022090003306580841 0.019785027404779641 -0.0014932501897450237 -0.0046177140328591097 -0.0036111571650869335 -0.0063634706914492897 0
leaf_weight=21.970621693180874 1644.3675520643592 524.4137639196706 76.121651010587811 46.481096171890385 56.089713548542932 7.2183805703534745 270.32292374549434 74.316767172771506 71.28407964296639 513.54626287485007 127.66744698229013 237.76302743580891 42.37799158890266 879.43190217454685 151.0995893823565 26.421168333035894 413.10551608173409 102.15376163268229 44.727410814142786 438.34895012481138 22.046984703454655 50.718339273589663 587.80709126149304 127.62624319217866 379.22207053704187 50.618668371404056 284.5577452032594 341.4900818564347 28.82968155038543 4.3185555819072752 8.8213990681106207 250.89275562856346 240.85687224561116 38.430305655812845 34.078420224017464 7.7360797884757622 15.636528796982018 12.319435103388967 18.953213398810476
leaf_count=27620 2445840 384829 98224 59543 74081 6822 336679 86738 82762 547316 159607 301822 49453 1222278 172584 31421 478265 118926 52579 617208 31035 66025 680225 94453 503026 59828 340289 321325 36429 5429 11240 368568 315194 48185 42104 9278 21343 15375 26584
internal_value=0 0.0658991 -0.03586 0.0812886 -0.00893185 0.0538836 0.00983925 0.0408646 0.145118 0.0529386 -0.016046 0.0238144 -0.0369886 -0.0407854 0.000987775 -0.0296637 0.0352734 0.0179431 0.0475104 -0.0759773 -0.052948 0.00798421 0.0326916 0.156892 -0.0347568 0.0169226 0.00102886 0.103488 -0.0137574 0.0740418 0.0397027 -0.0709741 -0.016153 0 0.0226144 0.0220207 -0.0818414 0.014878 -0.0563567
internal_weight=0 2863.66 5410.53 2590.8 3271.18 1867.47 1963.27 1518.76 723.324 1152.15 681.192 1282.08 1307.91 1214.81 451.771 494.084 830.31 372.477 457.833 2139.35 479.349 93.0963 634.288 652.04 455.344 187.108 366.611 348.708 266.593 517.865 59.4401 272.863 335.377 94.52 185.178 82.0528 1660 38.7406 457.302
internal_count=10350532 3015197 7335335 2619009 4193325 2056965 2418109 1728818 562044 1292513 878721 1539388 1775216 1659738 552939 648046 986449 455605 530844 3142010 674827 115478 739768 479282 601250 230675 436305 328147 338251 552745 71068 396188 437460 122266 214688 96016 2467183 46796 643792
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=305 3 15 17 2 48 2 2 10750656 32851968 1 8718914 4 29688324 536 8 1 1 33 576 4106 6359626
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=23
split_feature=0 1 1 0 4 2 1 3 4 2 0 1 2 0 5 3 3 6 0 5 7 0 1 2 2 5 2 2 1 3 2 0 1 0 3 2 2 0 2
split_gain=1554.25 538.325 489.888 254.384 150.335 79.7653 60.8881 43.1465 30.4322 22.5964 22.0534 19.3259 16.6323 15.2008 13.1996 11.9582 11.6962 11.1869 11.0131 10.9827 10.9022 9.27492 6.53909 6.08975 5.81819 4.95116 4.46621 4.865 4.25876 4.17831 8.37739 3.97672 3.82087 3.44841 3.37775 2.91162 2.77137 2.69236 2.44508
threshold=0 1 2 3 4 3.5000000000000004 5 1.0000000180025095e-35 6 5.5000000000000009 7 8 4.5000000000000009 9 10 1.5000000000000002 6.5000000000000009 11 12 13 14 15 16 3.5000000000000004 2.5000000000000004 17 1.0000000180025095e-35 2.5000000000000004 18 1.0000000180025095e-35 3.5000000000000004 19 20 21 13.500000000000002 3.5000000000000004 8.5000000000000018 22 5.5000000000000009
decision_type=9 1 1 9 1 2 1 2 1 2 9 1 2 9 1 2 2 1 9 1 1 9 1 2 2 1 2 2 1 2 2 9 1 9 2 2 2 9 2
left_child=2 15 33 8 6 11 10 12 14 13 16 26 21 32 -4 36 23 38 -9 -7 -20 -8 -21 -3 -12 -13 -5 -28 -16 -15 -31 -11 -6 -1 -24 -34 -2 -14 -17
right_child=1 4 3 5 9 19 7 18 -10 31 24 25 37 29 28 17 -18 -19 20 22 -22 -23 34 -25 -26 -27 27 -29 -30 30 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.080832192907891814 0.033305887698185099 0 0.020290023144590122 0 -0.0070077332605582802 0.0037382060155159757 -0.014513719932844234 0.031007162617021074 0.033016341751745733 -0.0068941453626136587 0.045630390469877352 0.025190410417405652 -0.054988777911515033 0.02140370348985118 -0.055661153349347382 -0.0082807970391881799 0.0035586928156764517 0.024072658635078029 0.012300821729424059 -0.017638982092626525 -0.034190463582461222 0.087527343263994334 0.071074326755096257 0.018693734131320038 0.021829701654140346 -0.010903879247331993 0.018181309430172085 0.12797732640633896 -0.037855645023532732 0 -0.0057990879189791008 -0.026731847556581846 -0.074011847469866082 0 0.00066682068726653062 -0.003491957423612092 -0.0048889186616819123 0
leaf_weight=21.970621693180874 1514.5738928485662 409.3198749665753 21.365519030834548 156.92864122788887 130.77497006469639 10.530422114592511 57.317057253269013 82.748526817886159 73.760850107762963 26.891711819742341 157.82505916431546 712.81987801584182 42.245378674881067 427.00691406661645 43.146578829619102 413.67948303977028 25.580597933265381 22.129086071276106 450.0550934743369 51.672308325709309 41.596095541899558 471.55999813019298 482.17155663244193 100.2961866420228 127.45110032707453 353.72352122433949 139.34102726739366 56.266414769052062 694.66975239245221 384.73560597177129 83.419404096843209 15.188804440898819 173.18528476625215 232.63569298060611 2.7390787014737716 20.646150440734345 15.580246546713168 13.609485667548141 18.953213398810476
leaf_count=27620 2445840 466126 13380 173558 170593 10570 73364 102936 82762 31508 201659 768900 48881 618871 32807 617208 29913 31035 531885 52838 53012 647975 440261 104310 141740 384316 158679 65004 433095 559454 116903 19879 231395 368568 2839 26613 21343 16308 26584
internal_value=0 -0.0336127 0.05569 0.067967 -0.008106 0.0463014 0.00894487 -0.0056751 0.114301 -0.0347371 0.0291478 0.0324765 -0.0244285 -0.0374178 0.121975 -0.0741351 0.0407381 -0.0505545 0.0130903 0.0788898 0.0187968 -0.030108 0.0800969 0.0448331 0.00414557 0.0390824 0.00895395 0 0.123552 -0.0442472 -0.0320142 0.0220375 -0.0139474 -0.0691672 0.0852618 -0.0218009 -0.0803193 0.0175844 -0.0540221
internal_weight=0 5226.37 3053.74 2799.14 3241.45 1966.19 1979.6 1159.13 832.943 1261.85 820.473 1419.08 584.732 1219.77 759.182 1984.92 535.197 454.762 574.4 547.113 491.651 528.877 536.583 509.616 285.276 1066.54 352.536 195.607 737.816 895.162 468.155 42.0805 324.606 254.606 484.911 193.831 1530.15 55.8549 432.633
internal_count=10350532 7335335 3015197 2619009 4193325 2056965 2418109 1474361 562044 1775216 943748 1550457 786528 1723829 479282 3142010 600349 674827 687833 506508 584897 721339 495938 570436 343399 1153216 397241 223683 465902 1295228 676357 51387 428601 396188 443100 258008 2467183 65189 643792
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 15 3 17 2 384 2 11799232 68 32589824 8 1 18374788 8 1 29692928 516 1 512 272962 832 33 6357198
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=24
split_feature=0 1 1 0 4 2 4 1 3 0 2 3 4 0 5 2 3 2 6 2 3 2 1 5 2 0 1 3 1 2 1 6 2 0 1 1 0 0 2
split_gain=1245.61 490.03 395.013 164.053 127.293 54.7901 65.5455 54.0066 25.8068 21.0847 20.5413 20.2094 15.2637 12.9242 12.4092 12.4063 11.959 10.9666 10.4875 9.69961 11.3433 8.16704 7.93415 7.88214 6.77536 5.84649 5.37251 5.28975 5.00339 4.5257 4.30237 3.95734 3.71227 3.63457 3.27914 3.00326 2.9636 2.82288 2.67211
threshold=0 1 2 3 4 3.5000000000000004 5 6 1.5000000000000002 7 5.5000000000000009 1.0000000180025095e-35 8 9 10 2.5000000000000004 1.5000000000000002 4.5000000000000009 11 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 12 13 2.5000000000000004 14 15 1.5000000000000002 16 3.5000000000000004 17 18 5.5000000000000009 19 20 21 22 23 5.5000000000000009
decision_type=9 1 1 9 1 2 1 1 2 9 2 2 1 9 1 2 2 2 1 2 2 2 1 1 2 9 1 2 1 2 1 1 2 9 1 1 9 9 2
left_child=2 16 32 12 7 6 11 8 17 19 13 22 23 29 28 31 -2 25 -18 20 -9 26 -5 -4 36 -3 -8 38 -7 35 -15 -11 -1 -12 -21 -6 -10 -17 -16
right_child=1 4 3 5 10 14 21 9 24 15 33 -13 -14 30 27 37 18 -19 -20 34 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.07248604440850373 -0.078645495112926067 0 0 -0.0080992465918163347 0 0 0.0011581292166125128 0 0.016697222535466284 -0.017297361150192099 0.031245999220543372 0.054643496210460364 0.028139659672632402 -0.023160399316302267 0.0074768732809854565 0.022792336305595517 -0.052008115102062304 0.011527273801001636 0.0034759926203306751 0 0.029103796359637897 0.011642650744387369 0.027521921986234228 0.099085174388224381 0.03927916173807143 -0.036585807437291389 -0.027384516637818851 -0.0016959633431900805 0.078336595159640032 0.0089505571845251274 -0.050350043047801399 0.010367003734808432 0 -0.005514353811543222 0.043944028788781724 -0.02429071389600761 -0.0071081383758331024 -0.0031504867312655803 0.048262318155717347
leaf_weight=231.17720457789255 1408.5351547505707 74.418753774370998 21.365519030834548 43.748573507124092 91.724447306711227 21.679997753060888 73.617963371099904 226.46255818178179 38.808965132164303 229.75331111619016 27.792797041591257 526.40948655275861 76.079518898506649 291.60361878457479 63.907179679372348 166.72865922446363 409.11340101243695 39.907360370678362 22.1706621547346 42.010041580593679 282.72536765941186 89.955732244765386 579.863866648986 833.2418426022632 40.336553093686234 356.98537255311385 162.24714870814933 35.061606216127984 425.12450521765277 35.141862147254869 529.29093403136358 28.873444041062612 9.9335565691580978 15.022707266267387 327.9843369575101 222.63309129030677 111.69080019515241 25.028520211344585 47.524229151487816
leaf_count=385493 2460026 96981 13380 55720 119937 22667 82269 279583 47100 299292 31508 506792 82762 433295 58797 183034 641979 46728 30983 45271 308762 103860 626803 465902 45632 503026 192645 29968 359785 45113 809285 36172 16018 19790 352833 305948 136798 31154 37441
internal_value=0 -0.0316307 0.047401 0.0575182 -0.00762535 0.0400992 0.0286055 0.00779604 -0.0147624 0.0192957 -0.0328223 0.0396482 0.0926873 -0.0355049 0.0660992 0.000661221 -0.0722359 -0.0272601 -0.048465 0.0280712 0.0167599 -0.00958419 0.0246041 0.097993 0.0135866 -0.0320146 -0.0192084 0.0232357 0.0751147 -0.0145725 -0.0425649 -0.0124129 -0.0676804 0.0208038 0.041165 -0.0190472 0 0.018971 0.0335402
internal_weight=0 5044.74 3240.94 2999.83 3204.92 2069.14 1475.84 1991.71 662.148 1329.57 1213.21 1150.02 930.687 1170.39 593.298 450.384 1839.82 471.311 431.284 879.182 509.188 325.821 623.612 854.607 190.836 431.404 235.865 146.493 446.805 349.499 820.895 258.627 241.111 42.8155 369.994 314.358 150.5 191.757 111.431
internal_count=10350532 7310230 3040302 2638791 4177242 2076747 1568089 2412366 876265 1536101 1764876 1189315 562044 1713578 508658 549652 3132988 646735 672962 986449 588345 378774 682523 479282 229530 600007 274914 126206 382452 470998 1242580 335464 401511 51298 398104 425885 183898 214188 96238
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=65841 15 3 17 2 2 48 10750656 2 32790528 5 1 4 8 29622788 280 4 896 1 272962 512 576 2627080 12302
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=24
split_feature=0 1 1 4 0 1 2 4 3 3 2 0 0 3 2 3 5 2 6 0 5 1 1 0 1 1 0 2 0 1 4 2 5 3 3 2 2 3 0
split_gain=1003.07 448.622 317.586 109.098 108.163 43.7953 42.4057 41.1953 22.624 20.4004 18.661 17.2 12.8938 12.716 10.76 13.738 10.3119 9.78517 9.6729 8.27376 7.92347 7.64726 5.94488 5.07834 5.026 5.01078 4.90115 4.76654 4.29896 4.27815 3.88739 3.37632 3.37062 3.09433 2.9961 2.92787 2.56944 2.44503 2.31641
threshold=0 1 2 3 4 5 4.5000000000000009 6 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 7 8 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 9 4.5000000000000009 10 11 12 13 14 15 16 17 18 3.5000000000000004 19 20 21 8.5000000000000018 22 2.5000000000000004 4.5000000000000009 1.5000000000000002 5.5000000000000009 31.500000000000004 23
decision_type=9 1 1 1 9 1 2 1 2 2 2 9 9 2 2 2 1 2 1 9 1 1 1 9 1 1 9 2 9 1 1 2 1 2 2 2 2 2 9
left_child=2 13 28 5 21 8 7 9 17 24 12 -7 27 31 15 -13 35 23 36 -12 -11 30 34 -3 -6 -8 -16 33 -1 -14 -4 -2 -27 -5 -9 -10 -15 -23 -19
right_child=1 3 4 10 6 11 25 22 16 20 19 14 29 18 26 -17 -18 38 -20 -21 -22 37 -24 -25 -26 32 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.077513628911166393 0 0.045633250354877336 -0.022952769628331777 -0.0044056947789417695 -0.013982036618294877 0.0014250951260157442 0.020119867192165089 0.0071940116468495498 0.052865531291198142 0.029429716314339452 0.0021647102024670104 -0.0086580872770170344 -0.051357295033425177 -0.0010648397298862412 0.025819844704643199 -0.019449731969034996 0.020692474670746787 0.0033231096157020977 -0.013939117754765282 0.0058200597996170417 0.086106079101045174 -0.0098873368065415836 -0.034467166729904887 0.023317470511837177 -0.0013687339966987205 0.04753652992519769 0.013137732770899108 -0.070993166247628289 -0.045365305957144858 0 -0.00079883734725985439 0.067118049809761091 0 -0.0089636111270287675 0.040928277087420945 0 0 -0.0065945029734217012
leaf_weight=20.580523873795755 1287.7724551912397 74.418753774370998 223.77106731792446 231.9611749376636 46.787020037940238 122.64615716715343 34.894186586723663 115.59854886232642 102.3922085260856 535.9321863646619 44.184766016493086 463.91908113210229 93.493541172996629 370.4233799483045 17.597641499422025 593.46708372520516 36.933134217746556 27.920622673060279 22.247751850518398 48.268401536508463 78.048159957164899 774.64996650518151 261.59705138922436 344.17845258611487 653.63422317232471 6.6310489646275528 155.0995467272005 24.783808901265729 204.38419619633351 656.61000064219115 19.185853465285618 14.344576644478364 403.66085202561226 77.061204011377413 11.730428936309179 52.986437647894491 17.981735852838028 1.6924437321722496 12.448619123140814
leaf_count=27620 2438696 96981 120428 324617 60029 159574 31770 125360 125997 481946 49190 561523 135859 615413 20018 640615 45537 31353 30983 66025 75191 419859 309269 503026 682533 6128 154371 32699 373891 1055218 20293 21330 290863 101268 13658 57996 26566 1464 15375
internal_value=0 -0.0295264 0.0408666 -0.00692053 0.0492532 0.007143 0.0350098 0.0268263 -0.0134201 0.0351275 -0.0307665 0.0173084 -0.0344397 -0.0702153 0.0210065 0.0160633 0.0128315 -0.0254201 -0.0460463 0.00773479 0.0488121 0.0765372 -0.00101837 -0.0300697 0.0212089 0.0627555 0.0439721 -0.0133893 -0.0657038 -0.0418397 0.0408543 -0.0769307 0.0653217 -0.017771 0.0134786 0.0237944 -0.0496267 0.0847877 0.0107941
internal_weight=0 4893.14 3392.78 3180.37 3167.81 2004.01 2148.51 1703.33 651.278 1314.4 1176.36 1352.73 1083.91 1712.77 1230.08 1057.39 192.312 458.966 410.653 92.4532 613.98 1019.3 388.926 418.597 700.421 445.186 172.697 333.806 224.965 750.104 242.957 1302.12 410.292 309.022 127.329 155.379 388.405 776.342 40.3692
internal_count=10350532 7310230 3040302 4177242 2638791 2412366 2076747 1747986 876265 1299699 1764876 1536101 1649661 3132988 1376527 1202138 229530 646735 672962 115215 557137 562044 448287 600007 742562 328761 174389 458584 401511 1191077 140721 2460026 296991 425885 139018 183993 641979 421323 46728
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=65841 15 3 2 17 48 2 18358284 32790528 3 1 8653378 3 576 792 29622788 4 516 4195840 33 768 2 8 6294090
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=24
split_feature=0 1 1 4 0 2 4 2 3 0 3 2 3 0 3 1 0 1 3 5 2 6 3 1 0 1 2 7 0 1 4 2 3 0 1 1 2 3 5
split_gain=813.646 382.78 309.849 83.9627 76.8497 37.3298 43.7945 37.1446 32.896 21.4885 15.3589 14.8394 12.2803 10.86 10.4418 10.3895 9.91816 8.72049 11.3152 8.66038 8.5877 7.56757 7.31251 6.08897 5.84906 5.40195 5.39659 5.29499 4.80803 4.78349 4.16465 3.50412 3.40414 3.33489 3.28486 2.98457 2.88959 2.57119 2.4715
threshold=0 1 2 3 4 3.5000000000000004 5 2.5000000000000004 1.0000000180025095e-35 6 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 7 1.5000000000000002 8 9 10 5.5000000000000009 11 1.0000000180025095e-35 12 9.5000000000000018 13 14 15 5.5000000000000009 16 17 18 19 4.5000000000000009 1.5000000000000002 20 21 22 5.5000000000000009 12.500000000000002 23
decision_type=9 1 1 1 9 2 1 2 2 9 2 2 2 9 2 1 9 1 2 1 2 1 2 1 9 1 2 1 9 1 1 2 2 9 1 1 2 2 1
left_child=2 14 26 7 20 6 12 8 15 27 31 22 25 -13 -2 33 -16 18 -10 35 -4 -18 24 -14 -12 -6 -1 37 -19 -8 38 -5 36 -3 -32 -7 -21 -9 -22
right_child=1 3 4 10 5 19 29 9 17 -11 11 13 23 -15 16 -17 21 28 -20 32 30 -23 -24 -25 -26 -27 -28 -29 -30 -31 34 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.072485204352178118 -0.075436986209185652 0.0062037031072109585 0.084378166570736338 -0.044944356801395934 -0.0070601466884152647 0 0.0048358093997572143 0.040436701586165892 0.025873892944023785 -0.0037039571275932211 -0.00023761396377913326 -0.016143460220638735 0.02011740005042955 0.029710229241095294 0 -0.029836441622349125 -0.054612162474365511 0.016499483895251871 -0.012504707435287669 0.0034093205303387729 0 0 -0.048644393300825241 0.050063434453903932 -0.025221026333538545 0.020622491307843615 0 -0.0033730878032468257 -0.0098930628820493912 -0.017021469232571595 0.026850866605796237 -0.0024328189222588628 -0.00075093219167207995 -0.014934883280736303 -0.0028768664482655077 0.059057221205832955 0.038909550611029659 0 0.056140479999438476
leaf_weight=234.86311756126815 1164.5911144444253 148.19664131390164 332.45486408245051 454.44872523919912 47.114948750007898 22.014554571709596 114.42837511561811 398.38495290686842 361.39448605605867 166.50306182930944 197.42592806660105 51.781369686126709 274.43219183920883 75.596457420790102 48.669616200611927 387.19662285601953 317.70646275603212 49.235557202191558 64.796867849770933 69.525090082548559 12.490810578456149 17.462514724873472 88.668629307532683 360.89097120700171 219.25113715406042 656.69126991374651 9.6240522075677273 12.419995786389334 229.471469321521 223.70295328373322 32.49967124738032 39.663388669898268 39.472589256707579 78.660768819623627 38.212016374163795 507.79385936580366 54.172111497493461 3.5104542564949943 683.41369904845487
leaf_count=452265 2375066 171921 160201 733901 63719 23240 127685 415614 392766 195117 284834 76703 242769 98715 83051 572790 551312 59716 73907 61470 7306 24239 139681 323759 358406 685019 16402 14561 284001 274948 31559 51149 32627 101906 38532 382855 38701 3673 324446
internal_value=0 -0.0288015 0.0338912 -0.00769488 0.0417981 0.0304186 0.0215 0.00500597 -0.00415342 0.0254791 -0.029008 -0.0166206 0.0295429 0.0105017 -0.0686355 -0.0207292 -0.0449604 0.0101346 0.0185364 0.0502226 0.0641457 -0.0499415 -0.0242228 0.0401242 -0.0154362 0.0183324 -0.067355 0.0366001 -0.0028037 -0.00934945 0.052953 -0.0424388 0.0175333 -0.00114169 0.0141163 0.0569447 0.0254683 0.039526 0.0557395
internal_weight=0 4575.04 3713.8 3026.61 3469.31 2370.24 1677.26 1899.77 1318.95 580.818 1126.84 632.724 1339.13 127.378 1548.43 614.054 383.839 704.898 426.191 692.978 1099.07 335.169 505.346 635.323 416.677 703.806 244.487 414.315 278.707 338.131 766.616 494.112 163.17 226.857 70.7117 529.808 123.697 401.895 695.905
internal_count=10350532 7063029 3287503 4029361 2818836 2256792 1717899 2285972 1657007 628965 1743389 958339 1315266 175418 3033668 846617 658602 810390 466673 538893 562044 575551 782921 566528 643240 748738 468667 433848 343717 402633 401843 785050 132798 273827 70091 406095 100171 419287 331752
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=327985 15 3 2 17 2 10491970 14173188 384 19968128 448 5 1 832 32509568 4 1 4723212 792 2 7867968 396 4 8
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=26
split_feature=0 1 1 4 0 6 2 4 2 2 3 0 1 5 3 2 3 5 0 1 0 0 1 5 6 3 1 1 1 0 0 7 3 0 2 0 2 3 3
split_gain=667.983 346.408 256.31 71.6049 54.2421 122.9 35.178 39.538 29.4555 28.9336 27.6003 16.4182 15.6942 14.5238 13.4518 12.9473 10.889 10.0259 10.7096 9.58014 9.44221 9.01514 8.94425 8.62459 7.02568 6.83998 6.01184 5.92942 5.59177 5.42608 5.05555 4.27323 3.90188 3.74612 2.99559 2.88159 2.49613 2.40699 2.23802
threshold=0 1 2 3 4 5 1.5000000000000002 6 2.5000000000000004 5.5000000000000009 1.0000000180025095e-35 7 8 9 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 10 11 12 13 14 15 16 17 10.500000000000002 18 19 20 21 22 23 5.5000000000000009 24 4.5000000000000009 25 8.5000000000000018 1.0000000180025095e-35 2.5000000000000004
decision_type=9 1 1 1 9 1 2 1 2 2 2 9 1 1 2 2 2 1 9 1 9 9 1 1 1 2 1 1 1 9 9 1 2 9 2 9 2 2 2
left_child=2 16 29 8 5 6 7 27 10 13 22 31 -7 19 34 25 36 18 -12 37 -17 -18 35 32 -23 30 -15 -4 -11 -1 -16 -10 -14 -19 -5 -3 -2 -6 -13
right_child=1 3 4 14 9 12 -8 -9 11 28 17 38 23 26 15 20 21 33 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.074152593463515756 -0.014761037012820942 0.028115265384736882 -0.042574637839580584 0.0057540347041255546 -0.0097311205431673386 0.047640944707228024 0 0.03437152375058327 0 0.022339912189058661 -0.0097828858266063422 0.035941343294169141 0.01800393426787552 0.0015716807168264476 -0.015378734240282061 0 0.0074166653544211749 -0.0044687370225550685 0.035020048524519655 0.027202576625678272 -0.052292454858403441 -0.027914817972448176 -0.0057267853014311412 0 -0.04789930889129377 0 0.12627316907950906 0.057614940907183027 -0.070698293597987114 -0.020575031337302905 -0.0030289083455948807 0 -0.023879594345662961 -0.0022976462084047448 0.0052099029458054155 -0.00039711152497076186 0.021579576041719069 0.011706416011567036
leaf_weight=19.287360493908636 1066.8837102411781 69.04401778843021 59.804669611854479 434.4998294278048 279.8899996013497 128.07244121452095 283.87538204045268 34.399946408113465 416.20714484335622 20.866856393695343 428.04468698939309 137.24321136123035 323.29073918762151 319.01947773859138 113.50893062417163 50.953261869028211 48.669616200611927 20.495691848453134 182.80251703818794 862.12156847812003 77.872445426764898 300.83957522292621 375.82972269359743 50.046838459209539 17.462514724873472 77.393252374662552 385.94181124461466 255.83366295718588 291.53384623752208 208.79411536848056 304.73777202627389 12.269597285136113 32.940529433079064 80.768665464653168 39.567164101812523 157.56973120459588 13.163189189217517 278.1749379223329 30.848258860351052
leaf_count=27620 2353944 92062 27142 733901 294621 60201 146546 32959 416903 18486 471744 164020 147783 306272 166148 76703 83051 24360 219891 807438 98715 551312 572790 23625 24239 128040 390613 108511 189787 441047 488733 14421 15277 94395 51149 181765 21122 249575 33621
internal_value=0 -0.0269251 0.0297286 -0.00718172 0.036476 0.0547204 0.0841549 0.106879 0.00439029 0.0268685 -0.00383985 0.02232 0.0176222 0.0219733 -0.0272246 -0.015567 -0.0664899 0.00906225 0.0140746 0.0278223 0.00949272 -0.042617 -0.0192714 0.0266215 -0.0475798 -0.0228213 0.00863134 0.117064 0.0552342 -0.0653511 -0.0146163 0.031824 0.0320426 -0.0151151 -0.040145 -0.00105127 -0.073559 0.0146028 -0.00299775
internal_weight=0 4456.67 3833.89 3009.66 3605.81 1168.26 633.914 350.038 1911.12 2437.55 1314.56 596.568 534.351 2125.15 1098.53 624.466 1447.02 712.112 610.847 1420.19 128.826 366.972 602.443 406.278 318.302 495.64 704.961 315.638 312.401 228.081 418.247 428.477 356.231 101.264 474.067 226.614 1080.05 558.065 168.091
internal_count=10350532 7063029 3287503 4029361 2818836 562044 315158 168612 2285972 2256792 1657007 628965 246886 2048519 1743389 958339 3033668 810390 691635 1351634 175418 658602 846617 186685 575551 782921 696885 135653 208273 468667 654881 431324 163060 118755 785050 273827 2375066 544196 197641
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 17 1 2 10487874 68 1 3 6819404 324 14173188 19968128 384 3 1 392 768 516 33 28312704 1 8410240 8400910
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=26
split_feature=1 0 1 0 0 0 3 6 0 2 2 4 1 0 2 3 4 3 1 2 2 1 1 1 1 1 3 2 1 5 6 2 6 2 0 6 1 3 5
split_gain=580.54 379.255 98.6626 55.7009 48.1698 46.7799 34.9757 30.7378 43.2094 54.9876 28.5652 26.2323 25.3719 22.6858 20.3159 14.2832 13.1129 13.0689 12.4664 12.0354 11.5737 10.7226 9.33624 6.81187 6.76601 6.73281 6.39322 5.9915 5.53558 5.29783 4.53961 4.0411 3.60349 4.39821 3.30802 3.28417 2.88085 2.85937 2.60732
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 3.5000000000000004 3.5000000000000004 8 9 10 3.5000000000000004 1.0000000180025095e-35 11 5.5000000000000009 12 1.5000000000000002 4.5000000000000009 13 14 15 16 17 6.5000000000000009 2.5000000000000004 18 19 20 5.5000000000000009 21 7.5000000000000009 22 23 24 26.500000000000004 25
decision_type=1 9 1 9 9 9 2 1 9 2 2 1 1 9 2 2 1 2 1 2 2 1 1 1 1 1 2 2 1 1 1 2 1 2 9 1 1 2 1
left_child=3 4 13 36 7 31 20 8 10 22 24 30 32 35 17 -6 18 25 29 21 -7 -9 -10 -13 -2 -15 -11 -18 -21 -17 -8 -4 33 -5 -16 -3 -1 -20 -23
right_child=1 2 5 12 15 6 11 19 9 26 -12 23 -14 14 34 16 27 -19 37 28 -22 38 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.028326343175170379 0 -0.021913804130905983 -0.062077098578994239 -0.04885726810283527 0.0071779693787780447 -0.038471842450131501 0.0044220621908813169 -0.017721771158495821 0.021893617331452429 0.061411057813388917 0.012658903541273456 -0.0084755515535050348 -0.084606646648471173 0.02196077444397742 0 0.016886955728219129 -0.016749387457682164 -0.027820133845712542 0.042635555707189174 0.0031892647615570954 0.0021702506290229755 0.022192891199252197 -0.0029724967396725661 -0.040364026660674179 0.082536590324183645 0.0011626132213663101 -0.0023157387466777738 0.016902622337158623 0.038912785813342024 -0.011165846397531326 0.032033355760974769 -0.0039900721002721941 -0.0059842418874845715 0 0.040456763022494659 0.0032376678310985668 -0.0058292224868890302 0 -0.0034509692386559829
leaf_weight=52.694589966326021 27.122426140820608 220.81308833259391 372.94487139652483 528.52044715249212 784.72644196928013 676.35180673137074 446.55882403161377 98.292184776393697 249.38349954376463 380.39338501938619 95.863307306019124 228.61531934409868 607.86851229137392 253.35072862682864 17.67336850828724 146.35061984858476 75.628363456227817 71.05982472730102 472.98366146802437 93.566741764836479 59.016254102694802 155.30320236558327 266.83999728842173 134.26155753666535 508.25513096817303 426.21878871542867 4.7992769199190652 75.992194981139619 274.17587980226381 60.107514232455287 51.763174312014598 28.309521808754653 48.646653033589246 8.4850567393586953 221.83115018811077 31.971140856388956 6.7185375824337816 5.271593047422356 21.061930403695442
leaf_count=61563 15866 332410 753281 1023317 828812 1196546 575357 48384 245503 259478 47108 356326 1375399 292017 18924 120934 91173 95831 413792 54762 71279 74137 259009 240811 228723 528177 3623 68769 144160 52112 61190 50981 65836 12599 210110 46749 9471 5539 10474
internal_value=0 0.010556 -0.0144208 -0.0623143 0.0318849 -0.0280259 -0.0191043 0.0418036 0.0498978 0.0321278 0.0706564 -0.00480705 -0.0672235 0.00740573 0.0143637 0.0177097 0.0268589 0.00534536 0.0325255 0.0213032 -0.034861 0.00352146 0.00937999 -0.024462 0.0805376 0.0102657 0.0597845 0 0.0325624 0.00701583 0.00951413 -0.0578947 -0.0444458 -0.0476838 0.0383067 -0.0170625 0.0206549 0.0409399 0.0176721
internal_weight=0 7036.86 3240.74 1252.93 3796.12 1997.82 1596.57 2175.06 1532.66 901.416 631.241 861.199 1193.52 1242.92 990.134 1621.06 836.334 750.629 684.713 642.4 735.368 274.657 516.223 362.877 535.378 679.57 385.193 151.621 367.743 206.458 498.322 401.254 585.652 537.006 239.505 252.784 59.4131 478.255 176.365
internal_count=10350532 7802347 4829989 2548185 2972358 3305771 2501509 1391227 1059310 767613 291697 1233684 2477151 1524218 1145059 1581131 752319 916025 592377 331917 1267825 132995 504512 597137 244589 820194 263101 159942 198922 173046 636547 804262 1101752 1035916 229034 379159 71034 419331 84611
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 2425137 896 33 65809 24580 1 16 2 4 16782348 2 768 96 448 96 512 256 576 9 1 1 5767680 1 6 3
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=25
split_feature=1 0 1 0 0 0 3 1 0 4 0 2 3 2 3 5 4 5 6 3 0 3 6 1 1 2 2 2 2 1 2 6 2 1 7 6 0 2 1
split_gain=503.159 304.299 84.3453 51.372 43.0063 36.2597 30.1249 26.5606 41.9509 22.8227 18.6668 16.857 10.9728 10.3186 10.2305 10.1718 10.1263 10.6764 8.09322 6.95786 6.50521 6.37559 6.34891 6.1785 5.23143 5.1629 4.80939 4.56232 4.32872 4.02787 3.60769 2.9212 2.83055 2.65644 2.05613 2.00049 1.98357 7.06725 6.70249
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 9 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 5.5000000000000009 10 11 12 13 1.5000000000000002 14 7.5000000000000009 15 16 17 2.5000000000000004 7.5000000000000009 2.5000000000000004 1.0000000180025095e-35 18 5.5000000000000009 19 1.5000000000000002 20 21 22 23 3.5000000000000004 24
decision_type=1 9 1 9 9 9 2 1 9 1 9 2 2 2 2 1 1 1 1 2 9 2 1 1 1 2 2 2 2 1 2 1 2 1 1 1 9 2 1
left_child=3 5 10 33 30 15 13 8 22 27 31 14 36 35 19 -2 17 -14 26 -12 34 24 -5 -11 -17 -18 -10 -8 -23 -19 -4 -3 -30 -1 -13 -6 37 38 -7
right_child=1 2 4 7 6 12 9 -9 18 23 11 20 16 -15 -16 21 25 29 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 32 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.026264903436187054 -0.0049177240964333006 -0.020394156422343823 -0.059836254794737725 0.039118684492248111 -0.037943558870059117 0 0.0019622079795903811 -0.083332479296544817 -0.057395774153507384 -0.0078133005230442455 0 0.035447720714981694 0.036919412106305886 0.0020233023951002852 -0.028234438257910208 0.0061344626593356063 -0.015747088068412792 -0.0090299441354644017 0 0.022319563984249991 0 0.030184682060769637 -0.007708074840586979 -0.03848779198576819 0.039836436468925936 0.01549163145664742 0 0.023911775805540658 -0.021520705097044169 0.014585043718934057 -0.0038040831318554543 0.0030652442151866068 0.0070535329786142039 -0.0057504367955837077 0 -0.004695302428296735 -0.00090133451987544548 -0.01004836517186463 0.023650233170557367
leaf_weight=54.205716902099084 44.064686297788285 216.03320764208911 350.51914819024387 46.124731688061729 601.13956704802695 199.03373826481402 383.57599789716187 558.59480617797817 457.67755788497743 226.688400536892 387.15081430110149 318.96092689799843 467.16395492042648 59.144247528136475 63.294161278172396 99.30648957635276 74.37426472682273 61.054620281676762 29.644070865004323 170.98430487007136 58.839445832592901 14.527458950527942 18.713045224780217 128.95601647591684 2038.1582380507025 77.284381672303425 8.0342201524181274 118.40376166719943 33.652327572286595 178.86564907166758 28.196924998192117 32.074674349802081 31.59260169416666 6.679543105128686 4.2054134990321463 49.714572869823314 203.02598359287367 109.89691121404758 278.41131752624642
leaf_count=61563 31632 332410 753281 32051 1106395 204308 502668 1375399 991561 356326 480386 314108 382047 71279 89077 69927 91173 53591 56624 193315 63710 7488 9212 240811 1234778 68769 12304 133879 29482 156739 50981 46749 17920 9471 4463 90151 271514 78436 274554
internal_value=0 0.00944552 -0.0132871 -0.0600446 -0.0261578 0.0280582 -0.0176459 -0.0651031 -0.0420837 -0.00442343 0.00668677 0.0129032 0.0157509 -0.0326239 0.00200223 0.0364734 0.0236539 0.0284959 -0.0520416 0.00720654 0.0287843 0.0375014 0.0219617 -0.0230431 0.0387277 0 -0.0560702 0.00875996 0.0037227 0.00707218 -0.055623 -0.0157141 -0.0066712 0.0188915 0.0334528 -0.0361633 0.00643953 0.00924828 0.0147948
internal_weight=0 7108.29 3197.88 1179.67 1946.34 3910.41 1567.62 1118.79 560.194 857.624 1251.54 1003.44 1649.11 709.998 621.429 2261.3 858.743 707.084 495.356 558.135 382.006 2217.24 64.8378 355.644 2137.46 151.659 465.712 501.98 79.7724 239.92 378.716 248.108 65.2449 60.8853 323.166 650.854 790.368 587.342 477.445
internal_count=10350532 7802347 4829989 2548185 3305771 2972358 2501509 2477151 1101752 1233684 1524218 1145059 1581131 1267825 762778 1391227 752319 592377 1060489 673701 382281 1359595 41263 597137 1304705 159942 1003865 636547 54890 210330 804262 379159 47402 71034 318571 1196546 828812 557298 478862
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 2425137 896 33 24580 65809 4 262160 2 16782348 8 2 1 1 8398914 1 96 512 768 1 6 1 1 32 192
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=24
split_feature=1 0 1 0 4 1 0 0 6 0 2 2 0 2 0 0 2 1 2 4 0 2 1 2 1 6 1 3 2 3 3 6 3 5 3 2 6 1 3
split_gain=433.708 244.383 73.3758 46.5898 33.8108 27.5268 37.7963 26.655 21.9056 31.1338 39.8512 19.4919 15.1001 12.1026 12.106 11.3096 10.7468 10.3604 9.7467 9.47289 8.83593 8.65225 8.60757 8.40738 8.32654 7.53257 7.05487 6.95773 5.97384 5.82546 5.77217 5.65706 4.91037 7.97183 4.79239 4.59815 4.47445 4.42222 4.18631
threshold=0 1 2 3 4 5 6 7 8 9 3.5000000000000004 1.5000000000000002 10 2.5000000000000004 11 12 5.5000000000000009 13 1.5000000000000002 14 15 2.5000000000000004 16 2.5000000000000004 17 18 19 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 20 1.0000000180025095e-35 21 6.5000000000000009 7.5000000000000009 22 23 1.5000000000000002
decision_type=1 9 1 9 1 1 9 9 1 9 2 2 9 2 9 9 2 1 2 1 9 2 1 2 1 1 1 2 2 2 2 1 2 1 2 2 1 1 2
left_child=3 7 12 -1 13 6 31 8 9 11 26 -2 30 22 -15 21 36 20 24 32 -9 -6 -4 -21 -10 35 -11 -24 -22 -17 -3 -5 -19 -34 -12 -8 -14 -23 -38
right_child=1 2 4 5 15 -7 25 17 18 10 34 -13 16 14 -16 29 -18 19 -20 23 28 37 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 38 -39 -40
leaf_value=0.01667938346209762 0.07066156888673096 -0.015777948809467455 0.015996890079000885 0.036252189820811791 -0.012691700930741942 -0.081960961308011351 -0.055108259478398841 0.041104508779617077 -0.018609010889324401 0.015575071511960062 0.047360770795201457 0.029634111246981027 -0.048106877535272215 0.03697350553272117 0.0041216711709916413 -0.040131788232637404 0.00075299015824736013 0.0050405730432214989 0.024640465718579353 -0.025544034437749288 -0.010838454457223416 0.032774371175944277 -0.01253018014263336 0.0088440363982711916 0.012406482726153939 0 -0.0054953497868474969 0.0065807336285196305 0.032476978689436699 -0.013464335594402618 0.018540160327404479 -0.0074458815898112212 0.026317183051597495 3.4830782010035832e-05 -0.0027266769485683917 0 -0.021996162252445006 -0.00043124150315532032 0.017731887835537408
leaf_weight=62.795327274594456 398.85146352217998 115.96370162907988 208.11665604799055 47.720640382642159 265.30845927796327 513.27955488709267 432.8816615238029 205.03467570815701 99.790176353126299 265.17548938700929 419.4364196669776 301.91316677303985 634.20645357153262 178.87045122683048 320.80295506975381 227.02485316619277 38.458676251815632 543.51660420169355 392.93629009253345 106.87689068267355 78.733173331944272 40.563263234507758 479.47057695133844 107.69148773432244 186.45865524379769 29.448978278174764 275.01275591982994 257.82395718590124 14.527194127236724 257.56101672974182 39.994976136891637 18.575704130867962 423.46569126134273 194.68174234620528 4.9460109204519531 7.9265422393800682 30.234115959057817 54.367086807091255 13.310441823792642
leaf_count=20920 150680 27545 60080 18704 52541 171730 131563 136731 42249 132909 250558 134156 170438 121039 146720 53268 9126 181698 182625 16654 17091 9261 82700 42923 80077 7754 143597 41914 4054 55954 7897 7742 299878 128300 3213 1853 8053 9943 2805
internal_value=0 0.00833648 -0.0123169 -0.0577162 -0.0025649 -0.0628903 -0.0397059 0.0246211 0.0316966 0.038135 0.0238036 0.0545913 -0.0363569 0.00654806 0.0186521 -0.018215 -0.0425256 0.0140314 0.0149884 0.00947408 0.030564 -0.00286892 0 -0.00809033 0 -0.0496778 0.00477391 -0.00539006 0 -0.0276155 -0.00359918 0.0202815 0.0131716 0.0192939 0.0459753 -0.0537413 -0.045934 0.018408 -0.00349371
internal_weight=0 7181.13 3162.08 1112.63 2289.91 1049.83 536.554 4019.05 2344.52 1665.34 964.571 700.765 872.168 1445.08 499.673 844.825 716.21 1674.53 679.185 1376.23 298.295 360.239 945.411 214.568 286.249 470.257 540.188 737.295 93.2604 484.586 155.959 66.2963 1161.66 618.147 424.382 440.808 677.751 94.9304 43.5446
internal_count=3166943 2806677 859284 360266 633420 339346 167616 1947393 1120064 815113 530277 284836 225864 452453 267759 180967 190422 827329 304951 669453 157876 71745 184694 59577 122326 141170 276506 124614 21145 109222 35442 26446 609876 428178 253771 133416 181296 19204 10858
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=7 2425137 24 33 2 4 262160 65809 1 16 30934528 8390720 25171978 24 2 32 256 96 1 448 1 9 1 384
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=28
split_feature=1 0 1 0 0 1 0 2 4 4 3 5 3 0 4 5 0 2 6 1 1 2 1 3 6 2 0 2 1 2 0 0 2 6 1 1 0 2 1
split_gain=375.123 196.989 63.4944 44.1726 29.6863 27.8481 33.6732 27.7615 21.7079 11.3366 11.625 11.3475 11.279 11.5927 13.6834 8.00031 7.33994 6.6333 6.47899 6.27561 5.35275 5.29741 5.20851 5.91754 4.95436 4.28694 4.25996 3.8978 3.88291 3.66795 20.0978 3.29641 2.68211 2.67897 2.46518 2.33188 2.28189 4.19423 2.88887
threshold=0 1 2 3 4 5 6 4.5000000000000009 7 8 1.0000000180025095e-35 9 1.0000000180025095e-35 10 11 12 13 2.5000000000000004 14 15 16 7.5000000000000009 17 1.5000000000000002 18 7.5000000000000009 19 3.5000000000000004 20 2.5000000000000004 21 22 2.5000000000000004 23 24 25 26 3.5000000000000004 27
decision_type=1 9 1 9 9 1 9 2 1 1 2 1 2 9 1 1 9 2 1 1 1 2 1 2 1 2 9 2 1 2 9 9 2 1 1 1 9 2 1
left_child=3 4 12 35 15 6 24 8 22 10 36 -12 21 27 -15 -2 -9 28 25 -10 -17 -3 26 -24 -5 -8 -4 33 -11 30 -22 -21 -16 -14 -13 -1 37 -6 -38
right_child=1 2 7 5 9 -7 18 16 19 17 11 34 13 14 32 20 -18 -19 -20 31 29 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.023559658457675804 -0.0064096071609877183 -0.052281437789537602 0.014981374218449906 0.033063941639494825 0.012323715383944889 -0.080495716184677199 -0.052820393607833888 -0.0081862899508682602 0 0.0069183806736459871 0.029930760470567214 0.013511307092160009 -0.049185093562719072 0.017926375148901285 -0.037040853601854433 0.03732428559985667 0.031025744501852366 0.011268080898476696 0 -0.033636092382603955 0.027337938248336271 0.0022266182634077393 -0.010897876293574858 0.0071443016013879078 -0.0072405951684066079 0 -0.0099575359510116635 0 -0.017712948297376765 0.030118497251197026 -0.0030697545100848403 -0.0096663390608394129 0 0 -0.0020435754857288332 -0.005520300558105525 0.0043811441481154184 -0.0067451190344211794 -0.015626661681356721
leaf_weight=56.264782599871978 45.40018275892362 382.4791547752684 284.15047566016437 49.576910077477805 493.92650097655132 471.86677151211188 410.47986876644427 32.947216345113702 102.7091371344286 45.081971125735436 602.05250730126863 124.61889624191099 125.34404641742003 114.93888142189826 55.726459660450928 817.27147781132953 217.01587504561758 154.98274116060929 29.966108110005734 334.93937608128181 587.01854734431254 5.2122310588019891 477.98292850569123 237.65378193435026 18.468857187079266 7.9547535824822253 44.367602231446654 33.669484901503893 219.87170084513491 663.00762143585598 303.20079711056314 190.12612041208195 30.749270495638484 6.8211540557094841 184.36935217113933 6.5658666747040106 139.99693766090786 104.95424020854989 71.357649903802667
leaf_count=19601 22421 112377 117967 19793 179155 171354 124548 5710 20185 9032 360499 67106 33694 23816 14517 371104 120270 55776 7896 80731 229965 1011 111578 58909 7753 1849 7474 8750 38950 331895 128698 39209 7368 1527 105927 1151 29079 67601 16828
internal_value=0 0.00754486 -0.0137942 -0.0553298 0.0201556 -0.060666 -0.0375248 -0.00369245 -0.00859092 0.010979 0.0146052 0.0222975 -0.0376537 -0.0212608 -0.00146555 0.0278553 0.0252781 -0.00295612 -0.0474216 -0.0228247 0.0287315 -0.0507231 8.60122e-05 -0.00439859 0.0183273 -0.0514286 0.010084 -0.0378558 -0.0125934 0.0231983 0.0171566 -0.0267862 -0.0279203 -0.046392 0.00419986 0.0166381 0.00511152 0.00821192 -0.00259218
internal_weight=0 7233.94 2676.83 1051.14 4557.11 988.313 516.446 1921.89 1671.93 2141.21 1721.28 911.041 754.941 367.249 201.415 2415.9 249.963 419.936 448.401 627.775 2370.5 387.691 1044.15 715.637 68.0458 418.435 328.518 165.835 264.954 1553.23 890.219 525.065 86.4757 132.165 308.988 62.8306 810.235 598.881 211.355
internal_count=3133074 2779129 765093 353945 2014036 333193 161839 562033 436053 929953 826195 533532 203060 89672 45701 1084083 125980 103758 134293 140125 1061662 113388 295928 170487 27546 126397 125441 43971 47982 690558 358663 119940 21885 35221 173033 20752 292663 246756 45907
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 33 65809 4 262160 2 2 1 20614 2 8 5248004 1 768 144 768 1 4204742 24 65552 8262 1 104 6 8650784 464
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=21
split_feature=1 0 1 1 0 0 0 3 3 0 3 2 4 2 5 0 3 6 5 4 4 2 1 2 4 2 2 2 3 0 2 3 2 2 0 1 1 3 2
split_gain=323.317 159.349 56.1378 41.8856 52.8176 28.3651 22.6771 20.888 20.9215 12.6978 9.72989 9.59093 8.21423 7.80811 7.8077 7.31441 7.0512 6.96592 6.48831 5.87125 5.19558 4.87735 4.52474 5.23855 8.79551 3.46512 3.37764 3.28539 2.99881 2.60545 2.59126 2.57953 2.56895 2.55936 2.45565 5.93631 5.37751 2.41155 2.37123
threshold=0 1 2 3 4 5 6 1.5000000000000002 9.5000000000000018 7 1.0000000180025095e-35 4.5000000000000009 8 3.5000000000000004 9 10 1.0000000180025095e-35 11 12 13 14 2.5000000000000004 15 6.5000000000000009 16 7.5000000000000009 6.5000000000000009 1.0000000180025095e-35 5.5000000000000009 17 10.500000000000002 3.5000000000000004 2.5000000000000004 2.5000000000000004 18 19 20 1.0000000180025095e-35 5.5000000000000009
decision_type=1 9 1 1 9 9 9 2 2 9 2 2 1 2 1 9 2 1 1 1 1 2 1 2 1 2 2 2 2 9 2 2 2 2 9 1 1 2 2
left_child=3 6 9 4 16 38 18 11 19 13 30 37 14 20 -12 -5 -1 25 -2 -9 -3 -14 28 24 -24 31 29 -10 -20 -11 34 -6 -18 -31 36 -36 -8 -7 -4
right_child=1 2 5 15 17 7 10 8 27 26 12 -13 21 -15 -16 -17 32 -19 22 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 33 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 -0.0059995432226291699 0.013522124926061347 -0.052500262461552906 0 -0.053952499498107188 -0.033816799967781516 0.013439253919787609 0.022919407192464419 0 -0.01732864305513333 0.02629104025056659 0.0034305975064095164 -0.010591681884671657 0.035255817790726861 0.0044711465348018682 -0.079842895191515148 0.05357849983146841 0 0.031789035261930422 -0.001353352128659811 -0.0082066692528503914 0.014870789298128748 0.020146017083353389 0.041909279249081305 0 0 0.017596000242224279 -0.040927293161803657 0.0032241036433325546 -0.0102534053917412 0.027133150869668516 -0.0098664211281957945 0 0.0059356303571597166 0.0058246668150298397 -0.018591099916045642 -0.003294346757647114 -0.014296966688121533 -0.0032536313947008275
leaf_weight=67.93898351455573 45.028724055388011 316.78916249063332 331.80050201446284 27.028621487348573 341.04316149992519 489.39265379903372 304.38352924771607 209.03200684709009 11.907669260108376 176.38539539137855 620.51820457942085 79.181606473837746 154.42109467412229 122.19473923998885 308.08120811369736 430.61272885516519 37.673177142161876 29.654213338711997 1218.3899446928408 128.06247869436629 119.16800918540685 96.998522752342978 814.95265668083448 83.333416468580253 252.60323627508478 8.6562707404373196 19.302664876333438 74.875637940480374 69.640380037715659 157.06403433275409 10.103923365299122 47.638674302521395 6.8112730246502897 158.62891992158256 157.37329326602048 149.05695966733037 364.94540025107563 223.02121638407698 27.866205433441792
leaf_count=21256 20468 106993 100136 5903 110574 125267 89437 45645 2031 36046 374849 18346 27386 76867 171270 169477 19823 7707 551804 28269 24598 37563 338725 42009 111401 2165 13084 16894 30339 27428 4994 13712 3180 98179 34667 34171 112527 47801 6434
internal_value=0 0.00665216 -0.012761 -0.0529969 -0.0291347 -0.0245857 0.0177723 -0.0158717 0.00127921 0.00464191 0.00973511 -0.0253252 0.0158322 0.0147636 0.0200522 -0.0759175 0.0245186 -0.0447937 0.0243962 0.0135239 0.0067928 0 0.0251662 0.0182876 0.0152419 -0.049027 -0.00613106 -0.0349704 0.0303505 -0.00871148 0.00198573 -0.0503598 0.0475736 -0.00140124 0.000625482 -0.00596121 0.00422121 -0.0289348 -0.0487479
internal_weight=0 7294.5 2644.67 997.057 539.416 1575.14 4649.83 1215.47 423.878 1069.53 2165.88 791.595 1180.02 558.152 928.599 457.641 112.423 426.992 2483.95 337.094 435.957 251.42 2438.92 1150.89 1067.56 397.338 511.381 86.7833 1288.03 492.078 985.863 388.682 44.4845 315.693 975.759 306.43 669.329 712.414 359.667
internal_count=3109425 2755628 774018 353797 178417 390823 1981610 284253 92839 383195 886864 191414 611068 208458 546119 175380 44259 134158 1094746 73914 131591 64949 1074278 492135 450126 126451 174737 18925 582143 161653 275796 124286 23003 125607 270802 68838 201964 173068 106570
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=7 10814257 896 4 262192 548868 65809 5777600 2 1 17834017 1 8 2 2 400 2 12 262176 448 808
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=27
split_feature=1 0 1 1 0 4 0 6 0 2 4 2 3 4 0 6 3 2 4 3 2 2 1 1 0 7 3 2 0 5 0 1 1 6 1 0 3 5 2
split_gain=283.223 131.794 50.3064 41.0661 47.3668 19.9185 16.5824 17.5996 20.6014 25.173 19.7248 20.1535 9.91785 10.8801 11.8901 8.61384 8.27736 8.19101 7.58183 8.20926 7.50958 7.04381 6.56989 6.30647 6.21297 6.19106 6.06654 6.01165 5.78354 5.40622 6.01097 5.31762 4.99221 4.64565 4.31712 4.24816 4.2256 4.14861 3.76508
threshold=0 1 2 3 4 5 6 7 8 3.5000000000000004 9 2.5000000000000004 1.5000000000000002 10 11 12 1.0000000180025095e-35 5.5000000000000009 13 3.5000000000000004 3.5000000000000004 1.5000000000000002 14 15 16 17 1.0000000180025095e-35 2.5000000000000004 18 19 20 21 22 23 24 25 3.5000000000000004 26 7.5000000000000009
decision_type=1 9 1 1 9 1 9 1 9 2 1 2 2 1 9 1 2 2 1 2 2 2 1 1 9 1 2 2 9 1 9 1 1 1 1 9 2 1 2
left_child=3 6 12 4 26 15 7 8 10 32 11 -2 17 14 -14 27 -7 -3 19 25 36 23 -23 -9 -5 -8 -1 34 -22 30 -21 -20 -10 38 -4 -29 -18 -11 -6
right_child=1 2 5 24 33 16 18 21 9 37 -12 -13 13 -15 -16 -17 20 -19 31 29 28 22 -24 -25 -26 -27 -28 35 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.055013553135689675 -0.045274559159045193 0.0063835126456856716 0 -0.048607346599295935 -0.02941488407179851 0.010316725535893363 -0.020007748334657276 0.010164612488533085 0.035396818381019733 -0.0037141656613040846 0.011980611905347077 -0.019493541494900471 -0.035765457365673214 0.027131526686027904 0.024250340902068065 -0.0018877430629828222 8.0855873358463739e-05 0.0086429295920937062 0.045210498274916452 -0.0083236705595887625 0.027926811547879224 0.0018541015386480905 0.0062710428687292544 -0.078374315852413223 -0.015836244179450544 0.041041676572576125 0.022109921066915901 0.027991502119820866 0 0 -0.011918264089954896 -0.0073646602140512996 0 -0.0096082388699401406 0.00036946707437804068 -0.027053017377360423 0 0
leaf_weight=72.028005221072817 519.82278231717646 463.01030650702887 193.89159359206678 27.833808332245098 364.71034627882182 268.72829032002483 1479.5483550317877 102.21980402636109 280.1314283349202 414.38466721493751 75.831680556177162 184.77000337769277 64.294868474680698 80.470832571358187 71.652895755018108 159.00570458028233 190.0411563666712 28.934298513602698 184.44132490389165 129.97587988496525 39.602670185500756 185.56150963925757 240.24850467673969 199.46886957489187 398.7465383221861 61.410558575618779 51.471333657216746 140.02478607551893 59.964990510197822 53.114739669312257 37.485827986034565 232.24309105033171 281.35238765185932 28.397093783161836 488.38432921323692 252.65297337021912 112.48254248368903 56.188679818587843 7.9691676442744201
leaf_count=22816 162831 144850 48634 6089 122177 67125 635955 41672 148744 224902 56520 70322 15992 21145 13680 57695 40983 6655 45857 76051 8608 80791 104289 80980 169998 24793 24738 91558 15557 27784 13435 56542 106967 7366 82587 121763 25602 31213 1872
internal_value=0 0.00611511 -0.0117235 -0.0508175 -0.0272708 -0.00284522 0.0160735 0.0216842 0.0270667 0.0159899 0.0395255 0.0450873 -0.0337682 -0.011991 0.00419552 0.00450024 -0.0164399 -0.0421808 0.00912259 0.0120236 -0.00563395 0.00762383 0.015618 -0.00314686 -0.0743102 0.00880099 0.020968 0.000728236 0.014167 0.0295907 0.0363066 -0.00224954 0.000993029 -0.0433591 -0.00461028 0.0103825 -0.0137433 0.0324723 -0.0471425
internal_weight=0 7331.34 2613.14 951.156 524.576 1904.78 4718.2 2539.98 1812.48 1032.06 780.424 704.593 708.363 216.419 135.948 1233.96 670.82 491.945 2178.22 1761.54 402.091 727.499 425.81 301.689 426.58 1540.96 123.499 1074.95 99.5677 220.576 167.462 416.684 561.484 401.077 682.276 392.678 302.524 470.573 372.68
internal_count=3107138 2752082 762434 355056 178969 560112 1989648 1109231 801499 511826 289673 233153 202322 50817 29672 402237 157875 151505 880417 778018 90750 307732 185080 122652 176087 660748 47554 344542 24165 117270 89486 102399 255711 131415 131221 213321 66585 256115 124049
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=7 10814257 24 4 17039537 2 65809 1 16 2 2 24706 1 2 312 96 17834017 1 5768196 5 2097696 664 448 1 768 2112 3
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=22
split_feature=1 0 0 1 0 2 4 0 3 1 3 1 3 1 0 4 3 1 2 5 0 1 2 5 6 2 0 2 2 1 1 3 2 3 0 2 3 2 2
split_gain=241.607 107.435 44.862 39.8662 43.9275 29.0203 20.5933 12.9178 11.3651 10.801 10.1746 8.49689 8.3235 7.53623 6.7177 6.5884 6.06548 6.21402 4.92445 4.84589 4.68637 3.87814 3.41674 3.25289 3.06096 3.0401 12.163 3.0033 2.95003 2.92272 2.61444 2.22547 2.15019 5.88227 2.04544 1.82683 1.55809 1.53252 1.379
threshold=0 1 2 3 4 4.5000000000000009 5 6 1.5000000000000002 7 1.0000000180025095e-35 8 9.5000000000000018 9 10 11 1.0000000180025095e-35 12 2.5000000000000004 13 14 15 8.5000000000000018 16 17 2.5000000000000004 18 3.5000000000000004 1.0000000180025095e-35 19 20 7.5000000000000009 1.0000000180025095e-35 5.5000000000000009 21 1.5000000000000002 8.5000000000000018 28.500000000000004 10.500000000000002
decision_type=1 9 9 1 9 2 1 9 2 1 2 1 2 1 9 1 2 1 2 1 9 1 2 1 1 2 9 2 2 1 1 2 2 2 9 2 2 2 2
left_child=3 7 13 4 10 6 8 19 11 20 35 -4 -10 -3 -5 16 -9 23 29 -2 -8 32 24 -18 31 26 -23 -12 -19 -17 -7 -6 -21 -34 -32 -1 -36 -16 -15
right_child=1 2 5 14 22 30 9 15 12 -11 27 -13 -14 38 37 18 17 28 -20 21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 34 -33 33 -35 36 -37 -38 -39 -40
leaf_value=-0.012698092617613586 -0.0060834193071919399 0 0.0093988219483850596 0 -0.05053753498227477 0 0.0029822435041546632 0.0037889611656643425 0.016264512650434392 -0.037275671442402909 0.044357216975237701 -0.013420160697653914 -0.017995843278286235 -0.045281607263568453 -0.078877944354885321 0.0054434264829348773 0.02810242125364917 0.016285129571318273 0.0095029731010183808 0.038561645431914281 -0.018322446050698559 0.018244869500484422 0 0 0 0.021197790703627758 -0.0046766684906390226 0 2.7199974943541394e-07 -0.015595525217991534 0 0 0.023361268222740483 -0.0070449063322380037 0.033269126278483128 0.0091118677785311363 0 0 0
leaf_weight=69.532301102095516 45.102537511149421 51.630002120742574 166.43040838470915 26.894439696829068 305.36590709851589 48.921582716633566 157.99465543715633 820.91545030556154 390.26857143983943 281.83382313710172 59.988658605812816 676.70400175635586 51.652842783252709 379.06734911634703 367.21250447430066 46.271010127791669 386.60949767334387 171.89512886304874 157.95815189994755 218.55420537060127 160.68585758560221 634.99213688541204 4.2039488261216311 68.320893452531891 25.9033793588751 713.84684455883689 308.9730795781943 7.1210041315935078 333.53842111176345 213.36311689927243 15.584989686933113 15.630719559383577 631.93168039736338 40.914022888871841 201.68329467251897 21.299362984515028 3.7691836101002982 0.044523296732221662 0.60672881675418366
leaf_count=21729 19025 10505 54871 5888 106942 14454 32146 234348 117759 78203 26329 170211 8805 117523 169266 9222 201669 109320 53524 92027 38966 229990 939 33376 6688 340548 128097 2923 202037 38912 2574 4775 283432 17151 112598 8406 1746 15 107
internal_value=0 0.00541454 -0.0108388 -0.0483141 -0.0252124 -0.00447344 -0.00908095 0.0142655 -0.00152999 -0.023922 0.0150657 -0.00845011 0.0107349 -0.0389349 -0.0723871 0.00811382 0.0107997 0.0161933 -0.00244767 0.0191632 -0.007769 0.0198128 -0.0437861 0.0245475 -0.0461771 0.0155795 0.0106607 0.0389103 0.00657823 -0.0109853 0.0242487 -0.0487535 0.0263567 0.0208637 0.0278537 -0.0041085 0.0306804 -0.0766979 -0.0438053
internal_weight=0 7380.02 2586.83 903.197 509.045 2155.53 1885.57 4793.19 1285.06 600.514 157.941 843.134 441.921 431.304 394.151 2198.87 1781.28 960.364 417.592 2594.31 318.681 2549.21 351.104 454.93 346.9 1657.81 943.965 67.1097 505.434 259.634 269.959 320.997 891.4 672.846 221.037 90.8317 205.452 367.257 379.674
internal_count=3107046 2753146 760468 353900 178731 632333 500961 1992678 351646 149315 59387 225082 126564 128135 175169 882408 780750 546402 101658 1110270 71112 1091245 119344 235045 118405 698635 358087 29252 311357 48134 131372 111717 392610 300583 116918 30135 114344 169281 117630
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=7 10814257 24580 4 19660981 2 65809 960 256 768 17834017 2 120 8 1055880 144 3 1 65552 24 64 1577984
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=18
split_feature=1 0 0 1 2 1 3 4 3 1 0 3 3 2 0 0 0 6 2 1 2 2 1 3 3 2 2 2 2 5 5 3 2 2 3 2 6 2 0
split_gain=207.318 143.228 54.7263 32.1909 27.6357 17.2584 14.5709 11.8981 18.555 10.4955 27.0192 9.44294 9.06667 7.68749 7.54812 6.76943 6.71862 12.7916 7.9912 6.67049 5.50564 4.33193 3.95844 3.87545 3.1663 3.11567 2.81435 2.66858 2.42772 2.40848 2.4053 2.22587 2.14808 1.49497 1.24873 1.22602 1.29917 1.16898 0.916358
threshold=0 1 2 3 3.5000000000000004 4 9.5000000000000018 5 1.5000000000000002 6 7 1.0000000180025095e-35 2.5000000000000004 6.5000000000000009 8 9 10 11 2.5000000000000004 12 2.5000000000000004 3.5000000000000004 13 1.0000000180025095e-35 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 14 15 1.5000000000000002 8.5000000000000018 28.500000000000004 7.5000000000000009 1.0000000180025095e-35 16 3.5000000000000004 17
decision_type=1 9 9 1 2 1 2 1 2 1 9 2 2 2 9 9 9 1 2 1 2 2 1 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 9
left_child=14 5 9 6 7 23 12 8 -5 10 20 26 13 -4 -1 -14 19 22 -19 29 28 -13 -18 27 -7 -6 -12 -2 -3 -11 -22 38 -21 -16 -27 -8 -37 -33 -25
right_child=1 2 3 4 25 24 35 -9 -10 16 11 21 15 -15 33 -17 17 18 -20 32 30 -23 -24 31 -26 34 -28 -29 -30 -31 -32 37 -34 -35 -36 36 -38 -39 -40
leaf_value=0 -0.026797248750912391 0.00027334611958293329 0.0012018393762879111 -0.024936244695134294 0.0028802689517780687 -0.050664942622732634 0 -0.038269300583238276 0.0084449495188618235 -0.0032379261711676234 0.0089410320315049165 0.063240803888981248 -0.0038216847072156043 0.032137315556713487 -0.077298161151542699 0.028189664001399176 0.025409511087400471 -0.0055326856948184813 0.014907082028184783 -0.0014904737126913183 0.018354133266239251 0.0014069073678814237 0.012760349809197933 0.018255548833246846 -0.0017577435095451875 0.03608953664697527 0.03464408525934317 0.0022424765603010948 -0.019428729482665677 0.018683516390376926 -0.0058902523794896284 -0.016238846517036897 0.018809766180101047 0 0 -0.035844195616663195 0 0.001072071353153439 0
leaf_weight=25.590780934813665 113.3530257937673 71.642287116730586 1252.4424026065099 429.31958193980972 106.00578460493125 480.41258979716804 7.1805782277369863 322.90806596109178 225.26669288051198 27.142599407932721 166.09278527693823 170.0832517092349 60.792609683936462 58.488703698618338 339.63545408268692 260.12896968389396 812.55969170475146 407.18008952116361 298.35409619280836 798.33042593370192 127.95134469337063 24.186064749606885 853.25321304798126 25.944046478718519 29.023673727497226 53.732056304317666 110.919588504883 12.04858345154207 89.0278196092695 305.12892773229396 16.290203793090768 49.950403849361464 25.512343043228611 0.050949564290930449 2.3792348598944946 65.010788326559123 4.9629132021218529 15.501825213170376 39.931238033197587
leaf_count=5598 27212 30687 396696 118946 29081 168105 1259 92869 47563 11059 82645 81282 23853 32814 169404 95274 350595 160286 129543 344928 65334 11968 347707 5016 8301 12882 47329 2231 31680 121327 7625 10205 14324 17 674 13982 1233 3135 8733
internal_value=0 0.00289859 0.00739966 -0.00325022 -0.016046 -0.0370297 0.00528269 -0.0226339 -0.0131437 0.014483 0.0253999 0.0396356 0.00767843 0.0034939 -0.070416 0.0221569 0.0117388 0.014862 0.00295842 0.0047992 0.000482042 0.0580983 0.0196728 -0.0110819 -0.0478013 0.0186107 0.0225897 -0.0221824 -0.0104095 0.0159314 0.0140669 0 0 -0.075002 0.0334881 -0.030059 -0.0330314 -0.00994761 0.0115605
internal_weight=0 7918.44 7152.27 2848.62 1139.61 766.165 1709.01 977.494 654.586 4303.65 776.193 471.282 1631.85 1310.93 365.277 320.922 3527.46 2371.35 705.534 1156.11 304.912 194.269 1665.81 256.729 509.436 162.117 277.012 125.402 160.67 332.272 144.242 131.328 823.843 339.686 56.1113 77.1543 69.9737 65.4522 65.8753
internal_count=3113402 2938383 2705445 867126 302015 232938 565111 259378 166509 1838319 358550 223224 548637 429510 175019 119127 1479769 988131 289829 491638 135326 93250 698302 56532 176406 42637 129974 29443 62367 132386 72959 27089 359252 169421 13556 16474 15215 13340 13749
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=3 28684 327985 960 928 2 24 262400 17834017 1572866 65568 1 548 192 4 3 1 8200
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=20
split_feature=1 0 0 1 2 3 1 6 1 0 3 3 2 2 3 0 1 0 6 2 1 2 4 6 0 2 1 0 2 5 2 2 5 3 3 3 3 3 3
split_gain=184.506 122.9 44.6394 28.2431 24.524 14.2607 13.636 11.7848 8.48653 22.4902 7.82901 7.6305 9.1517 6.17158 5.41928 6.82464 6.61864 5.18497 10.1086 6.55757 5.09134 4.7813 4.1312 3.76189 3.49998 3.20981 2.8121 2.77577 2.43431 2.33746 2.11307 1.93317 1.92884 1.71453 1.69678 1.87802 1.16264 1.12218 0.883813
threshold=0 1 2 3 3.5000000000000004 13.500000000000002 4 5 6 7 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 4.5000000000000009 2.5000000000000004 8 9 10 11 2.5000000000000004 12 2.5000000000000004 13 14 15 1.0000000180025095e-35 16 17 1.0000000180025095e-35 18 8.5000000000000018 4.5000000000000009 19 10.500000000000002 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 86.500000000000014 7.5000000000000009
decision_type=1 9 9 1 2 2 1 1 1 9 2 2 2 2 2 9 1 9 1 2 1 2 1 1 9 2 1 9 2 1 2 2 1 2 2 2 2 2 2
left_child=13 6 8 5 7 14 23 10 9 21 -5 25 -13 -1 16 -16 -4 18 26 -20 32 28 -9 31 38 -11 -10 -15 -3 -23 -22 34 -19 -8 -2 -36 -26 -7 -6
right_child=1 2 3 4 24 37 33 22 17 11 -12 12 -14 27 15 -17 -18 20 19 -21 30 29 -24 -25 36 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.07386779543757066 -0.028863711841058178 0.00052791811855481131 0.0089049860126494164 -0.035096493104388525 0.030538011939760808 -0.039319612842484197 -0.047540884673352095 0.024448875614028923 0.0031699130402340842 0.011552447766862785 -0.013581704270310344 0.068756805241903959 0 0.014044498563650407 -0.0056034453861303389 0.023855371025528978 -0.0051070656188508872 -0.0025909675398955237 -0.0050324775477808403 0.013472199545568274 -0.0012855205876225225 0.017036785728296613 -0.0098684087153984024 0.010367269100264996 -0.0078850396035436681 0.035637049995295871 0.019088894806348941 -0.018172247110372134 -0.019227591028384932 -0.0063908734160347883 0.017870634784984487 0.0010282024593713406 0.016428884714870053 0 0.0048145924898396943 -0.015624616868994315 0.01162822655534973 0 0
leaf_weight=317.90969072638836 90.828114236937836 71.385163568658754 839.8167227441445 407.30433608856401 88.68240258746664 44.109788807283621 463.38979129955987 51.128545813495293 203.9451247806428 216.07004617049824 489.21032144105993 97.266990005387925 13.680248934659174 5.5937488526978996 72.222864382725675 285.94823816008284 486.49102896411205 27.721919925766997 404.88919764047023 298.97044540772913 798.63386882346822 129.83509732905077 24.351947973336792 28.877497055247659 55.718905643385369 159.93002957705176 1482.9286948362715 17.432048194343228 88.734124888433143 16.591128192958422 31.877980557736009 19.477279962564353 316.08207867952297 5.4749008860962922 49.158832954388345 49.37063702303567 16.56979890918592 3.10832072951598 3.0329195772646917
leaf_count=164833 22708 29758 291540 127549 26336 9155 170170 11386 77829 105429 118421 43677 6631 1899 24348 107093 123748 11198 159537 128441 341810 65409 6611 6054 12901 68419 623028 8423 30607 7641 16548 3533 138519 1502 10447 10442 4979 580 963
internal_value=0 0.00271025 0.00670189 -0.00288834 -0.0149372 0.00500519 -0.0358828 -0.0212102 0.0130489 0.0227874 -0.0245 0.0354699 0.060161 -0.0685225 0.00699496 0.0176386 0.00357288 0.0105693 0.0133242 0.00264817 0.00445942 6.72147e-06 0.0108753 -0.0111097 0.0174552 0.024412 0.0175577 -0.00194864 -0.0101486 0.0126499 0 -0.0167299 0.0140034 -0.0459925 -0.019815 -0.00434934 0 -0.0365851 0.02673
internal_weight=0 7932.82 7226.24 2867.7 1136 1731.7 706.577 971.995 4358.54 793.493 896.515 486.947 110.947 340.935 1684.48 358.171 1326.31 3565.05 2390.73 703.86 1174.32 306.546 75.4805 237.712 164.004 376 1686.87 23.0258 160.119 146.426 830.512 208.835 343.804 468.865 189.358 98.5295 72.2887 47.2181 91.7153
internal_count=3120102 2944947 2720091 865610 309146 556464 224856 263967 1854481 357571 245970 224156 50308 175155 546729 131441 415288 1496910 988835 287978 508075 133415 17997 53184 45179 173848 700857 10322 60365 73050 358358 47130 149717 171672 43597 20889 17880 9735 27299
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=3 24588 327985 960 928 1 24 262400 528386 384 262416 1 548 2 1 3145794 516 2367537 3 4
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=20
split_feature=1 0 0 2 1 1 4 3 3 0 3 1 0 2 3 2 6 0 2 4 2 6 3 2 1 0 0 5 2 3 5 2 3 3 0 2 2 3 0
split_gain=164.247 103.495 35.3873 23.3455 23.9117 14.8027 11.6819 14.1615 10.4687 7.23163 6.69068 6.56009 17.9543 6.03075 5.55087 7.25712 5.15591 5.06376 4.85813 5.84303 22.4264 9.46632 4.81966 3.9135 3.13697 3.001 2.8626 2.77251 2.57306 2.29401 1.87226 1.83701 1.72102 4.16874 2.36207 1.40717 1.40455 1.37255 1.27988
threshold=0 1 2 3.5000000000000004 3 4 5 1.5000000000000002 13.500000000000002 6 1.0000000180025095e-35 7 8 7.5000000000000009 1.5000000000000002 3.5000000000000004 9 10 6.5000000000000009 11 2.5000000000000004 12 4.5000000000000009 2.5000000000000004 13 14 15 16 1.0000000180025095e-35 1.0000000180025095e-35 17 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 18 28.500000000000004 6.5000000000000009 2.5000000000000004 19
decision_type=1 9 9 2 1 1 1 2 2 9 2 1 9 2 2 2 1 9 2 1 2 1 2 2 1 9 9 1 2 2 1 2 2 2 9 2 2 2 9
left_child=9 5 11 4 8 22 7 -6 10 -1 -4 12 23 24 28 -16 32 37 19 21 -21 -13 -2 31 25 -5 -8 -20 -14 -29 -25 -3 36 34 -34 -11 -7 -15 -26
right_child=1 2 3 13 6 16 26 -9 -10 35 -12 18 14 17 15 -17 -18 -19 27 20 -22 -23 -24 30 38 -27 -28 29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.053257381555225837 0 -0.0046826489575342717 0 -0.020839381283491193 -0.029154498791546076 -0.001119413935820619 0.0085136796777432119 -0.03525349751964179 -0.074118139213133399 0.0095569971375249873 0.013619088798827998 0.010006223093106588 0.05684372323862346 0.059472088572558902 0 0.0080140421360306371 -0.0032879152182768694 0.029417797883978761 -0.021721576586541159 0.016016651430098186 6.105605747979552e-05 0 0.015074494470235594 0.0056827333850621607 0.028670878633412052 -0.038749708463374083 0.015839200116738308 0.031486583158271034 -0.0093309983630942891 -0.00552351869187647 -0.017425269648053 0.017076249400819133 -0.021417705751637629 -0.0058264438768114843 0 0 0 -0.0059803505992800654
leaf_weight=25.12068772490602 299.27342287098872 72.535581441246904 510.94410817470634 57.277310937875882 405.57494536181912 175.96281972472207 53.013332562724827 225.10490256483899 42.548857390211197 294.3030264457775 759.79194037272828 2037.3662312339293 219.51712952018715 43.288068767695222 104.65534100111108 13.671725445194168 44.039436186198145 14.785465499327982 162.1719480084721 254.5685643000179 321.2407196391141 745.78689740702976 19.355143710330594 132.72359458741266 287.09013956636772 91.262738671095576 252.07428207964404 36.40565397287719 165.90357788460096 42.698968568816781 16.072337619960308 86.147908554121386 38.560288851411315 84.463545630307635 49.167950888368068 0.077370156708638116 4.1094543157960279 8.0520532826194522 75.863402431597933
leaf_count=5894 129828 29832 102551 30995 118162 48247 13344 44723 9032 170082 216246 888267 105369 20172 46456 6578 9862 4647 74958 72863 137157 314581 6313 65581 135545 45267 79772 17500 69510 22012 7327 22558 8058 18435 11537 25 710 4117 18294
internal_value=0 0.00244714 0.00612587 -0.00250992 -0.00722658 -0.0327509 -0.0190897 -0.00999763 0.0013725 -0.0666426 0.00362486 0.0116995 0.0202198 0.0147702 0.0312704 0.0521695 -0.0157051 0.0393198 0.00949617 0.0082466 -0.000421878 0.0101321 -0.0489992 0 0.00903984 0.0197791 -0.0349816 0.0233006 0.0215807 0.000616756 0.0111524 -0.00946321 -0.0202623 -0.00805949 0.0044338 -0.0716085 -0.0276857 0.0466364 0.00214879
internal_weight=0 7953.07 7238.14 2826.67 2249.05 714.932 935.767 630.68 1313.28 319.501 1270.74 4411.47 811.227 577.619 503.748 118.327 396.303 66.1256 3600.24 3358.96 575.809 2783.15 318.629 307.479 511.494 148.54 305.088 241.277 385.421 79.1046 148.796 158.683 352.264 172.192 87.7282 294.38 180.072 51.3401 362.954
internal_count=3132407 2956406 2723416 842867 583830 232990 256001 162885 327829 176001 318797 1880549 353211 259037 227913 53034 96849 28936 1527338 1412868 210020 1202848 136141 125298 230101 76262 93116 114470 174879 39512 72908 52390 86987 38030 19595 170107 48957 24289 153839
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=3 28684 327985 960 12 2 17834017 24 262400 1 6291650 2 1 136 4719106 32505856 1 3 8200 11536450
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=18
split_feature=1 0 0 2 1 3 4 3 1 2 3 1 0 3 0 6 2 1 2 2 0 1 3 3 7 0 6 2 3 2 2 3 2 1 2 3 3 1 2
split_gain=144.274 89.5067 36.2805 24.4796 23.9022 17.0467 16.9072 10.1819 8.37661 7.22413 7.07732 5.5485 14.6913 4.80944 4.19235 6.59936 5.01713 4.15858 3.36554 3.26258 3.18438 2.80484 2.41329 2.39751 2.34447 2.26508 1.97361 1.85523 1.61376 1.53726 1.22636 0.998442 0.881698 0.193129 0.285453 0.164187 0.303338 0.175416 0.134992
threshold=0 1 2 5.5000000000000009 3 1.0000000180025095e-35 4 9.5000000000000018 5 4.5000000000000009 2.5000000000000004 6 7 2.5000000000000004 8 9 2.5000000000000004 10 4.5000000000000009 3.5000000000000004 11 12 35.500000000000007 1.0000000180025095e-35 13 14 15 3.5000000000000004 8.5000000000000018 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 16 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 17 7.5000000000000009
decision_type=1 9 9 2 1 2 1 2 1 2 2 1 9 2 9 1 2 1 2 2 9 1 2 2 1 9 1 2 2 2 2 2 2 1 2 2 2 1 2
left_child=9 8 11 4 7 18 -7 10 35 -1 -4 12 19 29 15 21 -17 27 -6 30 33 -13 -15 -21 31 -11 -19 -16 -10 -14 -3 -22 -9 -5 -35 36 38 -37 -2
right_child=1 2 3 20 5 6 -8 32 28 25 -12 14 13 22 17 16 -18 26 -20 23 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 37 -38 -39 -40
leaf_value=-0.070381448731143048 -0.005380023383479495 0.00010102420158338703 0 -0.0049060773592182238 -0.031103373518173223 0.0068734716148298796 -0.025172925835841183 0 -0.050028407116276645 0.014619965728105755 0.015990689587600814 0.018863844957394248 0.024682050646802355 0.054565389756656202 0.015210465646453239 -0.0045174268116465284 0.011587455719126952 -0.0029770152055264339 0 0.020957512743242396 0.036231496690132065 0.0087660419488865392 0 -0.0015349202275829837 0 -0.015281464970696063 0.0092314328413484435 0 0 0.0055036745931244697 -0.012366754121371329 0 -0.031307443661749028 0.009357118950810709 0 0 0.0073845740048745657 -0.0081585254025417896 0
leaf_weight=277.02243722356798 30.225307601940589 71.817022420465946 1311.6906057306624 16.76827229076298 521.24732319932082 409.49039447595715 227.78535785499844 7.6721510259667403 329.98006477259332 5.36490719410358 325.77259458077606 853.44895928160986 315.04013637371827 77.913971251400653 286.49624542577658 402.55460528965341 304.50481806689641 711.1321090751444 25.24027498048963 73.220690349349752 161.43941901187645 882.2505981400609 1.7854038974037383 39.994937875773758 6.3589903450920238 15.473384407581763 127.30347563058604 65.339778651949018 7.1374963328125878 122.32839606405469 122.75776907982072 3.7289816773263729 66.017886014829855 10.226131468312817 14.832147859444374 7.6662929883168545 18.41378648680984 12.255861637764612 0.30251232418231566
leaf_count=165444 8110 29270 351805 4564 174954 92207 65560 1272 132504 1875 112212 351383 143687 32990 150038 156196 127870 289410 5511 37102 82620 347693 882 19918 1509 8195 59424 35870 2178 55175 36851 1402 14279 2642 3964 1855 4021 2562 53
internal_value=0 0.00220068 0.00477844 -0.00342118 -0.0060208 -0.0167025 -0.00474824 0.0014445 -0.0412874 -0.0645034 0.00348043 0.0105419 0.0183165 0.0281191 0.00851481 0.0109396 0.00220067 0.00310075 -0.0294395 0 0.0268725 0.0142937 0.0520474 0.0122599 0.0313261 0 -0.000517084 0.0116605 -0.0477922 0.0206575 -0.00703032 0.0351636 -0.028681 0 0.00294668 -0.000828081 0 -0.00587666 -0.00254904
internal_weight=0 7972.14 7566.16 3108.27 2894.92 1183.76 637.276 1711.15 405.981 297.861 1637.46 4457.89 824.858 517.068 3633.03 2442.76 707.059 1190.27 546.488 307.79 213.354 1735.7 79.6994 113.216 171.527 20.8383 838.436 351.836 337.118 437.369 194.575 165.168 73.69 41.8266 25.0583 68.8638 48.9416 19.9222 30.5278
internal_count=3115057 2939543 2788260 914501 817800 338232 157767 479568 151283 175514 464017 1873759 355875 232734 1517884 983142 284066 534742 180465 123141 96701 699076 33872 57020 85531 10070 348834 185908 134682 198862 66121 84022 15551 11170 6606 16601 12184 4417 8163
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=3 16388 327985 960 2 784 24 262400 262416 1 548 1578624 192 1 2367537 1 324 528
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=25
split_feature=1 0 0 6 2 4 3 1 0 1 4 2 1 1 3 7 2 1 3 3 2 2 0 0 0 0 0 4 6 1 2 0 2 3 1 2 3 6 1
split_gain=125.954 76.9557 30.5564 21.8993 17.8805 20.2291 10.5383 8.42852 7.88664 6.22914 5.8479 27.2352 8.53786 8.22619 18.8731 9.01577 5.10245 4.90463 4.63563 4.51185 4.10635 3.91983 3.64336 2.82726 2.75507 2.52638 1.89525 1.68514 1.66451 2.79431 1.65835 1.57119 1.34292 0.972719 0.876961 0.845855 0.763078 0.683738 0.499953
threshold=0 1 2 3 3.5000000000000004 4 1.0000000180025095e-35 5 6 7 8 2.5000000000000004 9 10 3.5000000000000004 11 6.5000000000000009 12 24.500000000000004 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 13 14 15 16 17 18 19 20 10.500000000000002 21 28.500000000000004 8.5000000000000018 22 14.500000000000002 26.500000000000004 23 24
decision_type=1 9 9 1 2 1 2 1 9 1 1 2 1 1 2 1 2 1 2 2 2 2 9 9 9 9 9 1 1 1 2 9 2 2 1 2 2 1 1
left_child=8 7 10 4 5 6 -4 37 -1 25 13 28 35 14 15 -3 -14 -7 -16 20 24 22 -15 -23 -5 -6 34 -22 29 -12 -11 -30 -10 -9 -21 -13 -28 38 -2
right_child=1 2 3 19 9 17 -8 33 32 30 11 12 16 21 18 -17 -18 -19 -20 26 27 23 -24 -25 -26 -27 36 -29 31 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.014962952195292055 -0.013981924178185057 0.010416633788290964 0 -0.014193855159981042 0.0026912238580544174 -0.051981876873139654 -0.070460410010900545 -0.0029897753721572309 0 0.031637576362025389 -0.002824771282415775 0.022132150195354656 0.052212669969637887 -0.012785530444265829 0.024585893440863954 -0.039314349731118026 0 0.0096038822401495506 0.034182661349136334 0.0064678416847183786 0.0055692436354125713 -0.0022828204015336996 -0.010690135584061103 0.025983664140374216 0.040281614362140269 0 0.011617133801742806 -0.020828866467362782 0.018467619020873068 -0.010777611740681613 0 0 -0.0079161530453887418 0 0 0 -0.0151978170506014
leaf_weight=23.446322234085528 40.175275444111321 1111.7757562160259 644.97539406773285 65.91369395077345 54.176341420039535 335.06320158971357 795.06965230117203 259.31690142328443 254.20031330194615 311.88705684276647 75.858863109373488 231.77651843856438 240.26711482810788 274.4849717564648 143.88979427347658 95.891718153783586 56.590463037486188 225.14993697538739 8.4653868261375447 17.461404221423436 26.6133539948205 1246.7611964379321 440.66963654500432 437.26203197694849 101.0000943193445 156.70916374013177 98.952741066750605 8.4367547125148104 26.2727240761742 324.66694359356188 9.663681796519084 18.265361675177701 0.068884505861204981 5.4638394826615686 15.368250379571689 1.1645277925999824 1.6329945511533868 14.581085377896668 70.807517334003933
leaf_count=5777 8706 467786 161686 16625 16779 85276 199027 117686 169039 134453 21840 101609 97834 82735 61437 36009 26412 76434 3620 7969 14153 521209 192362 215671 26087 69068 34873 2234 10009 85935 4741 3133 22 1719 3690 615 336 3327 19836
internal_value=0 0.00193939 0.00428242 -0.00375967 -0.00708812 -0.011459 -0.0047053 -0.0391517 -0.0622499 0.0085345 0.00920814 0.00187477 0.0170253 0.0110251 0.0173612 0.0122608 0.00316294 -0.0271898 0.0484293 0.0189701 0.00597823 0.00703936 0.0133357 0.00404491 -0.000528383 0.0202873 0.0320934 0.0275292 -0.015465 -0.0173946 0 0 -0.0677331 -0.0494974 0 0.029916 0.0364974 -0.0088358 -0.0120862
internal_weight=0 7992.48 7602.14 2868.07 2532.69 2000.26 1440.05 390.345 277.716 532.436 4734.06 974.863 529.799 3759.2 1360.02 1207.67 296.858 560.213 152.355 335.379 201.964 2399.18 715.155 1684.02 166.914 210.886 133.415 35.0501 445.064 400.526 321.551 44.5381 254.269 264.781 32.8297 232.941 100.586 125.564 110.983
internal_count=3107759 2932921 2781647 853431 747464 522423 360713 151274 174838 225041 1928216 347387 226470 1580829 568852 503795 124246 161710 65057 105967 59099 1011977 275097 736880 42712 85847 46868 16387 120917 107775 139194 13142 169061 119405 11659 102224 35209 31869 28542
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=3 16388 8716593 1 2 912 17834017 152 2 904 60 1 736 8388624 8651024 2624008 533640 5249152 2 1 264 48 392 1 768
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=25
split_feature=1 0 0 6 1 2 3 3 1 0 3 4 3 1 4 5 7 2 1 5 2 1 5 1 4 0 0 6 3 2 3 2 0 3 6 1 2 1 2
split_gain=111.285 65.3626 24.552 18.717 16.201 15.0986 11.788 9.46088 7.71711 7.49592 6.18074 4.81084 4.75693 15.1607 8.7991 6.38059 5.56947 5.67453 4.59027 4.33548 4.16022 3.19203 3.00069 2.84677 2.70139 2.55492 2.5345 2.10305 1.53949 1.33886 1.25689 1.04822 0.998246 0.930588 0.627059 0.654046 0.315144 0.311927 0.261864
threshold=0 1 2 3 4 4.5000000000000009 1.0000000180025095e-35 9.5000000000000018 5 6 2.5000000000000004 7 2.5000000000000004 8 9 10 11 2.5000000000000004 12 13 2.5000000000000004 14 15 16 17 18 19 20 26.500000000000004 28.500000000000004 3.5000000000000004 1.0000000180025095e-35 21 4.5000000000000009 22 23 4.5000000000000009 24 6.5000000000000009
decision_type=1 9 9 1 1 2 2 2 1 9 2 1 2 1 1 1 1 2 1 1 2 1 1 1 1 9 9 1 2 2 2 2 9 2 1 1 2 1 2
left_child=9 8 12 4 7 6 -6 20 34 37 11 23 16 14 19 27 18 21 32 -14 -4 -18 -19 -5 -20 -7 -13 -15 -12 -11 -16 -9 -3 -10 35 -2 -37 -1 -17
right_child=1 2 3 10 5 25 -8 31 33 29 28 26 13 15 30 38 17 22 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.0062405861044788824 0 0.016447848273498138 -0.0011675124125395786 0 -0.030504218723064372 0.024548732514017235 -0.0076372631687491969 0 -0.050770645455029809 -0.068608141182428584 0.038976361061835697 0.0070114159681415227 -0.0010046929935059832 0.016179912337303395 0.011027277772855931 -0.013744030698679195 0.0039667168394733644 0.022066041355805088 0.0060953279490354477 0.046391548637119522 0.0092001628983029507 -0.028255196922654626 -0.0081078050385913532 0.022439328574850183 -0.0024836889238267637 0 -0.019011223755939635 0 0 0 -0.010643561842964486 -0.032269345983410545 0.00845575384946874 -0.0014987151196056803 0 -0.017784606875903559 0 -0.0043820174340544575 0
leaf_weight=17.407607981615001 39.289264065271709 574.9912281560828 974.91207245137775 78.412969505065121 461.86359346838435 60.316363994352287 551.03305472526699 6.2603990471106945 231.91075404324511 237.45112050924217 90.813228635699488 17.926320315687917 15.528661681222729 249.31758599664317 15.015349238528868 116.9692936274223 16.713730768475216 32.039201734412927 1731.0560892868671 187.1551401775796 566.48800158590893 81.031074320257176 16.557055603829212 115.08973600369063 389.87126570800319 49.493899310764391 53.803943465143675 139.17778686038218 2.544238915492314 0.032862372434464215 32.628951502905693 61.481908506335458 934.19537060818402 18.723316077579511 14.470474792236926 62.406791478308151 7.7195992909255429 6.0124775523436282 6.4277015816187477
leaf_count=4550 8519 183869 207864 28110 164205 19008 137545 968 112386 169451 35153 4388 6724 120334 6128 54094 5234 13610 694169 82625 236737 27736 6842 33861 146870 13763 14375 60076 510 11 10429 13739 447220 6551 3306 18284 1697 1266 3485
internal_value=0 0.00179563 0.00391293 -0.00287148 -0.00582812 -0.0148209 -0.0189294 0.000506878 -0.0368266 -0.0601387 0.0175182 0.00661558 0.00858278 0.0160527 0.0344854 0.00435802 0.00690419 -0.0100018 0.00774408 0.0437602 0.00255475 -0.0226607 0.0105739 0.0149006 0.004346 0.0158007 -0.0105886 0.0108964 0.0369192 -0.065779 0 -0.0294512 0.0120404 -0.0470365 -0.00790161 -0.0110969 -0.0146725 0 -0.0120193
internal_weight=0 8003.64 7629.12 3090.44 2731.85 1122.71 1012.9 1609.14 374.52 260.904 358.59 265.233 4538.68 762.22 250.328 511.892 3776.46 146.341 3630.11 202.684 1541.4 97.7448 48.5963 193.503 2120.93 109.81 71.7303 388.495 93.3575 237.484 47.6443 67.7423 1509.19 250.634 123.886 109.416 70.1264 23.4201 123.397
internal_count=3105692 2930414 2779671 910226 793829 334521 301750 459308 150743 175278 116397 80734 1869445 343895 105906 237989 1525550 53422 1472128 89349 444601 32970 20452 61971 841039 32771 18763 180410 35663 169462 16557 14707 631089 118937 31806 28500 19981 5816 57579
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=3 16388 327985 1 960 912 17834017 2 60 2 5 1 152 8 8 3 784 2 7342664 2624514 1 262161 1 768 2
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=26
split_feature=1 0 4 2 1 0 3 3 1 1 3 0 3 1 7 5 5 3 0 5 0 0 5 0 3 5 2 0 2 5 6 0 0 6 3 2 0 3 3
split_gain=101.485 61.8011 20.4611 39.7829 12.406 11.0185 9.53657 9.61494 7.63509 6.38887 6.55362 6.25812 5.95709 15.9174 6.72664 6.57724 6.05842 5.14262 4.58651 4.5279 5.39115 4.32553 4.02762 3.85201 3.63531 2.55015 2.21152 2.19209 2.04898 1.92208 1.82902 1.62226 1.42208 2.23964 1.20991 1.14922 0.702012 0.490335 0.484616
threshold=0 1 2 3.5000000000000004 3 4 8.5000000000000018 1.0000000180025095e-35 5 6 1.5000000000000002 7 2.5000000000000004 8 9 10 11 1.0000000180025095e-35 12 13 14 15 16 17 1.5000000000000002 18 5.5000000000000009 19 2.5000000000000004 20 21 22 23 24 60.500000000000007 8.5000000000000018 25 1.0000000180025095e-35 9.5000000000000018
decision_type=1 9 1 2 1 9 2 2 1 1 2 9 2 1 1 1 1 2 9 1 9 9 1 9 2 1 2 9 2 1 1 9 9 1 2 2 9 2 2
left_child=-1 4 5 6 17 12 7 27 23 19 28 29 14 15 21 -14 -16 26 -9 20 -7 -3 -15 -5 36 -12 -2 -4 -11 -10 -26 -21 37 38 -8 -13 -19 -6 -34
right_child=1 2 3 8 32 9 34 18 11 10 25 35 13 22 16 -17 -18 24 -20 31 -22 -23 -24 -25 30 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.074877702243925023 -0.024199622134018241 0.013026677723155571 -0.0035549990746293332 0.03666632173228062 -0.0099482043080930584 0.012595762128445185 -0.045695127926976969 0.008981093978832972 0.018212745197581141 -0.026861398226136923 0.013646853911050187 -0.01579657904545248 0.05116325152393203 0.013703967460081882 0.0040038927118160499 0 -0.029446419262827567 0.020398276594172957 -0.0087951497414701652 0 -0.0017161311451144093 0.0050699066780243822 -0.0014014795991858615 0 -0.01619340535099564 -0.0084669558841111922 0.0024798957981524115 -0.026439936688667877 -0.0020966155946296875 0 0.0068503806958647223 -0.018308370215387303 -0.046657806333700563 0 0 0.00039714979669351727 0 0.00098037413260087841 0
leaf_weight=139.02037075338012 142.73438645736314 1241.9636242709821 112.33195194168366 152.22530567931244 24.405608682078309 497.75901651650202 93.284035216580378 171.83107777740224 174.59278170405014 161.30271721203462 82.239440334102255 100.51098079548683 130.4835303008731 421.8263651196612 83.871726079829386 29.207894510473125 54.823834118113155 41.373519620101433 382.92977677362796 42.131273351231357 442.87568273220677 2171.9812547233741 228.32237812608946 43.035606111166999 71.371971673797816 40.806424312439049 8.050488881475756 351.19291872250324 81.259669796039816 57.111133016034728 10.23552204685984 82.317922558373539 288.54302637671935 22.549064044345869 3.4145313905610228 13.803535367944276 39.339559773448855 17.527637903578579 7.1236571440531398
leaf_count=103105 41195 386133 24656 67600 11633 166512 26883 57299 79126 52552 25384 32630 46947 196417 30827 10487 19215 8328 89470 10546 136847 963936 98905 18541 15961 9909 1423 117837 27518 26891 1869 22334 142676 8179 849 6431 9410 6579 2287
internal_value=0 0.00122731 0.00393511 -0.00569034 -0.0268538 0.00676043 -0.0164867 -0.012403 0.015722 -0.000679527 -0.0115578 0.00425718 0.00923719 0.0172039 0.00723433 0.0425443 -0.0118335 -0.00885828 -0.00259466 0.00306633 0.00575628 0.00819243 0.00819071 0.0299169 0.00186064 0.00446924 -0.0209406 -0.0226628 -0.0208096 0.0135721 -0.00955069 -0.0118958 -0.0392996 -0.0425192 -0.0440031 -0.0113031 0.0155697 -0.00237563 -0.0459832
internal_weight=0 8122.69 7449.44 1656.26 673.254 5793.17 1114.98 1018.29 541.279 1430.69 365.608 346.018 4362.48 809.84 3552.64 159.691 138.696 313.105 554.761 1065.08 940.635 3413.94 650.149 195.261 162.321 123.046 150.785 463.525 242.562 231.704 81.6075 124.449 360.149 318.216 96.6986 114.315 80.7131 41.9332 295.667
internal_count=3105327 3002222 2752682 548213 249540 2204469 316994 289262 231219 451602 115363 145078 1752867 352756 1400111 57434 50042 78186 146769 336239 303359 1350069 295322 86141 35568 35293 42618 142493 80070 106017 17830 32880 171354 153142 27732 39061 17738 18212 144963
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 548876 2 944 12910961 384 472 1312131 30 1 3 3 11863184 3 2099712 8454161 1 8395603 1 30408736 5 1 2102400 8192 1 532488
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=25
split_feature=1 0 2 4 2 1 0 6 0 2 1 0 1 0 1 1 0 1 3 3 2 0 1 3 3 0 6 3 5 2 2 6 1 0 0 2 3 3 1
split_gain=92.3257 52.3636 17.933 27.9767 16.1887 12.6341 12.4207 17.6331 16.5776 12.8933 12.6874 10.1393 7.72082 7.58075 6.67842 6.18411 6.01675 5.01399 4.52875 3.175 3.51667 2.98004 2.83336 2.67669 2.8137 2.15587 1.92722 1.90232 1.40412 1.34881 1.08736 0.985825 0.859298 0.552888 0.527882 0.517955 0.388179 0.384236 0.346759
threshold=0 1 5.5000000000000009 2 3.5000000000000004 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 13 14 6.5000000000000009 3.5000000000000004 7.5000000000000009 15 16 1.0000000180025095e-35 1.5000000000000002 17 18 1.5000000000000002 19 6.5000000000000009 4.5000000000000009 20 21 22 23 8.5000000000000018 9.5000000000000018 13.500000000000002 24
decision_type=1 9 2 1 2 1 9 1 9 2 1 9 1 9 1 1 9 1 2 2 2 9 1 2 2 9 1 2 1 2 2 1 1 9 9 2 2 2 1
left_child=-1 5 3 6 11 23 7 8 -3 10 -8 17 25 -11 -9 -13 18 -5 22 20 32 -14 29 30 34 -6 35 -22 -24 -4 33 -26 -18 -2 -25 36 -7 38 -21
right_child=1 2 16 4 12 26 9 14 -10 13 -12 15 21 -15 -16 -17 19 -19 -20 37 27 -23 28 24 31 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.073463640398400615 0 0.025243371528557004 -0.0058683826133634556 0.018284486119810362 0.029121092857107407 -0.0448642364362348 0.0029193711969230777 0.0042722346949032892 0.0056114218563974713 0.015292768930685235 -0.01453630971141749 -0.012982863974962913 0.0032506602744615098 -4.6819156973632633e-05 -0.013986465209431632 -0.037970158015300841 0 -0.0079334266061229907 -0.010231382900455247 0 0.01879340227815714 -0.017673429197095792 -0.00012395969868786994 0.018290647516667386 -0.014362361768831371 0 0 -0.0035890880693014212 0.030697826313216305 0.012114078739270492 0 0.0013044303792805142 -0.016073001234072803 -0.020767719466238965 0 0 0 0 0.0249843672746718
leaf_weight=129.49443112249719 6.2606577725382522 852.49649329249223 36.855775324744172 41.971116686763708 104.68910578530631 272.7548312722065 803.52376187872142 472.82470811049279 1008.7524747897987 625.39523001799535 759.69096558814636 397.56918389038765 126.39932862645946 559.71034731330292 278.9147645785124 227.43218567567237 53.771983237427776 466.82145436109568 8.9745714643213415 7.0524832954397425 59.976608698954806 64.398900011961814 5.0494789143558592 30.147661052556941 65.705850965867285 38.268647140794201 22.544401126418961 19.748475302534644 387.10250458402152 51.076591843506321 12.200684963056117 9.4773468864732404 80.145724318746943 98.774857187527232 39.355830349028111 3.0896982784324782 7.1540518339315886 2.5150868349592193 24.768266109516848
leaf_count=103656 1554 236969 17963 16394 49675 141746 240474 176124 489384 305212 231609 96215 57224 198637 112407 79849 21266 128688 4177 2868 27345 18404 2734 5457 14793 13990 8118 8839 175312 24569 2453 1726 37311 28463 9428 939 2300 1062 10735
internal_value=0 0.00109283 0.00337926 0.00169878 -0.0103362 -0.0271129 0.00508795 0.00996802 0.0151829 0.000245905 -0.00556234 -0.0160315 0.00791284 0.00810436 -0.00251949 -0.0242636 0.0179269 -0.00404895 0.0239985 0.00261825 -0.00166522 -0.0043509 0.0262611 -0.00731012 0.000127339 0.0228606 -0.0404091 0.0110496 0.029632 0.00226552 -0.0171788 -0.00972652 -0.0117018 -0.0200574 0.0135202 -0.0437947 -0.0442019 0.022689 0.0244518
internal_weight=0 8133.36 7565.9 6828.86 1467.55 567.466 5361.31 2612.99 1861.25 2748.32 1563.21 1133.79 333.756 1185.11 751.739 625.001 737.038 508.793 489.059 247.979 213.643 190.798 480.084 261.923 144.687 142.958 305.543 79.7251 392.152 87.9324 117.236 75.1832 133.918 105.036 69.5035 282.999 279.909 34.3358 31.8207
internal_count=3106069 3002413 2785436 2451255 460439 216977 1990816 1014884 726353 975932 472083 321146 139293 503849 288531 176064 334181 145082 224755 109426 94761 75628 220578 63874 31404 63665 153103 36184 178046 42532 32470 16519 58577 30017 14885 144985 144046 14665 13603
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 540684 2 944 65584 1 16 448 28379184 394 8663360 914 992 10756419 520 3408722 544 8730898 1 8 1 118 524288 524296 68
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=15
split_feature=1 0 0 1 6 3 3 3 1 2 1 0 3 2 2 3 2 2 5 3 2 6 2 3 5 0 2 3 3 3 3 3 6 3 6 1 2 2 2
split_gain=83.1547 45.416 17.5323 17.2114 13.5799 11.7151 10.2452 9.2008 6.21923 4.71089 3.76605 13.6889 3.81884 3.32851 3.31322 2.97833 3.23066 2.90716 3.05111 2.64268 4.69309 3.44835 2.62668 2.5027 2.44751 2.27032 2.2311 1.96429 1.45135 0.888185 0.749651 0.631622 0.58276 0.535226 0.496375 0.428065 0.254613 0.124018 0.0613374
threshold=0 1 2 3 4 9.5000000000000018 1.5000000000000002 1.0000000180025095e-35 5 4.5000000000000009 6 7 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 6.5000000000000009 8 1.0000000180025095e-35 1.0000000180025095e-35 9 1.0000000180025095e-35 1.0000000180025095e-35 10 11 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 2.5000000000000004 11.500000000000002 12 13.500000000000002 13 14 4.5000000000000009 3.5000000000000004 2.5000000000000004
decision_type=1 9 9 1 1 2 2 2 1 2 1 9 2 2 2 2 2 2 1 2 2 1 2 2 1 9 2 2 2 2 2 2 1 2 1 1 2 2 2
left_child=-1 8 10 6 5 7 9 -5 34 32 11 12 22 30 -7 16 -6 19 31 21 -21 -12 -3 -15 -14 -17 33 -20 -28 -10 -13 -19 -4 -8 35 38 -37 -36 -2
right_child=1 2 3 4 15 14 26 -9 29 -11 17 13 24 23 -16 25 -18 18 27 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -32 -33 -34 -35 37 36 -38 -39 -40
leaf_value=-0.071875507788173018 0.0032265191295782329 0.0012562993344346651 -0.047474729949685775 -0.0089283855220164427 -0.00039891889250563939 0 0.021341609098194828 0.0037423209610750875 -0.045884860064884181 0.0002123830276474221 0.0030552946076796358 -0.011610414079345458 -0.00051048720749408225 0.01755284709385015 -0.037968911809749775 0 0.024335889209106648 0.022455076301317958 0.010515987033849698 0.014223571537459843 0.0029132243596045999 -0.0077806831780137201 0.020806103074626017 -0.004552111518363466 0.033007107394807354 0.031744851125877369 0.0020492061722247514 -0.012587830182193397 -0.019176059411610772 -0.00011986945241329083 0 0 0 0 0 -0.015154696988057978 0 0.0057256719096319591 -0.0017259809777930169
leaf_weight=119.93431074735417 12.617543980770277 189.77297877403907 133.67501065060787 1003.5875130179193 157.62329400831368 16.061453989357688 20.264799617478278 1223.9407305334898 208.28911135117232 10.909040491605991 1414.1011146797973 203.96681121794973 13.243734413874336 82.99433387593308 92.435488017159514 26.363022742676549 35.912984223250533 177.89331803331152 39.592081829207018 530.19002999737859 1428.6637631931226 332.45524718658999 132.77101381706598 45.337591294170124 237.66563781166042 108.67878712463425 20.948159324194421 45.397244169609621 21.95568903235835 18.051394701527897 38.385004538024077 1.286122950608841 12.201451065600848 1.2232014713808883 6.6794965240696893 59.545300733327167 7.6599260126822619 7.8294708362664096 26.967706326686312
leaf_count=103200 2763 89654 80794 298215 39721 2843 7430 358867 116491 4570 456278 60807 6308 39560 24400 10578 17345 75697 17724 256027 611995 114973 54649 21223 92567 44143 8315 22310 9472 6913 14160 696 5324 404 1569 18280 1707 1787 6040
internal_value=0 0.000919976 0.00260318 -0.00348825 -0.000954681 -0.00380036 -0.0280416 -0.00187622 -0.0324415 -0.0411289 0.00624046 0.0120735 0.0213553 -0.00223649 -0.0321749 0.0170387 0.0054989 0.00467168 0.0146928 0.00377718 0.00629373 0.000727252 0.0112404 0.00846593 0.0314612 0.0277536 0.000619287 0 -0.00811894 -0.0422002 -0.00939563 0.0207109 -0.0454352 0.0184578 -0.00642293 -0.00938872 -0.0123452 0 0
internal_weight=0 8147.14 7799.5 2885.78 2664.6 2336.03 221.177 2227.53 347.64 156.786 4913.72 944.137 573.453 370.684 108.497 328.578 193.536 3969.58 264.169 3705.41 1958.85 1746.56 322.544 128.332 250.909 135.042 64.3918 84.9893 42.9038 226.341 242.352 179.179 145.876 21.488 121.299 106.79 67.2052 14.509 39.5853
internal_count=3105799 3002599 2847049 912421 796112 684325 116309 657082 155550 90688 1934628 378928 243178 135750 27243 111787 57066 1555700 116427 1439273 868022 571251 144303 60783 98875 54721 25621 40034 17787 123404 74967 76393 86118 7834 32146 28790 19987 3356 8803
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=1 16388 8716593 6 1 912 26 65585 1 1 8 5249024 1 1 768
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=23
split_feature=1 0 4 2 3 3 3 5 0 7 1 0 1 2 1 0 0 1 0 0 0 1 0 0 0 2 3 5 3 2 6 1 2 2 2 2 2 2 2
split_gain=75.8256 38.257 15.4614 30.7103 8.82662 9.27421 8.56258 16.8783 18.3153 9.50322 8.468 7.79342 6.44641 6.36708 5.99164 6.00654 5.77728 5.74742 4.4235 3.92876 3.37053 3.3505 3.19281 2.91023 2.70339 2.18501 1.3778 1.04752 1.03248 0.455843 0.42958 0.435212 0.347916 0.168242 0.146565 0.142277 0.0811085 0.0514657 0.0411054
threshold=0 1 2 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35 2.5000000000000004 3 4 5 6 7 8 5.5000000000000009 9 10 11 12 13 14 15 16 17 18 19 6.5000000000000009 14.500000000000002 20 60.500000000000007 10.500000000000002 21 22 2.5000000000000004 4.5000000000000009 7.5000000000000009 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018
decision_type=1 9 1 2 2 2 2 1 9 1 1 9 1 2 1 9 9 1 9 9 9 1 9 9 9 2 2 1 2 2 1 1 2 2 2 2 2 2 2
left_child=-1 17 6 4 5 24 9 8 26 11 -10 23 20 -13 22 -16 29 30 -7 -9 27 -21 -11 -3 -4 -18 -8 -5 32 -14 31 36 -6 -33 -22 -32 37 -2 -38
right_child=1 2 3 12 28 18 7 19 10 14 -12 13 16 -15 15 -17 25 -19 -20 21 34 -23 -24 -25 -26 -27 -28 -29 -30 -31 35 33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.070416141558266795 0 0.0095407166946958142 -0.031753840770758358 0 -0.044582646716614188 -0.01042904069885614 -0.0171583339729319 -0.017848163163321527 0.049008240594062856 0.024672429723593316 0.017538535151039803 -0.0072809427025973955 -0.020074955446418942 0.017113902300845456 0.0062140301043414788 -0.032384226624260069 0.0022393857957633931 -0.039856292228972287 0.0057619567688793893 0.011090235667209621 -0.0034743501253310695 -0.0070980980463667956 -0.0091506987092019182 0.0033864210944720263 -0.010788246278993973 0.021695374503973495 0.0018031311848039832 0.033890134096397358 0 0 0 -0.013830095807400258 0 0 0.0040237159980065001 0.0061448444876613835 -0.0031099781220005097 0.0054619156210096425 0
leaf_weight=112.05379368377908 2.4855707873357451 1411.0822783719341 179.69798269004968 18.189095605746843 87.213107429008232 291.3495895214437 99.031800228825887 96.214408034400549 141.67013429570943 20.926892624716857 513.83392825408373 833.19212297929334 67.525026162882568 87.739451814559288 28.696788875997299 132.71033780586731 243.49652988780872 215.96808974335727 286.94958841578045 164.0513903068495 37.288753172906581 149.14371075213421 9.5222005162504519 2358.6742476691143 308.32778413651977 76.692800436314428 10.265620471822329 145.00296140651335 3.5532049238681784 2.0172108003171152 6.7775132962560729 58.169953234260902 3.3398547937977119 7.8769818205037145 10.35729778499808 7.6801665526872966 26.749508794338912 9.8195215083251224 0.1203361582593051
leaf_count=103950 475 436085 69204 8022 27015 71561 37436 27110 44943 7188 230520 244294 19429 43867 10003 44345 106173 122649 85690 62579 14454 64729 3157 999881 85413 31557 2218 62707 938 804 1582 18152 988 1756 4805 1751 6002 2210 20
internal_value=0 0.00084116 0.00236299 -0.00573874 -0.0152225 -0.0114983 0.00478841 0.0124269 0.0208442 0.00282568 0.0271986 0.00381246 0.0119625 -0.00413127 -0.017201 -0.024161 0.00248408 -0.0302833 -0.00209073 -0.00336165 0.0246203 0.00175659 0.0106467 0.00584481 -0.0213003 0.00895974 -0.0123335 0.0307449 -0.0420237 -0.0169772 -0.00547294 -0.00833681 -0.0436313 -0.011387 0 0 0 0.00398929 -0.00155677
internal_weight=0 8153.4 7817.76 1761 1160.43 1066.32 6056.76 1174.21 764.801 4882.54 655.504 4690.69 600.57 920.932 191.856 161.407 389.732 335.648 578.299 409.41 210.838 313.195 30.4491 3769.76 488.026 320.189 109.297 163.192 94.1062 69.5422 119.68 105.222 90.553 66.0469 47.6461 14.4577 39.1749 12.3051 26.8698
internal_count=3105662 3001712 2847115 588760 340809 311868 2258355 469535 315117 1788820 275463 1724127 247951 288161 64693 54348 157963 154597 157251 154418 89988 127308 10345 1435966 154617 137730 39654 70729 28941 20233 31948 28615 28003 19908 19259 3333 8707 2685 6022
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 16388 2 1 25956354 1 30 8722929 384 8 336257 13178968 912 4731744 9505283 8395611 120 3680881 8716305 272072 4 1 768
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=23
split_feature=1 0 2 4 2 1 3 1 0 0 1 6 0 3 3 0 1 1 3 3 3 3 2 3 1 2 6 5 2 6 3 5 0 3 0 0 1 3 0
split_gain=68.3844 33.4232 10.2007 16.1018 12.7565 8.29897 8.07465 11.589 10.2754 8.09597 10.9934 9.69667 6.21836 5.83919 5.90923 4.17767 3.74896 3.60746 3.32421 3.30617 3.16315 3.06966 2.73317 2.21225 2.0324 1.75874 1.50222 1.26431 1.26196 1.81885 1.24801 1.17076 0.92178 0.603621 0.586172 0.571139 0.56654 0.479686 0.469229
threshold=0 1 5.5000000000000009 2 2.5000000000000004 3 1.5000000000000002 4 5 6 7 8 9 8.5000000000000018 2.5000000000000004 10 11 12 1.0000000180025095e-35 25.500000000000004 3.5000000000000004 1.5000000000000002 7.5000000000000009 5.5000000000000009 13 6.5000000000000009 14 15 4.5000000000000009 16 60.500000000000007 17 18 7.5000000000000009 19 20 21 13.500000000000002 22
decision_type=1 9 2 1 2 1 2 1 9 9 1 1 9 2 2 9 1 1 2 2 2 2 2 2 1 2 1 1 2 1 2 1 9 2 9 9 1 2 9
left_child=-1 5 3 6 13 18 9 8 -8 11 -11 -3 17 14 -5 16 32 -6 25 -9 22 35 36 27 -14 34 -23 -18 29 33 -15 -24 -4 -7 -2 -20 -17 -22 -30
right_child=1 2 15 4 12 28 7 19 -10 10 -12 -13 24 30 -16 20 23 -19 21 -21 37 26 31 -25 -26 -27 -28 -29 38 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.068796862216041046 0 0.0090114751205352603 0.013100054569468248 -0.01590761720482196 0.022317969051859975 -0.038847832441551017 0.034912765797493028 0.0055995822869200004 -0.00010690788375868066 -0.021261611070610125 -6.4820462723915919e-06 -0.0066005221165845417 -0.018864596677858319 -0.041155194620869036 0.0041950040185387543 0 -0.00027875313819051092 0 0.018816539036844295 -0.019767403583674278 0.023152453697956179 -0.014560054646114061 0.012384226089851846 -0.00039340034695427637 0 0.0039606382240120917 0.0058403306890199534 0.027427582144754277 0.0009141077112555223 0 0 -0.0046815422738892293 0 0 -0.020111592141969736 0 -0.013937246354462344 0 -0.008980223345666399
leaf_weight=104.17005556709773 8.3461583434254845 1603.0379908624745 25.394058945821598 598.57912605347519 142.93499243634869 239.72189314691059 247.90748128060659 1321.8366513430374 104.05417306529125 264.61272072583961 1363.611891525914 479.40977572809788 58.555437908624299 78.69616038291133 148.41146161375218 30.008904387752409 4.1176516237901524 144.79717934585642 42.455288143799407 19.827719902154058 34.091216531931423 71.775722089718329 73.764240626886021 8.136551336880073 209.1928444520745 4.6248173071653573 10.61901351745473 309.47058685823868 11.523905774331068 21.454751707235118 3.0590066496515638 9.2910307454876584 148.84924645506544 10.156288956233764 131.41635074347141 39.294182975019794 107.317160771403 2.7756170573993577 34.698359221118153
leaf_count=103577 2021 565463 14695 177799 60621 138066 76459 568457 33525 114004 441568 172052 17377 25203 38822 11168 2232 57048 8272 5820 14519 16615 32677 3662 58876 742 1964 132284 4032 8069 803 4335 70598 3585 40326 9466 49213 1110 18094
internal_value=0 0.00066192 0.00258084 0.00128257 -0.00816265 -0.0207696 0.00378872 0.00946899 0.0248398 0.00106079 -0.00406759 0.005208 0.00305117 -0.0158723 -0.0115198 0.0134344 0.0184669 0.0127604 -0.00622645 0.00454868 0.00109117 0.00193314 -0.00312133 0.0247642 -0.00680947 -0.0163167 -0.00840459 0.0269882 -0.0317831 -0.0356433 -0.0391882 0.00776721 0.0029866 -0.0378526 -0.0193362 0.0144962 -0.0117115 0.0210249 -0.00424692
internal_weight=0 8167.83 7541.74 6788.52 1384.23 626.087 5404.3 1693.63 351.962 3710.67 1628.22 2082.45 555.48 828.746 746.991 753.216 495.968 287.732 308.532 1341.66 257.248 164.144 220.381 321.725 267.748 144.387 82.3947 313.588 317.555 271.333 81.7552 83.0553 174.243 249.878 139.763 81.7495 137.326 36.8668 46.2223
internal_count=3105219 3001642 2750390 2413897 436549 251252 1977348 684261 109984 1293087 555572 737515 193922 242627 216621 336493 223471 117669 79406 574277 113022 36317 97393 138178 76253 43089 18579 134516 171846 149720 26006 37012 85293 141651 42347 17738 60381 15629 22126
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 4743180 2 944 30 2366576 8456240 14 1 9765138 2359619 800 418 38 1 8 1 3 262208 4718592 532488 54 8200
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=23
split_feature=1 0 2 4 2 3 1 1 0 1 0 1 0 2 0 1 0 0 1 0 0 3 3 5 1 3 1 2 3 7 1 3 3 6 3 3 2 3 3
split_gain=62.3633 28.889 10.2579 15.1351 11.5879 9.54938 9.39558 8.72553 8.88102 8.53517 7.07125 6.54555 5.83943 5.4642 5.30738 5.2468 5.208 4.03478 5.26906 4.22768 3.31416 2.82537 2.51062 2.48063 2.16858 1.77432 1.64877 1.1156 0.881601 0.78372 0.351703 0.609114 0.540593 0.418893 0.327165 0.206275 0.147263 0.0291635 0.00324473
threshold=0 1 5.5000000000000009 2 2.5000000000000004 1.0000000180025095e-35 3 4 5 6 7 8 9 1.0000000180025095e-35 10 11 12 13 14 15 16 5.5000000000000009 1.5000000000000002 17 18 6.5000000000000009 19 6.5000000000000009 4.5000000000000009 20 21 1.5000000000000002 1.5000000000000002 22 3.5000000000000004 44.500000000000007 4.5000000000000009 11.500000000000002 1.5000000000000002
decision_type=1 9 2 1 2 2 1 1 9 1 9 1 9 2 9 1 9 9 1 9 9 2 2 1 1 2 1 2 2 1 1 2 2 1 2 2 2 2 2
left_child=-1 15 3 5 10 6 12 8 -7 16 11 -5 -3 -9 -8 30 -6 24 19 21 -11 -19 -12 27 38 29 -25 -20 -17 -26 31 -2 33 36 -34 -21 -32 -36 -4
right_child=1 2 17 4 9 7 14 13 -10 20 22 -13 -14 -15 -16 28 -18 18 23 35 -22 -23 -24 26 25 -27 -28 -29 -30 -31 32 -33 34 -35 37 -37 -38 -39 -40
leaf_value=-0.067302092100421998 0.0083866412751346774 0 0 -0.010333943186526039 -0.0014386473510244746 0.025191883392896786 0.0058626006807997715 0.010348753447703668 0 0.00021897986299033935 -0.010268152485765583 -0.039680344032177572 -0.032987585056370707 0.00010957384422168796 -0.0033969334280195573 -0.040024048439524493 0.019560779618495429 0.028833906398693328 0 -0.012053674334292044 -0.02075700153827427 -0.0033936352010652381 0.0039765512980725884 0 0.039443298017094147 0 -0.018146151591014622 0.010777776424438888 0 0 -0.01565971013793958 -0.0065370252447027669 0.0081379195108009193 0 -0.0048603058500289618 0 0 0 -0.0009450112529987277
leaf_weight=97.584696453224751 29.954323492158437 80.374230970221106 15.255721191060731 278.78777043623268 166.83379569392127 412.13455941161374 1029.4730263910315 804.25238621832978 197.16705952250049 95.569560533709591 267.31921691499883 160.48532302241074 107.68789475939411 1554.3524173103797 1411.7725085630373 185.02047181622765 226.52378285968734 174.60923001512128 139.87705535412533 16.601180185039997 129.00923816261638 6.2164920164505011 152.61719748363248 93.599362858803943 95.382105774508091 2.8716506937635122 50.284487140132114 176.36278712080093 17.222554737498285 4.1938786176615386 42.306196643621661 13.858954201161394 10.684135694464205 6.8520150746044228 6.7848185377079053 0.070311085612046464 5.9538115159957661 0.68255995280924242 6.3332504653371862
leaf_count=103791 6682 23862 7721 70703 46358 134682 285622 324024 65447 38735 80994 63524 60709 659742 475424 116188 89280 74088 61911 4048 43988 2769 40420 41937 44760 1230 24363 75906 6978 1244 13848 3018 2959 1809 1961 13 1358 194 3113
internal_value=0 0.000568159 0.00186295 0.000596453 -0.00825333 0.00301684 -0.00127296 0.006892 0.0173332 0.00175544 -0.0156053 -0.0240983 -0.0207115 0.00379682 0.000418467 -0.027113 0.0106514 0.0125329 0.00759307 0.0198235 -0.0120132 0.0248014 -0.00440655 0.000577972 0.0278923 0.0332609 -0.00825189 0.005913 -0.0364461 0.0380123 -0.00390531 0 -0.00732399 -0.0119085 0 -0.00827139 -0.0144136 -0.00392537 0
internal_weight=0 8175.34 7856.02 7074.36 1477.15 5597.21 2629.31 2967.91 609.302 617.936 859.21 439.273 188.062 2358.6 2441.25 319.32 393.358 781.658 657.621 197.497 224.579 180.826 419.936 460.124 124.037 102.448 143.884 316.24 202.243 99.576 117.077 43.8133 73.2635 55.112 18.1515 16.6715 48.26 7.46738 21.589
internal_count=3105403 3001612 2846617 2503514 474002 2029512 845617 1183895 200129 218361 255641 134227 84571 983766 761046 154995 135638 343103 285035 80918 82723 76857 121414 204117 58068 47234 66300 137817 123166 46004 31829 9700 22129 17015 5114 4061 15206 2155 10834
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 16388 2 6 28 536184 968 796490 992 18088113 13178449 912 5250665 2367553 82 12583730 1310994 1 64 164 1 768 1
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=32
num_cat=20
split_feature=1 0 4 2 3 3 5 3 1 0 0 0 1 1 0 2 7 0 5 1 0 1 0 0 2 3 3 2 3 6 3
split_gain=56.1543 25.5292 9.15766 18.8741 7.94287 7.31564 6.11152 6.92197 15.1799 7.45461 5.62087 5.2013 4.8687 4.54706 4.71964 4.1874 4.02781 4.10833 3.10177 3.06261 2.84251 2.57875 2.5003 1.63646 1.56487 0.923013 0.818633 0.481606 0.410417 0.0659318 0.0503277
threshold=0 1 2 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35 3 2.5000000000000004 4 5 6 7 8 9 10 12.500000000000002 11 12 13 14 15 16 17 18 6.5000000000000009 60.500000000000007 8.5000000000000018 10.500000000000002 5.5000000000000009 19 11.500000000000002
decision_type=1 9 1 2 2 2 1 2 1 9 9 9 1 1 9 2 1 9 1 1 9 1 9 9 2 2 2 2 2 1 2
left_child=-1 12 6 4 5 20 16 11 10 -10 -9 21 -2 18 27 -13 17 28 22 -7 -4 -8 -5 -20 -16 -6 -18 -15 -3 -14 -28
right_child=1 2 3 13 25 19 7 8 9 -11 -12 15 29 14 24 -17 26 -19 23 -21 -22 -23 -24 -25 -26 -27 30 -29 -30 -31 -32
leaf_value=-0.065590890855242334 0 0.024230929935063952 -0.027767411433683095 -0.0034434165530604259 -0.039920755453937896 0.0033865370704682374 0 0 -0.014331500712467478 0.0080506728436932472 0.038858321317727942 0.0026057644756341371 -0.034009366384367766 -0.019751743951256534 0.0011565799914955801 0.03063496935887627 -0.031846518255256223 -0.01530539224917709 0.015255984238804962 -0.011656698270650578 -0.0077247957604351276 -0.022660865940963705 0.030893074624730277 -0.0057522195898027486 0.017365866322728418 0 0.0023015559660442501 0 0 -0.00094406895401666986 -0.0029305116666260367
leaf_weight=90.747275435191114 67.835496597574092 27.92157951233094 174.50153802848945 6.599240233830642 83.119742917420808 421.07211878488306 108.74464526056545 62.610230015518027 137.2479150313884 775.77109485329129 189.40289704738825 4620.1942229905108 230.55213597099646 67.133323391768499 246.40848729855497 26.599236992013175 57.924735667562345 26.091452395310625 14.645451224758288 147.796331518839 291.36455138670863 80.191719932641718 130.91639527544612 70.194934489903972 80.612048841052456 3.5025685071304897 3.2300496217794707 1.9132928411709134 1.6819343424867828 21.47744925977895 8.1062123157316801
leaf_count=103235 17126 10805 71052 1063 27896 97811 25986 21262 47312 342865 53665 1696222 131762 19460 106799 11366 19134 7712 6072 55273 76759 25111 54692 29540 32272 933 1049 867 596 7993 2548
internal_value=0 0.000443912 0.00166319 -0.00461065 -0.0123418 -0.00886937 0.00351026 0.00404253 0.0109399 0.00391102 0.030979 0.00227025 -0.0255569 0.00886763 0.000987229 0.00301938 -0.015227 0.000274216 0.0191323 -0.000547111 -0.0177787 -0.0122515 0.0271507 0 0.00692213 -0.038297 -0.028564 -0.016599 0.0191808 -0.0315373 0
internal_weight=0 8185.36 7865.5 1739.78 1121.36 1034.73 6125.72 6000.76 1165.03 913.019 252.013 4835.73 319.865 618.423 396.067 4646.79 124.956 55.695 222.356 568.868 465.866 188.936 137.516 84.8404 327.021 86.6223 69.261 69.0466 29.6035 252.03 11.3363
internal_count=3106238 3003003 2846122 580489 329724 300895 2265633 2223789 465104 390177 74927 1758685 156881 250765 159398 1707588 41844 19113 91367 153084 147811 51097 55755 35612 139071 28829 22731 20327 11401 139755 3597
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 4210692 2 8 30 9187331 8460675 18351112 784 384 8984664 1 2889776 1 992 2369224 232 2622600 10491992 1
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=21
split_feature=1 0 0 6 1 2 3 3 5 1 0 1 5 4 0 2 2 3 2 0 2 3 0 0 3 4 2 0 6 2 2 7 3 3 2 3 1 1 2
split_gain=51.3934 21.8413 8.53449 14.8609 11.9383 12.8062 6.39911 4.54103 3.92445 4.32412 6.697 3.8733 3.4029 2.99329 2.38124 3.84705 3.56832 1.87775 2.88299 2.62587 1.85223 1.63203 1.62466 1.40848 0.93838 0.918094 0.472514 0.337092 0.28307 0.296269 0.162281 0.112571 0.488228 0.159174 0.095174 0.117013 0.0514806 0.0405944 0.0147013
threshold=0 1 2 3 4 3.5000000000000004 8.5000000000000018 1.5000000000000002 5 6 7 8 9 10 11 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 4.5000000000000009 12 2.5000000000000004 1.0000000180025095e-35 13 14 4.5000000000000009 15 10.500000000000002 16 17 2.5000000000000004 9.5000000000000018 18 1.5000000000000002 5.5000000000000009 3.5000000000000004 1.5000000000000002 19 20 1.0000000180025095e-35
decision_type=1 9 9 1 1 2 2 2 1 1 9 1 1 1 9 2 2 2 2 9 2 2 9 9 2 1 2 9 1 2 2 1 2 2 2 2 1 1 2
left_child=-1 11 8 4 6 7 12 -6 23 10 20 28 -4 -7 16 -16 -11 18 22 26 -10 -12 -5 31 -13 -20 -19 -8 29 37 -31 32 -3 -33 38 -36 -25 -2 -30
right_child=1 2 3 17 5 13 27 -9 9 14 21 24 -14 -15 15 -17 -18 19 25 -21 -22 -23 -24 36 -26 -27 -28 -29 34 30 -32 33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.064096157398352158 0.0025571535847498644 0.012243221613082628 0.0020865311316474746 0.0078279859923308225 -0.03082095354966637 0.022003888722362419 0 -0.0076362762590760566 -0.0071257636767026351 0 0.0089807170446439804 -0.036192841266846236 -0.011404856562485334 -0.0035459099316357428 0.0056148949477654274 -0.0048282721237068301 0.0074634258323449804 0.042245915395051313 0.028739244718658172 0 0.0061130412162461491 0.022922491409583787 -0.007705441352926657 0 0 0 0 -0.025094503469430648 0 -0.0098745995501666878 0 -0.0063178854584007007 0 0.00068284898760273376 0.0076535136358187213 0 -0.021845511359350502 -0.001008906317617884 -0.0020286754109727794
leaf_weight=85.307687366817845 12.646388294902863 10.080925719463265 1422.1780165002856 105.5173493923794 338.45141990360571 59.301710990359425 5.7949980424600653 193.99332198142656 187.30777338739426 1159.5733772825042 349.07893077690096 172.11804578904412 173.16201674376498 46.696393115169485 555.40434525764431 839.84467990249686 1609.8642176182766 47.992645615362562 34.431400237896014 38.461143357970286 170.42152913213067 284.12125458742958 83.449323867127532 21.009254694683477 16.574410999572137 10.358921780512899 0.46659028285648574 70.750063291896367 0.71065675432328035 68.714791312318994 0.14688433468108897 9.4831335081253183 4.6573164841975094 3.764074227423408 6.2240667359437776 1.8671765791950745 46.912105807394255 20.603331860387698 5.7215183556836564
leaf_count=103580 2788 3483 431473 29138 158024 20603 1380 57884 56674 371837 150885 116103 45362 16037 228467 338586 634980 19803 18559 14742 73004 97977 25321 7940 6936 3483 236 18651 133 19232 25 3340 2087 1960 1460 370 15667 6767 1369
internal_value=0 0.000412239 0.00151899 -0.00303728 -0.00598759 -0.0172063 -0.00119135 -0.023765 0.00386406 0.00432124 0.0102641 -0.0241578 0.000196757 0.010243 0.00275169 -0.000427008 0.00444318 0.0159701 0.00759283 0.0282045 -5.85795e-05 0.0161985 0 -0.0125434 -0.0326779 0.024265 0.036719 -0.024959 -0.00363373 -0.00617651 -0.00899711 0 0.00501618 0 0 0.00499858 -0.0185576 0 0
internal_weight=0 8187.86 7882.53 2631.01 2310.33 638.443 1671.89 532.445 5251.52 5155.62 990.929 305.327 1595.34 105.998 4164.69 1395.25 2769.44 320.677 233.757 86.9204 357.729 633.2 188.967 95.9068 188.692 44.7903 48.4592 76.5451 116.635 102.111 68.8617 27.9854 14.7382 13.2472 14.5234 8.09124 67.9214 33.2497 6.43218
internal_count=3106346 3002766 2847583 860696 749414 252548 496866 215908 1986887 1952410 378540 155183 476835 36640 1573870 567053 1006817 111282 76501 34781 129678 248862 54459 34477 123039 22042 20039 20031 32144 28812 19257 10870 5570 5300 3332 1830 23607 9555 1502
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=1 16388 8717105 1 992 8 26 8651008 912 3 2 8651024 2630728 2624522 65568 2 3145728 1 1 192 768
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=39
num_cat=21
split_feature=1 0 1 3 3 1 2 2 5 0 7 0 0 3 0 0 1 0 0 0 3 2 6 3 0 2 3 0 3 2 3 0 3 2 3 1 1 3
split_gain=46.7548 19.3228 6.80016 6.721 7.42663 11.6004 8.84443 7.15481 6.3511 9.09369 5.49496 5.15767 5.01894 4.60018 10.1004 4.50735 4.34022 4.3066 2.2506 1.19091 0.409483 0.276872 0.397451 0.367786 0.468047 0.299173 0.203979 0.161705 0.100079 0.108587 0.0699289 0.0571808 0.0496337 0.0389383 0.032399 0.00337583 0.000606958 0.000276347
threshold=0 1 2 24.500000000000004 1.0000000180025095e-35 3 3.5000000000000004 6.5000000000000009 4 5 6 7 8 2.5000000000000004 9 10 11 12 13 14 86.500000000000014 2.5000000000000004 15 4.5000000000000009 16 5.5000000000000009 35.500000000000007 17 1.5000000000000002 3.5000000000000004 10.500000000000002 18 25.500000000000004 5.5000000000000009 119.50000000000001 19 20 39.500000000000007
decision_type=1 9 1 2 2 1 2 2 1 9 1 9 9 2 9 9 1 9 9 9 2 2 1 2 9 2 2 9 2 2 2 9 2 2 2 1 1 2
left_child=-1 2 21 4 5 6 12 11 13 10 -10 -7 -3 15 -15 -6 -11 -9 26 -8 -20 23 25 24 -2 27 32 -23 29 -24 -4 -25 -5 -34 37 -33 -26 -28
right_child=1 3 30 18 8 7 19 17 9 16 -12 -13 -14 14 -16 -17 -18 -19 20 -21 -22 22 28 31 36 -27 34 -29 -30 -31 -32 35 33 -35 -36 -37 -38 -39
leaf_value=-0.062484749560046807 0.011253261852680501 -0.0021403116356718053 -0.033282780739604938 0 -0.014021270421505111 0.001590292507602486 0.019745836423206913 -0.0052249994144375816 0.01436324774909023 0.0035663613567926281 -0.011878335231237516 -0.0068943636731902931 -0.039893432794676942 0.022280141503549629 0.0014135823008375259 0.0054175474984571956 -0.010806255062545636 0.022357293164218767 -0.039823778287272883 0 0 0 0 0 0 0 0 -0.01036638132974599 0 0.0075874273955491931 0 0 0.009045735110602025 0 0 -0.0041571513813819161 -0.00035134426028549532 -0.0030094900341805109
leaf_weight=79.928515094725299 28.297481331566814 85.543520720500965 205.24953306255338 1.2614414691925073 83.201210040802835 2175.1608958148863 13.437287764230858 43.276253832504153 420.32194797777629 242.63896034169011 60.621477753098588 1001.077119418871 121.32749306083133 509.50826459939708 480.91214284428861 1687.384246925998 662.04001738296938 177.86152325419243 31.454173555946909 24.733723133045714 5.5309880144486661 4.9418985192023683 3.7475402534764708 3.7494790603814181 0.325862409430556 5.5495071056066072 1.0088097775587792 62.606030091526918 3.1943888254463664 6.2461839446041267 5.8604826875380231 0.76041010685730726 5.7530878558172844 0.21349952102173109 1.7320986564736811 7.9913185939367377 9.1691388214239815 6.0773150633322075
leaf_count=103548 6700 25087 131676 492 19964 721435 5938 20019 125871 95049 18960 291494 74378 181803 202536 678523 271070 74063 9068 8953 1324 1594 937 994 52 1061 422 17430 664 1451 2020 176 2151 102 839 2203 3077 2657
internal_value=0 0.000387656 -0.0213602 0.00149344 0.00182628 -0.00140063 -0.0207848 0.000139893 0.00472234 -0.000622028 0.00977391 -0.00104634 -0.0295714 0.00746525 0.0130137 0.00407131 -0.0066461 0.0164678 -0.0265963 0.0114427 -0.0324848 -0.000368482 -0.00458347 0.00209138 0.00765102 -0.00788965 0 -0.00982126 0 0.00500237 -0.0315242 -0.00119425 0.00740214 0.00839722 0 -0.00360171 0 -0.0029557
internal_weight=0 8189.77 347.689 7842.08 7789.05 3642.42 245.042 3397.38 4146.63 1385.62 480.943 3176.24 206.871 2761.01 990.42 1770.59 904.679 221.138 53.0314 38.171 36.9852 136.579 86.2855 50.2937 37.7925 73.0974 16.0463 67.5479 13.1881 9.99372 211.11 12.5012 7.22803 5.96659 8.81822 8.75173 9.495 7.08612
internal_count=3105781 3002233 170035 2832198 2815143 1221367 114356 1107011 1593776 510950 144831 1012929 99465 1082826 384339 698487 366119 94082 17055 14891 10392 36339 23137 13202 9829 20085 6663 19024 3052 2388 133696 3373 2745 2253 3918 2379 3129 3079
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=1 4734980 912 6 1 8656024 1 8454961 18153648 3223120 1053825 74 73376 4152 2359544 1 524292 16384 4718592 512 640
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=21
split_feature=1 0 4 2 1 0 3 5 3 0 1 1 0 5 3 0 5 7 0 0 1 1 2 3 3 3 3 2 0 2 3 1 3 3 3 6 2 2 2
split_gain=42.6617 15.6629 6.92552 15.8613 7.38264 6.23947 5.58669 4.85343 4.99483 9.81476 10.4118 5.73365 4.90073 7.44638 4.78297 4.88404 4.40563 3.52861 3.87233 3.40887 3.30048 3.07393 1.45216 1.06773 0.987892 0.858235 0.857654 0.555564 0.525229 0.359634 0.297423 0.221872 0.54373 0.390006 0.330808 0.278568 0.147069 0.124605 0.0336464
threshold=0 1 2 2.5000000000000004 3 4 6.5000000000000009 5 3.5000000000000004 6 7 8 9 10 2.5000000000000004 11 12 13 14 15 16 17 6.5000000000000009 60.500000000000007 1.5000000000000002 4.5000000000000009 8.5000000000000018 14.500000000000002 18 10.500000000000002 5.5000000000000009 19 1.5000000000000002 1.5000000000000002 3.5000000000000004 20 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35
decision_type=1 9 1 2 1 9 2 1 2 9 1 1 9 1 2 9 1 1 9 9 1 1 2 2 2 2 2 2 9 2 2 1 2 2 2 1 2 2 2
left_child=-1 21 7 6 19 22 14 17 12 10 -10 -11 16 -14 20 -16 -9 18 30 29 -4 31 -6 28 -7 36 -19 -21 -8 -5 -3 32 38 35 -35 37 -23 -33 -2
right_child=1 2 3 4 5 24 23 8 9 11 -12 -13 13 -15 15 -17 -18 26 -20 27 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 -32 33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.060973895699531502 0 0.023688446014365348 0.0044721566568823312 -0.00772466661620827 0.00036935032099519153 -0.020733805383618423 0 0.012604329784373175 0.035773625498550531 0.012404472517797442 0.004453143425514919 -0.012209885035110611 0.0011356289413339564 -0.015010150483566104 0.020789520530299047 -0.0092102522442096841 0.0022903209887441783 -0.030136019550361694 -0.014468479326734274 0.02147739982237978 -0.015573313624695249 -0.034929920673869554 0.014992628222733343 0 0 0 0 0 -0.035953504037100979 0.00057017608828127545 0 -0.012904761229096513 -0.0062435806301682053 0.0081551177913433831 -0.0040091973104037946 0 -0.0024916577860808718 0 0.0083675809142966448
leaf_weight=75.288061979284976 2.119758558226752 26.558848135086013 57.592146047390997 45.819527918589301 317.25933003707905 126.34259488464158 9.0993513338034973 636.91365840604703 186.4738280941674 108.46553617244354 290.61512567056343 205.73487812711392 2937.44643734704 274.95831628535234 63.443775622552494 65.692138921527658 1411.7845764416998 55.781879744550679 27.781577028916217 269.22191316896351 549.44193318502221 132.86497738855542 78.540509087295504 2.9805289929208802 52.115032492089085 16.140210309327813 11.042817682435269 1.1801046851323906 94.207792591376347 0.8230920615606 1.4756726647028688 40.021029219526099 13.721840431564486 10.677705898531714 7.5002181190357069 7.061513177730375 27.424744979027309 5.8499454199918537 28.120503081008792
leaf_count=103761 401 10960 14049 12217 124279 44825 2283 191842 57068 40700 122480 82901 1188935 95516 17254 16784 443491 18332 7838 100570 170913 98741 31417 845 13914 6918 3573 571 32307 374 565 13792 3018 2992 2254 1851 17218 1382 6364
internal_value=0 0.000258002 0.00118072 -0.00428699 0.00470927 -0.00179318 -0.0139834 0.00277944 0.00325424 0.0106117 0.0190955 -0.0024245 0.0020432 -0.0003217 -0.00948356 0.00551161 0.00582042 -0.0140161 0.000131731 0.0160768 -0.0132538 -0.0209931 0.00471677 -0.0340007 -0.0158248 -0.0288614 -0.0267586 0.0203228 -0.0355245 -0.00309439 0.0189904 -0.00266205 0 -0.00552637 0 -0.00959121 -0.0322242 -0.0117162 0.00787193
internal_weight=0 8200.3 7908.79 1733.76 891.302 574.257 842.458 6175.03 6052.39 791.289 477.089 314.2 5261.1 3212.4 736.17 129.136 2048.7 122.641 55.8161 317.045 607.034 291.502 395.8 106.288 178.458 176.43 66.8247 270.402 103.307 46.6426 28.0345 115.073 43.9621 71.1104 18.1779 52.9325 160.29 45.871 30.2403
internal_count=3105495 3001734 2846803 582602 328167 214435 254435 2264201 2222933 303149 179548 123601 1919784 1284451 219000 34038 635333 41268 19363 113732 184962 154931 155696 35435 58739 122877 21905 101141 34590 12591 11525 32054 9783 22271 5246 17025 115959 15174 6765
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=1 16388 2 896 1320227 8 7866040 62 590 8716369 3 9706514 6 1 2627632 7341760 256 912 10485760 768 1
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=22
split_feature=1 0 1 4 2 1 0 3 3 5 2 0 5 0 0 7 0 1 3 3 2 3 3 0 5 1 3 3 5 1 3 3 1 3 3 0 2 1 3
split_gain=38.7305 13.4784 5.87322 5.80951 12.8956 6.31657 4.70805 4.2382 4.69273 3.94659 3.68286 3.67517 4.20203 3.57161 3.05919 2.93001 2.90641 2.78947 2.64495 2.4117 2.08542 1.22453 1.01492 0.745904 0.74094 0.671697 0.351058 0.342551 0.326844 0.826744 1.83473 0.702428 0.537096 0.395244 0.30958 0.294908 0.0692573 0.0599308 0.0457565
threshold=0 1 2 3 2.5000000000000004 4 5 6.5000000000000009 2.5000000000000004 6 12.500000000000002 7 8 9 10 11 12 13 1.5000000000000002 4.5000000000000009 8.5000000000000018 1.0000000180025095e-35 60.500000000000007 14 15 16 7.5000000000000009 5.5000000000000009 17 18 1.5000000000000002 1.5000000000000002 19 3.5000000000000004 3.5000000000000004 20 7.5000000000000009 21 7.5000000000000009
decision_type=1 9 1 1 2 1 9 2 2 1 2 9 1 9 9 1 9 1 2 2 2 2 2 9 1 1 2 2 1 1 2 2 1 2 2 9 2 1 2
left_child=-1 2 28 9 7 6 21 8 17 15 11 18 -13 -10 27 16 37 -5 -11 -4 -16 -6 25 26 -8 -9 -12 -7 32 31 35 -30 34 -32 36 -31 -2 -3 -34
right_child=1 3 19 4 5 14 24 22 13 10 23 12 -14 -15 20 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 30 33 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=-0.059329440118440005 0.014481559651699323 0 -0.030933473432402256 0 -0.017259634727046263 0.01990191450375732 0 0 0.018952963774241539 0.0029720666914538011 0.033938688739923617 0.0016375461830889727 -0.010315748463226927 -0.0066974504031098716 -0.013313859092927142 -0.024658502472750192 -0.0130905901650898 -0.016454221673237242 0.010090759785193228 0 0.0081867682389832799 0 0 0 0.014470593587164274 -0.035123704412828465 0 0 0.012012505800454933 0 0.010176556904892631 -0.0026255319683738676 -0.0033403659208066242 0 0 -0.019855833395748559 0 0.017605065561060652 0
leaf_weight=70.628793227719143 26.766800216457348 0.98034393845591694 197.24658398373867 168.55787459394196 37.658185568958288 14.194424253597388 5.8850274746946525 22.030815291567706 63.358477515532286 1769.870531022636 29.673892771650575 3030.6117260164465 282.97754796918889 62.847752861882327 270.71994674451707 62.805637001350988 24.40977859380655 426.48140687022533 879.03342777972284 30.246283884189324 14.342070454906205 43.672250931194867 2.8560960351896929 2.3934663586551315 506.93505068593367 74.011318310149363 0.44900664838496496 0.8328691341448583 21.76783751824405 4.7293916252383497 11.744363419158619 11.071532906615174 15.510866055235965 11.830750056920804 4.9030974130146197 39.834693827026058 0.22658480366226186 29.683221748564396 0.96250830887584093
leaf_count=103537 7957 476 130456 45058 12340 5372 2223 6229 17030 517092 12178 1281012 100664 15957 101837 20869 6718 135619 290985 10246 5780 12079 772 872 191122 26625 188 254 4639 1049 2698 2363 3369 2874 1234 12555 57 12704 242
internal_value=0 0.00021025 -0.0172694 0.00117346 -0.0038549 0.00415738 0.0100716 -0.0127824 -0.00874861 0.00264637 0.00307527 0.00275656 0.000416423 0.00621058 -0.00659978 -0.0126868 0 -0.0125472 0.00551235 -0.0263767 -0.0102772 -0.00773425 -0.0309894 0.0278426 0.0137935 -0.032598 0.0282399 0.0144694 0 -0.0035713 -0.00940921 0.00293834 0.00407906 0.00263045 0.00985848 -0.0195594 0.014026 0.015972 -0.000855688
internal_weight=0 8204.11 376.841 7827.27 1714.38 894.24 594.151 820.144 721.246 6112.89 5995.01 5962.49 3313.59 126.206 300.089 117.879 55.0733 595.039 2648.9 227.493 285.062 81.3304 98.8982 32.5164 512.82 96.0421 30.1229 15.0273 149.348 100.979 68.1392 32.8394 48.3699 23.5751 31.8965 44.5641 26.9934 30.6636 16.4734
internal_count=3105331 3001794 179739 2822055 578297 331007 217764 247290 213664 2243758 2202991 2189753 1381676 32987 113243 40767 19898 180677 808077 140702 107617 24419 33626 13238 193345 32854 12366 5626 39037 26178 19176 7002 12859 5572 9248 13604 8014 13180 3611
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 5783556 912 2 968 5704 8 8717904 3 8653842 263171 1 2365488 800 2097651 8 576 6 768 144 524288 514
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=33
num_cat=14
split_feature=1 0 3 3 1 2 2 2 3 0 0 3 0 0 0 1 5 5 0 0 2 6 3 3 3 3 3 3 3 2 3 3
split_gain=35.3627 11.7957 6.82127 5.24099 9.97804 8.03081 5.49995 4.98708 7.14408 13.0324 6.77937 4.85654 4.20289 3.9886 3.67304 2.68131 2.51908 2.17253 2.0031 1.19732 0.818891 1.50681 1.29255 0.45692 0.143461 0.0715575 0.23102 0.0466079 0.0370974 0.0352343 0.0272464 0.00148742
threshold=0 1 24.500000000000004 1.0000000180025095e-35 2 3.5000000000000004 6.5000000000000009 1.0000000180025095e-35 5.5000000000000009 3 4 2.5000000000000004 5 6 7 8 9 10 11 12 4.5000000000000009 13 8.5000000000000018 86.500000000000014 35.500000000000007 1.5000000000000002 1.0000000180025095e-35 25.500000000000004 119.50000000000001 5.5000000000000009 1.0000000180025095e-35 39.500000000000007
decision_type=1 9 2 2 1 2 2 2 2 9 9 2 9 9 9 1 1 1 9 9 2 1 2 2 2 2 2 2 2 2 2 2
left_child=-1 15 3 4 5 13 12 10 11 -10 16 -9 -6 -3 -8 25 -5 -12 24 -7 21 22 -17 -20 27 26 -2 -4 31 -29 -22 -26
right_child=1 2 18 7 6 19 14 8 9 -11 17 -13 -14 -15 -16 20 -18 -19 23 -21 30 -23 -24 -25 28 -27 -28 29 -30 -31 -32 -33
leaf_value=-0.057798553455493333 0 -0.0026189064736868179 0 -0.0045179694966101941 -0.014325046813587622 0.019323398103755246 0.019626731018540993 0.00049010179717033859 0.018341016611973095 -0.019673422178099143 0.0052228891140632776 0.010171263048772966 0 -0.037644680743145927 -0.0050918589689623803 -0.030980532504579075 0.021656269769730105 -0.008444828893823848 -0.040109626245434911 0 0 0 0 0 0 -0.0025290737100401896 0.0074958154567108734 0.0078964608107566069 0 0 -0.0024306868912939341 -0.0032660097929912107
leaf_weight=66.617395559012948 27.850696614390472 86.159186197022791 1.3011657759780089 13.386954988760408 182.80076845751319 13.626157928316387 182.80897046613973 1900.2932866026531 79.895181974570733 314.22092512533709 730.7416167112533 724.88527446592343 3008.3008888361946 117.11735792271793 45.264473953982815 161.19973963005759 363.5123474439315 86.598220813000808 31.748569148621755 24.916740828193724 17.602393935070722 16.669531763676787 5.7221064506156827 5.4681085791380601 0.991110802977344 18.209277757589007 18.363614589296049 6.1328805750235915 1.792157399933785 0.22399480955209572 16.115937447728356 6.1727429044549353
leaf_count=103606 8174 25410 479 4790 55753 5998 74652 727774 33534 104194 324741 283195 957286 75513 20289 110824 97075 30192 9493 9145 11048 6728 2077 1348 402 4324 4036 2185 833 105 8026 2581
internal_value=0 0.000136521 0.000929714 0.00126467 -0.00143906 -0.0195238 0 0.00367812 0.00136243 -0.0105389 0.00911078 0.00336105 -0.00107051 -0.028057 0.0141001 -0.018593 0.0196627 0.00309842 -0.0272974 0.0108375 -0.023459 -0.0269836 -0.0294324 -0.0326862 0 0 0.00231151 0.00617218 0 0.0072304 0 -0.00315945
internal_weight=0 8210.09 7928.36 7874.53 3660.99 241.819 3419.18 4213.53 3019.29 394.116 1194.24 2625.18 3191.1 203.277 228.073 281.733 376.899 817.34 53.8307 38.5429 217.31 183.591 166.922 37.2167 16.6141 64.4236 46.2143 7.65804 8.95601 6.35688 33.7183 7.16385
internal_count=3105810 3002204 2846967 2829541 1224046 116066 1107980 1605495 1148697 137728 456798 1010969 1013039 100923 94941 155237 101865 354933 17426 15143 138703 119629 112901 10841 6585 16534 12210 2769 3816 2290 19074 2983
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=1 16388 6 2434080 1123992 1318920 22347953 14950739 784 8 3 4153 2359544 1
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=19
split_feature=1 0 3 3 2 0 4 2 0 3 1 7 0 1 1 0 5 2 2 3 3 0 2 1 1 3 2 2 0 2 0 2 3 3 0 3 3 3 1
split_gain=32.2152 10.5897 5.74359 5.06354 4.54037 6.37321 4.38175 7.80936 4.60189 3.98386 6.92839 5.92365 3.69501 2.79788 2.75956 2.0097 1.58462 1.46914 1.33833 0.816897 0.72125 0.664528 0.598054 0.552247 0.546775 0.517447 0.463448 0.917316 0.440623 0.231405 0.224418 0.165714 0.107918 0.0829109 0.0210085 0.0144178 0.0531662 0.0200437 0.0143747
threshold=0 1 24.500000000000004 1.0000000180025095e-35 10.500000000000002 2 3 2.5000000000000004 4 3.5000000000000004 5 6 7 8 9 10 11 3.5000000000000004 4.5000000000000009 7.5000000000000009 7.5000000000000009 12 12.500000000000002 13 14 86.500000000000014 1.5000000000000002 2.5000000000000004 15 4.5000000000000009 16 7.5000000000000009 1.5000000000000002 33.500000000000007 17 32.500000000000007 119.50000000000001 25.500000000000004 18
decision_type=1 9 2 2 2 9 1 2 9 2 1 1 9 1 1 9 1 2 2 2 2 9 2 1 1 2 2 2 9 2 9 2 2 2 9 2 2 2 1
left_child=-1 3 4 13 6 20 9 12 -9 11 -11 -3 -8 26 15 16 19 23 -15 -5 24 35 -7 -17 -6 -23 28 30 38 -19 -28 -29 -24 -18 -16 37 -37 -4 -2
right_child=1 2 21 14 5 22 7 8 -10 10 -12 -13 -14 18 34 17 33 29 -20 -21 -22 25 32 -25 -26 -27 27 31 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.056211140817561102 0.0017456480803718965 0.0020593310299659344 0 0.023277826001078934 0 -0.012992409969202458 -0.00052213802453887051 0.008515860630615121 -0.0057502562397246442 0.018868315358263298 0 -0.014272761054823564 -0.015971615786117169 -0.036978230898790321 0 0 -0.0060060563508422295 0.0095011838961993195 0 0 0 -0.035547313273307825 0.0048069257456306146 -0.012788825305194313 0.042830543846484603 0 0 -0.0069530992669309746 -0.012968241632519329 0 0.013153160324518893 0 0 0 -0.015573785697446739 -0.0038023549417557298 0 0.0030285344223031372 0
leaf_weight=62.753842921309115 7.1721749685530085 4957.7761154618129 1.3944512106245408 62.43650641196291 4.7557517903624102 17.069294569431804 300.58193587533606 532.25972583674593 316.18296473061491 337.16321953253646 427.38516001671087 199.39883711531002 457.09651869215304 112.77329972572625 5.5830770855536684 12.800504119280959 10.420621285025842 26.608035958663095 19.525161334604491 7.0864633301389395 0.69293930963612993 27.382489125651773 16.70467057579663 76.918679105030606 37.665603198169265 5.1117643397010388 4.2499043841962703 57.025810884515522 33.518067301105475 15.868367383198345 11.253632106090661 1.7043593505513843 4.7876672338461495 0.17002959613455537 83.146802822651807 8.4495328228804265 1.848113843705504 4.9297694506822154 6.1043232261436042
leaf_count=103362 1581 1808632 493 12523 2426 6053 66228 210373 100555 123342 176304 67574 159557 84414 1452 3381 2120 8151 11740 1403 303 8433 5482 31212 18062 1245 1454 19118 9180 5365 3402 277 1709 35 41156 3441 851 1784 2070
internal_value=0 0.000100263 0.00112853 -0.0127205 0.0014405 0.0216118 0.00109703 -0.00341792 0.00287457 0.00238306 0.00904414 0.00129113 -0.0106862 -0.0227336 -0.00247593 0.00299985 0.0131769 -0.00305372 -0.03153 0.0186491 0.037064 -0.0254891 -0.00467196 -0.0106583 0.0434948 -0.0282967 -0.00439953 0 -0.0101795 0.00621123 0.0120644 -0.00536104 0 -0.00315834 -0.0145772 0 -0.000775544 0.00181712 0
internal_weight=0 8213 7658.64 554.366 7609.52 81.6759 7527.84 1606.12 848.443 5921.72 764.548 5157.17 757.678 253.327 301.039 212.309 80.1136 132.196 132.298 69.523 43.1143 49.1161 38.5616 89.7192 42.4214 32.4943 121.028 74.2337 46.7946 42.4764 15.5035 58.7302 21.4923 10.5907 88.7299 16.6219 10.2976 6.32422 13.2765
internal_count=3106243 3002881 2762847 240034 2746600 34035 2712565 536713 310928 2175852 299646 1876206 225785 133236 106798 64190 16081 48109 96154 13926 20791 16247 13244 34593 20488 9678 37082 24251 12831 13516 4856 19395 7191 2155 42608 6569 4292 2277 3651
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 22564876 2369762 2 8724755 110 1 10487968 992 440 1048584 3 73777 16 256 4722692 1572868 4198400 896
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=27
split_feature=1 0 3 3 5 2 0 3 0 5 0 2 1 0 7 3 3 1 1 5 5 0 1 0 1 2 1 2 0 0 1 3 5 1 3 5 1 1 2
split_gain=29.4553 9.18514 6.0739 5.0743 3.56507 3.90544 5.1302 3.84365 4.35958 3.61129 2.48943 1.84874 1.84268 1.67414 1.50352 1.29875 1.26017 1.89042 1.29405 0.9442 0.853175 0.697629 0.913084 0.687067 0.60861 0.549294 0.53941 0.508307 1.02843 0.494173 0.425363 0.327929 0.324092 0.199029 0.131784 0.0885562 0.0787405 0.0610617 0.059454
threshold=0 1 1.0000000180025095e-35 24.500000000000004 2 10.500000000000002 3 1.5000000000000002 4 5 6 7.5000000000000009 7 8 9 9.5000000000000018 1.5000000000000002 10 11 12 13 14 15 16 17 12.500000000000002 18 1.5000000000000002 19 20 21 86.500000000000014 22 23 9.5000000000000018 24 25 26 11.500000000000002
decision_type=1 9 2 2 1 2 9 2 9 1 9 2 1 9 1 2 2 1 1 1 1 9 1 9 1 2 1 2 9 9 1 2 1 1 2 1 1 1 2
left_child=-1 2 11 4 13 7 24 8 -6 -9 16 21 27 14 26 30 18 35 -4 -14 -20 37 -23 -5 -7 -8 -3 29 -29 -12 -15 -25 -19 -16 -21 -18 38 -2 -13
right_child=1 3 10 23 5 6 25 9 -10 -11 12 36 19 15 33 -17 17 32 20 34 -22 22 -24 31 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.054719893138491273 0.0035879708643143781 0.016596213196176105 -0.00030644972653433663 0 0.0015158926746511876 0 -0.011888638527726364 0.0068235329734763241 -0.0051157474828610909 -0.0022729867757864887 0 0.0072171861206665328 0 0 0 0 0.013693686901208181 0 0 -0.024866681344007709 0.024965247086825171 -0.0072717571141456524 -0.030976136186252751 -0.033898842554127805 0.038441324179683045 0 0 0.014147733484050571 -0.00082838459061748161 -0.01007340602535506 -0.025308917775350027 0 -0.015221029480221105 -0.010902837339905116 0 0 0 -0.00075687414954086747 0
leaf_weight=59.370966198883252 5.3695465061900904 15.733525798481422 13.155346649829879 16.456927426042967 3782.1916540823077 4.785292714368552 16.48147536534816 1783.2396662060492 1294.2101975676924 498.36863940586045 23.251889445789857 2.6423878531204541 14.03719886172621 15.830614455509931 1.6083178828994278 4.5986794796190216 17.162757401369163 6.6378941008006223 3.5365604074904695 55.155382254364667 40.802070645266213 115.23845023289323 145.39807607400871 25.953576710162455 38.679145954869455 21.109209682792425 8.8665731023065764 23.944525043974863 53.746981833450263 33.376378837157972 65.655420410650549 5.3728332009341093 27.210436937923077 19.464322689600525 6.5150248229037961 4.6848907187231843 2.4432104426668948 6.3481957093754318 0.44280338031239797
leaf_count=103378 1800 6427 4754 6506 1329458 2431 5878 699308 426617 189549 5551 705 7610 5203 720 1365 5099 1301 910 29136 10008 37556 103383 8288 18114 7051 3706 13083 13587 15295 22314 1301 5464 5901 1887 1429 811 3017 76
internal_value=0 1.82263e-05 -0.0114424 0.00101667 0.00131163 0.00166613 0.0204879 0.00133808 -0.000143242 0.00472279 -0.000958223 -0.0217526 -0.00764838 -0.01276 0 -0.0191908 0.00831544 0 0.0165394 -0.0170565 0.0209084 -0.0232974 -0.0238553 -0.0242107 0.0340871 -0.00347688 0.013504 0 0.00489372 -0.00537638 -0.0238514 -0.027121 -0.012015 -0.00997165 -0.0213373 0.011545 0.00131767 0 0.00443929
internal_weight=0 8219.71 601.1 7618.61 7570.82 7439.07 81.0551 7358.01 5076.4 2281.61 323.217 277.883 210.027 131.757 45.6727 86.0847 113.19 55.696 57.494 75.7076 44.3386 272.354 260.637 47.7833 43.4644 37.5907 24.6001 134.32 77.6915 56.6283 81.486 31.3264 33.8483 21.0726 61.6704 21.8476 5.5284 11.7177 3.08519
internal_count=3105977 3002599 262462 2740137 2724042 2678406 33474 2644932 1756075 888857 115114 147348 86149 45636 16754 28882 28965 13293 15672 38633 10918 145756 140939 16095 20545 12929 10133 47516 26670 20846 27517 9589 6765 6621 31023 6528 1592 4817 781
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 22568972 8 2361570 8457009 5 8200 920 2168992 1 46 262 2 4 524288 480 69681 256 364 1064960 4718596 64 2 4 5 824 664
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=36
num_cat=17
split_feature=1 0 3 3 2 0 4 2 1 0 3 0 7 2 1 1 0 5 0 3 3 1 2 2 1 3 3 5 2 3 1 3 2 3 3
split_gain=27.3066 7.94133 5.484 4.66121 3.59843 5.08988 4.156 7.09969 4.29468 3.66452 3.08215 6.82938 5.44984 2.13363 2.99921 2.04126 0.931559 1.25595 0.81531 0.664413 0.6041 0.587135 0.514988 0.439299 0.312857 0.278741 0.265002 0.297407 0.163216 0.11489 0.112423 0.08958 0.0631715 0.00137391 0.0548153
threshold=0 1 24.500000000000004 1.0000000180025095e-35 10.500000000000002 2 3 2.5000000000000004 4 5 3.5000000000000004 6 7 4.5000000000000009 8 9 10 11 12 7.5000000000000009 7.5000000000000009 13 12.500000000000002 3.5000000000000004 14 153.50000000000003 9.5000000000000018 15 4.5000000000000009 33.500000000000007 16 1.5000000000000002 5.5000000000000009 44.500000000000007 105.50000000000001
decision_type=1 9 2 2 2 9 1 2 1 9 2 9 1 2 1 1 9 1 9 2 2 1 2 2 1 2 2 1 2 2 1 2 2 2 2
left_child=-1 3 4 13 6 19 10 9 -9 -8 12 -12 -3 14 -2 26 17 29 33 21 -19 -6 -7 24 -18 32 27 -5 -25 -17 -15 -24 -20 -4 -35
right_child=1 2 18 15 5 22 7 8 -10 -11 11 -13 -14 30 -16 16 23 20 25 -21 -22 -23 31 28 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36
leaf_value=-0.053414917306596178 0 0.0018720857297174832 0.00055846882388210144 -0.018052521396933873 0 -0.012021885319658034 0 0.0073968108858542634 -0.0067188451437814895 -0.014349081286440017 -0.0076063812707100505 0.012816076753179329 -0.013796475175834478 0.0038900730425283172 -0.031951052763107515 -0.0074646142221441725 0 0.018042713039672319 -0.035368683673330813 0 0 0.037762085954710055 0.0043704043188527528 0.0059871527915742783 -0.008806618707967017 0 0 0 0 0 -0.0023066352005949296 0 0 -0.0039383467825442808 0
leaf_weight=56.588302449366893 56.386690927436575 5002.197795028922 11.74448520713486 40.522839009572635 4.7584963673725724 16.552731311763637 214.35415182789438 581.99870117651881 275.88913058457547 556.17396235778142 171.93832554835535 610.21265481818409 199.30001923808595 14.859731967910191 128.94955970258161 7.8175091769662686 9.9755226471752376 69.918937580790953 27.225637798110263 0.74820886878296633 8.1066300949314591 40.514380102598807 16.899457375402566 25.655420000723097 55.379831070589717 0.71829152485588466 4.4656332240556358 22.140465911812498 13.738929791026747 0.082803009427152463 15.268654245359359 4.7210272193187839 1.1025564352166828 5.3869991232058947 2.6552622725721449
leaf_count=104069 19350 1817683 4090 22655 2426 5964 52362 210750 102554 179037 56270 247927 67377 7032 87862 1548 2785 13766 8802 311 1622 18444 5503 8055 26656 157 1382 13184 5011 19 7330 1697 332 2084 1126
internal_value=0 3.39157e-05 0.000864061 -0.0119756 0.00116679 0.0189209 0.000857661 -0.00351176 0.00245346 -0.0103711 0.00210825 0.00790628 0.00113871 -0.0222158 -0.0257231 -0.00136728 0.00312828 0.00953686 -0.0252199 0.0324184 0.0143318 0.038043 -0.00419593 -0.00123882 -0.0066908 -0.0290564 -0.0132096 -0.0158462 0.00228671 -0.00397865 0 0 -0.0348779 0 -0.000137525
internal_weight=0 8218.36 7745.09 473.269 7696.26 84.1943 7612.06 1628.42 857.888 770.528 5983.65 782.151 5201.5 215.465 185.336 257.805 190.676 85.9259 48.8332 46.0211 78.0256 45.2729 38.1732 104.75 65.3554 29.0465 67.1289 62.6633 39.3943 7.90031 30.1284 21.6205 28.3282 19.7867 8.04226
internal_count=3107222 3003153 2784896 218257 2768305 34345 2733960 544703 313304 231399 2189257 304197 1885060 121574 107212 96683 59462 16955 16591 21181 15388 20870 13164 42507 29441 9291 37221 35839 13066 1567 14362 7200 9134 7300 3210
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=1 22036492 2369762 2 968 10492032 8726658 1 352 70 1048584 4 8466481 256 528 1 680
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=38
num_cat=15
split_feature=1 0 3 2 3 1 2 2 0 3 6 0 0 0 0 1 2 3 2 2 2 7 3 3 2 3 5 2 5 2 2 3 5 3 5 3 3
split_gain=24.9714 6.62568 4.20871 3.42894 4.29713 7.69659 5.89642 4.0912 4.55123 4.40365 3.40071 3.63886 3.53885 2.8782 2.38797 2.24688 1.93206 1.39277 1.15918 0.846941 0.59597 0.578563 0.33745 0.28774 0.252646 0.823069 0.666944 0.367721 0.152641 0.102541 0.0756203 0.0577296 0.0329402 0.0439731 0.0262027 0.025217 0.0170679
threshold=0 1 23.500000000000004 6.5000000000000009 1.0000000180025095e-35 2 2.5000000000000004 1.0000000180025095e-35 3 5.5000000000000009 4 5 6 7 8 9 8.5000000000000018 4.5000000000000009 10.500000000000002 1.5000000000000002 19.500000000000004 10 44.500000000000007 153.50000000000003 2.5000000000000004 4.5000000000000009 11 3.5000000000000004 12 5.5000000000000009 5.5000000000000009 105.50000000000001 13 1.5000000000000002 14 13.500000000000002 11.500000000000002
decision_type=1 9 2 2 2 1 2 2 9 2 1 9 9 9 9 1 2 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 1 2 1 2 2
left_child=-1 15 3 4 5 6 -3 8 -6 -9 12 20 16 22 -7 24 -5 19 -14 -17 -12 -21 30 29 25 26 -2 28 -26 -15 -4 -24 33 -29 -27 -19 -36
right_child=1 2 13 10 7 14 -8 9 -10 -11 11 -13 18 23 -16 17 -18 35 -20 21 -22 -23 31 -25 27 34 -28 32 -30 -31 -32 -33 -34 -35 36 -37 -38
leaf_value=-0.051947072204984228 0.017849334291908422 -0.027651510774171929 0.0099131926498139174 0.016650534829705538 -0.0020662250026073051 0.00083059032168325694 0.0042042565224651969 0.001968007399492266 0.010966416204723448 -0.009341424132378668 0.038908743945550175 -8.9578346782512688e-06 -0.011280746141523079 -0.03741549894809796 -0.0050425377674483702 -0.031245349046522316 0 0.001638401606851955 0.0022955005535917838 -0.010584011689055095 0 0 -0.0040380410517306875 0 0 0 0 0.0045910828809197458 -0.0099153051313596845 0 0 0 0 0 -0.0043825150600308093 -0.0017363008559127216 0
leaf_weight=53.638793601305224 11.755269104090985 171.58301087097789 13.647049345599953 159.11876040743664 319.11123445260455 2255.1807735397015 50.581989753220114 2413.7317986525304 874.69374654885905 368.69382105380646 51.980135852121748 32.92977757495828 124.14036972087342 29.09598953646492 922.90204001037637 77.598220502055483 77.597841564711416 25.084432438205116 40.285302270145621 100.82312297879253 0.65040947345551003 7.2168656144349361 5.4237832354265247 0.73895124433329229 3.9043276912416331 1.3605873562046327 5.4281661614950325 10.151682456547858 21.043000960489739 1.0570360686979245 0.38199209596496153 2.6008721994003281 31.149469110590871 2.5247558973496789 5.555560501641593 4.5979150827624826 0.80611739528831083
leaf_count=104160 2851 86681 4611 60997 100842 737767 24014 915288 355095 129158 22488 13206 57605 9727 268968 53325 31784 8495 15468 72060 275 5108 1918 161 1169 390 1351 2867 6246 338 183 1093 8326 607 1529 1102 217
internal_value=0 0 0.000579129 0.000849791 0.000255104 -0.00229849 -0.0188251 0.00251454 0.00734505 0.000279088 0.00874417 0.0244365 0.00323386 -0.0217001 -0.000823197 -0.0134982 0.0107393 -0.0185581 -0.00624911 -0.0221131 0.0337312 -0.00801574 0.00146549 -0.0309044 0 0.00561121 0.0144263 -0.00284188 -0.00902443 -0.0368548 0.00895788 -9.12111e-05 0 0.00250066 -0.00192446 0 -0.00294367
internal_weight=0 8225.13 7916.13 7863.18 7376.48 3400.25 222.165 3976.23 1193.8 2782.43 486.703 85.5603 401.142 52.9457 3178.08 308.999 236.717 215.321 164.426 185.638 52.6305 108.04 22.0537 30.892 93.6789 24.9057 17.1834 68.7732 24.9473 30.153 14.029 8.02466 43.8259 12.6764 7.72227 29.6823 6.36168
internal_count=3107470 3003310 2837667 2819636 2617813 1117430 110695 1500383 455937 1044446 201823 35969 165854 18031 1006735 165643 92781 140090 73073 130493 22763 77168 7805 10226 25553 6338 4202 19215 7415 10065 4794 3011 11800 3474 2136 9597 1746
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=1 17842180 6 11272258 1 8661235 6564168 8392760 8984369 896 1 1 4 2 2
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=21
split_feature=1 0 3 5 3 2 0 3 1 1 1 2 0 3 3 7 1 1 2 0 1 1 2 2 3 1 2 3 2 2 0 6 1 3 5 0 0 2 3
split_gain=22.4628 5.81087 4.84319 3.79268 3.35158 3.28734 4.56998 3.24128 4.87027 4.2094 2.43972 3.38192 1.79965 1.75692 1.75331 1.42824 1.09251 1.0873 1.00313 0.67301 0.645609 0.635724 0.529155 0.504901 0.468539 0.467565 0.33042 0.433075 0.316699 0.252857 0.209035 0.182333 0.18156 0.136455 0.104871 0.0942704 0.0708301 0.0160539 0.0127131
threshold=0 1 24.500000000000004 2 1.0000000180025095e-35 10.500000000000002 3 1.5000000000000002 4 5 6 4.5000000000000009 7 1.5000000000000002 8.5000000000000018 8 9 10 1.0000000180025095e-35 11 12 13 12.500000000000002 2.5000000000000004 86.500000000000014 14 1.5000000000000002 8.5000000000000018 4.5000000000000009 1.5000000000000002 15 16 17 5.5000000000000009 18 19 20 5.5000000000000009 15.500000000000002
decision_type=1 9 2 1 2 2 9 2 1 1 1 2 9 2 2 1 1 1 2 9 1 1 2 2 2 1 2 2 2 2 9 1 1 2 1 9 9 2 2
left_child=-1 4 3 12 10 7 20 9 -9 -5 18 -12 15 17 25 21 26 28 34 -4 -7 -3 -8 -20 -21 -14 27 -15 35 30 -19 -18 -17 -28 -2 -6 -31 -13 -16
right_child=1 2 19 5 13 6 22 8 -10 -11 11 37 14 16 38 32 31 29 23 24 -22 -23 -24 -25 -26 -27 33 -29 -30 36 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.050248840156789487 0 0.016597142113777007 0 0.002262698327892867 0.014432853472269852 0 -0.011903585562298535 0.0099644688844862678 0.00032415747956990499 -0.0033731904558291191 -0.032989358771743277 0.0019985288924338363 0 -0.0095617973881739812 0.0019242916435226187 0 -0.018367605572783524 0 0.013325197054762143 -0.034150690452303643 0.034725591877099858 0 0 0 0 -0.027193019221961802 0.0085825651428843488 0.00059679623167556255 0 0.003618169381360445 -0.010028504959742193 0 -0.01075490910746843 0 -0.011975832866001115 0 -0.00013507449648659324 0 0
leaf_weight=50.443356749477971 1.0233416657720227 16.589790929399896 16.485985534149222 2602.2717978125584 61.336672973469831 4.8195231923600659 16.490912979235873 818.89294967528258 1541.0321639950562 2581.3367294863492 113.22300206447835 10.193847124595779 15.871220639557578 25.273753955392753 4.3328200473915777 1.6924457919958513 53.271203465905273 4.6064670949563151 15.879705837840445 26.169247766767516 42.323339167545782 9.2052312153973634 21.367920086835511 32.18190333104576 5.1220637061924199 67.020389995872392 23.405805758491628 3.7965697240724685 6.6894652753253458 14.042512484724284 11.125669240587738 7.108075592928798 19.36619092911133 3.7496541577274902 15.658610349841183 3.7746722377778488 5.058740383319674 11.401746546616776 1.6825611650710923
leaf_count=103418 330 6871 6376 876068 14793 2432 5763 270620 634106 917296 83707 6365 5121 10685 1262 733 21304 2041 5152 8910 18750 3745 7076 11253 1263 22584 8803 1256 1452 12058 10837 1750 5979 1198 4658 1111 2409 5798 483
internal_value=0 -9.48327e-05 0.000510971 0.000794766 -0.0110132 0.00115884 0.0180803 0.000859217 0.00392101 -0.000491714 -0.019874 -0.0256557 -0.0136091 -0.000926384 -0.0201833 0 -0.0093175 0.00608483 0 -0.0242032 0.0307061 0.0128627 -0.00380888 0.00629915 -0.027083 -0.0256824 0 -0.0035271 0.0117665 -0.00246028 -0.00816844 -0.0153504 -0.0099463 0.00670474 -0.0121875 0.0145613 0 0 0
internal_weight=0 8234.87 7812.07 7764.3 422.801 7628.54 85.0017 7543.53 2359.93 5183.61 199.562 134.819 135.761 223.239 88.907 46.8537 116.605 106.634 64.7436 47.7773 47.1429 25.795 37.8588 48.0616 31.2913 82.8916 56.2258 29.0703 71.8008 34.8334 15.7321 60.3793 21.0586 27.1555 16.682 65.1113 19.1013 21.5956 6.01538
internal_count=3105816 3002398 2795438 2778889 206960 2732111 34021 2698090 904726 1793364 117263 95870 46778 89697 29450 17328 44996 44701 21393 16549 21182 10616 12839 16405 10173 27705 21942 11941 17356 27345 12878 23054 6712 10001 4988 15904 14467 12163 1745
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=1 20987916 8 2369762 62 400 864 2693280 1 666 496 77873 256 364 64 12 1 4 4 12 16384
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=27
split_feature=1 0 6 1 2 4 1 0 2 1 0 2 0 3 3 0 5 0 7 1 2 0 0 3 1 1 0 0 1 2 1 0 5 2 1 5 2 2 3
split_gain=21.0295 5.04637 7.99928 6.64566 3.47052 2.91285 5.28471 6.06499 2.85858 2.43526 2.27261 2.22479 2.21664 2.16826 2.09843 1.91049 1.85724 9.77382 6.15557 3.569 11.0971 3.64084 1.82259 1.61658 1.50518 1.33103 1.30256 1.28318 1.21324 1.19681 1.06498 0.970444 0.823837 0.808518 0.569817 0.546081 0.525358 0.513414 0.511085
threshold=0 1 2 3 5.5000000000000009 4 5 6 2.5000000000000004 7 8 1.0000000180025095e-35 9 2.5000000000000004 3.5000000000000004 10 11 12 13 14 1.0000000180025095e-35 15 16 2.5000000000000004 17 18 19 20 21 1.0000000180025095e-35 22 23 24 2.5000000000000004 25 26 6.5000000000000009 8.5000000000000018 3.5000000000000004
decision_type=1 9 1 1 2 1 1 9 2 1 9 2 9 2 2 9 1 9 1 1 2 9 9 2 1 1 9 9 1 2 1 9 1 2 1 1 2 2 2
left_child=-1 5 3 13 15 9 8 29 12 11 25 26 14 22 -7 23 19 18 -18 20 -11 -21 32 -5 35 -4 38 -10 -15 -8 -6 -26 -3 -19 -14 -9 -13 -31 -2
right_child=1 2 10 4 30 6 7 24 27 16 -12 36 34 28 -16 -17 17 33 -20 21 -22 -23 -24 -25 31 -27 -28 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.049083352500189498 0.019479992454243103 0.0098133398324567814 -0.00070952495419886619 -0.010725613354976814 0.012558823296073378 0.014182587582728052 0 0.0049809459686619602 0 -0.00079501899364046156 -0.0037858006015870703 -0.012800651248758657 0 0 -0.0096884539363006408 -0.022922191854683506 0.012363390600333327 -0.026965915368755717 -0.014400169598082102 -0.0012099329781981071 0.018051297624481849 0.0051110919818322872 -0.0037391172251763772 0.0080205132915799598 0 0.021978417183609544 -0.0027113272012086191 0.014715433998572764 -0.016598136143354741 -0.022457003519740198 -0.0043965390549133964 -0.0094741205871853133 -0.0016333428453320495 -0.0037088512672185528 -0.0126924456626281 -0.0018822852606535931 0 0 0
leaf_weight=48.373628429617384 28.555702276411466 229.33794194430811 8.33508224430261 85.339316702316864 23.063852149207378 79.414829093671869 15.806785872642648 253.9901183853508 100.23929903266253 605.79978237410978 25.465368656310602 199.00171839952236 6.409080447134329 45.003571614826797 15.385306995827703 363.31863075325964 325.34049725769728 104.0534140224845 77.294085970890592 1927.5620503222453 553.48283979419648 1585.7264938207518 196.74146025041409 33.854427657191991 97.145079515932593 108.30584435105266 45.241840456263162 200.18892902799416 75.035184962674975 234.17954885115614 24.830128829111345 234.73695171729923 21.992795305937761 67.508326237672009 121.4026800871361 88.300592375017004 12.585648180334827 3.1919990547467014 4.0507551458431399
leaf_count=103993 13021 73498 3148 37059 8865 26729 7780 76081 32874 226516 9288 84977 1058 11502 4314 199790 103409 29150 27464 687065 193865 632550 50786 8471 26735 32893 15274 77477 20653 93664 11852 79345 6142 28376 22899 27600 7023 1350 1944
internal_value=0 -2.51655e-06 -0.0058112 -0.00896695 -0.0165898 0.00101346 -0.00284923 -0.00737902 0.00465354 0.00209104 0.0138135 -0.00603543 -0.00268371 -0.000586161 0.00602427 -0.019453 0.00263439 -0.00232557 0.0057568 0.00332213 0.00811081 0.00158406 0.00221022 -0.00266932 -0.00154523 0.0186748 0.0046718 0.0108891 -0.0114177 -0.0195599 0.0026572 -0.00625578 0.0076952 -0.020214 -0.0106668 0.002414 -0.0115574 -0.0218882 0.0142544
internal_weight=0 8227.22 1240.62 1098.52 530.406 6986.59 1450.39 927.351 523.04 5536.2 142.106 289.436 222.612 568.111 94.8001 482.512 5246.77 574.196 402.635 4672.57 1159.28 3513.29 448.072 119.194 674.173 116.641 77.8483 300.428 120.039 253.178 47.894 331.882 251.331 171.562 127.812 342.291 211.587 237.372 32.6065
internal_count=3106480 3002487 473947 428618 266037 2528540 477906 312555 165351 2050634 45329 122239 55000 162581 31043 245320 1928395 188399 130873 1739996 420381 1319615 130426 45530 209761 36041 30239 110351 32155 102794 20717 106080 79640 57526 23957 103681 92000 95014 14965
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 10816497 1 928 2 896 66128 512 525326 976 17835008 3 8650992 1 30 49 528386 72 514 8652960 2097888 544 24 8388641 3 512 5
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=39
num_cat=18
split_feature=1 0 3 3 1 2 0 5 0 6 1 0 1 0 2 2 1 1 5 0 0 3 2 3 5 3 3 2 2 3 3 3 0 2 2 3 3 3
split_gain=19.2629 4.42635 3.52158 2.53853 6.59337 6.43685 3.49619 3.206 5.82837 8.33975 3.36029 2.88423 3.30239 2.85221 5.2701 2.75887 2.45941 2.35334 1.48864 1.33147 1.17433 0.585253 0.393552 0.228138 0.227515 0.745367 0.16763 0.104979 0.103264 0.0717218 0.0627404 0.0573014 0.0452978 0.0122898 0.0511709 0.0953428 0.0117458 0.00266578
threshold=0 1 24.500000000000004 1.0000000180025095e-35 2 3.5000000000000004 3 4 5 6 7 8 9 10 1.0000000180025095e-35 5.5000000000000009 11 12 13 14 15 8.5000000000000018 5.5000000000000009 153.50000000000003 16 5.5000000000000009 1.0000000180025095e-35 7.5000000000000009 5.5000000000000009 44.500000000000007 7.5000000000000009 105.50000000000001 17 3.5000000000000004 5.5000000000000009 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35
decision_type=1 9 2 2 1 2 9 1 9 1 1 9 1 9 2 2 1 1 1 9 9 2 2 2 1 2 2 2 2 2 2 2 9 2 2 2 2 2
left_child=-1 16 3 4 5 6 -3 13 9 -9 -10 12 -6 14 -5 -13 24 -15 33 29 -7 22 -20 28 25 26 -2 -28 -21 32 37 -31 -4 36 35 -35 -18 -26
right_child=1 2 19 7 11 20 -8 8 10 -11 -12 15 -14 17 -16 -17 18 -19 21 23 -22 -23 -24 -25 30 -27 27 -29 -30 31 -32 -33 -34 34 -36 -37 -38 -39
leaf_value=-0.04764262241020966 0 -0.0011989565550074742 0.0048506061996476816 0.036790605308845363 0.0060455306582969052 0.018701652658475912 -0.033580662730152686 0.016119081687656005 0.0025226203641424221 -0.0085273315851073644 -0.01001257680437205 -4.8072123500034557e-05 -0.01293000282155451 0.0079105888531180724 0 0.0087070947872012333 -0.0015061889631433813 0.0011589819156958042 -0.02442744787752673 -0.032544605401201757 -0.00012008586718900314 0 0 0 0 -0.0027878399840392115 0.015279319085954979 0 0 -0.0040353105468045368 0 0 0 0.0061910514659494062 0 0 0 -0.0042019150035234962
leaf_weight=45.942391210854112 20.3223419484857 84.352623151731677 9.5739188412553613 49.647895382862771 78.74370049504796 13.906091536351594 107.5100129565908 324.14858501174604 245.50439830633695 182.636849096074 655.8427676230931 2675.4578586348362 289.41547259500658 754.73389719324769 94.259258119913284 374.83620281808544 21.775260245209214 1961.0190613502346 139.33310874352173 24.833284110180109 25.0603457174293 5.2877762302232432 14.931833337381248 0.75707715598400582 6.0856601105187984 3.944344906252808 24.637301722570559 0.32673358742613245 1.0001899160561141 5.4228655733750184 0.53569176874589253 2.6875530052930117 2.6670974168810089 11.431535413372332 2.9140111489978144 2.8869461416034019 2.083979969524079 7.5742955572204664
leaf_count=103696 6373 25350 3576 17804 22025 6128 75722 88429 95710 61382 255666 839089 88128 264482 29136 154896 16906 797959 103553 8709 9174 1945 7774 158 1812 1018 5644 74 307 1922 139 1109 658 6355 1372 1218 911 1686
internal_value=0 -1.3659e-05 0.000400091 0.000641895 -0.00123634 -0.0162547 -0.024351 0.00231515 -0.00141675 0.00657539 -0.0063175 0 -0.00794169 0.00424245 0.016833 0.00100149 -0.0118895 0.00323177 -0.0169098 -0.02078 0.0101545 -0.0208416 -0.0229562 -0.0264364 0.00148888 0.00531567 0.011542 0.0145935 -0.0319638 0 -0.000375155 -0.000315859 0.00410964 0 0.00161306 0.00378408 0 -0.00381896
internal_weight=0 8228.09 7964.02 7917.08 3649.28 230.829 191.863 4267.79 1408.13 506.785 901.347 3418.45 368.159 2859.66 143.907 3050.29 264.071 2715.75 200.644 46.942 38.9664 159.553 154.265 26.5906 63.4264 49.2307 45.2864 24.964 25.8335 20.3514 14.1956 8.11042 12.241 41.0917 17.2325 14.3185 23.8592 13.66
internal_count=3107995 3004299 2847519 2831080 1220512 116374 101072 1610568 501187 149811 351376 1104138 110153 1109381 46940 993985 156780 1062441 140034 16439 15302 113272 111327 9174 16746 13109 12091 5718 9016 7265 3637 3031 4234 26762 8945 7573 17817 3498
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 20987908 6 1376432 1 9180312 1 74 1321096 768 1122816 784 54 2 8466489 2359544 5 56
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=38
num_cat=17
split_feature=1 0 3 5 2 3 1 1 6 0 0 1 3 1 0 0 7 5 3 2 3 6 3 3 3 3 5 3 3 2 3 0 3 2 3 2 2
split_gain=17.6283 3.81285 3.33279 2.58656 2.68645 3.27594 5.28439 4.92487 3.08754 3.28905 2.67512 1.9923 1.94 1.50451 1.38358 1.14817 1.04173 0.757526 0.56713 0.522463 0.619568 0.563053 0.455075 0.436043 0.337721 0.202979 0.1757 0.165706 0.143185 0.12192 0.119218 0.0660241 0.0490612 0.0449545 0.0412526 0.0362039 0.0112229
threshold=0 1 24.500000000000004 2 6.5000000000000009 1.5000000000000002 3 4 5 6 7 8 8.5000000000000018 9 10 11 12 13 11.500000000000002 1.5000000000000002 1.0000000180025095e-35 14 86.500000000000014 5.5000000000000009 3.5000000000000004 1.5000000000000002 15 15.500000000000002 1.0000000180025095e-35 4.5000000000000009 35.500000000000007 16 25.500000000000004 6.5000000000000009 119.50000000000001 5.5000000000000009 5.5000000000000009
decision_type=1 9 2 1 2 2 1 1 1 9 9 1 2 1 9 9 1 1 2 2 2 1 2 2 2 2 1 2 2 2 2 9 2 2 2 2 2
left_child=-1 13 3 11 5 6 -5 -7 10 -10 -6 15 31 25 30 16 -3 19 -19 21 29 23 -16 -15 -22 26 28 -14 -2 -21 32 -13 -4 -30 -32 -34 -27
right_child=1 2 14 4 8 7 -8 -9 9 -11 -12 12 27 17 22 -17 -18 18 -20 20 24 -23 -24 -25 -26 36 -28 -29 33 -31 34 -33 35 -35 -36 -37 -38
leaf_value=-0.046274250973435363 0 0.021170668811728688 0 -0.013429296486026567 0.0090940579755802164 0.015297017718330509 -0.00021193081802390419 0.0013981315144481626 0.031284653710636191 -0.00013788629722654935 -0.0056323586640423563 0 0.007046390948223469 -0.017949124142845229 -0.032514776634500024 -0.0064173932572160284 0 -0.021596613825574013 0 -0.0052557605538679089 0.014414698461502005 0 0 0 0 -0.0032943488147772395 0 0 0.011481389920768078 0 -0.0033287778427853461 -0.024466412921079331 0.0075093294259848502 0 0 0 0
leaf_weight=43.753958083420002 19.844752177566988 16.202559763885802 1.3507143110036874 287.75169133504096 239.03476165950997 267.50073213763244 4712.9001886508486 2042.1183596751798 54.34804419754073 33.02252558543114 163.08785998658277 1.8532768069708254 4.5588118797750203 15.090955121821027 24.809350953379184 27.279125846805982 9.2214106742321764 128.12097203794838 1.8515801263274614 17.492497400045981 18.939340263270427 0.71537184825865807 5.0537597545189774 2.8899787557602385 3.1079950691637341 17.55739434497082 10.516756720899137 1.9689534786157308 13.945784538198492 4.1949477610032764 7.228995683253741 73.748789826524444 6.2623614391195588 0.18916667485609728 1.6390902422135694 0.24399002420250315 0.83069867233279993
leaf_count=103588 6294 6080 485 144510 92451 87390 1572112 780733 22619 13103 71846 495 1485 13618 8851 9139 2569 95449 661 13279 9567 364 1275 1277 1381 4315 2733 674 3049 2651 2759 26616 2249 33 803 107 152
internal_value=0 -0.000115656 0.000259228 0.000495036 0.000796125 0.000259685 -0.0011348 0.00338299 0.00776771 0.0225063 0.00253098 -0.0114319 -0.0190135 -0.0112993 -0.0204137 0.000252993 0.0115433 -0.0152526 -0.0194155 0 0.00305593 -0.00965141 -0.0255905 -0.0145564 0.0114232 0 0.00467173 0.00126919 0.0067622 -0.00133914 0 -0.0252692 0.00561175 0.0110033 0 0.0067894 -0.00288913
internal_weight=0 8236.47 7981.19 7934.6 7799.76 7310.27 5000.65 2309.62 489.493 87.3706 402.123 134.833 82.1298 255.288 46.5883 52.7031 25.424 192.404 129.973 62.4311 43.7348 18.6963 29.8631 17.9809 22.0473 62.8846 44.4965 6.52777 33.9797 21.6874 16.7252 75.6021 7.85707 14.135 8.86809 6.50635 18.3881
internal_count=3106762 3003174 2848351 2831822 2784764 2584745 1716622 868123 200019 35722 164297 47058 29270 154823 16529 17788 8649 138247 96110 42137 26878 15259 10126 14895 10948 16576 12109 2159 9376 15930 6403 27111 2841 3082 3562 2356 4467
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=1 16793604 8 6 14 1 8661235 6564168 328 784 12345 2693226 1 6 1 5 128
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=21
split_feature=1 0 1 2 0 3 3 5 0 0 1 4 1 0 2 2 2 6 4 3 3 5 0 7 2 3 3 6 2 6 3 3 2 5 2 2 2 0 6
split_gain=16.2089 3.33004 9.43135 6.27381 5.10927 3.51991 2.44912 2.27468 2.24479 1.90748 1.86934 1.85565 1.70322 9.11625 5.19388 4.00288 5.66628 5.36839 3.33258 2.68096 1.76674 1.63141 1.59717 3.50491 4.48335 2.92003 2.71976 2.55467 1.95864 1.72466 1.57974 1.51169 1.42396 1.24213 1.19314 1.12543 1.11662 0.849763 0.795702
threshold=0 1 2 2.5000000000000004 3 13.500000000000002 1.0000000180025095e-35 4 5 6 7 8 9 10 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 11 12 1.5000000000000002 1.0000000180025095e-35 13 14 15 2.5000000000000004 5.5000000000000009 5.5000000000000009 16 8.5000000000000018 17 1.0000000180025095e-35 13.500000000000002 1.0000000180025095e-35 18 4.5000000000000009 9.5000000000000018 1.0000000180025095e-35 19 20
decision_type=1 9 1 2 9 2 2 1 9 9 1 1 1 9 2 2 2 1 1 2 2 1 9 1 2 2 2 1 2 1 2 2 2 1 2 2 2 9 1
left_child=-1 12 5 4 32 7 8 30 11 -9 35 -5 13 15 19 17 -17 20 33 21 -2 -15 26 25 -25 29 27 28 -14 -24 -3 -28 -4 -16 -10 -8 -7 -32 -11
right_child=1 2 3 6 -6 36 10 9 34 38 -12 -13 22 14 18 16 -18 -19 -20 -21 -22 -23 23 24 -26 -27 31 -29 -30 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.044916423687522467 0.0011683447901571077 -6.1471843718666094e-05 0.015097493357191853 0.018988234965888137 -0.022550400218571867 0 0.021102359291465478 0.0018670052038563146 -0.025742597223483595 -0.018554933634710401 -0.0036821093468440806 -0.0053123295146928415 -0.0069188528136384297 0 0.020224851295847834 0.028474422484611312 0 -0.01619002948431409 -0.0043577469683150757 0 0.017015457586185969 -0.01826657198511324 0.0045227764759291061 -0.02747110207187943 0.0056744208758862909 -0.0088333300203826733 0.01790475348203489 0.0055790340672954158 0.0084492722646959534 -0.00083133234644791718 0 -0.0016541247224702866 -0.0046166227685821909 -0.00015198596596469592 0 0 -0.027011935874497153 0.0074243765086280458 0
leaf_weight=41.689837049401831 202.7859506510722 609.92308610059263 31.672465705953073 20.415994338298333 419.44862203955563 4.2535524858976741 76.478018633235479 73.813623200694565 38.669101350496931 90.242266346613178 26.438442507045693 31.243635857812478 1097.5538900977699 53.799490534991492 97.088331276507233 210.74692024763499 123.18752538850822 69.959478856806527 83.800901138049085 118.21970974879514 145.6109937481815 246.07425435225741 2130.2796629791846 62.193866529094521 36.164722234505462 181.2999265883409 65.747065877076238 184.74613017385127 47.348922853008844 701.26145811734023 121.42854668485234 17.764076231746003 33.935345271107508 12.062257662066257 27.255594852336799 2.6052544406848019 27.525849220328382 697.5045480915287 14.937022458878344
leaf_count=103509 86080 176365 12455 7992 217383 779 28151 21098 30787 21875 15159 15318 439294 17150 38738 69096 46401 24199 33920 39048 51279 78889 740198 20139 13522 60249 33857 75585 20484 256401 29927 7994 14989 4600 15047 930 9541 223076 4180
internal_value=0 -0.000104032 -0.00328919 -0.0126256 -0.0188811 0.000769272 0 0.00181438 -0.00787781 -0.00736851 0.0106364 0.00362171 0.0011291 0.00418189 -0.00441387 0.0114128 0.0195104 0.00366166 0.00748487 -0.0108067 0.00940831 -0.015489 0.000114889 0.00144035 -0.014469 0.00220059 -0.00255611 -0.00393466 -0.00582843 0.00309712 0.00332594 0.0117638 0.00318096 0.0177123 -0.0169423 0.0166783 -0.0223308 0.00615439 -0.0146449
internal_weight=0 8235.49 2347.79 708.162 485.056 1639.63 223.106 1607.85 117.584 178.993 105.522 51.6596 5887.7 1363.34 611.045 752.291 333.934 418.356 192.951 418.093 348.397 299.874 4524.36 3111.2 98.3586 3012.84 1413.16 1329.65 1144.9 2831.54 1428.86 83.5111 65.6078 109.151 65.9247 79.0833 31.7794 818.933 105.179
internal_count=3105684 3002175 845052 358211 244827 486841 113384 476521 69144 47153 44240 23310 2157123 489400 212345 277055 115497 161558 77258 135087 137359 96039 1667723 1090509 33661 1056848 577214 535363 459778 996599 429368 41851 27444 43338 45834 29081 10320 253003 26055
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=1 10815793 992 524804 3 5251264 4168 24 2 30 49 1 2 2 2097185 1 1 1 3 21496836 1
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
adm_past_year=352
anmdc_ra=351
count_proc=340
agegroup_rm=311
pat_remoteness=92
cc_pulmonary_disease=74
flag_emergency=66
indstat_flag=27

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

end of parameters

pandas_categorical:[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1]]
