tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=31
objective=binary sigmoid:1
feature_names=duration_s flow_reduction_pct desaturation_pct min_spo2 confidence is_apnea is_hypopnea_obstructive is_hypopnea_central is_hypopnea_mixed is_rule1b stage_w stage_n1 stage_n2 stage_n3 stage_r n_events_within_5min time_since_prior_event_s time_to_next_event_s onset_min fraction_of_recording tst_h n_arousals_per_h overall_qual5 median_spo2 thermistor_type n_arousals_within_30s has_arousal_within_5s envelope_pre_30s_mean envelope_post_30s_mean envelope_event_mean envelope_local_reduction_pct is_accepted
feature_infos=[10:90] [0:100] [-0.69999999999999996:49.700000000000003] [50:98] [0.20000000000000001:0.69999999999999996] none [0:1] none none [0:1] none [0:1] [0:1] [0:1] [0:1] [0:36] [10:3600] [10:3600] [0:781.49666666666667] [0:0.99890007783420176] [0.6166666666666667:9.6999999999999993] [0:109.31506849315069] [5:6] [89.918194805635252:97.988631974045063] [0:1] [0:4] [0:1] none none none none [0:1]
tree_sizes=6523 6595 6886 6901 6895 6797 6679 6681 6805 6788 6930 6915 6679 6935 6891 6811 6740 6819 6478 6710 6679 6917 6796 6827 6504 6910 6467 6784 6601 6798 6785 6803 6686 6484 6916 6398 6375 6609 6783 6257 6670 6921 6449 6697 6867 6587 6594 6359 6472 6908 6642 6260 6159 6351 6585 6379 5838 5009 6339 6497 4885 5721 5948 6048 6907 5948 6584 6633 6489 5832 6412 6698 6798 6267 6680 6408 5732 6516 6683 6601 6382 4874 6499 6627 6668 6176 5848 6528 5869 6071 5926 5626 5913 4840 6245 6451 6234 6027 5854 6242 6089 6195 6690 5837 6350 6318 4886 5581 6288 5538 4793 6401 4559 6586 6673 5373 5523 4965 6251 4859 5210 5137 5092 4235 5180 5518 3808 6070 5946

Tree=0
num_leaves=60
num_cat=0
split_feature=2 25 14 21 2 17 21 17 14 21 17 21 21 14 25 17 21 17 1 13 2 23 17 23 17 17 17 1 21 17 21 20 2 19 21 17 2 1 21 1 1 2 2 21 1 17 17 1 25 20 25 1 17 17 1 18 20 0 17
split_gain=23735.5 6371.91 5999.49 1826.94 1640.79 1398.54 1275.87 972.988 818.901 642.926 539.556 468.392 355.845 436.069 385.046 331.883 291.1 242.617 181.296 166.194 152.801 148.227 147.96 130.921 130.473 129.01 110.519 105.953 117.894 103.974 103.371 98.9806 90.0309 86.5054 85.6204 76.0486 73.4487 73.2657 71.2964 68.4369 68.3675 64.6096 50.7903 38.2666 34.0918 30.8977 30.3712 29.8074 20.322 19.6723 16.4152 16.0092 14.3242 13.9457 10.7716 9.95312 4.44764 4.25774 2.79588
threshold=3.1500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 47.289807709141847 4.9500000000000011 23.049999999999276 28.951165325167608 26.049999999999276 1.0000000180025095e-35 22.336257309941523 34.54999999999928 47.55706157453703 47.341199691066684 1.0000000180025095e-35 1.0000000180025095e-35 27.049999999999276 20.211690945970869 21.300000000002004 98.050000000000011 1.0000000180025095e-35 0.95000000000000007 92.993530851545856 46.199999999998006 93.05028139226242 19.299999999999503 13.950000000000729 14.800000000002003 99.250000000000014 31.6652809703135 25.799999999999617 22.362103336710351 8.0666666666666682 6.1500000000000012 0.62168297194579203 20.744784876140812 27.049999999999276 7.1500000000000012 98.65000000000002 22.362103336710351 97.65000000000002 97.450000000000017 1.1500000000000001 6.0500000000000007 41.485285989673912 98.950000000000017 11.500000000000911 13.699999999999365 82.450000000000017 1.5000000000000002 7.116666666666668 1.0000000180025095e-35 55.850000000000001 15.099999999999001 22.549999999999276 55.850000000000001 197.31250000000003 8.0666666666666682 19.650000000000002 31.299999999999503
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 12 25 10 20 9 -7 21 15 13 14 18 -8 -12 36 -2 27 26 -1 41 -13 45 48 -4 32 -29 -16 -10 47 -19 -33 -27 52 43 -22 -24 42 51 -9 -21 46 -37 -5 -6 -26 -3 -47 53 -38 -15 -14 -45 -55 58 -58 -52
right_child=4 3 7 24 17 8 11 22 30 -11 16 23 50 35 29 -17 -18 19 -20 39 37 -23 38 -25 31 34 -28 28 -30 -31 -32 33 -34 -35 -36 44 40 -39 -40 -41 -42 -43 -44 54 -46 49 -48 -49 -50 -51 56 -53 -54 55 -56 -57 57 -59 -60
leaf_value=-0.21578299198880671 -0.15663807013273448 -0.23169565295262884 -0.22894542040403737 -0.22471866793668482 -0.17643666390681662 -0.19014671609358488 -0.22723741159449298 -0.15854493155972071 -0.14322150472533784 -0.15845012935596459 -0.22854092149170865 -0.11063377774919937 -0.14187998763543913 -0.17019527581472027 -0.15787606974876103 -0.19506182513683179 -0.20828999498348683 -0.092270979171919648 -0.21062779432656933 -0.15961883185795123 -0.13841855629283731 -0.24280371669531636 -0.14007785095511305 -0.16904249890224243 -0.10484354605320562 -0.21769908996655699 -0.19157943693559662 -0.16486146571583243 -0.080962313497007971 -0.11790587671183747 -0.1161078938567025 -0.17624987106210646 -0.07821563600401174 -0.095835030201294427 -0.19246635459610459 -0.093214606617033263 -0.11818947881264419 -0.23320285709982805 -0.11990048989727939 -0.24889860705164302 -0.21006415938216472 -0.1293855746519034 -0.10009898172882334 -0.1382688856170762 -0.13642341287703846 -0.13804132784177184 -0.13380959451998153 -0.066370481751463289 -0.20285382937528645 -0.17966114250256132 -0.085653487799519923 -0.09025650651215765 -0.12895653282793948 -0.070071902865407446 -0.091192823897001493 -0.10409405699346332 -0.11749215221856664 -0.078173582391483615 -0.0735800748556701
leaf_weight=559.55477550625801 1258.067721426487 480.15010669827461 274.44238656759262 13.647677451372145 51.364895135164261 2398.7654167711735 1147.3974642753601 1074.4444248080254 612.90478736162186 4803.4861837029457 4240.9537331163883 118.85886362195015 17.866050481796265 25.310238182544708 195.53399693965912 2658.0712883472443 3051.372538536787 1693.8008415102959 177.41980686783791 64.516293406486511 150.86887073516846 5460.3116784989834 997.27301231026649 497.51987800002098 1171.2188649177551 478.66126915812492 709.43108788132668 84.367460608482361 83.12676265835762 968.98509904742241 824.31971806287766 91.811648309230804 3480.4058896899223 52.605593085289001 1129.5314137935638 604.46804130077362 64.020014226436615 23.573261052370071 780.39901062846184 12.406979501247404 13.647677451372145 230.76981872320175 80.645366758108139 15.384654581546782 49.379778414964676 138.2137516438961 224.07004979252815 52.605593085289001 69.97536438703537 35.732100963592529 65.508851766586304 258.06517362594604 125.3104929625988 30.521169573068619 57.816524475812912 72.704899877309799 13.895817041397097 13.647677451372145 178.90864440798759
leaf_count=2255 5070 1935 1106 55 207 9667 4624 4330 2470 19358 17091 479 72 102 788 10712 12297 6826 715 260 608 22005 4019 2005 4720 1929 2859 340 335 3905 3322 370 14026 212 4552 2436 258 95 3145 50 55 930 325 62 199 557 903 212 282 144 264 1040 505 123 233 293 56 55 721
internal_value=-0.172824 -0.192556 -0.208707 -0.163826 -0.104957 -0.171124 -0.221484 -0.155286 -0.16213 -0.169007 -0.229213 -0.198214 -0.130826 -0.136027 -0.14598 -0.204763 -0.220067 -0.0890704 -0.163311 -0.0855765 -0.194356 -0.240292 -0.140606 -0.157779 -0.113171 -0.207126 -0.202002 -0.0840837 -0.123223 -0.124617 -0.127671 -0.107809 -0.0828167 -0.146958 -0.199977 -0.103856 -0.117145 -0.151227 -0.13122 -0.136186 -0.100453 -0.153389 -0.126552 -0.133219 -0.0964778 -0.152275 -0.141759 -0.10319 -0.228027 -0.146591 -0.0857807 -0.0958087 -0.135886 -0.101094 -0.101087 -0.0940346 -0.0789625 -0.09801 -0.076816
internal_weight=44310 34328.9 21975.2 12353.6 9981.17 10797.8 17734 4241.2 8639.48 7202.25 13312.2 4421.85 3797.53 3404.48 2600.01 3805.47 7292.33 6183.64 1435.49 5499.27 1158.32 6019.87 3082.89 616.379 1555.84 2158.32 983.873 5341.7 167.494 1164.52 1437.22 1368.24 5174.21 144.417 1608.19 804.469 684.369 174.442 1777.67 157.569 335.733 1305.21 145.162 348.636 653.848 187.594 275.435 1223.82 550.125 173.946 393.053 322.085 150.621 121.092 73.2012 103.226 271.961 27.5435 244.417
internal_count=178569 138345 88560 49785 40224 43515 71468 17092 34817 29025 53648 17820 15304 13720 10478 15336 29388 24920 5785 22162 4668 24260 12424 2484 6270 8698 3965 21527 675 4693 5792 5514 20852 582 6481 3242 2758 703 7164 635 1353 5260 585 1405 2635 756 1110 4932 2217 701 1584 1298 607 488 295 416 1096 111 985
is_linear=0
shrinkage=1


Tree=1
num_leaves=60
num_cat=0
split_feature=2 25 14 2 21 21 14 13 21 21 14 0 11 21 2 23 21 21 0 13 25 21 23 15 21 14 15 14 25 19 21 23 20 21 20 23 20 0 26 20 21 4 2 18 23 21 2 21 2 3 0 20 21 25 0 16 0 26 20
split_gain=21390.4 5686.13 5304.56 1777.74 1630.61 1164.88 760.186 424.068 418.368 407.687 394.372 368.919 366.787 352.327 321.284 317.351 289.504 258.493 209.717 191.725 187.667 178.534 174.103 153.429 142.724 146.703 136.791 135.506 136.555 133.58 139.857 132.188 99.3057 96.7366 80.352 71.8397 71.3929 71.313 65.3374 59.8909 59.5714 56.1759 53.9231 50.6387 41.4749 37.8318 32.9551 32.286 30.1822 21.4772 18.2271 17.1498 16.2756 14.8847 13.7102 11.8688 11.2565 10.9053 7.66647
threshold=3.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 4.7500000000000009 38.511873577532533 28.951165325167608 1.0000000180025095e-35 1.0000000180025095e-35 20.744784876140812 25.326610736115288 1.0000000180025095e-35 23.250000000000004 1.0000000180025095e-35 47.55706157453703 1.0500000000000003 92.993530851545856 47.289807709141847 37.808814306964742 23.850000000000005 1.0000000180025095e-35 1.0000000180025095e-35 47.341199691066684 94.112390022105771 14.500000000000002 35.887721930482627 1.0000000180025095e-35 18.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.56826886032665602 47.234150536421701 95.000153722538741 8.0666666666666682 8.598849396904491 8.5625000000000018 94.023960459741303 8.1708333333333361 16.150000000000002 1.0000000180025095e-35 8.1875000000000018 20.211690945970869 0.45000000000000001 6.0500000000000007 278.18666666666672 94.023960459741303 22.336257309941523 2.0500000000000003 20.115092051592992 44.300000000000004 88.850000000000009 14.250000000000002 7.5083333333333337 36.578626574563195 1.0000000180025095e-35 10.550000000000002 99.200000000002561 13.65 1.0000000180025095e-35 8.0666666666666682
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 9 6 12 8 13 22 10 20 14 15 -7 23 -1 29 -10 26 24 31 27 -3 -4 25 34 -8 28 -11 35 -31 -2 37 43 -5 -6 -34 -18 -35 42 -22 -16 52 -13 51 -20 -9 -14 49 -26 -27 -12 -21 55 -46 -23 -44 -29 -55
right_child=3 4 11 19 16 7 18 46 17 21 44 33 47 -15 41 -17 32 -19 45 39 40 53 -24 -25 48 50 -28 57 -30 30 -32 -33 36 38 -36 -37 -38 -39 -40 -41 -42 -43 56 -45 54 -47 -48 -49 -50 -51 -52 -53 -54 58 -56 -57 -58 -59 -60
leaf_value=-0.031447583259391405 -0.017601225125981168 -0.0037508954058643887 0.0044561638221575191 0.068758448093043475 0.034354468276088068 -0.024385593242396419 0.023828168103832047 -0.063999371734744334 0.0013288103924478289 0.021466755197261465 0.048727327479605086 0.048657580456708836 -0.031701581406740946 0.018962588555195226 -0.010460817038099972 -0.059136910763968334 0.046318465103420012 -0.064592097453254491 0.038687312509343999 -0.0076050862755269706 0.017576909756655115 0.073686959546195002 -0.033683417127976449 -0.026089537731685011 0.096357917706768909 0.078592292866558444 -0.023075564265927995 0.069321180789450071 0.053036573861647042 0.050756513000337948 -0.065208656277598018 0.018836257621597203 -0.0012986548095256852 0.029786808833600343 0.014388443473065247 0.00070301756391468861 0.072906190474664734 0.069681220799613017 0.056675093434171181 -0.069616203848452476 0.049866392978711906 0.046492797039257246 0.033258896342291636 -0.043757874922290746 0.027385947942980906 0.06339708195349876 -0.010092661250509772 -0.011837389855286359 0.02623751609751165 0.086466519200015871 0.090790055029836558 0.014284925801507007 0.047050499079490139 0.090493144458468483 0.068952269601510574 0.030708134753306915 0.072993454681858957 0.093943927730154378 0.064475175597994872
leaf_weight=1141.3296414315701 623.6906226426363 666.29702739417553 967.83123864233494 2309.0258453190327 225.19273294508457 3139.8880164772272 820.4896292835474 625.75796034932137 5104.5486343353987 633.63658764958382 102.68900978565216 19.393677189946175 418.02470411360264 551.01386246085167 48.874805480241776 11086.104459121823 536.62093263864517 153.17303304374218 291.25386556982994 57.116795107722282 307.78290346264839 114.14849980175495 1793.34056212008 714.66180749237537 1072.9976225793362 433.24197041988373 191.78100873529911 309.57689900696278 745.58067125082016 459.17803032696247 27.560303196310997 414.21068161725998 117.49119970202446 1699.2659674435854 70.014956176280975 536.30314719676971 44.763272628188133 834.70852801203728 260.57661755383015 14.330658361315725 266.54581534862518 379.30695797502995 24.179285764694214 62.893384009599686 20.923801153898239 330.88139365613461 29.697020068764687 400.57230940461159 17.971449255943298 1123.2964232414961 1044.965846285224 55.770794957876205 17.886471018195152 268.07598459720612 382.34283074736595 18.694152563810349 67.813463792204857 52.610213533043861 31.656622529029846
leaf_count=4620 2514 2691 3898 9256 907 12692 3301 2529 20567 2553 412 78 1695 2218 197 44938 2154 617 1171 230 1237 458 7243 2886 4299 1737 774 1242 2995 1849 111 1670 473 6833 281 2160 180 3348 1047 58 1071 1524 97 253 84 1328 120 1622 72 4502 4188 224 72 1074 1534 75 272 211 127
internal_value=0.000123478 -0.0193736 -0.0347912 0.0620657 0.00800313 -0.0469143 -0.00199383 -0.0244957 -0.0085542 0.0375112 0.0222005 0.0159812 -0.0543831 -0.0179142 0.00132251 -0.0565523 0.0416103 -0.000591661 0.028983 0.0791399 0.00963015 0.0528217 -0.0255749 -0.00851854 0.0806529 0.0748447 0.014942 0.0456803 0.0385328 0.0237315 0.0441903 -0.00305958 0.0561625 0.031132 0.0671583 0.0106546 0.0191732 0.060539 0.0333618 0.0284771 0.0325625 0.0399918 0.0368949 -0.0219771 0.058279 0.0518292 -0.061557 -0.0219812 0.0907709 0.091299 0.0872151 0.0366051 0.00542895 0.0815706 0.0667956 0.0676388 0.0625497 0.0728978 0.0877452
internal_weight=44279.6 33678.8 21545.2 10600.8 12133.6 17392.4 9351.77 4346.36 7717.36 4347.94 2173.96 4152.8 13046 3690.9 2110.67 12227.4 2781.82 5257.72 1634.41 6252.84 1612.23 2173.98 2459.64 1682.49 6071.51 3857.25 1012.27 1741.4 1379.22 1248.23 486.738 1037.9 1533.58 2042.13 2379.04 761.496 162.254 1371.33 1959.84 181.327 574.329 428.182 166.996 82.2871 561.726 622.135 655.455 818.597 2214.27 2196.29 1478.21 158.46 75.0033 432.575 403.267 132.843 91.9927 362.187 299.733
internal_count=178569 136024 87150 42545 48874 70434 37692 17559 31118 17481 8746 16716 52875 14910 8505 49558 11182 21184 6574 25064 6492 8735 9934 6784 24335 15462 4075 7001 5548 5027 1960 4184 6155 8211 9537 3067 653 5502 7880 729 2308 1721 671 331 2254 2499 2649 3317 8873 8801 5925 636 302 1734 1618 533 369 1453 1201
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=63
num_cat=0
split_feature=2 14 21 2 11 21 17 17 17 13 21 21 14 17 21 17 17 11 17 23 23 13 21 21 11 23 21 14 21 21 2 21 14 2 21 0 2 17 17 0 18 21 17 17 2 21 23 2 17 17 23 2 21 21 17 4 2 17 22 16 16 23
split_gain=19293.6 4381.2 4419.39 1600.37 1531.45 1475.61 1272.59 762.323 630.668 576.822 472.408 366.145 354.672 291.649 230.473 218.143 204.928 192.507 166.423 142.901 121.338 119.967 116.571 114.051 110.752 106.925 104.899 98.3467 92.1202 91.624 88.2376 81.2455 82.3706 80.944 70.557 65.9314 65.6574 59.3066 58.2686 46.1641 43.6812 43.1279 39.8037 38.2207 36.5439 34.3168 30.185 28.9974 26.5136 26.3932 26.3655 20.1061 18.2588 17.7541 17.582 16.4642 16.1986 15.2864 13.95 11.1303 8.20511 5.06793
threshold=3.0500000000000003 1.0000000180025095e-35 28.951165325167608 4.7500000000000009 1.0000000180025095e-35 47.341199691066684 26.049999999999276 25.549999999999276 28.000000000000231 1.0000000180025095e-35 20.211690945970869 25.326610736115288 1.0000000180025095e-35 23.049999999999276 22.362103336710351 25.299999999999503 15.300000000002003 1.0000000180025095e-35 26.049999999999276 93.05028139226242 95.000153722538741 1.0000000180025095e-35 20.211690945970869 20.211690945970869 1.0000000180025095e-35 92.993530851545856 47.341199691066684 1.0000000180025095e-35 22.336257309941523 8.598849396904491 3.4500000000000006 25.69098108921558 1.0000000180025095e-35 7.1500000000000012 47.289807709141847 12.65 1.0500000000000003 19.299999999999503 37.800000000002008 18.650000000000002 276.3058333333334 40.760696745927994 25.299999999999503 14.800000000002003 6.1500000000000012 30.689451884613153 93.993761486932286 1.0500000000000003 13.950000000000729 12.800000000000638 94.023960459741303 0.25000000000000006 49.156487077279159 24.317793609132199 13.950000000000729 0.45000000000000001 6.0500000000000007 13.950000000000729 5.5000000000000009 108.54999999999929 78.300000000000651 95.002415878613903
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 11 8 7 16 24 25 -9 -10 12 20 48 29 33 51 19 34 -7 30 31 -15 -22 -4 -1 27 -20 36 40 -2 32 -17 41 46 -31 -18 -19 52 -40 -8 43 54 -5 -33 58 -13 -30 -6 -35 -44 57 -16 -51 -14 -53 -47 -3 -23 -28 -43 -36
right_child=3 6 5 15 13 17 14 9 10 -11 -12 18 42 22 38 21 28 37 26 -21 23 45 -24 -25 -26 -27 59 -29 47 35 -32 44 -34 49 61 -37 -38 -39 39 -41 -42 60 50 -45 -46 56 -48 -49 -50 53 -52 55 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63
leaf_value=-0.03873905078685843 -0.0169563783136456 -0.054580686135101954 -0.043545446008119 0.0014942394191387179 -0.058537752533363789 0.061317641681929547 0.030268262351841282 0.005068597057101068 -0.050011725496581484 -0.053719583974353446 -0.02845849957930581 -0.015041099611856052 -0.028183961953747935 -0.011735226723554735 0.028942078303047066 0.063106929780600729 -0.026917558275658917 0.021767299587260619 0.043793582980141271 0.019249646564342058 0.0069034197288028905 0.048559333026328644 0.010904935858400024 0.048162349634750107 -0.014552655172243896 -0.064127391284605914 0.084832096752772701 0.075944032752679635 0.003895990138195215 0.0021456440810602756 0.013832899468909102 0.07726552175585305 0.084681410314370459 0.017223302892263783 0.045296581999613145 0.028497536230178741 0.02056938219364993 0.064838674052634312 0.03751692711568512 0.055811272966394834 -0.034702361045683354 0.07297013312077405 0.041792500493106122 0.040335529312789414 0.088778590097251517 0.029938376906744581 0.019543574568255964 0.037209539521185123 -0.033558409941105004 0.055894654697352567 0.068545254620084414 -0.064396474573978554 0.066059258493473036 0.07703321531422247 0.0344319927094901 -0.00016961472122802021 0.079782177435689328 -0.032966957660764074 0.0004514196896510555 0.060155129256614426 0.036070425181570186 0.070646846894015305
leaf_weight=455.38492831587791 496.98969084024429 319.78471545875072 1443.553926602006 77.80936473608017 142.77001564204693 249.64606803655624 35.144814342260361 4945.3070265501738 5672.5389191508293 455.70464953780174 4607.2079646587372 87.647839054465294 12.941200286149977 1063.0401867032051 512.63450585305691 1065.2171676754951 503.70929963886738 91.430552378296852 1127.9247712045908 1054.8545721620321 376.87853452563286 20.172466456890106 1222.2657053172588 301.48461170494556 426.77318780124187 4643.5050675868988 297.94861793518066 301.42928023636341 449.65656198561192 271.57557135820389 437.58335477113724 992.67282785475254 756.69474400579929 23.957280114293098 31.233843937516212 1884.0173088759184 85.08642952144146 634.94057221710682 497.42523637413979 1124.111040905118 98.032041743397713 99.736047461628914 126.3274769037962 340.49862493574619 2254.8748601526022 26.354492872953415 225.17579548060894 76.423849865794182 415.06154957413673 139.17751564085484 339.86373129487038 13.346430376172064 35.422515168786049 346.95474706590176 83.844347253441811 39.535999983549118 42.726957440376282 109.92733289301395 59.56184595823288 53.971645876765251 17.745874807238579 53.461140856146812
leaf_count=1848 2004 1298 5856 312 580 1000 141 19956 23127 1851 18709 352 52 4309 2058 4262 2035 367 4526 4237 1516 81 4931 1211 1724 18959 1192 1206 1814 1091 1761 3971 3027 96 125 7563 342 2543 1995 4505 395 399 506 1363 9020 106 904 307 1683 557 1360 54 142 1388 336 159 171 445 240 216 71 214
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Tree=3
num_leaves=63
num_cat=0
split_feature=2 25 14 21 2 17 21 17 14 17 13 17 21 21 14 17 25 17 11 21 17 23 23 17 20 20 21 2 21 2 23 17 20 13 2 21 20 21 21 3 2 17 17 21 17 17 20 21 19 2 2 21 23 16 16 25 22 17 2 2 16 16
split_gain=17439.3 5025.81 4554.11 1351.59 1187.36 1002.35 969.832 753.599 609.639 501.49 337.019 328.744 318.635 283.312 342.288 276.27 258.213 193.948 190.418 160.752 159.79 147.87 140.144 126.891 126.096 159.192 113.366 103.922 97.3961 97.2747 89.6006 81.1 78.598 73.0077 70.8019 68.0865 67.6028 62.8433 60.4216 59.981 59.2238 56.7491 42.1291 39.2109 30.2607 28.9323 27.761 23.8893 23.5293 23.3591 20.9465 20.2175 16.6625 15.2914 13.8331 13.5501 12.8919 11.1751 10.8375 10.6023 5.03263 4.23718
threshold=3.1500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 38.511873577532533 5.0500000000000007 25.549999999999276 24.848813425663526 30.299999999999503 1.0000000180025095e-35 29.299999999999503 1.0000000180025095e-35 37.04999999999928 20.744784876140812 38.511873577532533 1.0000000180025095e-35 19.800000000002004 1.0000000180025095e-35 25.299999999999503 1.0000000180025095e-35 47.341199691066684 15.300000000002003 94.075337073418197 92.993530851545856 16.099999999999003 8.5625000000000018 8.6000000000000014 46.906183684548203 6.0500000000000007 11.659677164108247 1.0500000000000003 96.078303379463236 24.799999999999503 8.0666666666666682 1.0000000180025095e-35 7.1500000000000012 22.336257309941523 7.7041666666666675 47.289807709141847 22.336257309941523 51.050000000000004 1.1500000000000001 30.049999999999276 15.300000000002003 47.341199691066684 12.200000000002548 11.500000000000911 8.5625000000000018 44.062028935285461 0.52598791328485517 2.1500000000000008 44.300000000000004 40.26600481786992 93.995549286426296 77.249999999998195 31.299999999999503 1.0000000180025095e-35 5.5000000000000009 28.000000000000231 3.8500000000000001 11.250000000000002 215.3000000000001 28.000000000000231
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_weight=477.03851997852325 552.31665188074112 255.90361928939819 324.04358413815498 106.87414364516735 80.35181151330471 1880.8056063950062 1944.5024661123753 258.98624444007874 580.27117116749287 3628.878774702549 649.22728580236435 5147.1640081852674 4049.3220261186361 39.407302752137184 53.945034950971603 970.34091855585575 165.53335945308208 1309.2523324638605 374.61997018754482 1189.5247750878334 918.17317135632038 816.24964712560177 4964.8085894435644 589.02134411036968 19.878841757774353 14.481991201639174 260.39683386683464 61.93421471118927 1891.77917355299 187.87840037047863 150.40687268972397 868.75609523057938 143.08865539729595 58.198000058531761 483.17961153388023 693.4145727455616 112.74419322609901 13.646220207214354 920.98018871247768 3560.9977344274521 539.02782779932022 142.43640938401222 311.17517334222794 28.970748007297516 535.36315639317036 189.66599154472351 13.950287312269209 68.907887116074562 73.777368277311325 18.656521588563919 12.491020768880842 97.154899343848228 464.72834743559361 22.206946715712547 125.64196905493736 261.96809640526772 96.677930787205696 147.10624910891056 70.432637244462967 16.642270937561989 19.976316213607788 51.196138009428978
leaf_count=1948 2224 1045 1323 433 322 7640 7970 1040 2326 14711 2655 21127 16312 158 216 3899 664 5242 1522 4759 3708 3279 20486 2398 80 58 1049 248 7582 753 604 3478 574 234 1935 2775 453 55 3727 14272 2158 570 1245 116 2180 760 56 276 298 75 50 389 1860 89 503 1050 387 589 282 67 80 205
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internal_count=178569 138345 88560 49785 40224 38403 71468 17092 29053 26385 17366 45083 23952 15732 12794 11382 9645 24492 22649 9836 5859 5503 22434 9350 20406 410 9019 19996 11233 4461 4503 4142 5333 5476 4086 5101 1493 1546 6125 14520 9740 3149 2045 2938 3225 815 2041 1305 731 1398 1985 1634 2430 411 719 1633 503 747 558 147 1130 263
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=63
num_cat=0
split_feature=2 25 14 2 21 21 17 17 17 14 13 1 23 17 21 17 21 14 17 17 21 17 1 21 21 21 20 17 2 23 21 21 2 21 13 20 23 3 1 23 14 21 21 21 14 20 21 19 17 1 19 1 21 2 20 16 21 21 17 16 25 19
split_gain=15833 4496.4 4044.14 1316.77 1210.01 903.041 882.796 669.833 552.359 542.642 393.854 324.27 315.843 285.407 276.986 245.419 224.21 212.438 185.299 153.471 152.248 145.477 131.864 120.103 117.557 116.519 116.246 112.159 95.5688 92.48 86.7368 86.3727 80.2925 78.9604 73.0482 68.7548 67.2529 63.5458 63.411 63.3225 62.094 58.8232 56.4892 55.875 61.4907 55.128 51.5218 43.1465 39.1335 30.823 22.3556 17.9725 15.9475 14.552 12.6301 12.1703 10.1054 9.67101 8.96424 7.87005 7.55097 5.9505
threshold=3.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 4.7500000000000009 38.511873577532533 20.211690945970869 25.549999999999276 30.299999999999503 29.799999999999617 1.0000000180025095e-35 1.0000000180025095e-35 98.65000000000002 92.993530851545856 25.799999999999617 22.336257309941523 18.299999999999503 20.211690945970869 1.0000000180025095e-35 21.300000000002004 37.800000000002008 47.289807709141847 15.300000000002003 99.250000000000014 31.6652809703135 36.578626574563195 46.906183684548203 7.104166666666667 18.049999999999276 6.0500000000000007 96.078303379463236 11.659677164108247 47.55706157453703 1.0500000000000003 47.289807709141847 1.0000000180025095e-35 8.0666666666666682 93.961442994109618 51.050000000000004 99.15000000000002 92.993530851545856 1.0000000180025095e-35 22.336257309941523 31.746086906983042 35.720961281708959 1.0000000180025095e-35 7.7041666666666675 50.00308399795442 0.59092444177767645 12.200000000002548 97.450000000000017 0.32829463572230988 55.45000000000001 67.401459938522819 2.1500000000000008 6.3375000000000012 77.249999999998195 36.578626574563195 24.030174557390097 12.800000000000638 65.500000000000043 1.0000000180025095e-35 0.61613598872745234
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 11 6 12 27 21 25 14 -10 13 26 33 -8 46 17 -15 43 -14 29 53 28 47 36 -7 -1 48 34 -17 45 -18 -23 40 -20 -22 57 -30 -32 -29 -2 -11 -38 44 49 -9 50 -24 -3 -5 -6 61 -48 -4 -26 -53 -25 -13 -46 -56 -35 -45
right_child=3 4 7 18 15 8 9 30 10 41 -12 24 19 16 -16 20 31 -19 22 -21 35 32 23 56 54 -27 -28 39 37 -31 38 -33 -34 60 -36 -37 42 -39 -40 -41 -42 -43 -44 51 58 -47 52 -49 -50 -51 -52 55 -54 -55 59 -57 -58 -59 -60 -61 -62 -63
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leaf_count=1994 2136 1033 1323 1022 249 12904 8908 1021 21533 2273 3803 68 14461 2831 14555 3797 7734 1236 5904 13715 4941 3708 247 141 91 1070 954 419 267 613 9269 1141 669 107 272 579 761 15120 220 4453 592 2724 71 120 77 448 374 133 3327 57 547 713 82 58 133 83 209 311 647 55 214 52
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internal_count=178569 136024 87150 42545 48874 70434 37692 16716 39310 28460 25336 17481 31124 15991 23463 11182 12942 4067 25064 28176 9930 5758 22293 730 1490 13974 2948 9232 21563 4410 10958 8875 4377 3049 6176 5520 1211 15387 9489 4872 2728 4997 832 2771 1803 1469 1252 380 4360 1079 796 968 456 1381 279 796 350 379 724 188 321 172
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=62
num_cat=0
split_feature=2 25 14 2 21 21 17 17 14 17 21 1 23 21 21 14 17 17 17 17 17 21 1 21 17 21 21 2 21 21 23 2 17 2 1 23 25 23 21 21 23 0 1 19 21 21 21 0 19 19 15 14 2 17 17 25 3 16 21 19 23
split_gain=14511.2 4031.97 3702.88 1209.69 1114.02 850.138 799.757 608.456 526.352 484.682 342.147 326.39 308.953 281.249 259.074 251.421 240.824 172.318 158.268 150.22 136.591 127.527 113.586 108.405 106.545 93.7783 93.7427 91.0454 89.9529 89.5903 82.3559 75.9352 71.6143 69.3571 67.9499 67.9113 67.795 64.4554 64.0207 61.9538 55.4748 54.5858 53.1666 47.5023 46.2933 41.2873 35.8798 33.5598 29.921 29.4326 29.2382 25.5847 24.7017 21.1681 19.0174 13.11 11.6636 10.9286 7.95017 4.4524 3.09143
threshold=3.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 5.0500000000000007 38.511873577532533 20.555907507127024 25.549999999999276 30.299999999999503 1.0000000180025095e-35 29.049999999999276 47.55706157453703 98.65000000000002 92.993530851545856 22.336257309941523 20.211690945970869 1.0000000180025095e-35 29.299999999999503 32.299999999999507 22.549999999999276 37.04999999999928 17.599999999999003 36.578626574563195 99.750000000000014 47.341199691066684 15.300000000002003 47.289807709141847 44.454571007555181 6.2500000000000009 9.1291545386854427 24.848813425663526 92.006529031807261 44.300000000000004 46.199999999998006 3.6500000000000008 97.750000000000014 92.993530851545856 1.0000000180025095e-35 94.023960459741303 21.864973262032091 47.289807709141847 93.961442994109618 13.050000000000002 57.250000000000007 0.52307539220077803 31.746086906983042 38.236579905489741 67.401459938522819 15.350000000000003 0.54879447766562162 0.46311116277204994 15.500000000000002 1.0000000180025095e-35 7.4500000000000011 15.599999999999001 12.200000000002548 1.0000000180025095e-35 89.750000000000014 52.450000000000735 24.030174557390097 0.57106725793935242 95.021726565957707
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 11 6 12 24 20 13 26 -11 14 30 -8 15 33 25 39 34 -14 50 40 27 37 54 43 -7 45 49 48 -1 -29 -30 -2 42 -26 -19 -18 -22 -16 58 -10 51 -6 -42 -20 -27 -25 -24 -9 -4 -5 -44 -17 -3 57 -36 -23 -13 -31 -57
right_child=3 4 7 18 16 9 8 28 41 10 -12 21 19 -15 17 53 23 36 22 -21 38 55 29 47 35 46 -28 31 32 59 -32 -33 -34 -35 56 -37 -38 -39 -40 -41 44 -43 52 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 60 -58 -59 -60 -61 -62
leaf_value=-0.032267287938888473 -0.0097493558182258043 -0.055167605866803304 -0.02182648211850045 0.012245927506271735 -0.020289712527802053 -0.048707145299915905 -0.013670863150143521 0.022035954181310123 0.012389355717492988 -0.024702493205142007 0.022336835875692462 -0.027966187115249831 -0.062849883435239298 0.009021926564023305 0.018991525179469684 -0.010793979144272825 0.051401336946565339 0.042222057457322784 0.057275536971094256 -0.048122240016566321 -0.014343392269812551 0.053838165684385965 -0.043876368079762862 0.040341600621724566 0.013850417442931712 0.022970146456373811 -0.020390701670434427 0.076232570296912577 0.017839285371806009 0.048742158440767479 0.0044037970643127262 0.022324342928966345 0.035111663076241133 0.018021991200639017 -0.064330921224983795 -0.023535424473938697 0.06075227364377004 0.022374151766238769 0.012149547963993479 0.057297080547482782 -0.020275087738408998 0.040885731247672856 0.04556962958406844 0.014526397354744744 0.062077125867797449 0.07355139299560666 0.066702796285945359 0.061014809975812136 0.031427826687771998 -0.029795400662222905 -0.046278732998761299 0.048320662784090494 0.067119942226066306 0.053598556821448463 -0.037693794086268745 0.056994348713434576 9.1473363368969161e-05 -0.0019578440278120064 -0.066201965637542937 0.084267416675404327 0.087214235484290234
leaf_weight=498.22241753339767 502.19478459656239 249.83933667838573 227.75064504146576 129.12988936901093 223.76432944834232 2788.4832403212786 2196.6649959534407 39.443599998950958 200.35701385140419 5742.3594149053097 414.47465679049492 16.547894403338432 3435.6309030205011 3608.0379136502743 698.59361730515957 13.2293733805418 281.45849674940109 935.35177028179169 1496.5098455995321 3490.4475181847811 501.85580241680145 17.17774473130703 43.333816260099411 265.26851785182953 132.46648392081261 429.30576686561108 326.5039379298687 3095.8574411869049 944.54252579808235 12.614778548479078 221.02556411921978 66.732146620750427 1645.7419769763947 407.04663449525833 13.920242935419084 1463.2105851620436 1045.1407503932714 596.66412962973118 417.93802283704281 124.34469684958458 195.27197717130184 1042.2130074203014 281.3737513422966 174.27101229131222 18.699215725064278 526.80991724133492 52.652795389294624 755.1704211384058 18.963617935776711 89.624117210507393 263.914780408144 79.351233750581741 252.11885793507099 362.01308333873749 413.28472778201103 22.85635994374752 14.185621693730353 17.942944139242172 76.183140739798546 29.317757993936539 13.438550770282744
leaf_count=2060 2026 1041 932 518 906 11690 8945 158 802 23571 1669 67 14566 14510 2803 53 1127 3754 6043 14605 2029 69 175 1064 537 1722 1328 12573 3781 51 912 268 6586 1634 56 5975 4200 2391 1686 502 787 4173 1130 701 75 2132 211 3033 76 362 1089 319 1018 1455 1703 92 57 72 309 119 54
internal_value=-1.80739e-05 -0.0162659 -0.0294822 0.0511237 0.00675329 -0.0398453 -0.00154187 0.0129583 0.00675653 -0.0296672 -0.0215358 0.0313789 -0.0521888 0.000434328 0.0354898 0.0168942 0.0345359 0.04401 0.0656745 -0.0554278 -0.0136775 -0.0130653 0.0687574 0.0445575 -0.0274322 0.0129145 -0.0457391 0.069796 0.0267834 0.0170782 -0.0209982 0.0750951 0.0288133 0.00268324 0.0444963 -0.0204318 0.0520008 0.031678 -0.00230547 0.0247794 -0.0270771 0.0362909 0.047387 -0.00504625 -0.0130782 0.0615133 0.0277478 0.0556407 -0.0209534 -0.0139555 -0.0349519 0.0259765 0.0557539 0.0513284 -0.0442772 0.0471102 -0.0318156 0.0253323 -0.0593788 0.0735802 0.0681836
internal_weight=43658.8 33132.6 21048 10526.3 12084.6 16917.1 9306.07 4130.81 7047.27 9271.82 6156.83 4466.03 7645.33 5804.7 4087.91 1284.48 2778.56 2803.43 6060.22 6926.08 1411.46 378.118 5290.14 1898.56 2258.8 879.994 3114.99 5185.91 2719.35 104.23 719.248 3162.59 2590.28 909.241 770.08 1595.68 1980.49 878.123 919.794 822.938 306.702 1242.57 741.974 398.035 213.971 2023.32 481.959 1020.44 62.2974 129.068 491.665 208.481 533.493 375.242 663.124 71.4156 28.1059 35.1207 92.731 41.9325 36.2949
internal_count=178352 135865 87024 42487 48841 70401 37686 16623 28430 38258 25240 17952 32143 23455 16427 5168 11155 11259 24535 29171 5736 1525 21437 7615 9256 3540 13018 21016 10887 421 2972 12841 10367 3660 3098 6512 7954 3518 3715 3305 1238 4975 2985 1607 862 8175 1933 4097 251 520 2021 837 2148 1508 2744 287 113 141 376 170 146
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=61
num_cat=0
split_feature=2 14 21 11 2 21 17 26 11 12 21 1 17 17 17 21 14 21 17 17 17 23 21 1 21 20 21 21 2 20 21 26 2 21 14 1 11 1 23 2 2 13 0 21 21 19 16 17 21 16 2 20 0 0 21 21 18 21 19 17
split_gain=13174.4 3075.48 3177.83 1157.97 1118.8 961.034 841.76 612.295 578.389 375.738 319.286 294.983 244.33 209.929 205.617 194.961 184.605 235.113 164.889 161.562 148.515 117.662 115.498 101.72 91.837 90.8702 88.5541 78.7305 76.999 74.5875 77.4428 69.6725 68.7385 67.5586 64.6092 58.3235 57.592 53.8845 50.7023 46.9167 44.6287 44.3686 42.0038 41.8854 41.0997 27.9787 25.1195 23.3749 21.2307 20.1176 16.7043 16.2414 14.7722 12.531 9.99564 9.66687 7.55076 6.53298 4.29976 3.92745
threshold=3.0500000000000003 1.0000000180025095e-35 28.951165325167608 1.0000000180025095e-35 5.0500000000000007 47.341199691066684 27.049999999999276 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 20.211690945970869 98.65000000000002 25.549999999999276 23.299999999999617 23.049999999999276 22.362103336710351 1.0000000180025095e-35 20.211690945970869 14.800000000002003 25.549999999999276 24.299999999999503 92.993530851545856 36.578626574563195 99.750000000000014 22.123599320882857 8.0666666666666682 20.211690945970869 24.848813425663526 6.2500000000000009 7.429166666666668 12.175945058952232 1.0000000180025095e-35 44.300000000000004 38.511873577532533 1.0000000180025095e-35 97.950000000000017 1.0000000180025095e-35 93.550000000000011 93.961442994109618 1.2500000000000002 6.2500000000000009 1.0000000180025095e-35 12.950000000000001 31.746086906983042 23.333870948328784 0.54879447766562162 14.600000000001275 13.950000000000729 11.570553374803588 58.899999999998734 0.25000000000000006 6.3375000000000012 11.750000000000002 15.850000000000003 12.264677643042567 47.289807709141847 235.80500000000004 43.448108388739101 0.57106725793935242 15.099999999999001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 11 8 18 10 9 -4 -1 12 33 -10 47 29 17 -14 50 36 35 -9 38 28 39 -21 -16 45 41 42 -31 44 -30 34 -2 37 -7 40 56 -20 -6 -22 -8 -40 -17 -25 -26 -5 -18 -33 54 -24 -52 -37 -3 -35 -13 -53 -29 -39
right_child=4 6 5 14 20 19 15 21 13 -11 -12 22 16 -15 26 31 48 -19 24 25 23 -23 51 27 46 -27 -28 58 32 30 -32 49 -34 55 -36 53 -38 59 43 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51 52 57 -54 -55 -56 -57 -58 -59 -60 -61
leaf_value=-0.050796107511110293 -0.0071970930115656216 -0.06408142335414152 -0.051835216613269036 -0.051331344806354311 0.026324374332084843 -0.0047884536502946816 0.0040311818980461418 0.033152936335614662 -0.017408282383518232 -0.010986564766246551 -0.035204842450149917 -0.079719398573834269 0.0089170165890064528 0.024645162103917803 -0.0096893188460889217 0.058762684095966022 0.034286080848720896 0.042682481784310868 -0.022300382208384456 0.044315654031567654 0.061068086779705023 -0.015150280830849048 0.011485992396474009 -0.041802580867146839 -0.031182935731414903 0.0063524284488696977 0.010080104600694069 0.045626181647811376 0.073369268133281512 -0.022181220489665799 0.015451136410791251 0.050371750246732995 0.021643892765258039 0.02489746863700236 0.031036432111808433 -0.05304969784210703 0.030549770923623043 0.047647896921692474 -0.019288967529181897 0.022165707432502443 0.051479745517207999 0.022745968513020479 0.027080036069841759 0.05915937187052437 0.031771220070285162 0.031677168960280631 0.011977762537591093 -0.02740294080325538 0.064007421952880422 0.074668021843226587 0.013888244890364013 0.034637820148600375 -0.045788098992232532 0.009780587257396587 -0.040777145689072133 0.052057740327409299 -0.047872080522214325 0.074654127290287739 0.08094817602942328 0.075246368825044166
leaf_weight=7633.1048818528652 488.11784908175468 53.765518754720688 640.32880544662476 136.86681360006332 302.5731165856123 336.84573975205421 230.9699464738369 138.52681766450405 369.45018309354782 4658.5236445665359 5762.6815400272608 25.895551323890686 715.1977776736021 1508.3620868325233 1059.8949630558491 155.77742581069469 65.83793218433857 1846.85506080091 570.49213765561581 1328.7456975728273 1870.299355328083 1402.4627880007029 24.063583165407181 42.205728486180305 35.80723762512207 178.84498237073421 1216.7010389864445 12.306690245866774 2974.0217063874006 200.81173375248909 428.26561044156551 364.71441642940044 65.646972298622131 56.903697773814201 142.82774633169174 16.13815246522427 175.29612527787685 14.118247643113135 194.99921725690365 66.205405190587044 422.54076689481735 78.708089679479599 1370.8087546676397 18.64174422621727 1490.2259964644909 18.692356497049332 575.90331357717514 401.34086747467518 687.66077536344528 111.16921812295914 24.774394154548645 14.93044465780258 17.83575451374054 15.613420963287352 319.1052114367485 77.217083185911179 66.16759130358696 32.18842738866806 28.727545291185379 148.27547912299633
leaf_count=32403 1964 225 2682 577 1217 1355 925 565 1512 18997 24005 106 2877 6069 4347 624 266 7427 2323 5353 7614 5768 97 171 145 720 4913 50 12210 808 1714 1463 264 228 572 65 704 57 787 266 1713 316 5487 75 5971 75 2327 1663 2780 446 101 60 73 63 1334 313 270 130 118 602
internal_value=-1.94647e-05 -0.0155371 -0.0227534 -0.0351118 0.0488497 0.00110176 0.0167842 -0.0406555 -0.00747289 -0.0159228 -0.044089 0.0298689 0.0337779 0.0163714 -0.00569442 0.0283471 0.0396551 0.0332568 -0.0134645 0.0315698 0.0629277 -0.0108081 -0.0124544 0.0662678 -0.00438418 0.0398121 0.000876226 0.0168226 0.0672781 0.018027 0.00343828 0.0391973 0.0722522 0.00830822 0.00145787 0.0444312 0.00730713 0.0468134 -0.0258108 -0.0176767 0.040983 0.0595205 0.0237565 -0.0124438 0.0343257 -0.0192483 0.0094513 -0.033488 0.0614105 0.0560475 -0.0407484 0.0449064 -0.0110911 -0.0221537 -0.0441375 0.0405344 -0.0568301 0.0619743 0.0703547 0.072847
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internal_count=178352 135865 111633 74241 42487 37392 24232 62741 29260 21679 56408 17952 16427 7581 11500 17438 13350 10304 6794 8132 24535 6333 1525 20818 5061 6073 9260 414 20404 8934 2522 8504 12474 3077 2536 3717 2059 3589 1238 2589 2930 7930 6412 862 6595 246 2472 2240 3046 1909 1733 287 174 128 1559 541 376 190 168 659
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=61
num_cat=0
split_feature=2 25 14 21 2 21 17 17 17 14 13 23 21 14 25 17 17 1 17 23 17 13 21 17 1 21 21 21 23 2 17 21 2 1 23 23 2 1 17 21 17 1 18 21 13 21 16 21 18 14 17 1 21 17 15 21 1 0 18 17
split_gain=11989.5 3550.72 3185.22 935.917 855.141 745.024 703.277 510.483 472.882 420.666 337.038 307.044 245.089 223.82 311.731 209.584 144.26 143.724 140.904 114.602 112.283 111.845 108.712 99.3007 91.1141 87.0835 77.7047 76.7027 75.7567 69.015 66.5778 66.5226 62.6208 62.2743 59.0317 56.893 56.3883 51.7584 51.4212 48.1671 42.9439 39.3764 39.1789 38.8453 36.2117 32.8251 28.9082 23.3748 23.0824 22.954 18.0712 16.986 18.5547 15.4529 13.0912 12.1506 9.4067 8.47079 4.07276 3.97118
threshold=3.1500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 38.511873577532533 5.0500000000000007 20.211690945970869 25.549999999999276 30.299999999999503 32.299999999999507 1.0000000180025095e-35 1.0000000180025095e-35 92.993530851545856 20.211690945970869 1.0000000180025095e-35 1.0000000180025095e-35 29.299999999999503 37.04999999999928 98.15000000000002 27.799999999999503 95.078189703670162 14.800000000002003 1.0000000180025095e-35 35.397331132469311 15.300000000002003 99.750000000000014 47.341199691066684 9.1291545386854427 47.289807709141847 92.006529031807261 6.2500000000000009 46.199999999998006 24.848813425663526 1.5500000000000003 98.450000000000017 92.993530851545856 94.023960459741303 44.300000000000004 93.550000000000011 24.549999999999276 24.317793609132199 28.549999999999276 44.750000000000007 272.69583333333338 36.578626574563195 1.0000000180025095e-35 67.401459938522819 129.39999999999978 47.341199691066684 278.18666666666672 1.0000000180025095e-35 12.200000000002548 98.950000000000017 11.570553374803588 13.699999999999365 15.500000000000002 24.030174557390097 47.650000000000013 10.250000000000002 404.7625000000001 77.399999999999878
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 13 11 23 20 21 12 -10 28 -8 14 17 27 -13 19 33 -2 54 -7 38 50 29 35 48 42 -1 44 -28 49 -22 37 -25 -17 -31 41 -16 -11 53 -6 -5 -19 -20 -29 -27 -24 -9 -26 -3 52 -42 -15 -4 -35 -55 -39 -33 -53
right_child=4 3 7 15 18 8 9 26 10 39 -12 16 -14 40 22 25 -18 43 24 -21 32 -23 47 34 31 46 30 45 -30 36 -32 58 -34 55 -36 -37 -38 57 -40 -41 51 -43 -44 -45 -46 -47 -48 -49 -50 -51 -52 59 -54 56 -56 -57 -58 -59 -60 -61
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leaf_weight=496.48268011212349 980.73596078157425 248.41775818169117 119.04752227663994 186.7326290756464 69.400793731212616 3099.4353147000074 1729.3019633889198 43.197333097457886 4952.3925837576389 714.03710103034973 847.7809526771307 3283.4670216739178 4182.9990433007479 17.455892622470856 140.84415780007839 284.06508456170559 3367.3490618318319 157.68803000450134 1739.7524776011705 402.39282836019993 1004.1327789574862 612.81260852515697 278.87729555368423 134.22828322649002 42.074373871088028 952.57420179247856 962.02664513885975 434.52468048036098 221.49606339633465 2750.3920921832323 1690.6827472597361 14.159932345151899 132.3250770419836 21.766224101185799 1474.5800582915545 610.1140026897192 63.311456322669983 15.963317379355429 790.92627182602882 549.15814243257046 55.165641099214554 897.30943801999092 216.52093215286732 29.538015559315681 73.210585817694664 52.65425531566143 80.49415747821331 246.21529923379421 87.058912724256516 15.17203965783119 411.66608355939388 32.146570011973381 573.62863706052303 28.137884959578514 174.07439976930618 14.551507070660589 137.08228352665901 207.7805499881506 24.454213663935661 16.43561977148056
leaf_count=2085 3940 1055 497 759 281 13098 7094 173 20371 2861 3573 14331 16840 70 565 1137 14401 645 7147 1615 4071 2623 1124 544 171 3855 3851 1746 921 11441 6775 58 530 88 6061 2444 255 65 3180 2209 224 3659 872 119 294 212 326 1014 353 61 1718 129 2339 113 737 59 551 854 102 66
internal_value=-1.99878e-05 -0.0143255 -0.0267634 0.00707075 0.04849 -0.0364692 -0.000474357 0.0121315 -0.0272243 0.00719797 -0.0183056 -0.0484036 0.00160208 0.030252 0.023857 0.0323607 -0.0517571 0.00840277 0.0604067 0.0139681 -0.0121535 -0.0411591 0.0405152 -0.0247385 0.0643286 0.0416297 0.0246064 0.0122988 -0.0173399 0.0653283 0.0264578 0.0160795 -0.00503698 0.0453093 -0.0180383 0.0302056 0.0702302 0.0472769 0.030262 0.0333892 0.052761 0.0422612 -0.003831 -0.0327107 0.0577206 0.02565 0.0515179 0.0587095 -0.0130974 -0.018129 -0.0410687 0.0585631 0.0607639 0.0312465 -0.039745 -0.0191878 0.0359733 0.0689478 0.0667943 0.0300781
internal_weight=43192.4 33355.8 21093.8 12262.1 9836.57 16881.2 9444.39 4212.55 9512.42 7175.5 5800.17 7368.79 5912.3 3887.27 3027.22 2817.68 6650.82 1570.35 5949.3 1383.13 1429.58 3712.25 1456.86 2268.89 4722.53 1927.25 2782.97 890.432 717.979 4626.67 2652.71 95.8606 1136.46 1226.77 1608.81 894.179 2813.7 1190.45 931.77 1263.2 860.053 966.71 403.254 187.226 1812.96 487.179 1033.07 525.093 130.256 57.2464 660.084 677.376 628.794 182.676 293.122 36.3177 165.22 223.744 38.6141 48.5822
internal_count=178352 138123 88390 49733 40229 71403 38382 16987 39665 29004 23944 31738 23934 15694 12202 11351 28732 6319 24535 5555 5835 15721 5883 9378 19529 7762 11152 3589 3006 19137 10626 392 4601 5006 6605 3581 11696 4859 3745 5070 3492 3940 1631 764 7441 1958 4181 2138 526 232 2773 2758 2563 734 1234 147 664 919 160 195
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=62
num_cat=0
split_feature=3 25 14 3 21 21 17 23 17 17 14 21 13 14 4 23 23 17 21 14 25 21 17 21 14 17 13 17 23 17 20 23 21 17 21 13 20 17 23 17 0 21 17 3 17 3 21 17 21 0 15 17 19 23 21 23 20 17 3 0 0
split_gain=9636.38 2993.48 2712.02 1028.32 831.792 704.68 595.484 469.65 454.848 415.878 367.15 297.831 294.45 272.678 259.186 243.804 214.546 189.92 163.094 162.593 152.684 149.202 142.868 124.934 106.53 100.978 100.929 100.89 99.1354 87.6929 85.5152 81.3947 75.5343 75.1188 67.9284 67.1903 66.7775 62.457 59.4856 55.5496 52.1975 52.0388 45.4005 40.186 36.3727 36.0696 33.4099 31.8391 31.038 29.6554 27.1551 23.0152 21.7816 21.3691 19.878 19.8575 17.4225 17.2962 9.91783 8.27997 6.69373
threshold=93.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 91.250000000000014 38.511873577532533 20.555907507127024 27.049999999999276 95.015943157647797 30.299999999999503 32.799999999999507 1.0000000180025095e-35 28.156674812250809 1.0000000180025095e-35 1.0000000180025095e-35 0.45000000000000001 92.993530851545856 92.993530851545856 30.299999999999503 28.836515098923986 1.0000000180025095e-35 1.0000000180025095e-35 19.214700296894648 37.800000000002008 49.650090470446322 1.0000000180025095e-35 17.599999999999003 1.0000000180025095e-35 15.849999999998547 93.109781385776017 22.299999999999617 7.104166666666667 92.993530851545856 9.1291545386854427 15.099999999999001 47.341199691066684 1.0000000180025095e-35 5.7166666666666677 34.799999999999507 96.078303379463236 49.950000000000735 13.050000000000002 21.864973262032091 22.799999999999503 90.250000000000014 28.549999999999276 93.250000000000014 47.341199691066684 24.049999999999276 42.40764101639936 15.350000000000003 15.500000000000002 28.549999999999276 0.46311116277204994 92.006529031807261 44.454571007555181 92.014596750841051 7.2875000000000005 12.200000000002548 89.65000000000002 11.15 14.350000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 14 6 15 27 11 25 26 16 13 -11 20 18 30 -8 33 19 29 -5 24 -17 28 42 50 -7 57 -13 -1 -2 -29 52 54 38 47 53 48 -19 -34 -12 -27 -9 -37 -15 -39 -35 -20 -23 -36 -4 -21 -10 58 -6 56 -38 -3 -16 -26 -25
right_child=1 4 8 7 17 9 10 21 32 12 40 23 -14 44 36 22 -18 34 35 51 -22 37 -24 60 59 41 -28 31 -30 -31 -32 -33 39 46 49 43 55 45 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62
leaf_value=0.0070011612228655989 -0.031146409406905898 -0.050501934270899475 -0.018554069796170986 -0.019470746052002798 -0.044926364020188292 -0.035666587508241816 0.036041584031146705 -0.036671836839714332 0.01687098007334718 -0.012363046857088741 0.0076186069598953819 -0.0073370196895250171 -0.045711724065719939 0.0088755129355661596 -0.018981218878916829 -0.057558020626729926 -0.0021454491152255182 0.023707953265986789 0.052265451787460074 0.048564605082812497 0.010906633258724353 0.028310207535418033 -0.042660292011662507 0.051874398065276585 0.019446544600619519 -0.013997892034196161 -0.058339479103941952 0.021805420561177576 0.030346133350318674 0.041316008404570254 0.0078458190742656583 -0.01970399643980484 0.016444749335434165 0.0061882754641800729 0.034278347740551225 0.050366747246319843 0.023703507429412393 0.062730023072659097 0.06141864876481376 0.03150059556240984 0.036594407090598149 0.010340185271922413 0.01161609773775419 -0.016615004113632623 0.040678866888735288 0.044858610179107937 0.027659691166638051 0.067532681972549302 0.054319663870960433 0.054760387845780523 -0.042721947617313495 0.066421261606653015 -0.029279034019859863 0.021987531860245414 -0.0065805349189797706 0.064940408954693607 -0.022782440501817047 -0.033669349590978725 -0.056901370051280022 0.054656335152002723 0.069136241232623061
leaf_weight=216.5887455791235 393.69236110150814 229.48292563855648 215.14155012369156 1068.983207449317 55.237623661756516 2923.6249647438526 398.01832753419876 57.364178314805031 36.461040526628494 4499.0654385685921 185.22166147828102 209.3055324703455 776.08012980222702 115.72869332134724 28.36451268196106 3273.0899140387774 4846.8791093677282 668.40530782938004 397.38864427804947 234.92659395933151 674.74677306413651 415.17461757361889 3165.8824379742146 86.782745540142059 18.622996911406517 481.41842259466648 589.87253722548485 128.12909181416035 1050.5182775855064 1326.238727375865 218.74015383422375 1508.5079483836889 1103.6458348035812 323.27055914700031 237.29257650673389 52.645423769950867 123.58406665921211 709.01213002204895 123.96903750300407 1377.0830402821302 966.12304584681988 403.89566072821617 321.42637041211128 38.966702029109001 402.85062725841999 469.15500773489475 412.16651853919029 2427.7638588994741 158.48857735097408 692.37367844581604 252.80649909377098 778.16401875019073 85.573368713259697 15.898641303181646 87.07083161175251 24.251075655221939 24.084234520792961 455.59218689799309 43.977776989340782 161.45939490199089 159.16041070222855
leaf_count=877 1662 988 891 4428 227 12449 1607 234 146 18539 743 852 3309 467 117 14534 19632 2677 1634 966 2734 1684 13690 357 76 1955 2566 518 4266 5482 912 6206 4420 1303 962 218 509 2910 497 5526 3888 1628 1307 159 1639 1905 1661 10212 651 2823 1069 3265 348 65 351 99 99 1912 183 661 657
internal_value=-2.05233e-05 -0.014617 -0.0263436 0.038429 0.00589422 -0.0355922 -0.00150795 0.024102 0.0106883 -0.0261459 0.00636504 0.0132187 -0.0172693 0.00175041 0.0536206 -0.0473659 0.000752442 0.0307162 0.0559386 0.0467179 -0.00771604 0.0418495 -0.0502332 0.030449 0.019355 -0.0128243 -0.0394731 -0.0231978 0.0240855 0.0364987 -0.0172197 -0.0164543 0.0229132 0.0117873 0.0403644 0.0640186 0.00485983 0.0490257 0.0296079 0.0248024 0.0319329 -0.00289444 0.00430336 0.0218764 0.0335815 0.0556135 0.0182217 0.0653852 0.035496 0.0495325 -0.0316106 0.0622805 -0.0154905 -0.0304985 -0.0214646 0.0230082 0.0161218 -0.0393078 -0.0420334 0.0510152 0.0630453
internal_weight=42925.4 31113.8 19796.1 11811.6 11317.7 15840 8717.95 6078.78 3956.03 8788.64 6396.24 3768.08 5275.15 2262.31 5732.84 7051.4 5244.9 2599.79 5472.68 2555.92 1743.73 2310.7 6438.97 1505.77 558.873 1353.26 3513.5 2321.71 1259.82 1542.83 612.433 1636.64 2602.76 877.746 1722.04 2916.76 260.16 1751.83 792.374 2480.73 1151.34 885.314 378.791 91.6121 518.579 1178.17 735.437 2825.15 573.663 929.666 467.948 1013.09 122.034 88.2409 142.308 171.919 147.668 685.075 72.3423 180.082 245.943
internal_count=178352 129639 83644 48713 45995 67661 35494 24828 15983 36863 25870 15400 21848 9268 23885 30798 21239 10501 22813 10590 7162 9428 28224 6132 2278 5543 15015 9624 5118 6359 2574 6724 10440 3542 6959 12223 1072 7150 3174 9946 4631 3583 1541 377 2106 4815 2964 11846 2335 3785 1960 4231 494 365 578 707 608 2900 300 737 1014
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=62
num_cat=0
split_feature=2 25 14 21 21 17 17 14 2 17 2 21 2 23 17 17 1 20 20 17 21 1 2 14 17 21 2 17 21 21 23 21 21 21 1 19 2 20 1 14 23 21 17 2 21 2 25 14 17 25 18 21 23 0 1 19 17 21 2 14 3
split_gain=10063.2 3078.51 2867.12 791.244 708.053 625.174 443.615 361.062 346.696 331.574 306.932 250.474 246.18 213.845 183.796 161.985 161.271 123.8 136.646 108.764 107.227 139.308 102.584 99.4026 90.3337 80.8784 78.2851 73.9419 68.8528 67.4068 58.1116 54.0385 50.8589 48.3054 47.6263 41.1897 39.91 37.2441 36.8998 34.4694 30.5868 30.4135 30.0337 28.7629 25.609 25.5221 22.3916 20.8594 17.5441 15.6078 13.5121 12.3695 11.7168 11.3751 11.1975 9.64892 7.5323 5.94209 2.50746 2.30783 0.872796
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 38.511873577532533 24.848813425663526 25.549999999999276 30.299999999999503 1.0000000180025095e-35 1.1500000000000001 24.549999999999276 6.0500000000000007 47.55706157453703 2.0500000000000003 92.998819010110978 29.299999999999503 21.099999999999003 80.250000000000014 8.5625000000000018 8.6000000000000014 13.950000000000729 36.578626574563195 98.65000000000002 1.6500000000000001 1.0000000180025095e-35 15.300000000002003 47.341199691066684 1.5500000000000003 29.549999999999276 47.289807709141847 11.659677164108247 94.023960459741303 20.744784876140812 44.454571007555181 24.317793609132199 96.65000000000002 0.5400027779826041 44.300000000000004 8.0666666666666682 51.250000000000007 1.0000000180025095e-35 95.000153722538741 35.720961281708959 11.500000000000911 46.250000000000007 19.373967948323251 7.0500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 12.200000000002548 1.0000000180025095e-35 265.39083333333338 47.849235860519364 95.028192724831328 12.350000000000003 55.45000000000001 0.49594086966759737 41.099999999999007 47.341199691066684 11.250000000000002 1.0000000180025095e-35 88.850000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 8 24 19 12 13 32 15 -11 -7 -1 28 40 -10 27 50 53 21 23 29 -17 48 30 -21 38 35 -8 -16 -26 -6 -9 -24 -5 45 -27 52 -23 46 -40 -30 -38 55 -29 47 -2 -3 56 -19 -48 -12 -4 -46 -42 -22 -51 -52 60 -20
right_child=10 3 6 14 9 7 22 33 16 11 17 -13 -14 -15 25 20 -18 18 59 26 49 39 34 -25 31 37 -28 36 42 -31 -32 -33 -34 -35 -36 -37 43 -39 41 -41 44 -43 -44 -45 54 -47 51 -49 -50 57 58 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62
leaf_value=-0.021674334924162496 -0.024739911304217113 -0.047778605863284265 -0.03343172521214046 -0.016262047139575863 -0.042937791725945272 -0.0020951159909494404 -0.0025588466968116822 0.023132008444465217 -0.011652820048923707 -0.016705204920896367 0.031536373569925738 0.021200793639343879 0.02269848814277553 -0.046847424810664687 0.046333028849814391 0.035845856615165927 -0.04843284814331425 -0.019757568354234027 0.056042444427653486 -0.0090477980023526954 0.03848772271017762 -0.01698263474197859 0.047092039508468159 0.058828000717448793 -0.028259332436920626 0.05123940983278992 0.025431815056298764 0.058140399742524634 -0.048985128609784503 0.022331445251704177 0.019718243050205513 -0.009155377601955509 -0.018750789709383375 0.042334955585884855 0.0066521521693892281 0.015668163342046779 -0.039936990286103285 0.021678317377811857 0.045057605439566016 0.037285269573277664 -0.042939644808548783 0.064523171169142177 0.026251861164464853 0.043263381844518424 0.01302902926675515 0.068432637294292151 0.01056648864143819 0.016995654466904122 -0.031016058859200415 0.058999736655663708 -0.06386679690308715 0.06040697141541275 -0.0079855499828098038 -0.057577575132748783 0.046883456112630791 0.010732057458922258 0.056149131203955496 0.069667520344192976 -0.093205399920093079 0.070045814367426532 0.038754265518261131
leaf_weight=942.29331862926483 104.92654079198837 248.78394791483879 179.07361368834972 247.00012889504433 1360.4021567851305 5036.2691402435303 314.35527613759041 752.59447547793388 1348.6981015950441 4468.6017027795315 114.65598529577255 482.89304205775261 1249.598307967186 8059.8096907138824 298.6293818205595 1754.3609224706888 382.58085675537586 12.84019850194454 17.362896531820301 1046.8478476703167 91.928919225931168 131.6634708493948 546.67254354059696 642.9196519702673 554.25402198731899 970.31606487929821 195.34375387430191 820.55149342119694 13.631881088018416 2019.2589375525713 654.82188750803471 1114.4979597330093 258.6669657677412 579.78451797366142 83.99201999604702 170.87228661775589 13.544666007161139 119.69430766999722 486.98654706776142 37.622046247124672 13.682683750987051 341.30049630999565 492.00923603773117 44.568973422050476 33.01555971801281 2264.9293614923954 88.930777564644814 41.891246318817139 418.9766738563776 235.83367247879505 12.436434775590898 14.475057810544966 22.420138776302338 67.03614205121994 93.868531823158264 21.582630515098572 175.84869378805161 292.36049054563046 17.574050471186638 22.195448637008667 12.597252547740935
leaf_count=4001 423 1082 766 1005 5888 20397 1265 3027 5731 18575 474 1945 5050 35528 1198 7149 1636 52 72 4263 379 538 2221 2675 2310 3994 785 3481 55 8101 2627 4573 1068 2352 338 687 55 483 2023 152 55 1441 1987 181 133 9717 358 169 1771 977 51 60 92 288 382 87 727 1234 72 94 52
internal_value=-2.10903e-05 -0.01167 -0.0231509 0.00766066 -0.0323582 0.000905953 0.0126311 0.00784519 -0.0402716 -0.0194312 0.050608 -0.0130084 0.00283373 -0.0442124 0.030324 0.0402591 -0.0197805 0.0599007 0.00347337 -0.00964203 0.0438862 0.0389139 0.023814 0.0420094 -0.0217196 0.03869 -0.00362563 0.0612054 0.0118124 0.0189785 0.0280542 -0.0155005 -0.0390736 0.0314882 0.0417062 -0.00320546 0.0649224 0.0479933 0.0491018 -0.00492213 0.0106828 0.0530785 0.0242235 0.0238717 0.0275989 0.0656955 -0.000279045 -0.0128316 -0.0372612 0.0599193 -0.0626819 0.0175433 0.0250722 -0.0400086 0.0380744 -0.0100922 0.0500859 0.0649045 -0.0810474 0.0578261 0.0487733
internal_weight=42657.1 34678.3 21756.5 12921.7 17303.9 9954.76 4452.58 7618.25 10733.4 6570.56 7978.87 4951.49 6285.87 9002.1 2966.98 3774.91 1731.28 4203.96 95.0063 1488.3 3362.54 2566.57 2964.28 2397.28 2336.51 2043.46 1242.19 4108.96 923.514 2333.61 953.451 1668.75 1619.07 1332.38 630.665 417.872 3143.59 1090.01 965.363 169.286 412.373 828.287 505.641 58.1136 162.149 3085.48 250.224 146.818 667.761 795.972 42.8507 103.406 137.076 246.11 126.884 35.2653 267.778 528.194 30.0105 52.1556 29.9601
internal_count=178352 144997 92399 52598 74372 40562 18027 30826 46896 27476 33355 20520 25447 39529 12036 15498 7367 17857 393 6102 13831 10514 11925 9824 9736 8302 5048 17464 3734 9366 3825 6883 6956 5379 2559 1692 13434 4477 4030 690 1667 3464 2042 236 657 13198 1010 592 2853 3317 175 418 566 1054 515 142 1106 2211 123 218 124
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=63
num_cat=0
split_feature=2 25 14 2 21 21 17 26 14 17 21 17 14 13 13 23 21 21 17 21 14 23 17 23 21 17 19 17 20 17 19 17 21 17 21 23 17 13 21 21 17 21 21 23 21 16 21 17 17 21 21 16 2 2 23 19 20 18 26 21 3 2
split_gain=9153.45 2465.68 2075.66 1393.55 650.188 621.455 462.54 399.048 391.436 377.854 309.304 298.442 256.649 246.569 205.488 200.799 189.159 187.089 151.357 137.96 153.319 107.793 104.631 84.9574 80.227 74.5351 71.2541 69.575 66.8857 66.2574 58.6709 54.7296 47.4401 46.957 40.4362 40.0132 39.6618 38.1343 36.1489 35.1917 34.9855 34.2794 34.0831 33.2891 28.3189 25.3393 19.0929 19.0559 17.8712 12.1573 9.00752 8.86473 8.78015 8.63447 8.54914 8.1757 8.04442 6.88732 6.85594 6.27315 4.64075 1.66736
threshold=2.1500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 4.7500000000000009 38.511873577532533 28.951165325167608 29.299999999999503 1.0000000180025095e-35 1.0000000180025095e-35 24.799999999999503 20.211690945970869 34.54999999999928 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 94.998391457095352 47.341199691066684 47.55706157453703 28.799999999999503 36.578626574563195 1.0000000180025095e-35 92.993530851545856 25.299999999999503 92.993530851545856 12.264677643042567 47.04999999999928 0.81159625566590243 17.599999999999003 8.5625000000000018 14.800000000002003 0.16698528706766574 21.300000000002004 11.051008620771958 14.800000000002003 22.362103336710351 94.023960459741303 50.200000000002554 1.0000000180025095e-35 47.289807709141847 11.659677164108247 28.549999999999276 47.341199691066684 12.47684210526316 94.023960459741303 47.289807709141847 17.799999999999503 44.454571007555181 40.599999999999007 18.549999999999276 22.495376078914923 42.045553460031925 67.800000000000651 7.0500000000000007 3.2500000000000004 96.097194263299698 0.29550652046502213 8.0666666666666682 274.4858333333334 1.0000000180025095e-35 49.46076158940398 88.850000000000009 2.2500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 7 6 11 21 8 10 32 26 23 15 17 -13 -8 -12 -7 29 20 22 31 37 -1 -23 39 -2 53 -24 46 44 -3 55 -34 -27 -32 43 -5 -31 -11 52 45 -14 -10 -20 -29 -6 -15 50 -38 60 59 -22 61 -53 -4 -43 -52 -42 -50 -21 -9
right_child=3 4 9 19 18 13 12 27 36 25 16 14 42 47 -16 -17 -18 -19 30 48 40 24 28 -25 -26 34 -28 41 -30 38 35 -33 33 -35 -36 -37 49 -39 -40 -41 58 56 -44 -45 -46 -47 -48 -49 51 -51 57 54 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63
leaf_value=-0.029732064216560723 -0.015951103362667675 -0.012692687010684229 -0.021639311790918842 0.021556173341430073 -0.049100398139801563 -0.017119701893845634 0.012140985633274126 -0.019504789664130263 0.0085317047061754456 -0.01255487575169789 0.011697649698261779 -0.028994709204634306 -0.0046663748572844639 -0.055369089447354664 -0.053719865312590258 -0.0086642538914356425 0.052879555593178966 0.015292079192257436 -0.014321816599823201 0.041531470731752382 0.037110312332789268 -0.059243847003620079 0.046825908946630905 -0.051462921667639688 -0.021235790784408487 0.017021815393458022 0.02440258608463991 0.016602857252690614 -0.0034780303002097737 0.00049601392250081425 0.049084150742368188 0.036196263005520445 -0.034654466571477936 -0.0086541685878005949 0.033699645023799817 0.031871620135124505 0.040963952847187478 -0.042374345029928623 0.024166037370151265 0.011169738959899492 0.063431094243628083 0.068965230528148222 0.030164731396704683 0.035918063944255861 0.029383563590471885 0.045632552455152034 -0.0092707912908568113 -0.036926009935360604 0.064313491594558056 0.055382278549868651 0.037680578512788478 0.06096227903896604 0.053612330735290842 0.013745000155447782 0.029030074561921845 -0.058938411495089299 0.038578328711659143 0.063816612942526871 0.073333045051339682 0.071039032365187368 6.6807831205310364e-05 -0.043845653043559939
leaf_weight=499.06791053712368 1275.6698829382658 111.94654196500778 17.855328276753426 393.82944665849209 50.807782649993896 2825.0243325978518 1993.8166678100824 12.419430136680605 139.92444889247417 181.64073878526688 2441.7432095557451 5233.1863284111023 75.831501424312592 328.65863817930222 1001.077269539237 2772.2206214219332 314.78711557388306 528.5252929776907 85.397214248776436 13.520940795540811 135.49711784720421 148.07072693109512 2008.2429068088531 4552.9524918943644 2226.7064361721277 837.06320175528526 119.65178816020489 81.522461622953415 68.328198671340942 277.97381912171841 492.95284023880959 117.15366779267788 242.7243422716856 610.24248868227005 642.32519008219242 1071.6432064771652 298.30676752328873 24.794486850500107 384.30237664282322 1120.7609855234623 881.88488522171974 187.13810516893864 951.41296753287315 536.07815007865429 65.484936073422432 964.82506117224693 73.782328173518181 244.06224764883518 711.38759925961494 286.72477655112743 42.356349751353264 391.71936525404453 198.9739598184824 14.79353182017803 22.145650461316109 82.914715141057968 24.649006068706512 62.253869339823723 218.02782228589058 676.35203763842583 13.470944270491598 16.22930471599102
leaf_count=2126 5305 464 75 1613 211 11776 8065 52 570 733 9961 22689 304 1452 4410 11239 1316 2127 342 57 559 626 8533 20671 9283 3362 494 332 284 1122 2012 472 1052 2490 2591 4365 1225 101 1553 4497 3822 791 3849 2188 270 3921 298 1059 3083 1185 178 1698 840 60 96 346 102 262 948 2945 55 67
internal_value=-0.000147538 -0.0152237 -0.0261231 0.0356303 0.00372429 -0.0343236 -0.00294214 0.0200783 0.0141011 0.00727253 0.00669097 -0.0402842 0.00492518 -0.0171896 -0.032965 3.93778e-05 0.0164005 -0.0120115 0.026095 0.0534415 0.0480617 -0.0204459 0.0405736 -0.0493162 -0.0236056 0.0165838 -0.0124907 0.0449358 0.0451707 0.00793812 0.0344232 0.0123074 -0.0198858 -0.0160529 0.024263 0.0372947 0.0384985 0.0177697 0.0142311 0.00786096 0.0610878 0.0470839 0.0275935 0.0302494 0.00464692 0.0433708 -0.0255133 -0.0475097 0.0643767 0.0480304 0.0465896 0.065676 0.0469272 -0.0172755 0.0592536 -0.0523294 0.0654286 0.0532342 0.0653939 0.0675914 0.0208375 -0.0332937
internal_weight=42424.8 29847.6 18948.1 12577.2 10899.5 15212.6 8397.16 6714.46 5412.89 3735.53 4151.85 11286.3 5793.28 3926.27 6234.26 4766.04 2756.53 3353.55 2502.34 5862.79 3929.58 2603.88 2495.2 5052.02 2374.78 2781.79 1395.32 1301.58 2076.57 786.866 1715.48 229.1 953.737 852.967 1479.39 1564.6 1261.03 418.624 662.276 1302.4 1434.38 1258.13 1027.24 676.003 150.882 1046.35 124.59 572.721 1933.21 585.032 131.602 1801.6 334.471 43.4423 413.865 100.77 211.787 104.61 1099.91 1387.74 26.9919 28.6487
internal_count=178574 125931 81456 52643 44475 66310 34302 27569 22244 15146 17076 49896 23457 16414 27099 19304 11277 13903 10173 25074 16700 10845 10531 22797 9909 11183 5799 5325 8817 3184 6989 936 3963 3542 5953 6377 5168 1714 2675 5230 6169 5146 4153 2758 612 4253 509 2511 8374 2410 552 7822 1399 179 1794 421 893 440 4770 6028 112 119
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=63
num_cat=0
split_feature=2 25 2 13 12 21 21 17 17 1 23 26 2 17 21 17 21 17 13 20 20 23 17 12 17 1 17 20 17 17 19 25 17 0 21 21 21 0 3 21 17 21 23 21 17 21 19 17 20 13 1 1 17 18 20 15 18 3 18 0 19 21
split_gain=8329.64 2252.72 1303.87 884.117 1763.39 589.043 484.496 428.589 387.777 378.096 264.247 256.588 235.573 213.27 204.368 197.943 171.252 137.692 133.064 119.45 120.521 117.978 113.471 109.751 90.225 76.5883 63.2156 62.6711 61.9666 60.4435 53.3475 49.6218 48.1405 45.3439 44.8718 44.4837 43.2962 43.0312 42.2026 40.7707 35.6083 34.7669 32.4106 32.2251 29.0972 25.6641 24.7684 24.5621 22.1187 25.3041 21.3278 20.6198 18.4261 18.1035 15.1323 14.6298 12.2679 8.98864 7.47023 3.94956 3.05528 2.92311
threshold=2.1500000000000008 1.0000000180025095e-35 4.1500000000000012 1.0000000180025095e-35 1.0000000180025095e-35 38.511873577532533 24.848813425663526 22.299999999999617 23.049999999999276 98.550000000000011 92.993530851545856 1.0000000180025095e-35 6.0500000000000007 24.549999999999276 37.808814306964742 25.549999999999276 20.211690945970869 28.799999999999503 1.0000000180025095e-35 8.5625000000000018 8.6000000000000014 95.927947427305625 27.799999999999503 1.0000000180025095e-35 48.099999999999689 98.750000000000014 29.549999999999276 6.6000000000000005 11.899999999999752 17.599999999999003 0.16698528706766574 1.0000000180025095e-35 13.950000000000729 17.150000000000002 12.264677643042567 34.425455554644493 47.289807709141847 51.050000000000004 51.050000000000004 40.760696745927994 16.099999999999003 24.030174557390097 92.977870356643635 47.289807709141847 16.099999999999003 47.289807709141847 0.34574419105747373 47.800000000000644 6.679166666666668 1.0000000180025095e-35 72.15000000000002 99.250000000000014 80.899999999999878 197.31250000000003 6.3375000000000012 10.500000000000002 336.3058333333334 92.65000000000002 265.39083333333338 12.050000000000002 0.27843119144846445 44.944529155055477
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 9 4 8 7 15 34 32 11 27 16 18 -8 -12 -6 23 28 22 26 58 -18 43 -2 -10 -24 44 -9 61 59 45 48 -1 -32 60 52 -30 -31 -28 50 -36 42 46 -4 -14 -19 -5 56 51 -50 -20 -11 -33 -49 -37 -44 -43 -41 -21 -13 -3 -7
right_child=2 5 12 41 6 17 13 10 24 31 14 29 19 -15 -16 -17 21 30 39 20 -22 -23 25 -25 -26 -27 38 -29 36 37 33 35 -34 -35 40 54 -38 -39 -40 57 -42 47 55 -45 -46 -47 -48 53 49 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63
leaf_value=-0.039836561681062116 0.013907422907974129 -0.074108081894834227 0.016384173209240491 0.017699725119624934 -0.052187240884184888 -0.068328350645806571 -0.037270133664383052 0.022929769006135692 0.0046270761453423865 -0.009569674757053696 0.00079823879619518319 -0.039801991660270424 0.026069146964035301 -0.011823647514453082 -0.065255151682006005 -0.03399187636164263 0.013907873146325937 -0.013605895640776584 -0.0076922274873724734 -0.033159423862443888 0.050169216032514188 0.036950090667666954 0.047484409725063889 -0.013960385072434779 0.020277484497691987 0.009791794233553492 0.018007255977186647 0.057183499358517215 -0.0029191781461068884 0.047856491785425476 0.022889544159301826 -0.030385561939682584 -0.015585777843306446 0.041323448417761442 -0.033104181925957897 -0.0020316572596325473 0.021410692275232485 0.0041637690252820433 0.061653873801502307 0.020514721309299423 -0.017410666364048168 -0.04801701854133214 -0.048416214281034702 0.049737077264867487 0.049882734526744736 0.028060629698364689 -0.045242634081067469 -0.022469437401844844 -0.01600986054479973 -0.073278460188160047 -0.054229595034903058 -0.05438306959875161 0.023252440451579384 -0.046618565280093886 0.061388936879942263 -0.062645114243203653 -0.064233972085402366 0.074220255012983613 -0.077142436739880998 -0.0034642961691310455 -0.054160135165645308 -0.041178710271668577
leaf_weight=281.560442507267 715.00378078222275 26.810628160834312 529.78363233804703 22.257202237844467 2098.5091492682695 16.723921477794647 1098.585796803236 412.75166034698486 1834.231975838542 30.717893749475479 6089.5538386255503 19.034102648496631 153.35266478359699 3287.2659027725458 119.39768850803375 5194.9579832702875 1578.7057847827673 85.396131217479706 88.958431407809258 14.803196102380751 55.1161058396101 857.10872688889503 2162.6778479218483 698.39182250201702 1849.4561925381422 143.72533562779427 56.433018863201141 197.39534628391266 323.03384418785572 877.513806194067 484.00252829492092 75.620734319090843 749.119005843997 1073.5275850594044 641.52319917082787 13.636223807930945 421.3866583108902 60.218473896384239 2977.1432568728924 18.888805389404297 827.93236407637596 520.24505896866322 215.61505064368248 83.888992249965668 784.40903034806252 65.152246281504631 52.490245208144188 153.97144523262978 165.20239163935184 21.838187351822853 34.040579214692116 156.17336197197437 20.312062561511993 156.47595149278641 30.315716147422791 1113.9551182836294 150.31445272266865 13.260658219456671 27.753292202949524 12.316520810127257 67.579354375600815 24.348173961043358
leaf_count=1242 2942 117 2159 96 9718 70 4801 1662 7454 127 24727 79 638 13657 483 23154 6458 342 357 60 235 3521 9111 2936 7511 595 232 797 1310 3590 1975 307 3123 4402 2776 56 1705 246 13194 77 3447 2338 980 357 3362 270 227 677 687 94 138 656 82 685 125 5121 672 56 115 51 293 99
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internal_count=178574 125931 52643 81456 70660 44475 51330 34302 19330 21957 27669 19823 30686 18458 25210 32872 15857 10173 12850 17836 410 9979 12222 5878 14965 9706 17426 2459 3184 3966 6989 2134 4365 6377 6633 570 3015 3836 13426 628 6223 10796 6424 2516 4000 612 323 4372 1564 781 495 783 389 1362 181 6101 3010 133 175 130 410 169
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=61
num_cat=0
split_feature=2 25 14 21 21 13 17 17 17 17 2 23 14 21 2 13 2 17 2 26 21 1 23 1 21 17 1 17 2 17 0 23 21 1 21 23 2 17 2 2 21 14 19 1 16 2 15 1 21 17 18 17 25 25 23 16 23 21 17 16
split_gain=7613.62 2359.89 2183.45 642.645 631.331 402.618 380.27 357.218 331.128 311.657 292.114 260.762 252.008 188.796 150.824 145.783 134.023 119.067 105.322 87.152 84.3633 106.276 83.6417 79.8046 76.7143 71.0616 69.0552 62.9653 61.4324 57.7262 57.1013 56.4161 49.0866 47.9127 47.7443 42.4851 42.0001 39.7461 38.7557 35.5118 31.9641 37.4744 31.8907 27.0157 24.7675 23.0044 21.5853 19.8219 18.9143 15.2871 14.9304 14.8726 12.6525 9.25769 7.34974 7.29311 4.49732 4.11899 2.9295 0.455067
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 20.211690945970869 28.951165325167608 1.0000000180025095e-35 23.299999999999617 25.299999999999503 28.000000000000231 24.299999999999503 6.0500000000000007 92.993530851545856 1.0000000180025095e-35 47.289807709141847 1.1500000000000001 1.0000000180025095e-35 2.0500000000000003 26.049999999999276 1.1500000000000001 1.0000000180025095e-35 36.578626574563195 98.65000000000002 95.969915609655274 99.15000000000002 25.086358250521091 14.800000000002003 96.550000000000011 17.099999999999003 0.15000000000000005 29.549999999999276 12.550000000000002 92.006529031807261 47.289807709141847 98.65000000000002 40.760696745927994 92.987084295595295 42.500000000000007 13.950000000000729 1.0500000000000003 2.1500000000000008 38.511873577532533 1.0000000180025095e-35 0.59092444177767645 57.45000000000001 164.5499999999993 46.650000000000013 19.500000000000004 72.15000000000002 25.69098108921558 11.500000000000911 265.39083333333338 45.899999999999757 1.5000000000000002 1.0000000180025095e-35 94.996161373654317 77.249999999998195 95.002415878613903 41.485285989673912 62.649999999999643 38.299999999999507
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 11 8 6 -5 28 27 25 15 31 16 19 -13 17 -10 40 22 -11 21 -19 -9 29 42 49 -20 46 37 43 -14 -1 -27 -30 47 -29 48 -4 -15 -7 41 -2 50 52 -45 -38 -3 51 -31 -6 -25 -17 -12 -22 -49 -42 -36 58 -26 -59
right_child=10 4 7 5 9 39 -8 18 12 13 23 14 30 38 -16 34 -18 20 26 -21 53 -23 -24 24 57 32 -28 35 33 36 -32 -33 -34 -35 56 -37 45 -39 -40 -41 55 -43 -44 44 -46 -47 -48 54 -50 -51 -52 -53 -54 -55 -56 -57 -58 59 -60 -61
leaf_value=-0.020952585254160196 0.0035065417941235813 -0.028468405788569053 -0.038850613867670886 -0.036315109742579281 -0.042978508740433533 -0.047357944421603737 -0.010393096694856354 0.019381467747734873 -0.0068992371945372291 0.012336382340456769 0.027192971747755673 -0.046560855377324961 -0.003889180907424539 0.036159770853186314 -0.025839051153217291 -0.027709873595831255 0.015750812165846274 0.039545156680884749 0.039447263966251811 0.028763947674115192 0.047963706682750996 -0.0043347181795711153 -0.0012148422159334762 -0.013271528796496755 0.024180483941118519 -0.0040411453603140359 -0.0011005870852953059 0.015445130787649284 0.019143040992760599 0.053996135584835958 0.031273362460531438 0.0092128366159216022 0.020326163263571055 -0.054185530796603688 0.024748105451122365 -0.017869517335118199 -0.034411210939554786 -0.01379654662560525 0.056526228055296737 -0.018243499645648125 0.043546923708063089 0.034045081069033242 0.036289048247387122 0.051468059215 -0.0045081543157458803 0.036286366220409344 -0.048749239365179178 -0.06727335724856745 0.062572371289836379 -0.017623455732451634 -0.067789747873638492 0.0091393016918367483 0.06647300322595126 0.06068284194028261 -0.023060920277270251 0.013170102870936583 0.060053211435952485 0.061961029906627108 0.059442295928777394 0.074528333360691298
leaf_weight=490.27765844762325 370.62182143330574 442.22432523965836 205.09445542097092 1811.7752082496881 81.435235917568207 1293.6067498922348 6457.0649584829807 1761.2524127662182 3257.3327332437038 2141.9090235382318 231.41212327778339 5413.419023245573 134.5849761813879 926.86779342591763 1048.1428945362568 56.586392104625702 816.89380370080471 2036.1215753555298 755.36273688077927 1295.805311486125 205.92087462544441 148.02058318257332 684.50371560454369 24.426794305443764 11.303384348750116 688.67288701236248 121.9557795971632 104.46370923519135 186.84626720845699 967.1081498414278 812.42589172720909 226.65158906579018 295.29496298730373 25.291691333055496 17.33296774327755 1140.5588781088591 16.07746534049511 693.7909531891346 312.28522828221321 113.96293902397156 119.54467605054379 137.80963337421417 17.979929402470589 658.86617603898048 20.372347712516785 40.471082225441933 186.54009816050529 25.361845850944519 1917.6721333712339 220.18027624487877 25.846116453409195 53.056980952620506 22.493559524416924 468.6718035787344 14.935435354709623 23.67176017165184 18.808292016386986 11.064553320407869 12.299122929573057 20.641310304403305
leaf_count=2122 1498 1917 916 8071 351 5880 27165 7090 13246 8633 984 25258 543 3868 4584 227 3304 8550 3096 5229 881 606 2757 100 50 2825 492 422 754 4327 3299 960 1199 104 71 4746 66 2857 1324 476 505 563 75 2859 87 167 818 104 8716 927 109 213 97 2048 60 99 80 50 55 94
internal_value=-0.000137096 -0.0102618 -0.0204769 -0.02869 0.00665208 -0.0202808 -0.0160728 0.0107425 -0.00365095 0.0185666 0.0447941 -0.0400253 0.00304258 0.0245599 -0.0431995 0.0346623 -0.00235784 0.0369484 0.0189484 0.0185286 0.0413449 0.0365714 0.0136171 0.0541616 0.0146044 -0.00323675 0.0338107 -0.0215878 -0.0138013 0.0554231 0.0262762 -0.011416 0.00327164 0.0104006 -0.00846532 -0.0150742 0.0588607 -0.019513 0.0412924 -0.0450007 0.0176612 0.011784 -0.0208608 0.0445877 0.0497892 0.0161862 -0.0344853 -0.0208996 0.0596972 -0.0244692 -0.0413002 -0.00987837 0.0306728 0.0568003 -0.0508868 0.038526 0.0431213 0.0583699 0.0425552 0.0701427
internal_weight=41841 34146.5 21289 16854.9 12857.5 9676.41 8268.84 4434.1 6895.02 5962.45 7694.5 7178.49 5021.24 4676.87 6461.56 3696.46 4074.23 3510.38 3323.07 3437.71 2858.73 2184.14 2445.76 3998.03 123.561 1285.58 877.319 1873.79 1111.02 3874.47 947.011 716.929 983.968 212.138 186.082 1245.02 2941.33 898.885 1239.15 1407.57 651.648 508.431 68.2528 933.144 679.239 56.5485 628.764 149.941 2884.78 301.616 50.2729 109.643 253.906 674.593 40.2973 143.216 36.1413 55.3084 23.6025 31.7059
internal_count=178574 145233 92582 74516 52651 41592 35236 18066 28295 24356 33341 32924 20392 19054 29842 15505 16550 14750 13435 13862 12085 9156 9847 17836 533 5302 3588 7903 4631 17303 3842 3082 4024 858 755 5168 13276 3773 5192 6356 2665 2061 284 4027 2946 233 2735 604 13043 1278 209 440 1081 2929 164 604 151 249 105 144
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=63
num_cat=0
split_feature=2 25 2 13 17 21 1 21 17 26 26 17 13 17 23 21 21 1 23 23 21 20 17 21 17 21 23 17 13 25 21 25 21 20 20 0 2 21 15 23 23 20 23 0 17 23 17 19 17 17 19 15 19 23 2 19 3 15 2 1 3 16
split_gain=6983.85 1879.77 1131.51 784.149 707.768 502.253 402.803 388.243 244.566 243.664 236.998 234.427 184.694 162.93 152.931 133.975 129.188 144.074 127.999 117.796 111.956 99.0094 98.1322 78.1927 63.7657 62.1079 61.579 57.0229 55.7359 50.067 55.6707 45.9645 41.9039 40.6814 40.1521 39.7213 39.3417 35.5134 33.9257 31.3443 30.3247 29.9976 28.8893 26.9098 26.5884 26.1133 23.9746 23.0477 18.7318 16.6511 15.4009 14.5005 11.9264 11.8365 10.5826 9.77203 9.07254 8.65289 6.66213 6.28607 6.24559 6.03346
threshold=2.1500000000000008 1.0000000180025095e-35 4.7500000000000009 1.0000000180025095e-35 24.549999999999276 28.951165325167608 98.65000000000002 22.336257309941523 22.799999999999503 1.0000000180025095e-35 1.0000000180025095e-35 29.299999999999503 1.0000000180025095e-35 31.299999999999503 92.993530851545856 47.289807709141847 36.578626574563195 99.050000000000011 92.998819010110978 94.999199886892796 44.454571007555181 9.6333333333333346 32.299999999999507 47.341199691066684 13.699999999999365 47.289807709141847 94.994762043900153 17.599999999999003 1.0000000180025095e-35 1.0000000180025095e-35 34.425455554644493 1.5000000000000002 20.744784876140812 8.0666666666666682 8.3958333333333339 51.050000000000004 6.3500000000000005 24.030174557390097 24.500000000000004 93.961442994109618 92.977870356643635 7.2791666666666677 96.003229129998985 16.850000000000005 35.799999999999507 96.005034935970045 48.349999999998552 0.34574419105747373 79.699999999999378 18.549999999999276 0.28123028802319144 10.500000000000002 0.60769007108133322 93.001628010559571 2.4500000000000006 0.36877707338345406 88.850000000000009 8.5000000000000018 7.1500000000000012 93.050000000000011 62.850000000000001 67.800000000000651
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 4 20 11 9 14 25 12 -9 26 13 -2 -6 19 17 22 43 -10 24 -20 28 -14 -1 38 31 61 -4 39 48 -3 -28 -17 44 -29 -24 40 -7 53 47 -27 -22 -13 -19 -41 52 -5 -31 57 -48 -42 -39 -8 -32 -36 60 -18 -59 -58 -51 -11
right_child=2 5 16 37 7 8 29 10 15 27 -12 18 23 -15 -16 33 49 34 21 -21 42 -23 36 -25 -26 41 32 35 -30 30 54 -33 -34 -35 55 -37 -38 46 -40 45 51 -43 -44 -45 -46 -47 50 -49 -50 56 -52 -53 -54 -55 -56 -57 59 58 -60 -61 -62 -63
leaf_value=-0.050593006167789445 0.0047140468807151566 -0.01583717351757288 0.034245343602207705 0.018152546755745094 0.0028536299169111524 -0.012007873711553884 -0.024041099180887902 -0.0070530015629226691 0.025492572402672567 -0.0049672007308204204 0.027396345990884658 0.004842787643394391 -0.029185166529178925 0.025278656364763813 -0.024238530579104096 0.03871930423728627 0.0038616310449769414 -0.034067774679252982 -0.0038982614612092987 0.0054860317289234213 -0.010338921124565392 0.077201783009660449 0.043686636132268211 0.065957844938258084 -0.0355660317994798 0.020543468020435079 -0.039514303283084085 0.04590774455192443 -0.028807092942400497 -0.029254911610956946 0.0034373936353318184 0.020026634106783323 -0.01986951446805385 0.0063967386839920122 -0.017650053761773168 0.0079108250718733283 0.056108691246132242 -0.045666394336476422 -0.051720769117334697 -0.017086195474718655 -0.04535075886560877 -0.021492442207410783 0.043442786281174227 0.035609449898355482 0.023078494071460558 -0.056460561096037525 -0.019147366598878706 -0.04278987104850876 0.019599229968031262 0.035219494875324484 -0.042009148829617461 -0.059768724294883217 -0.065390305507840932 -0.064264934213484504 0.05489952224570796 -0.070380423717325002 0.05399936788935969 0.031963978018444673 0.056438133546334403 0.063189096913498846 0.064764940429742887 -0.047655520539466777
leaf_weight=928.54314403235912 1387.2175158858299 575.06276978552341 1032.3767172694206 22.201949298381805 573.64668133854866 658.28864477574825 24.030277088284492 5244.9492563158274 1369.3561972528696 26.322006702423096 551.77903668582439 95.635221779346466 273.90814290940762 3150.8202860504389 5664.2742456197739 955.98697550594807 13.571138888597487 26.576525181531906 3636.776947915554 1590.0781721323729 212.19520619511604 38.02697566151619 1224.9995712637901 23.44324517250061 2945.1472877264023 224.99327389895916 529.52929598093033 1099.5619029849768 36.280338540673256 87.370138391852379 13.048757389187811 105.77348306775093 556.99013213813305 108.38394509255886 14.245411664247511 73.370328277349472 1328.7873551398516 566.30105523765087 58.562265515327454 287.66027520596981 208.38784718513489 52.307885602116585 28.299436464905739 276.69045750796795 86.938505366444588 49.330035671591759 139.97714591026306 51.503257930278778 25.303218945860863 18.293649256229401 155.50143007934093 1068.8206904828548 88.637427270412445 76.55507954955101 42.614380568265915 22.927231296896935 610.54967960715294 48.152099087834358 65.806668072938919 267.66643205285072 804.25950713455677 12.07415886223316
leaf_count=4336 5738 2429 4439 96 2442 2756 101 21890 5515 110 2284 386 1135 13038 25262 4032 58 109 14798 6406 884 154 5378 100 13442 911 2283 4564 149 355 53 442 2346 440 58 302 6100 2631 246 1208 980 211 120 1120 369 208 629 227 102 78 701 5121 411 325 180 98 2764 204 290 1224 3756 50
internal_value=-0.000131662 -0.0133945 0.0315616 -0.0231014 -0.0192102 0.00313861 0.01762 -0.0130899 0.014728 0.0215146 -0.00377384 -0.00686314 0.0164909 0.0189923 -0.0217471 0.0202147 0.0481195 0.0428338 -0.000228661 0.0147432 -0.0371129 -0.00305904 0.0448265 -0.0216841 -0.0391681 -0.00747935 -0.0220557 0.0415681 0.0321047 -0.0212464 0.00192638 -0.0102654 -0.0294437 0.0354279 -0.00507045 0.0435309 0.0501501 -0.0504069 -0.0152522 -0.0301611 -0.0556167 0.0126141 -0.00401033 0.0277068 0.00969922 -0.02285 -0.0430018 -0.0244324 -0.0182837 0.0590278 -0.0311788 -0.0574163 -0.0483358 -0.0546553 0.0428356 -0.0501729 0.0603345 0.0416024 0.0460968 0.0568003 0.0641078 -0.0183911
internal_weight=41536.7 29282.6 12254.1 18450.2 16148.8 10832.4 6652.63 12034.6 5017.96 6046.72 5796.73 5814.49 4835.39 4538.04 6237.92 4023.81 5601.43 3773.13 4047.13 2959.43 4114.19 3674.8 3622.44 297.351 3873.69 994.152 1767.36 1211.33 1068.66 605.912 168.336 680.836 1086.52 1064.37 150.688 1172.93 2553.79 2301.33 716.851 437.576 1350.91 277.301 240.495 372.326 113.515 336.99 950.417 73.7052 112.673 1828.3 295.479 1277.21 654.938 100.585 55.6631 37.1726 1700.77 127.53 113.959 878.216 822.553 38.3962
internal_count=178574 125931 52643 81456 70660 44475 27569 51878 20517 25037 24174 23958 20011 18776 27704 16393 25074 16700 16458 11921 18782 14952 16066 1235 17778 4124 7500 5026 4588 2532 690 2871 4629 4472 634 4866 11478 10796 3002 1842 6424 1122 1004 1506 478 1416 4372 323 457 8374 1330 6101 3042 426 233 156 7822 552 494 3988 3834 160
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=63
num_cat=0
split_feature=2 25 14 21 21 2 17 17 2 17 17 14 17 21 1 21 21 14 26 1 20 20 17 17 17 19 21 2 0 17 17 23 0 21 2 23 20 2 21 1 18 2 23 15 21 17 1 21 21 17 17 18 18 17 25 20 14 0 1 2 1 0
split_gain=6402.68 1958.99 1983.2 583.686 522.702 332.825 306.642 274.241 267.125 261.146 251.061 228.36 199.029 158.642 139.501 138.548 126.315 148.575 117.43 105.372 101.123 97.2931 87.8126 86.988 86.8718 68.095 67.6032 61.5463 70.7647 60.0251 57.6441 53.9675 52.396 44.1535 39.8616 37.3301 34.8134 33.2125 29.2599 28.9748 24.3595 23.1959 23.0498 20.1886 19.7321 18.9951 18.0527 16.4532 14.5274 14.1123 13.0371 8.82822 6.48695 6.03805 5.31836 5.69601 4.15216 3.92615 3.71222 2.75952 2.48129 0.883994
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 28.951165325167608 28.951165325167608 2.0500000000000003 35.54999999999928 28.000000000000231 6.0500000000000007 30.299999999999503 34.54999999999928 1.0000000180025095e-35 25.549999999999276 47.55706157453703 79.250000000000014 47.289807709141847 38.236579905489741 1.0000000180025095e-35 1.0000000180025095e-35 98.65000000000002 8.5625000000000018 8.6000000000000014 19.299999999999503 14.800000000002003 26.049999999999276 0.83870401307109221 50.00308399795442 1.8500000000000003 18.650000000000002 18.299999999999503 17.099999999999003 97.028918780134944 13.450000000000001 11.659677164108247 44.300000000000004 92.987084295595295 8.0666666666666682 0.15000000000000005 25.69098108921558 98.450000000000017 224.72916666666671 46.650000000000013 94.023960459741303 19.500000000000004 42.045553460031925 36.799999999999507 70.15000000000002 12.264677643042567 47.289807709141847 11.500000000000911 13.950000000000729 208.30500000000004 265.39083333333338 15.599999999999001 1.0000000180025095e-35 7.1625000000000005 1.0000000180025095e-35 17.650000000000002 58.45000000000001 11.350000000000003 62.250000000000007 18.450000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 7 10 22 30 16 23 -1 18 31 -14 -7 25 17 19 -9 24 29 52 37 49 -2 -11 -25 28 -8 44 43 -5 -13 -24 38 -32 -17 -4 -31 -29 -21 -36 46 -3 50 48 -19 -44 51 -6 -10 -18 -22 -50 55 -47 60 -56 -46 -54 -23 -58
right_child=8 4 6 12 9 14 27 11 20 15 -12 32 13 -15 -16 36 45 42 -20 40 21 56 33 26 -26 -27 -28 39 -30 34 35 -33 -34 -35 41 -37 -38 -39 -40 -41 -42 -43 47 -45 58 54 -48 -49 53 -51 -52 -53 59 -55 57 -57 61 -59 -60 -61 -62 -63
leaf_value=-0.044284048593115889 0.0017778288200091556 -0.026419741419224686 -0.024968799716461113 -0.031173664048039049 -0.040926304241154711 -0.0034546302802908554 0.0017912494329142305 -0.0083089273665959574 1.9435830611930594e-05 0.016430365519247273 -0.028752494015618558 0.0007142693182010417 -0.0094488109035351098 0.021791140300709257 -0.038798153636040805 0.043073301971327638 0.00050019627151701173 0.040709692713428662 0.0098441511161327985 -0.051301072907129833 -0.030878785634288114 0.044011707866849215 -0.021420634981122469 0.0012087723575739673 0.028501863767060633 0.044324228592758377 0.02648434362794232 0.041182908675355998 0.02346171448455165 0.048151641759116265 0.015027004565248704 0.037045160843210835 0.03061996998689891 0.0070044006403632581 -0.041375913128028255 -0.016206389993736678 0.013424309774316377 0.0049735545456367578 0.057918763303455814 0.0064644707977208381 -0.0070784899589563452 0.030996833126929624 0.028668368677702966 -0.046228225247304161 0.026155582810367024 0.0522665731516673 0.0072539470089082354 0.055685280496570455 0.017900150383029181 -0.016412806003973896 0.028997020849838913 0.033396171547866921 -0.055840792010041024 0.051605231579387456 0.053221340032746693 0.026335513573722037 0.070127966073006545 0.064158723897878536 0.056642285854114641 -0.087942032529375144 0.014566036167449399 0.050429430531683743
leaf_weight=4668.6754958480597 376.50891980528831 436.06927604973316 521.86830967664719 1087.6234339773655 80.248956397175789 1260.6722100526094 501.36278645694256 2753.3378996253014 53.43564946949482 2721.8836335837841 5877.4549545943737 181.3260400891304 2804.0059775412083 475.26637768745422 358.60683351755142 926.7319503724575 26.001820430159569 181.98328572511673 1317.0150481313467 44.574797660112381 14.719395861029623 18.312717184424404 157.00176657736301 1303.4681239277124 1581.215427801013 237.92036718130112 331.91267530620098 485.65863168239594 1515.3427587449551 1157.6923538297415 104.49738429486752 29.784982979297638 761.79124602675438 1052.1827653199434 14.406692683696745 1132.0696597099304 110.84964020550251 112.59374129772186 2270.9757385402918 68.581587195396423 103.32004573941231 47.822086080908775 64.531228452920914 182.4485776424408 11.957278177142141 135.7287503182888 51.798749759793282 444.67842164635658 14.478864848613737 218.76512698829174 141.85792648792267 94.58642490208149 13.139571994543077 161.49721103906631 147.70514111220837 25.092374324798584 12.013011291623117 184.59059500694275 60.539847761392593 13.64881609380245 11.741641163825987 10.829740256071089
leaf_count=22417 1524 1917 2269 4842 351 5348 2017 11206 222 10988 26536 733 11762 1920 1562 3986 110 792 5344 186 60 79 642 5318 6638 964 1367 2025 6114 5311 422 129 3109 4264 59 4746 455 459 10705 276 425 201 280 818 51 594 220 1936 62 927 606 403 57 721 669 110 55 835 271 58 51 50
internal_value=-0.000126126 -0.00940109 -0.0188074 -0.0267447 0.00601355 -0.0323875 0.0109707 -0.00337603 0.0416927 0.016886 -0.0356282 0.00270135 -0.0111311 -0.00492119 -0.0112818 0.024184 0.0319764 0.0270711 -0.00243527 0.020288 0.0508673 -0.000243176 -0.00459069 0.00180482 0.0233623 0.0186726 0.00633864 0.0221299 0.0180743 0.052151 -0.0198005 -0.0293553 0.0248702 0.00331366 0.0539011 -0.013567 0.0399058 -0.0196551 0.0546209 0.0368869 -0.020407 0.0142417 0.0462943 -0.0322628 0.0293377 0.0496709 0.033297 0.0522615 0.0396713 -0.0229917 0.0210683 0.026303 -0.0575445 0.0488321 0.0556847 0.0482206 0.0447206 0.0592971 0.051614 -0.0721965 0.0325079 0.0607889
internal_weight=41268.4 33777 20976.7 16562.1 12800.3 12165.4 4414.59 6868.56 7491.38 5931.78 10546.1 5013.47 4396.68 3279.27 1619.28 3997.39 3638.29 2848.61 4070.35 2105.62 3853.09 94.4049 1843.65 1934.39 1957.72 2959.8 1635.38 2570.95 2016.71 3758.69 1855.08 1117.41 943.117 1209.18 3490.9 1236.57 1037.58 634.462 3428.67 554.24 147.895 62.2288 742.992 618.518 267.791 789.681 233.782 509.21 296.564 299.014 195.294 120.588 41.5078 175.976 493.117 160.821 52.8971 332.296 72.4971 26.7884 30.0544 22.8428
internal_count=178574 145233 92582 74516 52651 55863 18066 28295 33341 24356 48953 20392 18653 13682 6910 16393 15505 12001 16550 8773 17836 410 7634 7963 8162 11952 6685 10432 8131 17426 7903 4971 3842 4906 16276 5168 4441 2728 16016 2301 611 260 3228 2735 1150 3504 1012 2216 1296 1278 828 513 175 783 2208 704 235 1504 322 115 130 105
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=62
num_cat=0
split_feature=2 25 13 12 2 21 21 23 21 21 25 23 23 26 0 23 2 20 20 21 21 2 19 20 26 21 23 21 2 2 21 13 0 20 20 23 15 21 23 0 11 18 21 2 19 18 20 13 21 21 26 13 20 2 15 18 18 23 0 0 2
split_gain=5943.68 1674.62 780.664 1613.18 569.217 469.533 437.635 239.504 210.644 250.983 205.658 174.175 162.78 155.443 139.283 135.732 101.743 90.5143 106.969 87.7779 85.9 84.0321 81.7191 75.5683 70.1268 60.5967 54.6208 53.0994 48.3744 58.3066 41.7207 41.4846 39.3052 38.8803 74.3694 41.4526 37.0105 36.5064 35.9172 31.448 30.695 27.8098 39.4497 27.7291 27.606 26.49 25.513 24.8215 23.7346 22.3526 18.6263 19.6439 13.7395 10.1793 9.43196 7.39159 5.33255 4.2602 3.19625 3.24989 2.84611
threshold=3.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 5.2500000000000009 38.511873577532533 24.848813425663526 92.993530851545856 20.211690945970869 37.808814306964742 1.0000000180025095e-35 94.999845492450262 92.998819010110978 1.0000000180025095e-35 18.650000000000002 95.000153722538741 1.1500000000000001 8.5625000000000018 8.6000000000000014 20.211690945970869 49.650090470446322 3.7500000000000004 0.50504470944250268 6.6000000000000005 1.0000000180025095e-35 49.46076158940398 92.006529031807261 47.55706157453703 7.0500000000000007 44.300000000000004 18.187184296217886 1.0000000180025095e-35 17.450000000000003 8.1375000000000011 8.1708333333333361 95.977860737423512 9.5000000000000018 22.223237120935334 92.977870356643635 16.050000000000004 1.0000000180025095e-35 197.31250000000003 47.341199691066684 46.650000000000013 0.26388783243538322 296.29416666666674 6.304166666666668 1.0000000180025095e-35 16.968322672740385 24.635957943392359 1.0000000180025095e-35 1.0000000180025095e-35 6.2875000000000005 2.1500000000000008 5.5000000000000009 170.11583333333337 265.39083333333338 95.002415878613903 12.050000000000002 17.150000000000002 11.250000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 14 10 7 12 23 15 -10 11 21 -5 -8 16 -9 -1 28 56 50 22 36 25 26 -16 -7 -3 45 47 39 48 -23 -25 35 -35 -22 -2 38 44 -30 -24 42 -39 -31 -4 -21 -32 49 -13 -6 51 -12 -52 -43 -40 -49 -19 -29 -20 -60 -58
right_child=4 5 37 6 17 20 13 8 9 -11 19 30 -14 -15 24 -17 -18 18 58 27 33 31 40 32 -26 -27 -28 57 29 43 46 -33 -34 34 -36 -37 -38 41 54 -41 -42 53 -44 -45 -46 -47 -48 55 -50 -51 52 -53 -54 -55 -56 -57 60 -59 59 -61 -62
leaf_value=-0.0086197195475620804 0.008272710980958475 0.0030733153249044402 0.049930476510591189 -0.012219553302504047 0.035105613292696909 0.0068624863620450928 -0.016262477844145657 -0.00132422760328199 0.0035658092055040197 -0.059592313997912733 0.011124539119869386 0.020130956736362754 -0.036005430165876949 0.020044152141096779 0.011155661836073152 -0.024768355411593081 0.019059406885697877 -0.031493840848947234 0.02306723799202021 0.027955252177908466 0.042813563338810201 0.016626741191528193 0.018940194862078805 0.021593457024375356 0.033423250671133213 -0.073378900638222957 0.036291439956096051 0.051946822654053273 0.047278415819574371 -0.048169429881903481 0.026130047666969067 -0.018958096156036025 0.063672961894062227 -0.030864325817388318 0.055849205138582748 0.019735780497060498 -0.017155138445121957 -0.034648277916816954 -0.037137765097649079 0.058513464323541819 0.039378043226632187 -0.049111690639277235 0.042049194419431307 0.025735117994689773 -0.032573736614182551 0.041295122262825112 0.042993888694512823 0.034178085637555783 -0.014276872994735715 0.047932694182882297 0.007274446784054445 -0.053530049524808582 0.042624484788432955 -0.013243435005151844 -0.056213643455371776 -0.0054471616928209792 -0.051978443247023359 0.063243097878025165 0.06770576989661671 0.040691086218765792 -0.082954234621082187
leaf_weight=1587.149566873908 205.19063434004784 343.08942127227783 12.046186834573744 807.72562508285046 542.18633939325809 807.45024585723877 4301.6658634245396 1029.4924580603838 5644.1146082431078 161.80873796343803 316.25024542212486 324.29646146297455 6569.5245107859373 316.49947007000446 2790.4283859282732 1542.2812543511391 419.81940720975399 13.210417926311491 12.858782812952994 654.29329922795296 723.35034015774727 899.70570519566536 455.75693672895432 86.135478600859642 404.87247638404369 24.234569028019905 193.57112988829613 167.73585167527199 1000.8194365203381 16.891036197543144 451.04415893554688 90.105013355612755 156.0007466673851 61.027427151799202 41.568708389997482 266.18753981590271 472.92283798754215 544.98040799796581 69.108324930071831 1649.2339165061712 307.77275885641575 565.20341515541077 17.297846436500549 51.05652542412281 64.035976633429527 863.02573597431183 446.09941685199738 17.874883830547333 59.281565189361572 909.12553730607033 40.419400349259377 12.201406791806219 85.911114439368248 20.497923478484154 1039.3582678735256 34.452195018529892 13.053187981247904 166.12816396355629 18.233228445053101 28.588843494653702 17.170031040906906
leaf_count=6708 848 1393 52 3567 2428 3298 18431 4284 23076 663 1302 1351 31227 1307 11416 6466 1733 54 57 2764 3086 3791 1862 353 1664 102 785 772 4713 69 1886 368 631 247 170 1136 1947 2576 332 7947 1259 2683 73 216 287 3657 1873 77 245 4207 167 49 357 89 5171 145 56 770 82 129 75
internal_value=7.93553e-05 -0.010446 -0.0194417 -0.0157602 0.0345516 0.00438774 -0.0258449 -0.00100556 -0.00347109 0.00180562 0.0234943 0.0147467 -0.0334011 -0.0137743 0.00749326 -0.0153836 -0.00282978 0.0479864 0.00170262 0.0346798 0.0227641 0.00409814 0.0153675 0.0255168 0.0139772 0.00452432 0.0150549 0.039515 0.0491169 0.0530978 0.0286146 0.0133874 0.048704 0.0335679 0.00426925 0.0366056 -0.00946092 -0.0465855 -0.0527433 0.0542704 0.0271785 -0.0402314 -0.0322888 0.00736324 -0.0195107 0.0355427 0.0345155 0.0419209 0.0148133 0.0431407 0.0149983 0.00872273 0.0313143 -0.0478564 -0.0550243 0.00808879 -0.0579933 0.0575678 0.0451472 0.051211 -0.069576
internal_weight=40953.4 31374.1 19530.2 17197.7 9579.37 11843.8 11995.4 9156.49 8377.7 5805.92 5254.61 2948.65 7377.25 4618.17 5202.27 2571.77 2006.97 4324.75 103.114 2305.97 2687.35 1667.92 1595.21 778.797 3195.3 831.685 536.661 1851.18 4221.64 2718 1280.72 989.811 242.136 1092.13 102.596 989.538 678.113 2332.53 1184.55 2650.05 763.53 1147.98 562.278 67.9476 76.0822 1517.32 897.144 1503.64 383.578 1451.31 454.782 328.452 126.331 585.701 1108.47 52.3271 43.4336 333.864 59.6809 46.8221 30.2232
internal_count=178529 136127 87316 76053 42402 48811 54532 37651 34489 23739 22147 12309 34794 19738 21521 10750 8441 20255 453 9838 11160 6954 6521 3162 13080 3400 2178 7963 19802 12945 5355 4159 984 4639 417 4222 2795 11263 5842 12660 3121 5421 2649 285 339 6421 3759 6857 1596 6635 1875 1351 524 2772 5503 222 185 1542 268 211 131
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=61
num_cat=0
split_feature=2 25 14 2 21 21 1 17 17 17 14 21 14 23 13 21 26 13 17 17 13 26 23 23 23 21 14 17 21 17 21 21 21 21 17 25 14 23 1 20 23 2 23 21 1 23 21 17 21 19 1 20 17 2 14 20 17 20 2 19
split_gain=5427.91 1430.28 1348.48 902.3 448.756 424.889 312.575 308.603 255.1 230.698 229.849 268.893 218.522 226.704 180.113 166.545 158.562 136.438 106.039 97.4925 86.3924 82.1241 74.3785 66.734 93.1127 66.5484 76.5561 55.0042 49.2189 46.2721 45.127 42.3247 40.7655 40.5007 38.3896 38.0728 38.0356 36.9456 32.391 31.7783 34.4118 30.0897 25.272 23.2968 23.1494 20.3353 19.3684 19.3478 19.2189 18.3437 18.2352 18.193 17.0348 14.988 14.0235 13.2077 12.3725 10.546 8.91788 8.51817
threshold=2.1500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 5.0500000000000007 28.951165325167608 38.511873577532533 98.750000000000014 22.299999999999617 34.54999999999928 31.049999999999276 1.0000000180025095e-35 20.211690945970869 1.0000000180025095e-35 94.998391457095352 1.0000000180025095e-35 47.341199691066684 1.0000000180025095e-35 1.0000000180025095e-35 16.599999999999003 15.849999999998547 1.0000000180025095e-35 1.0000000180025095e-35 92.993530851545856 94.023960459741303 95.002415878613903 25.326610736115288 1.0000000180025095e-35 17.300000000002004 9.1291545386854427 50.200000000002554 21.864973262032091 34.425455554644493 17.634758504323724 10.493509557579142 46.199999999998006 1.0000000180025095e-35 1.0000000180025095e-35 91.058192768439028 98.250000000000014 7.0750000000000002 95.998574193368754 6.2500000000000009 95.806946038464076 30.689451884613153 99.250000000000014 93.995549286426296 44.454571007555181 30.049999999999276 13.36244858707421 0.39471648938743403 63.650000000000013 7.2791666666666677 11.049999999999274 2.4500000000000006 1.0000000180025095e-35 7.9208333333333343 13.399999999999752 7.0291666666666677 6.1500000000000012 0.60496802206509903
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 8 7 10 32 22 27 11 21 13 -9 16 -13 -6 -10 38 46 25 -2 -1 37 -25 26 -20 56 49 45 -29 39 42 -14 -30 51 -34 -21 50 44 -41 -27 -3 55 -8 -12 59 -16 -31 -11 54 -33 -48 -37 -5 -22 -4 -52 -45 -7
right_child=3 5 9 18 14 19 31 12 17 28 29 15 33 -15 47 -17 -18 -19 20 23 43 -23 -24 24 -26 41 -28 30 34 48 -32 35 36 -35 -36 53 -38 -39 -40 40 -42 -43 -44 58 -46 -47 52 -49 -50 -51 57 -53 -54 -55 -56 -57 -58 -59 -60 -61
leaf_value=-0.022815076752668043 -0.0082436294223862828 -0.028014142540945704 -0.034936300654943298 -0.011438304716882576 -0.011465200264542355 -0.048417267526276363 0.0023579542069517463 0.009562443057759256 -0.022479605125133705 0.01954806306625528 0.011236360007608449 0.017774913972700673 -0.027557912861321057 -0.010843442758034359 -0.051846415285696772 0.049727459005332181 0.02946631493054791 -0.043603770998133708 0.030136560844014837 -0.009088937057491784 -0.00047798391454866246 0.028559205369197621 -0.043629790438379529 0.00069304352327518377 0.026568143846486699 0.044832474227645913 0.051562790997316504 -0.013490704347391656 0.0088324844543820093 0.026871424344303108 0.0088057295300922531 -0.0023260023527036091 -0.022489871909778188 0.02320693222785206 0.022413680486402202 -0.011814094527297397 0.0020864448784953505 0.039500595841691188 -0.064799000349809108 -0.023649652883686194 0.023099754332975002 0.055128138410554244 -0.056728366994518664 0.010468417470230295 -0.041904265509492965 0.033355504315090767 -0.055372880912911572 -0.032196898092920215 0.051821011566525466 -0.026918973140530791 0.038206520217145795 -0.060322629610996326 0.0051588610178314488 0.051031376287405276 0.026283376864430465 -0.056883257100095501 -0.01754692808360633 0.0077777963383578383 0.045720653388207896 -0.0069075856172979349
leaf_weight=479.23799596726894 1238.1614176183939 210.03000563383102 182.59174486994743 71.133850589394569 3051.1835902929306 46.595242872834206 33.708420962095261 2361.2826126664877 4975.646234408021 27.935280427336693 126.27363972365856 2929.0059767365456 40.689121916890144 3213.3143158853054 200.8933649212122 473.77657401561737 256.49392718076706 903.14219053089619 1000.9274301975965 41.588111907243729 72.501963406801224 172.72854445874691 4109.4463103115559 517.42141503095627 1059.8680391460657 1118.6805645227432 714.48774410784245 493.95318651199341 811.61451332271099 90.49317541718483 419.81169573962688 51.488344684243202 1008.7906478494406 1142.2277716100216 1449.7955229729414 12.057690322399138 186.54586841166019 659.64017757773399 12.773046657443045 132.06953302025795 56.077848345041275 1940.9252836853266 120.64335660636425 32.300731763243675 238.88751420378685 586.68834349513054 13.295091137289999 332.82210065424442 524.91562061011791 88.606470912694931 95.131227001547813 18.33787889778614 92.404253125190735 44.501260578632355 37.694897040724754 12.112127915024756 232.58478307723999 40.638828113675117 40.35260297358036 16.820719510316849
leaf_count=2147 5180 932 846 297 12923 199 141 9558 22681 112 529 12049 164 13103 989 2127 1046 4410 4531 169 306 704 20594 2133 4425 5185 3402 2028 3258 384 1700 213 4353 4666 5876 49 801 2775 53 557 236 9576 549 133 1018 2464 55 1554 2276 360 416 79 374 195 161 55 1000 175 189 69
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internal_count=178529 125849 81524 52680 66344 44325 28201 34126 49832 15180 25713 20060 27491 22661 16512 14176 13969 27091 24479 10199 23377 5884 22741 9502 6558 22694 7933 5574 9606 5653 3728 2488 6635 4830 9134 536 5154 2944 1102 1952 793 14761 1481 683 1159 2993 697 2543 2660 472 1049 292 429 244 458 361 1846 591 322 268
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=62
num_cat=0
split_feature=3 25 14 3 26 1 23 17 23 17 23 26 14 17 14 1 1 11 17 17 13 23 17 0 17 20 0 25 19 0 3 20 23 17 20 23 14 17 23 23 3 0 17 17 13 25 3 13 23 23 16 0 1 0 23 25 17 17 17 3 16
split_gain=4340.72 1218.53 1160.64 791.68 384.878 374.836 353.003 339.879 339.791 302.482 250.049 193.369 200.422 190.743 157.895 147.645 134.132 128.43 81.3969 81.3601 72.5942 69.471 60.385 56.672 55.8791 52.8321 52.227 50.5522 48.6346 48.0891 47.3525 46.204 46.12 41.9389 40.8095 36.6401 36.3791 38.6026 34.5519 33.0943 31.3424 27.8615 39.4452 27.8759 26.1441 23.564 22.034 21.1893 21.1885 21.0658 19.5408 19.294 18.6522 18.6007 18.3746 16.3568 15.8699 12.8729 11.1107 5.39253 4.03264
threshold=94.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 90.950000000000017 1.0000000180025095e-35 98.65000000000002 97.028918780134944 22.299999999999617 92.998819010110978 28.549999999999276 92.998819010110978 1.0000000180025095e-35 1.0000000180025095e-35 35.54999999999928 1.0000000180025095e-35 38.750000000000007 98.850000000000009 1.0000000180025095e-35 28.000000000000231 15.849999999998547 1.0000000180025095e-35 91.021329629720654 15.300000000002003 16.450000000000003 17.300000000002004 5.6125000000000007 13.050000000000002 1.0000000180025095e-35 0.56826886032665602 15.050000000000002 89.950000000000017 6.0708333333333337 92.993530851545856 13.699999999999365 6.1625000000000005 95.028192724831328 1.0000000180025095e-35 35.299999999999507 91.92283175876851 94.227509561091395 95.15000000000002 41.150000000000013 43.100000000004009 133.0499999999993 1.0000000180025095e-35 1.5000000000000002 95.050000000000011 1.0000000180025095e-35 94.999653170405324 94.021931871373695 24.299999999999503 58.250000000000007 99.65000000000002 13.450000000000001 94.215212376530545 1.5000000000000002 12.200000000002548 25.799999999999617 13.399999999999752 88.750000000000014 46.399999999999871
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 15 6 9 8 22 -2 19 21 12 -11 24 17 25 18 -12 33 50 -21 34 45 46 58 59 -16 36 48 54 -20 52 -25 -17 -9 -13 49 -38 -30 -26 -8 42 -6 -43 -23 56 -15 -31 -18 -7 -5 -33 -29 -47 -24 57 -3 -27 -4 -1 -61
right_child=1 7 13 5 41 27 40 10 -10 11 14 35 -14 23 26 16 28 -19 30 20 -22 44 29 32 39 55 -28 31 38 47 -32 51 -34 -35 -36 -37 37 -39 -40 -41 -42 43 -44 -45 -46 53 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 60 -62
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leaf_weight=16.005838349461555 1498.9734263420105 207.19312015175819 173.46354991197586 102.35527707636356 129.63891331851482 105.9283734112978 74.076218321919441 136.76269806921482 11188.05208773911 3385.9806813001633 3561.6524489670992 690.52875211834908 1054.0897148698568 337.23233240842819 195.13696822524071 76.139163807034492 90.253946080803871 2437.3927663564682 2547.5435152649879 1394.7335615307093 82.092333137989044 766.42835614085197 158.15045544505119 138.92281672358513 354.96871766448021 41.880568623542786 947.37950260937214 25.775412797927856 14.854753807187079 659.8466627150774 878.40510736405849 90.67708919942379 1433.3799835443497 925.81249265372753 54.829818904399872 612.8057252317667 35.278311312198639 91.510877355933189 86.574585303664207 794.55710028111935 85.465646997094154 338.76546932756901 202.4086159914732 50.053902000188828 19.843800008296967 78.206854596734047 71.014424934983253 20.493670254945755 22.873338222503662 311.07951979339123 301.30812014639378 48.150477021932602 37.029379561543465 19.309446081519127 354.47078044712543 21.722544685006142 364.18059180676937 141.48001067340374 221.14910864830017 24.488678619265556 28.404305458068848
leaf_count=68 6664 960 816 445 569 475 335 552 53107 14335 14622 2956 4585 1357 792 321 393 9970 12641 5900 363 3174 657 565 1443 179 3898 106 64 2795 4094 385 5813 4200 222 2649 145 370 402 3234 367 1473 870 221 80 342 289 88 103 1374 1280 203 152 84 1498 90 1608 602 957 105 122
internal_value=7.21279e-05 -0.0114147 -0.0195208 0.0234798 -0.0261618 0.0141251 -0.0281567 0.00246626 -0.0290861 0.0174338 0.00688449 0.0231326 0.0181619 0.00604198 0.00363764 0.0394045 0.0415094 0.000393138 0.0433803 2.85253e-05 0.00546585 0.030597 -0.0168014 0.0163123 -0.007131 0.00373746 0.0206736 -0.019715 0.00290033 -0.0100588 0.0470464 0.00166837 0.0206221 0.0308448 0.00359913 0.040066 -0.0276436 -0.00419003 0.0280408 -0.00155815 0.0457542 0.00938897 0.020026 0.000305091 0.0371756 -0.0288268 -0.000286168 -0.0187728 -0.0196405 -0.0347745 -0.0198642 0.017767 -0.033917 -0.00611038 0.00150617 0.0164637 -0.0327038 0.0116034 -0.023365 -0.0341432 -0.041838
internal_weight=40359.2 27073.4 17092.1 13285.8 13567.4 8369.32 12846.6 9981.28 12687 7623.89 8119.43 5743.4 4440.07 3524.69 7141.56 4916.44 4642.46 5999.05 4427.9 1880.49 1476.83 977.865 1861.85 1980.55 1544.14 273.982 1142.52 745.429 214.557 1192.96 3425.95 201.632 1572.3 1001.95 191.593 1303.33 543.797 126.789 101.429 1149.53 159.542 720.867 332.048 388.819 786.272 668.89 408.247 680.34 113.127 417.008 403.663 138.828 62.8048 97.5163 512.621 205.083 571.374 183.361 394.613 68.8988 52.893
internal_count=178529 119422 78080 59107 63606 35723 60473 41342 59771 32513 33310 24525 18920 14474 29282 23384 22218 24592 21256 7988 6263 4028 8032 8024 6450 1166 4690 3210 962 5038 16735 846 6378 4521 774 5605 2364 515 466 4677 702 3133 1439 1694 3254 2994 1646 2883 496 1849 1725 588 258 426 2155 871 2568 781 1773 295 227
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=59
num_cat=0
split_feature=2 26 14 11 21 21 17 17 12 2 21 21 17 13 17 14 17 20 12 21 20 25 0 21 21 20 2 17 15 13 17 17 1 21 2 17 2 16 25 16 21 21 16 1 25 1 21 1 17 21 17 18 1 17 18 2 14 15
split_gain=4634.98 1420.66 1200.9 1019.41 651.073 265.068 247.939 225.813 204.123 200.909 175.962 141.763 123.492 119.967 108.96 104.656 100.998 96.5439 88.1125 79.866 71.0082 70.0272 68.2404 64.2405 63.5902 63.2266 53.5324 51.6012 39.5171 38.2807 34.1379 33.7223 32.9959 30.8487 25.7341 25.6292 25.4834 23.3468 24.5955 22.9023 22.0295 21.7059 19.5192 19.1807 18.4914 17.4067 17.0517 16.4368 14.674 11.9904 8.36421 6.12454 4.70651 3.80947 3.51321 2.56503 2.15246 1.00064
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 24.848813425663526 47.341199691066684 36.54999999999928 29.299999999999503 1.0000000180025095e-35 6.1500000000000012 38.511873577532533 47.289807709141847 23.049999999999276 1.0000000180025095e-35 28.000000000000231 1.0000000180025095e-35 15.099999999999001 8.5625000000000018 1.0000000180025095e-35 11.570553374803588 8.6000000000000014 1.5000000000000002 29.850000000000005 22.336257309941523 22.362103336710351 7.429166666666668 44.300000000000004 29.549999999999276 22.500000000000004 1.0000000180025095e-35 15.099999999999001 16.80000000000064 99.250000000000014 43.448108388739101 1.2500000000000002 22.549999999999276 46.650000000000013 141.14999999999966 2.5000000000000004 61.19999999999937 24.243671284274587 40.760696745927994 99.200000000002561 56.850000000000001 1.5000000000000002 98.050000000000011 47.289807709141847 81.250000000000014 47.800000000000644 20.971177332681979 30.799999999999503 265.39083333333338 68.450000000000017 41.099999999999007 280.09083333333336 11.550000000000002 1.0000000180025095e-35 12.500000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 8 -6 16 21 -1 13 12 15 -5 14 31 19 49 26 40 -9 51 29 -20 -18 25 -8 27 43 35 34 -12 45 -26 47 -3 -23 -28 38 -13 -17 -16 -30 -29 -11 -39 -2 -33 48 -15 -4 -38 -19 -35 -49 -31 -53 57 -22
right_child=9 7 6 10 5 -7 24 11 -10 17 30 37 -14 33 18 39 23 20 22 -21 56 28 -24 -25 32 -27 36 42 41 54 -32 46 -34 52 -36 -37 50 44 -40 -41 -42 -43 -44 -45 -46 -47 -48 53 -50 -51 -52 55 -54 -55 -56 -57 -58 -59
leaf_value=-0.047976836411851152 0.0012196421841446127 -0.013258828452288544 -0.035445323977084497 -0.020190801513977272 -0.015310418488091457 0.012182901381935927 0.017951566979661045 -0.030001399674033369 -0.028018642520883669 0.023528099664750751 -0.015724450086848665 0.050380694492375956 0.0044769163867177638 -0.026139069774888481 0.037007644319723539 0.029967143783351288 -0.0070133382965421494 -0.026244917936532719 0.034646231581400934 0.014836653785558127 0.016863845117941235 0.0067930703352882165 0.011120019514523006 0.010671237481794306 0.027519049592911099 -0.0042634759996047636 -0.050543897755785043 0.05346471807905611 -0.043424260629489682 -0.048071782703094257 0.027469846111650344 0.017408898675895495 -0.027540943505963089 0.016368988742184346 0.012702953756717414 0.033690793534022594 -0.014216023629892126 -0.014306228865949528 -0.020901796689528539 0.052132747653836166 0.049709936363256164 0.013955967214346474 0.039779701290270392 0.041520502853277394 0.055669590549365433 -0.055958605932133421 0.042217372594840485 -0.073672499974313924 0.0078203848260837722 -0.017879395209491809 0.032813009017372767 -0.052935157905045264 0.053653770777412305 -0.037103927453742448 -0.078603233249645313 -0.083466476164341802 0.049902429576016594 0.036463918467145494
leaf_weight=1498.6205937862396 190.69700863957405 657.92434088885784 188.89143067598343 632.10629545152187 6708.7749858647585 1008.4691050946712 1130.5615028291941 102.80597323179245 8827.2125922441483 199.11028239130974 48.463938266038895 462.30765998363495 2571.0366341173649 72.458074256777763 583.10956650972366 589.90534403920174 1083.1727864891291 12.398244619369505 905.20591571927071 2923.5083789974451 12.073228284716608 183.61308926343918 467.37927785515785 976.44717991352081 1336.8288079053164 446.89974218606949 16.781693145632744 2080.3300373405218 42.966868162155151 29.007676959037781 814.71057337522507 516.69783091545105 27.775289475917816 18.326899141073227 111.64885665476322 171.07542118430138 12.718488588929175 27.624872356653214 12.4265079498291 145.2252893447876 823.23110143840313 26.737443447113037 297.87096500396729 578.4552807956934 14.342537030577658 14.30932757258415 79.986122325062752 12.513324797153475 56.704610109329224 200.01536379754543 36.838634267449379 13.437048539519312 15.727525740861891 16.529020994901657 13.954919517040251 14.09568504989147 17.969558566808701 14.136445954442022
leaf_count=7606 785 2791 879 2819 29186 4226 4608 446 41834 911 201 2030 10585 293 2620 2445 4456 51 4032 12044 55 773 2033 3985 5550 1816 69 10753 181 126 3428 2172 113 80 464 702 55 122 54 608 3829 109 1524 2753 64 59 374 53 230 910 161 61 69 70 60 62 90 64
internal_value=6.87119e-05 -0.00780331 -0.0124481 -0.0176074 -0.0227042 -0.0117177 0.00871242 0.0153572 -0.0309152 0.0367818 0.00500834 0.0207974 -0.000390996 0.0288966 0.0309626 0.017424 -0.00304192 0.0457799 0.0356474 0.0133135 -0.00710264 -0.00345863 0.0266353 0.00137076 0.0184949 0.011658 0.0471604 0.0480948 0.0130028 -0.0120566 0.0250447 0.0147236 0.0263984 -0.00958018 -0.00949232 0.0197665 0.00270985 0.0453548 0.0485148 0.034346 0.0444432 -0.0214141 0.0517507 0.0369132 0.0096083 -0.00277137 0.0207345 -0.0188724 -0.0112303 -0.0264111 0.0207433 -0.0554256 0.0335884 -0.05286 -0.0579889 -0.068566 0.0365737 0.0274353
internal_weight=40094.2 33015.1 27500 22109.4 18043.1 7717.24 5390.59 5515.08 10325.8 7079.09 4066.32 4278.15 3203.14 3772.88 3580.62 3761.44 2448.53 3306.22 2778.93 3026.31 84.1102 1236.93 1372.59 2059.62 2942.07 1577.46 3222.11 3155.77 424.393 812.536 863.175 801.69 1364.6 192.259 769.573 354.689 66.3388 516.702 474.734 735.131 1406.34 69.7043 2378.2 777.566 41.9674 205.006 596.684 158.205 129.163 388.907 49.5571 39.931 34.0544 29.0423 42.9626 27.5327 44.1792 26.2097
internal_count=178529 145221 122202 99885 82852 33412 22317 23019 49440 33308 17033 17813 13404 16699 15904 15543 10230 16609 12514 12490 383 5206 6065 8441 12087 6424 16226 15941 1765 3441 3629 3390 5663 795 3255 1475 285 2270 2084 3053 6449 290 12277 3664 186 844 2546 646 523 1789 216 174 149 123 186 123 209 119
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=61
num_cat=0
split_feature=2 21 2 14 13 12 21 11 1 17 21 23 17 20 14 17 21 20 23 23 17 13 26 21 14 1 17 17 20 20 16 17 21 21 20 23 18 21 12 1 23 2 23 20 1 20 23 21 0 21 20 18 21 19 19 21 2 17 16 21
split_gain=4259.73 1120.94 800.686 674.521 642.538 723.58 326.254 303.501 264.89 249.821 226.264 207.608 182.176 181.105 174.784 163.314 150.787 148.046 132.765 114.284 100.939 94.8116 70.5594 65.8112 90.8266 67.9791 64.9222 53.1592 51.9288 59.1427 51.6322 41.8209 35.9374 33.9821 33.6493 61.4176 31.1212 35.7077 30.288 39.8874 30.1329 28.4082 28.2397 27.5428 23.9259 23.4607 21.8969 21.0283 14.3733 14.2135 13.9443 13.3124 13.2509 12.7248 10.8891 10.7517 8.32905 8.20671 7.47545 3.60634
threshold=2.0500000000000003 22.336257309941523 4.9500000000000011 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 44.454571007555181 1.0000000180025095e-35 98.65000000000002 25.049999999999276 20.211690945970869 92.993530851545856 15.300000000002003 7.2875000000000005 1.0000000180025095e-35 30.049999999999276 45.72046554743023 6.5666666666666673 95.118830512887854 95.998674872710993 27.799999999999503 1.0000000180025095e-35 1.0000000180025095e-35 36.578626574563195 1.0000000180025095e-35 99.250000000000014 17.599999999999003 21.799999999999503 7.2875000000000005 6.9208333333333343 90.099999999999014 13.950000000000729 9.1291545386854427 10.493509557579142 6.679166666666668 95.021726565957707 226.56250000000003 49.46076158940398 1.0000000180025095e-35 99.65000000000002 95.069520459868897 6.2500000000000009 93.001628010559571 7.729166666666667 97.550000000000011 7.6208333333333345 93.98511951385602 49.156487077279159 12.65 40.760696745927994 6.1625000000000005 430.03666666666669 50.00308399795442 0.70140681855373788 0.28966654784856699 43.448108388739101 44.300000000000004 38.599999999999007 51.54999999999928 23.673043830347204
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 7 5 12 9 11 10 -7 14 17 52 -13 22 33 -8 -1 21 -14 31 -12 -2 24 25 -22 -20 50 29 -17 -29 48 -30 54 38 42 37 43 47 -40 -37 49 -36 -6 -43 -35 -16 -10 55 -33 -9 53 -3 -38 -5 -4 58 -26 -25 -53
right_child=2 4 20 15 36 6 16 27 34 -11 18 13 19 -15 46 28 -18 -19 26 -21 23 -23 -24 56 57 -27 -28 30 32 -31 -32 41 -34 45 35 40 51 -39 39 -41 -42 44 -44 -45 -46 -47 -48 -49 -50 -51 -52 59 -54 -55 -56 -57 -58 -59 -60 -61
leaf_value=-0.033871736856035249 -0.0092355535070589179 -0.022006976099010339 -0.0040205040452631338 -0.010696549521027235 -0.035562885836862471 -0.028502002432564295 0.063478786127240713 -0.011808708950839615 -0.016877095426013365 -0.0071079370227581408 0.017933176402878181 -0.029544585162855314 0.020748486250059348 -0.046440055874641215 0.0037000442209340076 0.0095865316162541611 0.0080546756100484725 0.011352925904586017 -0.00059797313262658248 0.0012338719474941499 0.034725161858284156 -0.028303327220033127 0.022976286068053169 0.056710594174360474 0.042355032521264546 -0.011337581777565602 0.035711359760462538 0.0027175351270142725 -0.043163136310917193 0.039635985546146085 -0.021620539587063527 0.015091037208270139 0.00025066007333678363 -0.0094677169646726934 0.042661982520988823 0.056589832330961154 -0.044067431565246395 0.061586264817096642 -0.013810530284910123 -0.060784555544782772 0.004975601412359934 0.038543500709479914 -0.028920653309703771 -0.0039967530665282426 -0.025698337873852208 -0.031122162973694495 0.030894090250157127 0.047202098773497278 -0.051401758176226421 0.037385694305315485 -0.037958202127068755 -0.039269559200067999 0.011496630618144424 0.011634641189251586 -0.049554206333497955 0.042285435236410471 0.011313640303468047 0.054180401555311064 0.048788763194840407 -0.065742839355962868
leaf_weight=310.21231923997402 1356.9434036761522 335.2571124881506 75.24442757666111 22.105749741196632 599.43463431298733 1813.9661114811897 134.41158550977707 75.837167307734489 105.93919666111469 5507.3011422902346 2383.0868680179119 4702.2170047014952 4317.3120687752962 2393.4184647351503 86.925108850002289 990.90854379534721 1410.524885892868 434.31946566700935 132.14058712124825 908.04813666641712 1635.5392940044403 116.28469333052635 194.35591621696949 750.82178655266762 182.51291462779045 84.221463143825531 1801.6042474359274 898.11553809046745 52.30819071829319 196.15996131300926 287.72905415296555 331.28503827750683 537.41404370963573 625.40590673685074 14.896837919950483 39.852797955274582 376.31740155816078 10.365226432681082 77.209107220172882 108.97968442738056 97.357947543263435 570.91005064547062 183.43691419064999 78.108999118208885 14.870994031429289 156.34896966814995 498.77579499781132 14.562909528613089 13.623700082302092 91.161153435707092 155.54716128110886 14.853309392929075 32.36090449988842 10.540099948644636 97.767177224159241 15.041456609964369 11.772557795047758 748.06209950149059 493.56525032222271 96.074254721403122
leaf_count=1392 5770 1531 315 96 2924 8469 563 356 438 23316 10079 23454 17813 11877 372 4008 5899 1914 560 3733 7970 487 797 3987 939 373 7656 3765 214 794 1216 1429 2168 2677 63 170 1850 44 335 492 419 2738 788 380 67 672 2133 67 57 427 729 76 133 51 426 68 51 3873 2602 467
internal_value=6.63516e-05 -0.010825 0.0246263 -0.0223654 -0.00202067 0.000881 -0.0080027 -0.0287589 0.0139548 -0.0124087 0.0169507 -0.032608 0.0149638 -0.0352436 0.00358648 -0.000267704 0.0128766 -0.00749012 0.023393 0.0173573 0.0399624 0.015782 -0.00519986 0.0437459 0.0392781 0.0324693 0.0332302 -0.00746529 0.00852734 0.0145521 -0.00318777 0.0266725 -0.00360013 -0.0175996 -0.0166933 -0.00575157 -0.0374056 -0.0305149 -0.0286645 -0.0413053 0.0199669 0.0297852 -0.0235441 -0.0319239 0.0369126 -0.0137986 0.0268582 -0.009133 -0.00352969 0.0199021 -0.0293876 -0.0469283 -0.0190577 -0.0425498 -0.0423885 0.00369398 0.0531725 0.0518611 0.0535685 -0.062198
internal_weight=39811.7 27580.7 12231 11935.8 15644.9 14459.2 8866.2 9257.4 7212.35 7321.27 6570.12 7840.17 5592.98 7095.64 2137 2678.42 1544.94 744.532 4433.12 5225.36 5018.63 2499.37 1551.3 3906.5 2650.34 1719.76 1933.74 1417.23 1776.79 1187.07 1185.84 1112.14 589.722 901.628 642.235 335.544 1185.69 687.909 306.691 186.189 137.211 1008.23 198.334 677.544 585.781 781.755 585.701 120.502 103.91 422.446 231.384 497.785 367.618 386.858 119.873 90.2859 1256.16 930.575 1244.39 110.928
internal_count=178529 123007 55522 55758 67249 61457 38247 44703 30626 31785 27854 38637 23210 35331 9072 11055 6462 3306 18782 21546 24896 10566 6567 19795 13155 8343 8216 6066 7184 4802 4981 5101 2382 3871 2772 1440 5792 3348 1332 827 589 4661 851 3304 2805 3349 2505 505 440 1856 1085 2444 1664 1901 522 383 6640 4812 6589 543
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=61
num_cat=0
split_feature=2 26 14 21 11 21 17 17 21 14 17 17 13 12 1 17 23 21 21 13 17 16 2 21 0 15 17 21 17 19 1 1 21 13 21 1 1 0 21 15 1 23 23 21 17 16 21 23 23 2 15 14 15 21 16 13 2 17 16 19
split_gain=3978.74 1245.1 1022.01 849.03 417.99 266.605 257.519 194.569 191.906 224.179 187.897 185.644 146.314 130.065 120.735 108.718 84.6138 83.2227 80.6854 70.0691 65.4396 55.9654 44.3006 43.4302 37.516 37.514 34.7938 28.8164 28.5365 27.4319 26.3719 22.2638 20.9988 20.5061 19.1646 18.7717 18.48 18.4318 18.1171 12.3779 12.371 11.6044 18.1143 11.2329 11.0103 9.28794 8.87092 9.56891 8.21917 7.17494 8.5385 6.50243 6.31559 6.92696 6.03341 5.23591 3.72151 3.63979 3.11364 2.40588
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 28.951165325167608 1.0000000180025095e-35 47.55706157453703 27.549999999999276 21.500000000000913 36.578626574563195 1.0000000180025095e-35 22.299999999999617 23.549999999999276 1.0000000180025095e-35 1.0000000180025095e-35 98.65000000000002 21.300000000002004 94.804710099785652 21.631168831168832 22.336257309941523 1.0000000180025095e-35 17.099999999999003 500.00000000000097 1.6500000000000001 22.123599320882857 13.550000000000002 17.500000000000004 38.599999999999007 47.289807709141847 27.549999999999276 0.59092444177767645 98.950000000000017 63.650000000000013 13.764638945521787 1.0000000180025095e-35 10.493509557579142 57.850000000000001 94.350000000000009 52.250000000000007 17.634758504323724 8.5000000000000018 98.750000000000014 95.985565648201529 95.002415878613903 11.570553374803588 49.950000000000735 50.950000000000735 47.126397041691412 92.650688906256164 95.005096365979014 6.2500000000000009 17.500000000000004 1.0000000180025095e-35 8.5000000000000018 47.126397041691412 84.900000000000105 1.0000000180025095e-35 33.900000000000006 18.549999999999276 112.04999999999929 0.34292371403729788
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 11 -1 23 9 14 27 -5 13 21 15 31 -7 22 -15 -17 -6 -12 -9 34 -19 -25 30 33 35 44 36 -2 -31 38 -4 52 -11 39 -3 -14 43 42 -29 -28 -16 49 47 -37 -42 50 -30 55 53 -10 -48 -47 -51 -54 -53 -35
right_child=8 10 7 5 20 16 -8 17 28 26 12 -13 37 18 29 19 -18 24 -20 -21 -22 -23 -24 25 -26 -27 40 41 45 32 -32 -33 -34 59 -36 46 -38 -39 -40 -41 48 -43 -44 -45 -46 51 54 -49 -50 56 -52 58 57 -55 -56 -57 -58 -59 -60 -61
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leaf_weight=3814.8516703397036 185.05337895452976 92.885512113571167 72.815075844526291 1313.1338832527399 220.12907817959785 510.41688729822636 8473.7980878800154 1753.9477142542601 11.318820863962175 498.4716755002737 2211.9206480979919 4555.8079783320427 20.381232887506485 661.58526954054832 54.948664367198944 2585.538850709796 825.3190965950489 384.19640572369099 1646.2687456160784 161.93811462819576 2007.5002209842205 124.16223645210266 422.0871664583683 327.41977804899216 1759.6275374889374 159.81527659296989 76.908569425344467 39.299743875861168 373.32964853942394 15.825108721852301 18.620146706700325 191.25640526413918 64.879802897572517 12.794963136315348 455.17515908181667 10.581854224205015 81.632155582308769 20.5381218791008 456.36765842139721 131.75301444530487 31.516544133424759 15.007338315248488 29.518876075744629 838.29664282500744 73.577649682760239 492.55929011106491 170.74433280527592 118.0634348988533 15.850770577788351 490.54250530898571 46.61111219227314 102.54186716675758 28.488119021058083 10.740077897906302 19.574323803186417 19.58584925532341 9.1528308987617475 52.308428511023521 21.378327772021294 11.889411628246306
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internal_value=0.000104645 -0.0071979 -0.011598 -0.0164141 -0.0233783 -0.00238234 -0.0269907 0.00801005 0.034674 0.0293628 0.0145488 -0.00697091 0.0179719 0.0196523 0.0220388 0.0245017 0.0177789 0.012639 0.0112336 0.0279538 -0.00345067 0.0279693 0.00575061 -0.0116865 0.0196309 -0.000921118 0.0449978 -0.010518 0.0478191 -0.0147313 0.0355336 -0.000702652 0.00811572 -0.0145176 -0.0216208 0.0362843 0.0374137 -0.0272214 -0.012514 -0.0332236 0.0508845 0.016866 0.0255534 0.0521741 -0.0290776 0.0509467 0.0422739 0.0321318 0.0259686 0.0541596 0.0493421 0.0463013 0.0177098 -0.00600216 0.0491294 0.0438145 0.0582083 0.0241836 0.0565786 -0.059099
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internal_count=177977 144681 121712 99517 68776 30741 59349 22195 33296 23060 22969 25074 20127 19366 15253 14347 5667 17773 9638 12770 9427 9728 8888 4422 8885 2087 7807 2842 10236 906 2854 1577 349 2497 2335 2024 2777 761 2385 666 4953 345 283 4746 557 8212 1550 608 207 4884 2089 3328 474 100 942 2660 2795 374 668 112
is_linear=0
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Tree=21
num_leaves=63
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split_feature=2 25 14 21 2 21 23 21 23 21 26 14 23 25 14 23 20 23 0 20 21 23 21 1 1 2 14 21 23 16 23 21 0 21 20 20 21 14 20 3 21 0 0 19 20 2 1 20 20 1 16 20 1 2 2 1 16 0 1 19 20 16
split_gain=3656.31 1068.91 1004.53 416.088 402.109 320.199 209.64 197.139 176.026 171.85 155.703 138.705 128.735 127.554 140.34 114.974 114.443 95.6932 91.3598 91.1227 78.5449 78.1047 78.0883 82.0308 73.2035 61.5497 59.3801 58.629 57.0414 54.7823 51.0887 78.4985 57.6861 49.4911 47.0469 58.0615 44.9038 42.881 40.7051 39.0529 37.2525 36.5209 29.7941 28.9597 27.7301 26.8132 26.061 26.0417 22.8879 22.8419 16.8212 15.9621 15.5469 12.7876 12.3204 12.0994 11.4643 10.9597 7.75026 4.98773 3.47368 3.41733
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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is_linear=0
shrinkage=0.05


Tree=22
num_leaves=62
num_cat=0
split_feature=2 13 12 21 17 17 17 21 21 21 23 1 13 17 26 17 2 20 17 21 17 17 21 23 19 23 17 0 1 20 15 21 1 20 20 12 23 21 20 19 23 21 25 0 21 19 19 19 2 16 23 16 0 21 17 16 17 20 20 17 16
split_gain=3349.92 1153.99 1458.75 623.522 399.412 256.43 247.276 201.395 182.032 180.25 168.264 137.831 110.816 101.837 97.2216 88.413 78.271 75.9184 54.5025 52.4003 42.1682 40.1049 30.382 39.9654 39.3636 46.3959 28.8052 28.4778 25.063 22.787 19.6942 18.0731 17.882 17.7847 21.6043 17.5752 17.2425 13.7453 11.6089 9.73171 9.66134 10.7959 9.50452 10.5505 9.49856 7.60045 7.36017 7.32196 6.50356 6.09396 5.89229 5.81179 5.08288 4.89976 4.57711 3.90374 3.5111 3.27174 2.87774 2.82655 1.26485
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 24.848813425663526 23.049999999999276 25.549999999999276 25.549999999999276 21.864973262032091 47.55706157453703 36.578626574563195 92.998819010110978 98.65000000000002 1.0000000180025095e-35 21.300000000002004 1.0000000180025095e-35 13.950000000000729 6.3500000000000005 7.7041666666666675 13.950000000000729 42.045553460031925 33.299999999999507 14.800000000002003 24.030174557390097 92.977870356643635 0.31000077620938832 95.038577816868738 28.000000000000231 35.45000000000001 54.650000000000013 8.5625000000000018 10.500000000000002 46.54620238487545 51.850000000000001 5.1875000000000009 7.2791666666666677 1.0000000180025095e-35 92.977870356643635 22.223237120935334 5.4125000000000005 0.19267809029003 94.696344353220923 43.448108388739101 1.5000000000000002 16.350000000000005 47.234150536421701 0.34863134969519216 0.57106725793935242 0.60216136861864022 7.0500000000000007 92.099999999999014 92.078095769689966 108.54999999999929 19.050000000000004 24.635957943392359 24.049999999999276 39.799999999999734 18.549999999999276 7.429166666666668 4.104166666666667 67.399999999998741 24.299999999999503
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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right_child=9 20 3 5 7 8 10 14 -10 26 -12 27 33 16 -16 19 -18 -19 -20 -21 22 -23 24 30 38 -27 42 29 -30 59 -32 -33 44 34 -36 -37 37 47 -40 53 41 -43 55 51 49 -47 52 -49 -50 -51 -52 -53 -54 -55 -56 58 -58 -59 -60 -61 -62
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is_linear=0
shrinkage=0.05


Tree=23
num_leaves=62
num_cat=0
split_feature=3 25 14 3 17 1 21 21 21 17 14 17 21 17 20 26 21 0 21 20 14 1 0 16 21 17 15 0 17 21 21 1 25 20 14 21 11 20 20 25 1 15 0 19 3 17 20 20 20 19 3 1 1 17 1 18 19 21 18 15 0
split_gain=2657.13 802.84 721.588 508.801 335.348 313.477 266.786 236.805 219.321 180.092 174.983 156.95 114.723 113.03 107.102 105.657 104.217 95.7393 95.0493 94.1609 91.5136 90.2889 90.8737 75.8005 67.8337 59.7219 59.3262 57.0278 53.8238 52.4343 79.2704 51.1356 48.7879 48.2153 45.2966 41.7671 36.6772 35.0226 45.2878 34.8724 33.535 32.6875 28.1913 26.3523 24.9476 23.6337 23.0182 20.6676 19.2623 15.8264 14.8302 13.4323 15.3347 13.0808 12.4829 10.0001 7.87745 7.14572 3.81718 2.87172 1.54529
threshold=94.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 89.950000000000017 34.54999999999928 98.550000000000011 22.336257309941523 20.211690945970869 22.336257309941523 30.299999999999503 1.0000000180025095e-35 33.500000000000462 28.951165325167608 36.099999999999007 7.4125000000000005 1.0000000180025095e-35 28.836515098923986 33.650000000000013 34.425455554644493 7.4125000000000005 1.0000000180025095e-35 98.750000000000014 14.15 21.000000000000458 47.289807709141847 18.299999999999503 19.500000000000004 18.650000000000002 14.800000000002003 12.175945058952232 16.648673232375192 98.65000000000002 1.5000000000000002 5.6125000000000007 1.0000000180025095e-35 11.659677164108247 1.0000000180025095e-35 4.7958333333333343 5.3625000000000007 1.0000000180025095e-35 98.350000000000009 12.500000000000002 10.950000000000001 0.16698528706766574 51.050000000000004 26.299999999999503 7.2791666666666677 5.7583333333333337 7.3458333333333341 0.59369040764579373 95.550000000000011 98.950000000000017 94.350000000000009 12.800000000000638 43.350000000000001 325.08250000000004 0.82042411419628147 19.214700296894648 325.08250000000004 11.500000000000002 47.45000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_value=-0.0016079432103042303 -0.036345366242702452 -0.031597074136287373 -0.013611518119773314 -0.02773982282215133 -0.017905555759228111 -0.080104696578219559 -0.0028314218007201241 0.0060622643092969365 -0.0089961464471254495 -0.0011783787045417399 -0.0053122853340327285 0.032140359456102711 -0.03922147719550953 -0.0067071818702530055 -0.037370130963111092 0.017232869905731252 0.010785578122181883 0.014997552182419899 0.0097609118425772776 -0.062993245217549121 0.039795398640693105 -0.063422449304200712 0.017279535640557259 -0.00032797503693853322 0.032402803168518575 -0.0058587327273552404 -0.044725012369351141 0.01853838979828434 -0.014503258940121409 0.0065816363836459337 -0.030485892694552874 -0.050422008718365455 0.018729727662306177 0.026253969198909578 0.013116995425406864 0.011068986315548819 -0.015487507671022702 0.025044862232060389 -0.025646162390071836 -0.016880252936860254 -0.032420479904322175 -0.0069282846787149625 0.027486083445677385 -0.012707338867031126 -0.01107533960444659 0.028413236439715408 -0.050613739202034692 0.052368430392007538 -0.04423876628996537 0.0078081767386476673 0.01701796586737871 0.032613151299188847 0.061486481063844335 0.035699366519346278 0.049703118544230651 -0.038597122694659897 0.00060504263801476848 -0.019341771150646506 -0.053027753888699694 -0.022352963055265723 -0.087183426291164601
leaf_weight=202.91822031140327 3732.6004816889763 210.75084014236927 123.90101666748524 300.45395477116108 2534.6195061057806 19.431152909994125 1316.0065909773111 1677.1918829828501 3372.5687185972929 812.2490861415863 72.824637219309807 2819.0209904462099 268.21732032299042 388.75722570717335 979.96502713859081 433.27720062434673 15.879013165831568 1145.3659557402134 65.767976850271225 75.600488126277924 476.44559617340565 12.353402093052866 3724.5337499380112 1570.1132813245058 286.115727186203 1460.5658042430878 71.852391913533211 1420.2086346596479 1230.9913164675236 215.11020210385323 437.74065518379211 35.111410394310951 327.69819130003452 661.34726485610008 400.78960227966309 337.26068222522736 223.37730731070042 47.970807120203972 540.67046417295933 12.856820672750471 33.035876780748367 1001.451867595315 652.85459113121033 608.64832933247089 15.719366326928137 72.839350208640099 20.773628175258636 66.534863770008087 87.657315626740456 17.477011471986771 79.303699374198914 13.46799421310425 98.289421185851097 304.17983135581017 1257.4194048047066 94.524988695979118 20.872256636619568 13.012224793434141 39.42644490301609 11.112785547971724 15.338805183768271
leaf_count=1001 20683 1011 534 1341 12889 92 5568 7242 14941 3355 319 12923 1302 1571 5021 1805 71 5102 288 332 2607 50 15473 6856 1370 6141 312 5842 5634 913 1871 162 1367 3248 1646 1393 1090 210 2396 55 134 4228 2942 2595 70 356 94 319 382 78 327 62 571 1546 7391 412 101 56 174 50 62
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internal_weight=38584.4 26051.8 16247.2 12532.6 12775.6 9337.37 9804.64 8523.94 7320.43 6888.68 2596.25 5927.69 5455.19 3471.58 3514.58 3805.85 3195.22 3964.39 813.432 2915.95 1518.07 4564.48 4536.78 1870.57 1963.31 2092.98 2324.21 1921.31 1499.21 822.976 652.851 916.854 1643.7 864.265 1861.36 1550.27 3955.98 647.499 588.641 165.933 1453.24 1338.71 725.679 680.501 1677.15 1650.16 86.5416 79.3917 211.558 52.5884 468.061 601.215 574.735 319.899 1330.26 170.125 231.623 26.4802 58.8576 26.9918 27.6922
internal_count=177977 118985 77776 58992 63365 41723 41209 38095 34656 28782 11458 26637 28709 14411 17910 16746 17269 18025 3628 12427 7785 18940 18828 8197 8612 8899 9842 7874 6936 3528 2784 4489 6935 4249 7787 6537 21773 2872 2606 756 5976 5621 3261 2907 9484 9363 382 374 916 240 1898 3296 3178 1616 7747 744 1112 118 266 121 112
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=59
num_cat=0
split_feature=3 13 12 3 17 23 26 14 23 17 1 16 23 20 25 26 23 3 17 1 1 17 23 0 20 11 23 1 17 20 17 23 17 16 18 20 1 23 1 17 1 19 3 18 3 23 14 16 23 23 19 23 18 18 17 23 18 26
split_gain=2417.74 831.433 935.391 477.93 366.337 332.35 290.264 265.955 261.511 252.028 192.997 158.589 143.717 108.77 94.053 89.5287 82.4179 66.985 60.6963 56.2492 57.7587 54.5721 52.2542 39.6946 39.1523 33.7943 33.4609 32.4501 30.4376 30.2426 29.5401 28.7601 29.0976 24.6377 24.3076 24.0424 42.7091 23.9781 22.5067 22.1031 21.3009 16.8994 16.6173 16.6156 15.0975 12.5766 12.1594 11.3478 11.2073 11.0614 13.3068 11.0055 8.61395 8.11539 4.34048 3.66623 3.32387 2.22232
threshold=94.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 89.950000000000017 25.549999999999276 92.998819010110978 1.0000000180025095e-35 1.0000000180025095e-35 97.028918780134944 23.049999999999276 97.950000000000017 22.799999999999503 92.993530851545856 6.3125000000000009 1.0000000180025095e-35 1.0000000180025095e-35 91.021329629720654 51.050000000000004 13.950000000000729 97.65000000000002 45.050000000000004 26.299999999999503 97.028918780134944 14.350000000000003 5.7000000000000002 1.0000000180025095e-35 95.013843673523013 45.050000000000004 12.800000000000638 8.5625000000000018 25.299999999999503 92.977870356643635 33.299999999999507 21.799999999999503 62.355000000000011 5.7458333333333345 55.650000000000013 94.919109536094155 99.550000000000011 18.549999999999276 97.15000000000002 0.28966654784856699 93.550000000000011 154.39250000000004 86.750000000000014 95.989678354418103 1.0000000180025095e-35 35.299999999999507 95.065706524210995 90.970759258051899 0.59092444177767645 95.022280769914815 321.26333333333338 265.39083333333338 31.049999999999276 95.347143500403703 287.15083333333342 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 9 16 14 13 7 10 -7 18 11 -5 24 -6 22 -14 35 46 45 20 -9 28 -4 -20 -11 -12 27 37 -19 -23 -21 34 53 -16 -3 36 56 -8 -29 47 52 43 -41 -34 -38 -2 51 -28 -43 54 -51 -18 -37 55 -36 -33 -1 -55
right_child=1 31 4 6 5 8 26 19 -10 12 25 -13 15 -15 33 -17 17 21 23 30 -22 29 -24 -25 -26 -27 39 38 -30 -31 -32 32 41 -35 49 40 44 -39 -40 42 -42 48 -44 -45 -46 -47 -48 -49 -50 50 -52 -53 -54 57 -56 -57 -58 -59
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leaf_weight=22.390387177467346 337.83752955496311 16.260120660066605 2586.6542213559151 941.282192081213 666.28562846779823 9325.3967291116714 216.77505488693714 613.84046217799187 167.79396530985832 225.25563031435013 465.58583977818489 4229.9786905646324 5133.966159299016 589.36281698942184 248.1452678591013 1503.5607218295336 25.029413834214211 34.702700823545456 533.24946694076061 32.285732954740524 896.43212415277958 2224.4082668870687 30.026270464062691 859.91102173924446 557.69627545773983 116.06153550744057 14.062820270657538 553.93405817449093 545.80463722348213 54.033774733543396 142.05246484279633 324.05264343321323 390.26538243889809 925.51449471712112 12.095876812934877 68.035117790102959 22.421402618288994 193.80202154815197 36.001441180706024 316.69918894767761 14.732657611370085 338.98341089487076 504.46367970108986 117.85450956225395 10.690058186650274 116.01146848499775 14.012053593993185 22.413588851690292 258.49589213728905 116.31980231404305 25.473613888025284 33.815337151288986 53.720387786626816 260.77774700522423 13.125434115529059 208.95535464584827 12.13227169215679 13.587288454174994
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internal_value=8.7766e-05 -0.00861123 -0.00595307 0.0182133 -0.0138658 -0.00915283 0.0125191 0.00810289 -0.0123504 0.00646077 0.00298646 0.00605784 0.0105745 0.0150218 -0.0272313 0.0081846 0.0350923 0.0372311 -0.0100663 0.0255754 0.0286795 0.0384376 -0.0325061 -0.00489291 0.0308347 -0.0243203 0.0301958 0.0239836 0.0247519 0.0419245 -0.00131581 -0.0387994 -0.0406122 -0.0154709 -0.0198783 0.00437235 -0.0200045 0.0131899 0.0314958 0.0374427 0.0164519 -0.0353426 0.0391345 -0.0286393 0.0205659 -0.0259467 -0.0101123 -0.000642148 -0.0410433 -0.02556 -0.0309869 -0.0200798 0.0233228 -0.0478284 0.00495006 -0.0442318 -0.0589166 -0.0548154
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internal_count=177977 118985 107594 58992 68640 49205 41723 33219 43755 38954 25517 22851 30740 5450 19435 27462 17269 16321 8214 7702 6970 15994 14231 5998 3278 2666 8504 4538 2871 13123 732 11391 10493 5204 898 948 322 1738 2800 3966 626 5820 3806 2643 168 2216 327 160 3177 819 698 262 560 4673 121 3082 154 1591
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=63
num_cat=0
split_feature=2 13 12 2 21 17 26 21 14 13 21 17 23 23 21 21 23 23 17 21 17 0 23 14 21 1 1 17 1 1 1 1 21 1 23 23 3 18 17 18 22 21 23 18 21 1 23 21 0 17 23 15 18 21 21 0 17 23 1 16 21 18
split_gain=2658.04 788.706 902.043 536.613 495.869 233.939 221.674 216.276 230.501 167.698 162.775 143.552 139.726 120.842 117.299 110.4 86.1971 81.8821 72.2733 62.5115 50.8852 48.0475 44.409 44.012 59.9522 39.4588 38.4089 33.545 32.1046 25.59 25.5323 29.0814 25.3828 25.2473 24.4969 22.7656 22.1954 21.4807 20.4046 18.9144 13.7828 16.1616 12.7381 10.8101 9.43472 8.63702 8.26396 9.8731 8.11592 8.06688 8.06289 7.93891 7.37966 7.78209 6.29606 5.77241 5.75191 4.0473 3.94726 3.51079 2.78309 2.08335
threshold=2.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 5.2500000000000009 22.336257309941523 31.549999999999276 1.0000000180025095e-35 47.341199691066684 1.0000000180025095e-35 1.0000000180025095e-35 44.454571007555181 17.799999999999503 92.998819010110978 97.040031456694663 42.045553460031925 22.336257309941523 96.98829157962912 92.006529031807261 27.799999999999503 12.264677643042567 37.800000000002008 25.650000000000002 95.00288908977187 1.0000000180025095e-35 26.139573487031704 99.350000000000009 98.750000000000014 31.799999999999503 44.750000000000007 97.15000000000002 97.450000000000017 93.550000000000011 22.123599320882857 83.050000000000011 92.977870356643635 93.993761486932286 51.050000000000004 424.45416666666671 24.549999999999276 46.685000000000009 5.5000000000000009 47.55706157453703 92.977870356643635 171.95833333333334 32.110368483876954 48.050000000000004 94.696344353220923 24.030174557390097 17.850000000000005 16.80000000000064 95.948005467145421 15.500000000000002 263.56666666666672 22.223237120935334 22.537176296139389 21.250000000000004 42.60000000000128 91.993404261165367 98.450000000000017 84.900000000000105 42.045553460031925 217.61083333333337
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 7 12 14 10 8 9 11 -6 -2 17 -14 19 22 -17 -4 28 -1 26 -8 -7 24 25 -20 -10 42 46 -22 31 -30 34 -11 43 -16 -26 39 45 -34 59 -42 49 -29 -32 50 47 -5 -47 61 -9 -36 53 -44 -39 -51 58 -58 -25 -40 -54 -3
right_child=3 27 4 18 6 15 21 38 20 33 -12 -13 13 -15 35 16 -18 -19 23 -21 29 -23 -24 56 36 -27 -28 32 30 -31 44 -33 37 -35 51 -37 -38 54 40 -41 41 -43 52 -45 -46 48 -48 -49 -50 55 -52 -53 60 -55 -56 -57 57 -59 -60 -61 -62 -63
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leaf_weight=307.68903148174286 419.84175980091095 14.162073001265528 427.83396509289742 12.746888503432276 5900.1488206684589 1245.5676736533642 880.42621839046478 25.243514209985733 557.21064396202564 318.83487436175346 1181.519859328866 4888.6941820383072 5514.5857706516981 40.857745498418808 114.92573122680187 3430.1956253945827 197.24246980249882 267.1826810836792 597.65020507574081 2604.5803747475147 902.31501151621342 703.86705279350281 1397.4155028611422 212.40036033093929 21.556824281811714 38.727315202355385 43.192267537117004 11.43934506177902 600.68108320236206 126.89633190631866 20.251386925578117 136.23158207535744 19.595806136727333 67.306038022041321 317.09706684947014 299.22920987010002 1231.2872236222029 9.8068240880966169 100.17527614533901 592.47306278347969 31.240729302167892 402.80524848401546 253.93957611918449 30.927297368645668 12.190928116440771 61.556665137410164 20.307517781853676 16.123317375779152 11.684650942683218 33.065375313162804 12.411153823137282 255.29119849205017 242.62227721512318 237.25572453439236 61.309235349297523 24.710120484232903 47.350194215774536 589.1904843300581 8.7558705955743772 15.067821860313414 17.87631331384182 12.960398033261297
leaf_count=1395 1824 73 1962 57 26618 5113 3675 109 2433 1371 4971 21050 29151 198 487 14350 818 1218 3157 11220 4283 2905 5752 1291 96 175 180 50 2998 533 89 734 96 314 1793 1254 7412 54 508 2974 145 2055 1592 148 58 297 91 76 56 165 52 1471 1468 1321 314 126 291 3612 45 76 88 68
internal_value=-0.000144289 -0.00882771 -0.00628938 0.0198899 -0.0139827 0.00566841 -0.00624044 0.0126881 0.0102175 0.00547255 -0.0100229 0.00778666 -0.024717 -0.0273612 -0.00504965 0.0113543 0.0170174 -0.00358144 0.0360178 -0.00859039 0.0267987 0.0106667 0.00358181 0.0399038 0.0356394 0.0231419 0.0152308 -0.0379782 0.0229769 0.0335469 0.0254805 0.0273917 -0.032946 -0.0263411 -0.040317 0.0198483 0.0419874 -0.0263132 0.0400975 -0.0232911 0.0440472 0.0399661 -0.0457856 -0.00363039 -0.0179309 0.0205342 -0.0161896 0.00100073 0.0305394 -0.0274271 0.00107328 -0.0430325 -0.047859 -0.0442512 -0.0523233 -0.016867 0.0492968 0.0517103 0.0423502 0.0594181 -0.0546619 -0.0499218
internal_weight=38197.7 26647.8 24513.3 11549.9 14916.4 9596.85 8665.96 7984.48 7324.29 5694.68 7081.67 5308.54 6250.46 5555.44 3326.42 6270.42 3627.44 695.017 3565.45 2912.27 1629.61 1584.29 2642.98 2746.92 1889.22 636.378 600.403 2134.53 818.533 1029.21 769.355 736.913 1297.94 386.141 614.755 414.155 1252.84 683.185 660.185 612.069 549.289 434.046 836.592 42.3666 32.4423 110.896 49.1777 28.8702 73.2413 84.898 37.6547 572.388 751.694 491.195 71.1161 57.7755 857.697 636.541 221.156 115.243 260.499 27.1225
internal_count=178356 122888 111087 55468 70698 40389 38169 35286 31988 24559 31589 22874 32529 29349 14356 26033 15168 3180 20182 12615 7429 6580 10865 16079 10840 3332 2613 11801 4103 4816 3879 3732 6900 1685 3462 1741 7508 3438 3298 3070 2784 2200 4901 198 147 514 224 133 353 432 161 3264 4469 2913 368 291 5239 3903 1336 584 1556 141
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=59
num_cat=0
split_feature=2 13 26 14 21 21 23 2 17 17 13 21 17 0 20 23 17 21 17 20 17 22 21 23 23 0 22 21 2 16 1 18 15 16 1 21 16 1 21 19 2 15 1 23 15 15 2 0 21 18 20 23 17 21 14 23 21 0
split_gain=2420.77 898.92 761.062 487.253 524.97 265.973 171.81 164.208 147.034 141.284 87.6321 85.0141 72.3807 68.3519 65.1039 63.3209 60.3511 58.7831 52.1744 50.0146 41.9732 39.958 34.7894 34.8767 34.4034 31.7057 30.5846 43.2276 29.1476 24.5515 24.0561 23.7186 23.4779 23.282 23.1666 22.6456 21.4607 20.4308 19.9281 19.0928 17.8132 14.1601 12.4959 11.3528 9.76414 9.43605 8.65208 8.30088 7.34869 7.16837 5.3385 5.23942 4.90115 4.6088 4.07775 3.26157 1.38139 0.659936
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 20.211690945970869 38.511873577532533 95.00288908977187 6.1500000000000012 40.599999999999007 27.799999999999503 1.0000000180025095e-35 49.650090470446322 28.000000000000231 16.650000000000002 8.5625000000000018 97.015045772664749 15.099999999999001 25.326610736115288 29.549999999999276 8.6000000000000014 30.049999999999276 5.5000000000000009 22.362103336710351 92.977870356643635 95.923161308970734 21.850000000000005 5.5000000000000009 46.906183684548203 42.500000000000007 200.19999999999985 97.750000000000014 430.03666666666669 18.500000000000004 102.19999999999801 43.650000000000013 40.760696745927994 119.95000000000074 94.350000000000009 49.650090470446322 0.26674750413282933 46.250000000000007 10.500000000000002 81.250000000000014 92.977870356643635 12.500000000000002 13.500000000000002 11.250000000000002 15.850000000000003 46.906183684548203 263.56666666666672 6.3375000000000012 94.696344353220923 15.599999999999001 52.330713598320266 1.0000000180025095e-35 94.976165669768108 18.591905690427641 20.450000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 -1 10 16 24 12 15 30 -10 18 -11 -5 21 34 46 43 -14 23 39 32 -26 27 -24 33 -19 37 -28 -4 -20 51 42 -13 -2 -36 -22 -30 -25 45 44 -3 -12 -16 -32 49 -45 -37 -9 -46 -50 56 -44 -21 -52
right_child=7 20 9 8 5 -7 -8 14 13 11 35 36 17 -15 19 -17 -18 29 28 54 22 -23 26 41 25 -27 31 -29 40 -31 47 -33 -34 -35 38 50 -38 -39 -40 -41 -42 -43 55 48 52 -47 -48 -49 53 -51 57 -53 -54 -55 -56 -57 -58 -59
leaf_value=-0.014224750083610635 0.0087677485576987089 0.016789019126892249 0.011036202259042746 -0.020672647822657746 -0.0088944737905350246 0.0085342807529386663 -0.03054953869143423 0.0012122858713487649 0.0019137597556587484 0.014903631723116584 -0.003217639728500467 0.044866067167658057 0.0012028584980775733 0.019959512187526521 -0.02656701634462065 0.061627713009452162 0.0010966058864099269 0.03583227690987599 0.045576130249519696 0.031931145808579475 0.057568693565063313 0.023523497760215239 -0.010316988574087915 -0.028828168179911143 -0.0099347031642721823 -0.057075749206477448 -0.024456816772098273 0.087692412541637454 -0.044978889434631339 0.010887145305683511 -0.054432258098751032 -0.057496494264891389 -0.0073043840957152705 0.029020399468088289 0.024568757531646938 -0.0018900678636842344 0.0056377970461185378 0.037441867300237373 0.046737239859450205 -0.015031939364081051 0.022598861981815307 -0.045223678909879633 -0.066952448163290143 -0.043858202366166041 -0.055381413284795893 -0.031435134278544559 -0.07533491047126338 -0.0097725179623924258 -0.0017334908277731782 -0.054377398539438196 0.048827973455935321 -0.040314139944970254 -0.026081257266860686 -0.042287915563718054 0.051123625563273156 -0.03179448410004819 0.0078753338178890794 0.031202472282535615
leaf_weight=3188.665278121829 647.75279124081135 10.987707763910292 437.28415064513683 368.25403255224228 9473.4543405622244 2846.7985146194696 3259.0321549326181 19.70546843111515 733.76982533931732 3718.0447045117617 77.389161765575409 335.4868406355381 256.08053651452065 1841.9735496789217 18.331286951899529 73.953541442751884 2350.5196634829044 1268.0790677368641 1725.7382729500532 10.286159828305246 11.756942898035048 923.94043438136578 115.92446763813496 175.79313246905804 292.86676500737667 40.61445777118206 582.88033749163151 12.459529712796209 13.083380892872809 106.95813237130642 16.534351199865341 59.90202984213829 290.3510679602623 242.1527281999588 542.11749401688576 11.858385816216467 38.908140063285828 68.711791008710861 124.69293716549873 39.417209014296532 38.292939469218254 524.93474881350994 15.126256644725801 473.96714407205582 19.306593492627144 48.005716383457184 18.050048902630806 28.066394239664078 14.470702081918718 246.02122791111469 10.588178873062136 12.360280573368071 54.73660846054554 13.580328986048697 14.930230617523192 11.698163464665411 14.215333208441733 10.655169174075125
leaf_count=15997 2846 54 1861 1775 42335 12150 17100 92 3079 15588 316 1577 1184 7753 82 309 9724 6502 10798 50 50 4321 582 937 1273 172 2911 57 55 539 71 311 1251 1464 2817 53 183 316 718 187 178 3037 71 2853 102 195 86 120 70 1502 51 56 276 64 87 48 70 50
internal_value=-0.000138185 -0.0057712 -0.00338113 -0.00713775 -0.0109168 -0.00486727 -0.0224762 0.0281782 0.00625816 0.0139108 0.0209648 0.0180591 0.0228347 0.0148187 0.0372183 0.0158149 -0.00185201 0.0268663 0.0384929 -0.00848297 -0.035483 0.0186796 -0.0305475 -0.0382004 -0.00237724 -0.015676 -0.0230857 -0.000805281 0.0425683 0.0338919 0.00929979 -0.0275358 0.00371769 0.0435389 0.026718 -0.0124956 0.0407894 0.0115177 0.0287142 0.0016476 0.00538966 -0.0411105 -0.0206462 -0.0445065 -0.0271943 -0.0140203 -0.0507625 -0.0263287 -0.0464744 -0.0474526 0.0249852 -0.0147948 -0.0337212 -0.0213671 0.0305259 -0.05162 0.0179744 0.0399874
internal_weight=37941.5 31646.1 29290 24062.5 18768 12320.3 6447.7 6295.4 5294.52 5227.51 3501.44 4166.39 3316.12 2575.74 2793.96 3792 2718.77 2555.06 2718.14 75.8131 2356.14 1180.02 1523.07 751.902 1061.12 333.481 771.166 128.384 2019.27 1375.04 761.065 642.782 727.635 1967.89 698.876 185.321 374.395 716.465 666.81 51.1742 51.3763 700.728 152.219 833.07 85.0309 125.395 36.3813 44.6007 748.039 719.988 33.1017 32.0657 74.0432 28.051 39.4317 26.8244 24.5015 21.2433
internal_count=178356 145120 132127 109913 87582 54485 33097 33236 22331 22214 16683 17657 15899 10832 16553 15897 11499 12546 16178 375 12993 5505 8072 4211 4557 1445 3861 639 12495 7041 3353 3222 3112 12262 3683 784 1760 3162 3535 237 233 3974 630 4921 432 511 168 191 4489 4355 154 148 378 134 207 119 120 101
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=62
num_cat=0
split_feature=2 25 14 2 17 23 23 1 21 17 21 0 21 20 14 17 17 20 20 23 21 17 25 17 15 0 20 23 15 0 23 20 16 23 0 23 21 22 23 21 15 20 14 21 1 1 1 17 14 19 3 21 1 19 20 21 21 23 21 2 21
split_gain=2267.99 662.272 569.92 462.66 291.907 213.42 211.48 196.19 173.492 170.502 152.324 136.113 118.012 123.45 107.611 96.99 85.378 85.171 79.4231 78.418 73.623 67.6107 63.6262 58.9178 52.4774 52.4597 49.041 47.9913 45.2559 45.2204 47.0131 44.8727 41.9281 38.8979 37.7786 36.8255 34.756 31.7805 34.6492 39.3253 31.6374 29.7345 29.6571 28.5424 27.806 22.4824 27.7037 20.8431 19.3084 18.3431 14.942 14.3585 12.6771 11.685 8.60644 8.25278 7.36113 6.84143 8.9196 5.54674 2.26912
threshold=2.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 5.2500000000000009 27.299999999999503 94.804710099785652 92.998819010110978 98.550000000000011 20.211690945970869 32.04999999999928 20.744784876140812 32.650000000000013 64.569712312329898 8.4916666666666689 1.0000000180025095e-35 30.299999999999503 21.300000000002004 7.8625000000000007 6.3125000000000009 94.058517709790252 44.454571007555181 27.799999999999503 1.5000000000000002 15.099999999999001 12.500000000000002 22.850000000000005 8.5625000000000018 94.999490454301792 21.500000000000004 18.650000000000002 92.993530851545856 8.6000000000000014 256.9000000000006 96.012434949952222 12.15 92.993530851545856 49.156487077279159 5.5000000000000009 96.005034935970045 27.26493506493507 16.500000000000004 7.0750000000000002 1.0000000180025095e-35 49.156487077279159 44.750000000000007 97.450000000000017 93.550000000000011 11.899999999999752 1.0000000180025095e-35 0.46947142512360668 94.950000000000017 38.236579905489741 99.65000000000002 0.63284456751427343 7.6625000000000005 32.110368483876954 67.401459938522819 94.696344353220923 24.030174557390097 11.250000000000002 20.744784876140812
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 7 20 16 18 9 -8 23 17 19 13 -12 -13 24 40 27 -6 -11 35 44 34 51 49 -25 32 -7 -24 50 -31 59 42 -22 -18 -1 -26 48 39 -39 47 -40 -23 -42 57 46 -46 -3 52 -4 -17 -2 -9 -19 -34 -47 -14 58 -5 -28 -33
right_child=3 5 15 21 6 10 8 37 -10 11 12 14 56 -15 -16 29 22 53 -20 -21 33 26 28 25 36 -27 31 -29 -30 30 -32 60 54 -35 -36 -37 -38 38 41 -41 43 -43 -44 -45 45 55 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62
leaf_value=-0.018712641287596182 -0.022215645436397452 -0.045645385767397323 0.02523127004477917 -0.030374778910109892 -0.0072432267263324041 0.0084271945633925573 -0.026704586657048404 -0.028261277081316118 -0.011471106931096708 0.01270505572448897 -0.0013777826644445735 0.00071563639493908574 0.032925204225046134 0.048394661275557173 0.032432381082074926 0.025274020588872903 -0.006184180990300811 -0.04741116019814777 0.019353040163203716 0.029749917066594564 -0.012610545065371938 0.036522140061699897 0.035067299231975275 0.0099969087339600096 -0.015615544678801491 -0.011243397590352942 -0.029424146435685722 -0.015134916915014899 -0.0034755536388390018 0.039344434141525546 0.010782367153238338 0.018712945113231429 0.013183672971418104 0.047931050441191975 0.013809406264048125 -0.035018422316969923 0.051448013528813931 -0.01583703648025803 -0.060380356709567144 0.012947827421644454 -0.022075008019675511 0.0069979895617849446 0.048364094372131426 0.023707088928054107 0.020788393877733471 -0.037009699072229424 0.04622327142468341 0.010999983378147192 0.023585990196947786 6.8166666266857953e-05 -0.0048327306963941372 0.0089298921551941128 -0.06231339018504637 -0.026694529314362048 -0.036249238305682281 0.015399978362957213 0.059920492578880727 -0.037092270853120418 0.025638723487565476 -0.072355649121402063 0.044254560718873293
leaf_weight=390.65479320287704 257.9819063693285 17.4137192517519 118.08560205996037 12.839258402585985 573.90163365006447 262.23421706259251 3069.8624737560749 62.496077492833138 4778.2121903896332 927.04843297600746 4636.6965593248606 1261.9118839204311 37.373141750693321 128.02138082683086 339.35345660150051 44.54871529340744 267.38528664410114 195.41286025941372 549.43956488370895 2479.8542854636908 233.10300348699093 1674.736832678318 530.72418186068535 1560.3516509532928 889.26107320189476 357.2582820057869 15.955532878637316 1228.6605178564787 88.920352041721344 158.6872141957283 1564.2724997848272 15.261645123362539 101.87905178964138 29.938870713114738 2030.1869747787714 3047.1643506139517 19.748560592532158 280.42351271212101 53.461562141776085 205.684978723526 276.07027716934681 23.60340128839016 772.63711808621883 38.832596316933632 588.32029804587364 20.050552979111671 130.87308156490326 240.84477269649506 12.008940383791922 187.29782593250275 550.19264368712902 43.20168125629425 48.576183721423149 104.44681799411774 9.6380195170640928 12.010847970843313 77.866548389196396 20.647157460451126 15.919552609324453 14.236737728118895 20.211661964654922
leaf_count=1931 1121 85 495 57 2577 1127 17150 282 21903 4229 19425 5444 167 541 1645 184 1108 864 2481 11233 1028 10095 2236 6797 3859 1564 71 5394 367 669 6450 81 589 129 8488 17886 82 1242 239 923 1239 104 5009 160 2998 89 734 1040 50 788 2229 185 228 457 53 58 349 91 76 69 112
internal_value=-0.000131997 -0.00817385 -0.014449 0.0185679 -0.0193995 0.00183344 -0.0145255 0.0119229 -0.0174299 0.0143489 -0.00340821 0.0194608 0.00116876 -4.04659e-05 0.00743731 0.00331219 0.0118511 -0.0158808 0.00576532 0.0251119 -0.0312148 0.0339196 0.0153174 0.00281074 -0.00813415 0.00603976 0.0377996 -0.0109906 0.0295363 0.00930966 0.013413 -0.00486614 0.0388944 -0.00571983 0.0114826 -0.0331655 -0.0141586 -0.0136257 -0.0085955 -0.00365742 -0.00579106 -0.0397438 0.0402607 -0.0164293 0.021201 0.0235906 0.0254168 0.00718053 -0.0366418 0.00979823 -0.0025776 -0.0177481 -0.0431536 -0.0401952 0.00891136 -0.017376 0.0511657 -0.0151334 0.000631715 -0.0496679 0.0332658
internal_weight=37703.9 26365.5 16204.4 11338.4 12672.3 10161.1 8971.42 7913.22 7848.07 7226.96 6670.71 5008.17 4879.96 4764.72 1601.27 3532.09 3490.38 1790.75 1123.34 3406.9 3700.86 3425.22 2917.22 2218.79 1214.39 1917.61 2624.56 1490.89 619.645 2317.7 1722.96 65.6656 2558.89 263.042 2297.57 3437.82 909.01 686.255 563.173 486.108 573.161 77.065 2447.37 314.903 800.661 751.255 719.193 258.258 123.081 305.383 594.741 301.184 111.072 299.86 111.517 32.0614 115.24 49.406 28.7588 30.1923 35.4733
internal_count=178356 122888 79841 55468 65085 43047 44111 35286 39053 32218 28324 22551 20482 19966 7089 14756 14723 7842 5058 15462 20974 20182 12199 9667 5224 8361 16079 6521 2603 9532 7119 333 15746 1157 9596 19817 3941 3068 2508 2165 2524 343 15104 1399 4103 3879 3732 1125 560 1283 2413 1306 510 1321 642 147 516 224 133 140 193
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=60
num_cat=0
split_feature=2 13 21 2 14 17 26 21 14 13 17 21 23 17 17 25 23 2 17 15 21 17 21 20 17 20 23 1 20 23 21 16 1 23 21 1 16 23 18 21 17 18 23 14 2 23 20 18 17 18 21 18 21 17 20 19 21 18 17
split_gain=2063.77 662.447 530.503 437.087 414.266 237.027 203.68 192.248 208.22 148.442 147.496 137.757 133.114 122.068 100.284 68.7743 60.1414 56.1348 56.5887 51.0801 47.0709 43.889 38.7516 32.2073 30.6749 29.0257 46.6239 29.0092 26.5871 25.3181 25.3139 24.8117 24.3347 22.8548 22.5524 22.4647 21.1976 20.4062 20.2477 24.8999 19.8805 16.7268 14.1848 12.6414 13.6779 11.933 10.1216 8.79302 8.53358 8.21945 7.65553 7.34194 8.06763 7.30285 6.54817 5.81971 2.81831 1.80116 0.725337
threshold=2.0500000000000003 1.0000000180025095e-35 28.951165325167608 5.9500000000000011 1.0000000180025095e-35 27.549999999999276 1.0000000180025095e-35 47.341199691066684 1.0000000180025095e-35 1.0000000180025095e-35 15.099999999999001 47.55706157453703 92.998819010110978 17.799999999999503 31.049999999999276 1.0000000180025095e-35 92.993530851545856 44.300000000000004 29.549999999999276 23.500000000000004 10.493509557579142 37.800000000002008 10.493509557579142 8.5625000000000018 31.799999999999503 7.7208333333333341 94.830639493121382 98.750000000000014 8.6000000000000014 91.021329629720654 11.570553374803588 102.19999999999801 83.050000000000011 95.118830512887854 22.123599320882857 44.750000000000007 175.0499999999993 92.977870356643635 226.56250000000003 47.849235860519364 12.200000000002548 426.25666666666672 95.065706524210995 1.0000000180025095e-35 46.750000000000007 92.977870356643635 7.1916666666666673 171.95833333333334 33.500000000000462 424.45416666666671 20.555907507127024 263.56666666666672 22.223237120935334 16.599999999999003 6.1625000000000005 0.26966192289943031 42.045553460031925 217.61083333333337 33.500000000000462
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 7 5 15 10 8 9 13 40 -12 -7 -2 22 -1 29 18 35 -18 -16 27 -6 31 45 33 58 -10 -25 -8 -23 -20 -11 42 37 55 -37 47 39 -36 -4 -28 -9 44 -19 53 -39 -26 -35 -40 -46 52 -47 57 -55 -5 -53 -3 -27
right_child=3 24 6 17 14 12 16 25 21 32 11 -13 -14 -15 20 -17 19 43 23 -21 -22 30 -24 28 34 26 41 -29 -30 -31 -32 -33 -34 48 38 36 -38 46 49 -41 -42 -43 -44 -45 50 51 -48 -49 -50 -51 -52 56 -54 54 -56 -57 -58 -59 -60
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internal_weight=37468.9 26224.6 24194.1 11244.3 15610.6 11807.4 8583.47 8276.61 7594.31 5919.48 6616.08 6148.19 8428.08 5521.75 3803.25 3379.32 1967.38 2967.68 2899.08 1705.62 2481.93 1674.82 1321.32 2127.95 2030.51 682.301 101.939 624.583 50.7666 261.759 1050.24 2077.19 397.735 580.362 1247.72 771.128 725.516 581.992 665.725 387 467.898 68.594 330.26 68.5992 53.6564 782.789 539.645 42.347 250.102 278.724 37.2537 700.503 459.603 82.2858 58.0237 45.6119 240.9 24.2621 33.3452
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is_linear=0
shrinkage=0.05


Tree=29
num_leaves=62
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split_feature=2 13 26 17 21 14 17 21 14 21 14 17 17 21 23 1 16 21 23 23 17 18 21 21 16 19 19 3 17 16 17 25 16 22 20 1 1 23 18 19 16 22 17 23 21 2 3 16 19 20 25 20 25 17 16 16 1 23 18 2 2
split_gain=1894.12 754.409 627.822 413.172 260.34 176.269 172.745 158.06 149.205 148.223 165.31 123.926 79.1529 74.6049 60.7963 56.9122 51.385 38.6338 37.5112 36.8526 34.2698 32.9073 47.0495 35.1432 32.8444 29.6725 29.6723 28.8316 23.3998 23.7449 19.5956 19.126 18.6228 16.6867 14.7095 14.7015 16.5355 13.533 13.2117 13.4024 13.1728 12.6561 12.3163 11.6642 13.8458 13.2968 11.2717 11.418 11.8351 8.79785 7.99816 7.41462 6.61828 6.06869 5.65588 5.631 5.20996 4.90307 4.77097 2.2531 0.71911
threshold=4.0500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 46.199999999998006 20.555907507127024 1.0000000180025095e-35 13.950000000000729 20.211690945970869 1.0000000180025095e-35 38.236579905489741 1.0000000180025095e-35 29.299999999999503 20.099999999999003 47.289807709141847 97.015045772664749 98.65000000000002 112.04999999999929 22.362103336710351 92.993530851545856 92.977870356643635 38.599999999999007 226.56250000000003 47.341199691066684 27.163258407977022 40.099999999999007 0.24930070946103192 0.59092444177767645 94.950000000000017 26.049999999999276 77.249999999998195 20.549999999999276 1.0000000180025095e-35 141.14999999999966 5.5000000000000009 7.429166666666668 98.950000000000017 94.450000000000017 95.000527796297661 430.03666666666669 0.70481938937649935 72.049999999999287 5.5000000000000009 43.699999999998006 94.023960459741303 11.570553374803588 5.1500000000000012 88.850000000000009 164.5499999999993 0.72457159449867481 4.104166666666667 1.0000000180025095e-35 5.9000000000000012 1.0000000180025095e-35 98.899999999998741 51.54999999999928 19.599999999999003 62.650000000000013 96.005034935970045 239.50333333333336 45.750000000000007 7.3500000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_weight=3987.2874032109976 120.84285478293896 13.441821813583372 47.678180620074272 2449.0961785912514 770.65811178088188 988.06312423944473 8219.5169154852629 4818.7844179421663 1486.3805456310511 18.030904397368431 457.11186856031418 3512.6126324087381 2133.3261831104755 423.11151957511902 71.692545473575592 114.23325946927071 406.69251246750355 228.12169200181961 196.34305536746979 442.16519141197205 80.471654310822487 366.69320911169052 12.192241281270979 406.47330333292484 1134.5508547723293 31.389152690768242 70.17019622027874 845.28564275801182 267.48682850599289 10.295334339141847 80.395880147814751 107.64562855660915 39.199223265051842 22.07641963660717 244.23970068991184 21.402493581175804 66.216685310006142 49.326723948121071 87.371382400393486 10.365902259945868 33.545149773359299 33.868498206138611 313.52877482771873 43.534207612276077 486.53657089173794 199.58911366760731 44.56514285504818 43.770445913076401 12.160960555076597 661.92819814383984 48.255975395441055 10.443839073181154 17.129082024097443 27.207158386707306 157.87218837440014 75.845478400588036 118.83169957995415 11.715217143297194 18.597537875175476 7.1469323486089698 9.5885462015867216
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Tree=30
num_leaves=62
num_cat=0
split_feature=2 13 12 21 17 17 23 21 23 21 14 21 21 20 17 1 17 17 16 21 17 16 21 18 21 20 23 17 13 11 17 19 23 1 22 2 20 15 22 2 20 2 21 16 16 1 18 21 3 20 23 3 3 21 2 17 23 18 20 21 21
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threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 20.211690945970869 22.799999999999503 21.300000000002004 92.993530851545856 47.55706157453703 97.015045772664749 36.578626574563195 1.0000000180025095e-35 38.923556063673722 37.808814306964742 6.5666666666666673 25.799999999999617 99.050000000000011 13.950000000000729 14.800000000002003 112.04999999999929 20.211690945970869 38.599999999999007 321.04999999999933 22.362103336710351 226.56250000000003 47.341199691066684 7.729166666666667 92.977870356643635 28.000000000000231 1.0000000180025095e-35 1.0000000180025095e-35 12.200000000002548 0.24930070946103192 93.995549286426296 55.850000000000001 5.5000000000000009 2.1500000000000008 7.429166666666668 12.500000000000002 5.5000000000000009 7.0500000000000007 4.8458333333333341 4.8500000000000005 11.659677164108247 147.95000000000076 147.95000000000076 97.850000000000009 430.03666666666669 11.570553374803588 87.65000000000002 5.6500000000000012 94.696344353220923 89.850000000000009 88.850000000000009 95.276090947606292 44.300000000000004 52.299999999999621 94.003290796968557 241.1791666666667 6.979166666666667 28.951165325167608 46.906183684548203
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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right_child=9 22 3 5 11 7 8 -9 -10 27 20 21 -14 -15 15 29 19 -19 -20 -21 32 -23 23 35 38 -27 36 43 56 -31 -32 34 47 44 -36 59 55 -39 -40 45 -42 -43 -44 51 -46 -47 -48 -49 -50 50 -52 58 53 -55 -56 -57 -58 -59 -60 -61 -62
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is_linear=0
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Tree=31
num_leaves=62
num_cat=0
split_feature=3 21 14 21 14 25 17 23 23 17 1 23 21 16 16 23 23 3 21 21 17 20 21 20 20 20 1 18 25 1 0 17 23 21 26 1 21 16 23 15 23 22 20 0 23 21 16 18 15 17 3 23 17 16 23 16 0 3 20 0 20
split_gain=1360.08 470.672 415.597 323.277 331.805 229.633 222.841 185.045 165.978 165.655 157.951 155.494 123.601 116.742 110.145 102.117 131.83 93.2113 82.2057 86.4048 81.3768 80.4835 75.5833 75.3436 98.5003 91.378 70.78 63.6158 57.4414 55.3724 49.3152 43.6843 37.9197 35.5531 34.6267 33.6023 32.5211 29.1696 27.447 26.7405 24.9933 23.3085 64.501 20.4748 16.5236 15.8447 13.8825 13.2807 13.0522 12.6032 12.1753 11.64 9.77182 9.66073 9.50044 6.7302 6.23377 4.28464 2.9612 2.75438 1.16797
threshold=94.950000000000017 28.951165325167608 1.0000000180025095e-35 47.341199691066684 1.0000000180025095e-35 1.0000000180025095e-35 27.299999999999503 93.040322523146912 91.021329629720654 34.799999999999507 98.450000000000017 92.998819010110978 20.211690945970869 22.799999999999503 200.19999999999985 97.028918780134944 96.99249095052734 91.850000000000009 67.401459938522819 29.577480286081059 31.049999999999276 6.1625000000000005 30.423459739442986 7.0291666666666677 5.7166666666666677 7.8208333333333337 98.750000000000014 290.82416666666671 1.0000000180025095e-35 46.850000000000001 12.750000000000002 42.60000000000128 92.977870356643635 10.493509557579142 1.0000000180025095e-35 65.450000000000017 10.493509557579142 30.799999999999503 94.099604498812525 16.500000000000004 94.021931871373695 5.5000000000000009 8.0666666666666682 21.450000000000003 95.002415878613903 18.749645238779809 76.099999999999014 426.25666666666672 12.500000000000002 30.549999999999276 95.65000000000002 93.094882927018077 27.299999999999503 29.299999999999503 92.995440792788813 105.10000000000402 16.050000000000004 93.850000000000009 5.4500000000000002 17.150000000000002 7.2791666666666677
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 4 5 10 28 8 22 18 13 21 -13 -1 17 16 -11 -7 19 -9 36 -8 49 24 -10 -25 29 -24 38 37 51 -31 -30 -32 -16 -17 50 -6 -2 -38 -12 55 46 57 -20 -45 54 48 -44 -3 -4 -22 -48 -49 -43 58 -57 -28 59 -5 -60
right_child=1 7 20 41 26 14 11 9 23 15 40 12 -14 -15 34 35 -18 -19 44 -21 30 -23 27 25 -26 -27 43 -29 32 31 33 -33 -34 -35 -36 -37 39 -39 -40 -41 -42 42 47 45 -46 -47 52 53 -50 -51 -52 -53 -54 -55 -56 56 -58 -59 60 -61 -62
leaf_value=-0.016810569297169134 -0.022714921100541741 0.006733205388310206 -0.038284290044374586 0.035793294518300774 0.00062376024213395796 0.027376340183584237 -0.01366416277921116 0.03499036628493573 0.014484998051388788 0.0059860961626996582 -0.046826291253785374 -0.020317191343791258 -0.007944054722322149 0.0057911614122388797 -0.018989268621270424 0.03067314869424681 -0.040270379335997412 0.010771669241431543 0.0015804763809856353 -0.012293362375309634 0.013099305239001624 0.017007656899869227 -0.05986622004274559 -0.0016629049832390674 0.048259551781918111 0.073637995602090819 -0.024470170770276588 -0.0048201654215015051 0.016694768123318156 0.025765021501608917 -0.0086390313639691449 0.042551799608131456 -0.019597285730786278 0.013322148728186635 0.010627938984535658 0.081620822670287682 0.0023342390076108734 0.023619014875820792 -0.034248078486791227 -0.012885117638933375 -0.021806843150724089 0.055090472784144709 -0.00037778661904175445 0.02553808069851414 0.063330346709959393 -0.0065764643728257041 0.0039538021727386933 -0.023981298526975794 -0.054485496342131172 0.062852859168321992 0.015775682828002076 -0.014870101328407371 0.032466696623802367 0.031822463191558473 0.039448227058212368 0.0019810635350767328 0.051159816508153468 -0.061889058793557918 0.062763713955451175 0.055299880676483962 0.054189155583069248
leaf_weight=711.70930014550686 734.53993807733059 15.868224605917929 101.20228338241577 34.158612921833992 176.3369360268116 1464.0534190684557 316.83361679315567 99.980089321732521 374.08876146376133 3879.6041750311852 147.06419624388218 4015.3577193170786 4058.3589290082455 2896.5347075611353 287.5823183208704 136.03001140058041 160.39997993409634 1999.4087407141924 14.229689270257948 2872.5011611431837 43.727012485265732 658.19272977113724 98.944816812872887 335.36877989768982 510.41431160271168 45.789286568760872 23.028532825410366 111.78625889122486 77.531963616609573 725.59637428820133 204.00677578151226 831.86404894292355 1004.223341435194 1907.0259621739388 150.24655543267727 42.467574372887611 633.11376298964024 632.83888611197472 1732.841849192977 530.40677145123482 310.70222119987011 117.18490702658892 23.466797605156898 61.523066565394402 45.393503218889236 102.22582054138184 37.409552469849586 11.213317856192587 21.228045776486397 27.073184534907341 11.610053971409796 249.15307524800301 152.72685066610575 25.152672559022903 565.51195020973682 12.379564404487612 13.438719272613524 11.455911517143248 76.480519115924835 38.486309871077538 82.613341853022575
leaf_count=3337 4409 70 479 228 796 8129 1426 448 1644 16580 711 21741 18513 13513 1275 580 670 8573 62 12914 179 2927 435 1492 2239 212 100 477 330 3978 827 5301 4743 7962 704 191 2698 2969 11285 2346 1500 791 120 265 199 450 187 53 100 112 50 1013 925 122 3506 71 79 53 452 274 513
internal_value=-5.32294e-05 -0.00663573 -0.0116665 0.0139866 0.0111731 0.00613776 -0.0159847 0.00270211 0.0185683 -0.000622577 -0.00217703 -0.0118199 -0.0140977 0.00133308 0.0148036 0.00578476 0.00414958 0.0177907 -0.00953697 -0.010703 0.00311482 0.00704089 -0.0183457 0.0259668 0.0339751 0.00738314 0.0268145 -0.030666 -0.0266029 0.0292184 0.00853239 0.0347311 -0.0169961 0.0111999 -0.00882575 0.0427945 -0.00708892 0.0186079 -0.0308147 -0.00460371 -0.0298447 0.038447 0.0348432 -0.0018847 0.0485931 0.00548948 0.0388054 -0.00782099 -0.0260765 0.0421149 -0.0327207 -0.0106943 0.0268568 0.0146156 0.0421332 0.0517941 0.0275792 -0.0369009 0.0544919 0.0461276 0.0583112
internal_weight=36791.7 25048.1 16278.1 11743.6 10532.2 7967.3 12597.9 8769.94 1519.33 7250.61 4066.01 9048.74 8073.72 3608.24 3901.29 4218.5 4040 3463.46 3032.1 2972.48 3680.25 975.026 253.672 1265.66 884.503 381.158 2564.87 210.731 3549.14 2366.64 2403.91 1557.46 1081.76 2111.03 437.829 178.498 1276.33 809.176 2467.38 1163.52 457.766 1211.45 953.894 198.233 59.6232 163.749 872.833 81.0608 44.6948 42.9414 112.812 292.88 190.136 36.366 682.697 257.557 25.8183 34.4844 231.739 72.6449 159.094
internal_count=178328 119253 80928 59075 51654 37742 65374 38325 6681 31644 19061 44607 40254 16850 18681 18021 17250 16702 13623 13362 15554 4353 1094 5587 3883 1704 13912 912 20767 13044 9981 9279 5073 8789 1979 771 5573 3765 15694 5044 2211 7421 5804 868 261 715 5409 395 220 182 529 1192 1112 175 4297 1617 150 153 1467 502 965
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=61
num_cat=0
split_feature=2 13 12 21 17 17 23 1 23 21 14 21 20 26 20 1 17 17 23 21 18 21 20 21 17 17 23 17 19 20 1 2 21 23 17 25 15 2 20 20 1 1 0 2 18 3 21 25 1 0 21 2 18 2 20 18 20 0 0 15
split_gain=1515.19 614.798 759.938 316.034 193.571 177.624 177.182 152.354 143.325 130.49 130.198 125.757 85.6923 84.7938 79.9481 73.6487 59.0834 48.1174 47.1508 34.3194 35.1409 38.8207 37.9754 33.8408 33.4444 32.0714 28.8515 27.2969 18.775 18.201 16.0413 14.8712 14.3068 14.2686 13.646 13.0382 12.2441 11.8053 11.7216 10.8828 10.5913 21.696 10.3732 10.2178 9.56763 9.5436 9.49284 9.00075 7.70887 7.56001 7.39487 7.29588 7.30984 5.772 4.97675 3.81663 3.61351 3.0807 2.82152 1.62267
threshold=4.0500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 20.211690945970869 22.799999999999503 18.549999999999276 92.993530851545856 99.250000000000014 97.015045772664749 36.578626574563195 1.0000000180025095e-35 21.631168831168832 6.5666666666666673 1.0000000180025095e-35 7.7041666666666675 99.350000000000009 24.549999999999276 13.099999999999953 93.997394497017638 22.362103336710351 226.56250000000003 47.341199691066684 7.729166666666667 20.211690945970869 38.599999999999007 12.200000000002548 92.977870356643635 28.000000000000231 0.24930070946103192 7.4125000000000005 55.850000000000001 2.1500000000000008 11.051008620771958 93.995549286426296 52.04999999999928 1.0000000180025095e-35 9.5000000000000018 44.300000000000004 7.429166666666668 6.7875000000000005 97.850000000000009 94.450000000000017 11.750000000000002 8.2500000000000018 430.03666666666669 88.850000000000009 11.570553374803588 1.5000000000000002 76.950000000000017 16.750000000000004 49.650090470446322 7.4500000000000011 269.15250000000003 44.300000000000004 7.116666666666668 383.85833333333341 7.0625000000000009 17.350000000000005 30.050000000000004 8.5000000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 17 25 12 -7 -8 10 13 14 -4 16 -6 -13 29 42 -18 26 21 22 -21 -19 40 -5 28 30 -3 -2 35 44 -15 43 38 36 -11 -34 -28 -30 41 -12 -1 -26 -22 53 -35 49 -36 -47 -23 52 -32 58 -53 -42 -37 -33 -29 -49
right_child=9 19 3 5 11 7 8 -9 -10 27 24 15 -14 32 -16 -17 18 23 -20 20 31 50 -24 -25 33 -27 34 45 39 -31 51 57 37 46 48 56 -38 -39 -40 -41 55 -43 -44 -45 -46 47 -48 59 -50 -51 -52 54 -54 -55 -56 -57 -58 -59 -60 -61
leaf_value=-0.016765333994159366 -0.0019702745792077774 0.049984469776590636 -0.017577268551314796 -0.035923764725711543 0.0066497083127180822 -0.0011457692139921663 -0.02330786875327813 -0.042677264009949437 0.036255356669039222 -0.054920592667331493 0.020610728137734555 0.015642851542707899 0.019669202450764159 -0.026349673096438032 -0.01215711002582914 -0.025731685467863898 0.002166732641897286 -0.012378122046564339 0.018841045797455339 -0.023445934576543332 -0.033345016316710725 0.019650836470270459 0.017483826990554951 0.0021845690345467113 0.021478181620584083 -0.017277532767703704 -0.039164712832541297 0.044829378904354351 -0.045254402983453901 -0.026902633095695933 0.0096854419392869394 -0.022871414975950355 0.032145251814049085 0.021207145523801964 -0.027765371641847444 0.029163681229591155 0.0055313725130337506 -0.021140107696237212 -0.054419690251020142 -0.0029302571019862319 -0.029976353000368806 0.054060688641151579 -0.034527736933894222 0.044784258771249003 -0.051701669322653666 0.025347848643297963 0.046078681551710882 0.038832965876876388 -0.060482643563706785 0.037702981017730536 0.070571152419040689 0.034397001233075368 0.031187962044598977 0.0097992237000620111 0.059797247275644894 0.0084775831700009165 -0.0043374731165527298 0.0065915755856417735 0.05481313170497111 0.049487167406157218
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leaf_count=1343 1661 50 1193 1596 12619 42935 27637 1029 522 66 2328 24745 1792 53 2911 457 3363 2778 6211 3051 1968 92 337 5028 928 5497 3478 2472 122 396 324 63 3222 253 1619 198 110 47 1186 202 50 348 611 521 549 1191 3210 329 114 2293 48 537 618 49 164 66 53 105 729 861
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internal_count=178328 145677 132693 82201 50492 51057 31144 43964 28159 32651 22657 40732 2985 14953 15530 25202 11631 9760 9574 12984 6213 3528 3388 7806 7704 7093 6771 9994 374 2057 2070 2685 3322 4912 6397 427 176 3269 4664 324 2792 2676 1954 1449 2517 7924 3463 4674 1733 3484 140 1643 942 3250 701 116 251 168 3201 1190
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=59
num_cat=0
split_feature=3 13 12 21 14 21 25 17 1 17 23 23 23 16 23 16 0 1 3 1 23 17 23 21 25 1 1 23 21 23 22 21 1 22 23 15 18 18 21 0 24 25 21 17 23 17 18 23 16 21 0 3 21 18 18 23 16 23
split_gain=1158.8 447.506 510.424 289.292 285.713 280.505 194.707 159.388 137.399 132.724 126.682 110.32 145.413 104.565 104.043 100.593 95.449 80.9767 80.1131 62.9852 59.949 50.2827 46.0574 43.3349 32.6295 31.4712 30.0838 28.0416 26.9024 23.187 23.0053 26.8865 22.4898 22.1 31.3592 21.7489 19.6031 18.7978 18.5647 18.0882 17.6741 16.0966 15.2193 13.7641 12.4559 11.3747 6.98599 6.70032 6.68533 6.44444 5.83805 3.97085 2.60601 2.71101 1.21634 0.989289 0.795079 0.0768454
threshold=94.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 47.341199691066684 1.0000000180025095e-35 28.951165325167608 1.0000000180025095e-35 27.299999999999503 98.450000000000017 31.549999999999276 92.998819010110978 93.040322523146912 96.019593318041032 22.799999999999503 91.021329629720654 233.5499999999993 14.050000000000002 98.350000000000009 91.850000000000009 98.750000000000014 94.099604498812525 49.950000000000735 95.982013764432693 47.55706157453703 1.5000000000000002 46.850000000000001 51.250000000000007 94.227509561091395 11.051008620771958 94.021931871373695 5.5000000000000009 47.55706157453703 43.650000000000013 5.5000000000000009 93.109781385776017 18.500000000000004 62.355000000000011 245.00333333333336 15.544579502684028 21.450000000000003 1.0000000180025095e-35 1.5000000000000002 34.425455554644493 32.799999999999507 94.999653170405324 20.799999999999503 392.46500000000009 97.018910858935314 105.10000000000402 26.6429418742586 16.050000000000004 93.850000000000009 50.00308399795442 288.97166666666669 246.76583333333335 93.040322523146912 39.500000000000917 92.998819010110978
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 9 4 6 7 8 22 13 20 -9 14 -13 -1 -7 18 35 -18 -8 21 24 26 -4 -22 -2 -23 -6 28 55 -10 48 41 44 34 -30 -11 -35 40 -17 51 43 46 -41 -29 -33 -34 -32 49 52 -39 -50 -21 54 -54 -5 57 -57 -3
right_child=1 27 5 30 19 11 15 10 29 16 -12 12 -14 -15 -16 38 17 -19 -20 39 23 25 -24 -25 -26 -27 -28 37 33 -31 31 32 45 36 -36 -37 -38 47 -40 42 -42 -43 -44 -45 -46 -47 -48 -49 50 -51 -52 -53 53 -55 -56 56 -58 -59
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leaf_weight=707.87955916672945 817.2953405380249 22.340501315891743 1785.6708784997463 27.704283967614174 525.26823990792036 159.80685389041901 1448.7255158871412 704.12461847066879 143.44352816045284 971.61704879999161 5678.0515878051519 3572.6608472019434 561.06628270447254 2883.1155506968498 672.6402720361948 56.943001389503479 4906.1698645055294 71.314797788858414 2025.5674757510424 22.921612076461315 2052.6276160627604 380.88513883203268 758.96415689587593 163.69861306250095 107.61072824895382 651.32583739608526 745.28491178154945 312.36883013695478 75.239753477275372 306.14349703490734 12.31419497728348 83.189376056194305 87.976123183965683 32.403155468404293 41.792548485100269 38.537171334028244 330.98874776810408 281.19435405731201 327.01176223158836 146.13109810650349 11.91872727870941 19.573925778269768 16.889992408454418 474.18260276317596 88.358270719647408 616.68905965983868 10.980728670954703 9.6472137570381147 12.240852773189546 176.97722402215004 12.84101817011833 11.174883067607878 79.820895321667194 86.470990486443043 26.517780020833015 8.3763686791062337 6.7602097988128653 14.56095154583454
leaf_count=3337 3555 158 10675 149 2444 689 8225 3121 711 4039 28858 15467 2418 13513 2920 247 20721 293 8719 100 9112 1890 4662 702 457 4364 4346 2180 414 1500 58 403 491 178 246 161 2013 1983 1490 625 68 90 90 2813 434 4274 54 62 71 1068 79 53 567 589 162 61 48 111
internal_value=-4.85949e-05 -0.00613913 -0.0042625 0.0130246 0.0103779 -0.0102975 0.00571537 -0.0155966 -0.00195565 0.00492198 -0.0113779 -0.000772156 -0.00411636 0.00130677 0.0158344 0.0137489 0.00928872 0.0121326 0.0164328 0.0251101 -0.00340167 0.0274321 -0.0261775 -0.0078638 0.00729083 0.0356293 0.0207726 -0.0301578 -0.0205304 -0.0280136 0.0366557 0.0330231 0.0349147 -0.0168315 0.00206532 -0.00472453 -0.0229173 -0.034206 -0.0105368 -0.00201627 -0.029543 -0.0056398 0.00491062 -0.0304587 0.0186795 0.038867 -0.0337248 -0.0421648 0.0502497 -0.0430331 0.0257895 -0.0351349 0.0530319 0.0499281 0.0625508 -0.054679 -0.0439149 -0.0590943
internal_weight=36384 24820.6 23021.9 11563.4 10398.7 13893 7898.83 8926.81 4040.58 9128.87 6382.18 4966.17 4133.73 3591 832.447 3858.25 5987.64 4977.48 3474.29 2499.88 3141.23 2302.76 2544.64 2216.33 924.906 1032.21 1270.55 1798.75 532.462 449.587 1164.68 919.082 876.213 480.424 117.032 1010.15 363.392 1266.29 383.955 197.118 798.47 42.8688 163.021 786.551 171.548 704.665 23.2949 467.819 245.596 458.172 25.0819 34.0965 220.514 166.292 54.2221 52.038 15.1366 36.9015
internal_count=178328 119253 107850 59075 51654 68810 37742 47316 19061 39040 31979 21494 17885 16850 3609 18681 25214 21014 16944 13912 13826 13044 15337 9814 4012 6254 6790 11403 3229 2211 7421 5804 5602 2851 660 4200 2191 8174 1737 868 5061 202 715 4993 837 4765 112 3113 1617 3051 150 153 1467 1156 311 378 109 269
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=63
num_cat=0
split_feature=2 13 21 2 20 23 20 15 20 23 23 20 14 23 26 21 21 21 14 14 23 15 1 23 14 21 2 1 23 18 20 3 19 21 18 21 18 20 20 21 23 23 23 15 19 14 2 0 1 20 19 22 15 20 26 18 19 0 18 23 3 21
split_gain=1305.77 430.891 354.844 295.161 228.858 219.126 215.222 186.111 183.694 139.414 118.501 146.068 107.689 99.1283 88.4755 74.0542 73.4809 71.6105 69.3117 66.3547 76.5352 63.3875 55.1997 79.2728 47.9716 39.9769 38.1978 36.1454 30.1698 29.0115 28.9909 26.3007 25.8558 25.0062 24.4466 23.4322 29.7427 29.4082 56.4951 26.5123 22.783 21.4236 24.2494 20.8279 20.8059 18.5474 17.6041 14.5109 13.614 13.4186 11.6913 12.5503 11.1468 20.2674 10.681 9.48674 14.2887 9.20053 7.40227 5.80251 4.33924 2.77837
threshold=2.0500000000000003 1.0000000180025095e-35 22.336257309941523 5.1500000000000012 7.4125000000000005 93.040322523146912 8.1708333333333361 16.500000000000004 7.3708333333333345 95.021726565957707 91.021329629720654 6.1625000000000005 1.0000000180025095e-35 91.92283175876851 1.0000000180025095e-35 20.211690945970869 36.383408247530454 25.326610736115288 1.0000000180025095e-35 1.0000000180025095e-35 92.993530851545856 13.500000000000002 98.450000000000017 95.924608586068771 1.0000000180025095e-35 21.196930946291562 7.1500000000000012 99.050000000000011 96.999257296638959 232.10083333333336 5.5916666666666677 51.050000000000004 0.7986395118247468 7.6948402111596756 458.03583333333341 21.397571044931663 226.56250000000003 7.729166666666667 7.9375000000000009 26.898707126829795 92.977870356643635 94.058517709790252 92.999831963679156 16.500000000000004 0.59092444177767645 1.0000000180025095e-35 3.5500000000000003 14.950000000000001 94.050000000000011 8.1708333333333361 0.26091895192056552 5.5000000000000009 14.500000000000002 7.1916666666666673 1.0000000180025095e-35 430.03666666666669 0.70481938937649935 22.450000000000003 110.73916666666668 94.994762043900153 91.65000000000002 22.495376078914923
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 9 8 10 7 -7 12 14 11 -4 -1 29 19 21 -12 24 -15 20 -2 28 25 -24 27 -17 41 30 -11 -6 -5 54 -23 -21 -10 40 37 39 -39 -37 50 42 -19 -8 -29 46 -16 -33 -43 57 -3 -52 53 -42 -28 56 -38 -26 -54 -51 -47 -57
right_child=3 35 5 17 13 6 43 -9 34 15 16 -13 -14 18 45 22 -18 26 -20 33 -22 32 23 -25 49 -27 31 44 -30 -31 -32 47 -34 -35 -36 36 55 38 -40 -41 52 48 -44 -45 -46 60 -48 -49 -50 59 51 -53 58 -55 -56 61 -58 -59 -60 -61 -62 -63
leaf_value=-0.011778106944587341 0.015052127967255972 0.03854011183915626 -0.022875320491065929 -0.0073738069705637042 -0.011404812442463075 0.0018980153598395441 0.026219246994806263 -0.011268231314484215 0.061613324528643681 0.011869528327713957 0.010935535790752711 0.063841700289113887 0.002371184927393917 -0.030613954548521179 0.0089314410800889702 0.045681071350240868 0.030550322034607703 0.032464920687549643 -0.012629483655591779 -0.050900289386803847 -0.0085986867156101644 -0.017971875872796052 0.049749159890174706 -0.024535827360459044 0.026423755234312608 0.021343677332432979 -0.02336056386964034 -0.042272061774852064 0.067469431719000675 0.049441883465556571 0.017582399837065926 0.031834159062906535 0.023819420460628449 0.014554025048536227 -0.0051967493594233301 -0.007541650181635007 -0.032595490877804431 0.071175295876590911 -0.018409747926915399 -0.030482501370773931 -0.020984161075518218 0.027177769121684903 0.0069266700300300967 0.051086618469804002 0.03072011593141652 0.013543752874287758 0.026542823188779485 0.0439878905338019 0.045405545042387752 0.027947422701710457 0.0035198465023450268 -0.043001705591391916 -0.030970883716218214 -0.049137838825607107 0.034767981203686273 -0.028238915283811557 0.033360470892604813 0.040888353425834759 -0.046842525842581459 -0.019258996264546836 0.044784058551080912 -0.052821542584716191
leaf_weight=5018.4477777928114 407.65012338757515 11.037287026643751 334.83705419301987 141.21044714748859 29.786983758211136 6853.091286227107 195.71489515900612 4411.9966990500689 109.1189090013504 600.867257848382 1047.8983934521675 56.798080816864967 1836.9923539161682 1928.4108483344316 382.65835572779179 184.54250144958496 877.13519228994846 145.81928641349077 741.82459387183189 14.932385861873625 2126.1478982046247 295.67838169634342 48.721744164824486 136.61796268820763 283.36169888079166 1969.6319442763925 23.573232918977737 47.231549561023712 25.431202381849289 57.226083338260651 661.56201493740082 371.12193389236927 42.306132301688194 639.88537210226059 15.656879022717474 202.18415904045105 321.28536061942577 26.027209013700485 54.344467215240002 333.97838263213634 182.9252333343029 485.13470607995987 256.38142906874418 147.78429469466209 12.306591793894766 13.072820350527762 225.52150383591652 726.0805145278573 129.85648689419031 9.9032600224018115 31.987043648958206 26.514162376523018 92.785935692489147 98.263080149888992 11.887953683733938 13.502852968871592 8.4269051253795606 179.62536589056253 352.72989898175001 18.996057361364365 74.233574911952019 77.261593796312809
leaf_count=27114 1787 46 1444 760 131 30024 876 19699 522 2729 4587 252 7755 10700 1665 804 3890 946 3138 68 9418 1375 226 598 1872 9039 112 223 114 250 3605 2610 190 3107 68 1209 1950 148 304 1890 1250 2974 1544 668 56 74 1162 5602 851 64 153 141 692 706 58 93 48 1314 2654 100 383 496
internal_value=-4.65859e-05 -0.00619715 -0.00438791 0.01462 -0.01171 0.000732184 -0.00206975 -0.00325857 -0.00689236 0.00881965 0.0147724 -0.0102989 -0.00798664 -0.0239063 0.00239746 0.0163699 0.0198729 0.0265184 -0.0256176 -0.00112689 -0.00479363 0.00470987 0.0211758 -0.00500793 0.0175123 0.0234286 0.0321913 0.0104047 0.0141272 0.0286124 0.0131925 0.0385072 -0.0127408 0.0130614 0.05323 -0.02955 -0.0245966 -0.0176037 0.0106011 -0.0218316 -0.0360011 0.0251584 0.0161857 0.036918 -0.0271845 0.0185557 0.015462 0.039877 0.0310266 0.0299724 -0.00865976 -0.0175648 -0.0386174 -0.0308226 -0.00387364 -0.0348502 -0.0309098 0.0320356 -0.043537 -0.00308223 0.0401063 -0.0491644
internal_weight=36187.9 25496 23662.7 10692 9737.46 13925.3 11608.6 11265.1 6980.22 7187.9 2316.67 391.635 6855.44 2757.25 3884.1 3303.8 1925.03 3504.05 2670.24 3188.62 2533.8 964.283 2339.51 185.34 1354.2 2154.17 2149.86 862.311 626.298 87.0131 802.772 1132.66 337.985 654.818 124.776 1833.25 1037.01 616.534 80.3717 536.163 796.243 1017.19 402.201 343.499 59.5381 695.486 608.18 1097.2 614.991 491.886 69.5385 58.5012 726.704 281.188 35.4612 420.477 329.712 462.987 445.516 28.8993 87.3064 90.7644
internal_count=178328 122898 111118 55430 49678 61440 51267 49723 35459 32739 10173 1696 34869 14219 17664 15075 8477 22691 13838 14380 11205 4408 10667 824 7994 9843 14697 4644 2843 381 4365 8382 1565 3175 590 11780 6138 3551 452 3099 5642 6315 2490 1544 279 3284 2827 8212 3825 3350 340 294 5302 1956 170 2587 1998 3186 3346 164 457 589
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=58
num_cat=0
split_feature=2 13 12 21 2 17 17 17 1 17 16 21 20 0 17 0 0 3 17 17 21 18 21 17 20 21 21 17 0 1 21 16 14 15 16 1 14 0 20 20 15 1 17 20 18 18 20 20 2 16 17 21 14 21 17 15 17
split_gain=1187.32 457.362 581.534 276.037 186.951 146.271 143.778 108.004 107.626 105.391 105.076 110.177 82.1234 75.986 75.4187 65.0854 63.6229 63.5058 48.0561 45.6832 35.3119 36.5164 34.9638 32.8472 31.5011 30.8679 32.2216 28.1129 37.7926 26.3219 25.0288 22.6826 21.8125 21.5291 20.0792 19.4604 18.8866 17.0643 15.8554 24.9323 21.1132 14.7744 13.2389 11.4836 10.6557 10.5643 9.50905 7.54011 10.4688 7.16324 6.59593 6.35392 5.69107 3.72825 3.5155 4.03142 1.46033
threshold=3.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 20.211690945970869 6.1500000000000012 18.299999999999503 25.049999999999276 28.549999999999276 99.250000000000014 21.099999999999003 321.04999999999933 40.26600481786992 7.4125000000000005 30.250000000000004 41.099999999999007 15.250000000000002 39.650000000000013 51.050000000000004 29.549999999999276 12.200000000002548 22.223237120935334 226.56250000000003 15.809080527390387 13.699999999999365 8.5625000000000018 51.393691289886327 27.163258407977022 12.200000000002548 12.450000000000001 43.350000000000001 24.848813425663526 141.14999999999966 1.0000000180025095e-35 10.500000000000002 102.19999999999801 97.450000000000017 1.0000000180025095e-35 12.65 7.429166666666668 6.5666666666666673 12.500000000000002 83.050000000000011 11.500000000000911 8.6000000000000014 430.03666666666669 392.46500000000009 7.6750000000000016 7.5375000000000005 46.250000000000007 421.30000000000115 31.299999999999503 17.634758504323724 1.0000000180025095e-35 60.46630727762804 52.299999999999621 13.500000000000002 24.799999999999503
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 9 7 27 19 23 -8 46 11 -7 -11 15 36 31 -16 47 30 -5 38 25 -17 37 34 26 -22 51 -29 52 35 -9 -31 -12 -20 -19 -15 42 39 49 -41 -32 -2 -26 45 -23 -4 48 -6 -3 -50 -1 -25 -46 56 -56 -40
right_child=4 20 3 6 17 10 8 13 -10 12 33 -13 -14 14 16 22 -18 18 24 -21 21 44 -24 29 43 -27 -28 28 -30 32 41 -33 -34 -35 -36 -37 -38 -39 54 40 -42 -43 -44 -45 53 -47 -48 -49 50 -51 -52 -53 -54 -55 55 -57 -58
leaf_value=-0.039011779841663395 -0.037288332804195766 -0.042728163143698844 -0.031462443679093691 -0.034373017612198985 -0.046362561388400482 0.0071850968064985617 -0.00035103702130154658 0.016335258914561394 -0.043354051979422013 -0.010966279384427693 -0.011904818818706602 0.023529693427641857 -0.026737272047884245 -0.02387317734399471 0.033315994477751361 0.011539892005828825 0.0061369183760762169 0.0093327573394292318 0.038516610797057337 -0.012577460800945794 -0.00033019341341398539 -0.03235342520176706 0.03195465361076983 -0.037960456181631699 -0.032232806182345107 0.075274395822348808 -0.024112984959255786 0.007380645291351429 -0.013785004276216482 0.00088285523046327638 0.020626383900686801 -0.00075290989231590168 0.018176821020249891 -0.049909626733181382 0.021824927230955068 -0.053728211789966909 0.0108965012658888 -0.065118149407526013 -0.0445714070230201 -0.00086737799591991404 -0.029317012223049735 0.041940988922601778 -0.0028251595273015495 0.019134216227935194 -0.051580827185337658 -0.0056495945628443137 -0.044596781517752121 -0.048035266753999183 -0.029171992942869519 0.0041281688071194561 0.016699673756259435 -0.020797888498821377 -0.0048910222096866449 -0.016198937674564404 -0.047806450312943588 -0.023770566995491963 -0.054940713166887006
leaf_weight=66.785238146781921 44.550773173570633 313.60974698513746 746.02431698143482 270.34409104287624 13.783456876873968 7945.9808274209499 7913.0773061960936 827.09241585433483 148.22412121295929 3096.1052373349667 413.36320672929287 1184.7982019931078 1125.5177924484015 207.56568386405706 282.59486760944128 252.99886648356915 904.46949335932732 213.22490374743938 1402.4586255028844 2171.5662182867527 223.63208958506584 293.59589106589556 1226.4834050014615 45.664928257465363 21.92052198946476 9.5150195956230146 392.15688925981522 317.96186482906342 626.37820445001125 877.98184260725975 298.61538983881474 253.78406757116318 230.11683581769466 40.956150889396667 206.73018837720156 12.978728666901587 48.108793392777443 20.505962803959846 52.276264935731888 86.973590381443501 260.66380739212036 111.71689695119858 74.409207135438919 21.603789679706097 81.777510248124599 42.383422330021858 169.02556253969669 15.92504335939884 10.761492699384688 8.3744835630059224 28.832790568470955 169.17289093136787 18.193490296602249 8.1910463869571668 42.098011821508408 29.790301918983459 96.875838980078697
leaf_count=375 191 2270 4869 1530 61 33293 34629 4251 687 17060 1748 5371 6422 940 1427 1190 4340 1154 10812 10949 1294 1779 6367 194 108 40 2214 1459 2888 3893 1798 1230 1073 173 1445 60 255 88 438 549 1821 750 315 138 544 259 1140 76 51 48 143 869 81 44 272 201 734
internal_value=0.000149977 -0.00457294 -0.00285061 -0.00900678 0.0175982 0.00609302 -0.00436145 0.0123989 -0.00114174 -0.0185053 0.0081382 0.00930595 -0.0151709 0.0164787 0.00730177 0.0216497 0.0126072 0.0293136 0.0307412 -0.0149904 -0.0279923 -0.0217862 0.0284636 -5.43495e-05 0.035237 -0.014095 -0.0154759 -0.0105157 -0.00665847 0.00267542 0.0190681 0.012323 0.00447426 -0.0153309 0.0363723 0.00571455 -0.0173308 -0.0229931 -0.0353174 -0.0314845 -0.0221993 0.0264295 -0.0157317 -0.0067362 -0.0330771 -0.0289848 -0.0338886 -0.0178411 -0.00883275 -0.0415095 0.00423203 -0.0259531 -0.0285389 -0.0483595 -0.0469287 -0.0378461 -0.0513064
internal_weight=36020.3 28347.2 26405.3 15639.9 7673.07 10765.4 10503.2 5314.52 8061.3 5136.67 9585.1 9130.78 4221.62 4003.1 1442.74 2560.36 1187.06 2358.55 2289.25 2441.91 1941.91 1051.25 1479.48 1311.42 1652.71 625.304 615.789 1180.3 944.34 1171.96 636.536 1080.88 1108.1 454.319 1609.19 226.204 255.674 139.466 890.662 669.622 347.637 410.332 118.96 43.5243 425.948 335.979 915.05 69.3028 53.3777 321.984 39.5943 235.958 63.8584 89.9686 221.04 71.8883 149.152
internal_count=178400 135969 123462 77286 42431 46176 47795 25835 35316 29491 40585 38664 23482 20000 6962 13038 5767 16596 16265 12479 12507 6174 7557 5835 12503 3548 3508 5591 4347 5241 3762 5481 4966 1921 12257 1214 1195 594 6333 4688 2370 2548 506 246 2626 2038 6009 331 255 2318 194 1244 275 588 1645 473 1172
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=58
num_cat=0
split_feature=3 25 17 26 14 1 14 0 21 21 17 16 0 17 18 0 21 15 25 1 19 14 21 21 21 18 21 21 22 21 17 0 16 21 21 21 16 1 0 0 21 15 3 21 21 16 21 16 18 21 22 3 16 3 18 1 1
split_gain=885.809 423.708 282.672 253.626 226.658 210.193 164.947 151.346 150.621 133.952 125.187 109.74 106.757 102.689 96.3057 84.0598 75.5084 58.0824 46.7625 46.23 44.5606 42.9563 41.5486 37.9276 36.536 35.947 34.8529 32.849 32.4986 30.7184 30.0083 29.7123 28.4068 28.044 27.8664 27.3051 27.0262 26.4483 25.6512 24.8877 21.849 25.8406 20.1418 20.7046 18.3848 18.1565 17.6426 16.5199 11.9796 11.1865 9.32013 9.23883 8.65597 7.97573 5.68739 4.65918 4.11315
threshold=94.950000000000017 1.0000000180025095e-35 59.399999999999757 1.0000000180025095e-35 1.0000000180025095e-35 98.65000000000002 1.0000000180025095e-35 16.850000000000005 47.341199691066684 38.511873577532533 31.799999999999503 21.000000000000458 13.250000000000002 22.049999999999276 100.41250000000001 59.850000000000001 38.923556063673722 18.500000000000004 1.5000000000000002 44.750000000000007 0.70816002572988435 1.0000000180025095e-35 11.659677164108247 47.289807709141847 35.495916359076205 150.1866666666667 34.425455554644493 16.253023705853895 5.5000000000000009 44.454571007555181 208.80000000000067 52.550000000000004 79.549999999999287 45.72046554743023 13.764638945521787 33.44873150105709 30.799999999999503 99.15000000000002 20.650000000000002 16.050000000000004 49.650090470446322 17.500000000000004 95.15000000000002 35.397331132469311 36.383408247530454 155.39999999999876 47.289807709141847 31.799999999999503 518.95166666666682 95.276090947606292 5.5000000000000009 95.550000000000011 51.54999999999928 96.950000000000017 597.19416666666677 99.550000000000011 94.250000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 5 9 6 8 42 11 13 17 -1 40 -2 46 30 -16 18 24 36 -11 23 25 31 -3 -6 27 38 -28 35 -9 32 -5 -31 -24 -19 -8 -29 -7 -21 41 -12 43 -4 -30 -10 -14 -33 -20 52 -17 -42 -25 -44 55 56 -23
right_child=1 10 7 21 22 26 19 15 45 20 12 -13 14 -15 16 50 -18 29 48 39 -22 54 34 49 -26 -27 28 37 44 33 -32 47 -34 -35 -36 -37 -38 -39 -40 -41 51 -43 53 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58
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internal_value=0.000142974 -0.00519578 -0.0104579 0.0117199 -0.0138453 0.00787173 0.0101885 0.00350321 0.00614805 -0.0174704 0.0030133 0.00366848 0.00722567 -0.0196941 0.00997873 0.0116741 0.0120705 -0.00474321 0.000239124 0.0226396 -0.00145472 0.0262907 -0.000846964 0.0233478 -0.00320198 -0.0165978 -0.0174826 -0.0225751 0.00536145 -0.0133884 0.0141964 0.0199026 0.0216725 0.00420523 0.00166776 -0.0169299 0.0115906 -0.0308123 -0.006297 0.0278483 -0.00839151 -0.0109367 -0.0123677 -0.0148249 0.0144987 0.030687 -0.0118319 -0.00649917 0.0161247 0.0372163 -0.0315821 0.0146776 0.0386564 0.00829755 0.0417366 0.0426577 0.0438282
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internal_count=178400 119304 77893 59096 63911 45738 42104 13982 30465 52789 41411 26817 26378 47653 22459 9174 20519 15033 9460 11639 5136 13358 11122 10869 7818 1559 3634 2921 713 5573 8653 8077 7613 874 9563 4699 2986 1939 982 8653 3919 3481 4808 4325 639 3648 1940 464 1642 2792 521 438 2704 483 2489 2441 2368
is_linear=0
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Tree=37
num_leaves=60
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split_feature=2 26 13 12 2 21 13 12 17 17 17 1 21 17 17 16 2 19 17 21 15 25 15 21 1 21 20 1 20 15 21 21 21 14 22 20 20 1 16 1 15 19 20 19 21 20 15 16 1 16 15 19 14 2 21 20 17 16 19
split_gain=1012.38 411.356 279.852 334.82 251.08 174.208 133.336 138.668 130.121 90.4847 86.3528 83.2288 81.8326 73.0732 68.9156 68.3402 58.7702 55.0695 45.9831 44.4459 39.1499 38.7131 38.0323 36.244 32.72 31.5199 28.7071 28.2899 26.8177 26.0937 24.4296 23.9009 23.6667 21.5997 20.8794 23.8814 19.8866 19.2108 18.3441 17.8452 18.9348 16.7199 16.6535 22.4241 16.4955 14.4282 20.6943 13.9577 13.2949 11.3271 10.3715 10.3629 9.21087 8.66053 17.3734 4.63267 3.62399 2.99479 1.72873
threshold=2.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 6.1500000000000012 38.511873577532533 1.0000000180025095e-35 1.0000000180025095e-35 21.099999999999003 13.950000000000729 30.049999999999276 99.850000000000009 12.264677643042567 133.0499999999993 28.549999999999276 24.549999999999276 44.300000000000004 0.80265387345569461 31.299999999999503 20.211690945970869 17.500000000000004 1.5000000000000002 22.500000000000004 38.511873577532533 98.65000000000002 31.560925224576675 6.7541666666666673 98.950000000000017 8.5625000000000018 13.500000000000002 21.397571044931663 10.493509557579142 24.848813425663526 1.0000000180025095e-35 5.5000000000000009 5.6875000000000009 7.1375000000000011 97.450000000000017 102.19999999999801 72.450000000000017 13.500000000000002 0.6244761215969663 6.8375000000000012 0.32539308994670096 40.760696745927994 7.429166666666668 12.500000000000002 15.399999999999752 85.250000000000014 61.699999999998006 15.500000000000002 0.39471648938743403 1.0000000180025095e-35 46.750000000000007 20.211690945970869 6.5125000000000011 31.799999999999503 43.349999999998552 0.2138534005966686
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 9 6 8 7 14 -5 50 21 15 -11 20 24 -9 18 -7 32 -16 27 33 49 -22 -2 39 -13 -12 38 31 45 -15 37 36 35 -32 -3 -6 -20 40 -8 -36 43 -27 -24 46 -4 -35 -34 -23 -1 -44 -30 -18 -55 -31 -56 -41 -47
right_child=4 10 30 5 16 17 25 11 -10 12 13 26 -14 29 19 -17 53 -19 28 -21 23 22 44 -25 -26 42 -28 -29 52 55 34 -33 48 47 41 -37 -38 -39 -40 57 -42 -43 51 -45 -46 58 -48 -49 -50 -51 -52 -53 -54 54 56 -57 -58 -59 -60
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internal_count=178400 122920 104181 93131 55480 61521 38884 36904 53973 31610 18739 18743 29594 14019 18161 18091 16596 7548 16278 14193 11877 4720 1538 3806 3968 1980 652 8071 12059 2142 11050 1956 4219 3182 5679 929 2685 1353 11826 1400 1100 4750 580 405 257 5371 4008 497 2866 1281 2016 175 233 318 231 186 169 300 1363
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=62
num_cat=0
split_feature=2 26 13 12 23 21 21 14 17 17 25 17 13 21 23 23 0 2 17 23 17 21 17 23 15 25 14 18 23 21 21 23 0 20 17 15 15 17 25 0 25 20 2 21 21 20 20 21 23 15 2 20 21 20 20 20 13 20 18 20 20
split_gain=930.018 452.44 310.208 392.788 193.406 188.652 119.108 109.505 102.306 88.3452 68.4584 62.8563 56.328 52.009 52.6238 73.6454 51.8594 51.2548 50.0787 36.7509 32.3557 32.1635 28.0826 27.4666 25.5791 24.8295 23.0875 22.8554 22.1323 20.4026 18.2717 17.507 18.3556 16.1551 16.0731 15.7969 15.4226 13.6725 13.5386 12.9952 17.444 12.6732 12.5746 11.9001 11.692 11.6689 10.8858 9.70467 9.4843 9.2028 8.82562 10.1834 7.55895 8.67862 7.33072 6.98966 6.67625 5.788 3.91571 3.29499 3.06037
threshold=3.3500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 97.028918780134944 20.211690945970869 38.236579905489741 1.0000000180025095e-35 40.800000000000644 29.299999999999503 1.5000000000000002 13.950000000000729 1.0000000180025095e-35 49.650090470446322 97.015045772664749 96.98829157962912 12.15 0.15000000000000005 21.300000000002004 92.993530851545856 37.800000000002008 24.030174557390097 23.799999999999503 92.977870356643635 12.500000000000002 1.5000000000000002 1.0000000180025095e-35 339.91916666666674 95.08064210916146 56.976262811738394 18.316080309449259 94.023960459741303 14.750000000000002 7.2791666666666677 20.549999999999276 9.5000000000000018 9.5000000000000018 13.699999999999365 1.0000000180025095e-35 14.050000000000002 1.5000000000000002 5.7583333333333337 7.1500000000000012 52.330713598320266 42.045553460031925 6.1625000000000005 7.429166666666668 20.211690945970869 92.994091233462854 10.500000000000002 7.1500000000000012 7.116666666666668 49.46076158940398 7.3375000000000012 6.9625000000000012 6.2041666666666675 1.0000000180025095e-35 4.104166666666667 265.39083333333338 7.5875000000000012 6.0041666666666673
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 8 5 -5 7 10 11 19 12 -1 18 14 15 -11 -10 -6 -2 30 37 23 35 45 -25 26 -21 28 -23 -27 -3 32 -22 -14 -32 38 41 42 -8 40 56 -15 -9 -38 -29 -4 -33 54 -49 -39 51 -37 53 -41 -12 -16 -24 -54 -40 -52 -42
right_child=6 9 21 4 17 -7 22 20 16 13 47 -13 33 36 55 -17 -18 -19 -20 25 31 27 39 24 -26 29 -28 44 -30 -31 34 46 -34 -35 -36 50 43 49 58 52 60 -43 -44 -45 -46 -47 -48 48 -50 -51 59 -53 57 -55 -56 -57 -58 -59 -60 -61 -62
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leaf_weight=428.18781280517578 347.90056726336479 19.315770536661148 10.590739041566847 4765.8785366415977 97.687916114926338 8871.4144408255816 13.009485691785811 22.35869587957859 545.50604286789894 3503.3123656511307 34.881747171282768 4117.2969728857279 160.01791566610336 24.581745177507401 13.143284097313879 134.91690814495087 3908.8605911433697 72.740062728524208 2240.8725073412061 569.64168950915337 68.193138547241688 442.79369565099478 183.25274021178484 271.65864980220795 639.22105643153191 325.3103750795126 113.53016939759254 117.75659140199423 225.24190962314606 40.98504626750946 40.434312626719475 363.00080917030573 178.8716119453311 44.172204777598381 68.726929321885109 88.540109358727932 39.559412464499474 132.93477261066437 13.255874395370485 400.44481547921896 33.197934493422508 42.295899301767349 10.52728997170925 223.58592417836189 34.483881242573261 61.781839311122894 101.18121402710676 42.087921068072319 237.44244189560413 329.79904548078775 62.759329773485661 27.125591441988945 49.393466152250767 58.320000365376472 17.566823616623878 54.439714714884758 8.5243994668126088 309.99412559717894 12.733001843094824 14.23400344699621 47.636571437120438
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is_linear=0
shrinkage=0.05


Tree=39
num_leaves=57
num_cat=0
split_feature=2 26 23 2 21 21 23 23 14 20 21 17 21 15 23 1 13 12 17 0 17 0 21 21 2 17 21 15 17 18 19 16 2 21 0 20 0 0 20 21 2 21 2 16 18 0 21 23 1 15 23 17 2 1 20 17
split_gain=859.035 337.482 253.704 222.037 196.405 180.332 137.761 126.638 119.971 115.278 126.905 108.591 91.2765 83.9798 82.1517 78.472 71.8963 80.8752 71.5104 70.8949 69.4567 86.9008 68.6236 55.7529 54.7493 52.937 49.427 44.7732 43.4158 42.3111 30.6829 30.4961 29.933 27.9737 27.8842 26.0815 25.021 24.9944 23.6155 22.132 21.3135 20.5086 19.0334 18.6861 17.8645 16.8257 16.743 14.2758 13.6279 13.4659 11.4539 10.3545 9.6391 7.83516 7.09237 5.7099
threshold=2.0500000000000003 1.0000000180025095e-35 94.804710099785652 6.1500000000000012 20.211690945970869 49.156487077279159 95.015943157647797 97.040031456694663 1.0000000180025095e-35 6.6916666666666673 12.47684210526316 49.699999999998006 67.401459938522819 13.500000000000002 92.993530851545856 99.250000000000014 1.0000000180025095e-35 1.0000000180025095e-35 30.049999999999276 50.150000000000013 47.04999999999928 48.050000000000004 66.369153622645058 20.30157673334746 44.300000000000004 133.0499999999993 21.124218014908191 17.500000000000004 29.549999999999276 82.407500000000013 0.71120226820585375 421.30000000000115 3.0500000000000003 12.724622592399793 16.850000000000005 8.5625000000000018 26.450000000000003 17.450000000000003 6.804166666666668 11.24539317642766 0.15000000000000005 24.848813425663526 4.0500000000000007 102.19999999999801 296.29416666666674 80.050000000000011 23.955403500326653 94.999653170405324 83.050000000000011 19.500000000000004 95.846795460649716 55.04999999999928 10.15 71.350000000000009 6.4708333333333341 32.04999999999928
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 7 9 15 8 -4 13 -11 12 -6 -1 31 16 17 -2 33 -13 23 34 37 30 28 27 -25 -20 41 -9 -8 40 -23 54 -22 43 -35 -7 -18 -27 44 46 45 -30 -3 -17 -5 -44 -43 -24 51 -26 -37 -53 -16 -52
right_child=3 14 4 24 11 22 20 29 -10 10 -12 19 -14 -15 18 42 38 -19 25 -21 21 32 49 26 50 39 -28 -29 35 -31 -32 -33 -34 36 -36 52 -38 -39 -40 -41 -42 48 47 -45 -46 -47 -48 -49 -50 -51 55 53 -54 -55 -56 -57
leaf_value=0.0023060834636520547 0.013835132530588502 0.021513762438547072 -0.025202730995920228 0.0098038529411633955 -0.011457891376072234 0.026725650898402453 -0.010907409957832471 -0.038303392647124151 -0.0077518913023875858 -0.019512576394048659 0.010535122904078001 0.0062389771737122778 0.05912455624378176 -0.012985202510406545 -0.014466701797517467 -0.036229907355485251 -0.0081482995047185876 -0.00060803711120792966 0.016922571725927198 -0.010749403904687689 0.020328927511321149 -0.0092357257423169112 -0.0017005548959094265 0.048093071594375619 -0.068935281794663975 -0.061127916497191959 0.011730060739386606 0.0023288631145908555 0.035533164845063261 0.068612377558739113 0.017523328122655012 -0.037634242528247389 0.017040872498472574 -0.002806284961900129 0.0351367979947503 0.015388774416170148 -0.041013762535153771 0.053749092788177667 -0.039457842113542467 -0.004155483665869362 -0.034224753422137794 0.017762899779896563 -0.011411663110924661 0.018967167770337967 0.041294615682664848 0.0084093276026571875 -0.030143002776259881 0.045747970876691718 0.038973045264259057 -0.058650968806452 -0.02309547632565024 0.011616519806709654 -0.032587837534949114 -0.046944136682618355 -0.060005612300045967 0.023219513239556955
leaf_weight=1415.3108543902636 1795.2223021239042 228.18706238269806 3540.7954949364066 191.26594679802656 5774.1870510652661 157.5268864184618 421.57934662699699 11.191460356116293 1364.3847444057465 413.81849923729897 2329.5235906466842 1984.2555965259671 46.170487642288208 2456.0691549926996 12.060246005654333 174.94290827214718 136.97340960800648 2106.5714880004525 1643.5643569976091 889.37276009470224 531.7242508456111 225.36714878678322 64.286180570721626 101.03147684037685 14.882161378860472 17.743417665362358 1245.5421075224876 772.63224211335182 1287.3407586589456 53.441060453653336 122.46638549864292 17.478159010410309 208.78928441554308 851.19002084434032 790.6345896422863 22.922312363982201 45.121155202388763 187.30981186032295 107.48717647790909 433.87604331970215 12.713878795504568 285.88432344049215 107.08704152703285 196.16409793496132 228.37670148909092 24.006361961364746 30.399699121713638 12.164347678422926 103.02359106391668 12.378200501203535 10.73061177134514 12.379365324974062 19.270858928561211 10.604965038597582 29.375489890575409 17.519423395395279
leaf_count=6532 9136 994 22604 1051 28074 687 1986 59 5797 2423 11449 8756 206 12078 60 858 605 9709 7124 4040 2598 1003 297 449 68 82 5889 3351 10819 258 563 73 1010 3784 3905 138 193 861 500 1859 54 1801 491 1446 1010 113 165 69 750 60 50 59 108 51 155 90
internal_value=0.000124331 -0.00488591 -0.00753169 0.0122649 -0.0115039 0.000182036 0.00844227 -0.0194326 -0.0203487 -0.00183856 0.00600259 -0.00697157 -0.010898 -0.00739497 0.00787352 0.00255286 0.00438925 0.00603729 0.00539964 0.000981163 0.0156515 0.0228101 0.0318918 0.00900069 0.0263441 0.00931898 0.0144583 0.0122559 0.0277309 0.0500994 -0.00450756 0.0272148 0.0034009 -0.00658646 0.0291825 0.0322401 -0.00472969 0.0414044 -0.0219148 -0.00639384 0.0296301 0.0164633 -0.0213759 0.0333426 0.0314083 -0.0308435 0.00432546 -0.00558104 0.0233816 -0.0108957 -0.0184671 -0.0364423 -0.00652355 -0.0154034 -0.0467511 0.00562703
internal_weight=35306.3 24992.3 20700 10314 13663.8 7036.22 8111.59 4969.81 4905.18 6614.72 2743.34 8693.99 5820.36 3871.38 4292.32 4464.46 4146.25 3901.79 3805.56 2873.63 3647.13 1756.52 421.501 1890.62 2202.39 2867.82 1346.57 2416.2 2136.27 64.6325 544.046 486.756 434.156 937.747 1322.36 1525.7 896.311 344.837 244.461 451.619 469.278 610.574 318.201 1483.5 456.564 198.949 221.666 119.251 388.908 76.6644 66.1165 37.8665 42.1932 22.9843 41.4357 28.25
internal_count=178400 122920 104181 55480 69794 34387 38884 28718 28401 32482 13872 41076 28280 18610 18739 21481 19950 18845 16608 12796 17403 8516 1905 8887 16596 12416 6338 10475 16278 317 2549 2131 2013 4192 6503 12511 3977 1548 1105 1941 2058 3767 1531 12265 2004 971 1216 560 2551 357 318 178 246 110 215 140
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=61
num_cat=0
split_feature=2 23 17 2 25 23 17 1 0 0 25 2 2 19 23 23 3 17 1 23 17 17 0 23 3 0 23 2 3 15 15 17 15 1 23 23 19 2 17 25 23 16 0 25 23 1 2 19 22 23 16 1 16 16 23 23 23 19 23 16
split_gain=806.986 325.978 218.051 203.724 167.317 129.208 126.066 114.249 104.213 162.371 94.8127 90.2931 74.5646 74.1645 73.772 67.5328 59.2454 56.68 58.9124 56.0954 53.2638 52.7375 92.491 49.115 47.1602 44.575 41.561 36.2533 33.8496 29.9011 25.9265 25.1858 25.1272 24.9546 22.8276 21.7416 19.8346 19.4805 16.7631 16.2367 16.1805 15.894 15.3744 14.4528 13.9756 13.5078 13.4586 13.3891 12.6191 12.3513 11.7073 10.8494 12.0713 8.16865 7.19747 11.4976 7.45495 6.36354 6.07497 6.03264
threshold=2.0500000000000003 94.804710099785652 43.400000000001008 5.2500000000000009 1.0000000180025095e-35 95.021726565957707 21.300000000002004 98.750000000000014 12.65 43.550000000000004 1.5000000000000002 0.15000000000000005 1.1500000000000001 0.83870401307109221 92.993530851545856 96.999257296638959 93.250000000000014 25.549999999999276 68.850000000000009 96.98829157962912 32.299999999999507 44.600000000004009 42.95000000000001 96.078303379463236 95.65000000000002 28.050000000000004 96.992976890860362 1.0500000000000003 51.050000000000004 23.500000000000004 14.500000000000002 16.099999999999003 3.5000000000000004 98.65000000000002 92.942144845294635 94.016489530642517 0.14535380492165165 6.7500000000000009 11.899999999999752 1.5000000000000002 92.994091233462854 124.40000000000011 13.350000000000003 1.5000000000000002 95.727757542595711 95.15000000000002 1.0000000180025095e-35 0.60496802206509903 5.5000000000000009 92.993530851545856 90.099999999999014 96.750000000000014 141.14999999999966 611.84999999999957 96.005034935970045 96.99249095052734 96.001999482172607 0.66736505528316414 93.013729999541098 39.799999999999734
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 5 12 13 30 8 27 -10 11 14 16 17 -8 21 -3 49 -19 23 31 25 -23 -6 -14 -7 -21 -4 44 36 38 51 53 45 -31 -13 -12 -34 58 40 -32 57 -41 50 47 -15 -40 -22 -35 -2 -33 52 -5 -30 56 -56 -9 -17 -1 -45
right_child=3 2 7 20 19 15 10 54 9 -11 29 35 24 33 -16 41 -18 18 -20 26 28 22 -24 -25 -26 -27 -28 -29 32 34 39 43 37 48 -36 -37 -38 -39 46 42 -42 -43 -44 59 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 55 -57 -58 -59 -60 -61
leaf_value=-0.0098101645890980287 0.0018819195152321709 0.058362154313149478 -0.021679964641767951 0.0030904284680987699 -0.0053546674132662724 0.011084259153641484 0.012940753205931297 -0.042061870646624346 0.0076372948057411658 -0.0083747191012508368 -0.0052325070682940457 -0.038738427835171847 -0.020649817473863307 0.02715133542683287 0.0013406353639864993 0.06743461042466882 -0.021412404301423753 0.0069434336884320437 -0.0087229730659268111 -0.067358547654641457 -0.0611258185930241 0.02736963134373659 0.0017143217512262162 0.020976090437939271 0.020885031115665739 -0.00992196075720078 -0.017930449173108248 0.0091170372651474488 0.01313926485083345 0.042372075696121163 -0.0075866148956839482 0.016928821704868348 0.023834778929470009 -0.053245300660874233 -0.032712626054981007 -0.00052707549568346726 0.031033121776886233 0.034839007887807631 0.0042347822225139442 0.036226088773837678 -0.021377709324513921 -0.0041578190167751491 -0.012005800053589668 0.047532864092728375 0.022563220591163325 0.066892796492945633 -0.040652736589252982 0.0060403991260308014 0.00783212926449307 -0.0152349101274485 -0.0036583737015317488 -0.048603521665367633 -0.053169120395404383 -0.020047531292447875 -0.078019707735443533 -0.031954266749280417 0.0033620681147298126 0.04007395927006728 -0.052138244826426865 0.022367760271234546
leaf_weight=14.908661335706709 125.89143595099449 23.378611773252487 774.25992855429649 127.97775742411613 3024.9714379832149 1262.7165821120143 2030.6144704818726 84.86124125868082 3523.5879207625985 2875.2269866168499 40.750039547681808 148.57160430401564 110.59404175728559 243.93983098119497 4216.694882132113 70.399836197495461 5187.9919530004263 2222.0719924196601 822.08628202974796 52.102028042078018 18.089759506285194 1165.0247433781624 502.97366333007812 188.11741523444653 178.88674619793892 315.67855294048786 231.44657808542252 109.01305866241455 83.410034827888012 14.006795868277548 327.38250735402107 580.78751077502966 643.87797363102436 12.750572487711905 36.504940941929817 49.671738311648369 504.18556775152683 1071.4079091176391 399.90423234552145 29.144600212574005 607.06196023523808 10.985458835959433 38.149600401520729 49.027552701532841 17.361303836107254 23.435659527778625 17.426578685641289 12.579417094588278 25.112903654575348 647.21528369933367 78.375360421836376 13.164586275815962 10.302143320441244 23.842300601303577 34.156613186001778 22.447743646800518 10.10861463844776 30.440155170857906 19.648149333894253 46.309752099215984
leaf_count=83 543 117 3614 663 13450 5878 9084 411 16206 13961 176 692 600 1152 20287 321 30086 10581 3952 231 86 5670 2314 828 893 1457 1050 486 596 60 1672 3690 4451 59 151 239 2197 9310 2068 128 3554 50 168 364 90 119 88 59 116 2891 451 63 45 152 152 118 59 147 121 322
internal_value=-4.19869e-05 -0.00489965 -0.00901094 0.0117625 -0.0142464 0.00746952 0.00305282 -0.00267408 -0.00177979 0.000442498 0.00582043 0.00405692 -0.0196825 0.00153867 0.00511112 0.0147502 -0.0210545 -0.000357737 0.00271266 -0.00569439 0.0233289 0.0134342 0.0196334 -0.00381307 0.00501694 0.00688302 -0.0270129 -0.017879 0.0281483 0.0249099 -0.0103528 0.0133777 0.0292402 0.0252548 -0.0118918 -0.0291642 0.0283212 0.0307083 -0.000410738 -0.0148377 -0.016546 0.0529537 0.00888306 0.0171128 -0.0132841 0.0306347 0.0023604 -0.0335766 -0.0127358 -0.0124476 0.014481 -0.00523027 -0.00110103 0.00576181 -0.0456385 -0.0597514 -0.0372269 0.0591754 -0.0338769 0.035309
internal_weight=35183 24925.8 16431.2 10257.2 8997.49 7480.72 8494.63 7433.66 7282.09 6398.81 7041 6445.55 5500.85 4122.5 6247.31 3358.22 5211.37 3817.26 3044.16 3496.64 2776.51 3246.39 1668 3213.09 289.481 1578.4 283.549 883.273 1870.57 595.447 1453.63 905.945 1822.54 305.239 50.5117 198.243 544.936 1715.29 451.888 1001.74 934.444 111.825 67.2942 754.5 48.0305 267.375 417.331 30.6692 37.8635 773.107 659.163 151.444 138.28 107.252 151.574 56.6044 94.9699 100.84 34.5568 95.3373
internal_count=178622 123030 82262 55592 47255 35250 40768 35007 34267 30167 32886 30302 31696 19413 29371 15837 30203 17967 14533 15559 20342 15319 7984 14278 1493 7335 1281 4100 14744 2584 7882 5598 14509 1446 211 931 2373 13761 2360 5522 5226 518 296 4827 235 1271 2156 145 175 3434 4141 771 708 748 740 270 470 468 204 686
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=63
num_cat=0
split_feature=2 13 12 21 2 21 21 1 1 13 16 12 1 20 20 21 19 20 20 21 20 16 0 20 14 25 21 18 21 20 20 21 21 21 20 1 25 16 20 20 16 2 21 20 20 18 16 0 18 19 2 1 16 15 14 21 20 20 21 25 21 0
split_gain=732.405 300.746 297.318 198.761 190.205 109.788 105.913 105.045 103.097 100.811 95.7909 92.8252 87.241 80.7249 189.69 89.545 78.0889 46.7947 49.2799 44.9739 38.2395 37.5098 33.1768 32.2428 28.345 27.9584 27.5859 31.072 26.4725 25.9313 25.722 25.3847 44.751 28.161 21.5788 20.4089 20.2752 18.6676 17.7134 38.4623 24.1755 17.3904 15.9416 10.9015 20.5957 26.5583 10.6593 10.3648 9.78575 13.4389 9.08514 7.27525 6.97009 5.89009 5.74894 5.74414 27.818 4.98816 4.65962 3.66865 2.9497 0.670652
threshold=2.0500000000000003 1.0000000180025095e-35 1.0000000180025095e-35 24.848813425663526 5.2500000000000009 47.341199691066684 11.659677164108247 99.250000000000014 98.550000000000011 1.0000000180025095e-35 321.04999999999933 1.0000000180025095e-35 67.050000000000011 7.4041666666666677 7.3708333333333345 22.336257309941523 0.16698528706766574 7.8916666666666684 8.3500000000000014 25.086358250521091 8.5625000000000018 500.00000000000097 16.150000000000002 5.991666666666668 1.0000000180025095e-35 1.5000000000000002 22.223237120935334 226.56250000000003 16.968322672740385 7.7208333333333341 8.1708333333333361 27.163258407977022 26.541816739913425 47.55706157453703 5.6500000000000012 83.050000000000011 1.5000000000000002 108.54999999999929 6.3375000000000012 6.2875000000000005 77.249999999998195 45.750000000000007 32.526600820517835 7.1916666666666673 6.5666666666666673 212.1491666666667 54.54999999999928 22.050000000000004 430.03666666666669 0.70481938937649935 7.0500000000000007 63.850000000000001 43.349999999998552 7.5000000000000009 1.0000000180025095e-35 17.831196581196583 7.4125000000000005 7.9041666666666677 32.597481573125599 1.0000000180025095e-35 33.684121263514953 19.850000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 13 5 9 17 16 10 11 -8 21 -13 14 -4 -15 -5 23 -19 20 24 -2 25 -1 34 41 43 31 -22 38 36 32 -28 -33 -6 46 -31 50 39 -7 -40 -21 -10 44 53 -46 -11 -26 49 -29 -24 -39 -27 -3 -30 57 -57 -45 -37 -50 -9 -32
right_child=4 26 3 7 19 29 8 60 42 35 -12 12 -14 15 -16 -17 -18 18 -20 22 28 -23 37 -25 47 52 27 48 54 30 61 33 -34 -35 -36 58 -38 51 40 -41 -42 -43 -44 55 45 -47 -48 -49 59 -51 -52 -53 -54 -55 -56 56 -58 -59 -60 -61 -62 -63
leaf_value=-0.027180544904258447 0.014362447681893121 -0.015021319480298287 -0.011657202709222266 -0.017391241501194785 -0.0097040351674100682 0.030645091865909992 0.0069834701402808081 -0.068390620876448913 -0.053995289825184083 -0.022329329657312172 -0.019258622418753243 0.0066256752374195971 -0.010395022067273255 -0.027801376496350411 0.063555056854081124 -0.0016146649167609593 0.00066068286561792977 -0.064025384587656123 7.8937094408300303e-05 0.015439000052956326 0.037200432311602562 -0.01254217619918139 0.028945466229574987 -0.001427389427472156 0.020983536800342376 0.050649985120777091 -0.0075932459081135958 -0.028124316463332685 -0.055153248198426263 -0.035436614023023928 0.044152391109929072 -0.023000825385056854 0.05802063354498898 0.042591872783123277 0.014525710177711097 -0.056889017922343271 0.022695379094032513 0.024079502790763714 0.052593335629306209 -0.034619253655389176 0.012279867488175758 -0.053971887912865349 0.0026741035933622571 -0.051866156852010882 0.0020338414061495803 -0.03153973814182847 -0.0032256740301597462 0.038332138584225559 -0.041844637413457085 0.037454193781994868 0.039420598124921311 -0.0046601737058467171 0.028549888371377331 -0.039968389627374805 -0.014512760748161158 0.05751421134401883 -0.039262083848885326 -0.032975127327024893 -0.02702647201290985 -0.072624483782720808 -0.043476179780882813 0.062590838769573651
leaf_weight=168.52892200648785 2930.3873128071427 26.265128523111343 4968.2383154705167 664.59050692617893 112.4141678661108 227.2078048363328 8134.0645856559277 54.225407242774963 83.853131204843521 188.75129804760218 363.28112250566483 2380.1096762567759 1101.145016759634 1558.681148506701 85.270491614937782 412.93835370242596 6077.1474783718586 85.366482675075531 46.208381980657578 558.22929944097996 12.977470412850378 135.53997021913528 323.82288052141666 435.88281850516796 221.45620051026344 67.975577265024185 171.77804494649172 288.19852458685637 31.94648327678442 38.555309414863586 11.355866454541685 339.34851464629173 30.618705078959465 17.192586794495583 503.29881682991982 39.55584143102169 24.550402395427227 51.288797304034233 168.06296303123236 25.065211102366447 47.756663419306278 9.1721949726343137 14.565783858299254 114.4027778878808 102.30157528817654 138.85545133054256 119.08888287842274 140.85072000324726 64.683509543538094 8.0300134569406492 573.72141556441784 38.587531410157681 75.086476750671864 238.58627434819937 11.959400214254854 8.1844489425420743 80.080498024821281 50.310965016484261 19.503661721944809 11.384746909141539 15.212885290384291 8.7173855453729612
leaf_count=749 14043 176 28337 2969 649 1428 35103 267 355 863 1547 10517 5032 9522 418 2073 27217 385 201 4064 80 617 2366 1907 1651 579 1048 1886 170 196 67 2037 180 75 2987 220 127 372 1046 136 275 43 62 968 747 1015 524 1230 500 46 5211 289 594 1990 57 44 637 444 100 56 69 59
internal_value=-3.99622e-05 -0.00466896 -0.0031835 -0.00783515 0.0112434 0.00711194 0.00371357 -0.00174902 0.00527225 0.00539981 0.00586156 0.00682904 0.00124191 -0.0137359 -0.0103881 -0.0223168 -0.00111885 -0.0144906 -0.0415123 0.0225294 0.0143136 0.013173 0.0275372 -0.00860818 0.0166315 0.0192974 -0.0250304 -0.0192636 -0.0255391 0.0285856 0.00286044 -0.0118097 0.00233286 -0.0198379 0.0101019 -0.0201042 -0.0128212 0.0334658 0.0331569 0.0241606 0.0436728 0.014317 -0.0456083 -0.0321058 -0.0278688 -0.0172974 -0.014939 0.027728 -0.0304545 -0.0263466 0.0356413 0.0117404 0.0390507 -0.0374944 -0.0440833 -0.0405807 -0.0302884 -0.046096 -0.0470273 -0.0464513 -0.0629322 0.0521598
internal_weight=35056.4 24858.3 23168.1 13836.3 10198.1 7465.35 9331.75 6811.18 8595.76 6914.08 8497.35 6547.18 3481.25 7025.13 5053.51 1971.62 6741.74 735.987 131.575 2732.79 1034.9 3065.93 1697.88 604.412 978.02 710.464 1690.22 931.235 56.8834 551.272 83.179 558.938 202.397 356.541 615.713 366.9 63.1057 987.421 468.093 252.273 215.82 567.401 98.4189 758.987 506.008 241.157 307.84 362.307 372.297 296.229 897.544 89.8763 143.062 264.851 43.9059 252.979 88.2649 164.714 59.0595 76.0683 69.4383 20.0733
internal_count=178622 123030 111181 70872 55592 35250 40309 30522 37067 31916 36650 30209 15549 40350 28755 11595 30186 3242 586 20342 6824 14660 13518 2656 6517 5280 11849 5828 307 3334 449 3340 1228 2112 3636 1707 323 8238 2885 1564 1321 4107 417 6021 3928 1762 1387 2881 2488 1932 7577 661 1173 2166 227 2093 681 1412 320 556 336 126
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=59
num_cat=0
split_feature=2 23 17 2 21 25 21 20 20 23 23 21 13 23 21 20 21 23 21 20 20 12 21 23 20 3 17 15 3 20 21 20 23 23 1 18 25 21 23 2 17 15 18 25 20 21 2 1 23 23 2 20 17 20 15 17 21 17
split_gain=665.343 292.214 200.415 177.752 175.484 148.691 117.431 173.112 138.434 106.423 166.689 106.122 98.8978 89.7511 86.653 82.4243 75.4756 69.8408 68.9599 66.153 77.8989 62.1197 60.0708 53.0239 48.552 42.4164 38.4482 35.0693 30.8228 26.717 23.3081 23.1887 41.277 22.9797 20.4691 20.1475 19.8961 19.6232 19.1311 18.5503 18.453 17.4528 16.4561 15.4068 15.1195 14.1036 14.0937 13.5057 13.2645 12.453 10.1299 9.31 9.15199 7.44653 3.72728 2.61961 2.58702 0.763307
threshold=2.0500000000000003 94.804710099785652 43.400000000001008 6.1500000000000012 49.156487077279159 1.0000000180025095e-35 12.47684210526316 6.6916666666666673 6.8875000000000011 97.015045772664749 96.952992361115022 47.341199691066684 1.0000000180025095e-35 95.035084192430929 34.105131981420648 7.3125000000000009 8.3236640687799284 97.028918780134944 66.369153622645058 9.6333333333333346 7.2791666666666677 1.0000000180025095e-35 20.211690945970869 95.038577816868738 6.2250000000000005 51.050000000000004 32.299999999999507 14.500000000000002 95.550000000000011 8.5625000000000018 54.240983643610015 7.7208333333333341 94.830639493121382 95.118830512887854 83.050000000000011 515.93500000000006 1.5000000000000002 25.086358250521091 95.065706524210995 0.15000000000000005 42.10000000000128 3.5000000000000004 468.29083333333341 1.0000000180025095e-35 6.8291666666666675 31.560925224576675 11.15 98.450000000000017 94.994762043900153 94.075337073418197 46.750000000000007 7.3000000000000016 31.799999999999503 7.8208333333333337 13.500000000000002 26.299999999999503 32.597481573125599 33.500000000000462
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 11 6 17 16 14 -9 10 15 12 13 21 -8 -4 42 22 43 20 -7 -2 -3 -15 -12 50 37 -18 30 41 -11 33 57 38 45 40 -34 47 -13 -19 -20 -28 -1 49 -30 -14 -39 -27 -31 -6 -5 54 -35 -45 -52 -21 -36 -33
right_child=3 2 9 25 18 19 7 8 -10 28 24 31 34 23 -16 -17 27 39 35 55 -22 -23 -24 -25 -26 26 29 -29 44 48 -32 32 36 52 56 -37 -38 46 -40 -41 -42 -43 -44 53 -46 -47 -48 -49 -50 -51 51 -53 -54 -55 -56 -57 -58 -59
leaf_value=0.013955366421240345 0.0091088412970285384 -0.025680586245474608 0.0020726833484100075 -0.043168113493767132 0.044908302738584004 -0.002000223925302531 -0.0077117324082920605 0.03802421519288457 0.0079209132671507181 0.022788454336251023 -0.0062534867635723598 0.025650456440685421 -0.019079882758706403 0.049289638497749873 0.0077047337509647193 -0.01088032132353553 -0.011676844816216531 0.008956335727570262 -0.016755532307189219 0.047240497918705604 -0.019982443468199305 -0.00319884488562884 -0.014892055934982343 0.01254361006509299 -0.03887617238332805 0.0070284284892540893 0.0071061309388160384 -0.034900210799409394 0.041624434075031733 0.030029429942552678 -0.051229135353625978 0.042045161250022389 -0.039121686385411775 0.028213474097165642 -0.052761225513972658 -0.059609585248841392 0.019219869614577625 0.017210625926027845 -0.031447281784166441 0.058314372090644086 0.027540230153473136 0.032465513900906379 0.065494481125202272 0.027416351818055875 0.086800704949458685 0.0066775559712291994 0.039666283690967835 -0.044735221217309856 -0.032816219420020241 0.081808123239639208 0.025163939401233393 -0.042572514606275119 0.050957768665484876 0.046824900237908196 -0.0087396456903458437 0.075552908736774671 -0.031141519018850334 0.059671924828844508
leaf_weight=67.20409469306469 1869.7386027723551 2180.6619338616729 4996.6656824424863 22.21155096590519 137.98204766213894 2677.1725086942315 3056.4235426113009 455.80054003745317 2355.6049441918731 109.44585449248552 159.70837223529816 291.43333990871906 261.4806909635663 101.74575872719288 1298.835845939815 1628.416200183332 314.79500909894705 51.018847398459911 52.355926632881165 13.709506154060362 777.07212778180838 2269.7967805191875 3159.9705647230148 2795.5546178594232 398.97600942850113 241.1965641528368 71.769165992736816 336.15107337385416 69.541734240949154 12.655335843563078 11.780854880809782 8.9301609322428721 40.698146559298038 62.956540308892727 40.202705755829811 14.783625811338423 22.80022619664669 335.21033351868391 15.448042966425417 30.366172790527344 42.676547095179558 1241.3687558844686 20.126183852553368 218.51234991848469 25.243641227483749 66.70212621986866 88.27405584603548 13.295641757547854 24.947546489536762 27.406052142381668 19.661071911454201 10.607759431004522 148.68897242099047 63.864752441644669 13.794313326478003 20.219726145267487 21.098645657300949 19.66982115060091
leaf_count=320 9337 14509 23394 98 573 11868 14745 2115 11412 514 717 1887 1191 472 5675 7953 1681 245 238 61 3546 10344 16810 13109 1945 1413 539 2101 318 88 53 55 207 353 227 74 116 2340 97 132 215 11087 100 1094 113 289 672 66 136 112 103 54 999 313 68 84 108 137
internal_value=-3.85404e-05 -0.00445337 -0.00836501 0.0107557 0.0030856 -0.013416 0.00117336 0.00312933 0.0128014 -0.00228307 -0.00332285 0.00737443 0.00572693 0.0070844 -0.0031142 -0.00111111 -0.0178138 -0.0185967 0.0301959 -0.0053631 -0.00604553 0.00236027 -0.0192972 0.013834 -0.0295505 0.023727 0.0250129 -0.0236695 0.0322962 0.0298895 0.0155954 0.0274111 0.00429154 0.0315175 -0.0187987 -0.00531047 -0.0181731 0.0152972 0.0227762 0.0273727 0.00313651 0.0310795 0.0258331 0.038904 0.053656 -0.0138448 0.0218914 0.0043241 -0.0116654 0.0510229 -0.0156355 -0.00175671 0.0441922 0.031806 0.0111848 0.0641129 -0.0453202 0.0541681
internal_weight=34904.4 24772.5 16310 10131.9 8462.52 8910.19 7904.94 7166.66 2811.41 7399.78 7183.77 8036.95 7426.32 7036.84 4355.26 6625.08 738.276 5422.02 557.581 3488.17 3454.24 4139.54 5340.63 2897.3 558.684 2094.99 2028.72 650.946 216.012 1350.74 121.227 610.625 92.0984 518.527 389.484 109.816 63.4984 677.977 306.881 81.385 95.0325 1313.14 87.3303 447.765 94.7854 328.183 423.484 254.492 37.6029 165.388 66.2747 44.0631 211.646 282.377 33.4554 33.9292 61.3014 28.6
internal_count=178622 123030 82262 55592 40768 47255 38149 33947 13527 35007 34009 38928 35077 33262 20420 31347 4202 31696 2619 15559 15414 19681 31319 13581 2662 16664 16341 3782 998 11850 567 3851 515 3336 1815 527 323 4491 1984 377 453 11626 420 2092 431 1480 3012 1479 224 685 323 225 1352 1407 171 145 335 192
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=61
num_cat=0
split_feature=2 13 12 17 23 23 17 16 26 21 17 23 14 21 21 21 17 17 16 16 21 18 23 23 23 23 14 18 23 21 23 21 3 25 17 25 18 18 15 16 18 21 2 21 2 2 22 21 2 23 22 25 18 2 21 15 23 17 16 23
split_gain=613.752 334.099 347.626 198.64 147.183 140.498 110.493 94.5113 91.4977 66.0128 62.7847 59.5398 58.1441 68.5622 57.753 49.6621 44.257 39.1906 35.2165 31.7318 31.3593 31.9384 29.6294 33.5544 28.7501 28.2748 23.8626 20.8382 19.4496 21.32 17.3894 16.3644 14.5605 13.6732 13.6356 13.3959 12.4085 12.5096 12.305 12.0741 11.6241 11.1466 10.9371 10.5227 9.3652 8.64883 7.66301 6.45432 6.19202 6.09423 5.77643 5.11434 4.71443 7.35495 4.57761 5.13676 3.1601 3.5489 0.918797 0.751952
threshold=4.0500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 21.300000000002004 92.998819010110978 97.015045772664749 31.549999999999276 321.04999999999933 1.0000000180025095e-35 11.570553374803588 16.599999999999003 92.006529031807261 1.0000000180025095e-35 38.236579905489741 20.555907507127024 50.00308399795442 12.200000000002548 12.200000000002548 134.80000000000021 44.599999999999007 22.223237120935334 226.56250000000003 95.08064210916146 94.994762043900153 92.977870356643635 95.980003978074734 1.0000000180025095e-35 139.97583333333338 94.023960459741303 11.570553374803588 95.955699400998128 26.288050671204392 91.450000000000017 1.5000000000000002 32.299999999999507 1.5000000000000002 430.03666666666669 392.46500000000009 10.500000000000002 21.299999999999503 456.19666666666672 11.659677164108247 9.1500000000000004 52.330713598320266 5.5500000000000007 3.1500000000000008 5.5000000000000009 69.420747949000273 24.250000000000004 93.998952691492249 5.5000000000000009 1.0000000180025095e-35 448.4591666666667 6.1500000000000012 26.725918221685514 16.500000000000004 91.941257599583437 39.299999999999507 41.849999999998552 94.958945778284374
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 14 11 -6 15 9 10 -8 39 -5 13 18 30 16 -1 -16 -12 31 24 22 23 -22 27 -24 34 -3 32 -30 -4 44 -14 -15 40 -9 37 -23 45 54 -21 -41 -43 -17 50 -26 -29 -36 -46 -40 -10 -38 53 -33 59 -56 -28 -58 -54 -2
right_child=8 20 3 4 5 -7 7 35 19 -11 12 -13 28 33 17 43 -18 -19 -20 26 21 36 25 -25 38 -27 56 46 29 -31 -32 52 -34 -35 47 -37 51 -39 49 41 -42 42 -44 -45 48 -47 -48 -49 -50 -51 -52 -53 58 -55 55 -57 57 -59 -60 -61
leaf_value=-0.02382189598480353 -0.058727298534425668 0.054227074146042942 -0.024089629307481712 0.0014474984453775373 -0.0063821568999577749 0.031520795023508665 -0.0066445171768502306 -0.017316330031973377 -0.020897224225691478 0.011441498785103569 0.0086939273801697262 0.020366211396099211 0.019444651007164315 0.022166704237218653 -0.031109700871908105 0.047121254053873865 -0.0016208599056512401 -0.010117734188698421 -0.010938385857482033 -0.0057150268872952457 -0.0081081362439222975 -0.027199335608532868 0.031048315949962497 -0.039567791245443053 -0.025058287479192039 -0.0069512912547116104 0.0064471034388264986 0.002982255196619793 -0.0019860174347372077 0.032996538989397819 -0.038963808154507777 0.031121329683258054 -0.010725468593345194 0.042762285868616003 0.022368962111261041 0.0070087440174971946 -0.039388341456573848 0.0024551997171910014 -0.0469459159532222 -0.049230610605233385 0.041244808953845309 -0.0081833423480383062 0.019422696606373375 0.016470403291198681 0.039681287448385789 0.010354048302964814 -0.031526573194940642 -0.0071451123371069573 -0.010331115790011986 -0.033880072880559907 0.017267305072085175 -0.072070632935928497 0.055915693480486431 0.047618791010463402 0.0061356338414256459 -0.044001388973302628 0.0246884495941486 0.049539205494890916 0.035975861197945096 -0.040497042807432521
leaf_weight=240.42023003846407 11.43659456074238 13.96447044610977 634.17226960510015 893.40571148693562 11677.720446318388 249.72057550400496 545.56497487425804 377.85033419728279 11.983423113822935 6706.7888299152255 1817.9832779169083 778.05902646481991 325.14384280145168 495.64816133677959 261.08029879629612 32.581117138266563 3385.546597212553 1498.363390237093 261.2500187009573 94.490628682076931 250.32917197793722 284.20143117755651 67.701336815953255 128.14715230464935 154.28879357874393 176.775196172297 5.6166014298796645 34.461035624146461 47.232942648231983 559.1255064830184 284.71877703070641 116.49685963243246 45.599534019827843 96.232762195169926 359.07126126438379 66.569931894540787 71.481714561581612 40.650043770670891 108.09281422942877 13.794109255075453 15.313564516603945 190.42484841495752 44.207878187298775 199.22267924249172 75.798305816948414 19.411257654428482 30.172123461961746 19.531488388776779 6.7392071634531012 511.82537263631821 57.432776778936386 14.378014430403708 75.040584862232208 160.82635120302439 11.018604643642904 9.5248894467949849 17.554891407489777 79.103826202452183 6.2590606510639182 11.191882550716398
leaf_count=1325 51 58 4373 3978 57654 1146 2294 1617 64 29246 9848 3438 2576 3740 1551 151 14753 7834 1315 570 1442 1826 386 786 1065 1054 46 165 321 4256 2148 777 255 828 2572 286 543 261 900 61 90 883 257 896 584 83 171 188 45 4285 305 71 598 1547 56 51 125 726 51 50
internal_value=-3.66798e-05 -0.00277143 -0.00138457 -0.00609263 -0.00364135 -0.0055886 0.00524781 0.0087094 0.0160958 0.010081 0.0125344 0.0102541 0.0143189 0.0105012 -0.0185387 -0.00165853 -0.0030929 -0.0132327 0.00622718 0.0288369 -0.0230239 -0.0171323 -0.00999595 -0.01876 -0.0300059 0.0035717 0.020946 -0.00116034 0.0247555 0.0302715 -0.0286984 0.0379658 0.0157339 0.0255153 0.0163472 -0.0136727 -0.0279565 -0.0234885 -0.0328627 -0.00979136 0.000834108 -0.00555 -0.002982 0.0207785 0.0242142 -0.0211009 -0.0131272 0.0208464 0.0355978 -0.0361583 0.0106789 -0.0448613 0.0437926 0.0406886 -0.0341977 -0.0171101 0.0429073 0.0450259 0.0543806 -0.0497107
internal_weight=34778.7 29737.7 27831.8 16277.2 13598.9 11927.4 11554.5 7696.77 5041.07 7252.35 3939.81 1671.46 3648.22 2671.11 2678.33 3857.77 3625.97 1759.44 2079.23 1101.26 1905.88 1033.66 622.953 378.476 872.216 244.477 590.682 78.5976 977.102 606.358 918.891 510.577 370.743 591.881 488.407 444.42 410.711 324.851 793.618 291.599 109.804 248.427 234.633 231.804 151.954 173.7 64.6332 378.603 82.5375 619.918 69.4162 85.8597 358.623 277.323 43.172 20.5435 102.275 96.6587 81.2996 22.6285
internal_count=178622 145786 132690 82122 66216 58800 50568 33443 32836 31540 24548 7416 23139 15731 15906 17125 16078 9385 11163 8288 13096 6369 3668 2228 6727 1440 4317 394 7408 4577 6521 3971 2831 4568 3420 1903 2701 2087 6333 1409 660 1201 1140 1047 998 1148 336 2760 629 5185 369 614 2973 2324 208 107 897 851 649 101
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=63
num_cat=0
split_feature=3 23 23 21 21 21 26 21 20 16 1 21 20 20 23 23 16 21 21 3 21 21 3 3 23 23 0 20 15 22 20 20 1 0 18 20 21 21 20 17 16 20 19 20 18 20 17 16 18 23 3 18 25 21 0 16 16 20 19 0 18 15
split_gain=433.873 256.341 209.686 194.288 182.159 143.118 141.225 128.735 122.047 120.995 133.89 113.147 156.306 113.471 108.133 101.672 97.1185 71.3161 67.6171 66.1538 66.0482 39.3993 36.6976 35.2625 35.6901 33.8274 28.9401 28.4984 27.9138 23.727 47.4941 22.8725 29.954 22.4805 21.6115 20.4271 19.1272 18.8006 17.7807 17.5832 17.2241 15.9032 15.6054 14.1762 14.1138 14.0021 13.6894 12.5263 12.206 12.0966 10.7466 10.6243 10.5551 10.3723 6.3122 5.43543 5.11377 4.8264 4.71357 4.22043 2.98775 1.0141
threshold=94.950000000000017 94.804710099785652 97.028918780134944 20.211690945970869 47.341199691066684 49.156487077279159 1.0000000180025095e-35 64.569712312329898 7.2875000000000005 24.799999999999503 97.750000000000014 12.47684210526316 6.6916666666666673 6.8875000000000011 96.112842503601186 95.982013764432693 155.39999999999876 34.105131981420648 8.3236640687799284 95.550000000000011 66.369153622645058 12.264677643042567 90.450000000000017 90.65000000000002 95.035084192430929 95.035084192430929 17.450000000000003 6.7458333333333345 14.500000000000002 5.5000000000000009 8.0666666666666682 7.1375000000000011 68.050000000000011 15.950000000000001 287.15083333333342 6.679166666666668 43.675646109667724 10.493509557579142 6.9041666666666677 49.399999999999842 75.049999999999287 7.8208333333333337 0.71453076231988277 6.3375000000000012 426.25666666666672 5.6625000000000005 13.399999999999752 50.399999999999757 476.70666666666671 91.021329629720654 51.050000000000004 285.51583333333343 1.5000000000000002 54.240983643610015 22.050000000000004 84.900000000000105 28.299999999999503 5.4500000000000002 0.28669657706411705 16.050000000000004 325.08250000000004 17.500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 5 3 8 6 11 9 14 15 23 16 18 17 -14 -5 -3 -11 -13 42 33 26 -10 47 46 -25 36 41 -12 -20 55 40 32 -21 35 -9 -4 -24 -27 -28 45 43 -7 -2 -31 51 -22 -1 50 -33 -49 -8 -32 -42 -35 -41 57 -46 59 -57 -6 -60 -59
right_child=1 2 19 7 29 20 22 34 21 10 27 12 13 -15 -16 -17 -18 -19 28 31 39 -23 25 24 -26 37 38 -29 -30 30 44 48 -34 53 -36 -37 -38 -39 -40 54 52 -43 -44 -45 56 -47 -48 49 -50 -51 -52 -53 -54 -55 -56 58 -58 61 60 -61 -62 -63
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leaf_weight=9.1912254691123945 60.795342862606049 1966.491330370307 34.728120669722557 9038.6247206628323 22.249713189899921 148.05105273425579 8.6866817176341993 60.953807443380356 584.7707504555583 4893.2815933898091 287.25753583759069 2858.4649098068476 439.87426856160164 2193.4442193880677 1046.1693139076233 1695.3652892261744 832.57399155199528 1249.3236012756824 296.7583991214633 111.09567226469517 38.30045211315155 1050.8018375486135 744.39472523331642 802.93405310064554 505.56722728163004 11.716177172958849 112.86569584906101 331.39817789942026 320.78524924814701 335.63243903964758 25.723598547279835 29.160899698734283 47.661442473530769 83.273747608065605 73.098381265997887 24.643433026969433 76.487498201429844 541.8517187461257 118.42427337169647 14.636004254221914 121.85520257055759 50.061880350112915 17.142189130187035 219.18026386201382 9.6594574227929098 28.361851304769516 310.74603678286076 14.455807097256182 12.170335188508032 178.59887989610434 238.9114279076457 17.058101184666157 40.173308655619621 19.439255818724632 25.831347197294235 9.8763249069452304 23.662123076617718 105.0657050460577 8.9436349272727984 30.138677805662155 12.877704754471777 14.278501473367212
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internal_value=-3.50419e-05 -0.00379799 -0.00747107 -0.00834891 0.00828734 0.00351695 0.00621405 -0.00432052 -0.0161197 0.00334842 0.00646897 0.00171761 0.0036986 0.0132078 -0.00496754 -0.0110477 0.0088565 -0.00239732 -0.0174836 0.0301374 0.0284567 -0.0274755 0.0188015 -0.00880944 -0.0124476 0.014776 0.0372191 -0.0156284 -0.0230221 0.0286547 0.0247465 0.0493705 0.040745 0.00639479 0.0443554 -0.0180973 0.00833449 0.024328 0.0492325 -0.0066654 0.0287337 0.0231939 0.0264014 0.0329221 -0.0128094 -0.0224479 0.0060703 0.0313576 0.0825022 0.0218106 0.0388015 -0.0318124 0.0143918 0.020552 0.0193333 0.043888 0.0115887 0.0473992 0.0248644 0.0347479 0.0118929 0.0529528
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internal_count=178622 119341 80709 79076 59281 38632 51730 48107 30969 41389 32988 36093 32058 12692 47483 21221 29898 19366 4035 1633 2539 9748 10341 8401 6240 6750 2024 3090 3663 7551 5910 903 721 730 624 274 3959 2791 1125 515 5514 899 372 4387 396 309 2161 3591 182 1520 2071 221 1127 456 206 1641 175 1416 225 489 156 927
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=60
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split_feature=2 26 17 14 21 23 1 21 14 23 17 21 20 0 17 23 0 17 16 21 16 23 23 19 0 17 25 17 0 15 1 17 2 23 20 14 21 23 23 21 17 16 16 0 17 25 23 1 21 25 0 14 23 20 16 17 20 25 1
split_gain=517.129 330.079 242.146 184.906 194.475 135.261 112.023 85.8193 77.2615 56.8451 58.3003 47.668 49.0086 44.5966 42.165 37.7306 35.6106 52.892 42.4903 33.6879 27.9352 26.8582 29.2576 42.9778 26.3686 24.6899 24.5482 23.867 42.2735 22.4846 19.5447 19.2049 19.1797 16.4996 28.2141 16.1189 15.3759 15.1499 18.1923 15.1012 13.6264 13.5831 12.0947 11.4063 11.3366 9.9491 11.5352 9.74475 9.15124 7.88073 7.67147 6.82643 10.9141 7.53795 6.27906 6.06833 5.33425 3.85929 2.52863
threshold=4.0500000000000007 1.0000000180025095e-35 15.099999999999001 1.0000000180025095e-35 20.211690945970869 95.00288908977187 99.250000000000014 36.578626574563195 1.0000000180025095e-35 92.993530851545856 30.049999999999276 22.362103336710351 7.2875000000000005 13.250000000000002 24.549999999999276 93.003780710711752 29.850000000000005 40.300000000002008 71.100000000004016 23.046519563239311 421.30000000000115 93.995549286426296 93.990579618844805 0.47825204009842509 26.850000000000005 31.299999999999503 1.5000000000000002 11.500000000000911 11.750000000000002 18.500000000000004 55.45000000000001 19.049999999999276 0.35000000000000003 91.021329629720654 5.8625000000000007 1.0000000180025095e-35 33.18151311775474 92.993530851545856 94.036399572630572 11.570553374803588 13.699999999999365 175.0499999999993 73.049999999999287 17.450000000000003 20.549999999999276 1.0000000180025095e-35 95.029968440073034 54.650000000000013 47.341199691066684 1.5000000000000002 14.550000000000002 1.0000000180025095e-35 93.150779687945658 8.6000000000000014 233.5499999999993 58.700000000002554 6.2875000000000005 1.0000000180025095e-35 45.050000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 27 4 5 -4 -6 8 14 20 24 12 -5 32 37 -15 18 -18 -16 -13 33 22 36 -24 26 30 -11 51 35 -26 45 47 -12 34 -3 -29 -10 42 -39 -33 -30 48 -2 49 -35 46 -9 -23 -32 55 -51 53 -53 -1 57 -27 -56 -45 -47
right_child=7 9 3 11 6 -7 -8 25 21 10 13 19 -14 15 16 -17 17 -19 -20 -21 -22 31 23 -25 29 43 -28 28 40 -31 41 39 -34 44 -36 -37 -38 38 -40 -41 -42 -43 -44 54 -46 58 -48 -49 -50 50 -52 52 -54 -55 56 -57 -58 -59 -60
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internal_value=6.51924e-05 -0.00243664 -0.00487774 -0.00353227 -0.00586666 -0.0133082 -0.00221932 0.0150427 0.0112828 0.00899781 0.00723644 0.00518815 0.000599685 0.0103276 0.00685152 0.0124419 0.00986991 0.000585249 0.0142469 0.0106044 0.0245106 0.0229817 0.011088 -0.0388348 -0.00285849 0.0265978 -0.00123409 -0.0233458 -0.01976 -0.0399215 0.0160603 0.0284971 -0.00441927 0.0268507 0.0102421 -0.0059386 0.0156061 -0.00607196 -0.00965401 0.0314723 -0.0260296 0.0222236 0.0145934 0.0314293 0.0317285 -0.00474064 -0.0234506 0.00542018 0.0240668 0.0241342 0.0363057 -0.0334039 -0.0210086 -0.0365706 0.0361318 0.0191659 0.00764302 0.037222 0.0105192
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is_linear=0
shrinkage=0.05


Tree=46
num_leaves=60
num_cat=0
split_feature=2 13 12 17 0 17 0 17 16 21 21 14 21 21 13 23 17 23 21 16 17 23 23 18 17 0 1 17 1 22 24 21 2 23 1 21 23 16 0 23 21 18 13 25 23 21 1 12 16 3 23 21 19 12 18 0 1 23 23
split_gain=471.424 320.804 317.437 182.363 155.227 203.216 152.564 99.8016 92.0536 80.6855 77.591 71.7944 63.5815 51.6345 39.6229 37.2811 35.0126 31.4134 30.1304 29.3151 26.5943 25.2763 26.1743 40.4951 23.5773 19.4564 19.3297 18.4707 18.0147 17.9923 17.8435 15.5395 14.9963 13.8583 13.4527 13.1657 12.7442 12.3227 11.019 10.6155 12.0679 10.6299 8.95099 8.91183 9.99561 8.72143 7.23656 6.67197 9.34389 6.4983 5.87498 5.69569 5.40228 3.61336 3.44353 3.23628 1.06796 0.806105 0.300503
threshold=4.0500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 25.549999999999276 26.450000000000003 59.399999999999757 15.65 21.099999999999003 321.04999999999933 36.578626574563195 47.55706157453703 1.0000000180025095e-35 20.555907507127024 21.124218014908191 1.0000000180025095e-35 95.000527796297661 32.04999999999928 94.021931871373695 22.123599320882857 73.049999999999287 33.299999999999507 93.995549286426296 93.990579618844805 365.82250000000005 31.299999999999503 30.950000000000003 94.950000000000017 28.549999999999276 55.45000000000001 5.5000000000000009 1.0000000180025095e-35 27.603243056753495 9.3500000000000032 90.970759258051899 71.550000000000011 11.570553374803588 94.003290796968557 175.0499999999993 17.450000000000003 92.001625418421966 19.950495049504955 241.1791666666667 1.0000000180025095e-35 1.0000000180025095e-35 95.029968440073034 47.341199691066684 97.550000000000011 1.0000000180025095e-35 215.3000000000001 88.750000000000014 94.999490454301792 26.288050671204392 0.34574419105747373 1.0000000180025095e-35 478.8275000000001 28.050000000000004 99.450000000000017 95.002415878613903 94.998391457095352
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 12 6 -6 -5 18 10 11 -9 14 15 -14 16 -4 19 -18 29 -2 39 22 32 -24 28 -10 30 46 43 -1 33 -20 -13 -22 36 -29 -16 45 42 51 55 -42 49 44 -11 -30 -23 54 -49 -26 -36 52 -3 -45 -40 -41 58 -58 -28
right_child=9 20 3 4 5 -7 -8 8 25 24 -12 21 13 -15 34 -17 17 -19 31 -21 26 27 23 -25 38 -27 56 35 37 -31 -32 -33 -34 -35 50 -37 -38 -39 47 40 41 -43 -44 53 -46 -47 -48 48 -50 -51 -52 -53 -54 -55 -56 -57 57 -59 -60
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is_linear=0
shrinkage=0.05


Tree=47
num_leaves=58
num_cat=0
split_feature=2 13 12 17 0 17 0 17 16 21 26 21 13 17 21 21 23 23 16 1 17 0 17 1 21 1 11 24 20 0 1 20 3 18 23 20 21 18 18 20 0 20 18 16 21 1 20 23 23 20 0 12 20 18 1 23 3
split_gain=429.9 293.055 285.436 168.525 137.984 178.688 113.08 90.8321 83.5827 79.2653 78.899 61.041 58.2842 52.9478 45.9217 36.0442 59.6545 34.7361 30.1234 26.259 25.1116 24.873 54.6558 22.3775 20.041 19.3393 16.6373 16.043 15.4726 15.304 14.577 12.8167 11.8281 11.4269 10.3159 13.7396 11.4679 10.2937 9.19561 9.17108 8.96515 13.7091 8.41169 8.377 7.33748 10.2722 6.97317 6.42895 6.22551 5.15398 4.45109 9.11783 4.01668 3.48648 0.964917 0.56156 0.246967
threshold=3.8500000000000001 1.0000000180025095e-35 1.0000000180025095e-35 25.549999999999276 29.450000000000003 60.04999999999928 12.350000000000003 18.299999999999503 186.25000000000026 51.393691289886327 1.0000000180025095e-35 20.555907507127024 1.0000000180025095e-35 31.299999999999503 21.124218014908191 36.578626574563195 94.021931871373695 94.099604498812525 44.599999999999007 43.350000000000001 33.299999999999507 14.950000000000001 14.800000000002003 98.350000000000009 26.288050671204392 94.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 9.6333333333333346 16.150000000000002 97.050000000000011 7.2875000000000005 88.750000000000014 71.284166666666678 92.001625418421966 6.1625000000000005 19.950495049504955 241.1791666666667 315.4550000000001 6.3791666666666673 15.350000000000003 6.9208333333333343 327.0533333333334 26.500000000000913 35.720961281708959 77.65000000000002 6.2375000000000007 92.998819010110978 90.501605179721352 5.6625000000000005 52.850000000000001 1.0000000180025095e-35 7.116666666666668 448.4591666666667 99.550000000000011 95.002415878613903 93.850000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 11 6 -6 -5 21 9 -9 12 17 13 19 -13 16 -15 -4 24 47 34 22 -1 -21 31 27 -10 28 -22 30 38 46 -17 -14 35 -3 52 -38 -20 -23 43 -42 -33 -35 45 -31 -12 -2 -37 -46 53 -52 -36 -26 56 -56 -27
right_child=10 20 3 4 5 -7 -8 8 26 -11 18 14 33 15 -16 32 -18 -19 29 23 25 39 -24 -25 50 54 -28 -29 -30 44 -32 42 -34 40 36 48 37 -39 -40 -41 41 -43 -44 -45 49 -47 -48 -49 -50 -51 51 -53 -54 -55 55 -57 -58
leaf_value=-0.013318473156954598 0.0055283527746018343 -0.05057315158636843 -0.011611791624300864 -0.010836150928698952 -0.011847691524909195 0.0090229736441041746 0.0064481755527533262 0.0068473526896230506 0.0050500833314154562 0.027585940031811852 0.015861736977101078 0.026656978717373533 0.028584082312802628 0.0018869026675986862 -0.011311803247604444 0.040877062638174075 0.019861472325706297 -0.02943681348166249 8.6113823029296794e-05 0.0068094630287555873 -0.017016211624826642 -0.011308288582082745 0.011476105829371031 -0.025475006236890037 0.040236231459040782 -0.067737185030391556 -0.012752401173631632 0.041131540872827471 0.05465380445976329 0.026011475181415496 -0.058265554950339894 -0.024277262340902415 0.023469361604415886 -0.06741528451192208 -0.034958332440534527 -0.018311813751526278 -0.019996531201581496 -0.036292987622036574 0.02145400424486564 -0.029678516179588062 0.0031574805401413664 -0.030194096824306155 0.021164236053808752 -0.024015431788330148 0.019885444121963261 0.0025302548159238537 0.041261531810401916 -0.033149559350259448 0.024597223547214338 0.039897821294351932 0.04974288397334059 -0.023908184098365343 -0.048859061057686476 0.052731865029512492 -0.053542976287024424 -0.033525547081754474 -0.056395773636735348
leaf_weight=590.96178752928972 13.185015454888342 13.306399181485174 405.67152319848537 1180.3492845967412 5026.8445790112019 1288.4229058325291 4771.8130190744996 8950.9818738102913 166.16542993485928 485.75320909172297 53.199380829930305 82.358329683542252 13.951202489435671 737.2009314596653 2408.3737235292792 136.64720255881548 1234.7283576726913 837.69160111993551 109.13328145444393 1128.4000027030706 1065.8474506512284 127.18073414266109 356.24457749724388 56.354535654187202 246.74344180524349 9.1142713651061076 624.37059990316629 12.208645850419996 7.584155060350894 144.13551854342222 8.1477160751819593 22.828981637954712 341.34229937195778 13.89137291908264 153.06166536360979 13.3734934926033 270.62721358984709 150.94844984263182 93.475643619894981 145.86087495088577 75.938312500715256 51.84953311830759 18.385956063866615 55.704481430351734 48.85391079634428 68.811711773276329 54.913933426141739 58.024518415331841 22.975493706762791 94.221999935805798 9.3960279971361178 7.6019985675811759 78.681474700570107 72.144463293254375 7.8182281255722028 6.3487488403916359 10.140569493174551
leaf_count=3135 63 92 2566 5616 24990 6035 22834 38478 744 2549 363 494 75 4706 12659 1536 7942 6471 763 6372 6971 570 1567 264 2250 52 2675 64 41 978 55 151 2748 67 1477 67 1927 1187 664 673 372 266 119 261 505 505 387 271 123 868 76 48 823 627 61 50 73
internal_value=5.94181e-05 -0.00224897 -0.00096001 -0.00527257 -0.00244159 -0.00758972 0.00302059 0.00506816 0.00660659 0.00791487 0.013657 -0.0145731 0.010392 0.0118484 -0.0100563 0.0161276 0.0131417 -0.0236211 0.0258145 0.00350135 -0.0216672 -0.0078259 -0.00399323 0.00527381 0.0349589 -0.0170149 -0.00901044 -0.0158616 -0.0165098 0.017986 0.00730745 0.0197188 0.0284459 -0.0151478 -0.0290733 -0.00710308 -0.0307431 -0.0258316 0.0099444 -0.0211218 -0.0182388 -0.0103748 -0.00400584 -0.0326781 0.0243075 0.0184238 0.028763 -0.025988 0.00881016 0.0330645 0.0417343 0.016804 -0.0396779 0.0430632 -0.0544769 -0.0445724 -0.0617642
internal_weight=34240.3 29271.1 27449 16001.5 12267.4 6315.27 5952.16 11447.5 10227.3 9436.74 4969.21 3734.1 3917.22 3705.88 2490.73 2449.92 1971.93 1243.36 1051.99 1255.96 1822.04 1220.25 947.206 1184.75 485.214 1119.06 790.536 1085.64 1073.43 566.78 210.757 149.328 477.99 211.335 702.974 49.6554 653.319 421.576 202.609 273.042 197.384 127.788 41.2149 69.5959 356.023 212.947 108.113 71.2095 36.349 143.076 335.886 16.998 231.743 318.888 33.4218 14.167 19.2548
internal_count=178366 145064 132056 81665 59475 31025 28450 50391 44446 41027 33302 22190 24943 23902 13153 16932 12648 9037 8359 6970 13008 5945 4702 6636 4021 7312 3419 7076 7012 4338 1482 1020 4284 1041 5696 282 5414 3114 1427 1243 966 638 270 328 2856 1483 750 334 190 1373 3001 124 2300 2877 236 111 125
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=59
num_cat=0
split_feature=2 26 13 12 17 0 2 16 17 25 17 17 17 17 15 2 0 0 13 0 1 0 17 21 2 15 21 15 1 1 1 15 1 20 21 20 21 0 3 16 15 20 25 2 20 16 21 16 18 0 21 18 0 16 26 18 15 16
split_gain=392.721 270.486 204.311 211.092 120.378 143.519 87.6524 64.8352 72.3363 53.2106 49.3222 47.7268 45.2422 43.8645 45.0071 42.242 37.5921 58.8534 30.8809 28.3237 27.4179 29.7613 24.5078 23.3509 21.9407 23.0538 20.6846 20.2326 19.9141 19.6703 22.6271 18.4263 27.1321 21.4001 19.5399 16.3355 21.9107 20.6626 16.1402 15.1742 13.9743 12.9993 12.9687 11.9568 12.8995 11.9341 10.0648 9.54787 9.50284 8.11272 7.73655 7.71037 9.35121 8.92381 4.85207 4.53526 2.61797 1.96969
threshold=3.2500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 25.549999999999276 26.450000000000003 6.2500000000000009 186.25000000000026 47.300000000000644 1.5000000000000002 37.599999999999007 13.699999999999365 22.299999999999617 122.89999999999874 21.500000000000004 44.300000000000004 38.150000000000013 16.350000000000005 1.0000000180025095e-35 14.950000000000001 44.750000000000007 29.850000000000005 57.099999999999007 24.848813425663526 1.9500000000000002 13.500000000000002 38.511873577532533 10.500000000000002 99.15000000000002 85.250000000000014 97.950000000000017 14.500000000000002 72.65000000000002 7.3000000000000016 46.906183684548203 7.2791666666666677 56.976262811738394 11.250000000000002 94.850000000000009 44.849999999998552 18.500000000000004 9.6333333333333346 1.5000000000000002 46.650000000000013 7.3000000000000016 46.399999999999871 12.944084678574017 25.549999999999276 336.3058333333334 26.850000000000005 22.664552065604209 510.33500000000009 12.15 20.549999999999276 1.0000000180025095e-35 456.19666666666672 13.500000000000002 23.049999999999276
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 11 -6 9 8 -1 10 20 -5 35 14 18 19 17 -12 -14 29 46 -22 -18 28 25 -15 -16 -9 -21 42 -31 32 33 -4 41 36 37 -3 -26 47 50 -33 -8 -17 56 -25 -2 54 -38 -36 -41 53 -53 -37 -11 -49 -45 -34
right_child=6 12 31 4 5 -7 15 27 -10 39 16 -13 13 24 26 43 22 -19 -20 23 21 -23 -24 45 38 -27 -28 -29 -30 30 -32 34 57 -35 49 51 48 -39 -40 40 -42 -43 -44 44 -46 -47 -48 55 -50 -51 -52 52 -54 -55 -56 -57 -58 -59
leaf_value=0.00012193165000822598 -0.058107012253397851 0.017372800336696689 -0.0077115846936587394 -0.02811486043573266 0.002806266184661595 -0.0094702009190580846 0.0046558174008162756 -0.010375858537906464 0.0097638398028162317 0.0055467485808915855 0.0039965181470928788 -0.012730937538106292 0.014662127439952419 -0.0030832998739342022 -0.01234699765563759 -0.054175744505318958 -0.009284083568600764 0.024723407687390314 -0.011906067125695387 0.021748456364519372 0.0031663607983912034 -0.024464258521828777 0.010059554465608044 0.039996301222329667 0.0054814284806273018 -0.038098254337795262 0.014064933121307466 -0.040324569581980725 -0.018751915487521826 0.032184780994844384 -0.049614375565058599 -0.02833352610010538 -0.031206767805628699 -0.029392862117579306 0.039403212905633395 0.0059267447279018502 0.067968295251904953 -0.0088338184202544686 0.044725490772930476 -0.0012346037937021566 -0.047156127193786007 0.029578855073003136 0.03103207262446684 0.022036532217774428 -0.0468533121838434 0.0266991731780808 -0.018154435037432259 0.038306450042735224 0.01365040549140485 -0.01169421915736283 0.023673157616288316 -0.032914904271754808 0.028748235922371069 -0.033225257692686021 0.033529259278258505 0.060213128147829934 -0.0064689221848025936 -0.059285702931113099
leaf_weight=5072.0765953361988 18.944738000631332 95.685745343565941 478.48083630204201 627.08841351419687 3948.3734116330743 5995.9879927411675 347.37705115973949 494.31801175326109 3155.3622582405806 30.064584001898766 609.92086961120367 2571.8416887372732 3311.8137682825327 472.41151452064514 257.90041448175907 16.905484274029732 303.93213315308094 781.0866287201643 113.10741658508778 352.20278440415859 1165.2774321883917 106.35092169046402 355.00528588891029 355.07349298894405 95.172567971050739 52.203025445342064 104.03060713410378 63.656653523445129 33.213936150074005 170.22036769986153 8.8959937095642072 889.69565711170435 7.6164554208517066 149.33107883483171 14.796633720397951 17.548010095953941 15.320064529776571 351.56832136213779 36.152447819709778 38.587955489754677 8.3418069407343847 9.7965744510292989 53.823125913739204 21.028266713023186 13.356440730392931 321.54313378036022 93.877666465938091 89.982500575482845 16.972822785377502 16.353092722594738 162.30291027575731 10.240350365638735 15.386260673403738 85.301272608339787 31.959321595728397 32.037817634642124 13.055498570203779 34.701230496168137
leaf_count=22296 83 455 3257 4333 19182 30281 2580 2158 13691 171 3516 15533 14650 2045 1103 71 1618 4673 584 2892 5840 539 1921 3706 441 226 480 283 184 1567 48 7078 58 1109 82 88 67 1615 165 190 46 61 483 116 67 3183 437 619 74 90 1047 51 71 407 214 214 66 261
internal_value=5.64333e-05 -0.00230428 -0.00455791 -0.00329908 -0.00730985 -0.00459587 0.0122475 0.00270118 0.00381977 0.00804574 0.00605082 -0.0157467 0.00819439 0.00994502 0.0120127 0.0216709 0.010975 0.0156352 0.0137847 0.0232279 -0.00124037 0.000855511 0.00113738 0.0280816 -0.00199228 -0.00656755 -0.00475536 -0.0137926 0.0182583 0.0143451 0.0281221 -0.0218024 -0.0154807 -0.0128687 -0.0263545 -0.00459733 -0.000355329 -0.00322716 0.0162849 0.0254669 0.0162557 -0.0277028 0.00819433 -0.01807 -0.00520357 0.0336772 -0.0248631 0.0359389 0.0394193 0.0125779 0.0188888 -0.020431 0.00410775 -0.0265452 0.0199654 0.0440583 0.0111178 -0.054232
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internal_count=178366 142275 119753 107757 69329 49463 36091 38428 35987 21128 18627 19866 22522 19694 16817 14963 11728 8189 15234 14643 6899 6379 3539 9965 2877 2271 1583 2441 3076 4678 1615 11996 4685 4366 7311 2828 2211 2070 606 2501 1283 7139 3063 320 249 6889 520 1218 141 172 1237 617 122 495 385 833 182 319
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=63
num_cat=0
split_feature=2 13 12 17 0 0 17 25 17 0 21 14 0 16 21 17 25 17 0 15 17 17 0 2 0 1 25 19 21 18 16 15 1 1 13 21 20 18 21 2 15 0 15 16 17 15 2 18 12 17 20 16 0 17 2 17 1 18 18 20 0 18
split_gain=357.798 248.303 237.717 144.255 160.066 197.248 139.302 85.8364 82.9679 77.4939 70.7882 71.5587 58.4657 55.3119 56.0196 52.0757 36.7743 34.9665 31.2068 29.887 24.4638 24.3621 23.1636 22.3273 21.0953 17.075 15.2045 14.8186 21.5065 14.7354 12.9053 12.7572 18.9974 12.7481 12.7955 12.6254 14.034 9.5961 9.02947 8.48569 8.27969 7.78067 7.58067 7.37261 8.31786 6.64436 8.59351 6.42 6.02641 5.74745 4.96075 4.78179 4.64165 4.23823 3.79094 3.03461 0.968271 0.774207 0.482428 0.760249 0.378819 0.306557
threshold=4.0500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 34.54999999999928 35.750000000000007 16.750000000000004 59.399999999999757 1.0000000180025095e-35 45.199999999998006 12.750000000000002 38.236579905489741 1.0000000180025095e-35 44.750000000000007 788.90000000000066 11.659677164108247 13.699999999999365 1.5000000000000002 37.299999999999507 38.150000000000013 16.500000000000004 38.599999999999007 33.299999999999507 29.850000000000005 1.0500000000000003 16.450000000000003 94.950000000000017 1.5000000000000002 0.28966654784856699 24.030174557390097 435.72416666666675 44.599999999999007 10.500000000000002 54.050000000000004 93.050000000000011 1.0000000180025095e-35 24.243671284274587 7.429166666666668 450.37916666666672 21.397571044931663 2.3500000000000001 6.5000000000000009 31.350000000000005 12.500000000000002 175.0499999999993 42.899999999999757 16.500000000000004 6.2500000000000009 424.45416666666671 1.0000000180025095e-35 19.049999999999276 4.104166666666667 40.300000000002008 17.450000000000003 36.54999999999928 7.1500000000000012 24.299999999999503 99.450000000000017 192.05833333333337 495.47000000000003 6.7875000000000005 22.850000000000005 226.56250000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 7 5 -5 -6 15 13 23 11 16 -11 14 -1 -4 17 22 -19 -9 31 37 -2 -10 26 27 33 28 -23 30 -18 49 -33 34 -12 36 -22 38 47 -29 -35 -15 -40 45 -45 50 -47 -3 -46 -13 -26 55 -37 -53 -31 -28 61 -58 59 -39 -60 -27
right_child=10 21 3 4 6 -7 -8 19 9 12 24 20 -14 41 -16 -17 29 18 -20 -21 35 25 -24 -25 43 56 51 39 -30 54 -32 32 -34 40 -36 52 -38 58 42 -41 -42 -43 -44 44 48 46 -48 -49 -50 -51 -52 53 -54 -55 -56 -57 57 -59 60 -61 -62 -63
leaf_value=-0.015403882766109427 -0.0019194024479172933 -0.034096993898321042 -0.03029428122381092 -0.0062418524942892441 -0.012418067634134982 0.013821990781660277 0.0078678799933045232 0.0035500553603545187 -0.011613783746369189 0.01606441434647143 0.0083128468930092764 0.0087182519996125748 0.004258587511401654 -0.032457205921623343 0.0026436489086161994 -0.012882608447296134 0.029227941452417024 0.012991653656945336 -0.0029388349373334309 -0.0081313808782006031 0.027575285384462602 -0.018805041193202535 -0.031670020078020403 0.006483700924667159 0.016518479461346876 -0.051532073619096785 0.024114939152415801 -0.021823121582680776 0.0016300648872397826 0.049350882909236747 0.0047236024157003452 -0.017973368769821543 0.012813948523117086 -0.023646583094726441 -0.040410150464090161 0.02687267272252521 0.0039523531791807653 -0.057431310366189148 -0.0042818134200344983 0.0024347818678893433 0.030313157427293892 -0.071077727260548076 -0.024054157814137774 -0.037497495448438681 0.041551085408559819 0.0066389885571582555 0.03818401757327123 0.022120345368247835 -0.01695139535240104 0.03213120671226833 0.036189845401300373 0.01148569646607703 0.041347750282630685 0.035041456151833759 0.019368213920427944 0.051933195294713977 -0.052158653628753653 -0.028566873654682398 -0.059854012387448641 -0.035126248973869227 -0.046191128247382224 -0.064686784662833258
leaf_weight=465.41982475668192 891.33021553605795 264.77720336616039 487.44621616601944 2136.9935641437769 3566.8712824583054 2870.2679074332118 1109.5036893188953 1021.2361243143678 504.34920115768909 2863.7686034068465 249.23350895196199 36.920559011399746 1654.5927088335156 65.308733820915222 5646.164398252964 3608.1341232731938 100.43142911046743 1017.4289778545499 440.52440992742777 1180.5170206651092 235.48628437519073 251.12097409367561 70.609664663672447 257.41095440089703 34.77212005853653 7.7413356527686146 13.680221721529959 513.03810742497444 264.22245728224516 51.863532066345215 115.55008527636528 62.96695314347744 245.32296691089869 7.6743602603673926 14.245178811252115 84.666259042918682 85.771189965307713 6.5931340754032126 57.327412769198418 38.776062212884426 96.517494462430477 16.295251712203026 313.98158041387796 7.9301535114645985 13.808936454355718 52.212110742926598 36.811383239924908 5.1777994558215132 6.4619302675127974 90.374657712876797 409.28184530138969 36.057291373610497 160.12215989083052 40.593027554452419 13.232391908764837 34.59531032294035 7.7441532090306264 6.3120318055152893 16.958877652883533 9.0833492800593358 7.2387401908636084 10.350195363163946
leaf_count=2169 4528 2588 3589 10026 17774 13396 5248 4606 2111 12826 1861 191 7179 292 24842 21838 689 6164 2389 5481 2050 1827 372 1189 373 56 109 3640 1450 306 710 392 1688 64 79 796 639 64 399 172 866 70 2318 54 113 382 421 41 49 623 4000 299 1599 401 109 379 68 48 156 76 64 68
internal_value=5.39111e-05 -0.00201527 -0.000841806 -0.004784 -0.000953174 0.00525917 -0.00760508 -0.0106748 0.00464921 0.00925406 0.0127717 0.0095175 0.0117412 0.000723252 0.00126926 -0.0149549 0.00528456 0.00329619 0.00817822 -0.0027132 0.0209319 -0.02011 -0.0041032 -0.00549835 0.0242049 -0.0155062 0.0166538 -0.0144246 -0.00832773 0.0224031 0.0161181 0.0120242 0.00652577 0.0115333 0.0056786 0.0277866 0.0212683 -0.0275403 -0.0260604 -0.0201185 0.0263387 -0.0401692 -0.0210015 0.030832 0.0059174 0.0321501 0.0196829 -0.0330187 0.0229017 0.0253405 0.0346495 0.0317238 0.0363412 0.0239605 0.0432561 0.0440501 -0.0514092 -0.0415646 -0.0513401 -0.0445072 -0.0557667 -0.0590579
internal_weight=33991.2 29234.7 27454.3 15981 9683.64 5007.26 4676.37 6297.33 11473.3 5280.12 4756.48 3702.6 4518.36 6193.19 6111.58 4095.58 2700.97 2419.89 1457.95 2201.75 1001.63 1780.44 961.94 761.76 1053.87 1099.31 492.596 1067.16 515.343 281.077 215.982 435.585 308.29 367.671 263.479 566.046 321.257 681.138 641.264 551.814 104.192 81.604 371.309 561.278 28.201 533.077 89.0235 269.955 20.2709 127.295 444.054 124.926 244.788 76.6503 65.0959 48.2755 32.1477 14.0562 39.8741 15.6765 24.1976 18.0915
internal_count=178366 145671 132636 81958 46444 23422 23022 35514 50678 23305 32695 23245 20005 27373 27011 25427 15267 13453 8553 10087 7978 13035 4900 3300 9450 7329 4058 7089 3277 1814 1399 2894 2080 2870 1940 5084 2689 5706 5346 3812 930 362 2717 5392 216 5176 803 2629 162 814 4373 1188 2395 700 415 488 240 116 360 140 220 124
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=61
num_cat=0
split_feature=26 21 21 13 12 23 23 23 21 23 20 21 1 21 21 23 23 0 1 16 20 1 19 21 21 23 20 23 20 0 21 21 23 23 16 21 1 20 1 0 19 22 16 0 20 21 12 1 25 0 21 1 25 0 16 0 0 18 20 3
split_gain=325.127 218.33 192.434 183.251 236.001 117.268 93.9191 113.009 156.393 132.532 86.7493 110.015 86.7199 71.9406 71.3239 59.4827 51.7132 42.3407 41.2316 33.628 32.0688 31.998 31.3098 29.6154 27.0895 26.8769 26.896 26.6078 29.9537 25.5437 25.2923 23.9577 21.6953 21.6788 20.7007 20.1834 19.8169 19.8042 16.4811 14.0249 13.7229 13.0676 10.3222 9.64084 14.8731 9.39684 9.25705 7.99573 7.01032 6.14757 3.59825 3.41222 3.25237 5.19858 3.27921 2.58476 3.85845 2.26522 0.596327 0.250452
threshold=1.0000000180025095e-35 38.511873577532533 37.808814306964742 1.0000000180025095e-35 1.0000000180025095e-35 92.998819010110978 96.012434949952222 94.804710099785652 62.693342693342693 95.021243893542945 5.6625000000000005 49.156487077279159 46.550000000000004 11.659677164108247 54.650658249214445 96.971629791586608 92.993530851545856 20.850000000000005 98.450000000000017 22.20000000000255 6.1875000000000009 68.65000000000002 0.17789940539791532 22.336257309941523 11.798740558111779 97.028918780134944 7.0291666666666677 92.014596750841051 5.8708333333333345 10.15 67.401459938522819 39.305640024439406 91.993404261165367 97.028918780134944 42.099999999999689 34.425455554644493 94.15000000000002 5.8083333333333345 95.15000000000002 22.050000000000004 0.48999991369140244 5.5000000000000009 38.599999999999007 36.95000000000001 7.6625000000000005 16.968322672740385 1.0000000180025095e-35 99.550000000000011 1.0000000180025095e-35 52.550000000000004 27.26493506493507 99.350000000000009 1.0000000180025095e-35 25.850000000000005 37.799999999999507 51.050000000000004 55.150000000000013 338.11916666666667 6.3250000000000002 95.950000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 13 -6 7 10 9 -9 14 -12 16 -1 -3 21 27 19 33 29 52 40 41 -24 -21 26 -5 28 37 -18 -10 46 -30 34 36 45 -14 -2 -33 -36 -8 -19 -23 44 -29 49 -17 -47 -37 -20 -45 -50 54 -54 -4 57 -57 -22 -35 -60
right_child=12 6 20 25 5 -7 15 8 30 -11 11 -13 18 -15 -16 31 17 22 35 24 55 42 23 -25 -26 -27 -28 43 32 -31 -32 38 -34 58 39 48 -38 -39 -40 -41 -42 -43 -44 50 -46 47 -48 -49 51 -51 -52 -53 53 -55 -56 56 -58 -59 59 -61
leaf_value=-0.0096504185745976499 0.00022272700442370569 0.055882143690802778 -0.026667965989880554 -0.015813015833313428 0.0059664297900456405 -0.0086267943003678332 0.033687844857975928 -0.021936305478782954 0.025823352384236237 0.0053397096100449813 0.00025416242505579178 0.031772501117553691 0.024831631511043395 0.0051447249928620415 0.0081765430518069681 3.1328741476891485e-05 -0.082457908807456265 0.015970198635311725 -0.014736406930819738 -0.030177514149333076 -0.070877994051937079 0.017793700074377302 0.0036281243767009082 0.016286476223476912 0.0043391736605104614 0.059177489302789855 -0.029569262214083555 0.025662323957278174 0.036387047592936532 -0.011592311978795011 0.061848601678965109 0.01515524126047723 0.00022049961806942521 0.076394047883435415 0.011923761950405483 -0.012341478599190854 0.04640876530641326 -0.060103197393649034 0.064355422629880324 0.02683259306612068 0.066306564709242705 -0.012137875454737067 -0.062194885193093734 0.03418409534972882 0.076196850989173018 0.0010503909447876329 -0.049192278370810708 -0.03733446942014907 0.0060862622099340661 0.037244336022399301 0.065579822225218312 0.04380210640042595 -0.0098157993999969575 -0.055976518263022662 0.005966997768253544 -0.026502676706700652 -0.065064075584028325 -0.057133113519421824 0.055136161817895359 0.066554136014199086
leaf_weight=912.29032108187675 87.394403465092182 213.82620215415955 13.600053220987322 991.95116123557091 1569.3589445948601 11209.636873647571 42.793613374233246 792.38140806555748 133.92467391490936 1016.8599617853761 899.91367362439632 399.89350157231092 373.0606812313199 8267.6962020993233 123.66087099164724 20.5896135866642 13.245195746421812 51.862439602613449 11.942516542971136 59.015402674674988 83.146342203021049 10.186718441545965 691.01912231743336 1394.5916063040495 1544.7230898439884 10.592404305934904 553.64832933247089 161.32495560497046 124.71332903951406 318.3160791695118 76.57989402115345 136.92757266014814 62.12051947414875 10.336640454828741 408.24290765821934 10.345633357763289 148.87738966941833 16.113000050187111 19.437594600021839 257.07763186097145 130.79998328536749 203.99354232102633 6.6768742054700843 12.91651891171932 16.004591807723045 18.562818758189678 17.816163994371891 50.408044017851353 7.8714405596256247 10.860737778246401 31.099931314587593 25.18244019895792 12.388628527522089 12.014308422803877 17.735180892050266 11.209587141871454 15.397909164428709 46.874732710421085 8.5650527998805064 10.933466657996176
leaf_count=4333 387 1286 66 7260 7559 61941 211 3791 735 5228 4533 2430 2771 39481 744 94 63 231 55 282 398 79 3148 6155 6902 69 4370 769 554 1432 517 656 296 51 2885 66 1350 69 133 2018 596 890 50 55 75 94 79 226 65 53 153 163 56 50 84 50 66 211 65 62
internal_value=8.7905e-05 -0.00221435 -0.00404424 -0.00361633 -0.00244131 -0.00683463 0.00852687 0.00605328 -0.00186035 -0.00660619 0.0158154 0.00995097 0.0104992 0.00367441 0.038402 0.0320092 0.00734166 0.00554437 0.0216804 7.21817e-05 -0.0514264 0.0518779 0.0100673 0.0120924 0.00306901 -0.0201967 -0.0207406 0.0223637 0.0124084 -0.0144232 0.0389291 0.0125805 0.024362 0.02459 0.0235322 -0.00451772 0.0309863 -0.00916821 0.0212713 0.0176845 0.0582655 -0.00644032 -0.0138765 0.0354221 0.0302232 -0.017804 -0.0228031 -0.0270036 0.0235779 0.010021 0.0563668 0.0348205 -0.0188557 -0.0325421 -0.00819716 -0.0630171 -0.0488184 -0.0659227 0.0666854 0.0615386
internal_weight=33910.5 27769.8 23727.5 23515.2 21959 12779 4042.27 3657.04 2019.75 1809.24 1637.29 1299.81 6140.72 9179.99 337.487 385.228 4788.45 4276.77 1352.27 1935.3 212.367 190.457 2341.47 2085.61 1603.74 1556.19 1545.6 511.687 290.341 331.561 210.505 194.771 186.834 1217.09 1187.26 135.174 521.938 103.507 156.365 665.321 173.594 255.856 16.8636 221.346 177.33 91.7741 38.4058 68.9709 43.3995 22.8033 44.0165 33.0539 55.7382 24.4029 31.3352 156.629 26.6075 130.021 29.8352 19.4985
internal_count=178541 147156 125994 125013 113314 69500 21162 19264 10271 9019 8993 6963 31385 43814 2030 1898 21461 19103 9924 8679 981 936 10424 9303 7184 11699 11630 2358 1306 1495 1252 962 850 9202 9024 722 4121 456 789 4903 807 1121 129 1052 844 428 173 320 294 108 208 228 256 106 150 725 116 609 178 127
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=57
num_cat=0
split_feature=2 21 21 20 20 20 20 20 2 23 23 23 2 23 19 23 23 23 21 14 23 21 20 19 23 21 15 2 13 19 17 20 17 19 17 15 18 18 21 16 20 19 14 2 18 17 16 23 19 18 18 2 19 18 18 23
split_gain=348.888 194.471 174.337 159.843 146.251 131.349 127.548 204.454 125.279 106.333 103.749 382.234 134.98 96.5274 78.5904 58.0098 68.1126 54.6822 102.618 53.3304 52.2026 54.9631 47.1035 46.4532 43.6822 41.2775 40.7712 38.6891 36.3179 29.8406 28.4477 26.961 24.5419 23.7417 22.6338 20.7206 20.4183 34.7691 20.4167 18.7317 18.0091 13.6461 13.3294 12.1546 12.5682 10.4636 8.98181 6.87036 8.15456 9.61628 6.55036 6.19794 5.22267 5.12785 4.49919 3.04339
threshold=2.0500000000000003 22.336257309941523 22.495376078914923 7.4125000000000005 7.3708333333333345 8.1708333333333361 7.9375000000000009 7.7833333333333341 7.0500000000000007 95.015943157647797 95.982013764432693 95.964905923316806 1.0500000000000003 91.92283175876851 0.83870401307109221 92.993530851545856 93.997394497017638 96.00271888662742 15.809080527390387 1.0000000180025095e-35 97.005328176316951 19.214700296894648 5.6125000000000007 0.54583522630969072 94.991707535390006 26.193627065302916 17.500000000000004 44.300000000000004 1.0000000180025095e-35 0.84807143821716435 44.600000000004009 4.4958333333333345 122.89999999999874 0.70816002572988435 26.299999999999503 1.5000000000000002 232.10083333333336 433.85000000000008 27.691502310314792 129.39999999999978 8.5625000000000018 0.22379427711742259 1.0000000180025095e-35 12.050000000000002 258.02000000000004 62.649999999999643 82.100000000001288 95.727757542595711 0.61613598872745234 288.97166666666669 454.28583333333341 8.1500000000000004 0.42972310330297481 100.41250000000001 186.80083333333337 95.998574193368754
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 24 4 10 6 7 -4 9 14 11 -1 -12 36 15 22 -17 19 -19 -15 21 23 -2 -11 32 45 -27 34 33 41 -23 -16 42 -26 43 51 54 -38 -8 52 -37 -6 -3 44 -10 -7 -33 48 49 -29 -45 -36 -22 -30 -5 -49
right_child=8 2 5 13 29 25 38 -9 27 20 12 -13 -14 17 31 16 -18 18 -20 -21 39 30 -24 -25 28 26 -28 47 53 -31 -32 46 -34 -35 35 40 37 -39 -40 -41 -42 -43 -44 50 -46 -47 -48 55 -50 -51 -52 -53 -54 -55 -56 -57
leaf_value=-0.0036018028631979422 -0.013243483507676391 0.079630565628750483 -0.00124356306854466 -0.021957976230317186 0.10290667171342585 -0.012241848563610833 -0.065996962281959823 0.031661756730412861 -0.0060503760306164301 -0.010249534824938653 -0.01932028175579191 0.094102781535137639 0.020274392108868521 -0.027928081630822929 -0.045945425448195132 -0.013657053534730021 0.0010701568149149808 -0.03580843522767399 0.026059493699554865 -0.011142735476212924 0.06834566837568827 0.009614327562067565 0.018800381363207073 0.011902034860657941 0.022840515744832719 0.024938006470022478 0.066753628818039618 -0.018781237500736687 -0.0065843933505543295 -0.023690360460766679 0.020108472943674023 0.031212526428410506 -0.0074002533351305265 0.079198340611305096 -0.064925735476472499 0.029380180722941202 0.08315672914604437 0.0059360883940042996 -0.023204137566978401 -0.01375042704058918 -0.0059279505905888465 0.05079348498871547 0.041893753290267122 0.033837817107988506 0.016244779019096798 0.036046321299227205 0.011422410188863015 0.025993654837237753 0.00020884386840084842 -0.082449951802444507 -0.016168759582593586 -0.00014568605922320581 0.044172375705701532 -0.056588988716083755 0.017586505981859481 -0.0094077149713172638
leaf_weight=4711.2824577689171 145.0293679907918 78.63685117661953 12777.825481310487 14.24505700170994 14.441932827234266 54.833564653992653 29.626071691513062 490.17481865733862 106.78086229413748 474.13558249920607 1881.6168294325471 102.27423360198736 243.04958932101727 1670.3426615744829 13.291230119764803 1161.9843642860651 2420.5981831625104 114.63814283162355 161.37263576686382 660.26474798470736 40.588399924337864 1284.3432498276234 548.11055134981871 472.55484786629677 129.2707849368453 147.57957211881876 96.350921854376793 13.156004741787912 8.1861555352807063 12.576038211584089 1298.9070256948471 251.68967422842979 11.80401226878166 21.845006883144379 7.1667831838130933 976.63997211679816 33.296967580914497 25.927713081240654 471.04042731225491 11.114747330546377 37.501247808337212 96.491932794451714 33.313336342573166 73.27074334025383 154.91703305393457 14.104254767298697 74.246181711554527 9.6125617846846598 14.322501942515371 10.798255197703837 7.1913776919245711 7.6163675710558891 49.708781495690346 13.718975260853766 14.529221311211584 16.477771103382111
leaf_count=26309 759 374 59648 65 76 280 148 2265 688 2333 11193 521 1188 10918 72 6018 12419 784 935 2857 192 6388 2929 2268 634 700 450 65 61 55 6956 1349 55 97 52 10268 148 115 2170 51 239 449 151 536 1056 63 377 52 69 51 55 63 265 109 65 88
internal_value=8.40041e-05 -0.00313266 0.000564484 -0.00858128 -0.00462792 -0.000234797 -0.000962733 -2.79044e-05 0.00810249 0.0057295 -0.00558796 -0.00152586 -0.0147909 -0.0189418 0.000693052 -0.00114481 -0.00370651 -0.0206806 0.000363307 -0.0231728 0.0121301 0.011114 0.0120957 0.000807756 0.0384891 0.0318001 0.0414549 0.0217347 0.0222658 0.0493029 0.014891 0.023858 0.061171 0.0309875 0.0235133 0.0272179 0.0325629 0.0493506 -0.0257363 0.047499 0.0280745 0.0575778 0.0684011 0.0123731 0.00714766 -0.00236239 0.0267045 -0.0161505 -0.0296371 -0.0474822 0.0293684 -0.0315507 0.0550382 -0.0379018 -0.00199047 0.00363535
internal_weight=33816.4 24134.7 14378.3 9756.35 7061.73 14081.5 13768.7 13268 9681.75 8246.3 6938.22 4813.56 2124.67 2694.62 4614.95 4275.72 3582.58 2606.62 276.011 2330.61 3631.35 3529.94 693.14 946.69 296.775 312.868 243.93 1435.45 173.021 123.51 2583.25 339.227 123.754 151.116 1371.08 1028.92 87.999 59.2247 500.666 101.412 1014.14 110.934 111.95 342.16 261.698 68.9378 325.936 64.3671 38.2768 23.9543 80.4621 14.7832 90.2972 21.9051 28.7743 26.0903
internal_count=178541 122883 67205 55678 39791 65724 64231 61913 55658 42376 39211 26830 12381 15887 23923 22125 18437 15494 1719 13775 18453 17945 3688 4601 1481 1493 1150 13282 901 580 13344 1798 580 731 12957 10622 393 263 2318 508 10507 525 525 2335 1744 343 1726 325 185 116 591 115 457 170 130 140
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=56
num_cat=0
split_feature=2 17 1 2 21 23 2 21 23 21 23 15 20 19 19 20 21 21 1 23 23 21 20 20 1 21 3 2 20 17 17 20 15 20 21 14 1 1 18 20 17 20 20 20 20 20 1 14 19 21 2 2 23 23 2
split_gain=316.242 182.792 147.613 116.679 106.239 134.03 133.894 116.563 97.5857 100.42 96.4535 84.2019 83.7079 83.5071 71.4794 65.0826 62.5232 55.7649 54.4487 52.3817 48.0396 50.0591 45.9021 44.4234 44.3868 41.0338 35.7546 27.5895 24.4801 24.4059 22.1194 20.0784 19.1089 16.9811 14.7929 16.6979 13.74 15.1703 13.1557 11.1774 11.1321 8.42842 8.24862 7.25948 22.9814 7.07693 6.96305 6.3244 6.31455 5.4207 5.37832 5.24377 4.79315 5.95922 2.15262
threshold=2.0500000000000003 34.54999999999928 98.550000000000011 7.0500000000000007 25.69098108921558 95.984747477619408 1.0500000000000003 25.787459012841442 92.993530851545856 44.454571007555181 95.015943157647797 15.500000000000002 7.3000000000000016 0.17086068480765201 0.83870401307109221 7.1625000000000005 12.264677643042567 49.46076158940398 99.65000000000002 95.015943157647797 97.005328176316951 20.211690945970869 8.1708333333333361 7.9958333333333345 97.850000000000009 21.196930946291562 51.050000000000004 1.0000000180025095e-35 4.4958333333333345 17.300000000002004 26.299999999999503 4.741666666666668 1.5000000000000002 8.5625000000000018 12.613757870975409 1.0000000180025095e-35 97.450000000000017 57.050000000000004 339.91916666666674 5.7166666666666677 28.000000000000231 7.5875000000000012 5.2208333333333341 6.7541666666666673 7.1916666666666673 4.104166666666667 99.350000000000009 1.0000000180025095e-35 0.82042411419628147 25.086358250521091 2.2500000000000004 8.1500000000000004 95.727757542595711 94.099604498812525 47.650000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 4 10 5 12 -7 48 27 11 14 24 -3 -9 17 19 -13 18 -2 -11 21 23 -17 -12 -10 -23 47 29 -16 42 36 -31 51 -34 35 -4 37 -28 50 -29 -40 -30 -1 46 -45 -19 -36 52 -6 -41 -22 -32 53 -5 -54
right_child=3 2 34 26 7 6 -8 13 9 15 20 16 -14 -15 28 22 -18 45 -20 -21 38 25 -24 -25 -26 -27 30 39 41 31 32 -33 33 -35 43 -37 -38 -39 40 49 -42 -43 -44 44 -46 -47 -48 -49 -50 -51 -52 -53 54 -55 -56
leaf_value=0.014158985206666681 -0.0010998195392642799 0.0051341393907691039 -0.057306487025927944 -0.0094856671585516663 0.068363374870823987 -0.018323423326718054 0.022102025444736367 -0.012006002081318306 -0.0051105912155236539 0.00097314868938083504 0.0049604842069035969 -0.035036952354928569 -0.0084333544353509728 0.0069988326451304794 -0.043715191888702869 -0.035271686347352532 -0.014726189467704929 -0.012563692544464692 -0.027602845026968803 0.027601881932512284 0.07799811902781971 0.034346472406198744 0.043574718222467453 -0.028469207780575032 -0.041227800218741922 0.012373376029810991 -0.003871582772822089 -0.069227868622892388 0.020301615887208878 -0.018061050029077774 -0.059091288353008281 0.012999338956418541 0.028660896925291265 -0.0056267833903476672 -0.031051046577347186 0.021346397178202664 -0.03878660390314196 0.020350726401230937 -0.023155368257623675 -0.031572736594751953 0.03834327387752267 0.037933814954785171 -0.010515855241405359 0.0071045200106995754 -0.050525661860027452 0.025291828358563473 -0.066396624574555224 0.017306520552325632 0.10784431066724881 0.011098256404167308 0.046499899000948558 -0.00013838709779492273 0.011286414480261027 -0.053138087594136997 -0.019783807079231056
leaf_weight=40.181090652942657 3845.8138289228082 3905.6974815875292 10.781125515699388 13.642445728182794 42.406808793544769 1822.8858186677098 230.75751624256372 639.69541738927364 3192.9274839162827 485.40485034137964 927.93457295745611 420.37418855726719 1603.6466873809695 5994.0948889181018 13.271351076662539 133.46073371171951 3840.8382241725922 13.106728091835974 204.07580456882715 298.09371122717857 27.353216864168644 234.67990010231733 21.421882584691048 111.29648592323065 87.396377101540565 2245.1471583247185 88.869301877915859 14.285618349909781 226.75878563523293 55.667157150804996 7.4723095223307592 796.38520659506321 953.00991471484303 37.532218284904957 18.17669665068388 18.037986174225807 12.940907970070837 237.09269504249096 9.2017441093921644 20.505586758255959 36.733064100146294 96.668778106570244 215.63417463004589 22.194976508617401 78.418793365359306 212.71445678174496 59.692596107721329 12.54345493763685 13.305163636803625 11.683236524462698 26.860664956271648 7.6171441748738289 11.114719018340113 18.313585735857487 11.184157744050024
leaf_count=218 19408 19564 73 63 188 9654 1062 2838 18035 2157 4535 3212 8337 26657 72 593 21986 105 1036 1305 121 1107 95 540 541 11763 520 71 1227 273 52 3663 10258 239 89 74 71 1740 42 96 202 499 1149 106 425 1576 308 73 59 55 143 63 57 88 58
internal_value=7.94037e-05 -0.0029831 0.000571748 0.00773144 0.00118102 -0.00287889 -0.013781 0.00577105 -0.00831848 -0.0101751 0.00545407 -0.0120944 0.00118495 0.0051662 0.000659725 0.00524988 -0.0167299 -0.00108696 -0.00243532 0.0111044 0.0115641 0.0105923 -0.0243664 0.00138033 -0.00607285 0.0144528 0.0210142 0.00532052 0.0228407 0.00690373 0.0227881 0.0109701 0.026511 0.0273617 -0.0413167 -0.00807736 0.0117409 0.0137468 0.0457112 -0.0324203 0.0260238 0.0255717 -0.00664016 -0.0466838 -0.0378127 0.0230947 -0.0581461 -0.0146904 0.0777922 -0.0160849 0.0623921 -0.0293319 -0.0220879 -0.0345023 -0.00429707
internal_weight=33737 24094.1 14459.8 9642.95 14252.5 7562.99 2053.64 6689.5 9634.26 8479.92 8231.62 7541.54 5509.34 6633.79 4612.41 938.381 4261.21 4275.71 4049.89 783.499 3619.21 3519.06 154.883 1039.23 3280.32 2479.83 1411.33 1154.34 336.699 1107.87 1344.53 852.052 1005.63 990.542 207.302 28.8191 338.903 325.962 100.149 46.4744 45.9348 323.428 255.815 178.483 100.614 225.821 77.8693 66.7984 55.712 32.1888 54.2139 15.0895 54.2549 31.956 22.2989
internal_count=178541 122883 69434 55658 68359 38617 10716 29742 53449 47924 42376 43774 27901 29495 23923 4150 25198 22125 20444 3462 18453 17945 688 5075 18576 12870 13282 5525 1798 5303 12943 3936 10612 10497 1075 147 2331 2260 508 222 244 1726 1367 928 531 1681 397 339 247 151 264 115 266 151 115
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=58
num_cat=0
split_feature=2 26 15 1 23 21 21 16 16 21 14 21 15 2 23 23 19 21 0 23 23 16 23 23 19 0 13 16 0 0 3 23 23 21 22 3 23 0 1 21 23 16 0 16 3 21 16 1 18 1 21 15 23 21 1 1 15
split_gain=291.476 215.2 182.081 190.423 127.993 108.6 134.269 98.8811 131.307 82.7438 56.3536 60.8281 46.6658 45.5206 39.5599 72.3996 43.3855 42.6519 38.8236 35.7845 37.0319 31.2439 30.6224 30.4108 33.6966 22.8253 30.6013 21.9387 27.4816 21.2207 20.8964 26.4787 46.2847 20.4979 18.1387 20.5071 18.0302 16.8603 16.6178 15.9966 15.5894 15.4521 15.4247 13.7059 13.6515 11.9586 11.5176 11.3501 10.5856 9.65799 9.62777 12.6663 9.37155 5.50399 7.19192 3.86856 2.74305
threshold=4.1500000000000012 1.0000000180025095e-35 14.500000000000002 97.65000000000002 92.993530851545856 44.454571007555181 45.72046554743023 108.54999999999929 29.799999999999617 11.659677164108247 1.0000000180025095e-35 30.423459739442986 20.500000000000004 1.9500000000000002 92.998819010110978 94.036399572630572 0.66443816243137188 20.211690945970869 19.850000000000005 96.98829157962912 96.078303379463236 421.30000000000115 96.005034935970045 92.972413230597212 0.79014273058935958 51.650000000000013 1.0000000180025095e-35 22.20000000000255 10.15 14.250000000000002 87.950000000000017 93.109781385776017 92.999831963679156 11.798740558111779 5.5000000000000009 88.950000000000017 96.944877178771549 11.65 94.050000000000011 12.613757870975409 91.196851446079037 363.44999999999897 80.050000000000011 38.000000000000462 51.050000000000004 12.175945058952232 45.60000000000128 97.15000000000002 399.49750000000006 79.250000000000014 24.243671284274587 6.5000000000000009 96.9931037895456 22.362103336710351 60.050000000000004 41.850000000000001 17.500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 23 9 -7 8 -1 -6 11 14 18 39 34 16 -16 -17 27 20 22 -9 -14 24 -4 26 -20 28 -3 38 44 32 -32 -29 35 -2 -27 -25 43 -5 53 -33 -15 48 -13 -45 -46 56 -12 -36 51 -42 -21 -31 -55 -52 -40
right_child=10 12 4 13 5 6 -8 21 -10 -11 29 30 19 42 15 17 -18 -19 25 52 -22 -23 -24 37 -26 36 -28 33 -30 40 31 41 -34 -35 49 -37 -38 -39 47 -41 50 -43 -44 45 46 -47 -48 -49 -50 -51 55 -53 -54 54 -56 -57 -58
leaf_value=-0.0045942505191829157 0.0076261799491585255 -0.082482144949011738 0.00085054279022985088 -0.0095542208465819317 -0.025990474375542645 0.058879333184048081 -0.00047674076642940911 -0.0040254991712700104 0.008295884407801643 -0.010001858897709064 0.0040013523586346035 -0.015759943276044224 -0.0026816500075332352 -0.018357039774561764 -0.026029980927718493 -0.0042179536908146147 0.010504485754060468 0.016441983368825859 0.016424218756661012 -0.083977018134038767 0.067652253830374889 -0.018089218077192406 -0.074582916629571699 -0.020078722777777405 0.027452484234833537 0.0052773053524221699 -0.015343996627627803 -0.022559404815808249 -0.0051363370532465048 0.024378407842303967 0.021689250986130892 0.018624792920041058 -0.022748613652555719 0.0074321004182965281 0.028527156914624346 -0.073509324964158448 -0.033426599751832403 0.033816373529241973 0.05096415383795766 -0.046174251813458946 0.049199410739279768 -0.016931469012199826 0.0097833418079934006 -0.025891855937088155 0.038951595707845052 0.019206157868980965 0.019690986207723301 -0.0064768793426961228 -0.030363067114408279 0.00075367792938304265 -0.0017825865458564894 0.018977926174895621 -0.027442540480156898 0.014128591641360802 -0.046973266594874968 0.035254186847656264 0.013279929521458695
leaf_weight=2831.9567206129432 37.804274171590805 11.940680310130118 1164.6366737857461 34.441459931433201 890.59644970297813 107.0169412791729 868.44420990347862 1426.7665678411722 6534.0207403898239 8853.3819649890065 62.882917448878288 17.137367993593216 594.3238617926836 397.34148857742548 342.04697731882334 467.98690740019083 106.58086215704679 535.86881081014872 2132.4922428429127 16.328142136335376 18.331968478858471 546.06124898046255 15.186716109514235 16.359415553510189 132.59494285285473 326.00764448195696 78.598431900143623 59.088337697088718 300.54883102327585 8.7989910915493983 112.01929294317961 847.19749158620834 122.86716479808092 1589.7787786051631 217.86509668081999 9.8085444867610914 33.150376118719578 128.4512432962656 42.802029587328434 222.32008192688227 39.416990153491497 31.699254482984543 55.498164996504784 16.17818146198988 168.39564833045006 160.84252223372459 143.98264060169458 12.662097349762915 34.817707687616348 36.553346954286098 7.1963371410965911 287.89954014122486 13.302268967032431 7.9248293265700367 12.275900639593599 348.04572970047593 5.4430535435676566
leaf_count=14197 225 56 5526 188 6037 458 3948 6813 32158 47649 483 86 2678 1985 1834 2414 601 3179 9617 71 81 2538 67 80 600 1462 424 280 1368 78 880 6462 828 7169 1250 47 146 597 415 1258 335 201 264 107 1881 1203 1491 77 256 236 56 2358 66 74 101 3554 48
internal_value=7.53803e-05 -0.00169306 -0.00367356 0.000682905 -0.00798951 -0.00987087 0.00603516 0.0022554 0.00439834 -0.0114632 0.0123228 0.00902613 0.00754703 -0.0244441 0.00277159 -0.000652056 -0.0173505 0.00681054 0.00935312 -0.00490131 -0.00236722 -0.00791821 -0.00447316 0.0059956 0.00356963 0.0133959 0.0152949 0.00405525 -0.00809183 0.02239 0.0166293 0.0133569 -0.00155583 0.00635733 0.0192361 -0.00908825 0.00170493 0.0277278 0.0120263 -0.0412621 0.0272783 0.0173424 -0.0149083 0.00678771 0.0276902 0.0150846 0.0300739 0.0356549 -0.00824514 0.0245368 0.0288038 0.0226173 -0.0585964 -0.00862653 -0.0230028 0.0345039 0.0467126
internal_weight=33644 29399 24209.9 12048.4 12161.5 10719.4 975.461 11338.8 9365.98 9743.98 4245 3197.81 5189.08 709.601 1754.51 1452.48 448.628 1003.86 4531.61 657.473 627.843 1972.83 609.511 1442.04 1297.23 2570.25 2211.09 1961.36 312.49 1047.19 1443.3 1113.78 234.886 1648.87 302.031 47.6128 359.158 144.811 335.629 256.762 711.558 878.897 452.84 274.721 329.516 177.021 312.378 60.9072 97.7006 254.418 682.559 327.317 29.6304 28.9997 20.2007 355.242 48.2451
internal_count=178541 147781 124296 59401 64895 58092 4406 55706 46355 53686 30760 21615 23485 3695 9786 8028 2435 5593 20522 2963 2826 9351 2745 6803 6126 11649 10041 8873 1424 9145 11829 8371 1708 7449 1758 272 1608 677 2589 1446 6556 6663 2249 2049 3458 1310 3372 540 739 1486 6303 2693 137 253 175 3610 463
is_linear=0
shrinkage=0.05


Tree=54
num_leaves=60
num_cat=0
split_feature=2 25 15 1 17 23 2 23 19 0 23 23 0 23 17 19 19 23 23 25 16 20 17 2 21 1 15 1 3 20 20 23 16 23 0 17 21 14 20 20 21 20 23 1 1 17 15 20 21 16 0 17 22 21 0 21 2 21 21
split_gain=269.656 169.291 140.35 121.908 109.157 102.309 100.861 98.9454 89.9621 98.4629 87.6585 87.2885 81.3148 74.3789 73.0459 63.8715 62.4444 50.0835 58.3563 47.4886 46.6748 42.793 42.2512 41.5407 40.7474 38.8268 36.5191 31.4832 31.0413 30.1399 32.9536 31.1571 29.8331 28.3158 24.5009 24.025 21.9724 22.7181 21.1212 20.0291 17.4441 17.1435 15.962 15.6648 18.0222 14.5514 13.9764 12.809 10.7519 8.89712 6.67642 6.58608 6.31227 6.20511 5.98045 5.59532 5.18696 2.81591 1.4636
threshold=2.0500000000000003 1.0000000180025095e-35 14.500000000000002 97.450000000000017 59.399999999999757 96.977308425427779 6.3500000000000005 92.993530851545856 0.17086068480765201 17.150000000000002 97.015045772664749 95.015943157647797 13.850000000000003 97.015045772664749 35.04999999999928 0.83870401307109221 0.94234110485475464 92.993530851545856 93.995549286426296 1.5000000000000002 27.049999999999276 5.6125000000000007 44.600000000004009 0.35000000000000003 47.126397041691412 72.65000000000002 20.500000000000004 94.850000000000009 51.050000000000004 5.4500000000000002 6.4125000000000005 95.000153722538741 77.249999999998195 97.028918780134944 18.050000000000004 32.299999999999507 12.613757870975409 1.0000000180025095e-35 4.4958333333333345 5.8083333333333345 42.045553460031925 8.5625000000000018 95.998425833546221 97.450000000000017 93.950000000000017 54.700000000002554 1.5000000000000002 8.6000000000000014 54.240983643610015 82.100000000001288 30.650000000000002 21.099999999999003 5.5000000000000009 28.951165325167608 16.250000000000004 15.196746663611892 46.850000000000001 24.848813425663526 28.114407810626808
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 12 7 8 11 24 29 19 26 15 27 -14 -11 17 -9 21 -19 -10 33 -2 32 45 -4 -24 39 -1 50 31 -31 -3 -22 40 52 43 37 -5 -17 -7 -13 46 -36 44 -30 -12 -37 -43 -25 -40 54 -45 -6 -38 57 -28 -52 -8 -56
right_child=6 5 4 36 34 10 28 16 9 14 23 20 13 -15 -16 38 -18 18 -20 -21 22 -23 25 48 -26 -27 55 -29 35 30 -32 -33 -34 -35 42 41 53 -39 49 -41 -42 47 -44 51 -46 -47 -48 -49 -50 -51 56 -53 -54 -55 58 -57 -58 -59 -60
leaf_value=-0.0093023739173341315 -0.013402149328760847 0.037410467931780982 0.00031046205114871017 -0.055325635549850455 0.0087111707905429825 0.0076436692621958749 -0.0031994292000556558 -0.015260966423941875 -0.0047499996082500263 0.00090924319186947908 -0.016431518335301053 -0.003634321549581568 0.0030252532435166716 0.044862923529198309 0.01374312040149488 -0.041574594583351332 0.030850458117641255 -0.013479222735207165 0.00054394459417905858 0.010586721114434233 0.012050098791406214 0.017740737278081564 0.024256006438962668 0.061005692651951493 0.046570217323487595 0.0042137928747496365 -0.03106804485337927 0.076147764979243471 0.0094268239193741402 -0.0289070157753624 -0.0073726173409553557 -0.012431391162590568 -0.0050285465027413503 0.061225662525134207 0.016752569746901511 -0.017538446633261578 -0.048792200024996631 0.029077241863964504 0.028747300415925665 -0.02851967571766317 0.018941883383162824 -0.037671442287582423 -0.0047222784756135944 -0.061818343753968719 0.035213355723308602 0.021816649413309352 0.027780102385660334 0.024353809243242645 0.017898919149408804 0.0087405434699361195 -0.064806271976444535 -0.0047900257965245076 -0.029580922251328967 -0.027834808921925254 0.0032198116456114141 -0.070441663677528563 -0.013666839949919988 -0.037074545545546879 0.028969523661723031
leaf_weight=1700.6661588326097 139.40766156464815 60.010720685124397 869.97698706388474 12.278692476451395 13.977301299571989 43.845011308789253 11.747191123664381 6196.4015961736441 2507.5318170934916 1636.6775899678469 89.193100564181805 716.92858330905437 4429.6111076325178 108.84213990718126 3437.0035700052977 12.710737772285936 74.30072508752346 1063.5432595834136 2452.980217449367 631.9378309994936 954.2490154132247 528.3840751722455 1118.5430833548307 37.930409669876099 50.358381256461143 308.23678933829069 10.732463538646696 10.848131783306597 402.73981026560068 275.63086035102606 499.78785974532366 65.664200156927109 349.29925709962845 18.739262379705906 453.26410468667746 17.355219170451164 143.25832998752594 22.733356654644012 242.7200124412775 302.09999575465918 97.15872323513031 18.33546894043684 106.94676531106234 9.3612969890236872 81.463857509195805 34.480090394616127 863.11074595525861 15.244145154953001 23.383225470781326 72.069383144378662 9.6345397084951419 11.025523118674753 46.79032988101244 46.876746863126755 12.188857942819597 56.651748493313789 10.216064259409903 12.840401843190191 10.083939649164675
leaf_count=9351 715 265 4269 96 68 185 60 37513 11392 7202 402 3474 23093 505 15004 69 403 5481 12511 2786 4782 2817 5826 164 214 1686 62 58 2929 1196 2251 297 1670 98 2183 131 914 99 1318 1366 628 98 539 49 758 154 9718 117 130 366 47 78 233 233 63 256 56 61 52
internal_value=7.208e-05 -0.00275669 -0.0062191 -0.000775816 -0.0107309 0.0023365 0.00717327 -0.0124677 0.00365132 0.00529671 -0.0176923 0.00497065 0.000526323 0.00402861 0.00960314 0.000350887 -0.0147146 -0.00131345 -0.00369725 -0.0016629 0.0108204 0.0112394 0.0139809 0.0109152 0.00284168 0.0199262 -0.0304956 -0.00876076 0.0191476 -0.0113459 -0.0150272 0.0113685 0.0074737 0.000458852 0.00938191 0.020715 -0.0369225 -0.000522767 0.0216153 -0.0239363 -0.000939924 0.0255495 0.0126529 0.0119575 0.0137652 -0.00576793 0.0268868 -0.00951382 0.044566 0.0241669 -0.0141845 -0.0309765 -0.0207733 -0.0436253 -0.0038895 -0.0641705 -0.0384875 -0.0208901 0.0148779
internal_weight=33560 23999.7 14287.1 6475.11 7812.02 9712.56 9560.32 7191.04 9114.24 8213.15 598.316 8074.97 6249.97 4538.45 5073.68 4511.82 6270.7 4184.32 3516.52 3139.47 3563.15 667.792 2730.33 184.987 920.335 1426.78 413.329 1711.51 1485.35 901.094 775.419 125.675 1303.55 832.827 620.979 1418.64 225.147 35.012 327.5 345.945 814.087 914.046 560.211 504.59 484.204 123.673 880.466 33.5796 61.3136 314.789 66.711 20.3868 60.7676 190.135 46.8604 67.3842 19.8506 24.5876 22.2728
internal_count=178541 122883 79771 34349 45422 43112 55658 42399 40393 36384 2719 41441 33007 23598 22206 23277 37916 21524 17992 14178 18164 3532 13964 850 4483 7512 1869 9409 14217 4009 3447 562 6452 4200 3023 13878 1342 195 1753 1551 4102 10064 2722 3814 3687 556 9849 215 294 1684 339 127 301 1147 236 318 103 121 115
is_linear=0
shrinkage=0.05


Tree=55
num_leaves=58
num_cat=0
split_feature=2 23 22 1 23 17 19 23 14 25 20 20 23 25 15 18 9 23 0 0 23 14 20 23 23 15 20 22 0 16 23 20 20 2 15 17 0 23 16 19 25 23 1 16 19 2 14 23 25 16 15 18 3 20 1 16 19
split_gain=256.167 258.75 200.21 161.722 135.282 124.136 120.426 171.563 113.67 106.756 99.2505 112.949 97.3032 95.7734 81.1705 79.6092 72.5458 63.5448 58.9384 53.2712 49.1 43.4091 43.6334 38.8612 37.2695 35.3588 34.5218 34.2126 33.7415 34.7117 33.3036 27.938 40.4755 26.2698 24.5028 19.4911 43.8249 19.4049 17.2077 16.6976 13.1208 12.6635 14.0719 11.7086 11.5326 10.846 10.733 10.5465 8.79147 7.82025 7.16285 6.58387 5.3853 8.84681 4.88722 4.41765 1.51318
threshold=1.1500000000000001 95.985565648201529 5.5000000000000009 98.65000000000002 97.015045772664749 15.300000000002003 0.73502237301009477 96.356603166595647 1.0000000180025095e-35 1.0000000180025095e-35 8.8583333333333361 7.854166666666667 95.997100293133428 1.5000000000000002 14.500000000000002 97.678333333333356 1.0000000180025095e-35 95.940015720973079 17.150000000000002 11.850000000000003 96.005034935970045 1.0000000180025095e-35 6.3125000000000009 96.995182289852522 97.015045772664749 16.500000000000004 6.7541666666666673 5.5000000000000009 11.850000000000003 42.599999999999007 96.002971485224123 4.7958333333333343 5.4500000000000002 3.3500000000000001 17.500000000000004 12.200000000002548 12.450000000000001 95.989678354418103 215.3000000000001 0.67348073282917598 1.5000000000000002 97.111898307683234 71.350000000000009 44.099999999999007 0.46311116277204994 3.2500000000000004 1.0000000180025095e-35 93.995549286426296 1.5000000000000002 54.799999999999507 11.500000000000002 307.69083333333339 95.550000000000011 7.1916666666666673 99.750000000000014 52.450000000000735 0.55426262928635561
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 21 4 8 35 10 12 13 14 11 -4 -8 17 19 27 -16 -2 -17 -7 30 25 39 52 -9 37 -24 -11 47 -30 31 45 -33 -15 -12 46 40 -3 41 -23 -37 43 -43 -6 -32 -5 48 -10 -1 -48 -38 -27 53 -22 -25 -46 -54
right_child=3 2 6 20 38 9 7 24 28 15 34 -13 -14 33 16 18 -18 -19 -20 -21 23 22 26 54 -26 51 -28 -29 29 -31 44 32 -34 -35 -36 36 50 -39 -40 -41 -42 42 -44 -45 55 -47 49 -49 -50 -51 -52 -53 56 -55 -56 -57 -58
leaf_value=-0.030748662762714263 -0.00091897209995919727 -0.061112432789769827 -0.010966764667783881 -0.057576346329102662 0.045168246277429464 -0.011514972065972745 -0.019410332001446835 -0.031579368548041338 -0.010995750413676897 0.0091312026419380372 0.012024210431660487 -0.043246080072489243 0.033161446480776582 0.010985115796805419 -0.0078392396487118009 0.00091229220871417006 0.01877270537732003 0.0099880753763041154 0.01145905976884868 0.0050441031987764973 -0.057446429402003486 0.028508903261989123 -0.078419381530125731 -0.0075073604441556977 0.012191360814077654 -0.060315624368680647 -0.018103152917436992 -0.018901536919985029 0.012414599219321056 0.026417125901690364 0.085485806655075755 0.032870980272061708 -0.012511450176071418 0.02703568696870999 0.056787959871986919 0.00071618363872656449 -0.00053954403447754298 -0.026469722421837295 -0.011848216975258216 -0.021176712961866934 0.039993901591001003 0.018670783938263935 0.06303970289253856 0.074719490124283791 0.038277220577395792 -0.015238512714120137 -0.016862097920773061 0.0084788276863278431 0.0052311842060571746 0.019358089196923726 -0.023031900589698791 -0.045392639524484475 -0.057692906952313133 -0.0064953589549389531 0.038150495396450407 -0.0019229644799128476 -0.076191661179533576
leaf_weight=306.10635090619326 4749.7270822040737 45.177731081843376 3254.3026963248849 43.319173350930214 71.99548401683569 558.94260177761316 107.20813559740782 237.80687615275383 93.021673001348972 146.38361504673958 68.931171506643295 295.62062677741051 491.66244096308947 537.93406771868467 4893.9598431885242 2014.8874704912305 270.23487439006567 1857.6627409830689 3866.7740100771189 3706.0427908711135 38.372122913599014 60.014731884002686 30.272826194763184 12.553668126463892 61.134814158082008 142.53054343163967 109.64092354476452 424.39590962231159 798.33256108686328 993.23809438943863 9.1369530856609327 53.525695480406284 598.42161031067371 484.55994021892548 54.932742968201637 278.0372027978301 38.82706806063652 384.08245481550694 12.039472036063669 23.543018281459808 23.022704780101776 52.504978068172932 27.091085184365511 62.719914205372334 15.657654494047167 23.243721567094326 69.769104897975922 275.17316023632884 17.974809549748898 18.950223185122013 400.57292749732733 153.52227260172367 17.138703219592571 10.951036691665648 10.993646562099455 12.127011373639105 31.140870153903961
leaf_count=2278 25664 233 17339 235 326 2945 589 1312 621 631 378 1714 2423 2467 27566 8800 1247 9628 16993 19086 187 260 129 67 295 839 479 1861 5602 6800 50 266 3203 4128 265 1730 231 2307 55 101 103 271 175 291 74 115 416 1615 92 109 2609 883 88 48 61 59 148
internal_value=2.377e-06 -0.00303843 -0.0124459 0.00629898 0.00810132 1.01731e-05 -0.00810798 0.00830777 0.00721773 0.00116035 -0.0121197 -0.0136548 0.0237502 0.00435122 -0.00223078 0.00611593 -0.00644667 0.00214754 0.00784604 0.00287397 -0.014295 -0.0333474 -0.0140798 -0.0438445 -0.0226281 -0.0392838 -0.0311536 -0.0117122 0.0173444 0.0201775 -0.00955606 -0.0119359 -0.0087855 0.0185915 0.0318766 -0.015829 -0.0109756 -0.0301157 0.0463165 0.0145096 0.00371984 0.0495841 0.0337721 0.0589265 0.036756 -0.042792 -0.0245347 0.00355872 -0.0287531 -0.00912556 -0.0210444 -0.0525771 -0.0577538 -0.046134 0.0138091 0.0207313 -0.0696248
internal_weight=33447.8 22555.3 5520.38 10892.6 10016 17034.9 4571.6 897.812 9789.65 15881.6 3673.79 3549.92 598.871 7629.88 9429.18 6452.44 5164.19 6607.39 5881.66 4264.99 876.582 948.785 223.471 121.15 298.942 725.313 139.914 570.78 2159.77 1791.57 755.432 718.51 651.947 1022.49 123.864 1153.26 740.46 429.26 226.351 83.5578 301.06 214.311 79.5961 134.715 36.9216 66.5629 412.8 368.195 324.081 88.7193 439.4 296.053 97.6027 49.3232 23.5473 27.7847 48.2796
internal_count=178487 116243 29546 62244 57643 86697 24315 4619 56525 79129 19696 19053 3012 41887 50844 28285 28813 35292 25793 22031 4601 5231 969 599 1607 4262 608 2492 14638 12402 4002 3819 3469 6595 643 7568 4673 2540 1118 361 1833 1063 446 617 183 350 2895 2236 2370 525 2840 1722 471 235 128 133 236
is_linear=0
shrinkage=0.05


Tree=56
num_leaves=53
num_cat=0
split_feature=26 15 1 1 25 0 20 9 2 20 17 2 15 9 17 1 21 15 17 18 20 21 0 21 17 19 17 19 2 15 20 1 20 18 1 21 21 12 17 2 18 20 20 18 0 20 15 15 0 17 0 2
split_gain=240.995 195.076 157.277 133.232 122.025 87.6303 81.3603 68.8676 67.6265 67.6152 54.7102 48.0243 47.2225 45.9389 45.2415 43.0916 39.7599 37.0327 42.5186 35.64 32.8967 31.8417 31.2318 29.8139 29.0316 28.9888 28.8675 23.9249 21.2811 19.2227 18.2783 22.6376 27.5535 16.1443 14.2251 14.192 13.6062 14.6812 12.608 12.9252 13.4703 12.551 23.2996 8.89485 7.2509 5.17231 4.05969 3.62022 3.42441 6.52983 5.61136 0.0566611
threshold=1.0000000180025095e-35 15.500000000000002 98.550000000000011 44.750000000000007 1.0000000180025095e-35 13.850000000000003 7.4041666666666677 1.0000000180025095e-35 3.2500000000000004 9.6333333333333346 60.04999999999928 1.9500000000000002 18.500000000000004 1.0000000180025095e-35 29.299999999999503 95.050000000000011 49.650090470446322 17.500000000000004 133.0499999999993 362.09583333333336 6.679166666666668 29.101464251773809 16.750000000000004 24.635957943392359 21.799999999999503 0.85282721951698715 35.04999999999928 0.23658196905506731 9.1500000000000004 13.500000000000002 6.679166666666668 49.45000000000001 6.9041666666666677 192.05833333333337 99.65000000000002 95.276090947606292 12.613757870975409 1.0000000180025095e-35 1168.500000000002 6.1500000000000012 259.88083333333338 6.3375000000000012 5.5125000000000011 543.07166666666683 18.850000000000005 4.9041666666666677 15.500000000000002 4.5000000000000009 45.050000000000004 43.100000000004009 48.350000000000001 1.3500000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 7 13 -7 10 16 12 15 36 27 -1 28 -3 17 18 26 33 34 -21 -12 -16 -22 -14 -2 -6 -5 -20 41 32 -32 -19 -13 38 37 -4 39 40 -10 42 -18 -11 -41 -38 -43 -40 49 -9 -50 -33
right_child=8 4 11 14 9 6 -8 48 35 43 22 20 25 -15 23 -17 30 19 29 21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 51 -34 -35 -36 -37 45 -39 47 44 -42 46 -44 -45 -46 -47 -48 -49 50 -51 -52 -53
leaf_value=-0.0056962380456369432 0.0030733633129595185 -0.013064423493446099 0.015343903579975553 -0.00061288092264619686 -0.0083795758186101989 0.0050483658900714505 -0.0071933438912533138 0.018451445834110469 0.0070411097383387758 0.088785757464968085 -0.030923480368650336 -0.012581426460775515 -0.0074535974385965195 -0.036887767294589882 0.0088875860569622277 0.029102598419437655 0.037094972024710723 -4.8986855222837489e-05 -0.0017534695195099946 -0.0013275557997437905 -0.040577144837005953 0.023835152340886821 0.015052585832845867 0.019447700866006057 0.0038475403357357664 0.016952623486289852 0.01436081838964421 0.0081236142336488133 0.022905853302684479 -0.038970933434791397 -0.06243908156893329 0.064767544045214273 0.0095678452542440548 -0.013913622435571746 -0.034736449648453092 -0.041308228599128909 -0.066682389544645393 -0.059151295114311331 -0.0025731465557976285 0.021437934409991748 0.022642047945508472 0.036740229863670482 -0.00046513389938064814 0.039242940131881045 0.034610219174656558 -0.040865168005090241 0.064253838293175811 -0.049688389963895276 -0.0020665774873733162 0.071255371631183492 0.031763833342391135 0.059129042018642823
leaf_weight=3269.7189125269651 819.02452927082777 6561.7596833966672 21.143187656998634 910.03459024056792 259.66188751906157 6958.4039380848408 1686.174797989428 10.914355576038362 214.08302145451307 21.010453149676323 42.809866353869438 133.93372678756714 1833.5672237053514 122.46634659171104 1313.762476220727 61.152609016746283 121.38395544886589 372.17846792191267 531.90471863746643 315.91345066577196 41.979667246341705 208.83550317585468 269.30073047056794 1360.5630977712572 296.67242728918791 130.31268887221813 1836.7640511617064 1423.8199358955026 107.55250514298677 37.115458250045776 14.811752274632452 8.267180338501932 128.90181758999825 481.72772718220949 157.83227381855249 9.1910239234566671 21.767690367996693 9.6242106184363383 10.018174283206465 193.86974149942398 391.18236207962036 24.619732469320297 62.573604971170425 15.927951917052267 226.5710704959929 178.37247349321842 29.438533641397953 6.8750588521361342 15.340375199913977 12.629687890410422 60.98771720379591 9.6636351868510229
leaf_count=16965 3626 38835 93 4600 1244 34292 8964 52 1363 93 221 690 8575 541 7631 387 661 1663 2325 1439 233 913 1395 9830 1533 609 8123 6849 797 163 75 50 665 2131 822 97 127 76 73 2032 2601 138 346 72 2707 1050 161 51 74 62 294 78
internal_value=1.53154e-06 -0.00199941 0.00139743 0.00253668 -0.00725666 -1.1903e-05 0.00266055 -0.0111173 0.00902627 0.000114992 -0.011711 -0.0194063 -0.000566662 -0.00682233 0.0108458 -0.0126751 0.00660346 0.00529013 0.00822235 -0.00156861 -0.012261 0.0086865 0.00874639 0.01426 -0.00165939 -0.00583413 0.0108799 0.00557815 0.0018729 -0.00418105 0.021731 0.00875581 0.00214649 -0.00787066 -0.0245663 0.020551 -0.0389143 -0.0079586 0.0210963 0.0218019 0.017124 0.0305429 0.0243188 0.0674227 0.0285363 -0.0436731 0.0517233 -0.0217477 0.0301067 0.046777 0.0249646 0.0617287
internal_weight=33364.1 27309.2 16590 15728.7 10719.2 12036.8 8644.58 7034.9 6054.91 3684.3 6935.02 861.326 3647.36 3392.19 3691.91 6622.91 5003.12 4603.46 3224.81 1378.66 630.418 524.749 312.111 2674.33 338.652 1963.88 2655.79 1683.48 1017.59 569.02 399.66 161.644 143.714 853.906 291.766 1051.79 230.908 30.7674 1042.6 1025.71 605.265 238.016 183.958 36.9384 420.441 200.14 54.0583 16.8932 99.8721 23.544 76.3281 17.9308
internal_count=178487 147006 88244 83620 58762 60762 43256 41320 31481 17442 40838 4624 17277 17506 22858 39222 22557 20383 14237 6146 3278 2352 1616 17461 1766 9184 11749 8093 5397 2488 2174 868 740 3794 1512 8924 1346 169 8827 8703 3964 1306 1007 165 4739 1177 299 124 482 114 368 128
is_linear=0
shrinkage=0.05


Tree=57
num_leaves=45
num_cat=0
split_feature=13 12 17 21 23 23 21 23 23 20 20 21 21 21 0 17 23 20 23 1 23 25 11 21 17 0 18 17 0 19 21 20 19 23 1 20 0 23 23 21 17 20 15 1
split_gain=233.411 234.731 131.801 116.881 126.118 100.226 91.4398 72.5194 94.41 69.6356 69.0832 65.6864 62.8597 64.7607 57.6911 60.3547 48.4596 46.5334 45.0206 41.4645 41.0829 30.3554 30.1826 29.6077 27.8724 24.8809 20.9787 16.9441 33.1883 16.3191 15.9067 16.023 15.8625 12.8564 12.7679 12.6001 11.9722 13.8646 9.78984 10.8093 6.88778 5.77808 5.34386 2.70392
threshold=1.0000000180025095e-35 1.0000000180025095e-35 14.800000000002003 49.650090470446322 97.028918780134944 92.998819010110978 22.336257309941523 96.98829157962912 96.992976890860362 7.2875000000000005 7.0750000000000002 57.934019832189179 11.659677164108247 16.454446719144972 15.050000000000002 40.300000000002008 96.046329136744703 7.2791666666666677 95.985565648201529 93.350000000000009 92.998819010110978 1.5000000000000002 1.0000000180025095e-35 67.401459938522819 48.349999999998552 16.650000000000002 78.940000000000012 12.200000000002548 12.450000000000001 0.60769007108133322 22.223237120935334 7.7833333333333341 0.89435176548100348 92.993530851545856 97.65000000000002 7.6750000000000016 14.250000000000002 96.952992361115022 90.970759258051899 42.045553460031925 841.39999999999975 8.6000000000000014 11.500000000000002 99.750000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 27 4 5 -4 9 14 22 10 16 18 20 -14 21 -16 -1 -13 -5 -10 -11 -8 -9 24 29 -12 -6 41 33 30 35 -32 -30 -29 36 -2 40 -38 -31 -40 -26 42 -3 -36
right_child=23 2 3 11 26 -7 7 8 19 12 25 17 13 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 34 -27 -28 28 32 38 31 -33 -34 -35 43 -37 37 -39 39 -41 -42 -43 -44 -45
leaf_value=0.0043759918439928028 -0.02285997921349113 -0.013573909514627081 0.0072321225007061082 0.037473951037732128 -0.012729930998434849 -0.0047205031419374514 0.0012258096677707406 -0.012610997253120287 -0.0044419809621132128 -0.087402996020199089 0.0074121710620381337 0.010877435703005048 0.010009424696882619 -0.012049050759878149 0.0070109882639649637 0.017875071605369827 -0.016295368513780665 -0.024958841036581962 -0.0017265775912694162 0.052977304989331078 -0.020596082951915548 0.015722174992550925 -0.072529540130516129 0.067263686763473787 -0.017851300265682615 0.032707150999860983 0.047812959106352484 0.025851492741772689 -0.028277044875117941 0.010661740898541751 -0.017505435715770779 0.0078373291839322675 0.032703054837606209 -0.0065461559010139671 -0.060123715458813266 -0.044259227398531352 -0.0030631213292299213 -0.038157988539178511 -0.045543153925570054 -0.00299286204222371 -0.058813245582799135 0.0045574132221888426 -0.032194555682157198 -0.027525107497789206
leaf_weight=3049.1815253049135 346.80484591424465 43.685649991035461 2011.5870980396867 350.32721505686641 15.911306321620939 13688.743659641594 1905.6285432763398 30.42282847315073 251.22849071025848 24.532318063080311 149.90958642214537 433.11293237656355 607.84479144960642 735.17424710094929 2177.08126013726 3096.9280723184347 312.58347658067942 114.54194446653128 92.604129794985056 35.939105302095413 371.38395752757788 445.56179475411773 67.980810984969139 10.400267288088797 139.1528469696641 276.57253829017282 142.03632825985551 35.363168217241764 308.34471815079451 9.9809021651744825 535.13940738886595 70.598282050341368 11.046446554362772 228.40126299113035 13.18014894425869 85.808855608105659 522.56584096699953 29.744098916649818 127.06579179689288 16.912278153002262 11.079752229154108 12.506616383790968 326.51889379322529 12.295216552913189
leaf_count=14578 3137 288 9645 2305 75 72979 9886 134 1133 112 737 2602 2880 3414 10642 17352 1452 538 496 225 1792 2471 302 63 865 1284 647 185 2101 52 3646 456 68 1460 96 884 3347 222 1164 110 62 86 2417 97
internal_value=1.62081e-06 0.00104068 -0.00273074 -0.00170103 -0.00274185 -0.00318909 0.00600353 0.00941684 -0.0117391 0.00105648 0.00485887 0.0149614 -0.00722697 -0.00206548 0.0104866 0.0133904 0.00245393 0.00338228 0.0292783 0.00274406 -0.0247357 0.00397294 -0.0540049 -0.0168714 -0.0173271 0.0238159 0.041714 -0.0206932 -0.0153283 -0.0220341 -0.0197817 -0.0145518 -0.026168 -0.00220257 -0.0096182 -0.0271045 -0.00835729 -0.00495312 -0.0372254 -0.040545 -0.0208723 -0.028868 -0.0299972 -0.0443906
internal_weight=33283.4 31352.7 17814.7 16848.9 15858.3 15700.3 13538 8010.77 385.571 5527.18 3788.25 990.586 1738.94 1343.02 7625.2 5274.01 3361.77 547.655 442.931 287.168 395.916 2351.19 98.4036 1930.73 1920.33 426.482 157.948 965.867 583.156 1192.31 1038.35 605.738 319.391 263.764 728.018 432.614 702.543 552.31 153.959 143.978 150.233 382.711 370.205 25.4754
internal_count=178487 164286 95892 89287 83346 82624 68394 42145 1794 26249 18051 5941 8198 6294 40351 27994 16030 3140 2801 1358 1904 12357 436 14201 14138 2021 722 6605 3814 9449 8123 4102 2169 1645 4689 4021 4496 3569 1326 1274 927 2791 2705 193
is_linear=0
shrinkage=0.05


Tree=58
num_leaves=58
num_cat=0
split_feature=25 14 21 21 21 20 21 20 20 21 2 23 23 0 19 26 23 1 19 23 16 23 20 20 0 21 19 16 0 23 20 20 25 20 2 21 21 23 21 20 20 21 19 20 19 23 23 19 21 19 16 16 23 1 19 2 19
split_gain=216.061 214.99 172.958 145.501 122.508 119.638 95.2585 93.2584 166.855 110.014 92.5464 90.9773 61.9248 60.515 52.7303 49.4265 47.5585 42.1973 40.2254 35.326 34.7795 34.17 33.61 39.7365 40.9628 32.4609 32.4377 30.9373 29.9258 29.8513 25.3425 23.0337 22.6044 22.3323 21.9457 20.5768 18.53 15.6155 15.2558 18.8597 21.9999 11.0946 10.1631 17.3333 13.7144 10.1509 10.877 13.222 9.4819 10.0911 8.97962 7.43159 6.8152 6.24011 2.81144 2.68599 0.980292
threshold=1.5000000000000002 1.0000000180025095e-35 28.951165325167608 29.577480286081059 28.114407810626808 7.5625000000000009 47.55706157453703 7.4041666666666677 6.5666666666666673 20.744784876140812 1.1500000000000001 97.028918780134944 95.985565648201529 25.450000000000003 0.4061518707164618 1.0000000180025095e-35 92.998819010110978 96.250000000000014 0.60496802206509903 95.994648421187065 30.799999999999503 92.993530851545856 5.3625000000000007 5.5750000000000002 27.250000000000004 11.24539317642766 0.38863829337002326 129.39999999999978 10.950000000000001 93.003780710711752 9.6333333333333346 7.2791666666666677 1.0000000180025095e-35 5.1583333333333341 9.2500000000000018 38.511873577532533 57.934019832189179 91.021329629720654 35.229949383332148 4.741666666666668 5.6625000000000005 32.580050522291259 0.44775647376629862 5.8083333333333345 0.61613598872745234 92.995440792788813 92.942144845294635 0.11983735395126836 36.33827391316759 0.85282721951698715 46.10000000000128 90.099999999999014 92.001625418421966 99.550000000000011 0.64940027192107641 6.2500000000000009 0.28669657706411705
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 17 7 32 11 8 -1 -9 12 -5 13 25 -7 20 37 26 22 31 34 -15 33 24 -24 -3 -4 -8 -22 -25 -21 -14 -6 36 -12 -35 -18 42 39 41 -41 -20 43 -2 -44 46 47 -39 50 -50 -40 -48 55 -54 -19 -17 -45
right_child=16 10 3 6 5 14 27 9 -10 -11 15 -13 19 21 -16 52 18 54 38 30 28 -23 23 29 -26 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 45 48 40 -42 -43 44 56 -46 -47 51 -49 49 -51 -52 -53 53 -55 -56 -57 -58
leaf_value=-0.0080108634948746361 0.036046247500286822 -0.023946485015351633 0.0033328390117646381 -0.0025747953538106405 -0.047695601997525289 -0.019506083624460348 0.013685593593859811 -0.020220892531548258 0.0052292573501027985 -0.0026795350873108229 -0.0021935101519783362 0.03485662954540282 -0.02206329950386637 0.034402714890025797 0.04208979599478347 -0.02340580371250409 0.0072724885426329365 0.11994523540050295 -0.047232523656674533 -0.0059709138973519814 -0.0054435040275422914 0.010727385960061992 -0.003688326254585721 -0.049763818026471118 -0.071974387934512843 0.0017688334111030631 0.044580362563901438 -0.012052173566099953 0.018412412387111544 0.0059919660908224646 0.056126200480258973 -0.076013001680777029 -0.026476975996196247 0.060530245590175516 0.029168654380469589 -0.012880839858724503 0.039870426826393163 -0.023012192827536845 0.06579175922964961 0.042094135548050811 0.012232459893452891 0.013772654122280235 0.054099443071583819 -0.047339277999476549 -0.011693278721547264 0.074712088384233433 0.0082182977842808116 0.04003535748125845 0.019754556768828375 0.044774903368785632 0.02247012078551644 0.051844227547899316 0.037772493486342151 0.0041979443607954746 0.085616562193827725 0.025193493981217424 -0.026721372256169541
leaf_weight=6870.1403444483876 12.91229823976755 131.78290851414204 66.954027928411961 6639.0841721855104 304.76116215437651 65.424318693578243 1527.624094132334 2085.3135702908039 3640.4640108421445 1564.4183403551579 492.82438516244292 166.39918768405914 83.162192739546299 173.76654297113419 74.096108824014664 6.788225442171095 210.55019560083747 11.747650951147081 19.127551786601547 973.11331901699305 145.9665174856782 1239.5868866890669 60.07516860589385 24.476507961750031 34.616366371512413 1784.5389924794436 165.4434269964695 126.41849359124899 1322.7748037688434 1249.2816721126437 16.712544620037079 25.960681259632111 213.40775507688522 51.857687927782536 62.899180751293898 11.698831666260956 54.978137079626322 8.6481504812836629 29.277830202132463 72.015142742544413 429.69976621866226 12.210331127047537 19.946816705167294 10.698790699243547 13.137306481599806 14.739008747041224 60.311259098351002 216.35591946542263 222.00204245746136 49.236276715993881 20.224286787211895 11.647012799978254 255.98201912641525 14.630184624344109 12.114905342459677 4.891861654818058 12.501698456704615
leaf_count=38453 65 622 314 32791 1673 363 8834 13526 20663 8066 2902 765 361 811 352 44 1032 54 83 4232 848 5339 344 129 158 7846 768 709 8541 6308 79 116 964 234 674 56 421 59 142 356 1997 58 99 48 57 79 346 1413 1365 321 102 64 2193 75 54 59 60
internal_value=1.22897e-06 -0.00125416 -0.00350847 0.00208055 -0.00679586 -0.027891 0.00095616 -0.00581608 -0.003425 -0.012702 0.00662253 -0.00165957 0.00239258 0.00578927 0.0132061 0.0147434 0.0129605 0.0391984 0.0105001 -0.00789895 0.0120104 0.0136382 0.00604761 0.00259749 -0.0286516 4.25163e-07 0.0326969 0.0117185 0.0160416 0.00492056 -0.00492245 -0.0348981 -0.0389567 0.0203944 0.00135619 0.0470175 0.014022 0.0294408 0.0193527 0.0141683 0.0165187 -0.0234628 0.00795408 -0.0103868 0.0279739 0.0342108 0.0322006 0.0376121 0.027969 0.0242964 0.0480925 0.0152795 0.0343433 0.0359573 0.102517 -0.00305141 -0.0362292
internal_weight=33201.4 30269.2 23533.8 8715.79 14818 657.689 8459.53 14160.3 10510.6 3649.73 6735.38 6805.48 4428.62 3329.68 139.52 2306.76 2932.23 256.26 2551.33 1098.95 2024.46 1413.35 1697.53 1368.45 94.6915 1916.32 232.397 1654.04 1468.74 1273.76 989.826 109.123 518.169 329.085 555.724 63.5565 265.528 380.898 853.793 533.053 501.715 31.3379 69.1969 36.1128 33.0841 311.701 296.962 225.004 320.74 271.238 49.5021 71.9583 282.292 270.612 23.8626 11.6801 23.2005
internal_count=178487 163091 128349 44289 84060 3352 43099 80708 59116 21592 34742 33556 19406 14618 715 15336 15396 1190 13106 4788 12965 6150 8682 6939 502 8468 1082 9543 9389 6437 4311 477 2637 1743 3576 290 1453 2290 4424 2494 2353 141 329 173 156 1961 1882 1472 1930 1686 244 410 2371 2268 108 103 108
is_linear=0
shrinkage=0.05


Tree=59
num_leaves=59
num_cat=0
split_feature=17 0 0 17 2 17 0 17 0 0 17 17 0 23 23 0 17 20 2 23 23 17 23 2 23 23 0 3 2 23 0 17 19 25 17 21 23 16 15 20 23 25 16 0 17 3 23 16 20 23 19 21 16 3 0 17 15 19
split_gain=209.576 178.06 298.735 285.703 109.369 102.483 134.598 104.593 114.426 90.9831 90.1118 76.6566 270.755 48.856 48.0177 46.7752 46.2711 42.6109 40.5057 63.1244 36.9897 36.7193 35.5471 35.4406 35.273 31.5445 29.3978 28.6775 25.8054 25.1305 24.3811 51.2359 23.2093 23.0465 22.6739 21.7956 20.7519 20.466 19.695 18.8919 18.0998 17.9112 15.7519 14.4872 42.8149 16.7589 13.4585 12.2398 11.9016 11.2465 11.101 8.79927 7.45598 6.46334 6.31534 8.52643 10.6684 5.18585
threshold=31.799999999999503 32.650000000000013 16.850000000000005 60.04999999999928 1.1500000000000001 13.950000000000729 21.250000000000004 21.099999999999003 15.750000000000002 60.050000000000004 297.39999999999969 42.10000000000128 41.750000000000007 94.227509561091395 97.028918780134944 11.950000000000001 145.59999999999948 9.6333333333333346 1.1500000000000001 95.969915609655274 95.002415878613903 16.599999999999003 91.92283175876851 1.5500000000000003 92.993530851545856 95.001257886247657 14.550000000000002 93.850000000000009 2.3500000000000001 94.058517709790252 29.250000000000004 29.549999999999276 0.54583522630969072 1.5000000000000002 17.799999999999503 30.689451884613153 92.993530851545856 200.19999999999985 7.5000000000000009 5.7166666666666677 96.028500659351138 1.0000000180025095e-35 22.549999999999276 12.050000000000002 12.200000000002548 95.750000000000014 92.994091233462854 19.299999999999503 6.8375000000000012 94.982806519143637 0.55157472085857029 12.613757870975409 215.3000000000001 93.850000000000009 12.450000000000001 11.049999999999274 12.500000000000002 0.70140681855373788
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 4 11 15 33 7 8 21 16 18 17 35 29 -14 42 37 22 19 -4 28 -7 -3 51 39 -20 -26 -17 -6 36 31 -15 -22 43 -10 -13 -8 -5 40 -9 -12 -25 -2 44 52 -46 -40 53 -18 -49 -31 -11 -1 -45 55 -35 -57 -32
right_child=1 3 10 9 20 6 13 24 34 23 38 12 14 30 -16 27 48 -19 25 -21 32 -23 -24 41 26 -27 -28 -29 -30 50 57 -33 -34 54 -36 -37 -38 -39 46 -41 -42 -43 -44 47 45 -47 -48 49 -50 -51 -52 -53 -54 -55 -56 56 -58 -59
leaf_value=-0.022675121884623471 -0.02902939394800947 0.011087834700717241 0.016694762623787201 0.020161658932522936 -0.013686117069967403 -0.0049179154250688362 0.0036816971675606054 0.0036137996687127917 -0.026454131065317465 0.0013779344467047881 0.0012672633332921793 0.016679358332769356 -0.0090913613981388509 -0.017898638527784793 0.058391586629173986 0.030606217633021095 0.0063279886183958411 0.070674577999796415 0.015150370311087095 0.0016343425945992774 0.006685917735221163 0.007825918850619824 -0.016458062688209343 -0.0094113555760097067 -0.0010368557082704112 0.026994312583782105 0.0094511730680119505 -0.0038334883714163923 0.0044659487066564382 0.0091525544379814274 -0.03247431894589535 0.0079275941228444009 0.021068862184848082 -0.017395261259815234 -0.012583836949859649 0.033773957210680841 -0.011705715176363318 -0.012762984709411252 0.029354827808284013 0.027296703457985544 -0.042214943322415731 0.017302022995698454 -0.012859062480903866 -0.081917529317764803 -0.001623607102604104 0.069277086689235393 -0.035448567915116684 -0.012142811697936804 -0.012734684804319519 -0.030877336002111008 0.04743377991979579 -0.044080257697446001 -0.06083974272804752 -0.039492328633078173 -0.020558328587321047 -0.011044435395629411 0.040820073970169943 -0.017299771301757118
leaf_weight=602.15456717461348 176.7625627964735 123.6579761505127 2673.6460171230137 1812.8355915397406 247.36835336685181 1127.541024889797 352.77313773706555 118.03129586204886 412.74900716170669 12.374305836856363 270.57766408100724 566.34683450311422 4254.2920255623758 1475.2321864813566 26.524856723845005 62.371673367917538 239.45229042693973 14.60303161293268 1079.5574268512428 940.51847960054874 607.57105012238026 1133.4401582479477 2215.1372576877475 221.90574099496007 1199.7364237271249 1173.0142079815269 1507.8926640823483 1957.1509897783399 939.08490546792746 52.39546325057745 265.68980401009321 220.78076038509607 521.00072322040796 15.354017548263071 1029.6822368763387 277.98496752604842 578.30558756366372 48.460501283407211 8.8756180778145772 293.83697188273072 26.254821725189686 87.488738439977169 1017.6639713197947 10.21128775924444 250.82687903940678 8.6210605539381486 82.341022666543722 134.39443209022284 124.42777382954955 198.31655762344599 29.65696020424366 76.19262083619833 13.075317271053789 74.291931584477425 15.577628135681151 14.087677165865896 33.476414136588573 71.44185645878315
leaf_count=4249 846 581 12668 9478 1109 6456 1719 628 2515 65 1366 2923 21852 8332 121 281 1191 68 7523 4516 3519 6063 11570 1155 6377 7195 8010 9236 6380 290 1453 1133 2977 82 5937 1469 3106 232 46 1517 132 477 4856 49 1508 49 381 862 632 1418 155 429 73 540 79 65 161 387
internal_value=1.30854e-06 0.00285141 0.00702711 -0.00201961 -0.00144038 -0.00554834 -0.00376924 0.000132423 -0.00554926 0.0121784 0.014512 -0.00699965 -0.00356936 -0.012508 -0.00867322 -0.00740873 0.0161165 -0.01447 0.0160555 0.0127756 0.00684548 0.00147063 -0.0150016 -0.00984076 0.00687762 0.021318 0.00480398 -0.00276984 0.000681352 -0.00353793 -0.0169778 -0.0145367 0.0133257 -0.018361 -0.0165528 0.0223075 -0.00587563 0.0193044 -0.00882306 0.0205098 -0.00257874 -0.0018575 -0.0152521 -0.0199593 -0.0163025 0.000732315 -0.029143 -0.0276258 -0.000190439 -0.0233098 0.0229889 -0.037729 -0.0234862 -0.0446189 0.00794415 0.015001 0.0254587 -0.0292587
internal_weight=33125 21885.4 11783.8 10101.7 5528.97 11239.6 9869.19 6822.91 3703.41 2623.14 6254.79 7478.55 5125.15 3046.28 4280.82 3213.95 2225.18 2353.4 5866.74 3614.16 2315.03 2260.98 2338.8 397.961 3119.5 2252.57 2707.63 2019.52 1186.45 1013.13 2033.14 1696.01 1128.57 1370.39 1442.43 844.332 931.079 1861.3 388.049 411.868 296.832 309.394 1194.43 1291.89 874.678 259.448 91.2166 417.214 363.88 332.711 82.0524 88.5669 615.23 84.5032 78.4957 62.9181 47.5641 337.132
internal_count=178487 115274 63031 52243 29204 63213 54078 37503 20971 13659 33827 38584 26365 16575 21973 15219 11533 12219 31902 17184 13985 12519 12151 2126 16532 14718 14387 9517 7489 5270 11305 9465 6496 9135 8452 4392 4825 9710 1925 2145 1498 1632 5702 8748 5879 1557 427 2869 1823 2280 445 494 4322 589 387 308 226 1840
is_linear=0
shrinkage=0.05


Tree=60
num_leaves=44
num_cat=0
split_feature=13 12 23 20 21 20 21 21 20 16 21 21 15 20 22 23 23 23 0 18 23 23 21 11 18 20 20 20 23 0 18 25 21 16 20 23 15 20 23 1 20 16 0
split_gain=192.801 183.858 122.446 136.435 127.473 93.6231 111.844 108.408 92.3879 84.8949 86.5968 78.7691 75.0646 72.833 62.1239 132.152 63.3076 62.0539 49.5658 45.6368 42.579 35.994 29.7959 24.9844 24.631 22.8776 52.4615 42.9093 42.167 20.4527 19.4337 18.9046 16.0036 12.7608 12.2709 11.2989 10.4002 10.3785 6.71092 8.80955 5.11183 4.97558 2.26774
threshold=1.0000000180025095e-35 1.0000000180025095e-35 92.998819010110978 6.1625000000000005 20.211690945970869 8.1708333333333361 20.744784876140812 21.124218014908191 7.9583333333333348 321.04999999999933 47.55706157453703 43.675646109667724 17.500000000000004 5.8083333333333345 5.5000000000000009 91.941257599583437 92.886042525702422 97.015045772664749 15.450000000000001 443.01666666666671 92.977870356643635 94.998851172270506 67.401459938522819 1.0000000180025095e-35 466.21750000000003 7.0291666666666677 6.6916666666666673 6.7791666666666677 94.989732812166849 16.050000000000004 25.22333333333334 1.5000000000000002 13.640579710144928 175.0499999999993 7.2458333333333345 92.014596750841051 6.5000000000000009 6.4458333333333337 95.968646646231036 47.650000000000013 8.0916666666666668 788.90000000000066 47.150000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 11 8 7 -7 -6 17 10 12 13 18 -3 15 -5 -16 -4 -1 -13 -14 -10 24 38 25 26 28 -28 -2 35 -27 37 -32 -31 -33 -12 -26 -25 39 -11 42 -40 -38
right_child=22 2 4 14 5 6 -8 -9 21 23 29 19 20 -15 16 -17 -18 -19 -20 -21 -22 -23 -24 31 36 30 27 -29 -30 33 32 34 -34 -35 -36 -37 40 -39 41 -41 -42 -43 -44
leaf_value=0.0016842659316744517 -0.0036573429356879942 -0.0058596403964901083 -0.0096316090519996296 0.031038871515946205 0.02170228754154524 -0.042943190030120593 0.02805649960582822 -0.0034532002594933166 -0.01728597004082839 -0.0071737336316463288 0.036147234209082203 0.040648048911327977 0.016836180870756525 -0.044772169842340954 0.013725226361577643 -0.040344631371185991 0.038020034034696948 0.02923818886923174 0.0094172010138832661 -0.033304350347596594 -0.0050215220298218729 -0.042801690693226348 0.069920962946389054 -0.028513394546320531 0.015147492556485577 0.046288576793966467 0.045029378519228114 -0.0023963685164527558 -0.025581611956822233 0.02834770502308295 -0.041865925639297093 0.011524980035472907 -0.020204768442428949 -0.016057712209723459 -0.037573672731708731 0.0085630232859725246 -0.055530250796206271 -0.012998449350928946 0.013495909250627734 0.03503474493282599 -0.013045351786181519 0.054501850830822575 -0.030556902143018191
leaf_weight=3088.1479704231024 372.08490486815572 598.07492411881685 3970.2459190115333 130.90704529732466 447.79525931924582 63.156569115817547 455.62110057473183 9830.9919323213398 268.9095342233777 64.424819156527519 41.90263644605875 114.51119224354625 247.17945090681314 150.51397084444761 719.45480467006564 128.46158514916897 427.46185240894556 105.40567721426487 6298.8679446578026 25.508998818695545 2259.5127072297037 284.38172306865454 10.09293422102928 241.61114128679037 7.3017725422978392 10.048691693693398 62.131997726857662 205.24304174631834 534.14493197575212 526.42486409470439 102.30103980004787 76.584322407841682 512.17991519719362 16.691722460091114 15.261496379971502 325.53523117676377 60.606623243540525 194.60794123262167 21.073835901916027 15.297520056366919 9.6705856733024103 11.398991160094736 10.694379083812235
leaf_count=15585 2522 2983 25636 607 2472 358 2359 49314 1739 318 330 643 1232 690 3676 655 2041 554 31923 139 10375 2020 64 1112 47 69 451 1478 4051 3771 1097 361 3705 112 72 2039 510 887 108 115 78 54 82
internal_value=-0.000281128 0.000660748 -0.00268424 0.00809145 -0.00428727 -0.00131133 0.0194129 -0.0023573 -0.011229 0.00506982 0.00595829 -0.00724531 0.00482056 -0.0136835 0.0177825 -0.00431636 0.02278 -0.00862635 0.00687321 0.0271753 -0.00286618 -0.0304006 -0.0157593 -0.0126981 -0.0162178 -0.0149519 -0.0108377 0.00862432 -0.0165798 0.0208193 -0.0226831 -0.0172508 -0.023811 0.026983 0.00336654 0.0117087 -0.0420041 -0.0215918 0.00872992 0.00092544 -0.0471578 0.0278903 -0.0517845
internal_weight=33062.4 31165.9 17721.4 2294.89 15426.5 10797.6 518.778 10278.8 4628.94 13444.5 12804.3 888.609 11893.7 748.589 1406.29 259.369 1146.92 4075.65 9387.02 140.02 2506.69 553.291 1896.5 640.26 1886.41 1798.13 1173.6 267.375 906.23 910.554 624.53 528.065 614.481 543.117 91.8458 367.438 88.2734 436.219 112.195 79.7223 80.9716 32.4728 71.301
internal_count=178434 164280 95886 11434 84452 54503 2717 51786 29949 68394 65367 4455 59115 3673 6979 1262 5717 26190 47508 782 11607 3759 14154 3027 14090 13373 8502 1929 6573 6252 4871 2432 4802 3883 433 2369 717 1999 595 433 670 162 592
is_linear=0
shrinkage=0.05


Tree=61
num_leaves=52
num_cat=0
split_feature=2 13 12 23 23 23 21 23 20 0 20 20 20 14 21 2 21 18 21 20 20 20 23 1 18 21 22 23 3 23 23 3 21 0 1 23 23 20 23 19 21 20 15 1 21 18 2 20 20 21 15
split_gain=185.325 144.985 128.801 91.266 103.18 120.183 60.1447 54.5048 71.7444 51.4121 51.3192 38.8689 55.5659 38.3883 40.5949 34.0674 31.8951 30.1729 27.212 25.2169 49.8186 34.8332 22.8032 22.4534 22.2657 21.291 24.6342 20.0055 19.4207 40.6656 47.6804 19.7802 16.8737 14.6597 13.5674 12.6289 12.5473 12.2498 10.3583 16.9438 9.62732 8.6292 8.09592 6.43283 6.27961 23.6495 5.78817 4.89339 4.67309 4.07398 2.62668
threshold=4.9500000000000011 1.0000000180025095e-35 1.0000000180025095e-35 97.028918780134944 96.952992361115022 96.078303379463236 10.493509557579142 96.017808737120575 7.4208333333333343 15.350000000000003 6.2250000000000005 7.429166666666668 5.929166666666668 1.0000000180025095e-35 26.288050671204392 0.15000000000000005 54.240983643610015 256.14083333333338 67.401459938522819 7.7041666666666675 7.7125000000000012 5.3791666666666673 95.000527796297661 99.850000000000009 466.21750000000003 22.223237120935334 5.5000000000000009 92.977870356643635 88.850000000000009 93.094882927018077 93.030606610946265 51.050000000000004 20.211690945970869 12.850000000000003 82.450000000000017 91.021329629720654 95.997323789639594 3.7833333333333337 94.023960459741303 0.73502237301009477 24.030174557390097 7.1375000000000011 6.5000000000000009 97.250000000000014 10.493509557579142 365.82250000000005 5.2500000000000009 8.0916666666666668 8.2666666666666675 27.691502310314792 11.500000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -4 11 9 -9 -8 -6 12 -1 14 19 16 -5 -13 24 21 -21 32 -22 -23 25 27 -27 -3 31 30 -30 50 -2 34 38 40 -31 -33 39 -15 -35 -17 -26 46 45 -37 -36 -44 -46 -40 -16
right_child=13 18 3 15 10 -7 7 8 -10 -11 -12 17 -14 33 28 41 -18 -19 -20 20 22 23 -24 -25 42 26 -28 -29 29 36 -32 37 -34 35 43 44 -38 -39 49 -41 -42 -43 47 -45 48 -47 -48 -49 -50 -51 -52
leaf_value=-0.030695669832286793 -0.03882357194395436 0.0052080849846479994 -0.003725092587191477 0.024653697387879925 -0.0060757307399523751 0.02365558617805031 -2.5195639542299156e-05 -0.010951054313931586 0.026290052624877977 0.0076761444499122509 -0.032240645448398449 0.0054966978424570694 0.013986680023337231 -0.0027862264336856362 -0.0077965654800807548 0.043394510444256892 -0.039113532870525589 -0.038015019484372796 0.076628339981467009 -0.09753878564001453 -0.024637855066153274 0.010109257860586425 0.016145843687344067 -0.048473038470102092 0.013084367772923891 0.0078659245888082884 -0.013381928883460069 -0.023690856585844189 0.0038552397828836892 0.018254908452263127 -0.054595927972468684 -0.035311064072127397 -0.0019143447759176196 0.020064929479170351 -0.0030376542109917331 0.045171877646235301 -0.0021019922977491708 0.026580800645531706 0.004027327606978214 -0.074039420008895032 -0.056948135218452212 0.080607344604925024 -0.050683336171082005 -0.011046497221532382 0.028277847169480216 -0.068734969161844836 0.047329837184930876 -0.012483247512884637 0.0062683297165856177 0.027658782376968134 -0.042111143491348535
leaf_weight=105.80938218533993 61.522937908768654 65.909374371170998 14967.282509319484 88.742018178105354 314.72533700615168 411.79426368325949 3124.7133036479354 1004.2043216601014 148.44212724268436 7070.9868606030941 463.25043039768934 51.132953964173794 203.19993212074041 49.840558148920536 12.936049714684488 78.397340312600136 25.171902894973755 180.43774592131376 7.9908896237611762 17.410611137747765 83.583614952862263 648.43928698450327 58.096664711833 16.779719650745392 6.317562796175479 165.77241344004869 770.14894196391106 655.28857479617 135.87710309028625 565.08464395627379 46.943009793758392 8.1590160727500898 62.345406882464886 8.1208170279860514 6.8135619014501563 10.970926433801653 87.402674425393343 396.99818513542414 48.173098884522915 10.020870633423327 8.1113549172878248 19.441805422306061 66.034233778715134 7.5392924249172202 527.37591246142983 7.7941528409719458 35.027553468942642 9.6025171279907209 25.272712893784046 29.349657222628593 9.8030329942703229
leaf_count=479 349 345 78294 399 1616 2077 14484 4527 672 32073 2910 239 915 407 64 390 111 857 48 96 469 4080 344 72 41 1042 5190 6115 1003 4575 316 97 373 81 47 96 710 4500 369 80 70 82 578 45 5720 64 368 78 177 251 49
internal_value=-0.00026837 -0.00145053 -0.000586316 -0.00346321 -0.00389062 -0.00299194 0.00337462 0.00415079 -0.00615501 0.00531589 -0.0216558 -0.0129196 -0.00131322 0.0116114 0.00825638 0.0291492 0.0105629 -0.0284072 -0.0154287 0.000437127 -0.0177226 0.00409839 -0.00791431 0.00863156 -0.0158517 -0.0145935 -0.00961846 -0.0210498 0.0141256 0.0096884 -0.0111534 0.0227877 -0.0202464 0.0211918 0.0089891 0.0250701 0.015528 0.0253344 0.000909698 -0.0147141 -0.0184192 0.0507891 -0.0412918 0.0314673 0.0263055 -0.0021398 0.0391278 -0.0458336 0.0272713 0.0129741 -0.0225899
internal_weight=32990.6 30004.8 28257.7 16368.8 16157.1 15379.1 11888.9 11348.3 1152.65 10195.7 777.976 540.58 309.009 2985.79 2211.38 211.753 113.914 231.571 1747.06 948.178 159.091 789.087 141.68 665.219 1739.07 1657.12 935.921 721.198 1263.2 835.307 182.82 427.896 123.868 774.41 186.765 587.646 652.487 405.157 137.384 59.8614 16.2322 97.8391 81.9543 49.3804 571.414 18.7651 41.8411 75.6368 552.649 77.5228 22.7391
internal_count=178434 153562 140125 85879 84897 80371 54246 51756 5199 46557 4526 2490 1394 24872 17097 982 510 1096 13437 5783 909 4874 813 4152 13389 12692 6232 6460 11314 6604 1319 4710 722 7775 1567 6208 5285 4597 1107 487 151 472 697 460 6057 160 415 656 5897 620 113
is_linear=0
shrinkage=0.05


Tree=62
num_leaves=54
num_cat=0
split_feature=26 13 16 1 1 23 16 1 20 23 16 21 20 23 23 14 23 23 23 20 1 23 23 0 23 21 21 21 21 16 1 20 20 20 18 23 23 14 1 23 23 0 13 21 18 14 25 16 20 16 20 23 18
split_gain=192.593 124.349 123.453 89.6529 122.732 69.372 58.5744 53.5055 43.0052 42.5474 40.952 39.4158 45.3652 55.0043 31.7479 33.0585 31.0363 46.8209 30.2991 29.7902 26.9882 25.2859 24.1191 27.2512 25.5293 23.3276 36.617 22.3131 21.3174 18.8734 25.7179 18.5858 44.1575 28.6617 19.0948 17.9564 17.7732 15.9034 15.2624 14.2006 12.9934 12.7986 12.0887 10.5728 10.8854 9.02029 6.53256 6.03694 4.42518 4.22394 3.83655 3.80026 1.07459
threshold=1.0000000180025095e-35 1.0000000180025095e-35 25.549999999999276 97.850000000000009 44.750000000000007 92.998819010110978 141.14999999999966 46.550000000000004 6.679166666666668 92.993530851545856 21.500000000000913 44.454571007555181 7.1625000000000005 95.118830512887854 93.00842258008376 1.0000000180025095e-35 95.998674872710993 97.015045772664749 95.996067135067918 7.1291666666666673 98.450000000000017 92.014596750841051 94.227509561091395 24.250000000000004 94.261644703714779 47.126397041691412 30.689451884613153 67.401459938522819 34.425455554644493 42.099999999999689 94.15000000000002 7.0291666666666677 6.979166666666667 6.6916666666666673 25.22333333333334 92.998819010110978 95.003130920078519 1.0000000180025095e-35 69.450000000000017 94.830639493121382 94.999490454301792 59.850000000000001 1.0000000180025095e-35 66.369153622645058 283.79500000000002 1.0000000180025095e-35 1.0000000180025095e-35 46.600000000004009 7.0291666666666677 56.099999999999007 6.3375000000000012 96.028500659351138 287.15083333333342
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 11 4 5 -4 -6 9 36 21 22 16 13 -13 35 -16 18 -18 -1 -10 29 25 23 -11 -24 26 -2 31 41 30 42 32 33 -3 -33 -12 -5 38 -31 -14 -36 45 -9 44 -23 -22 -30 -45 -32 -43 -48 -39 -27
right_child=7 27 3 8 6 -7 -8 20 19 10 14 12 39 -15 15 -17 17 -19 -20 -21 28 43 24 -25 -26 52 -28 -29 46 37 48 34 -34 -35 40 -37 -38 51 -40 -41 -42 49 -44 47 -46 -47 50 -49 -50 -51 -52 -53 -54
leaf_value=-0.0076020749752304523 0.016246416723172202 -0.017277380403664281 0.0085659214487545689 -0.017077179655964267 0.012435906517220534 -0.0017644279841174462 -0.0074930467007564812 0.021380139421082602 0.015554704439769945 -0.0095749114497911628 0.0039290234146769215 0.0017663728954375 0.00088383230705948882 0.040162670194130556 0.0047731198169204576 0.018170757742959575 -0.019013944983744806 0.021669086854638937 0.0098073382856555431 -0.014650239200137683 -0.044016218191282021 0.023689627614292112 -0.084999697510429309 0.031253371123540263 -0.010221999492821722 0.064235116148368451 -0.026203662272294249 0.064977272644389794 -0.0064689135018294475 0.018305985304328167 0.05068840511168992 0.050116863739390317 0.075928683582817236 0.0023332029049407828 -0.03045838386667718 -0.037162291170021296 -0.040460639511264357 0.036577618920770695 0.0012795174852212692 -0.03622148199529452 -0.01515237611416638 -0.0079300550232188193 -0.038384231246081923 -0.035466053621681121 0.047301608285988644 0.0053691623998871245 0.0096753038697465106 0.0241158210973192 0.029857069436759084 0.028791277242657478 0.048399303050818292 -0.011569930431214357 0.043967963337831373
leaf_weight=4584.4808478094637 193.93776911497116 844.28343401476741 1863.0389221683145 148.72309176623821 3045.2555409669876 12727.585765331984 419.49509175866842 333.32665408402681 119.36206147819757 85.15681380033493 44.992973249405622 354.82104909047484 39.598474770784378 126.53665906190872 2841.2653483487666 549.4776735752821 985.04809666797519 76.191975198686123 264.32973808422685 258.24369267001748 42.72330005466938 96.483395662158728 11.651631966233252 78.58613033592701 559.40493974834681 13.735824503004553 68.829590916633606 8.6307324878871423 12.104343097656963 297.45991047844291 102.78648667410016 8.8211340717971307 14.15766931325197 239.08223172277212 329.39044677093625 64.987644150853157 179.1480090431869 80.191382188349962 236.07404385134578 73.920681335031986 239.45375210419297 20.58351094275713 8.6816472448408586 8.4445773363113421 98.788503929972649 11.799968309700487 9.0936567261815089 8.5617069378495199 33.902784164994955 12.639996908605097 21.562575355172157 4.3190410584211341 12.484994001686571
leaf_count=24253 858 6435 8623 840 19669 64811 2316 2734 613 387 232 1865 261 669 12728 2610 5478 361 1322 1416 201 448 49 357 2547 90 312 58 77 2061 1081 62 76 1815 2644 294 940 893 1977 346 2093 97 50 52 489 61 68 53 321 62 157 47 75
internal_value=-0.000255301 -0.00205457 -0.00117778 0.00088024 0.00156347 -0.000445373 0.010023 0.00787502 -0.0166057 0.00546443 0.00383421 -0.00711331 0.00515448 0.0118598 0.00608669 0.00694424 -0.00834812 -0.0160931 -0.00665301 -0.00510239 0.0171791 0.0192392 -0.006897 0.0100201 -0.0117477 0.00961447 0.00512699 -0.0152108 -0.00431526 0.0197369 0.0271897 -0.015624 -0.0118031 -0.0129496 -0.0228833 -0.0203519 -0.0298538 0.0139644 0.0107722 -0.0232782 -0.0240154 -0.018422 0.0198631 0.0323419 0.035635 -0.0333282 0.0246324 -0.00546993 0.0455216 0.0060407 0.0369125 0.034117 0.0545849
internal_weight=32913.6 26949.6 25265.8 18760.9 18055.4 14590.6 3464.75 5964.04 705.477 4736.79 4235.52 6504.93 594.877 481.358 3500.72 3390.74 5910.05 1061.24 4848.81 377.606 1227.25 501.266 734.8 163.743 571.057 288.988 262.767 1683.82 130.507 1096.74 478.698 1675.19 1097.52 1083.37 577.665 109.981 327.871 618.044 533.534 113.519 568.844 87.7468 342.008 212.278 195.272 54.5233 42.7606 17.0063 136.689 33.2235 30.6562 84.5104 26.2208
internal_count=178434 146966 133783 99228 95419 73434 21985 31468 3809 21581 19204 34555 3141 2534 15864 15338 31414 5839 25575 2029 9887 2377 3340 744 2596 1335 1170 13183 723 9164 4186 13125 8326 8250 4799 526 1780 4978 4038 607 4737 421 2784 1042 937 262 302 105 1402 159 225 940 165
is_linear=0
shrinkage=0.05


Tree=63
num_leaves=55
num_cat=0
split_feature=17 2 16 13 1 16 21 21 21 23 21 14 21 17 0 2 23 23 16 17 21 18 23 25 21 25 17 0 16 21 11 17 0 2 15 3 23 0 3 18 23 21 21 23 0 26 25 16 23 14 23 18 15 16
split_gain=194.058 157.865 112.521 100.72 86.2889 84.3489 49.69 43.7153 40.4153 40.7614 31.3728 31.3443 34.9626 28.9331 83.6102 27.2895 25.3889 32.2152 19.2597 17.517 15.0571 14.1979 15.3186 12.5575 15.9111 12.2123 11.9729 12.5133 11.7378 11.5093 11.398 10.678 12.411 10.5251 10.4327 10.3775 10.3462 10.5704 9.86485 9.8413 9.31932 8.95466 8.48599 8.30003 8.10091 7.58138 7.098 8.04032 6.68317 6.47643 6.99277 6.26758 5.13676 4.00039
threshold=16.599999999999003 4.5500000000000007 25.549999999999276 1.0000000180025095e-35 97.850000000000009 321.04999999999933 44.454571007555181 45.72046554743023 44.062028935285461 95.998674872710993 46.906183684548203 1.0000000180025095e-35 40.26600481786992 11.500000000000911 11.750000000000002 2.0500000000000003 92.993530851545856 93.997394497017638 19.299999999999503 38.599999999999007 95.276090947606292 472.50083333333339 96.952992361115022 1.0000000180025095e-35 12.613757870975409 1.5000000000000002 13.950000000000729 13.250000000000002 49.849999999998552 30.521561918180449 1.0000000180025095e-35 14.800000000002003 11.550000000000002 1.2500000000000002 14.500000000000002 95.750000000000014 91.021329629720654 11.750000000000002 92.850000000000009 338.11916666666667 91.196851446079037 22.537176296139389 24.030174557390097 92.942144845294635 11.450000000000001 1.0000000180025095e-35 1.5000000000000002 36.54999999999928 96.001386061988526 1.0000000180025095e-35 93.439668185322759 305.63166666666672 6.5000000000000009 215.3000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 2 6 4 5 -4 8 39 9 -2 -9 12 16 35 25 -6 43 -18 26 36 28 22 -5 34 -25 31 38 -28 -14 45 -22 44 -33 -31 -20 46 -13 -38 -16 -8 42 -42 -21 -3 -15 -27 49 -48 -37 53 -51 -10 -23 -1
right_child=1 11 3 21 15 -7 7 10 51 -11 -12 19 20 14 18 -17 17 -19 23 40 30 52 -24 24 -26 29 27 -29 -30 33 -32 32 -34 -35 -36 48 37 -39 -40 -41 41 -43 -44 -45 -46 -47 47 -49 -50 50 -52 -53 -54 -55
leaf_value=-0.030297988410456441 -0.0048626962527615683 0.015045125165502746 0.0038376090824343446 -0.010406963053334075 -0.030672676263270006 -0.011708237406293835 0.028060501471749905 -0.028196348337539937 -0.044892128303953373 -0.015094748959618209 0.0074251638859526639 -0.043398684282717238 0.028838938830474059 0.0002847393346586266 -0.097177914721736008 -0.0084915945444376233 -0.0091739683482442089 0.0078521073478346314 -0.011378388898059966 0.040770111275396183 -0.084116831223368299 0.0040893631813264586 -0.037958813731523572 -0.052324444601169723 -0.0065484937981055424 0.024654241087313442 0.0094157472551966992 -0.027696941217580508 0.013069917078787512 0.028252380025692015 0.0048250106930009971 0.0069846314638502653 0.05440781692290806 -0.023166549743004635 -0.023700950396036171 0.048491915237335238 -0.0099349316524145331 0.0175752944613638 -0.038724527847226554 0.071057212974797557 0.020655950567234939 0.03592817829218687 -0.030145561464730627 0.036506212017453972 -0.016584665007513828 0.081824762976909882 -0.030086507261031594 0.033093331351164705 -0.014568606692005671 0.015222491859965694 -0.022126498418239826 -0.090231341206525734 -0.045431604063317636 -0.068106005452869975
leaf_weight=313.53982885926962 5136.2704676501453 148.61374247819185 17758.712620809674 1015.8207476399839 205.80804618448019 917.63714227080345 25.383191898465157 69.575929500162601 18.433306835591797 1200.9138158112764 553.87050855904818 8.2266534864902479 281.62181229889393 316.65648651495576 7.7987997606396666 425.0491595864296 388.59013238921762 974.67896309122443 274.81050487235188 6.3519456833601025 5.6913593970239136 5.9671223163604727 53.086191594600677 19.841770306229591 438.59641061723232 12.020101323723793 27.424252472817898 132.20006344839931 203.12751979380846 25.730379030108452 9.8124618083238602 201.73689869791269 14.809131637215613 16.229728452861309 458.07318770140409 7.5625797361135509 40.988142903894186 235.76310743764043 96.904512379318476 27.975895583629608 163.86354999989271 231.6899222433567 12.559820890426634 64.651194609701633 91.796992234885693 11.204084150493145 9.7267829850316065 10.441151723265646 9.4537235274910909 14.873740047216414 79.610664345324039 12.996710002422331 42.775131799280643 7.1560754999518386
leaf_count=2398 26057 1055 86253 7525 1158 4170 108 327 87 6436 2760 68 3423 1929 36 2059 2513 6714 1731 67 62 39 482 131 2207 58 161 836 2191 111 113 1086 78 87 3392 51 329 2038 709 119 1745 3076 130 474 594 52 54 55 73 82 481 59 365 40
internal_value=-0.000242858 0.000883566 -0.000264776 0.00161467 0.00245945 0.00307378 -0.00571334 0.00716742 -0.00708221 -0.0068017 0.00344984 0.0122462 0.009163 -0.0133559 -0.0109334 -0.0157279 0.00550857 0.00299895 -0.0177294 0.0214008 0.0206798 -0.0129787 -0.0117753 -0.0150203 -0.00852973 0.00339998 -0.0299392 -0.0213208 0.0222311 0.0239947 -0.027825 0.00125205 0.0102278 0.00836408 -0.0190803 -0.0248477 0.0118583 0.0135009 -0.0430784 0.0506035 0.0279621 0.0296014 -0.00632692 0.021551 -0.00350654 0.0522351 -0.0263449 0.00262236 0.0134575 -0.027752 -0.016247 -0.0636405 -0.0393692 -0.0311416
internal_weight=32844.7 30246.5 27470.3 20424.9 19307.2 18676.3 7045.42 676.806 6368.61 6337.18 623.446 2776.23 2076.79 2598.2 2145.83 630.857 1576.53 1363.27 1455.65 699.443 500.253 1117.65 1068.91 1191.32 458.438 690.184 264.328 159.624 484.749 65.1843 15.5038 625 216.546 41.9601 732.884 452.365 284.978 276.751 104.703 53.3591 414.465 395.553 18.9118 213.265 408.453 23.2242 435.348 20.1679 17.0163 415.18 94.4844 31.43 48.7423 320.696
internal_count=178434 162002 138004 102051 93640 90423 35953 3314 32639 32493 3087 23998 16545 16432 13198 3217 10756 9227 9203 7453 5789 8411 8007 7461 2338 3995 1742 997 5614 308 175 3687 1164 198 5123 3234 2435 2367 745 227 5018 4821 197 1529 2523 110 3110 109 124 3001 563 146 404 2438
is_linear=0
shrinkage=0.05


Tree=64
num_leaves=63
num_cat=0
split_feature=17 21 14 25 23 23 21 1 23 20 3 17 0 16 21 23 23 23 0 22 20 3 14 19 25 23 17 23 20 21 16 23 21 23 0 1 21 0 17 23 17 0 0 17 19 0 23 19 1 0 17 19 23 19 1 23 16 3 21 17 16 20
split_gain=181.843 140.349 110.862 120.975 116.714 131.409 51.4791 49.0718 43.2858 50.7928 41.7476 38.3464 75.1555 37.3463 36.2702 32.7954 30.2238 40.9975 30.0786 29.1563 23.9658 22.746 21.9497 18.3397 18.2877 18.1902 17.8584 16.6769 18.2894 18.2857 16.4775 16.0887 15.5529 31.0569 15.0681 14.9939 14.5674 13.69 25.208 11.7704 11.6775 21.7349 10.9652 19.6171 10.8321 10.5152 10.1283 10.1497 9.82575 9.43909 17.1915 8.87606 8.58502 8.38796 8.12612 7.22385 6.67631 6.48912 6.0963 5.84267 5.14382 4.57779
threshold=21.099999999999003 47.55706157453703 1.0000000180025095e-35 1.5000000000000002 97.028918780134944 96.952992361115022 20.211690945970869 44.750000000000007 95.989678354418103 6.679166666666668 89.050000000000011 14.800000000002003 15.750000000000002 58.899999999998734 10.493509557579142 92.014596750841051 94.998794295811919 95.118830512887854 11.850000000000003 5.5000000000000009 6.3375000000000012 95.750000000000014 1.0000000180025095e-35 0.77832781231333448 1.5000000000000002 92.993530851545856 115.10000000000129 92.972413230597212 7.3708333333333345 16.795378690629018 284.29999999999978 91.993404261165367 21.124218014908191 95.008198566471876 17.150000000000002 97.950000000000017 10.493509557579142 17.050000000000004 16.599999999999003 95.002415878613903 17.799999999999503 17.850000000000005 12.950000000000001 11.500000000000911 0.15447506744610415 15.950000000000001 96.952992361115022 0.85813359799364686 95.750000000000014 11.250000000000002 11.049999999999274 0.31606556053706475 96.971629791586608 0.89435176548100348 72.15000000000002 95.980003978074734 124.40000000000011 91.750000000000014 42.40764101639936 15.849999999998547 35.799999999999507 7.104166666666667
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 5 -2 22 8 15 23 31 24 32 14 -12 34 30 -18 -15 -17 39 -6 25 -10 42 27 -11 29 -29 -1 -5 48 33 -13 -3 -34 51 38 -27 54 58 -42 43 -8 57 -33 47 -38 -4 50 -26 -24 -41 -44 -9 -51 -46 -22 -14 -48 -53 -39
right_child=1 7 10 16 21 -7 11 20 9 26 13 12 40 18 -16 19 17 -19 -20 -21 44 -23 36 -25 49 37 -28 28 -30 -31 -32 45 35 -35 -36 -37 46 61 -40 52 41 -43 53 -45 56 -47 59 -49 -50 55 -52 60 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63
leaf_value=-0.0028006051218857596 -0.0020124157517092153 0.020355816718763589 0.0078807529823480601 0.018651146331723403 0.021406422843053857 -0.021579614864115925 -0.022901324456218061 0.02269186917636723 0.043043628565085909 -0.023921717604460175 -0.014455698155138861 -0.034790819065785253 -0.024560957596828401 -0.0040860082359957103 0.0044679430851193918 0.034024502257930335 -0.0095991054896048741 0.011519685336260979 0.016437451782701226 0.0079742340922556981 -0.028729597327521308 0.056417886402959611 0.0091402757556409107 -0.017377424615175711 -0.021023306985802109 -0.02574121563589267 -0.0836415974299555 -0.018496385448649944 0.049293654567855817 -0.046951281579442894 -0.010599576664371934 0.015223832063066794 0.0052022560841438782 0.053313766006959765 0.060413773536758031 -0.05469149653968345 -0.004024960218436009 -0.039936313168814012 -0.0058488921833751532 0.033987213212786152 0.0043201091967697419 -0.015163552378329682 -0.026173292257158032 -0.0063899700612106789 0.046327455528118316 0.03648530069383684 -0.012423775464205053 0.031060413511762197 -0.060378307754564792 0.0036389035865230612 0.048689618926919198 -0.058478244425107309 -0.0054720062074522964 0.021554093074180037 -0.0012341218386244177 -0.042529694351833722 0.013712459873271288 0.038110777924540568 -0.0028281121514755346 -0.062437262833418529 -0.025543203680614985 -0.02466992503045444
leaf_weight=91.575959101319313 17313.415499661118 44.459595687687397 60.770759765058756 874.22122159600258 107.63573239371181 902.78153805434704 275.76127077639103 60.216640170663595 42.476967424154282 113.37253269553185 272.13654721528292 13.198057420551775 229.19082124903798 214.50989166647196 3640.7596763297915 120.40361827984452 340.98768322914839 704.79090898111463 1064.1792659908533 995.37609913945198 8.6354648768901807 81.52748715877533 11.469189420342444 17.831122696399689 13.024478897452353 524.05495752394199 14.072055801749228 16.451441839337349 25.175497964024544 31.525185041129589 50.951874405145645 86.743190065026283 1269.8980057537556 41.308799408376217 49.739872567355633 10.536086440086363 364.50483318418264 129.88438424840569 228.78959508985281 114.64501518011093 207.34728208556771 462.23280009254813 232.64221331104636 517.43819406628609 184.47786841914058 176.4350828230381 12.448451623320581 21.848554402589798 5.7729458212852469 40.922522261738777 27.549586609005928 20.893181599676609 15.668148286640642 9.5850815922021848 86.417681593447924 10.684735879302023 17.14932207390666 6.2660198956727973 37.555573828518391 10.999195165932177 27.405855022370815 78.954812366515398
leaf_count=484 91465 243 533 4497 520 5131 1842 593 240 545 1209 79 1310 1039 17156 599 1565 3309 5525 4872 81 358 64 88 69 4614 69 90 118 181 239 988 6550 223 295 56 1830 1043 1672 1345 1059 2501 1425 3063 2075 2345 72 108 48 196 126 129 210 54 979 53 145 47 175 52 160 683
internal_value=-0.000231301 0.00134746 0.00038722 -0.00131569 -0.00257641 -0.00298215 -0.00901472 0.0144967 0.00971105 -0.012626 0.00667177 -0.00553639 -0.00179434 0.00557608 0.00315183 0.0131771 0.0104574 0.00463367 0.0129945 0.0107853 0.0280515 0.036496 -0.0164223 0.0251791 -0.0130738 -0.0202082 -0.0305158 -0.00485598 0.0225023 -0.0141072 0.0170402 0.0239238 0.00582292 0.0319805 0.0415075 0.00470942 -0.00734057 -0.022838 -0.0196959 0.0183085 -0.0126544 -0.00913009 -0.0149737 -0.0121303 0.0405132 0.0294776 -0.00397732 -0.00204086 0.00195899 0.00826692 0.0263114 -0.0304007 0.0292429 -0.0242847 0.00859129 -0.00591982 0.0435534 -0.000623464 -0.0215012 -0.0358849 -0.0397902 -0.0341646
internal_weight=32783.7 27788.8 25897.6 20376.3 18405.4 18216.2 4994.86 1891.21 1397.73 187.753 5521.31 3398.88 2271.27 5191.59 3912.9 1209.98 1970.95 1045.78 1278.69 1115.78 493.476 189.163 1595.98 60.3081 1127.61 1126.41 127.445 164.728 41.6269 123.101 925.173 329.722 1334.94 54.5069 94.1995 1280.43 469.569 961.684 752.845 276.947 936.326 669.58 1035.43 793.199 216.529 263.178 409.801 386.353 66.5437 92.1813 40.5741 59.7682 130.313 242.227 146.634 51.6073 201.627 14.9015 266.746 23.4476 48.299 208.839
internal_count=178434 148353 135927 107084 97474 96596 30081 12426 6951 942 28843 18781 11953 24929 18365 6009 9610 4874 6564 5471 5475 878 11300 328 6828 8885 614 873 208 665 4736 3914 6908 302 538 6606 2415 8012 6286 3127 5045 3560 6384 4905 2348 3333 2062 1938 581 444 195 353 1555 1479 1572 249 2220 128 1485 124 289 1726
is_linear=0
shrinkage=0.05


Tree=65
num_leaves=54
num_cat=0
split_feature=21 25 20 20 22 14 21 20 21 24 20 21 15 15 19 20 1 14 21 21 20 12 3 19 20 20 19 3 19 20 18 19 21 3 3 18 20 16 20 20 18 18 18 1 21 16 19 3 14 15 3 14 18
split_gain=170.136 114.526 107.1 99.9966 106.926 99.3645 91.8224 89.616 80.8082 77.1306 74.9441 71.6165 71.4986 68.3985 57.4743 43.9516 43.3143 42.2134 37.6926 36.6574 35.449 33.736 32.2707 31.7114 30.5441 68.0443 59.7794 32.0373 28.9204 28.1825 25.269 24.502 22.3268 18.5286 18.0687 18.0218 17.8324 16.6772 16.3015 16.1748 14.9502 14.1918 9.03301 8.62787 8.01362 6.32135 4.53375 2.65656 2.1748 1.81535 1.65302 1.62506 0.445713
threshold=20.211690945970869 1.5000000000000002 7.8916666666666684 7.9041666666666677 5.5000000000000009 1.0000000180025095e-35 47.55706157453703 5.3958333333333348 18.316080309449259 1.0000000180025095e-35 7.8125000000000009 21.124218014908191 14.500000000000002 22.500000000000004 0.91032955237575541 5.3083333333333345 97.550000000000011 1.0000000180025095e-35 57.446985071934343 67.401459938522819 7.8208333333333337 1.0000000180025095e-35 93.550000000000011 0.11983735395126836 4.291666666666667 4.7666666666666684 0.68557288010862727 94.950000000000017 0.26091895192056552 8.0291666666666686 433.85000000000008 0.7986395118247468 67.401459938522819 95.850000000000009 93.750000000000014 518.95166666666682 2.8291666666666671 43.099999999999007 5.3625000000000007 5.5291666666666677 204.57916666666668 171.95833333333334 433.85000000000008 37.550000000000004 30.521561918180449 31.549999999999276 0.60216136861864022 94.550000000000011 1.0000000180025095e-35 15.500000000000002 91.750000000000014 1.0000000180025095e-35 199.25333333333336
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 7 43 28 6 9 8 15 11 12 -2 16 22 -14 17 -9 -1 20 -20 -8 29 37 -11 36 26 -26 -27 -5 -6 -30 -23 35 34 -12 -24 -7 45 -15 -40 -17 -41 -39 46 -38 -3 48 -10 -4 -48 -45 -49 -34
right_child=1 13 3 4 21 24 18 10 47 23 33 -13 14 38 -16 40 -18 -19 19 -21 -22 31 32 -25 25 27 -28 -29 30 -31 -32 -33 52 -35 -36 -37 44 42 39 41 -42 -43 -44 50 -46 -47 49 51 -50 -51 -52 -53 -54
leaf_value=-0.016296638365270451 0.012685036942160327 0.028315568555178514 -0.057255281776280656 -0.028308214500002479 -0.02777238340970133 -0.028943673459292985 0.014237228996989102 0.0034822035142506782 -0.054961019748721522 -0.043655419027528258 0.015117007616223414 -0.0029917322854456137 -0.0080561390445317346 0.034469294017875927 0.035401821307854735 -0.021888889028723504 -0.019796700680867172 0.0097444779939679406 -0.0032954991240504226 0.022795155531717931 0.045594351851871412 -0.030540763263074616 0.0096096863675346218 0.038234000631219456 -0.0077204114668010665 0.016514826649429746 -0.081637202594114444 0.0060632856204262389 0.064898396118308346 -0.0033907249430106113 0.0086146948508402012 -0.00037748935032169543 0.068830248957365267 -0.015781774442710159 0.068703843401590914 0.027722947099218982 0.06466714819541651 0.013588947544135123 -0.074246526601765048 0.0097505870065299274 -0.070254957425822065 -0.020364258879814506 0.034562338733418706 -0.10357556539179114 0.032549264489765299 0.044420822360853679 -0.048648735482199966 -0.072844157908307755 -0.077423017417534462 -0.0230420952336855 -0.076495754459569867 -0.093429514978077222 0.054774223652164868
leaf_weight=718.53688041865826 770.32624303549528 135.26839889585972 42.147576957941055 15.543817460536955 161.67706407979131 9.9804242327809316 760.96153967827559 4166.5067803151906 15.241606846451758 12.799866698682306 22.101036287844181 13422.922031324357 3552.4254647940397 17.093244858086109 77.745830159634352 25.474417589604855 209.88973559066653 198.64499108865857 586.82878362759948 174.70715730264783 102.23995207995176 520.68712606281042 1505.6682975515723 154.78609344363213 121.75138438120484 1067.525614541024 35.278893552720547 2341.3818766623735 58.26584979891777 444.00851680338383 30.318304307758808 77.3244943395257 9.5734844803810137 11.128511615097521 54.576303578913212 151.10448864847422 26.563996721059084 239.90643691644073 11.386051952838896 51.595718428492546 42.857028223574162 161.81487678363919 65.314109273254871 11.43095898628235 72.226660285145044 110.86250644549727 21.422810055315498 31.60608047619462 19.575927935540676 10.224984824657438 11.115172371268271 13.761628955602644 13.726189598441122
leaf_count=4440 4240 1194 375 72 816 54 4264 22896 93 65 112 68034 22068 79 441 147 1217 1033 3241 1290 806 3649 6762 795 687 8323 189 10468 275 2340 143 508 51 82 286 709 171 1932 49 232 251 731 531 54 431 1105 121 187 94 70 52 58 81
internal_value=2.01172e-05 0.00251185 -0.00520043 -0.0179564 -0.0140114 0.00123618 -0.000468093 -0.00321353 -0.0169849 -0.00174272 -0.0014337 -0.00214089 -0.00193753 0.0126522 -0.00712542 -0.0135387 0.00236576 -0.0106566 0.0107981 0.00269007 0.0179513 -0.0182164 0.0153898 0.0319795 0.00865002 0.00785387 -0.0243268 0.00933627 0.0345971 -0.00989898 0.0456351 -0.0266406 0.0119452 0.0445081 0.0532583 0.0112617 0.0347507 0.025886 -0.0126022 -0.0161814 -0.0522238 -0.0130835 0.018077 -0.0624654 0.0411855 0.0355697 -0.0557623 -0.073021 -0.0636516 -0.0403756 -0.0902253 -0.0790884 0.0605496
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is_linear=0
shrinkage=0.05


Tree=66
num_leaves=60
num_cat=0
split_feature=21 20 20 20 20 20 21 15 20 20 20 21 21 20 19 21 20 21 21 21 22 22 20 20 20 21 20 1 21 21 19 20 19 19 19 21 21 19 15 20 12 21 19 1 3 20 14 19 3 15 3 19 12 3 17 17 19 17 3
split_gain=157.329 168.158 145.616 177.298 135.395 213.245 134.071 120.475 103.368 144.56 116.995 71.4025 66.2535 97.0748 98.5992 95.9351 103.74 62.7583 87.7816 65.8475 71.9227 52.3615 84.1079 50.1937 113.06 85.1273 43.3374 40.5593 39.4234 36.5731 29.423 28.3687 27.0501 34.4407 26.3928 24.4844 21.9587 21.9522 21.8774 25.3567 30.207 23.7097 21.9867 21.3897 19.7721 18.4988 18.1612 14.5737 13.5168 13.2952 12.6716 11.8499 11.8035 10.7364 9.43141 7.32482 7.20842 5.54998 4.56433
threshold=22.336257309941523 8.1708333333333361 7.4125000000000005 6.5666666666666673 7.9375000000000009 7.7833333333333341 47.341199691066684 15.500000000000002 7.3708333333333345 7.2875000000000005 7.2625000000000011 47.849235860519364 8.3236640687799284 5.991666666666668 0.29550652046502213 10.493509557579142 5.8375000000000012 11.659677164108247 16.648673232375192 15.809080527390387 5.5000000000000009 5.5000000000000009 7.8916666666666684 7.6625000000000005 7.6916666666666673 19.639227083707578 7.7541666666666673 97.550000000000011 16.454446719144972 11.394382617912031 0.30408280267648263 7.8333333333333348 0.59934389191863768 0.89435176548100348 0.61881672463896575 28.836515098923986 34.473750940393423 0.84807143821716435 17.500000000000004 8.6541666666666686 1.0000000180025095e-35 26.193627065302916 0.7986395118247468 99.65000000000002 90.850000000000009 7.7125000000000012 1.0000000180025095e-35 0.36302050736284636 92.850000000000009 13.500000000000002 90.850000000000009 0.7279496542210796 1.0000000180025095e-35 94.950000000000017 43.100000000004009 52.60000000000128 0.93012493363525228 24.299999999999503 94.850000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 12 5 6 7 -2 9 10 -5 -8 13 34 -15 44 -17 21 19 20 -19 29 26 25 -25 -20 -23 31 -11 48 -21 -7 35 49 -1 55 -37 52 39 40 53 54 46 -24 -14 -31 -41 -42 -4 -34 -29 58 -10 -3 57 -6 -35 -40 -43
right_child=1 38 17 8 32 27 11 -9 37 28 -12 -13 15 14 -16 16 -18 18 23 30 -22 22 43 24 -26 -27 -28 50 -30 45 -32 -33 33 56 -36 36 -38 -39 41 42 47 51 -44 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60
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leaf_weight=129.65235571190715 9390.4411048591137 39.976559408009052 37.286931358277798 3112.491135366261 50.918151795864105 148.81291694566607 179.60235302895308 6421.0238948538899 48.344466619193554 168.92141750082374 223.01940765604377 1915.916831638664 11.130906671285627 31.400867387652397 32.073954947292805 2250.3154312893748 2745.8527239263058 250.16325376555324 93.063222233206034 13.586800780147312 801.2571128718555 163.83879934623837 250.58981985598803 63.642481930553913 1212.1443090736866 187.36489598825574 58.293961256742477 7.2816617079079178 145.80947656184435 80.073262836784124 129.04194875434041 494.94237813726068 90.541020315140486 11.587414719164373 66.250049784779549 58.461557768285275 209.854158770293 14.28740334510803 8.8502915576100367 97.866771459579468 41.379187799990177 11.034202642738817 10.055529363453386 16.8343366086483 261.25468866154552 68.281000375747681 25.502531789243221 79.231357857584953 157.29377112537622 156.21298063918948 22.089332826435566 17.574315268546343 106.96686990559101 61.798396423459053 9.9636676684021932 34.03677436709404 11.080508679151533 13.467703014612196 87.611566945910454
leaf_count=835 48865 391 195 17500 278 987 1060 32240 247 1072 1200 12117 60 186 191 12758 15760 1386 595 99 4731 1097 1724 375 6883 1027 339 109 795 518 688 2543 452 54 346 300 1000 67 54 495 212 80 48 89 1656 452 160 446 1121 762 105 93 527 298 50 151 50 68 407
internal_value=1.90837e-05 0.00283106 -0.00426658 -0.000981697 0.00208257 0.00285117 0.00181264 0.000237618 0.00730204 0.00552911 0.00858559 0.0136967 -0.00670582 0.0179644 0.0717018 -0.00792036 -0.00634498 -0.0128372 -0.00919636 0.00100148 -0.0033231 -0.0248652 -0.01437 -0.0170209 -0.0128109 -0.036174 0.00836948 0.0304791 -0.0268634 -0.0398476 0.0328811 0.0331007 -0.0208512 -0.00891806 0.000552809 -0.029952 -0.0225452 0.0454604 0.0313314 0.0246035 0.0349424 0.0474512 0.00737128 -0.0332583 -0.0368165 -0.0211475 0.00157659 0.0518701 -0.0541052 -0.00349975 -0.0269812 0.0579807 0.0509164 0.0148818 0.00954333 -0.0533452 -0.0678995 -0.00851437 0.0647195
internal_weight=32637.6 19707.1 12930.5 9347.77 19202.8 18580.1 17907 15811.5 3819.84 3650.24 3335.51 2095.52 5527.93 259.377 63.4748 5268.55 4996.17 3582.76 2750.26 1194.05 1051.42 832.492 489.557 1556.21 1275.79 280.428 222.133 673.126 314.731 342.935 142.629 643.755 622.693 269.422 195.902 353.271 268.316 169.599 504.312 355.81 222.386 148.502 133.425 267.424 272.386 148.354 123.369 120.611 194.581 246.754 29.371 116.22 155.311 101.775 32.2817 84.9549 22.6679 22.318 98.6458
internal_count=178394 103875 74519 53200 101073 98026 94282 81105 21408 20567 18700 13177 31792 1558 377 30234 28518 21319 15784 6904 6117 5535 3249 8880 7258 1622 1436 3744 1867 2286 787 3530 3047 1318 1181 1729 1300 841 2802 2050 1347 752 703 1813 1716 970 655 658 1316 1214 214 580 774 689 172 429 104 122 487
is_linear=0
shrinkage=0.05


Tree=67
num_leaves=60
num_cat=0
split_feature=17 0 0 17 0 17 14 17 0 17 2 9 0 17 17 0 17 16 23 0 17 23 3 14 23 21 23 23 21 23 17 0 23 15 23 23 19 21 25 18 21 21 21 16 0 18 21 23 18 21 21 23 14 18 0 16 18 0 16
split_gain=150.173 121.189 258.669 237.078 95.3834 119.254 65.8101 62.5502 73.3151 78.2619 62.1395 59.2258 58.4746 58.0162 46.6445 51.802 43.9084 43.6736 42.6269 37.4145 36.0278 30.8726 30.0559 27.689 26.5566 25.1407 24.368 22.5108 21.4379 20.993 20.6476 19.1847 18.3951 17.6181 16.4356 29.0973 19.6358 14.8249 14.4358 12.0988 12.0851 28.2204 11.4675 10.9796 12.1073 11.3434 10.483 10.1356 10.0865 9.19682 8.9017 8.79537 8.58287 8.11774 8.21601 7.13848 6.21449 5.23085 3.59931
threshold=34.54999999999928 35.750000000000007 17.050000000000004 60.04999999999928 27.650000000000002 27.799999999999503 1.0000000180025095e-35 12.200000000002548 20.050000000000004 21.099999999999003 1.1500000000000001 1.0000000180025095e-35 58.250000000000007 297.39999999999969 36.099999999999007 34.150000000000013 41.099999999999007 134.80000000000021 94.976165669768108 11.950000000000001 152.40000000000057 91.875323559560329 94.850000000000009 1.0000000180025095e-35 93.094882927018077 39.185719698931656 94.998794295811919 95.980003978074734 26.139573487031704 94.989732812166849 73.300000000002015 15.850000000000003 92.993530851545856 15.500000000000002 94.958945778284374 94.981104548386512 0.41215976570210106 11.721806970008412 1.0000000180025095e-35 100.41250000000001 30.423459739442986 29.101464251773809 29.352086009872206 19.80000000000064 34.45000000000001 179.41416666666669 7.6948402111596756 92.972413230597212 177.60500000000005 18.591905690427641 11.570553374803588 92.014596750841051 1.0000000180025095e-35 113.07916666666668 33.650000000000013 16.800000000000072 33.801666666666677 14.350000000000003 30.049999999999276
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 10 6 5 7 11 49 9 -9 19 16 20 14 15 -4 -3 -16 25 29 33 48 -21 32 -10 -12 -13 28 -14 -2 -20 37 40 -5 36 -36 -8 -23 -22 56 41 -6 -29 45 -45 -15 -33 58 -7 55 -41 -42 -51 -49 -55 -1 -34 -50 -25
right_child=1 3 13 12 23 21 34 8 24 -11 18 26 27 43 17 -17 -18 -19 30 22 38 31 -24 47 -26 -27 -28 42 -30 -31 -32 46 39 -35 35 -37 -38 -39 -40 50 51 -43 -44 44 -46 -47 -48 53 57 52 -52 -53 -54 54 -56 -57 -58 -59 -60
leaf_value=-0.051818496168958499 -0.006397674144025524 -0.021699583175958988 0.012711746306734989 0.023448432669063032 -0.0041570732248341806 -0.00522269844334175 0.027096555419795318 -0.0050497681283680623 7.246220550020897e-05 0.0072803980378194693 -0.0081234077001288048 0.01437034134249374 -0.0044454122674197826 0.015056981614870494 0.017178477693046069 -0.016860481656479163 -0.0090170407822830149 0.001846980014231646 0.016037391938233499 0.027583723574954134 -0.010332693449238393 -0.025009279049285182 -0.0038770392431414918 0.0031944974329829964 -0.014849692361967669 0.014287854424488973 -0.0040344573533679009 -0.0067292254160423795 0.018646384267028842 -0.020183767214268882 0.0033458680195765332 0.046041196292037762 -0.0092696992766005126 0.011770351494167268 -0.053402744851334408 0.0017161784611217507 0.0036057810790495839 0.0023380679719292876 0.01420580404663821 -0.035283595818142943 -0.040479541306379527 0.065099032448715996 -0.031947700085185667 -0.0044044927300554556 0.051198703537523482 -0.049862913811359599 0.0098060299518435475 0.028137941834035368 0.020658118756265182 -0.019661901788207016 -0.017576462805124225 -0.00035054470420110145 -0.0026822436992820485 -0.0040360252954337074 -0.034782436783870406 -0.025152024974031312 -0.040078741012886276 0.04630500045335912 0.041857640242257271
leaf_weight=29.843069177120924 495.07027571648359 844.45099970698357 380.70149238035083 976.92805162444711 93.889482438564301 14.774264350533484 145.47474114596844 4108.8160922341049 363.0573074221611 1873.8223783895373 723.39690797775984 316.04438671469688 235.98363872617483 9.1920364797115308 4743.0109027065337 242.36341667547822 3557.5387578681111 514.93367104977369 680.45943096280098 79.213974766433239 155.19450091198087 52.907964747399092 1823.2544294409454 9.4074552208185214 1668.0091181956232 151.31098234280944 417.32243050634861 140.12722941488028 175.0774952583015 624.4514446631074 605.74631456285715 20.289843112230301 19.388076484203339 482.46333970502019 24.793457511812449 698.60111889243126 228.99205430224538 782.33551620692015 97.645913369953632 76.341755960136652 29.594460774213076 17.441623166203499 66.458077270537615 361.70172463729978 10.062449451535938 25.107483442872763 1228.7252261713147 17.758238188922405 27.669264577329159 374.729153316468 1009.988637201488 25.351429801434278 92.86874283850193 244.51424342021346 23.846649497747421 157.79296780005097 105.06755734607577 70.633896306157112 16.71501050889492
leaf_count=272 2321 4644 2003 5372 443 77 748 24187 1919 10040 4319 1411 1240 45 26504 1270 19248 2617 4159 360 814 320 8635 44 9637 1506 1885 744 966 3059 3335 103 103 2362 121 3287 1170 4209 469 619 146 81 311 1813 49 120 6590 80 140 2615 5621 122 525 1100 102 1361 591 358 82
internal_value=1.73308e-05 0.00270439 0.00606457 -0.00179644 -0.00427002 -0.00255171 -0.00688284 -0.00518884 -0.00397438 -0.00118784 -0.00220531 -0.00925831 0.0118114 0.012882 0.0141441 0.00120857 -0.01145 0.015677 0.00426903 -0.00683486 0.0165689 0.00785232 -0.00256709 -0.0153229 -0.0121823 -0.0042466 0.00389709 -0.00137718 0.00538975 -0.0140873 0.0100602 0.00647187 -0.018371 0.0195878 0.00422863 -0.000172955 0.0127316 0.000605768 -0.000856028 -0.0205126 -0.00277687 0.00669289 -0.014842 -0.00539683 -0.00289949 -0.0324648 0.0103947 -0.00187972 0.033297 -0.020042 -0.0188208 -0.0219645 -0.0162896 -0.00460168 -0.00676816 -0.0293933 -0.0352792 0.0390862 0.0279339
internal_weight=32588.7 20033.1 11470 8563.1 12555.6 10866.3 6233.22 8668.94 8013.7 5982.64 5182.9 5135.36 2329.88 6287.07 5881.01 623.065 4401.99 5257.94 2160.91 3021.99 1712.23 2197.34 1902.47 1689.3 2031.07 874.708 733.367 617.646 411.061 1119.52 1286.21 2084.26 1377.06 1459.39 1097.86 723.395 374.467 835.243 252.84 1210.79 166.277 111.331 206.585 406.064 371.764 34.2995 1249.02 312.242 113.077 655.234 1086.33 54.9459 467.598 286.119 268.361 187.636 124.456 98.3032 26.1225
internal_count=178394 106907 62115 44792 71487 62353 32514 50556 45783 34227 27694 27188 12278 34421 32394 3273 23892 29121 13319 14375 9017 11797 8995 9134 11556 5825 3296 3261 2206 5380 7494 11222 7726 7734 5326 3408 1918 4529 1283 6934 792 524 1055 2027 1862 165 6693 1408 575 4773 6240 268 3140 1282 1202 1633 694 498 126
is_linear=0
shrinkage=0.05


Tree=68
num_leaves=59
num_cat=0
split_feature=17 0 0 17 17 0 17 23 0 17 14 17 0 0 0 1 1 17 0 17 15 17 14 20 20 20 23 23 23 18 23 20 17 23 23 20 23 20 17 20 17 0 18 20 20 3 19 20 0 17 0 20 19 18 14 18 31 1
split_gain=135.876 111.082 196.09 181.518 108.383 198.192 93.2096 88.2226 86.8512 102.658 52.2224 51.1854 76.2189 46.55 46.3801 42.9204 61.655 41.9624 90.1127 35.3556 31.8874 40.4439 29.7902 26.899 35.7863 31.4464 26.5844 24.7788 22.4529 20.4084 20.3491 23.3406 20.2949 20.2747 18.9485 17.8371 21.2104 16.6975 16.5285 14.9385 14.8569 13.8465 13.77 13.2751 12.8815 11.5943 11.405 8.80033 7.49356 7.35806 22.3865 7.28323 10.3277 19.8322 6.59626 5.54165 1.85544 1.19938
threshold=34.54999999999928 39.650000000000013 15.050000000000002 60.04999999999928 40.099999999999007 34.45000000000001 82.250000000000014 92.993530851545856 26.250000000000004 26.049999999999276 1.0000000180025095e-35 13.950000000000729 19.650000000000002 19.450000000000003 58.250000000000007 94.350000000000009 97.250000000000014 46.450000000000735 46.250000000000007 145.59999999999948 12.500000000000002 87.750000000000014 1.0000000180025095e-35 7.8208333333333337 7.7833333333333341 7.6375000000000011 93.00842258008376 96.003844680480853 91.92283175876851 103.11166666666668 95.980003978074734 4.4958333333333345 139.14999999999876 95.846795460649716 96.356603166595647 4.679166666666668 95.980003978074734 9.6333333333333346 127.95000000000074 4.4958333333333345 25.049999999999276 12.450000000000001 100.41250000000001 7.0750000000000002 6.3250000000000002 94.950000000000017 0.76375762313630779 5.8083333333333345 11.950000000000001 30.299999999999503 30.450000000000003 7.9208333333333343 0.32539308994670096 435.72416666666675 1.0000000180025095e-35 212.1491666666667 1.0000000180025095e-35 94.950000000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 15 10 5 44 13 23 9 11 17 41 -13 -6 19 20 38 34 -19 33 21 -2 37 24 25 40 47 -28 -7 -8 31 -16 -22 -5 -3 39 -37 42 -17 -12 -1 -9 -10 -32 -4 -27 -21 -11 -18 55 -51 56 -53 -54 -26 -24 -25 -58
right_child=1 3 4 14 6 28 29 8 22 26 35 12 -14 -15 30 16 48 18 -20 46 32 -23 49 51 54 45 27 -29 -30 -31 43 -33 -34 -35 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 50 -52 52 53 -55 -56 -57 57 -59
leaf_value=0.00096848959030044904 0.0037000237154199535 -0.016009929749795173 0.0084837959390349701 0.013482441815125937 0.0079435104565483434 0.015044273485378451 -0.011856602044843742 -0.013269634474713028 -0.03336462286631104 -0.05336700961163926 -0.0052003815288222868 -0.0013729684750918611 -0.014752271653477263 0.019983930057839147 -0.033454202648344596 0.037214650901267528 -0.083318314297918472 0.016556712304485143 -0.010097163419928931 0.001355950197967138 -0.011420377789785122 -0.0080239740238329492 -0.027994733595559602 0.06397240068291174 -0.071098305654531221 0.03059890433008175 0.0085106469411170543 -0.0067452607901478502 -0.016358441930617206 0.0057953943425070433 -0.023938471627113319 0.0088139827367466755 -0.050967569517271397 0.026992519955356804 -0.041200359836460365 0.0098088716999204691 -0.007630535486386418 0.04388821657419481 -0.013074211712160081 -0.080917529944290023 0.011413513675950823 -0.026122584455381067 -0.017344670690573973 0.0022675311768699715 0.01853052386119871 0.098521156776393504 -0.029920355206428485 -0.013673580658197066 -0.029324507627916909 0.026279818284285345 -0.0081303748132269833 -0.015579982227198742 0.070405449001919099 0.0053901958288932773 -0.020624696539126793 -0.005497779556657624 0.048158775565787862 0.015592654244374952
leaf_weight=767.63591844961047 1434.9391017332673 1190.904128625989 590.61558625474572 756.04312244802713 1062.8422774858773 60.07845850288868 178.43202153593302 877.492880448699 148.82718976214528 17.318674243986607 15.654817007482054 4189.7072655297816 1427.0444656126201 3280.2344632335007 35.780048858374357 141.76234662160277 10.418233387172224 364.40522806346416 2443.1019176654518 171.16463692858815 925.78525614365935 1509.3399822339416 36.283787608146667 17.009384244680405 16.523954898118973 13.649790801107883 1956.6264581419528 308.06795682385564 1083.3326915167272 1988.9420020394027 129.00375400111079 374.62528239190578 33.619131177663803 438.92118494585156 79.644997112452984 597.28403101861477 246.22685347124934 10.654582537710665 18.467759855091572 11.156568460166453 611.76436561718583 275.28000178933144 1359.0220119617879 77.271719858050346 693.88319144025445 11.641318380832672 35.129861079156399 72.082925911992788 16.76940992474556 71.482414092868567 139.5228523761034 13.401771143078802 21.012529924511909 26.550214678049088 10.641862764954569 111.4697407335043 10.93708683550358 3.8128879293799391
leaf_count=3984 7609 6350 3169 4034 6024 284 912 6240 845 94 85 23878 8439 18295 197 1215 63 1877 12926 880 4784 7694 157 87 85 85 10470 1641 5768 10477 650 2009 157 2265 466 2939 1122 51 149 60 3106 2016 7867 405 3751 51 180 408 111 339 623 64 101 132 52 490 124 58
internal_value=1.61342e-05 0.00257404 0.005299 -0.00252259 0.00944879 0.000432834 0.0128111 -0.00406734 -0.00562949 -0.00361427 -0.00767667 -0.00674191 -0.00477224 0.0170374 0.0101162 -0.00376757 0.0196054 -0.0100496 -0.00663758 0.0151449 -0.00488971 -0.00231011 -0.0154236 0.00720468 0.00551459 0.00661385 0.00537968 0.00643538 -0.0147084 0.00434217 -0.00131022 0.00512895 -0.0128062 0.0184448 -0.017589 0.00344202 0.00471818 -0.0184851 0.0314185 -0.0367073 0.00560086 -0.0163389 -0.0189259 -0.0141216 0.013911 0.061863 -0.00397009 -0.0213629 -0.0500148 -0.00246522 0.00352679 0.0333033 0.023189 0.034113 -0.0513259 -0.0110223 0.0527183 0.0397404
internal_weight=32521.2 19995.8 13029.5 6966.32 8938.36 2427.91 6510.45 12525.5 11000.9 9123.62 4948.38 6769.52 5616.75 4343.08 2017.94 4091.1 187.418 4078.06 2807.51 1401.26 3903.68 2944.28 1877.26 1524.58 1431.86 1404.69 2354.1 2264.69 1143.41 2167.37 616.681 410.405 959.404 1194.96 1270.55 870.322 843.511 1518.5 160.23 26.8114 1379.4 1152.77 1507.85 206.275 1284.5 25.2911 206.294 89.4016 27.1876 358.759 211.005 92.7239 60.9645 47.5627 27.1658 147.754 31.7594 14.75
internal_count=178394 106907 70462 36445 48680 12972 35708 71487 63558 53186 25825 40573 32317 24319 10620 21782 1538 21619 14803 7359 20244 15303 10372 7929 7363 7226 12613 12111 6052 11389 3261 2206 4941 6299 6816 4206 4061 8763 1364 145 7090 8256 8712 1055 6920 136 1060 502 174 1609 962 566 297 233 137 647 269 182
is_linear=0
shrinkage=0.05


Tree=69
num_leaves=53
num_cat=0
split_feature=25 14 21 21 21 20 20 20 21 23 19 23 15 26 1 23 23 16 21 21 19 21 21 19 19 3 23 17 3 16 23 23 23 19 19 21 15 21 15 17 16 19 20 23 20 23 1 17 20 19 19 1
split_gain=141.995 134.457 115.358 126.638 115.046 116.402 83.5631 108.416 62.2572 63.719 59.5813 52.4833 46.7552 43.836 42.9168 38.9621 36.6896 34.4492 31.8881 31.6801 30.6502 29.6692 29.4852 29.3841 28.6233 27.5859 26.4289 26.3609 21.7809 21.7057 21.8355 20.9682 27.8831 24.7568 26.7269 18.7226 16.7031 15.7493 14.6588 13.5228 13.1709 11.0344 10.3447 13.807 13.3289 9.08234 8.62493 8.34424 7.00744 6.64225 4.77259 4.17641
threshold=1.5000000000000002 1.0000000180025095e-35 28.951165325167608 29.577480286081059 28.114407810626808 7.5625000000000009 5.104166666666667 7.4041666666666677 47.55706157453703 97.028918780134944 0.40031885901077674 95.998574193368754 22.500000000000004 1.0000000180025095e-35 95.550000000000011 94.804710099785652 94.976165669768108 47.45000000000028 57.446985071934343 10.493509557579142 0.38863829337002326 47.289807709141847 45.72046554743023 0.53711221285336952 0.36302050736284636 94.750000000000014 95.977860737423512 68.950000000000742 94.950000000000017 61.19999999999937 95.964905923316806 96.356603166595647 96.078303379463236 0.26388783243538322 0.15447506744610415 31.6652809703135 17.500000000000004 10.810829400328938 12.500000000000002 39.799999999999734 53.899999999999814 0.82933668121913218 7.0875000000000012 94.036399572630572 5.3625000000000007 91.021329629720654 66.250000000000014 297.39999999999969 6.0791666666666675 0.45686477307885354 0.6356479123101958 99.550000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 14 6 27 11 -8 9 -5 -7 -1 15 17 20 40 36 19 -10 24 -4 22 -18 39 -3 45 -23 -6 -25 30 -27 32 33 34 -14 -35 38 -21 -17 -19 42 46 44 -44 -2 -15 -42 -31 -43 -38 -16 -47
right_child=12 13 3 8 5 10 7 -9 18 -11 -12 -13 31 25 50 16 21 23 -20 37 -22 26 -24 28 -26 29 -28 -29 -30 47 -32 -33 -34 35 -36 -37 49 -39 -40 -41 41 48 43 -45 -46 51 -48 -49 -50 -51 -52 -53
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leaf_count=5045 600 289 320 32684 2219 359 51807 21661 5070 745 377 2196 79 42 51 355 5753 2705 4531 184 765 1474 147 2990 839 1815 489 444 3137 473 861 52 62 307 191 524 58 16059 253 3358 1330 52 827 245 1977 1815 389 48 91 132 59 59
internal_value=1.50311e-05 -0.00101285 -0.00281056 0.00179206 -0.00552982 -0.0261467 -0.00456671 -0.00333166 0.000719638 -0.0013989 0.0140604 -0.0167899 0.0106546 0.00530412 0.036289 0.0127071 0.00816497 0.00373485 0.00957137 0.000577108 0.029697 0.0105794 0.00734835 0.00850683 -0.0171058 0.0159536 0.0257557 -0.0373427 0.00292395 0.0113017 0.00743435 -0.0092597 -0.00636321 -0.0100285 0.0180741 -0.0190478 -0.0145354 0.00187934 -0.00501207 0.0142882 0.0209791 0.0129013 0.0254149 0.0360196 0.0213038 0.0335563 0.0102983 0.0323652 0.0454355 -0.0417892 0.0993701 0.0355619
internal_weight=32459.8 29600.2 23042.6 8557.75 14484.9 646.454 13838.4 12568.5 8299.74 6696.92 140.802 1269.93 2859.66 6557.56 258.017 2592.46 1673.53 5715.36 1602.82 3439.42 233.605 1512.64 1247.12 2275.94 235.916 842.195 265.515 505.651 1157.85 666.148 562.814 267.201 256.243 244.184 59.3276 184.856 160.887 3203.5 119.226 1118.1 918.937 325.744 593.193 165.719 427.473 176.047 301.613 103.334 24.1314 41.6611 24.412 170.722
internal_count=178394 163007 128333 44225 84108 3399 80709 73468 43030 33429 736 7241 15387 34674 1195 14172 8661 29561 9601 17371 1085 7863 5900 12190 1128 5113 1963 2663 6127 3197 2676 1215 1163 1101 270 831 798 16243 608 6063 5511 1862 3649 1072 2577 1916 1719 521 143 190 110 1874
is_linear=0
shrinkage=0.05


Tree=70
num_leaves=58
num_cat=0
split_feature=17 0 0 17 17 0 0 17 2 17 21 17 0 21 1 17 0 23 20 25 17 23 23 21 2 17 2 17 23 18 18 16 25 0 0 16 23 23 16 14 23 1 20 23 23 15 25 16 18 20 20 23 18 2 21 18 20
split_gain=143.34 106.838 198.184 163.392 127.815 150.358 93.5764 90.1579 76.6903 76.1941 59.0462 51.6157 85.4408 51.0666 50.9325 45.8253 36.2185 35.5356 31.1489 31.1378 30.1391 26.8582 31.0582 26.0787 25.7246 25.3849 23.2314 22.9622 21.7989 19.0015 18.4588 17.4867 16.7952 15.9748 15.8993 15.8541 15.0592 15.0192 13.5757 13.5629 13.3312 13.2411 13.2085 28.4487 17.3261 12.8534 12.5021 11.2165 10.7443 10.4878 17.0562 10.207 9.95276 10.2121 8.45619 5.04398 1.7872
threshold=34.54999999999928 39.650000000000013 16.750000000000004 60.04999999999928 39.799999999999734 34.45000000000001 29.250000000000004 29.299999999999503 1.1500000000000001 82.250000000000014 49.650090470446322 46.450000000000735 46.250000000000007 11.570553374803588 78.850000000000009 12.200000000002548 12.350000000000003 94.976165669768108 7.2791666666666677 1.0000000180025095e-35 145.59999999999948 95.065706524210995 95.846795460649716 8.3236640687799284 2.0500000000000003 334.55000000000024 2.0500000000000003 104.54999999999929 94.998794295811919 376.83416666666676 135.78083333333336 92.099999999999014 1.0000000180025095e-35 45.050000000000004 15.850000000000003 200.19999999999985 92.993530851545856 95.969915609655274 186.25000000000026 1.0000000180025095e-35 91.058192768439028 94.050000000000011 6.4125000000000005 91.92283175876851 96.985393608244976 17.500000000000004 1.5000000000000002 14.349999999998547 88.682500000000019 6.3458333333333341 6.3250000000000002 92.650688906256164 25.22333333333334 1.3500000000000003 21.755772831287711 547.74500000000012 6.3791666666666673
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 8 11 5 31 7 10 16 18 13 28 29 23 20 -15 46 26 -6 -14 35 45 -23 -1 54 -11 -10 -19 33 -13 52 -4 -26 -3 41 -5 -36 -18 -30 42 -7 -32 49 -44 -45 -12 -2 -22 -41 50 -8 -50 -9 -54 -16 -53 -51
right_child=1 3 4 14 9 40 39 30 17 25 21 12 19 15 24 -17 37 27 -20 -21 47 22 -24 -25 32 -27 -28 -29 38 -31 34 -33 -34 -35 36 -37 -38 -39 -40 48 -42 -43 43 44 -46 -47 -48 -49 51 56 -52 55 53 -55 -56 -57 -58
leaf_value=-0.0021309929461776943 -0.015341429340340088 -0.004960551863182997 0.014998520930809226 0.017755264204461281 0.020460716824525171 0.014372129531822445 -0.025736889824542197 0.034834310642832052 -0.03625608086203292 0.0088872576068798875 0.023618906294273264 0.0087030030168174337 -0.010212833575394254 -0.018368715866323052 -0.013676241953647373 -0.0036450591815081154 0.00032759363833140536 0.015238175693325841 0.0096875250141919902 0.0010661435685345292 -0.04428124712589615 -0.086621108999992591 -0.00065912480345353588 -0.025379096716763458 -0.0058446497276046878 -0.0053517157857433974 -0.00092157391546237872 0.00087992361417707206 -0.019523200105303881 0.029993553743095033 0.00060006354987323231 -0.0069807681690488583 0.017384446857385102 -0.025564940747382039 0.028853837483322892 -0.017202297333915102 0.01081694002958431 -0.010507464683867398 -0.069403376938419206 0.047730894296743459 -0.013985685429949069 0.029252552967791463 0.050442122305817898 -0.014327190703627432 -0.054270360356088815 0.0057069974257461771 0.0016688399227314415 3.521263017977551e-05 0.030078905085356402 -0.064794357998445698 0.04217401367016687 -0.0096950031519538599 -0.01703040127338367 0.008772271707171337 -0.042760769064535659 -0.043939003293823414 -0.040506476310467089
leaf_weight=162.38187132403255 1194.9674206860363 576.69968074932694 1021.5232678614557 1295.5124913454056 3079.9053529016674 43.112892381846905 416.66300478577614 13.480406682938336 49.406538397073746 1398.016260497272 275.01716029644012 291.07576596364379 2089.9615647830069 567.24833286553621 53.565911270678043 7728.7357399612665 1174.6441706269979 812.41117494180799 857.8332748375833 865.24228926002979 15.338561877608297 11.248015701770781 159.62452200427651 469.13440651074052 251.68771784380078 403.30862715467811 795.55896977335215 423.66195002570748 814.15982160717249 163.75674377009273 529.74176881462336 99.28970879688859 112.63884438201785 112.40652693063021 133.52746573835611 33.26681923866272 867.86096145957708 439.50197529047728 13.873498812317846 8.8420563340187055 1070.7221099957824 43.643730916082859 16.305324889719486 456.5451938547194 28.865688268095255 157.52117108926177 118.75428389012814 206.48624065518379 15.793444734066723 17.672048114240173 9.4555717483162862 179.59146973118186 133.9609807357192 53.725263629108667 46.848984569311142 11.438258692622183 13.255352154374121
leaf_count=1108 5807 3000 5521 6676 17394 203 2266 78 227 7496 1639 1526 11505 4161 340 43278 5539 4974 4743 3976 75 62 795 3646 1411 2007 5425 2259 4364 839 2783 509 692 586 723 159 4619 2113 64 38 5727 327 77 2688 196 814 523 1038 76 98 64 798 709 350 249 53 68
internal_value=6.15373e-05 0.00269342 0.0053708 -0.0023133 0.0102671 0.000122194 -0.00414001 -0.00274472 -0.0024236 0.0142172 -0.00467201 -0.00721902 -0.00380555 -0.00569516 0.00968033 -0.00465181 -0.00763954 0.00491485 0.0181138 -0.00691051 0.0140319 0.0104656 -0.00631774 -0.0194013 -0.00483869 0.00569921 -0.00298764 0.0103169 -0.0148914 0.0163684 0.00759846 0.0130514 0.00133709 -0.00832153 0.00942037 0.0168801 0.013222 -0.00262259 -0.0203589 -0.0175733 -0.012888 0.00278097 -0.0201217 -0.0145203 -0.0167025 0.0170958 -0.0138038 -0.00302915 -0.00624411 -0.0262705 -0.0242299 -0.00855163 -0.00666381 -0.00964438 -0.0272457 -0.0117454 -0.0543847
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internal_count=178481 106967 70467 36500 43600 11960 71514 65092 26867 31640 55503 25860 17846 52193 10640 47439 13982 12885 22137 15481 7948 3310 857 4754 2692 9503 5652 7233 8014 2365 9589 6030 2103 3586 8452 6835 5342 7652 4428 6422 5930 3110 5457 2961 2884 2453 6330 1113 965 2496 2330 927 1137 1059 589 851 166
is_linear=0
shrinkage=0.05


Tree=71
num_leaves=61
num_cat=0
split_feature=26 15 1 25 16 16 2 23 20 19 15 9 14 21 21 23 15 14 2 20 23 21 21 1 23 23 14 21 21 23 20 23 18 0 3 15 23 19 20 19 21 14 20 2 21 25 20 20 21 3 0 0 16 15 19 2 20 15 0 15
split_gain=121.392 104.936 104.358 104.148 88.4916 110.732 66.2123 60.2796 58.0159 47.636 45.0269 44.0912 44.9497 42.6202 44.871 42.1943 40.8691 41.0347 40.2836 33.0991 43.5551 31.9213 29.898 29.6915 27.8438 27.8429 26.279 26.1379 32.6167 28.2426 24.9798 22.7417 22.1697 20.6491 18.8279 18.6297 17.3347 17.0974 16.7507 14.5766 14.2741 18.199 14.0758 13.8087 13.6506 13.1147 12.5957 28.7477 15.0725 9.51255 9.34505 9.21064 7.91372 7.49367 7.01281 6.00873 6.00382 4.60631 5.46145 1.48787
threshold=1.0000000180025095e-35 14.500000000000002 97.950000000000017 1.0000000180025095e-35 112.04999999999929 29.549999999999276 1.1500000000000001 92.993530851545856 8.1875000000000018 0.8694187260430577 18.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 47.126397041691412 34.864103901028592 92.993530851545856 17.500000000000004 1.0000000180025095e-35 1.9500000000000002 6.679166666666668 95.021726565957707 11.570553374803588 22.336257309941523 95.550000000000011 96.985393608244976 91.021329629720654 1.0000000180025095e-35 29.101464251773809 29.85226317904505 93.00842258008376 6.1625000000000005 97.018910858935314 103.11166666666668 51.050000000000004 94.750000000000014 20.500000000000004 95.990179441192382 0.68854523319630678 8.7375000000000025 0.36586426187742277 12.613757870975409 1.0000000180025095e-35 5.991666666666668 1.0000000180025095e-35 8.3236640687799284 1.5000000000000002 7.6625000000000005 7.3375000000000012 27.26493506493507 94.850000000000009 36.050000000000004 14.250000000000002 18.799999999999503 17.500000000000004 0.31606556053706475 2.0500000000000003 4.9041666666666677 12.500000000000002 16.250000000000004 17.500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 7 5 23 -7 13 9 10 -5 12 -9 14 -3 25 17 21 40 36 -21 44 35 -1 27 30 32 29 -29 -18 37 54 -6 -23 55 -10 -20 45 -36 -32 41 -4 -11 -28 -17 -2 47 48 -27 -24 -49 -15 -13 -41 -26 -19 -42 58 -48 -59
right_child=15 3 18 8 26 6 -8 11 22 42 -12 52 -14 51 -16 16 24 34 19 20 -22 33 49 -25 31 46 43 28 -30 -31 39 -33 -34 -35 38 -37 -38 -39 -40 53 56 -43 -44 -45 -46 -47 57 50 -50 -51 -52 -53 -54 -55 -56 -57 -58 59 -60 -61
leaf_value=-0.0039440038068471253 -0.021919763626104687 0.0053014598350770853 -0.058418136616101894 0.0043510165737030019 -0.024873274272404489 0.0042006325254716368 0.013761968746553999 -0.0122806777578551 0.023651357585397159 0.0015565620463423083 -0.0065276828991664209 -0.0026970837449717959 -0.0027344189192711078 0.015074792099305007 -0.022065114553821374 0.032524051107278969 -0.060030075918020578 0.067410764739992704 -0.013249533086420054 -0.012521437996534285 0.024389536099494472 0.0074840944937406206 0.010903686350198739 0.031596313503711997 -0.074868583284521117 0.013573630234932223 -0.0080802656600426157 0.068011561118865013 0.0045014002421052872 -0.0055605605496648492 -0.022896803750669985 0.030849827152834526 -0.0069835776948283844 -0.0078944522910013044 0.012930568042115342 -0.029071034763981013 -0.039530494777009262 -0.075439202400973321 0.07622660655805423 0.027817520749663212 -0.064270207197912627 0.025642812598017359 0.033901057785316664 0.011623542406575371 -0.02958691270895979 0.021628769484339144 0.056738726294513625 -0.020538319062106961 0.034304546123084666 0.06042673684642106 0.028738246609177173 0.057527232924777155 0.029913564167359821 0.076942214094159772 -0.035748475404972412 0.031321847247048319 -0.035896309752326418 0.050748639951644851 0.0016285461218173026 0.072652998007488187
leaf_weight=3144.0546486414969 55.079422526061535 864.59138025343418 9.5258362516760844 2057.7625777795911 193.31132943183184 4844.661461468786 2891.2892648279667 5468.7679193504155 70.329394116997719 44.967506013810635 1768.7482583075762 24.125531867146492 1592.0945784263313 18.64899130538106 181.17004343494773 9.873843237757681 24.697624757885933 12.506985232233999 207.97418361157179 207.56864794716239 129.96354482322931 2880.4612864889205 11.357451342046259 59.885888956487179 16.952189654111862 137.85225470736623 131.82413399219513 20.914068028330803 605.61805457621813 653.2150939181447 10.07472603023052 10.937207095324991 1662.797949001193 236.17599093914032 467.03429092466831 21.995733968913555 89.851669266819954 10.734645217657087 10.691794015467165 21.343466311693192 20.997308678925037 19.867816463112831 133.48845562711358 273.19389620423317 84.996254540979862 25.196955654770136 8.5155919827520865 47.610896378755569 240.88862010836601 66.311551615595818 12.058242563158272 40.577470052987337 81.283823825418949 12.200786046683787 35.334159579128027 148.23743023350835 166.31937362253666 20.3656673617661 9.5229051448404771 12.517604202032087
leaf_count=16988 262 4389 86 10154 983 24808 17613 36651 340 214 8479 118 7595 123 949 50 117 63 1168 1139 681 15526 64 467 81 676 555 94 2948 3079 43 55 8329 1153 2259 107 462 48 50 106 138 88 649 1680 433 132 61 270 1644 289 65 228 398 59 171 1709 1069 159 75 92
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internal_weight=32340.9 26499.3 14053.1 12446.2 13201 10939.9 7735.95 8271.26 4174.96 4004.97 3826.51 7166.27 7060.86 1104.99 1045.76 5841.61 5217.65 3849.98 852.068 635.358 337.532 3211.51 169.994 3203.94 1367.67 623.962 2261.13 1304.44 626.532 677.913 134.63 63.2236 1856.11 3116.64 638.471 92.3251 297.826 91.011 477.726 43.619 216.71 29.3937 178.456 405.018 94.8701 80.2764 489.332 438.41 378.741 77.669 59.6691 59.2265 105.409 33.5443 52.2863 160.744 187.317 50.9218 18.0385 32.8833
internal_count=178481 147001 76254 70747 71423 59876 42421 50451 20296 19496 18633 44762 44246 5689 5338 31480 27788 21243 4831 3450 1820 17162 800 17455 6545 3692 11547 6238 3042 3196 650 307 9312 16679 4081 447 1630 442 2309 208 1381 174 863 2235 483 394 3042 2655 2320 353 335 351 516 165 252 1772 1207 387 136 251
is_linear=0
shrinkage=0.05


Tree=72
num_leaves=62
num_cat=0
split_feature=17 2 21 1 23 23 23 23 21 2 21 23 21 23 19 23 2 21 21 21 21 1 20 21 21 16 20 23 20 23 20 20 3 23 20 14 21 20 21 18 23 21 22 3 11 15 23 21 17 23 20 14 21 20 18 23 19 3 2 21 18
split_gain=127.337 89.7043 67.2413 66.9013 60.7609 60.3774 84.2805 72.3898 54.2512 53.5278 51.0126 50.6835 41.8652 44.1179 41.1588 38.4905 53.4828 45.9309 37.7207 34.9372 31.3367 38.8447 31.1872 29.7136 34.2402 29.6239 29.6093 28.0005 27.5494 24.6003 29.6029 27.8735 23.8135 23.54 22.9992 22.7038 20.4541 24.6711 20.7624 17.9715 16.6978 16.6857 15.4644 13.2019 13.1418 12.6991 10.4588 26.4401 10.3019 10.2266 8.74617 8.56678 6.6721 6.06958 12.9544 5.84987 5.03838 4.43436 3.60103 2.45961 2.42807
threshold=34.54999999999928 2.4500000000000006 20.211690945970869 98.550000000000011 95.806946038464076 97.028918780134944 96.952992361115022 96.078303379463236 19.214700296894648 1.0500000000000003 37.808814306964742 94.999199886892796 67.401459938522819 93.040322523146912 0.82933668121913218 93.995549286426296 1.1500000000000001 39.305640024439406 35.666797208841125 35.495916359076205 54.240983643610015 93.050000000000011 7.4208333333333343 47.126397041691412 66.369153622645058 141.14999999999966 5.991666666666668 95.002415878613903 7.3375000000000012 96.005034935970045 4.7958333333333343 5.4500000000000002 88.850000000000009 97.018910858935314 5.8458333333333341 1.0000000180025095e-35 19.214700296894648 8.0541666666666689 21.982150872653346 71.284166666666678 95.035084192430929 19.639227083707578 5.5000000000000009 88.850000000000009 1.0000000180025095e-35 9.5000000000000018 96.995182289852522 21.124218014908191 32.54999999999928 97.015045772664749 6.4708333333333341 1.0000000180025095e-35 53.188308727127641 3.7833333333333337 281.99750000000006 95.93758467272184 0.41215976570210106 95.550000000000011 4.0500000000000007 80.838336920811159 272.69583333333338
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 5 8 6 7 -2 14 35 -8 18 13 23 26 17 -17 -15 19 22 39 -22 -3 28 -25 36 -1 53 -4 30 56 -32 -21 34 -11 49 37 -13 -38 -7 -16 -37 50 52 -45 51 57 -48 -44 -6 -10 -27 -20 -14 -55 -47 -5 -31 60 -60 -29
right_child=1 11 12 29 9 20 10 -9 42 33 -12 25 27 15 40 16 -18 -19 43 32 21 -23 -24 24 -26 45 -28 58 -30 46 31 -33 -34 -35 -36 41 38 -39 -40 -41 -42 -43 48 44 -46 55 47 -49 -50 -51 -52 -53 -54 54 -56 -57 -58 -59 59 -61 -62
leaf_value=-0.014389483186828559 0.0012684204611213131 0.0050774624265473786 0.0063169052252595864 -0.08178444450397776 -0.032325564302002417 -0.0057984510614879376 -0.0099816132862481539 0.024475218691840158 0.030760547047528199 0.022954549258690921 -0.047637222012735833 0.011086938406179988 -0.029515353358627851 -0.021619513796560533 0.013386954158559838 -0.005268885711762975 0.0046666323743450267 0.015729060556948931 0.033711939384769678 0.012371895814069755 -0.034555141869311717 0.059248161744254318 -0.010894410175027285 0.029158281106751067 -0.044386894096929946 -0.0015800103217874777 -0.0014018457763304865 0.06914113898118826 -0.016151518937094274 -0.037552636589797322 0.046112018158683495 -0.012374063627110306 -0.10038195749466583 0.054431549531749723 -0.011116504069170082 -0.01652486072351832 0.037346902244749611 -0.045833163200658972 0.018504398575845789 0.045603812988746599 0.055331896488555271 0.036165639944729745 -0.030003210195520394 0.0045422062740058779 0.024769433257765525 -0.061523265812607079 -0.05769278505991654 0.036830957528551485 -0.0694070328246809 -0.0037270190759482562 -0.020870885868124363 0.02584081256332342 0.0068240186945085161 0.050118924622062966 -0.029760801316355251 -0.0082654017465286327 -0.041345707382697799 -0.065146428142782695 0.02077383939106105 0.055383642596171789 0.046082443362227755
leaf_weight=593.50254204124212 14034.73900288716 1371.9718938320875 986.35588130354881 13.063684917986395 558.46610831841826 19.415071293711662 699.54459593072534 344.2799628674984 15.450992468744515 60.211828425526619 103.21097813546658 390.48187206313014 15.42861472070217 502.52142604440451 157.72658031433821 4486.2438721470535 1940.2943789772689 98.444591466337442 121.15858398377895 6.9950054399669197 35.825510993599892 15.95033912360668 393.23884557187557 200.63317601010203 17.181103050708771 186.47539989650249 1684.0320727899671 21.2316759750247 158.32821583002806 23.333875603973866 22.701831847429276 198.47374805435538 14.16619101911783 17.476222768425941 279.24264333024621 273.02255284786224 171.72960783913732 20.012564718723297 983.34358526393771 136.94796957820654 27.928024396300316 15.900238439440725 178.30216750130057 251.88197810202837 117.88256043195724 11.74496988207102 18.099336806684732 12.512726508080961 18.288814287632704 33.113205764442682 17.483128383755684 33.618944868445396 28.499244328588247 10.655186388641598 9.6925387121736986 9.1908829882740957 18.769198276102543 38.718846134841442 15.175182476639749 7.7577004916965953 24.695467211306095
leaf_count=3751 68756 8870 5073 68 5322 90 3637 1633 88 327 469 2253 92 2681 934 24078 10362 537 1901 86 179 116 2325 1280 87 1009 10774 106 809 119 109 1083 93 81 1507 1325 1100 106 8030 621 156 71 1098 1892 1012 71 132 66 98 263 120 278 483 62 53 52 116 212 156 100 123
internal_value=5.53772e-05 0.00254032 -0.00391419 0.000821916 -0.00932188 0.00131052 0.00094383 0.00182407 -0.0051074 -0.0184928 -0.014823 0.00911557 -0.00141226 -0.00180426 -0.00294097 -0.00340074 -0.00226916 -0.0155014 0.00420224 0.000753786 0.0280574 -0.00565761 0.00151938 0.00643008 0.0233571 0.0153866 -0.00478629 0.0300191 0.00320916 -0.0209317 -0.0128594 -0.00637095 -0.0631103 -0.00215955 -0.00507304 -0.0251138 0.0178988 0.00831195 0.0213058 0.0392214 0.0196967 -0.0136252 -0.0283569 0.016062 0.0109907 -0.000931201 -0.042972 -0.0190561 -0.0336689 -0.0307248 0.00335192 0.00260846 0.0285917 -0.00586455 0.0120686 -0.038143 -0.0579411 -0.0547702 0.0486626 0.0324816 0.0567423
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internal_count=178481 106967 71514 77406 25915 75501 74495 70389 17019 8896 4106 29561 45599 44907 15615 37658 34440 3218 16662 11374 1006 295 11195 7249 1367 12899 14525 692 5882 1905 1376 1192 179 1915 1834 6981 11489 2359 9130 711 1090 1396 1404 5288 2904 1410 529 198 1196 5585 208 1287 2384 207 115 123 184 331 485 256 229
is_linear=0
shrinkage=0.05


Tree=73
num_leaves=57
num_cat=0
split_feature=17 2 24 13 16 1 0 0 17 21 21 22 20 23 23 21 18 20 20 1 18 0 17 0 17 20 2 21 16 13 17 18 18 23 16 21 20 23 2 20 0 21 20 17 23 18 18 18 21 23 2 18 21 17 16 18
split_gain=120.26 98.7696 84.4744 78.2729 69.2945 63.5669 42.8955 41.4102 84.5777 32.695 29.9504 32.9281 41.8309 23.9522 60.7029 29.1108 22.9829 21.7033 20.4628 26.7416 19.0662 18.2989 36.8167 16.6524 39.7508 15.1467 13.3616 28.0324 13.2611 13.4346 12.3051 12.0735 10.4739 9.87767 9.53273 9.28778 9.10324 9.04142 12.4482 8.92911 8.7678 8.75432 7.48636 7.14605 6.9328 6.72525 11.2157 6.93374 5.97417 5.94648 5.88669 6.15116 8.0527 5.54561 3.97675 1.61924
threshold=18.549999999999276 4.1500000000000012 1.0000000180025095e-35 1.0000000180025095e-35 23.049999999999276 98.550000000000011 10.750000000000002 13.750000000000002 13.699999999999365 24.635957943392359 24.372184446603054 5.5000000000000009 7.429166666666668 93.993761486932286 92.999831963679156 36.383408247530454 75.149166666666687 8.5625000000000018 6.0916666666666677 63.850000000000001 474.61666666666673 17.050000000000004 17.099999999999003 12.450000000000001 12.200000000002548 9.6333333333333346 1.1500000000000001 26.541816739913425 82.100000000001288 1.0000000180025095e-35 193.95000000000076 173.90916666666669 454.28583333333341 91.021329629720654 22.20000000000255 18.591905690427641 6.2041666666666675 95.948005467145421 1.0000000180025095e-35 6.0625000000000009 22.650000000000002 50.00308399795442 7.1375000000000011 14.800000000002003 95.969915609655274 245.00333333333336 287.15083333333342 185.00083333333336 39.185719698931656 95.013843673523013 4.1500000000000012 156.40500000000003 44.944529155055477 52.04999999999928 29.799999999999617 179.41416666666669
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 4 6 -6 -2 8 23 10 11 12 -3 14 33 -16 -4 -13 53 -20 25 22 34 24 35 -5 27 -18 29 39 32 -31 -15 -11 49 -1 -26 38 -25 -10 -28 43 -22 -30 -36 47 -47 -24 -32 -9 51 54 -53 -12 -23 -39
right_child=1 9 16 20 5 -7 -8 21 28 13 18 17 -14 30 15 -17 26 -19 19 -21 42 50 45 37 36 -27 40 -29 41 31 48 -33 -34 -35 44 -37 -38 55 -40 -41 -42 -43 -44 -45 -46 46 -48 -49 -50 -51 -52 52 -54 -55 -56 -57
leaf_value=-0.027464781220460144 -0.031505135471388161 0.0023355576944324415 -0.037571958426815877 -0.010946953571531772 0.0023687095092663332 -0.015436558504277895 -0.0039359507256634977 -0.020056198162314721 0.016043431989938638 -0.012560210920354926 -0.010362942890572832 0.010763177869405052 -0.03527916321211045 0.016288145551439041 -0.018511801392715962 0.011356434092299623 0.0088968962507217 -0.021226171667301563 -0.098410277038530058 -0.0044722513445403338 -0.052338547108998171 -0.058898183630721107 0.0044198411631532434 -0.013057950428576649 -0.0064059305548087491 0.055423367497482834 0.036259191015859636 0.057502881779094621 0.0080154211578416894 0.011397216706095765 -0.011822163604105644 -0.039685932123738228 0.027968040776597081 0.023779045895156177 -0.011694256963107144 -0.014059231682155763 0.011575109842112508 -0.026853412963070641 -0.04726421035447409 0.0054846116776973187 0.075340682876750553 0.028465161361818061 -0.013808193877211992 -0.018929995556131438 -0.024151711523653269 0.043915789769878179 0.0052650534741140211 -0.024322320682233362 0.018956017164100569 -0.037942690556350793 -0.059961689872206486 -0.025013954323221135 0.0098403530474284046 0.058240728797387953 -0.029911615507824625 -0.045479340110038638
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leaf_count=1639 699 1772 50 10400 87989 2728 24382 683 1687 154 59 7027 624 9039 1657 1265 366 321 122 94 345 135 326 1069 717 49 122 221 174 184 392 256 2321 3273 2682 3183 1117 126 171 3146 145 71 167 514 1006 122 687 190 231 560 66 1209 79 53 199 416
internal_value=5.26496e-05 0.0011247 4.16315e-05 -0.000212189 0.000465884 0.00187541 -0.0047292 -0.00865275 -0.00455913 0.00907326 0.00349938 0.00472591 -0.00824798 0.0133367 0.00581242 -0.00825934 0.0330024 0.00910985 -0.0374524 -0.0589995 -0.0117325 -0.0158124 -0.012743 -0.0138518 -0.0108346 -0.0105167 0.0372229 0.0279976 0.00556591 0.0077834 0.0174201 -0.0181386 0.0186514 0.0215423 -0.0180032 -0.0178283 0.00439858 -0.0256266 -0.0195795 0.00918031 0.0571161 -0.00833544 -0.039888 -0.012355 -0.0148637 0.00447839 0.0110194 -0.00633377 -0.00235735 -0.0277562 -0.0274117 -0.0257301 -0.0219476 0.0173169 -0.0416319 -0.0412651
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internal_count=178481 156067 127663 126759 115798 90717 25081 22414 14470 28404 10072 9744 2396 18332 6349 2922 904 7348 328 216 10961 7944 6256 8438 6656 10449 854 587 6032 5273 11983 440 11360 3427 4931 4822 1834 1782 1240 4833 267 759 512 688 3688 1325 809 516 623 1243 1688 1622 1288 112 334 542
is_linear=0
shrinkage=0.05


Tree=74
num_leaves=61
num_cat=0
split_feature=25 14 19 21 23 23 20 20 21 21 2 23 22 20 18 23 23 23 23 21 21 22 23 23 20 15 23 18 20 3 20 15 20 21 21 26 15 23 18 19 18 20 15 19 19 16 15 23 20 16 20 19 15 15 16 21 2 1 18 2
split_gain=109.446 109.23 104.831 107.075 88.2235 75.8855 73.8433 61.7081 106.519 102.064 43.9875 46.6931 43.9027 70.251 78.7957 56.8628 46.4929 35.0082 33.9459 34.3888 33.4948 39.1188 31.8695 30.7938 30.5293 63.8647 34.5006 30.4985 29.2411 28.1388 26.889 24.6655 24.5756 24.0022 20.1527 18.782 18.6158 25.2354 19.1683 18.3952 16.4393 17.666 16.3841 15.6919 13.5978 16.1475 13.4541 13.012 11.7371 10.3779 29.823 9.54413 9.44058 7.50702 5.0375 3.60382 10.74 2.18139 0.77585 0.135656
threshold=1.5000000000000002 1.0000000180025095e-35 0.82933668121913218 20.211690945970869 95.003130920078519 97.015045772664749 7.6750000000000016 8.1708333333333361 20.744784876140812 20.641031905017837 1.1500000000000001 95.985565648201529 5.5000000000000009 6.0041666666666673 446.62166666666673 92.650688906256164 93.991874726725726 93.995549286426296 94.804710099785652 62.693342693342693 11.051008620771958 5.5000000000000009 94.883270241770745 95.994648421187065 7.0875000000000012 21.500000000000004 92.998819010110978 135.78083333333336 7.8625000000000007 89.950000000000017 7.2875000000000005 16.500000000000004 6.1125000000000007 36.578626574563195 57.446985071934343 1.0000000180025095e-35 16.500000000000004 95.118830512887854 179.41416666666669 0.44468506927282664 485.57250000000005 6.8875000000000011 17.500000000000004 0.36302050736284636 0.56275036114512578 59.200000000000053 14.500000000000002 90.970759258051899 6.6333333333333337 73.049999999999287 7.8208333333333337 0.72457159449867481 13.500000000000002 9.5000000000000018 96.699999999999378 67.401459938522819 1.0500000000000003 95.250000000000014 334.54333333333341 3.1500000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 -1 9 -9 -5 11 20 13 14 -4 52 -17 29 24 22 27 -22 44 31 25 40 39 -3 -15 47 34 -13 -25 -31 46 43 38 -38 -24 -27 41 -2 -36 -19 45 -20 -26 -12 -28 53 -51 -42 -14 -32 -37 56 -21 59 -58 -57
right_child=18 10 12 7 5 -7 -8 8 -10 -11 17 23 15 28 -16 16 -18 35 19 55 21 -23 36 32 30 26 48 -29 -30 33 49 -33 -34 -35 42 54 37 -39 -40 -41 51 -43 -44 -45 -46 -47 -48 -49 -50 50 -52 -53 -54 -55 -56 57 58 -59 -60 -61
leaf_value=-0.00046887027236422707 0.017173829977092322 0.030801063823797017 0.081391781747442937 0.026711460118679281 -0.017060033983397286 0.023547857511563491 -0.019609590537688178 -0.043823970714314389 0.021472711950687423 -0.0024163570768950342 -0.025424794379473554 -0.015849033714202914 0.030461280283154948 0.019332247901782441 -0.042615117465047397 -0.013913005915652039 0.014400014194744857 0.021472034278305529 -0.074325281896527706 0.0014097014454924181 0.01775874213080195 0.0035119269205851444 -0.0034432390469424064 0.007933816140189405 0.042689865984376386 -0.031346088829810402 -0.03312164310860656 -0.021392171774345544 -0.02704396795533219 -0.020707744941904707 -0.0055370329212248931 -0.066650993571059636 -0.0093557067117468144 0.032535011092704194 0.049467344500700582 0.024919723794406705 -0.012353842996002852 0.0078737455952410419 0.012652436799921979 0.051884872559854647 -0.011257355666467109 -0.012394939372543615 -0.050388432802561493 0.0093137321226806572 0.0095369552064711611 -0.0049971811811518147 0.086660331190847664 0.01347567910512186 -0.079306586752769068 -0.061083865017968308 0.039515226855934525 0.047806107304442763 0.062070652121676555 0.029583166525557109 0.04625822922270343 0.061980660496196022 0.039945535671501518 0.022450208547860211 0.06154052413971875 0.054373946561922182
leaf_weight=3045.3801507502794 517.80227591842413 32.801683470606804 14.07624878361821 307.54078967869282 2745.3050191327929 120.07992733642459 603.79179630428553 70.277366012334824 561.30811344459653 13605.679021015763 23.715733472257853 74.622541382908821 38.462985754013062 201.58012149855494 142.40928605571389 167.16909210011363 1093.1263185031712 344.54434639587998 24.46598582342267 17.431761533021927 599.86780128628016 2448.5330989807844 236.31340346857905 293.10711558908224 32.786763496696949 11.340194702148439 36.203874200582504 190.77291958034039 40.882850676774979 190.25744442641735 17.133842337876558 35.146087989211082 687.89512398093939 23.817356638610363 9.1731153056025523 164.02561740204692 293.00075316429138 325.4732754714787 851.3707860223949 16.012101288884878 7.7636479698121539 55.974587116390467 7.4392780661582938 1155.0177876837552 12.613822001963852 12.789509557187555 37.062559049576521 229.75240978971124 22.186266399919987 13.617699310183527 16.050622723996639 57.473573930561543 61.216918617486954 135.91874152421951 33.268125746399164 16.035144150257118 5.9119338355958488 4.8057568557560435 14.029091440141199 9.2377445958554727
leaf_count=18166 3141 145 85 1730 19392 717 4047 452 3040 71216 188 322 198 1121 800 848 5931 2375 125 90 2660 10944 1193 1292 237 50 160 879 234 1043 121 166 3047 172 82 1570 1355 1553 4482 80 41 335 45 7357 62 63 174 2395 96 69 96 376 321 825 263 95 70 85 120 144
internal_value=5.00272e-05 -0.000853724 -0.00248524 -0.00346467 -0.00879191 -0.0153583 -0.00363589 -0.00107862 0.0142071 -0.00177251 0.00484989 0.0019588 0.00924138 -0.00534338 -0.0314604 0.0135198 0.0106445 0.0106774 0.00946324 0.00541126 0.00494541 0.00631543 0.00406553 -0.0070001 0.016897 0.0115566 -0.0289627 -0.0137347 0.0115125 -0.00143688 0.0312758 -0.032115 -0.00418989 -0.0147841 0.0542487 0.0140153 0.00521712 -0.00170903 0.00915544 0.0173775 0.0169934 0.0142893 0.00475043 0.0121073 -0.0353335 -0.0505255 0.0660209 0.00983596 -0.0506704 0.0204052 -0.00665955 0.0407772 0.0498737 0.0256516 0.0285179 0.040446 0.0300777 0.0533286 0.0551382 0.0592003
internal_weight=32162.8 29345.4 22818.3 21059.4 6514.56 2865.38 3649.17 14544.8 631.585 13913.2 6527.15 4362.75 1758.92 398.949 156.486 1359.98 1260.3 2164.4 2817.42 1823.48 3271.98 3048.4 1756.03 1090.77 993.939 724.757 85.7424 223.575 242.463 467.543 269.183 109.769 981.002 214.075 86.4617 1696.86 1706.16 618.474 1087.68 27.3523 639.014 573.777 16.6124 1499.56 49.8693 37.2555 69.8493 253.468 58.3901 182.721 29.6683 65.2372 99.6799 153.053 197.294 67.4514 37.3728 30.0786 19.941 25.2729
internal_count=178481 163116 128298 118760 42322 20109 22213 76438 3492 72946 34818 19455 9538 2240 885 7298 6779 15363 15365 9437 14628 13604 8833 4827 5928 4279 386 1024 1355 3798 1649 488 4339 1215 538 11565 8583 2908 5675 130 3893 3476 127 9732 250 188 411 2583 256 1111 165 417 519 946 1833 604 280 324 190 239
is_linear=0
shrinkage=0.05


Tree=75
num_leaves=58
num_cat=0
split_feature=13 17 0 0 17 0 17 17 17 0 0 1 17 0 0 17 17 17 21 22 23 20 23 23 23 23 18 21 23 20 23 12 23 23 23 21 17 16 26 17 19 20 21 20 20 20 19 0 23 21 0 17 19 19 18 16 18
split_gain=123.544 104.559 80.4477 177.483 168.813 72.3212 90.2986 69.6624 62.0846 204.895 58.332 53.0446 48.3215 55.9731 35.9278 27.594 25.7258 22.9624 22.9409 28.7264 36.4697 35.3027 32.6818 22.3495 21.8626 20.7301 19.8089 19.9976 35.4831 17.8073 17.7425 19.125 17.3032 16.9258 14.3354 13.6943 12.8462 11.9235 9.8751 10.5451 9.71314 10.2221 9.34071 9.21889 9.12506 8.93603 8.23775 8.10339 11.0427 7.64769 7.16142 6.93789 6.90028 6.23698 5.8501 2.22669 1.94424
threshold=1.0000000180025095e-35 31.799999999999503 32.850000000000001 16.850000000000005 60.04999999999928 24.850000000000005 24.799999999999503 297.39999999999969 42.10000000000128 41.150000000000013 58.250000000000007 50.250000000000007 12.200000000002548 20.250000000000004 11.950000000000001 33.04999999999928 85.049999999999287 145.59999999999948 22.362103336710351 5.5000000000000009 92.650688906256164 6.679166666666668 94.058517709790252 91.92283175876851 92.993530851545856 93.00842258008376 311.57916666666671 27.163258407977022 96.001386061988526 7.0875000000000012 92.014596750841051 1.0000000180025095e-35 95.980003978074734 92.977870356643635 96.028500659351138 28.951165325167608 33.299999999999507 20.549999999999276 1.0000000180025095e-35 27.049999999999276 0.24930070946103192 7.2875000000000005 42.045553460031925 5.2791666666666677 4.679166666666668 5.7583333333333337 0.50809170061040332 40.250000000000007 92.995440792788813 18.591905690427641 25.250000000000004 119.04999999999929 0.4387124179174865 0.60769007108133322 267.22750000000008 42.599999999999007 166.39000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 11 8 6 12 15 23 -10 17 14 49 -14 -3 -5 -13 -6 33 20 54 22 -22 -4 37 -26 27 28 -21 -23 38 43 -12 40 -9 -29 44 -8 39 -7 -2 46 53 -32 55 -44 -42 48 -38 -1 -33 -49 -46 -28 56 -35 -20
right_child=18 2 4 7 10 30 24 34 9 -11 32 16 13 -15 -16 -17 -18 -19 19 26 21 29 -24 -25 25 -27 42 35 -30 -31 31 50 -34 36 -36 -37 47 -39 -40 -41 41 -43 45 -45 52 -47 -48 51 -50 -51 -52 -53 -54 -55 -56 -57 -58
leaf_value=-0.027518100467778694 0.040311279229637953 -0.0097242581914947449 0.009801055123699394 0.0011017476227023642 0.01755495128180037 -0.028298807173012405 -0.003114007108862964 -0.0066780671982831705 0.023373008800828526 -0.0060395737282075389 0.0031075389291719512 0.014270760867728891 -0.0011234633399263253 -0.014275728947179584 -8.312668855776555e-05 0.01402219018214396 -0.0034558704508597369 0.0025257759538295575 -0.035312435410504467 -0.0033194441123729143 0.053237028300984396 0.077674578700042463 -0.019377342034808395 -0.013245502575628211 -0.020699173591491579 0.0063124878645383483 -0.021469279474337286 -0.031634331492825886 0.056930711352373591 0.024220432011929974 0.011133363677056618 -0.036154061227979518 -0.015068979314376608 0.043545177080498085 -0.043741134842952639 -0.0095945689986423662 -0.061889989478204094 0.024561396229198354 0.044522850366707924 0.0075358870603611273 -0.037635506038924307 0.031845684448519977 0.034432471558982679 -0.0098731974326405781 -0.027891409334883505 -0.020069437197261238 0.0036135510847375564 -0.027891635209428563 -0.010037119498528934 -0.014768568551941886 -0.018270675025870691 0.02553283394257664 -0.047210587795478764 -0.042150514883036859 -0.006308929711056988 -0.007747629054597617 -0.064185950365812483
leaf_weight=163.23583184927702 14.057476133108137 1544.198725476861 111.14710148051381 450.15237113088369 1513.5459226034582 26.384294398128986 46.447896540164948 338.98234049975872 697.33942576125264 3924.016270276159 376.73773401603103 709.66811563074589 4978.3822002485394 965.89279280975461 2582.0779542587698 5039.1596188135445 287.62245981767774 305.43550600111485 11.369138114154341 205.6679517403245 20.932962819933891 29.623531334102154 59.651670403778553 1964.3804713524878 73.977945484220982 1782.2351191528141 70.672377619892359 90.828725978732109 27.731839768588543 32.865985512733459 58.25503247231245 60.043251782655716 200.67436299473047 4.4823239780962449 28.264960817992687 314.59871185570955 10.667289964854715 240.08144354447722 13.62578486278653 92.520312160253525 23.715231887996197 14.059043690562246 10.780257388949392 504.87568327784538 159.98623715341091 24.87358595058322 24.720682919025421 160.22756476700306 274.01544462144375 420.90430654585361 827.41088736429811 6.3165373280644408 64.997733756899834 75.295413468033075 11.314238756895064 4.0076503120362759 11.967420674860476
leaf_count=1467 60 7377 523 2360 8105 126 236 1685 3627 19903 2012 5645 28130 5475 12386 28097 2051 1537 67 1374 136 180 428 10151 380 9371 583 678 192 212 271 364 1028 56 143 2054 82 1317 65 430 138 70 66 2284 1958 161 136 1541 2213 2818 4871 47 818 632 67 51 76
internal_value=-0.000119768 0.000627508 0.00272583 0.00560637 -0.000752408 -0.0034801 -0.00168591 0.0115522 -0.00482767 -0.00160136 0.0106362 -0.00119005 -0.00460907 -0.00326059 -0.00369118 0.0129626 0.00915833 0.0150313 -0.0130008 -0.00801478 0.0102099 0.0213563 -0.000514764 -0.0120113 0.00722026 0.00523596 -0.0119626 -0.00782004 0.00383929 0.0495607 -0.0133074 -0.0149073 -0.00320955 -0.0195385 -0.0095306 -0.0145322 -0.0220314 0.0200751 0.0042046 -0.000415639 0.00275876 -0.00568823 -0.0265334 -0.0077001 -0.0315525 -0.0035903 -0.0165828 -0.017105 -0.0119801 -0.0183314 -0.0194806 -0.0258654 -0.0334727 -0.0321374 -0.0358143 0.0193327 -0.0501193
internal_weight=32087.1 30327.7 20073.4 10980.1 9093.28 10254.3 8671.16 5856.56 6696.88 4621.36 2396.39 5123.57 6528.42 5944.27 4126.28 5489.31 997.291 1818.98 1759.43 998.174 177.725 143.074 80.5846 2075.53 2142.74 1856.21 820.449 638.827 233.4 62.4895 1583.12 1450.58 577.412 761.253 367.247 405.427 684.701 286.529 132.53 118.905 76.5524 62.495 181.622 563.131 233.474 35.6538 48.4359 451.227 284.683 584.14 887.454 166.544 224.984 145.968 34.6508 8.48997 23.3366
internal_count=178311 164235 106630 59744 46886 57605 49194 32285 34204 23530 12682 27459 37890 33605 19763 30457 7696 9642 14076 6906 1166 956 564 10674 11304 9751 5740 4298 1566 392 8411 7790 3040 7170 1828 2732 6766 1553 621 556 404 344 1442 2555 2883 227 274 3883 2295 4285 5235 1588 2776 1215 210 107 143
is_linear=0
shrinkage=0.05


Tree=76
num_leaves=52
num_cat=0
split_feature=13 21 21 21 23 23 20 12 20 23 20 18 19 20 20 20 23 15 23 20 3 21 19 19 15 21 22 23 23 20 19 23 25 23 23 18 23 19 20 21 15 20 19 19 18 18 18 22 20 19 21
split_gain=112.646 94.1133 167.58 87.0839 74.9162 124.656 71.4818 70.4484 69.2835 75.324 56.7774 42.7708 81.561 42.1983 67.5648 67.1481 42.1411 41.5816 46.6041 33.7361 28.8461 24.7375 61.8527 37.6047 21.5486 21.3161 26.0662 33.1866 32.7286 25.4478 18.4055 15.6465 13.7757 13.5124 48.0951 17.3618 12.1888 18.5335 10.8922 10.3281 9.08397 8.82584 10.1473 8.87806 6.61857 6.30192 5.55136 5.50974 2.81501 1.96786 0.733003
threshold=1.0000000180025095e-35 28.951165325167608 29.577480286081059 28.720816440654271 91.021329629720654 92.999831963679156 6.7791666666666677 1.0000000180025095e-35 5.104166666666667 92.993530851545856 5.0208333333333348 281.99750000000006 0.585254025420617 5.8208333333333337 5.991666666666668 5.5291666666666677 95.118830512887854 15.500000000000002 95.029968440073034 6.7791666666666677 95.550000000000011 29.101464251773809 0.39161594142698786 0.71775193392692083 9.5000000000000018 22.362103336710351 5.5000000000000009 92.650688906256164 95.986700248113763 6.679166666666668 0.60769007108133322 92.977870356643635 1.0000000180025095e-35 96.001386061988526 96.00473109788733 40.516666666666673 97.040031456694663 0.65856251740061389 7.429166666666668 42.045553460031925 7.5000000000000009 7.2875000000000005 0.26388783243538322 0.38565426108518702 444.83750000000003 495.47000000000003 267.22750000000008 5.5000000000000009 6.4541666666666675 0.2268394833329764 22.802197802197806
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 20 7 11 10 -7 13 16 -10 -6 24 -13 15 -15 -1 -9 18 19 -5 21 22 -3 -23 -4 31 27 46 29 -29 33 41 -20 35 -35 -28 37 38 -33 40 -32 42 -2 -44 47 -41 49 -19 -39 -27 -30
right_child=25 2 4 17 5 6 -8 8 9 -11 -12 12 -14 14 -16 -17 -18 44 32 -21 -22 23 -24 -25 -26 26 30 28 50 -31 39 36 -34 34 -36 -37 -38 48 -40 45 -42 -43 43 -45 -46 -47 -48 -49 -50 -51 -52
leaf_value=0.0021136001514759505 0.032253674741638337 -0.036152224723408691 0.0042998946562681842 -0.052546412390265453 -0.019455923144747242 0.004290409876084797 -0.0056224220809970235 -0.0082201549307777035 0.0096670012338700151 -0.0041858559201106678 0.021599602340774352 0.034227268794336609 -0.045019306485469618 -0.019067306061345313 0.001821868548495623 0.023060608818307501 -0.029990141741080861 -0.077707365920238206 -0.0069650438621622589 0.015885975303886392 0.091432489411694851 0.055160510556667076 0.038110129769245063 0.010635689352034142 -0.063280888211446659 -0.029412852932944412 0.040552137868771682 0.0074280019383094146 -0.063258003171780514 0.051992222152542893 0.014102323295717195 -0.015526017685711005 0.042064642971593097 0.066251610145242293 -0.013334194049497157 -0.012697792767535654 0.050998676202735141 -0.064474535115043308 -0.031166136077254665 0.018731089441006109 -0.046612267718624756 0.035999001867919787 -0.047907397375565354 -0.0017623428567930715 -0.089511358627421628 -0.036557219453953078 -0.0060092868515666678 -0.041746915877910754 -0.041107191175507873 -0.060006617752261848 -0.040698075187569197
leaf_weight=1106.5423589721322 13.463139042258261 40.07666376978159 14.002436608076094 84.961817353963852 90.89230402559042 6950.2798866480589 2463.110006917268 556.58157607913017 1107.5922114104033 8604.8096981868148 1145.7296047918499 61.46109813451767 68.82930763065815 413.58060627058148 6044.6929329968989 584.77023765444756 370.11715783923864 16.963433049619198 28.409528020769358 22.854570753872395 22.410250917077065 170.05334960669279 93.348493304103613 65.759887207299471 74.835700318217278 8.2490230500698107 15.701343096792696 68.388840414583683 6.4994042217731467 60.262571670114994 6.7855935916304579 462.87128710001707 28.899990975856781 26.368910722434521 67.775176614522934 609.79518011584878 5.7862843573093405 18.939480092376471 146.57160940766335 13.757879860699179 66.897343643009663 15.725332990288733 15.541184708476065 31.652411855757236 20.194293551146984 8.2414662390947324 11.285243548452852 28.627949714660645 40.340397402644157 14.487159416079519 8.072714261710642
leaf_count=5506 57 174 64 409 490 37049 12948 3063 5336 51565 7166 295 311 2011 29797 2992 2266 83 151 124 98 840 455 319 345 49 94 470 55 374 46 4354 139 166 508 4193 43 212 1698 82 587 77 95 175 95 64 67 144 459 94 57
internal_value=-0.000114601 0.000596968 0.00421966 -0.00154789 0.00306182 0.00365726 0.00169662 -0.00117282 -0.00385244 -0.00260609 0.018582 -0.0258773 -0.0076368 0.00232536 0.000484149 0.00935601 -0.0169149 -0.0320664 -0.0186741 -0.0380403 0.0363523 0.0330093 0.0158041 0.0427441 -0.052629 -0.0124731 -0.00766444 0.00971382 0.0202585 0.0283027 -0.0114423 -0.0188295 0.0177596 -0.00870306 0.00895707 -0.0113611 -0.0212583 -0.0218835 -0.0192875 -0.0320449 -0.041021 0.00261857 -0.00603535 -0.0169582 -0.0656819 -0.0019812 -0.0346772 -0.0551269 -0.0485729 -0.0489067 -0.0507602
internal_weight=32023.8 30280.4 11260.8 19019.6 10869.1 10650 9413.39 18788.7 10639.1 9712.4 1236.62 219.129 130.29 8149.59 6458.27 1691.31 926.699 230.912 165.126 107.816 391.649 369.238 133.425 235.813 88.8381 1743.46 992.568 177.245 143.224 128.651 815.323 750.891 57.3095 719.641 94.1441 625.497 674.509 668.723 609.443 95.6823 73.6829 76.3821 60.6567 47.1936 65.7857 21.9993 34.0214 45.5914 59.2799 22.7362 14.5721
internal_count=178311 164235 60554 103681 58668 57653 49997 102536 62230 56901 7656 1015 606 40306 31808 8498 5329 1145 823 533 1886 1788 629 1159 409 14076 6906 1166 956 844 5740 7170 290 4961 674 4287 6766 6723 6052 779 633 404 327 270 322 146 210 227 671 143 112
is_linear=0
shrinkage=0.05


Tree=77
num_leaves=59
num_cat=0
split_feature=17 0 0 17 0 17 0 17 17 2 1 0 17 0 3 23 23 23 23 0 2 23 23 15 23 17 0 18 23 23 21 0 23 18 14 23 17 0 15 23 15 15 21 17 0 18 21 0 18 21 20 0 22 20 18 15 22 23
split_gain=109.193 77.6021 169.838 155.963 156.785 74.3494 69.1898 87.8661 59.9394 56.4235 53.4786 45.1885 74.8439 41.0612 34.1462 33.723 32.5027 61.5013 60.5378 29.7326 28.0175 62.888 36.4308 27.9186 25.6727 25.1062 24.8547 24.0919 22.4623 20.8367 21.7564 20.5498 18.7839 18.6036 17.3487 16.2274 15.6481 27.8197 15.1078 14.5705 14.5128 14.1053 13.7409 13.6646 11.1062 13.8205 10.956 9.71952 8.79336 9.8993 8.40504 7.33634 6.32822 6.09112 13.5048 6.00786 5.54454 3.48447
threshold=31.799999999999503 32.850000000000001 16.850000000000005 46.450000000000735 46.250000000000007 60.04999999999928 24.850000000000005 24.799999999999503 297.39999999999969 1.1500000000000001 81.250000000000014 20.250000000000004 18.299999999999503 16.250000000000004 93.65000000000002 94.976165669768108 96.356603166595647 96.078303379463236 96.017808737120575 18.450000000000003 1.1500000000000001 95.969915609655274 95.001257886247657 17.500000000000004 97.028918780134944 122.89999999999874 11.950000000000001 338.11916666666667 92.993530851545856 93.00842258008376 50.00308399795442 15.050000000000002 94.998794295811919 94.751666666666679 1.0000000180025095e-35 92.014596750841051 22.299999999999617 22.250000000000004 18.500000000000004 96.028500659351138 20.500000000000004 8.5000000000000018 30.521561918180449 25.299999999999503 11.350000000000003 261.74250000000006 35.229949383332148 34.95000000000001 100.41250000000001 46.906183684548203 5.7458333333333345 28.450000000000003 5.5000000000000009 5.2791666666666677 252.40333333333336 15.500000000000002 5.5000000000000009 96.995182289852522
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 9 16 25 23 7 11 20 14 -7 12 13 -1 32 31 17 18 -3 -14 21 -4 -22 -6 42 33 -16 -17 44 55 -31 -11 -2 -5 35 40 52 -38 -19 41 46 -10 -18 -36 50 -46 -8 -27 49 -37 -9 -50 -13 54 -45 -30 -55 -41
right_child=1 3 8 4 5 10 34 28 39 15 -12 36 19 -15 26 27 24 38 -20 -21 22 -23 -24 -25 -26 47 -28 -29 29 30 -32 -33 -34 -35 43 48 37 -39 -40 57 -42 -43 -44 53 45 -47 -48 -49 51 -51 -52 -53 -54 56 -56 -57 -58 -59
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internal_value=-0.000109552 0.00197733 0.00475386 -0.00132259 0.00339365 -0.00163253 -0.0042004 -0.00248815 0.0104463 -0.00173276 0.00727774 -0.00528934 -0.00359658 -0.00844764 -0.00601117 0.00440166 -0.00986749 -0.00862614 -0.00954585 0.00298411 0.0117306 0.00906468 0.0163098 -0.00632313 -0.028891 0.0159026 -0.0068141 0.00953624 0.00610085 0.0041333 0.00519042 -0.00303373 0.0275669 0.0182855 -0.0135528 -0.0160706 -0.0149829 -0.0101527 0.0431289 -0.00860422 0.00139399 -0.00576761 -0.0338378 -0.00324748 0.0188118 0.0223881 -0.00536684 0.00116267 -0.0177998 -0.0313428 -0.00698399 -0.0164718 -0.0228959 -0.000967324 0.0214603 -0.0212097 -0.00313939 -0.0418019
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internal_count=178311 115082 63427 51655 33186 23510 63229 53862 34234 29193 8118 41715 35569 21719 15253 13940 18469 17254 16973 13850 32292 17539 14753 15392 1215 9676 14915 7804 12147 10499 10074 6136 338 8384 9367 7889 6146 3765 281 1942 583 1785 1141 1478 1648 1439 510 1292 7306 656 209 6650 2381 1410 127 425 1283 157
is_linear=0
shrinkage=0.05


Tree=78
num_leaves=61
num_cat=0
split_feature=21 21 20 20 23 21 23 23 20 20 23 20 20 20 23 19 21 20 21 23 20 23 20 21 21 21 21 2 19 20 4 19 23 19 19 19 19 19 17 19 19 13 19 12 19 12 16 15 23 19 3 15 17 19 19 15 0 19 19 16
split_gain=105.388 160.995 109.988 130.529 120.29 104.004 94.6499 132.037 98.7746 100.572 84.5282 82.6451 125.831 103.365 81.4651 80.1619 69.876 65.4131 76.7268 59.3756 72.7273 57.2627 51.7341 44.3769 43.4453 72.3303 39.7062 36.4909 35.311 35.1807 35.0377 33.4634 38.7355 31.1847 24.8503 26.1315 22.7453 22.4761 21.5273 20.6089 16.5464 15.3055 15.0848 14.4168 12.9609 12.6551 13.6452 11.8632 10.9408 24.5265 9.78587 7.97818 6.18113 6.181 10.9371 5.35459 4.78706 3.53233 3.29219 2.15567
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_weight=4558.5021678954363 7.4028990827500847 51.091205440461636 11.212694615125658 3055.2460524812341 40.826761417090893 10.240974493324755 155.72644478827715 15566.771367233247 90.230784602463245 620.64007937908173 10.258224718272684 23.688898421823978 158.73631421849132 218.3559837937355 219.46809991821647 77.206584349274635 247.13582896068692 272.9102733284235 52.902727425098419 136.92174940928817 2313.4780577048659 279.73084010183811 1365.2698824778199 316.02274964004755 38.680254705250263 108.65828187763691 148.30883664637804 117.83334164693952 116.16536039859056 57.231696523725986 79.828955575823784 12.940501987934114 138.13839357346296 193.95358417928219 27.193097084760666 49.138839744031429 80.073579840362072 14.573836661875246 11.270051434636114 22.078047707676888 131.22927853092551 16.85487899929285 297.1420052908361 38.543426912277937 30.3167824447155 28.217097401618958 15.431731685996054 18.616586077958345 22.028386659920219 9.4110790491104108 21.444198008626699 17.493840649724007 9.0910195112228376 16.231223806738853 47.226857401430607 14.256356492638586 27.397973068058491 53.878902524709702 11.229764290153978 14.399267017841337
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is_linear=0
shrinkage=0.05


Tree=79
num_leaves=60
num_cat=0
split_feature=13 17 12 16 25 23 23 21 23 2 21 0 17 21 18 23 19 19 0 21 0 11 14 18 0 17 23 25 18 23 17 17 21 23 23 23 2 0 0 21 19 21 15 19 18 22 21 23 23 0 19 18 15 19 23 19 16 17 16
split_gain=100.924 87.9786 78.1541 68.7236 59.8992 63.2257 59.6902 43.0654 47.9858 42.3912 35.8721 35.0772 61.146 19.4321 24.2511 25.7658 26.63 22.2386 22.7583 19.193 17.8608 17.218 16.8678 16.3331 15.606 29.8371 14.9406 14.2392 14.1024 13.9862 12.9523 12.6716 12.2745 11.7463 11.4723 11.218 8.99862 8.46663 16.1497 9.01404 8.45331 8.33684 8.08566 8.04516 7.84034 10.0325 7.18377 8.12901 7.09714 6.36825 5.70871 13.2357 5.00884 4.65581 4.42719 3.64009 2.37023 1.5622 0.530958
threshold=1.0000000180025095e-35 17.099999999999003 1.0000000180025095e-35 421.30000000000115 1.5000000000000002 97.015045772664749 96.112842503601186 22.336257309941523 96.98829157962912 0.15000000000000005 22.223237120935334 14.450000000000001 13.950000000000729 22.223237120935334 226.56250000000003 95.08064210916146 0.3312690059609657 0.31606556053706475 39.95000000000001 49.46076158940398 13.750000000000002 1.0000000180025095e-35 1.0000000180025095e-35 522.04916666666679 12.750000000000002 12.200000000002548 95.065706524210995 1.5000000000000002 217.61083333333337 92.977870356643635 24.049999999999276 33.299999999999507 12.944084678574017 94.996964144746173 95.002415878613903 95.010439646306494 1.0000000180025095e-35 28.850000000000005 18.850000000000005 12.175945058952232 0.89435176548100348 22.802197802197806 23.500000000000004 0.24930070946103192 235.80500000000004 5.5000000000000009 22.223237120935334 94.973659904098341 95.073463655802541 16.250000000000004 0.1406419901454147 110.73916666666668 19.500000000000004 0.51406707598125967 95.934539528138288 0.47524860623669091 46.10000000000128 33.04999999999928 37.299999999999507
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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right_child=13 2 4 21 23 9 -8 8 -10 -11 -12 33 20 14 26 17 28 57 -20 -21 22 27 -24 30 40 -27 48 -29 -30 31 -32 37 -34 53 35 -37 -38 39 -40 -41 -42 -43 -44 44 45 -47 47 -49 49 -51 51 -53 -54 54 -56 -57 -58 -59 -60
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is_linear=0
shrinkage=0.05


Tree=80
num_leaves=58
num_cat=0
split_feature=16 25 2 23 21 23 21 22 22 23 21 23 23 24 22 2 1 23 21 0 14 19 21 21 23 19 23 23 0 23 23 20 20 23 23 18 0 23 23 16 20 26 23 2 16 21 19 2 0 1 16 20 1 23 0 18 23
split_gain=102.352 75.1726 62.7567 113.257 113.332 93.931 81.9526 79.5592 52.978 129.927 75.2355 52.6767 47.8449 45.9026 39.6162 32.5336 25.8921 24.425 27.3939 24.2284 23.2085 25.1185 27.9949 36.0192 29.3902 22.0502 21.5422 37.754 24.7151 21.4232 23.231 22.8808 20.443 21.0636 19.7539 18.3789 16.8765 16.8176 31.7768 15.4239 13.6468 13.1042 12.7195 12.329 9.82441 10.2895 9.37752 12.9534 7.26261 5.70966 5.25018 3.74964 2.9603 3.7733 2.83052 1.18761 1.0098
threshold=22.799999999999503 1.5000000000000002 1.1500000000000001 95.982013764432693 38.923556063673722 93.998952691492249 37.808814306964742 5.5000000000000009 5.5000000000000009 95.948005467145421 8.3236640687799284 96.999257296638959 92.998819010110978 1.0000000180025095e-35 5.5000000000000009 6.1500000000000012 93.350000000000009 94.733826207465071 62.693342693342693 13.350000000000003 1.0000000180025095e-35 0.54583522630969072 38.511873577532533 45.72046554743023 89.988079595124404 0.14535380492165165 95.118830512887854 95.08064210916146 26.650000000000002 92.998819010110978 91.021329629720654 7.9375000000000009 6.9208333333333343 93.003780710711752 92.998819010110978 347.33583333333343 17.350000000000005 95.986700248113763 95.994648421187065 14.099999999999001 7.8916666666666684 1.0000000180025095e-35 95.923161308970734 46.250000000000007 21.799999999999503 10.239616898433125 0.055014573521045308 2.1500000000000008 14.350000000000003 68.250000000000014 32.54999999999928 7.8208333333333337 61.050000000000004 93.991874726725726 24.850000000000005 296.29416666666674 93.040322523146912
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 3 8 6 12 -5 -6 9 -2 -10 13 14 -7 -4 20 41 25 26 -14 21 29 24 -24 -23 46 27 -19 -28 30 -1 -31 34 -34 -27 -13 39 42 -39 48 -41 44 -38 51 45 -17 -3 -48 -22 -46 -20 55 53 -43 -52 -18 -54
right_child=1 17 5 4 7 11 -8 -9 10 -11 -12 35 19 -15 -16 16 43 18 50 -21 36 22 23 -25 -26 32 28 -29 -30 31 -32 -33 33 -35 -36 -37 37 38 -40 40 -42 52 -44 -45 49 -47 47 -49 -50 -51 54 -53 56 -55 -56 -57 -58
leaf_value=-0.02456448473729015 0.004828352435345809 0.026611883971252633 -0.018845826267382321 -0.010025256868169463 -0.016298994149393793 0.0059956264338176055 -0.051790735747452944 0.032368887684911689 0.03179282437696937 0.054334477876210596 -0.0012670947310405968 0.047779437492665278 -0.025824902330860822 0.050772896732742691 0.0085617543888390751 -0.071597189685686971 0.054029277775938994 0.00030171816146040936 0.011134260824023662 -0.0082985605880074361 -0.01689018643279246 0.058382825639841519 0.03025924151880087 -0.0039228290562827364 -0.006930070601797813 0.025976992256632137 0.016259069320124341 -0.070835095284236385 -0.0036067671970942705 -0.01124208890148222 0.0056576840797679575 -0.028888082536707022 0.012219314986068871 0.043782868792632039 0.0059901830493377132 0.014731627537678703 0.0052436128027789882 -0.061486199173711426 -0.0016775057976104223 -0.00017549821238451108 -0.033580958018844496 0.046232063439974394 0.028890655091736658 -0.045898840059579539 -0.074693040316783074 0.0025122483292193665 -0.039058633845438798 0.021240654853135532 -0.046515354078010385 -0.0080785736668819146 0.055747287739012899 0.0072508178154531413 0.025434133601057105 -0.016712220218315511 0.024754569243732552 0.040012908129989019 0.052647154209513117
leaf_weight=78.997048415243626 2230.7377216853201 11.959069572389124 163.6473221629858 3480.4306833557785 122.77018938958645 5496.8188343420625 121.55608193576336 265.73575121164322 175.49551764503121 140.90410938113928 8872.2793951332569 103.64220644906163 266.21860912442207 57.83732794970274 678.50474777817726 4.8683849424123755 28.476801391690969 651.70681223273277 11.676516093313692 760.47383389621973 63.947665959596634 17.404371410608292 129.23735473304987 190.9212750531733 1665.8565738238394 203.02100117877126 544.24675706028938 19.2010378241539 219.78896020725369 2359.9450494162738 325.9227829836309 199.21165103465319 84.964369533583522 139.87218270078301 316.11824362725019 70.815094616264105 589.45161496847868 25.002394989132881 198.75056272745132 299.07160785794258 34.054105460643768 4.2633399702608603 62.938185729086399 4.173037886619567 7.4076204597949964 123.46084303036332 33.675883814692497 12.10875917971134 30.580835178494453 5.6857125088572502 33.549474157392979 6.7287331186234942 4.6186193004250553 5.3924558945000172 9.4397389702498895 32.202850718051195 13.015976700931786
leaf_count=382 11948 74 1110 20219 560 32187 610 1212 1066 670 47095 524 1478 310 4649 35 365 3405 97 4655 341 80 598 1000 9395 1340 2811 86 1038 13604 1635 1319 607 823 1868 400 2792 110 915 1427 170 53 297 24 70 1167 154 118 143 51 333 89 63 70 91 429 170
internal_value=-0.0001613 0.00127757 0.000417462 -0.00141616 -0.00866739 0.00413635 -0.0114347 0.0169895 0.00111776 0.00776961 -0.000625847 0.00731154 -0.00559746 0.00646187 0.0032359 -0.00575167 0.0123034 0.00991413 0.00612692 -0.0128431 -0.00644348 -0.00800178 -0.00367707 0.00987533 -0.00625476 0.0169508 0.00480349 -0.00173418 0.0105443 -0.0109249 -0.000238451 -0.0126157 0.019261 0.0318552 0.0138065 0.0343648 -0.000506328 0.00346801 -0.00836059 -0.00864863 -0.0035904 0.00161268 0.00752492 0.0375008 -0.00450868 -0.000299218 -0.0128132 -0.0231112 -0.0264742 -0.0457661 0.0408662 0.0426638 0.0333344 0.0110797 0.0489418 0.0465908 0.0455199
internal_weight=31810.8 25299.2 23007.9 15409.9 3990.49 7597.96 3601.99 388.506 11419.4 2371.64 9047.77 5729.11 1868.84 5554.66 842.152 6511.59 240.294 2291.33 1489.61 1026.69 6271.29 4967.5 2003.42 320.159 1683.26 801.72 1434.94 670.908 764.036 2964.08 404.92 2559.16 743.976 224.837 519.139 174.457 1303.8 876.143 223.753 427.654 333.126 168.713 652.39 71.5814 141.423 128.329 57.7437 45.7846 94.5285 13.0933 54.6657 67.4084 27.2904 9.6558 42.9892 60.6797 17.6346
internal_count=178332 141538 128693 83380 22601 45313 20829 1772 60779 12618 48161 33421 11892 32497 5759 36794 2586 12845 7861 6133 34208 28013 11073 1598 9475 4984 7340 3491 3849 16940 2017 14923 4638 1430 3208 924 6195 4114 1025 2081 1597 1679 3089 907 1323 1202 346 272 484 121 521 883 356 123 424 794 233
is_linear=0
shrinkage=0.05


Tree=81
num_leaves=44
num_cat=0
split_feature=16 25 16 15 21 19 0 0 2 21 15 21 24 3 23 21 14 19 25 2 16 23 3 21 26 0 23 16 0 23 23 21 13 23 15 16 18 0 18 2 19 0 20
split_gain=92.6608 68.6667 61.2468 72.7111 58.062 56.5277 56.4991 37.8163 30.3523 26.8425 24.0411 23.623 21.9022 21.7711 21.2554 22.3748 21.1857 25.1469 29.7446 20.9255 20.768 20.1569 17.0338 16.5904 15.9278 14.9981 14.2587 13.5906 13.4891 13.2282 12.1715 11.8114 11.3679 10.4513 10.2011 9.98322 8.04089 6.82234 6.08409 2.20831 2.36915 1.74263 1.00488
threshold=22.549999999999276 1.5000000000000002 284.29999999999978 14.500000000000002 47.55706157453703 0.8694187260430577 13.850000000000003 54.050000000000004 6.1500000000000012 57.446985071934343 22.500000000000004 11.798740558111779 1.0000000180025095e-35 95.750000000000014 94.733826207465071 62.693342693342693 1.0000000180025095e-35 0.54583522630969072 1.0000000180025095e-35 1.1500000000000001 43.349999999998552 92.998819010110978 51.050000000000004 19.267310789049922 1.0000000180025095e-35 17.450000000000003 95.986700248113763 14.099999999999001 58.750000000000007 96.952992361115022 92.998819010110978 14.639348052248296 1.0000000180025095e-35 96.001386061988526 8.5000000000000018 44.099999999999007 466.21750000000003 21.050000000000004 334.54333333333341 7.2500000000000009 0.48999991369140244 43.850000000000001 7.3375000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 6 5 -5 13 -8 12 -6 11 34 16 -2 20 -16 17 21 -19 23 -13 -1 -10 -12 32 27 -27 -18 29 33 -25 -31 36 -4 -3 -36 -24 -14 -21 40 -26 -39 -41
right_child=1 10 28 4 9 -7 7 -9 22 -11 19 14 37 -15 15 -17 25 18 -20 38 -22 -23 24 30 39 26 -28 -29 -30 31 -32 -33 -34 -35 35 -37 -38 41 -40 42 -42 -43 -44
leaf_value=-0.00047980487671063347 -0.0030173042777145668 -0.064655796587683431 -0.011040462790012825 -0.0041054379729049684 0.02304654793187802 0.014682157247000375 0.0065964677088594537 -0.0053827525174224324 -0.046250130607417103 0.002297521648073213 0.037718414777953679 0.028502332990729885 0.0044129463187158931 0.013762766336618866 0.006672767400825186 0.040566870491674262 -0.02527554719950615 -0.0087602101163576883 0.0038133518979258743 0.0054888089034802667 0.01140765319046147 -0.012643656690596167 0.014766808467065877 0.017354776584118058 0.0023270409003352211 0.0068905050025894372 -0.0080795527729643334 -0.0036186124826450001 -0.058785472539331231 0.0079462487233346504 -0.027706376736406947 -0.048916882987434782 -0.058824569757401815 0.0053561810253000015 -0.04214172730204873 0.01742463242475642 -0.01925228374315259 0.035397034238640622 0.046025117343093391 0.052288100620600853 0.043365079522430836 0.062416199286650237 0.029475580252379726
leaf_weight=395.06360651925206 3156.3594700805843 12.378632292151449 917.72104267776012 8791.5607860423625 307.08210503682494 419.47029234841466 8124.754420273006 716.94693668186665 11.835040085017679 316.5476345308125 12.831573918461798 305.07916188985109 14.766795627772806 205.91052756085992 1292.596123918891 50.597276896238327 93.340504892170429 1145.6563140079379 797.98040258511901 18.702202592045069 425.4271579682827 2469.6886291392148 147.42691954597831 17.232647508382797 6.4774069935083372 632.00160770863295 212.56343700364232 323.52860923856497 14.682277217507361 11.956268310546873 114.93531858921051 38.665044851601124 6.0833073817193499 108.69630920141935 13.130427427589895 15.150232024490832 19.689833167940378 13.245757885277273 18.327637150883675 27.038879048079252 7.6947388499975204 10.860753580927847 5.876478496938943
leaf_count=1968 17497 56 4559 50291 1805 2280 45492 3922 62 1754 59 2072 79 1022 6685 505 480 6981 3785 88 2615 14488 1483 83 79 2997 972 1552 70 67 517 194 45 524 65 69 205 67 99 462 96 50 91
internal_value=-0.000153394 0.00119511 0.000376405 0.000949048 -0.00225021 -0.00324985 0.00352719 0.00562511 -0.00556092 0.0125146 0.00944155 0.0109426 -0.00623526 -0.00198967 0.0116827 0.00794954 -0.00647485 -0.00798784 -0.003598 -0.00799432 0.0185469 -0.0109662 0.0121854 -0.0165613 0.0153249 -0.000707579 0.00312278 -0.00846778 -0.0111836 -0.0105347 -0.0218311 -0.0354864 0.00831468 -0.00930408 -0.0268008 -0.0102314 0.0107587 0.031176 0.0255519 0.0411103 0.0246086 0.04757 0.0482153
internal_weight=31767.6 25426.7 23130.4 22038.6 9834.66 9211.03 12204 8841.7 6340.82 623.63 2296.39 2114.36 6108.7 3362.27 2073.7 1343.19 6069.82 4808.39 1943.64 182.029 730.506 2864.75 232.123 145 220.288 1261.43 844.565 416.869 1091.72 1077.04 132.168 50.6213 173.2 1026.42 40.6593 28.2807 167.117 38.8733 37.0298 47.0875 14.1721 24.1065 32.9154
internal_count=178332 142390 129477 124063 56130 52571 67933 49414 35942 3559 12913 12067 33419 18519 11877 7190 33223 27222 10766 846 4687 16456 2523 659 2461 6001 3969 2032 5414 5344 600 261 1733 5083 190 134 1688 196 187 728 175 117 553
is_linear=0
shrinkage=0.05


Tree=82
num_leaves=59
num_cat=0
split_feature=17 0 0 17 17 0 17 0 23 23 17 0 0 17 16 16 23 17 17 3 3 23 0 20 23 0 25 23 23 23 23 1 18 1 0 17 21 19 20 31 21 18 19 19 15 23 23 23 1 21 19 15 21 16 23 19 16 12
split_gain=94.4699 82.9212 141.454 115.535 102.373 78.2438 95.6424 73.4509 43.0182 44.6737 42.2444 66.8695 39.6833 37.5878 35.2837 34.2631 34.0963 30.5377 22.425 22.1055 30.8557 27.3015 22.0212 21.0983 29.9727 20.3463 19.8708 19.6732 19.2161 19.1869 22.4992 18.7828 17.95 17.3802 16.5795 29.4492 15.4481 14.8534 17.915 13.6372 12.4738 11.7048 11.6836 15.3922 11.2857 11.0412 10.7227 9.08189 7.9342 7.88077 8.66887 8.61325 7.22162 7.08957 6.3444 5.9929 5.79651 4.15749
threshold=37.800000000002008 13.350000000000003 37.850000000000001 58.350000000000371 96.450000000000742 29.250000000000004 29.299999999999503 58.250000000000007 94.804710099785652 97.028918780134944 15.099999999999001 20.050000000000004 21.250000000000004 208.80000000000067 27.049999999999276 155.39999999999876 94.649438762047254 21.099999999999003 22.049999999999276 95.750000000000014 94.950000000000017 94.023960459741303 15.65 6.5041666666666673 91.92283175876851 34.95000000000001 1.0000000180025095e-35 92.998819010110978 95.985565648201529 92.993530851545856 93.995549286426296 95.250000000000014 100.41250000000001 97.250000000000014 13.450000000000001 13.399999999999752 12.264677643042567 0.85813359799364686 6.054166666666668 1.0000000180025095e-35 49.46076158940398 183.20250000000004 0.80712997151462818 0.69488104401435968 16.500000000000004 92.987084295595295 94.883270241770745 95.997100293133428 97.550000000000011 11.798740558111779 0.75645105709948224 9.5000000000000018 15.358419986275551 59.54999999999928 95.927947427305625 0.91032955237575541 32.54999999999928 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 19 4 8 12 6 10 13 16 -10 34 17 14 -5 -3 -14 -4 -12 -13 20 21 27 31 37 44 32 -9 -2 39 45 -31 41 -6 -23 35 -1 53 42 57 -22 -38 -8 43 -7 -25 -24 -27 -30 -33 -21 52 -52 -51 -26 -44 -40 -36 -39
right_child=1 2 3 7 25 23 22 26 9 -11 11 18 15 -15 -16 -17 -18 -19 -20 49 28 33 29 24 36 46 -28 -29 47 30 -32 48 -34 -35 56 -37 40 38 55 -41 -42 -43 54 -45 -46 -47 -48 -49 -50 50 51 -53 -54 -55 -56 -57 -58 -59
leaf_value=-0.013233040438624437 0.0023150658803678527 -0.0043879184217717263 -0.00038430494789365379 0.015983174803611444 -0.019038425997876387 -0.019966008813484742 -0.01219509594039409 -0.0096745366891248311 -0.0094223901168111017 0.04958963698430599 -0.0024847018652950905 -0.020527320672446774 0.01694572392736015 -0.010302030525675524 0.010389840565074748 -0.0045683408613554303 0.038818094391836838 0.0053676333039226372 -0.0071461292868039462 -0.021162792054569501 -0.0062874631972184491 0.0059515736946455355 0.02127445672510437 0.0024921446855186418 -0.030251871405956934 0.048369737998839625 0.0069118260787263035 -0.022421283639739081 -0.039825519649655167 -0.0062532145179207584 0.010919877310555179 0.040032478097466316 -0.00080180507483732465 -0.063878638627913611 -0.030037824991287345 0.0031024035886671481 -0.0076754718823704507 0.0035070690871893519 0.020774197681982409 -0.022480434651704195 0.020506357121395018 0.0019800485033991872 -0.058011925218588029 -0.0009276573219808642 0.067366824423387692 0.065650614722045156 0.010205354830132967 -0.018171299692399751 -0.017497912296097439 0.039970206235696366 0.015668485826527797 0.061964531931513238 0.0030993035917555346 0.0091020556055540994 -0.017437506942314579 0.074919978958630756 -0.01603813549587833 -0.033603064990790805
leaf_weight=1023.7360761575401 136.6068934649229 521.65680695325136 1645.7828692607582 1529.8021531440318 146.08693566545844 815.01661948114634 184.18592012114823 575.70824523642659 3273.8805318363011 32.388176247477531 2890.7135483361781 366.37855900079012 3035.7687958236784 149.27961273863912 1789.6825495939702 197.07817260548472 57.39980997517705 2165.8517265841365 2153.0490023940802 16.809827879071236 1001.6471601054072 714.44029188901186 192.13568682968616 10.676569931209089 102.1268582046032 27.999566946178675 263.09300990030169 195.28287536278367 57.928287886083126 225.84537065401673 1226.5348372496665 40.047356152907014 1767.095406703651 9.0231512598693353 123.3028845898807 377.68744452670217 840.60821106657386 14.736170254647732 11.470414794981481 149.41541615873575 41.188497729599476 695.66759325191379 28.2561747841537 122.06598576530814 18.015751764178276 15.120181072503327 53.708013892173767 295.02066690847278 7.0477482154965392 15.261842615902422 24.798775881528854 16.888602256774902 102.28373818099499 12.888406172394751 14.61903592944145 9.2164412252604944 184.68332730606198 15.470538020133972
leaf_count=7679 976 2990 8552 8215 755 4421 1032 3198 17780 150 16867 2310 17320 764 10392 990 289 11819 12353 86 4916 4336 1117 50 768 150 1328 1186 305 1257 6646 329 9393 59 898 2256 4602 69 62 652 217 3790 153 633 86 78 274 1472 41 71 111 79 469 74 71 51 1263 82
internal_value=-0.000145826 0.0022674 0.00372144 -0.0011271 0.00856243 -0.00323017 -0.0016705 0.00761034 -0.00551877 -0.00884431 -0.00403913 -0.00243715 0.0120574 0.0136463 0.00705458 0.0156342 0.000936875 0.000878647 -0.00909204 -0.00574135 -0.00692018 -0.000366305 0.00683246 -0.0122346 -0.00715685 -0.00115079 -0.00447216 -0.0122397 -0.011519 0.0102803 0.00824946 0.00065933 -0.00219432 0.00508064 -0.011139 -0.00883059 -0.0086071 -0.0172861 0.00905041 -0.00838942 -0.00635911 -0.000987334 -0.0186538 -0.017486 0.0432266 0.0245119 0.0232835 -0.0217253 0.0314231 0.0113969 0.0148341 0.0344242 0.00788654 -0.0258419 -0.0441774 0.0448973 -0.0216429 -0.0154991
internal_weight=31730.2 17801.8 15066.4 7527.33 7539.08 13928.3 11872 2517.88 5009.45 3306.27 9285.4 7575.99 5544.19 1679.08 2311.34 3232.85 1703.18 5056.57 2519.43 2735.41 2559.36 1055.35 2586.58 2056.36 1025.5 1994.89 838.801 331.89 1504.01 1659.64 1452.38 926.949 1913.18 723.463 1709.41 1401.42 996.812 1030.85 50.8936 1151.06 881.797 879.854 979.958 937.083 28.6923 207.256 81.7076 352.949 47.0951 176.043 159.233 41.6874 117.546 115.015 42.8752 20.6869 307.986 30.2067
internal_count=178332 97258 82540 40276 42264 81074 69735 13505 26771 17930 55445 43349 31692 8979 13382 18310 8841 28686 14663 14718 13902 6557 14290 11339 5797 10572 4526 2162 7345 9098 7903 5192 10148 4395 12096 9935 5661 5542 264 5568 4819 4822 5278 5054 136 1195 424 1777 370 816 730 190 540 842 224 113 2161 151
is_linear=0
shrinkage=0.05


Tree=83
num_leaves=60
num_cat=0
split_feature=17 0 0 17 17 0 17 0 14 13 17 0 2 19 17 16 16 23 1 18 19 23 23 20 0 20 23 20 21 2 1 1 20 23 23 25 0 19 20 21 21 17 15 21 14 0 18 25 9 23 23 15 19 21 21 23 18 19 23
split_gain=85.6137 75.9862 126.61 110.245 95.1081 73.2725 85.0806 68.4201 46.3812 40.3779 38.8557 48.8246 33.7137 33.539 32.9683 32.8235 28.4425 26.3483 25.9966 22.553 21.7959 20.8134 24.5732 22.3602 19.6012 19.518 25.4869 25.1065 19.0079 18.4869 17.3679 17.6523 17.0289 16.8137 16.4861 14.7357 14.1569 13.0797 18.4479 13.005 21.1035 14.1754 12.5933 14.7384 12.3025 11.6559 11.4902 10.8681 10.7327 10.6667 10.1426 10.0475 10.0192 9.09289 6.56911 4.95799 3.88155 3.5794 2.59096
threshold=37.299999999999507 13.250000000000002 37.550000000000004 58.350000000000371 82.250000000000014 29.250000000000004 29.299999999999503 58.250000000000007 1.0000000180025095e-35 1.0000000180025095e-35 13.950000000000729 20.050000000000004 0.35000000000000003 0.80712997151462818 208.80000000000067 25.049999999999276 87.599999999999014 94.058517709790252 95.15000000000002 100.41250000000001 0.77446001073113946 95.982013764432693 95.964905923316806 7.3125000000000009 17.650000000000002 6.4125000000000005 91.92283175876851 6.3458333333333341 11.659677164108247 3.1500000000000008 97.250000000000014 94.350000000000009 6.2875000000000005 94.227509561091395 94.989732812166849 1.5000000000000002 12.450000000000001 0.85813359799364686 6.054166666666668 49.46076158940398 46.54620238487545 32.299999999999507 14.500000000000002 35.065960226967626 1.0000000180025095e-35 12.050000000000002 437.54416666666674 1.5000000000000002 1.0000000180025095e-35 93.945173552067743 92.998819010110978 16.500000000000004 0.15864032300119232 46.906183684548203 27.26493506493507 95.998674872710993 420.88666666666671 0.85813359799364686 90.970759258051899
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 12 4 8 15 6 9 14 13 10 36 -12 34 -4 -5 18 -17 35 -3 52 21 22 -8 -23 -21 27 51 37 57 -9 31 -19 -30 -10 42 50 -1 44 -39 40 -28 -41 49 -44 -7 48 53 -47 -36 -2 -14 -27 -6 -11 -37 56 -29 -22 -48
right_child=1 2 3 7 19 25 20 29 33 46 11 -13 17 -15 -16 16 -18 30 -20 24 28 23 -24 -25 -26 26 39 55 32 -31 -32 -33 -34 -35 45 54 -38 38 -40 41 -42 -43 43 -45 -46 47 58 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60
leaf_value=-0.0085264832967491284 -0.0084435024100700702 0.0022369607776823058 -0.0089793113214709248 0.015374184084835452 -0.012571574043484324 -0.019926182661892809 0.006378225813389371 -0.0087793949211244955 0.015852096167044177 -0.01743257704569269 0.00092929584740125389 -0.0077240025173170197 -0.0024160751251894358 0.0062381625774754531 -0.0091635463067080217 0.01578751699384633 0.0050618707820478974 0.004487533819220034 0.041531386590079655 -0.0044638875669903754 -0.043061628823931691 0.00068943676932892183 0.040945566516939001 -0.027195153686871344 0.0050092819769881778 0.0023672571103042447 -0.0085226892505923576 -0.033411642990394536 0.007374180736523666 0.0079447054615763273 -0.059763726440991795 0.031648156709221935 0.031498748757608504 0.00069345786632966466 -0.016400213904757509 -0.00957868759513162 -0.021566555048238147 -0.014202380813442965 0.05168424135543126 -0.020730260691444399 -0.048781441971194071 0.041814971554624131 -0.034225919982567077 0.0066602254324442806 -0.003737331742731614 -0.01011336252553786 -0.01367166429902119 0.0206678606181353 -0.036883909376877459 0.0050230175018422755 -0.021432765062221353 0.064539320547358212 -0.050031117729324004 0.012590667646186904 0.034279107449739984 -0.078845617362955187 -0.069780653582326199 -0.0035115651484588038 -0.053928457890447645
leaf_weight=882.02241525426507 297.45680991560221 993.39742086827755 3796.2746768519282 1549.1715134307742 172.78047997877002 654.13943780213594 1579.3217250742018 610.91700741276145 254.1488530933857 444.72737862914801 5246.11777048558 2364.9572963230312 111.10516902431846 400.25592666491866 150.15679562836885 3408.3465892616659 755.02609042823315 722.16344933956861 43.953900186344981 887.5358333401382 12.629071943461897 415.87340416014194 53.142648074775934 86.919130686670542 1419.2068165950477 10.677802957594396 915.06390289217234 28.673678494989872 121.4374272711575 226.50689010508358 9.9421190097928029 65.225379299372435 183.95584038645029 652.79192625358701 517.52425772324204 13.173954371362923 272.42073247954249 28.208782218396664 17.042790602892637 14.129445660859345 33.752361390739679 25.245139576494694 67.827815283089876 32.651781223714352 143.01197092235088 253.90910658612847 4.7443305253982571 32.327265739440918 72.965047635138035 290.81191255152225 190.05949864909053 16.602656278759241 19.906970221549273 26.734975688159466 24.261880610138178 12.601564966142176 9.8588664010167104 10.458179377019404 25.369918957352638
leaf_count=6237 1383 5332 20786 8334 897 3649 8845 3183 1332 4574 28999 13131 763 2102 768 19938 4122 4064 485 4693 72 2194 292 497 7651 50 5231 158 655 1343 63 567 988 3090 2657 84 1999 141 91 70 169 139 319 155 666 1258 26 142 317 1412 1114 80 108 163 264 68 52 54 316
internal_value=-0.000138957 0.00212101 0.00348269 -0.00107749 0.00800738 -0.00312828 -0.00164994 0.00744153 -0.00531199 -0.0038455 -0.003056 -0.00175951 -0.0056115 -0.0075279 0.013206 0.0118597 0.0138424 0.000945801 0.00390192 -8.29934e-06 0.00660845 0.00476391 0.00750352 -0.00413105 0.00136441 -0.0122127 -0.0074702 -0.0176023 0.0185988 -0.00425585 0.00590823 0.00673745 0.0219058 0.00494131 -0.0103696 -0.0107397 -0.0116036 -0.0155374 0.010612 -0.00878634 -0.00995482 0.0193708 -0.00458052 -0.0209396 -0.0170218 -0.0149174 -0.0176427 -0.00663696 -0.0189313 -0.0017863 -0.0144172 0.0402046 -0.0164416 -0.0157301 0.0188452 -0.0516206 -0.042717 -0.025146 -0.0475862
internal_weight=31681.6 18041.8 15340.4 7640.22 7700.15 13639.8 11730.8 2536.75 5103.47 9267.09 8765.52 7611.08 2701.41 4196.53 1699.33 5200.72 4163.37 1135.93 1037.35 2499.43 2463.74 2135.26 1632.46 502.793 2306.74 1909.01 1015.47 893.537 328.481 837.424 797.331 787.389 305.393 906.941 1565.47 338.601 1154.44 842.403 45.2516 988.191 948.816 39.3746 688.748 100.48 797.151 876.726 501.577 286.236 590.489 588.269 301.165 27.2805 192.687 471.462 37.4358 51.1341 38.5325 23.0873 30.1142
internal_count=178332 98726 84164 40938 43226 79606 69042 13628 27310 55445 50366 42130 14562 22888 9102 29877 24060 6919 5817 13349 13597 11828 9137 2691 12344 10564 5739 4825 1769 4526 4694 4631 1643 4422 7643 2225 8236 4547 232 5609 5400 209 3269 474 4315 4374 5079 1400 2974 2795 1877 130 1005 4737 348 278 210 126 342
is_linear=0
shrinkage=0.05


Tree=84
num_leaves=61
num_cat=0
split_feature=21 20 22 20 20 19 14 23 23 21 21 20 24 21 23 23 22 23 20 18 23 21 2 19 21 20 14 20 23 20 22 0 23 19 0 21 14 22 0 20 21 2 0 23 20 3 23 18 14 23 20 16 18 2 0 18 20 0 0 15
split_gain=79.2844 101.552 97.744 102.145 93.2067 74.767 93.1821 87.1226 126.813 106.226 81.1058 75.2472 73.4018 69.4902 62.4681 184.175 64.9698 58.5837 57.4263 57.2389 54.6446 40.2028 36.8179 35.6144 33.3523 30.7446 32.8349 30.2083 27.093 42.5975 32.3602 26.6402 25.7508 24.6948 23.5107 23.0918 21.7272 20.5652 18.5942 17.9207 15.7276 13.5731 12.7489 12.1641 11.0394 10.4658 9.29311 8.53233 7.58035 7.46092 4.76306 4.1772 3.69878 4.01072 3.27969 3.19369 3.05159 1.68741 1.5354 0.329765
threshold=11.570553374803588 7.8916666666666684 5.5000000000000009 5.929166666666668 6.2041666666666675 0.7420265130561251 1.0000000180025095e-35 92.998819010110978 92.006529031807261 47.126397041691412 13.414145405283362 6.854166666666667 1.0000000180025095e-35 62.693342693342693 95.996067135067918 96.356603166595647 5.5000000000000009 95.989678354418103 7.4208333333333343 113.07916666666668 92.998819010110978 46.906183684548203 4.1500000000000012 0.7709989141065221 15.544579502684028 8.3500000000000014 1.0000000180025095e-35 6.304166666666668 95.985565648201529 6.3125000000000009 5.5000000000000009 16.850000000000005 95.992263769381097 0.11983735395126836 12.15 8.598849396904491 1.0000000180025095e-35 5.5000000000000009 23.850000000000005 7.5375000000000005 10.493509557579142 2.3500000000000001 16.050000000000004 91.993404261165367 7.9041666666666677 92.750000000000014 95.073463655802541 208.30500000000004 1.0000000180025095e-35 93.439668185322759 8.1708333333333361 59.54999999999928 474.61666666666673 2.1500000000000008 15.750000000000002 535.56000000000006 8.3958333333333339 27.650000000000002 17.350000000000005 8.5000000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 35 20 19 6 7 8 9 -2 11 34 13 -9 17 16 -16 21 -17 -5 31 -12 28 49 -10 44 51 -6 30 -30 -8 -4 -19 -14 -7 45 40 -25 -28 -38 -37 -36 46 -44 52 -1 -24 59 -22 -13 -49 57 53 -3 -54 -47 -40 -27 -53 -46
right_child=5 25 3 4 27 10 22 12 24 -11 14 23 33 -15 15 18 -18 32 -20 -21 48 -23 42 37 -26 26 38 -29 29 -31 -32 -33 -34 -35 41 36 39 -39 56 -41 -42 -43 43 -45 47 55 -48 50 -50 -51 -52 58 54 -55 -56 -57 -58 -59 -60 -61
leaf_value=-0.10637534377213459 -0.0098946615168165955 -0.057243953090852895 -0.027277704222246103 -0.052901040247971876 -0.023916945876694278 0.01395841783029779 0.01727276381271178 -0.0041272801760438189 0.055195330561852489 0.033859333165634567 0.00077701002641794277 0.014365401139646001 -0.036079307284631525 0.020253377764407311 -0.013506622367443039 -0.017263947305353029 0.03620870765585614 -0.079081784273036485 0.057099657794609709 0.066643010658946664 -0.041879253524987781 0.018609105162391962 0.0037895667966998774 0.075772235199460053 0.016053290658028033 -0.058499723334159037 -0.018684517399042238 0.0082073770280816326 0.0078895863056807174 -0.012108795999598305 0.0039397606136313606 0.024020520124804115 -0.021355391447513684 0.033636536869883368 0.11541364965153836 -0.040715680803682389 0.0097554086746682676 0.022180711659763146 0.068847303335717785 -0.024017101296026536 -0.018242762320422403 0.05084661389213551 -0.011453464041703592 0.02550165105209681 0.01169559335647137 -0.049602624701511971 0.025575153904503302 -0.027611521389566004 -0.021929179163099499 -0.041972023110461665 -0.048850540847277496 -0.031514675728743162 -0.017715955962215767 -0.085011469417585958 -0.054135492838402827 -0.013047829385792112 0.033040280758044153 -0.035799310078245612 0.00071706278607222139 -0.0044351887049474967
leaf_weight=7.8981174305081359 1126.2085954807699 57.79230934008956 37.977292947471142 11.160195045173166 80.664722915738821 9.5721080638468248 557.45766671001911 16750.890717452392 57.003947824239731 158.20513208024204 3119.4377657063305 7.6948263496160498 13.748261354863642 297.45193498954177 73.638016827404499 367.29259910061955 610.84908960387111 25.048654921352863 27.936117179691792 97.432545449584723 153.34975301101804 351.71362833119929 212.78374620527029 20.131236288696527 1201.82545639202 18.456184506416321 16.103634417057037 788.79392756894231 495.33869338035583 575.8182401843369 2478.1978206634521 75.870655424892902 84.455268014222383 166.96407067030668 34.577244404703379 121.54549394920468 95.937413983047009 161.59680169820786 11.860613316297531 66.5113192088902 216.58738796785474 10.645399421453474 23.839042518287897 337.7823125012219 6.181363280862568 40.710902713239193 63.577062822878361 45.551696099340916 69.056399255990982 24.873018521815538 62.775398060679436 7.9447085224091989 9.1979128569364565 16.780173398554325 18.850442409515381 7.0028853341937056 11.94033545255661 14.712128151208161 6.9071160107851028 6.5000592023134232
leaf_count=41 5616 502 205 76 572 59 2599 94320 271 1268 16527 37 71 2302 375 2128 3059 130 136 618 1167 2333 1943 120 6517 189 85 4770 2332 2650 11597 380 500 859 221 944 483 861 51 341 1677 62 272 4173 40 310 600 317 324 170 488 55 57 84 111 43 50 133 49 62
internal_value=-0.000132432 -0.00932863 -0.00492643 0.00250892 0.0106819 0.000549026 -0.0005807 -0.00209072 0.00654789 -0.00450535 0.00616781 0.0328583 -0.00336589 -0.0037019 0.0046267 0.0151685 0.0308603 0.0014479 -0.0120077 0.0543573 -0.0212637 0.00258384 0.00571178 0.0194884 0.0178258 -0.0357584 -0.0107091 0.00522702 0.00397581 -0.00286088 0.00638819 0.00690851 -0.0345601 0.0283327 0.0851465 -0.0224964 -0.0191007 0.0281174 0.0228093 -0.00407206 -0.0263209 0.100215 0.0168866 0.0230655 -0.0456071 -0.0530625 0.00880136 -0.0353768 -0.0356848 -0.0286611 -0.0399195 -0.0385627 -0.0576705 -0.0634922 -0.0421924 -0.0442375 0.0508838 -0.0484307 -0.0165247 0.00342751
internal_weight=31628.6 2182.05 1870.5 1314.31 978.051 29446.6 24517.1 19772.3 2543.24 1284.41 4929.46 269.091 17229.1 17048.3 4660.37 1079.72 684.487 3580.66 395.229 108.593 336.254 3471.15 4744.79 214.296 1258.83 311.554 87.9247 869.459 4106.81 1071.16 3035.66 113.848 109.504 180.712 54.7948 556.194 500.582 181.728 39.9046 162.449 338.133 45.2226 637.982 361.621 223.629 55.6119 276.361 121.009 222.406 32.5678 108.327 48.0201 102.621 74.5725 28.0484 47.7138 23.8009 33.1683 14.8518 12.6814
internal_count=178332 14224 11951 8112 6036 164108 137390 111224 13672 6884 26718 1530 97552 96622 25188 5698 3434 19490 2264 694 2076 18860 26166 1188 6788 2273 612 5342 19178 4982 14196 585 630 930 342 3839 3445 981 186 824 2621 283 6988 4445 1661 394 2543 907 1491 207 805 426 754 586 168 353 101 322 104 102
is_linear=0
shrinkage=0.05


Tree=85
num_leaves=56
num_cat=0
split_feature=17 0 0 17 0 0 17 0 13 17 0 23 17 17 17 0 23 15 17 1 1 17 16 1 25 1 19 21 0 15 15 16 17 19 14 19 2 18 1 23 21 21 17 18 0 21 23 21 16 23 18 16 23 17 23
split_gain=87.6388 66.0509 85.7514 107.698 63.0079 60.4325 61.1032 60.2486 42.2816 41.4021 38.3698 37.0455 46.6779 33.6454 45.4672 37.2709 31.7253 29.8383 39.2789 26.8698 32.7078 24.5083 21.6778 20.6094 16.7235 16.5909 15.1493 15.3415 13.344 15.3155 12.6904 19.6785 11.6168 10.9687 12.1819 11.2089 11.5372 10.9451 9.95383 9.55577 12.2196 12.8554 8.97234 8.668 8.28245 8.25937 7.59901 7.30641 7.10415 6.45879 6.21898 5.14971 4.39533 3.80165 2.20105
threshold=35.04999999999928 12.15 36.95000000000001 58.350000000000371 17.050000000000004 29.250000000000004 29.299999999999503 58.250000000000007 1.0000000180025095e-35 11.500000000000911 20.050000000000004 94.804710099785652 43.100000000004009 37.04999999999928 71.549999999999287 33.850000000000001 94.649438762047254 13.500000000000002 64.549999999999287 51.850000000000001 97.15000000000002 133.0499999999993 27.299999999999503 95.950000000000017 1.0000000180025095e-35 95.050000000000011 0.79014273058935958 11.659677164108247 15.65 12.500000000000002 13.500000000000002 69.450000000000742 44.399999999999757 0.7279496542210796 1.0000000180025095e-35 0.16291302754958706 2.5500000000000003 437.54416666666674 93.550000000000011 91.875323559560329 17.991121605667065 11.570553374803588 34.799999999999507 146.03916666666672 10.65 23.696254183872593 93.995549286426296 21.397571044931663 15.899999999999752 93.439668185322759 85.56750000000001 15.899999999999752 91.196851446079037 101.59999999999901 93.07085336367264
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 19 4 11 17 6 8 21 9 49 -11 16 -13 15 -15 -6 -4 18 -3 22 25 -5 44 -19 -9 48 28 -28 38 -30 31 -24 -32 34 35 36 -7 47 -8 -35 41 -41 50 -37 51 -46 -42 -10 -21 -1 -36 -2 -29 -27 -39
right_child=1 2 3 7 13 33 26 24 37 10 -12 12 -14 14 -16 -17 -18 23 -20 20 -22 -23 30 -25 -26 53 27 52 29 -31 32 -33 -34 39 42 43 -38 54 -40 40 46 -43 -44 -45 45 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56
leaf_value=-0.005496593845338584 -0.011574066903982862 0.010992374200529152 -0.00033073041953558964 0.015517388117540862 0.010065670010062148 -0.028593185218821329 -0.0035584943995463874 -0.0082356329820291105 -0.024246073492788896 -0.00018002250232998084 -0.0076967243182989604 -0.018021103409274795 -0.0045864466863514662 0.013821519801797112 0.0043680207362903241 -0.011354746102068481 0.036721643160189839 -0.010554862293184883 -0.0022639358371494846 0.040858733043581362 -0.069575041689645109 -0.00069726641778029797 0.0033383963236330149 0.043079610632120235 0.0070756555879313262 0.041211930083576154 -0.029997290324029414 0.050242078521449088 -0.00091858894097386417 0.011935392716220227 -0.0013376544329172246 -0.0098642560113064645 -0.027696842061839255 0.039956213750250685 0.039917177306534428 -0.00053418320114800605 -0.087752168166057992 -0.025021574326613255 0.021097464358336634 -0.021922130131360924 -0.038307714199804208 0.022583839075230802 -0.04559902884915118 -0.018107981478932327 -0.0040908542608659578 -0.024411594259950181 -0.0092170894121645936 -0.011299765819428346 0.002754135775047403 -0.022495405351189997 -0.0037651453449251953 -0.038315329067202003 0.019916833244692744 0.0046329055507175745 -0.056088251692935347
leaf_weight=68.534429959952831 23.025393698364496 922.12649511732161 1749.9579068869352 1452.379052085802 415.18705072440207 97.534611441195011 534.6431673001498 572.1516955383122 175.41770266368985 6041.0917239747941 2361.3872068636119 861.58425670489669 2590.4585560634732 3597.9903211053461 1967.3735175393522 397.4940831027925 59.743795543909073 643.75967705994844 1418.2175391800702 12.856887854635714 13.564595326781271 277.58376352488995 475.09333809092641 18.423434371128678 259.09689182788134 44.209903713315725 15.369718685746191 12.714882165193556 342.79238222725689 715.30169743485749 63.827602967619896 695.26118184626102 121.10869497060776 11.820671930909155 8.5517955198883993 78.475647270679474 9.0019616410136205 7.7771553099155453 44.328123835846782 22.880759842693806 27.908721316605806 55.778986990451813 12.440444845706223 662.65872658416629 91.478710770606995 110.29296491295099 114.7455120831728 287.75315853580832 251.66614029183984 302.62928137555718 172.53492554277182 82.547706298530102 198.3073390237987 8.4627875313162786 21.361082479357719
leaf_count=444 119 5347 9118 7853 2270 573 2889 3194 2264 34433 13146 4801 14070 20755 10758 2187 300 3460 7599 87 87 1445 2356 172 1302 412 82 62 1925 3877 319 3479 578 58 37 480 46 57 349 155 147 355 60 3927 490 508 571 2444 1868 2459 778 409 1064 66 297
internal_value=-5.82288e-05 0.00205833 0.00305668 -0.000808869 0.00628036 -0.00333397 -0.00215301 0.00759985 -0.00381444 -0.00301436 -0.00229248 -0.00490191 -0.00793956 0.00909196 0.0104797 -0.000411365 0.000892482 0.000307903 0.00295923 -0.00655766 0.00645744 0.0129156 -0.00914685 -0.00906263 -0.00346316 0.0097089 0.00610834 0.0182313 0.00443184 0.00777107 -0.00642806 -0.00450478 -0.0185994 -0.0136479 -0.0158429 -0.0184271 -0.0335919 -0.0180729 -0.00167075 -0.00384465 -0.00618411 0.00963782 -0.00452406 -0.0162472 -0.0211359 -0.0151986 -0.0149083 -0.0162029 0.00460617 -0.0193566 -0.00170225 -0.0324831 0.021744 0.0353349 -0.0477964
internal_weight=31600.7 19196.9 17203.5 7822.96 9380.57 12403.7 11129.4 2561.21 9265.95 8773.64 8402.48 5261.74 3452.04 6378.04 5565.36 812.681 1809.7 3002.53 2340.34 1993.4 330.76 1729.96 1662.64 662.183 831.249 317.196 1863.46 226.392 1637.07 1058.09 1355.29 1170.35 184.936 1274.33 1041.2 847.671 106.537 492.309 578.971 233.135 221.314 78.6597 193.527 741.134 307.345 201.772 142.654 463.171 264.523 371.164 181.087 105.573 211.022 52.6727 29.1382
internal_count=178388 105409 94631 42083 52548 72979 65792 13794 55544 50482 47579 28289 18871 35970 31513 4457 9418 16578 12946 10778 2520 9298 8258 3632 4496 2433 10248 1208 9040 5802 6732 5835 897 7187 5901 5026 619 5062 3238 1286 1228 510 875 4407 1526 998 718 4708 1955 2903 815 528 1126 478 354
is_linear=0
shrinkage=0.05


Tree=86
num_leaves=53
num_cat=0
split_feature=26 17 24 16 16 15 20 17 17 19 23 23 16 20 23 14 18 23 18 0 17 0 17 0 18 23 23 20 14 23 23 20 19 0 22 2 20 18 0 0 14 3 0 3 1 0 1 2 25 1 19 19
split_gain=79.3697 69.975 56.9782 55.1076 52.1614 78.3296 31.0306 27.6738 31.1189 26.5831 23.0089 41.213 21.9822 20.7799 22.2452 20.988 20.7625 29.9826 19.0294 18.5442 26.0069 17.6912 21.4115 17.287 17.6534 16.6552 20.2134 19.1551 16.4335 15.8559 13.9733 12.0695 14.8853 11.1819 10.2298 10.0146 12.9592 9.80595 8.85041 7.84142 13.2877 8.84286 7.2351 7.18171 6.99255 6.48645 6.28505 6.34483 7.64719 5.28397 4.90372 1.79191
threshold=1.0000000180025095e-35 15.099999999999001 1.0000000180025095e-35 29.049999999999276 108.54999999999929 12.500000000000002 7.9375000000000009 82.250000000000014 31.799999999999503 0.11983735395126836 97.028918780134944 96.952992361115022 60.60000000000128 9.6333333333333346 94.830639493121382 1.0000000180025095e-35 362.09583333333336 95.998425833546221 373.17500000000007 13.550000000000002 13.399999999999752 12.450000000000001 11.500000000000911 13.250000000000002 480.98500000000007 95.955699400998128 95.118830512887854 7.0125000000000011 1.0000000180025095e-35 91.875323559560329 95.999480673497075 4.6250000000000009 0.36012397695941784 21.650000000000002 5.5000000000000009 1.1500000000000001 4.6250000000000009 75.149166666666687 17.150000000000002 50.45000000000001 1.0000000180025095e-35 95.050000000000011 48.350000000000001 95.65000000000002 64.250000000000014 27.650000000000002 68.250000000000014 2.1500000000000008 1.0000000180025095e-35 53.250000000000007 0.69802663501449935 0.57684975932350657
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 19 3 10 5 -5 7 8 25 -4 11 -3 39 14 34 30 17 -10 -18 20 21 22 -1 24 -14 26 -2 -27 -6 -25 -16 32 -22 -17 38 36 -11 -12 -8 41 -41 -9 -36 -33 -23 -37 47 48 -21 -49 -15 -48
right_child=6 2 9 4 28 -7 13 12 16 35 37 -13 23 50 15 33 18 -19 -20 46 31 44 -24 29 -26 27 -28 -29 -30 -31 -32 43 -34 -35 42 45 -38 -39 -40 40 -42 -43 -44 -45 -46 -47 51 49 -50 -51 -52 -53
leaf_value=-0.019370186508252028 0.0031735097281451394 -0.0037342047001682993 -0.057195401555987402 0.0066316574687706525 -0.0080157983850512957 -0.00098983288773593506 -0.0014867930064545614 -0.0053354523662905613 0.010968745007081032 -0.023826225912847519 -0.027002751252820669 -0.020884128047368257 -0.018426254071642095 0.01374726658161117 -0.026235948821641399 -0.011985069293152524 0.046458542924660541 -0.0068495163976373388 0.015337865162470744 -0.018884733342292626 -0.021873108784220354 -0.025758290358978083 -0.0026226058339991749 -0.040047842582765392 0.036830315570518482 -0.00092042753569213879 0.027338303647721413 -0.028848872380699327 0.0030341898604776952 0.015481002840201369 0.0063425897833298594 -0.0018022295429750456 0.064720009106179685 0.030880316365508434 0.0086655136316577223 0.038318914702671403 0.030128711366420161 0.029379456578097898 0.059975639114374396 -0.026422453806764185 0.015686746192831936 0.02196848309738161 -0.03173501941038552 0.031456853350346189 -0.063775275701812725 0.074809892490798099 -0.035928324263574819 0.018615899791355771 -0.040355626183537496 -0.027277332941939722 0.060934538168931719 -0.068553312955270049
leaf_weight=360.20902218297124 940.30284068547189 7219.8703511059284 8.6491579264402372 5523.10798789002 1926.8536028526723 8652.6319536138326 9.0793605372309703 526.91560062766075 1368.0321833062917 12.649826183915136 8.6997236311435682 368.17113596946001 90.324300806969404 9.9182358980178851 236.08406654000282 28.727187942713499 51.625597884878516 285.33195084705949 1012.4851975142956 143.68759538978338 7.2449281774461296 142.44431911408901 405.8997030518949 13.368680130690334 17.208248160779476 274.11523907631636 95.310829546302557 79.114376306533813 407.65533248335123 335.00240016356111 38.245693430304527 306.46526172012091 15.755646109580992 32.342800993472338 64.427140884101391 39.029829826205969 92.566102109849453 67.896589353680611 16.503660196438432 93.888432946056128 23.404290417209268 31.42233744263649 13.38390092179179 17.13878308236599 13.217771396040915 17.701057720929384 7.7633995413780239 16.288783915340904 58.29596371948719 10.199098832905291 12.375599503517149 9.1920774281024915
leaf_count=3023 4861 40361 46 30792 9740 48869 88 2945 8055 62 41 2326 463 51 1152 160 329 1483 5994 1222 44 1186 2905 75 89 1368 498 388 2320 1862 179 1922 93 174 326 248 442 320 145 455 157 147 61 101 83 102 52 80 336 51 61 55
internal_value=-5.56277e-05 -0.00123277 -0.0005842 -0.000787397 0.000839135 0.00197963 0.00528574 0.00638041 0.00828822 0.0282105 -0.00429108 -0.00456632 -0.000543001 -0.00714946 -0.00954202 -0.0157927 0.0113999 0.00789373 0.0168477 -0.0116633 -0.00922903 -0.0136194 -0.010497 0.00794079 -0.00958364 0.0021997 0.00539747 -0.00717568 -0.00608623 0.0133501 -0.021694 0.00244673 0.0374441 0.0107165 0.0107344 0.0327718 0.0236419 0.0229756 0.0381628 -0.00626771 -0.0180201 -0.00379883 0.00171641 -4.07552e-05 -0.0289864 0.0497048 -0.024244 -0.0220642 -0.0250816 0.000944815 0.0399415 -0.0536153
internal_weight=31558.2 25859.3 24345.5 24174.9 16510.2 14175.7 5698.94 5237.85 4106.32 170.596 7664.64 7588.04 1131.53 461.088 438.794 335.4 2717.47 1653.36 1064.11 1513.8 1268.38 921.771 766.109 455.904 107.533 1388.84 1035.61 353.23 2334.51 348.371 274.33 346.605 23.0006 61.07 103.394 161.947 105.216 76.5963 25.583 675.631 117.293 558.338 77.811 323.604 155.662 56.7309 245.427 228.471 201.984 26.4879 22.2938 16.9555
internal_count=178388 146822 135669 134769 91721 79661 31566 29169 22976 900 43048 42687 6193 2397 2285 1665 15861 9538 6323 11153 9357 7197 5928 2489 552 7115 5359 1756 12060 1937 1331 2160 137 334 620 854 504 361 233 3704 612 3092 387 2023 1269 350 1796 1689 1558 131 112 107
is_linear=0
shrinkage=0.05


Tree=87
num_leaves=60
num_cat=0
split_feature=17 23 23 23 23 23 22 0 0 17 21 21 13 23 17 0 2 21 2 21 15 23 2 19 21 21 0 0 15 0 18 17 0 19 0 19 18 2 19 18 18 18 17 3 21 23 23 9 17 23 0 21 0 17 18 15 23 18 12
split_gain=75.4414 60.4323 91.0376 75.5189 94.305 90.8604 63.3693 56.7314 55.3948 53.2841 50.571 40.9013 38.6545 36.7255 34.8208 35.1816 31.0523 33.4248 26.7737 25.1292 23.1025 20.4864 17.8509 13.8022 13.8823 12.9119 14.0067 12.0303 13.9821 10.5769 10.5546 10.1454 28.4642 13.2571 9.13554 10.1488 9.32022 7.67813 7.67383 12.5127 8.1969 7.52916 7.23596 7.01301 6.90829 6.0908 6.05052 5.93152 5.63633 5.4357 3.75403 3.7097 3.01195 2.8975 2.77488 2.25738 2.25153 2.22853 2.0706
threshold=35.04999999999928 97.015045772664749 96.952992361115022 96.078303379463236 96.017808737120575 96.112842503601186 5.5000000000000009 12.15 29.250000000000004 29.299999999999503 37.808814306964742 21.124218014908191 1.0000000180025095e-35 96.888890215547221 11.500000000000911 20.050000000000004 0.35000000000000003 54.240983643610015 1.0500000000000003 24.243671284274587 11.500000000000002 97.040031456694663 2.1500000000000008 0.79014273058935958 11.659677164108247 38.511873577532533 14.15 15.550000000000002 12.500000000000002 14.050000000000002 437.54416666666674 30.299999999999503 30.450000000000003 0.86381873210397531 20.450000000000003 0.6244761215969663 522.04916666666679 0.15000000000000005 0.60496802206509903 458.03583333333341 422.63666666666671 85.56750000000001 34.04999999999928 95.65000000000002 21.397571044931663 93.439668185322759 90.501605179721352 1.0000000180025095e-35 57.099999999999007 94.696344353220923 30.050000000000004 39.305640024439406 29.650000000000002 32.54999999999928 290.82416666666671 21.500000000000004 93.07085336367264 287.15083333333342 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 4 7 22 -6 -2 9 12 11 18 14 -7 45 -16 17 20 -4 -13 29 -22 -5 27 -25 55 -27 41 -29 -3 44 38 37 46 35 54 -37 50 47 40 -40 -11 -35 -26 -14 -1 -34 52 -19 -41 -33 58 -10 -39 -18 -12 -32 -53 -36
right_child=1 16 10 5 6 13 -8 -9 31 23 25 19 30 -15 15 -17 34 48 -20 -21 21 -23 -24 24 43 26 -28 28 -30 -31 56 32 33 42 51 36 -38 53 39 49 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51 -52 57 -54 -55 -56 -57 -58 -59 -60
leaf_value=-0.0044010253617194966 -0.0060344410095611572 0.0077072558781137506 -0.033874516184598726 0.05698511194093147 -0.0430866857795488 -0.013117216141138739 -0.001103305359882335 0.0033236357652051706 -0.017135081802931353 -0.028628539285044455 -0.053045272369142915 0.030959909109246404 -0.023350293972140463 0.028583525262233497 -8.0370716405799827e-05 -0.0072858645381159784 0.030668896715569119 -0.076049681056146831 0.002174626677670312 -0.0047131019203722462 -0.015221727614147829 0.036909790147937695 0.018493415619447305 -0.028674564488592975 0.017959885064866423 -0.061337393316913041 -0.0077162029418695148 -0.00097404903840449535 0.011252186629356628 0.056712776775227673 -0.023901313811280588 0.024448594801158713 -0.055342114297432382 -0.0012987251442964766 0.0479402914007745 -0.042492000963473039 0.031555898608195181 -0.018219286996685655 -0.0097038683485670598 -0.0012933868192718445 0.042669398105165124 -0.00048947624613695487 0.040874757527331614 0.051232229710685175 -0.010659538996232593 -0.021022465855146093 -0.015344509404554686 -0.066318111490631285 -0.024857344020650568 -0.044084832306974048 0.0052902091171269268 0.054328393120481877 -0.03529163307900942 0.01041415191334775 0.061365258792581145 -0.072978970672118004 -0.055689519574453339 0.022120594687803564 0.065708463686396559
leaf_weight=67.764503851532936 1809.4996799435467 15.176299422979353 204.00704029947519 149.30064138770103 192.43346976861358 144.01022267714143 168.65349708497524 15426.902952484787 36.96311067044735 24.858373932540417 46.225453555583954 56.431995257735252 171.85813422873616 83.360796768218279 6033.2762914504856 2355.4235399886966 23.919769380241632 10.072376951575281 68.901915255934 394.34353702515364 57.702481616288424 27.985322073101997 37.733352776616812 15.276881068944929 193.04649570398033 18.614952687174082 35.22364692017436 346.19220264069736 720.57048873603344 40.112053006887436 7.6606330461800125 61.445286963135004 9.5566855221986753 35.816220138221979 31.884621482342482 8.8769480809569377 8.1520179845392686 27.73464397341013 17.473434127867225 10.659094482660292 13.050796102732418 543.99319363571703 14.204577468335627 17.252545274794102 285.17768124863505 295.28170532733202 889.17246637120843 11.513624876737593 11.533785700798033 24.431812237948179 43.793003797531128 8.4360485747456568 59.786063473671675 12.965534992516039 10.635822571814058 20.501680597662926 20.415057048201561 14.781034033745525 33.754683278501034
leaf_count=444 9821 73 1355 668 1109 749 846 85075 226 150 217 287 2264 480 34433 13146 132 49 370 2020 312 128 304 82 1042 106 292 1946 3912 180 57 317 43 193 176 60 51 151 98 60 70 3032 75 84 2444 2459 5079 52 57 144 244 64 351 84 65 99 297 114 150
internal_value=-5.29904e-05 0.00191208 0.0015561 0.00230826 0.00181143 0.0234058 -0.0234774 0.00234121 -0.00309741 -0.00196602 -0.0144911 -0.0094962 -0.0035212 0.00217148 -0.00275968 -0.00210357 0.0240637 0.00918756 -0.0247731 -0.000247245 0.0180629 0.00180423 0.0492196 0.00575211 0.0173464 -0.0444722 -0.026256 0.00415309 0.00728446 0.0432611 -0.0172595 -0.0129954 -0.0112133 -0.0143755 0.0412851 0.0245482 -0.00704418 0.00934397 -0.0242148 -0.0107224 0.0126886 -0.00171913 0.0106774 0.0206895 -0.0154316 -0.01792 -0.0157698 -0.0323922 -0.0487222 -0.0310866 0.0164762 0.0510015 -0.0283549 -0.00909776 0.0401169 -0.0591698 -0.0470159 0.0338235 0.0570775
internal_weight=31525.8 19159.2 18856.1 18011.9 17597.5 414.405 361.087 17236.4 12366.6 11098 844.25 723.684 9236.86 227.371 8751.75 8388.7 303.023 162.582 272.909 450.776 140.976 85.6878 187.034 1861.19 225.576 120.566 53.8386 1635.61 1066.76 55.2884 485.112 1268.57 1094.69 948.75 140.441 51.5846 17.029 145.938 173.878 65.6151 30.5242 568.852 50.0208 210.299 457.036 363.046 898.729 108.263 21.6062 35.0909 105.238 88.8564 96.7492 40.7002 34.5556 66.7271 28.0757 23.2171 65.6393
internal_count=178388 105409 103798 99052 96851 2201 1955 94896 72979 65792 4746 4032 55544 1229 50482 47579 1611 799 1725 2307 693 440 972 10248 1208 714 398 9040 5858 253 5062 7187 6186 5390 812 308 111 796 1001 372 168 3182 268 1126 4708 2903 5122 629 106 204 561 504 577 235 197 316 354 178 326
is_linear=0
shrinkage=0.05


Tree=88
num_leaves=53
num_cat=0
split_feature=25 17 0 0 17 0 17 17 0 0 14 17 15 19 23 20 20 23 20 19 2 23 23 15 16 23 0 20 20 15 20 20 23 1 1 16 20 23 20 23 19 20 23 20 20 23 17 19 22 0 0 20
split_gain=73.6153 75.8516 85.8407 119.949 59.4101 56.5588 87.8698 55.5279 38.2253 36.6689 35.9002 31.8073 28.819 27.8159 28.105 22.9456 22.4366 20.9515 20.4565 27.3191 20.3995 38.741 23.3702 19.7554 19.2931 19.1162 19.0595 18.965 58.5533 18.6687 17.4912 19.1606 17.3235 15.1467 13.8206 13.4941 12.9197 13.7742 12.916 12.8152 12.7077 12.1021 11.4635 11.4472 32.5139 15.799 10.5717 8.24583 8.16686 7.86042 10.6063 7.96491
threshold=1.5000000000000002 43.400000000001008 15.350000000000003 43.550000000000004 58.700000000002554 29.450000000000003 29.299999999999503 80.899999999999878 58.250000000000007 19.450000000000003 1.0000000180025095e-35 14.200000000002548 22.500000000000004 0.9196777118041819 95.998574193368754 9.6333333333333346 9.6333333333333346 94.733826207465071 7.1916666666666673 0.40031885901077674 1.0500000000000003 95.004537629045402 95.98345448577372 5.5000000000000009 29.549999999999276 96.002971485224123 10.750000000000002 7.0750000000000002 7.0375000000000005 12.500000000000002 5.3625000000000007 5.5291666666666677 95.998761763764605 97.15000000000002 94.550000000000011 56.799999999999507 7.0875000000000012 94.036399572630572 6.054166666666668 94.998851172270506 0.87502575684268358 6.8875000000000011 92.886042525702422 7.104166666666667 7.3000000000000016 94.969788613947799 47.300000000000644 0.34014001089281615 5.5000000000000009 12.750000000000002 13.450000000000001 5.6500000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 20 7 16 6 10 9 -6 -4 11 -1 17 14 15 -7 -5 35 27 23 22 33 46 -20 -9 48 42 28 -19 -12 -14 -32 -16 -22 -28 36 41 -38 -23 -21 -24 -2 -8 45 -45 -33 -3 -29 -15 51 -51 -37
right_child=12 2 3 4 8 13 26 24 -10 -11 29 -13 30 25 32 -17 -18 18 19 39 21 38 40 -25 -26 -27 34 47 -30 -31 31 43 -34 -35 -36 49 37 -39 -40 -41 -42 -43 -44 44 -46 -47 -48 -49 -50 50 -52 -53
leaf_value=-0.014594022614841693 0.018327073505462331 0.0093669939674112662 0.0026257991744745119 -0.0060063061011560379 0.011243389949062255 -0.0078388128866970358 0.028276774417764817 -0.0070528390483946676 -0.0033276743528661574 0.015362221822504915 0.0088282902747933694 -0.0046732192962628998 0.041068436711592188 0.045025466239917045 -0.055564282679788052 0.046231613771806221 0.048149049741219051 0.009505985602947499 -0.071896209060161823 -0.019751357073592015 -0.0081430475258157976 -0.0023620385352131263 -0.020726575463583297 -0.014259705926742717 0.0049772771341041076 0.087024853837811111 0.0055165068719419761 0.057627269764669302 -0.064828342008100379 -0.0016501971486075871 -0.071804854444597582 -0.036304344102060418 -0.017480026669856451 -0.077647050019957253 0.021073393212958307 -0.01298604950457446 0.024249519928926103 0.059568501209453145 0.013620464904712158 0.011985951905488951 0.019867639142198905 -0.0098168689703119743 -0.013299805324388509 0.072797390773502876 -0.0080108464628593345 -0.0023308049297745778 -0.0069657207570773712 0.02018653254946573 0.0005283303254198724 -0.038044891170202565 0.00507760802947161 0.030276656720273534
leaf_weight=948.02756998129189 386.16790960356593 107.76128270104527 704.41376445442438 3173.4784213714302 1144.3186166901141 2701.320438425988 18.217115439474583 424.77586448378861 741.92306462302804 2857.8975051473826 608.07758072391152 5467.1335498541594 16.839969482272863 13.8526319488883 31.568472504615784 19.764486916363239 19.241558745503426 1152.2238922845572 16.74014426022768 38.115517120808363 647.38128942251205 183.15773412585258 424.38228165358305 132.88326979801059 1547.1631346922368 10.03679960593581 2962.4017436057329 26.300162881612778 27.115284696221352 1412.3371190465987 12.544351056218146 61.032661069184542 551.62726745381951 7.9346854276955119 149.99296463280916 13.291875392198561 120.64313267171383 35.795919515192509 407.98810828849673 192.18022138625383 20.196130804717541 42.390158010646701 184.37277425453067 15.015574946999548 72.795499060302973 77.896820936352015 1229.3039032146335 33.357450645416975 40.341088302433491 15.375769991427658 196.36686813831329 53.300720889121294
leaf_count=7713 2447 519 4061 17181 6098 14855 100 2280 4029 16276 3017 33770 80 75 159 96 92 6348 85 186 3987 1077 2180 641 8307 56 15856 146 125 7063 57 279 3298 50 1214 85 850 242 2354 931 96 286 1018 68 334 382 5972 184 203 88 1197 295
internal_value=-5.07724e-05 -0.000796631 0.00190664 0.00402525 -0.0015234 -0.00323568 -0.00159831 0.00911742 0.00551209 0.0128437 -0.00430878 -0.00613931 0.00778277 -0.00894741 -0.00958089 -0.00744607 -0.00567993 0.00943043 0.00607589 -0.00407402 -0.00551887 -0.000612453 -0.00895147 -0.0207082 0.00238587 0.0236412 0.00529896 0.00918821 0.0077969 0.00150348 -0.00818556 -0.0116519 -0.0195415 -0.00898461 0.00626623 0.0157208 0.0200326 0.0323311 0.00866852 0.00673321 -0.0188825 0.0155433 -0.00956119 -0.00832393 0.00580725 -0.0172556 -0.00564938 0.0366923 0.0119024 0.00665839 0.00194625 0.0216414
internal_weight=31498.8 28760.4 13641.3 10613.2 5078.96 15119.1 11750.6 5534.25 1886.24 3562.31 8435.58 6415.16 2738.37 3368.51 3304.28 2721.08 3192.72 2482.25 1618.92 379.919 3028.11 1246.46 1781.64 149.623 1971.94 64.2305 3314.98 1239 1179.34 2020.41 256.125 239.285 583.196 655.316 3112.39 863.332 584.997 156.439 591.146 230.296 444.578 428.558 202.59 226.741 87.8111 138.929 1337.07 59.6576 54.1937 278.335 211.743 66.5926
internal_count=178388 163052 74559 58324 27400 88493 69751 30924 10127 20337 51563 41483 15336 18742 18408 14951 17273 14136 8646 1843 16235 7468 8767 726 10587 334 18188 6803 6473 10080 1200 1120 3457 4037 17070 5490 3825 1092 3431 1117 2276 2733 1118 1063 402 661 6491 330 278 1665 1285 380
is_linear=0
shrinkage=0.05


Tree=89
num_leaves=55
num_cat=0
split_feature=21 23 21 20 20 23 23 2 20 18 23 23 21 20 21 20 20 16 16 19 1 15 1 23 14 23 3 20 14 23 15 19 19 20 21 23 23 23 15 23 15 20 19 20 20 23 23 20 14 26 11 18 15 3
split_gain=71.4786 66.8856 115.332 109.15 101.559 94.6012 105.295 107.392 86.3371 80.3602 79.3465 77.3875 76.7354 103.856 73.1356 67.0336 57.463 52.369 55.5509 50.9262 48.5593 48.865 66.699 45.291 41.1718 40.7841 44.7089 33.9676 41.848 30.531 27.5584 24.7239 23.4889 21.9596 21.8799 23.8109 56.7578 46.8479 17.9025 15.7419 13.4038 13.254 11.9863 11.7633 9.93641 9.79298 10.4744 8.88602 7.1984 6.20182 4.33006 3.90879 3.20731 1.3575
threshold=20.211690945970869 95.00288908977187 19.214700296894648 5.991666666666668 5.8375000000000012 95.019300518249821 95.038577816868738 1.0500000000000003 6.0333333333333341 214.06916666666669 94.981104548386512 95.035084192430929 12.724622592399793 7.3125000000000009 11.394382617912031 6.8875000000000011 6.2125000000000012 421.30000000000115 22.549999999999276 0.42100480641358567 99.350000000000009 12.500000000000002 94.750000000000014 97.015045772664749 1.0000000180025095e-35 96.995182289852522 93.850000000000009 7.1291666666666673 1.0000000180025095e-35 91.021329629720654 14.500000000000002 0.56544492428049697 0.8431533872852065 5.8708333333333345 67.401459938522819 95.118830512887854 95.069520459868897 95.880467401843461 10.500000000000002 94.998794295811919 10.500000000000002 6.1625000000000005 0.44775647376629862 4.8458333333333341 7.7125000000000012 92.006529031807261 96.112842503601186 5.3416666666666677 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 292.63750000000005 5.5000000000000009 93.850000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 10 12 11 24 9 -5 -1 16 13 31 -10 30 -7 18 34 -13 21 29 -23 -9 -8 26 -22 48 -29 -20 41 -3 42 -32 35 36 -2 -37 45 -40 -6 -4 -17 51 -15 49 47 -47 -14 50 -19 -36 -48 -45
right_child=17 5 15 8 40 6 7 23 14 -11 -12 19 27 44 -16 32 -18 38 20 -21 25 22 -24 -25 -26 -27 -28 28 -30 -31 33 -33 -34 -35 43 37 -38 -39 39 -41 -42 -43 -44 53 -46 46 52 -49 -50 -51 -52 -53 -54 -55
leaf_value=-0.012472702436579179 -0.0052937941955410323 0.03667970585788511 0.026572505980342533 0.0080605268575476927 -0.022879473345811654 0.025759264395624537 -0.018665473324019521 0.0016099218875364749 -0.010369848580900093 0.11867308624153378 0.018306328383729479 0.0019719826834427921 -0.04928236289245267 -0.046523049971254483 0.0093083252100050976 -0.021056733837674719 -0.017471464263374491 -0.0037385020536070605 -0.016821882621957867 0.060095841339977918 -0.0029798109108922447 0.00081672803384323373 0.02610352021071884 0.043954706029276022 -0.0043839660232989899 0.067264307502972395 -0.039511602909308843 -0.039742710077024124 0.0088665842704714667 0.0076269676422782741 0.034744402736917833 0.11182637341561739 -0.092654465785683982 -0.028406173371549694 0.023655081468575308 0.024835220721456226 -0.054682556696216994 -0.0018339735195122596 -0.0093610095637195172 -0.075881884456332094 -0.051255410872328613 -0.0019353195053524919 -0.04132401642822818 0.03852733023550825 -0.015994167662997813 0.0058892446253689347 -0.049479867054594645 -0.010960168358863378 -0.071851813704409795 -0.068464115009354773 -0.047067037721158028 -0.019179371305356893 -0.016242792726211576 0.066460652613829968
leaf_weight=735.39825711771846 2549.3737136684358 40.408055167645216 72.0538593493402 32.447724521160126 59.370441824197769 136.77352077886462 1660.8608010001481 1147.2441714033484 561.31678150221705 33.241713233292103 292.74435053393245 53.829615350812674 128.59030205383897 36.492566481232643 2973.071668099612 125.20065970718861 175.49916095659137 13.285163819789886 130.36772229894996 125.65395985171199 198.67653235606849 9603.5244468972087 268.05736986361444 66.825173370540142 724.91728996858001 14.487047806382177 144.78499261662364 156.98809142783284 61.670133776962757 6222.2902583256364 15.722326248884199 15.011941969394682 17.378950126469135 110.63485483080149 13.377822507172825 187.64803854003549 59.529706295579672 1344.6530220042914 15.586029365658758 20.712676040828228 139.17076095193624 93.912227403372526 174.80876262299716 6.0721503812819728 98.850978966802359 99.191413655877113 19.797278635203842 370.61338533461094 48.712652906775475 10.706777989864348 10.188048839569092 8.8487751595675928 11.459837190806864 15.331057891249657
leaf_count=4212 13756 262 409 193 304 820 13570 6223 3480 188 1759 347 939 260 17159 773 1107 67 653 698 1157 50851 2329 315 3245 81 801 1106 293 35331 83 96 81 690 92 1021 289 7181 69 93 905 486 964 92 666 485 95 1779 219 55 50 71 53 85
internal_value=-4.83427e-05 -0.00351035 0.000261408 0.00284975 -0.0100311 -0.00789335 -0.00520092 -0.00816549 0.00723873 0.0640353 -0.00370895 0.0165008 -0.0266693 -0.000618032 0.00618312 -0.0202291 0.00146333 0.0015927 0.00200363 0.0426637 0.00330274 0.00370463 0.00150338 0.00394068 -0.014326 -0.0149134 -0.0183797 -0.0392201 -0.026033 0.00712523 -0.00295409 0.0570351 -0.0361398 -0.0205485 -0.00314404 -0.00351513 -0.00642074 0.00143198 -0.0133383 -0.047319 -0.0427701 0.0104413 -0.032866 0.0320789 -0.0242256 -0.0110338 -0.00926738 -0.0074027 -0.0554831 -0.0369286 -0.0225443 0.00660198 -0.0372941 0.0585359
internal_weight=31453.4 10114.8 5436.47 4826.76 1226.68 4678.33 4091.6 3599.85 3600.08 65.6894 1028.14 491.756 586.725 190.764 3534.39 609.712 312.273 21338.6 20767 179.484 16582.2 16224.2 9871.58 1214.07 2385.78 357.949 343.462 395.961 218.658 6352.66 292.323 55.42 317.388 126.357 4184.83 4141.2 2608.9 1532.3 571.541 36.2987 198.541 165.966 300.009 43.6298 135.344 535.242 501.062 469.805 177.303 34.18 23.4732 22.2266 31.2571 21.4032
internal_count=178388 61852 31686 28200 7180 30166 26325 23353 21020 381 5971 2972 3841 1284 20639 3486 1927 116536 113790 1045 91203 89164 53180 6538 16815 2039 1958 2557 1399 35984 1668 358 1818 773 22587 22247 14045 8202 2746 162 1209 895 1737 340 926 2584 2412 2264 1158 172 117 163 148 177
is_linear=0
shrinkage=0.05


Tree=90
num_leaves=54
num_cat=0
split_feature=13 21 20 20 20 1 1 16 19 20 19 21 16 20 21 20 14 20 2 19 19 1 2 20 20 21 21 19 14 15 21 15 20 17 19 17 21 20 20 16 20 20 17 17 21 19 2 19 16 1 20 20 21
split_gain=65.8631 60.3522 78.9768 63.7987 95.6112 55.6161 71.1232 61.0531 62.5147 45.1072 42.5374 34.854 34.327 31.6951 30.7643 30.4305 29.8987 29.8396 23.8755 23.2386 20.1211 19.9182 20.6872 17.5411 41.9526 18.9388 37.602 17.2199 14.9515 13.592 13.5454 13.7095 12.7607 12.5326 12.4005 12.0586 10.0203 14.2624 9.12534 7.41719 6.87744 6.29758 6.05006 5.31651 4.84737 6.78615 4.31813 4.26518 2.26586 2.24964 2.05916 1.49159 1.34006
threshold=1.0000000180025095e-35 11.570553374803588 7.8916666666666684 5.929166666666668 6.0708333333333337 98.550000000000011 95.050000000000011 29.049999999999276 0.82496154727955906 6.679166666666668 0.14535380492165165 1.0000000180025095e-35 44.849999999998552 8.3500000000000014 67.401459938522819 6.7791666666666677 1.0000000180025095e-35 7.7541666666666673 1.9500000000000002 0.61041409420722148 0.49297035870159339 99.65000000000002 3.1500000000000008 7.0291666666666677 6.979166666666667 10.493509557579142 11.798740558111779 0.45686477307885354 1.0000000180025095e-35 6.5000000000000009 12.944084678574017 21.500000000000004 7.0291666666666677 41.300000000000644 0.040900327548182826 152.40000000000057 42.045553460031925 5.6500000000000012 7.9041666666666677 27.549999999999276 6.0791666666666675 8.1708333333333361 32.299999999999507 133.0499999999993 10.239616898433125 0.20691629582136398 4.1500000000000012 0.60216136861864022 39.000000000000917 54.45000000000001 8.0916666666666668 5.991666666666668 25.940201747789335
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 11 10 6 7 14 -9 21 -5 20 32 38 -3 42 43 -6 -17 23 -1 27 -23 24 25 51 -27 -7 -13 52 44 34 -8 -33 -32 -14 40 -38 47 -18 49 -40 -11 -15 45 -25 -42 -4 -39 -31 -46 -2 -21
right_child=19 5 13 4 17 9 12 8 -10 15 -12 28 35 16 -16 18 39 -19 -20 29 -22 22 -24 30 -26 26 -28 -29 -30 36 31 33 -34 -35 -36 -37 37 48 41 -41 46 -43 -44 -45 50 -47 -48 -49 -50 -51 -52 -53 -54
leaf_value=-0.032481412179678391 -0.030018688019812851 -0.0026275212283942521 -0.064016137125072009 -0.054352993254298466 -0.003922906270330785 0.012712816343715608 0.035674404852724571 0.0019234120657368649 0.012527528738653169 0.0064144260632472451 0.057000819031348043 -0.03252534119996911 0.0086733100795804065 -0.044323129929681876 0.033567280613781829 -0.026189900625888208 0.055620828085910873 0.033714413222037963 0.0018215554428796272 0.033981698502045785 0.025885389012158207 -0.049179023938267508 -0.0152010721390773 -0.055889083335566983 0.0804455869003841 0.0412460959453105 -0.0057493416793440817 -0.021776291837014596 -0.011168388622326803 -0.044805215561637773 0.037398081228623974 0.0013693324908136519 0.014193647180857678 0.098160095169042574 -0.014740625022974317 -0.034862574639154743 0.05040537293643698 -0.011754571455901426 -0.018598991544200302 0.0094436318244310313 -0.030799274710080007 -0.043237171726475981 0.051645987541909522 0.0052788359834902545 -0.04815857304370174 0.01879742915633301 -0.00047939536914941132 -0.041702935108088257 -0.052967470546938428 -0.073247895608322552 -0.014771986300254229 -0.053380890978266662 0.004158515950959017
leaf_weight=19.868072286248207 11.029016423970463 8223.8626786340028 53.48750577121973 9.4018271714448911 1112.7642072215676 48.80352771282196 230.09286353550851 16435.390505315736 1518.2594400011003 9.7721376344561559 97.675774641335011 264.07727637141943 319.96107260324061 35.978553783148527 59.129845811054111 100.37995221838355 11.95448352396488 55.277910113334656 314.1270631365478 7.9217794612050039 57.498740963637829 114.24219690263271 73.693681471049786 4.9358848258852941 14.692504346370695 44.769466027617455 863.92610840126872 140.04569893702865 118.82291603460908 39.524185117334127 11.704288087785242 9.3901180513203126 98.835305444896221 5.1944119781255713 444.59712371602654 16.737340144813061 9.0017091035842913 7.1538984328508359 42.900171972811222 31.90447098761797 97.187956685200334 65.586179208010435 30.364989683032036 6.3566299900412551 42.055468702688813 7.9243073277175426 13.356942139565943 35.718791287392378 6.247735008597374 8.4358407445251924 5.1880628019571295 17.954680502414703 7.1812034100294113
leaf_count=102 145 44134 359 64 6792 273 2271 88183 8032 48 599 1931 2997 305 424 677 53 324 1678 56 298 698 390 72 73 448 6681 794 572 434 85 96 836 37 3652 159 52 54 298 151 1069 500 170 39 587 86 60 224 47 54 75 205 45
internal_value=4.63377e-05 0.000590103 -0.0077555 -0.00375608 0.00200371 0.00119774 0.00159137 0.00118188 0.00282015 -0.0115387 0.0472235 -0.019713 0.017732 -0.0322037 -0.00236914 -0.00093662 -0.00690203 -0.00214171 -0.0049619 -0.00958739 0.0108966 -0.0243316 -0.0358555 -0.00744934 -0.00338944 -0.00470305 -0.00343398 -0.0128634 -0.0258978 -0.0257676 -0.0147311 -0.011878 0.0292199 0.0358422 -0.0134032 0.00650913 -0.0295719 0.00172817 -0.0432353 0.02203 -0.0339959 -0.0334942 0.0406335 -0.0368754 -0.0370838 -0.00986809 -0.0271358 -0.0550818 -0.0309677 -0.0498081 -0.0444922 -0.044491 0.0198013
internal_weight=31432.3 29753 2019.27 1735.39 1275.12 27733.7 26902.3 26236.6 17953.6 831.429 107.078 460.267 665.627 283.887 8282.99 454.644 86.1941 1168.04 414.507 1679.37 77.3668 376.785 187.936 1483.36 952.372 937.679 908.696 188.849 382.9 196.011 530.99 470.886 328.928 14.5845 456.301 336.698 180.908 22.4033 197.693 43.859 158.505 108.486 40.1371 42.3352 60.1037 12.8602 110.545 89.2063 13.4016 47.96 47.2435 28.9837 15.103
internal_count=178488 164375 12611 10682 7779 151764 147036 140773 96215 4728 663 2903 6263 1929 44558 2573 548 7116 2355 14113 400 2155 1088 12242 7552 7479 7129 1067 2503 1871 4690 3870 3107 133 3737 3156 1770 153 1381 204 1617 798 218 344 820 158 1129 583 101 488 662 350 101
is_linear=0
shrinkage=0.05


Tree=91
num_leaves=51
num_cat=0
split_feature=17 20 20 20 20 20 18 20 22 20 14 0 17 15 20 0 17 14 15 19 16 19 14 16 19 0 15 1 0 14 19 16 16 19 15 15 15 16 1 16 16 26 17 16 0 1 16 11 17 19
split_gain=65.4747 51.5634 58.329 158.214 83.8206 148.151 55.5408 50.9503 56.3551 38.7638 38.6131 36.6229 37.836 27.928 20.3009 19.9068 41.2035 19.8718 19.265 21.1789 16.6047 15.9762 15.2532 12.5547 12.1816 12.1483 11.6894 10.2708 8.95518 8.24722 7.80312 7.41803 7.30365 6.77496 10.1799 7.19977 6.4742 6.39349 5.99962 5.96838 5.97116 5.81428 5.76549 5.04263 4.99363 4.25831 3.50173 2.43887 2.22618 1.39008
threshold=18.549999999999276 9.6333333333333346 7.2791666666666677 7.2250000000000005 7.1541666666666677 7.0750000000000002 248.59250000000003 7.5625000000000009 5.5000000000000009 7.8625000000000007 1.0000000180025095e-35 16.450000000000003 16.599999999999003 12.500000000000002 9.2333333333333361 11.750000000000002 11.500000000000911 1.0000000180025095e-35 17.500000000000004 0.76375762313630779 18.549999999999276 0.13584835299626544 1.0000000180025095e-35 421.30000000000115 0.3312690059609657 23.050000000000004 5.5000000000000009 97.450000000000017 10.050000000000002 1.0000000180025095e-35 0.73149082193971326 27.549999999999276 82.100000000001288 0.85813359799364686 17.500000000000004 17.500000000000004 15.500000000000002 215.3000000000001 58.050000000000004 50.10000000000128 26.799999999999645 1.0000000180025095e-35 13.950000000000729 39.799999999999734 36.050000000000004 40.850000000000001 24.799999999999503 1.0000000180025095e-35 17.799999999999503 0.54286693467016833
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 3 4 5 -2 10 8 -8 -9 14 12 15 23 -4 16 37 -6 19 22 42 -15 25 -5 -12 -3 49 -22 -18 31 43 41 38 34 -28 -35 45 -1 -33 40 -38 46 -17 44 -20 48 -13 -34 -31 -14
right_child=1 18 6 13 17 -7 7 9 -10 -11 24 29 26 21 -16 20 28 -19 30 -21 27 -23 -24 -25 -26 -27 33 -29 -30 36 -32 32 47 35 -36 -37 39 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51
leaf_value=-0.014564275597758084 0.00070472887917295834 -0.064010654545055293 -0.012626981118792022 0.017564059525295432 -0.031979308078040086 0.021257054491774979 -0.025505846378876408 0.0092347297624187138 -0.0012982972631531138 -0.0017874677842507408 0.0090456066575537331 -0.037105703785709473 -0.040755484981942987 -0.0020615435576833061 -0.054570852648827377 -0.034715635748797123 -0.023984412801263455 0.00096357224886843909 0.029504954792979921 0.067571975847263877 -0.0083154978330561673 0.040452354599010927 0.046704484222145626 -0.035154783307825135 -0.012019038202591304 0.0016033468372825396 0.0098639031867300431 -0.035071159995547739 0.0063110780509117118 0.0049253766290180447 0.017235947222847207 -0.019017140628797963 -0.028951960044703347 0.015017555845500642 -0.0055642351691628693 0.065225829186546763 -0.0094059424322258355 -0.05949018355457715 0.013628756827030634 0.0092308501372810239 -0.048060933670009014 -0.00069402004143318203 -0.017836291205539385 0.085630625401673544 0.071842693767210072 -0.017875709659707216 -0.068235045294294597 -0.061449911156697151 0.034534849917177875 -0.015965893766426775
leaf_weight=372.13705531321466 19693.258046099916 11.05266108363867 1690.1334109082818 226.91233481839299 232.21438619121909 917.70576260238886 370.22213569097221 1375.9980959575623 685.73188943229616 1897.9413246996701 296.21195911243558 74.838700078427792 12.037845917046072 23.815538980066776 29.349167827516794 83.455912493169308 25.368352826684713 57.01802022755146 13.501089796423914 13.765895299613474 1072.9077206626534 306.40148284286261 10.925054609775541 11.88458191603422 89.33207193762064 19.501057706773281 438.28827203810215 37.108979061245918 634.19270033761859 12.72309982776642 10.799980092793701 159.57879135757685 10.99161309748888 27.184548933058977 141.41840084642172 9.6836210936307889 20.057655371725559 8.0914449617266637 15.434874009341 14.04573233425617 19.904969558119774 10.074626773595808 128.46265919879079 17.426408678293228 14.385695055127142 10.725363805890082 10.27432272210717 12.160201229155064 12.669142946600912 10.665502332150934
leaf_count=3175 108892 57 10228 1305 1394 5158 2059 7665 3840 10655 1520 558 63 150 211 699 160 293 67 72 7282 1623 71 61 476 95 2459 259 3828 57 53 1139 66 148 809 50 97 53 92 66 94 52 878 80 69 58 81 60 54 57
internal_value=4.33502e-05 0.000836927 0.000701418 0.00195295 0.00124473 0.00161982 -0.00347414 -0.00023526 -0.00978557 0.00284503 -0.0101363 -0.00652559 -0.00466634 0.0279664 -0.0133429 -0.00758726 -0.00241133 -0.0254851 0.0347928 0.0138333 -0.0116585 0.0373862 -0.00400137 0.0149403 0.00416485 -0.0221322 0.0061246 -0.00920997 0.00514584 -0.0210756 0.055428 -0.0251398 -0.0196293 0.007422 0.00610024 0.028205 -0.00784667 -0.0155203 -0.016138 -0.0188056 -0.0286596 -0.0366119 -0.0244836 0.0645307 0.0513453 0.0085407 -0.0408634 -0.0460211 0.0196987 -0.0291099
internal_weight=31400 28015.5 27904.1 21469.2 20900.2 20611 6434.92 4329.89 1055.95 3273.94 2105.03 3384.48 3001 569.014 1719.48 2361.72 1039.79 289.232 111.358 55.2447 1321.94 330.217 41.4788 238.797 385.544 30.5537 639.278 1110.02 659.561 383.479 56.1132 293.353 198.165 616.575 579.707 36.8682 90.126 380.229 175.014 54.0084 39.9626 95.1876 211.919 45.3132 27.8868 36.1176 85.113 23.1518 25.3922 22.7033
internal_count=178488 156094 155530 118876 115737 114050 36654 24219 5899 18320 12435 22394 19920 3139 10439 16334 7216 1687 564 295 9118 1773 223 1366 1996 152 3586 7541 3988 2474 269 2048 1357 3466 3268 198 426 3228 1231 257 191 691 1577 216 136 169 639 126 111 120
is_linear=0
shrinkage=0.05


Tree=92
num_leaves=54
num_cat=0
split_feature=21 23 23 23 23 20 21 21 20 20 19 23 23 20 19 23 21 20 1 19 1 21 20 14 3 3 20 11 17 19 19 17 19 19 17 23 19 17 20 12 19 16 17 2 16 25 19 19 17 16 16 16 2
split_gain=62.7093 70.8072 68.7325 124.566 164.676 116.674 69.7325 67.8063 51.1235 50.6369 48.5491 47.2517 63.6341 48.8168 53.1787 46.9699 73.6322 44.0987 75.1493 36.4291 33.6572 28.6865 28.3985 27.964 26.9208 21.1263 20.3248 20.0315 19.3358 18.7067 22.9027 17.6281 16.8563 16.5683 16.0079 14.1836 14.0117 13.2569 13.2257 10.8599 7.47463 6.724 6.389 6.3794 6.10802 4.87939 4.86754 4.59022 4.30981 3.80189 8.79587 5.5305 0.335286
threshold=49.650090470446322 97.028918780134944 96.952992361115022 96.078303379463236 96.017808737120575 6.054166666666668 37.808814306964742 11.570553374803588 7.9458333333333337 7.1916666666666673 0.61335182632588614 95.065706524210995 95.846795460649716 4.8458333333333341 0.55426262928635561 95.002415878613903 60.46630727762804 6.679166666666668 48.050000000000004 0.7601865971607612 61.45000000000001 21.124218014908191 4.291666666666667 1.0000000180025095e-35 95.550000000000011 95.950000000000017 6.7791666666666677 1.0000000180025095e-35 87.750000000000014 0.12569053433682439 0.47524860623669091 37.599999999999007 0.17086068480765201 0.61041409420722148 87.750000000000014 95.02412967226347 0.6356479123101958 23.049999999999276 4.104166666666667 1.0000000180025095e-35 0.45686477307885354 53.600000000000144 37.299999999999507 2.2500000000000004 24.549999999999276 1.0000000180025095e-35 0.77446001073113946 0.3312690059609657 44.399999999999757 47.950000000000735 73.049999999999287 18.549999999999276 2.0500000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 7 21 9 -1 -6 10 -4 13 28 14 27 16 32 25 34 -18 -7 -5 33 -11 29 37 31 40 39 48 47 -8 -15 -16 -19 45 -24 -14 -29 41 -2 -13 -32 49 -37 -17 -28 -31 -3 51 -51 -26 -20
right_child=11 24 6 5 8 20 26 -9 -10 23 -12 12 17 15 22 35 19 18 52 -21 -22 -23 36 -25 43 -27 46 38 -30 30 42 -33 -34 -35 -36 44 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 50 -52 -53 -54
leaf_value=-0.0096485835788822916 0.0078675840115347128 -0.04454289422587452 0.0077301556759092841 0.0047021340366686344 -0.033269190694195545 0.03640701680117709 0.019778051612377289 0.00051481054913013664 0.01774531707265006 -0.034074953423643653 -0.015447721358764328 -0.080039308305044091 -0.0018887254811608863 -0.0024457888450855701 -0.0636787038736919 0.067859469774023365 -0.00016137123745766846 -0.023952365375660617 0.061849929277246356 -0.057597814076134173 -0.0030177499491861369 -0.038806016797394614 -0.04326278936871028 -0.0039165018422234977 0.067451327096032354 -0.068757617893439954 -0.061505477685428148 0.0013716201872047704 0.0048469398704617606 0.0285023464141686 -0.021930860112740921 -0.040870990379917121 0.029567252046017834 0.01659253062951983 -0.070453853404992647 0.0081014027468429683 -0.10545821860509759 0.024412270729670931 0.047625189044324334 -0.10508131607954074 -0.022808155037208323 -0.023016636987249959 0.012141781705320044 0.011539578661832696 0.033079240385109475 0.044663028639983587 -0.028584056319582732 0.057165969798070905 -0.0048497157230140732 0.077661634687100051 0.03556807088935466 0.029727563341322275 0.051190376577986342
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leaf_count=11503 330 79 3498 465 2835 2478 87 138200 316 1663 2195 68 331 332 50 205 1647 632 104 179 474 425 86 518 57 36 446 224 64 137 126 155 3108 153 110 201 82 1527 288 79 188 71 171 80 673 954 67 133 58 121 112 202 165
internal_value=4.07774e-05 -0.00049163 -0.000720608 -0.000173957 -0.000702104 0.0208834 -0.0113996 -0.000151765 -0.0280873 -0.00764318 -0.00161943 0.00942495 -0.00358017 0.0148167 -0.00694156 0.0195265 0.0131353 0.00223477 -0.0164782 -0.00617316 0.0318878 -0.0178041 -0.0440346 -0.0240056 0.0255434 0.0154193 -0.0437769 0.00997148 -0.0589898 0.0105945 0.0196959 -0.0182737 0.0261897 -0.00817054 -0.0303895 0.0382933 -0.0738632 0.0178127 0.0303306 -0.0751376 -0.00692834 -0.0509119 -0.00299177 0.0429343 0.0263291 0.0502098 -0.0571475 0.0422942 -0.0263155 0.0471794 0.0572359 0.0382133 0.0566411
internal_weight=31378.5 29693.8 29434.9 28001.5 27316.4 685.133 1433.39 26778.3 538.142 1284.38 938.772 1684.67 493.742 1190.93 211.916 979.01 730.3 446.848 184.7 294.587 533.409 151.725 66.3655 345.604 258.88 262.148 149.012 145.55 46.8941 139.214 111.676 51.2523 435.713 30.1341 155.177 248.71 36.2314 254.9 66.0184 37.4269 79.532 20.6888 55.7279 119.666 124.107 124.603 97.7593 55.9484 27.5376 105.412 49.685 55.7271 29.5231
internal_count=178488 166601 165325 156696 152854 3842 8629 149703 3151 7874 5693 11887 3187 8700 1401 7299 5266 2905 1011 1826 2952 890 371 2181 1276 1894 755 1030 282 704 567 242 3440 203 742 2033 168 1858 512 218 518 139 297 572 874 1159 513 270 137 492 233 259 269
is_linear=0
shrinkage=0.05


Tree=93
num_leaves=44
num_cat=0
split_feature=24 13 21 23 23 23 23 3 21 20 20 23 18 17 17 17 1 23 18 23 20 21 18 18 2 18 18 20 16 2 16 17 17 16 18 20 23 18 17 2 18 17 16
split_gain=60.0222 59.9887 55.434 59.0891 72.7299 72.9969 53.0484 40.4112 37.1676 52.7782 62.074 46.6496 21.1018 16.6223 16.1683 14.9486 13.6729 12.2959 19.9209 16.4336 12.2017 11.6582 11.2077 11.1862 9.69105 9.07603 8.16717 7.55298 7.36824 6.93124 6.9194 6.6219 6.54799 5.78143 5.19501 4.06552 4.04026 3.29816 3.09599 2.59203 2.25203 1.51487 0.778327
threshold=1.0000000180025095e-35 1.0000000180025095e-35 49.650090470446322 97.015045772664749 96.985393608244976 96.992976890860362 96.078303379463236 95.550000000000011 54.240983643610015 7.2791666666666677 6.2625000000000011 95.996067135067918 466.21750000000003 44.399999999999757 48.099999999999689 22.549999999999276 83.050000000000011 92.977870356643635 62.355000000000011 92.994091233462854 4.6250000000000009 46.906183684548203 245.00333333333336 171.95833333333334 0.95000000000000007 122.48500000000001 336.3058333333334 7.1375000000000011 61.699999999998006 1.1500000000000001 51.54999999999928 55.04999999999928 35.799999999999507 20.549999999999276 349.0841666666667 4.6250000000000009 94.999490454301792 290.82416666666671 57.700000000002554 3.2500000000000004 510.33500000000009 51.700000000002554 43.099999999999007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 -1 13 11 10 -10 25 16 -5 20 -11 17 18 -3 -19 24 36 23 32 -2 -4 -9 38 40 37 -31 41 -22 -33 35 -35 -18 -24 39 -14 -29 -16 -25
right_child=14 12 8 7 5 -7 -8 26 9 15 -12 -13 27 -15 31 -17 21 19 -20 -21 22 -23 29 42 -26 -27 -28 28 -30 30 -32 33 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44
leaf_value=-0.00035211034322640605 -0.043905606548630211 0.049505468485037174 0.0076043383560292195 -0.0071618199687840736 -0.037375108584715398 -0.0058557014798400787 0.011956477484140539 0.048315610657013085 -0.0016745321575594198 -0.046364878916323099 0.022647110337144508 -0.090892097593374285 -0.050161299749902057 0.020063104167301966 0.052837934595593043 -0.011813343041529695 -0.044285865740316267 -0.047211046550476268 -0.0011638005543151708 -0.0080804224166409807 -0.00095810187266586106 0.038708802832838007 -0.030510919079967683 0.07660378406612478 0.019571273196807848 0.029388308485484321 0.024894480170017125 -0.0099651469228764656 0.039051939855493337 0.058035063380820699 -0.0016263789373475402 0.072962689560945551 0.048679173834572424 0.008271756974649663 -0.00067621767861153438 0.043050683272751231 -0.019273969131985612 0.0031190068579354906 -0.027266471099479741 -0.090084133006188824 -0.047020287536635549 0.078074363993538398 0.057552557143545839
leaf_weight=25598.037876190618 14.370123311877252 22.034822352230549 56.654670227319002 117.18434067070484 246.53902699053288 720.58186908438802 906.37452853284776 93.784494422376156 565.4131738897413 39.436236493289471 489.42058346047997 8.7423728331923467 29.238765712827444 107.49593185260892 13.445713855326177 151.81452749669552 42.945425692945719 27.397974794730544 162.10670188069344 1296.9077567886561 17.177434742450718 5.8382458724081507 9.536566533148287 9.6988183408975619 10.338927313685415 306.44329615868628 61.715690270066261 8.1245475094765478 5.3196769170463076 10.878346595913174 8.7840328775346261 8.252695042639969 10.834835909307001 10.694518387317656 12.303696539252995 39.212467130273581 25.872695796191692 30.955496944487095 13.315422017127274 4.7223799526691428 8.2781653068959695 10.661670098081229 11.987153604626654
leaf_count=139100 75 117 469 612 1415 4268 4952 445 4136 180 3321 42 362 540 76 784 343 275 1025 11298 95 51 50 53 46 2614 299 90 38 65 57 43 65 50 76 241 234 159 95 21 92 61 58
internal_value=3.89238e-05 -0.000148797 0.000370964 -0.000151701 -0.000422627 -0.0138906 6.88079e-05 0.0194252 0.00936837 0.00522859 0.0096102 0.0232413 -0.00942012 0.00586366 0.025536 -0.0189379 -0.00824041 -0.00720666 0.00489941 -0.00888998 0.0144013 -0.0291275 0.021542 0.0391127 -0.0173452 0.0259893 0.0390201 -0.0364874 -0.0120825 0.00702559 0.0313817 0.0413791 0.018241 0.0336402 0.0284238 0.0355979 -0.0348825 -0.00480141 -0.0477008 -0.0557127 -0.0286662 0.0639989 0.066073
internal_weight=31350.9 31121.7 29469.6 27851.7 27471.5 967.121 26504.4 380.18 1617.92 1246.08 1054.83 371.84 1652.1 224.68 229.132 191.251 1583.1 1508.45 184.142 1324.31 134.562 74.6564 109.853 49.6982 24.7091 363.098 155.5 68.999 21.7224 60.1544 19.6624 94.5708 28.0123 70.4634 62.2107 49.907 68.8181 40.4921 47.2766 33.9611 16.4027 24.1074 21.686
internal_count=178488 177218 163177 151631 149735 5683 144052 1896 11546 8421 7457 3125 14041 1152 1270 964 13343 12715 1142 11573 723 628 602 271 121 3083 744 698 220 331 122 547 160 410 367 291 577 209 478 383 182 137 111
is_linear=0
shrinkage=0.05


Tree=94
num_leaves=57
num_cat=0
split_feature=17 24 25 0 17 0 0 0 17 18 0 21 0 17 3 0 19 18 17 17 15 18 16 15 15 20 2 16 13 21 17 17 17 16 21 21 12 16 22 16 16 16 11 19 21 2 15 19 19 16 19 0 2 0 16 12
split_gain=59.3813 52.8312 52.8787 41.9599 43.6765 97.1954 57.8655 33.4673 34.7805 26.684 22.6088 20.702 18.4699 23.6494 18.2484 17.2162 16.2504 19.2133 19.9139 15.5299 15.381 14.7999 13.4714 13.3667 12.397 13.7805 11.8788 11.1535 9.79856 8.21618 7.75544 7.74067 7.30509 6.99343 6.89477 6.8889 6.34969 6.33765 9.65107 5.85456 6.43833 7.20934 5.88837 4.94663 4.57919 4.49078 4.17392 4.15202 3.99428 3.8542 3.84544 3.27381 3.14652 3.00434 2.20273 1.59115
threshold=18.549999999999276 1.0000000180025095e-35 1.5000000000000002 10.750000000000002 46.199999999998006 26.250000000000004 16.450000000000003 16.250000000000004 15.099999999999001 522.04916666666679 13.550000000000002 12.944084678574017 15.050000000000002 15.849999999998547 95.750000000000014 10.050000000000002 0.23022722244534669 143.96916666666669 41.099999999999007 13.399999999999752 5.5000000000000009 245.00333333333336 70.299999999999741 8.5000000000000018 6.5000000000000009 3.8541666666666674 2.1500000000000008 21.500000000000913 1.0000000180025095e-35 32.526600820517835 46.700000000002554 111.25000000000001 841.39999999999975 30.299999999999503 18.749645238779809 26.541816739913425 1.0000000180025095e-35 32.54999999999928 5.5000000000000009 82.100000000001288 60.10000000000128 71.100000000004016 1.0000000180025095e-35 0.65553473839420262 45.72046554743023 1.1500000000000001 15.500000000000002 0.13086543068287829 0.68854523319630678 147.95000000000076 0.89435176548100348 17.150000000000002 3.3500000000000001 22.850000000000005 18.049999999999276 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 24 5 -5 -6 8 10 11 14 23 20 43 19 -13 17 18 55 -1 49 26 -16 -4 31 -26 35 29 -22 -11 45 -2 -29 36 -15 -18 48 44 -39 40 50 -42 -41 -14 -12 -23 -32 -20 51 -10 -35 -9 54 -28 -38 -3
right_child=1 16 9 4 6 -7 -8 33 12 27 37 15 13 34 22 -17 21 -19 47 -21 28 30 -24 -25 25 -27 53 32 -30 -31 46 -33 -34 39 -36 -37 52 38 -40 42 41 -43 -44 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57
leaf_value=-0.011090686901541497 0.007968118289821963 -0.03264647110308621 -0.064133470574538123 0.0020014753712394888 -0.0039772402851208279 -0.0069278620484804366 0.0044277665175091428 -0.0092214497410298378 -0.049560309396355862 -0.030798986983396677 -0.02809330954307129 -0.059136845374561445 -0.032088159348645444 -0.012188713658785232 0.007727931311954689 0.00719070982088505 0.047010883090744554 -0.061769095565506971 0.017720351092730943 0.0009730715250870763 0.0076862170505888564 -0.0024482779179192172 0.065864996505076434 -0.009501520344103934 0.027561929628616828 -0.01468983198949802 -0.011213903150013953 0.032530707664967261 -0.018083733182354966 0.023660478119167747 0.027715237104095732 -0.0083601470190454979 -0.014758625641524057 -0.016217931049531301 0.0072239017918380548 0.085021751685039226 -0.02482758921119016 -0.040095325606946154 -0.010225911404698694 -0.015881741393363086 0.030244090910941865 -0.019854166724539227 -0.060189151740875982 -0.0095883221130770163 -0.062044296857176121 0.030558259043641303 0.063650898550699525 0.058274104539047647 0.0051423212654847124 -0.014387790390843215 0.019102973051787302 -0.034768551462100152 -0.067881413015265693 0.035958546255364668 -0.041061747933711194 -0.0059445650481671861
leaf_weight=940.63536520674825 126.53668719530106 11.031507782638073 14.640034340322016 7336.406858984381 2642.8378476276994 5212.9822115767747 9094.8611182421446 23.23459231108427 12.946831338107584 14.128861181437971 97.619530104100704 9.8275695741176587 87.904715109616518 64.454029105603695 40.226293306797743 2174.973645735532 24.884496197104454 9.4186758920550329 9.6549453139305133 372.38523154333234 877.47384221851826 32.840353555977345 13.245188910514115 47.595592141151428 19.841764476150274 704.27210611104965 6.8280183356255275 160.22253202646971 38.505847143009305 13.584604589268563 29.171364311128855 170.2311608530581 8.605169050395487 200.86983368545771 157.52995644137263 22.879433199763298 39.081452570855618 33.672643771395087 137.36557684652507 17.377035416662693 17.750450897961858 12.06009730324149 13.19082371145487 33.82901669293642 11.056592300534247 15.017989579588173 11.176162771880625 18.226463092491031 16.790102630853653 19.549728624522686 8.0132836326956731 27.245631486177444 7.2305946648120871 6.6749097667634487 44.901849739253521 11.288032807409763
leaf_count=7383 678 56 68 41757 14229 29214 50239 141 71 65 774 53 600 495 293 12459 113 46 47 2295 4747 159 88 225 111 3857 54 952 400 85 204 901 45 1346 868 101 300 246 959 97 99 66 67 222 51 97 59 110 90 103 49 168 33 50 343 60
internal_value=3.6999e-05 0.000792317 0.000603663 -7.45269e-05 0.000342879 -0.00170775 0.00253531 -0.006237 -0.00433482 0.00762763 -0.00915434 0.00608236 0.00180507 -0.00812497 -0.00650328 0.00689236 0.0258313 0.00376041 0.016055 -0.00766929 0.00540361 0.0346346 0.0221288 -0.0223529 -0.0100047 -0.0135321 0.0535125 0.0252945 0.0066029 -0.00410401 0.0215222 -0.00139806 0.0301204 -0.019304 0.00158736 0.0652185 -0.0276373 -0.0221056 -0.0161064 -0.0143991 -0.0117607 0.00997644 -0.0350015 -0.0258356 -0.0315474 0.0079092 0.0376693 0.0442309 -0.0159834 -0.0284007 -0.0148629 -0.02301 -0.0362321 0.0121049 -0.0335072 -0.0191421
internal_weight=31326.8 27960.6 27751.5 25308 24287.1 12549.4 11737.7 3366.15 2938.4 2443.58 1646.21 2247.04 1292.19 343.718 1366.49 2184.8 209.092 59.6196 50.2009 1313.02 948.476 149.473 53.4715 62.2356 1020.88 724.114 61.2669 196.541 915.98 27.7135 88.2059 296.768 168.828 427.746 221.984 47.7639 158.484 279.714 171.038 269.262 238.694 29.8105 30.5679 121.734 108.676 47.8583 40.3475 27.8814 67.2703 32.4966 208.883 50.4802 91.2139 13.5029 83.9833 22.3195
internal_count=178488 156094 154938 140986 135439 70971 64468 22394 19595 13952 12089 12805 7506 2185 10059 12512 1156 319 273 9678 5321 837 381 293 5547 3968 318 1147 5147 150 519 1579 997 2799 1363 214 1075 2030 1205 1724 1560 165 164 822 825 256 263 157 399 174 1395 309 676 104 643 116
is_linear=0
shrinkage=0.05


Tree=95
num_leaves=59
num_cat=0
split_feature=25 14 19 16 15 25 1 20 22 18 20 20 2 0 15 18 15 3 19 20 16 20 18 16 15 3 15 3 20 1 20 1 18 18 18 16 19 18 18 20 18 16 2 15 3 20 3 0 20 15 1 19 18 18 1 0 18 1
split_gain=59.1469 66.2013 56.4589 46.5644 55.1442 57.1321 45.1167 37.5156 56.5267 49.813 47.6009 59.3946 31.0564 29.8713 21.8638 20.6068 24.479 21.2086 20.4375 19.6417 16.7826 16.5154 13.726 16.0862 13.3101 12.2681 14.9798 11.2649 9.9784 9.50479 10.2054 8.87534 8.60316 14.6165 10.6888 8.56248 8.26192 24.8356 23.1431 23.5314 10.5077 8.00117 15.5009 7.67782 8.87099 9.21635 7.12873 6.2503 5.77232 4.93399 6.85185 4.89434 8.06954 6.78484 4.88549 3.93112 2.93366 2.72463
threshold=1.5000000000000002 1.0000000180025095e-35 0.82933668121913218 500.00000000000097 12.500000000000002 1.0000000180025095e-35 97.550000000000011 6.0333333333333341 5.5000000000000009 419.04583333333341 7.0125000000000011 7.0958333333333341 7.0500000000000007 23.250000000000004 22.500000000000004 287.15083333333342 8.5000000000000018 95.050000000000011 0.1406419901454147 5.9541666666666675 18.049999999999276 8.6000000000000014 406.65083333333337 186.25000000000026 9.5000000000000018 91.550000000000011 10.500000000000002 94.950000000000017 7.3375000000000012 67.050000000000011 6.4250000000000016 51.250000000000007 166.39000000000001 332.7433333333334 431.95750000000004 51.200000000002554 0.26674750413282933 259.88083333333338 133.60916666666668 7.104166666666667 210.26916666666671 37.299999999999507 9.2500000000000018 8.5000000000000018 93.65000000000002 6.4708333333333341 86.950000000000017 13.350000000000003 6.4458333333333337 15.500000000000002 82.450000000000017 0.88099498387269837 515.93500000000006 470.41916666666674 98.850000000000009 13.050000000000002 162.46583333333334 94.350000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 -1 8 9 -4 20 -12 13 15 22 16 -3 -17 48 -10 -9 -20 23 25 28 35 -27 32 -25 30 -5 41 -16 -34 -35 -2 38 40 39 -29 -38 42 -14 44 47 -46 -43 -24 -15 54 -51 53 -53 -45 -33 -39 -40 -31
right_child=14 12 7 29 5 -7 -8 10 19 -11 11 -13 31 18 27 17 -18 -19 21 -21 -22 -23 43 24 -26 26 -28 36 -30 57 -32 49 33 34 -36 -37 37 55 56 -41 -42 46 -44 51 45 -47 -48 -49 -50 50 -52 52 -54 -55 -56 -57 -58 -59
leaf_value=0.0022904598584913569 0.028026251556744347 0.017966491187009406 0.067844427034484983 -0.021912695420022842 -0.0067609063145861294 0.00022724667954296575 -0.013548266834116036 -0.00039231007980041702 0.0096238350021054086 -0.039345176619145841 -0.063784664678075573 0.005019595931446982 -0.075097907940500627 0.060580372894855607 0.058246816996529442 -0.0045841471840356932 0.0011347233898673004 0.014494616734675206 0.0057485380557751615 -0.04915212751094078 0.023799683744492938 0.032859609916037438 0.048108556507430837 0.0023497903807274054 -0.04680060843131837 0.014895498680293615 0.0031307392243533137 -0.052938034779413973 -0.038066136368028212 -0.057676953376027129 -0.008036032458437356 0.027694819853027571 -0.027321409253675096 0.072752939660481283 0.0035958212786033695 0.0052276696712995011 -0.018641281948494199 0.023675513075341985 0.064450990879856354 0.037658883574992294 -0.075055935248442535 -0.0075219809768126873 0.027249425141398449 0.020803723781470537 -0.017272969628054625 0.01251499809572258 0.036303012535890786 0.0099946889540319297 0.02582214087657931 -0.0011007910944001852 0.03732629606451042 0.0053206701963270115 0.038666359107066721 0.0086397256919873312 -0.00034171387744990467 -0.0095127018150228462 0.027336826633967873 -0.02652281151325403
leaf_weight=6820.3041075989604 116.2619492597878 281.95660615339875 11.772363185882567 278.47389791160822 8020.8870054129511 4603.4177678283304 481.34230146557093 82.123100128024817 291.19182373024523 136.66209257021546 33.12187922000885 591.59703972563148 8.569497946649788 18.045284621417522 9.1097603067755681 1926.4693852029741 923.56156447157264 157.57884662598372 2628.4011932015419 14.943590827286242 564.26158367097378 57.400687124580145 15.712890807539223 104.59959338977933 20.812091272324324 362.02140942960978 1071.0842199809849 20.96138991415501 17.882992312312126 16.91353747993708 252.75077956542373 207.4116999655962 19.397991649806499 9.3617444448173064 13.857594586908816 63.774477254599333 13.007197096943854 9.728618808090685 10.345845624804499 10.891563057899473 22.587100327014923 20.603692745789886 6.5098449587821952 251.11564058810472 56.65307179838419 47.939731582999229 16.88233376480639 34.101531993597746 35.331883080303669 42.805601663887501 15.912781963124869 26.304642409086227 58.474209811538458 210.93000007607043 16.796467553824186 107.68679424375296 10.970053181052206 11.995384678244589
leaf_count=37292 1552 1478 75 1325 52506 23217 3095 453 1548 795 159 3294 92 92 44 9788 4525 714 13084 75 3117 296 130 546 97 1829 5249 107 87 86 1256 3158 92 52 77 704 58 49 51 51 103 239 76 1434 267 221 206 297 172 499 213 172 331 1233 129 487 50 67
internal_value=7.79916e-05 -0.000592128 -0.00188033 -0.00261197 -0.00221229 -0.0042127 0.00124633 0.00680517 -0.00552265 -0.030844 0.0112138 0.00137167 0.00390382 0.00307987 0.00712966 -0.000131755 0.00507148 -0.00314157 0.00693681 0.00675477 0.0207261 0.00632795 0.00858301 0.00622202 -0.00983266 0.00764815 0.00610267 -0.0067198 -0.00355111 -0.0168297 -0.0153103 0.0187101 0.0141426 0.00471506 0.0314791 0.0199503 -0.0119539 -0.017854 0.00502542 -0.02196 -0.0544404 -0.000157192 -0.0309139 0.0144968 0.00465106 -0.00361976 0.0122152 0.0220169 0.0375729 0.0222154 0.00931301 0.017277 0.0283201 0.0152507 0.0255945 -0.00676285 0.0453505 -0.0447499
internal_weight=31291.6 28576 22211.8 20486.1 19926 12624.3 7301.65 1725.67 454.57 148.434 1271.1 624.719 6364.24 6028.75 2715.57 3289.57 1205.52 2084.05 2739.18 306.135 646.385 2685.8 2457.67 1756.44 143.295 1613.14 1433.11 257.906 122.483 560.134 531.225 335.492 51.7271 42.6173 23.2193 180.036 206.179 153.01 53.1689 31.853 35.5943 52.5654 15.0793 701.232 154.407 104.593 37.486 49.8144 53.3772 282.927 58.7184 546.824 84.7789 462.046 224.208 117.415 21.3159 28.9089
internal_count=178491 163121 128360 118844 116110 75723 40387 9516 2493 870 7023 3453 34761 30149 15370 16505 6003 10502 13644 1623 3570 13380 14149 10064 730 9334 7078 1221 633 2734 2581 4612 265 221 129 2256 956 697 259 158 161 613 168 4085 915 488 445 427 264 3999 712 3170 503 2667 3287 536 101 153
is_linear=0
shrinkage=0.05


Tree=96
num_leaves=57
num_cat=0
split_feature=21 20 23 20 23 21 23 21 20 23 21 23 23 20 21 23 22 20 20 23 20 20 21 20 20 12 20 21 2 12 0 1 3 1 25 20 23 20 3 3 12 17 2 12 0 2 16 16 3 26 26 0 0 3 17 16
split_gain=60.2766 71.4081 102.047 85.3991 81.0376 71.9857 70.7948 89.5309 82.1069 78.7321 79.2442 66.5102 65.4638 63.7538 49.3248 221.652 109.67 66.1297 61.5241 111.61 79.5377 181.929 69.8752 58.0045 43.6125 42.9912 33.04 25.1064 24.4262 20.1749 15.4405 15.0927 14.987 14.7957 14.6371 14.2453 13.6968 13.6587 12.0684 8.87298 8.68923 8.48293 7.6307 6.98883 12.0906 7.97558 6.63707 8.99681 5.93212 5.8657 4.43018 3.82133 2.92672 2.80384 1.46134 0.911294
threshold=20.211690945970869 7.6750000000000016 96.002971485224123 5.3958333333333348 91.92283175876851 18.316080309449259 95.003130920078519 19.519547383309764 7.104166666666667 95.019300518249821 12.724622592399793 92.998819010110978 95.87469062790943 6.1208333333333345 21.124218014908191 95.008198566471876 5.5000000000000009 5.7458333333333345 8.1708333333333361 94.112390022105771 7.9375000000000009 7.8750000000000009 47.341199691066684 6.2541666666666673 6.8875000000000011 1.0000000180025095e-35 5.3083333333333345 27.691502310314792 0.95000000000000007 1.0000000180025095e-35 10.950000000000001 99.850000000000009 93.850000000000009 93.550000000000011 1.5000000000000002 5.8375000000000012 95.791309259411932 8.0916666666666668 88.750000000000014 92.750000000000014 1.0000000180025095e-35 51.450000000000735 3.0500000000000003 1.0000000180025095e-35 36.050000000000004 0.25000000000000006 51.850000000000371 32.04999999999928 92.950000000000017 1.0000000180025095e-35 1.0000000180025095e-35 24.250000000000004 19.250000000000004 94.550000000000011 71.549999999999287 46.10000000000128
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 5 40 26 7 8 -5 10 -8 38 -13 -11 15 23 17 29 20 48 21 22 -16 46 -9 -19 32 52 -23 -17 -4 35 -1 36 49 -18 -21 -29 -6 -28 55 -42 -35 45 -45 -32 47 -2 51 -25 -50 -20 -22 -7 -55 -3
right_child=14 2 30 6 11 53 9 24 -10 13 -12 12 -14 -15 18 16 31 25 19 33 27 28 -24 34 -26 -27 39 37 -30 -31 43 -33 -34 42 -36 -37 -38 -39 -40 -41 41 -43 -44 44 -46 -47 -48 -49 50 -51 -52 -53 -54 54 -56 -57
leaf_value=-0.02012162353892101 0.011952466392727831 0.060143041648320045 -0.039752036632792365 0.003051010433800684 0.0038030886598833511 -0.049132931466022413 0.017447680296233489 -0.0013779914342175138 0.021016608910580312 0.013654473204614532 -0.034439907907569726 -0.0064301186355236496 -0.027980490602320364 -0.0052928291925969026 -0.00048627858808128157 0.021909152367491126 0.027021702491595342 0.038812951912519815 -0.035366359103104511 0.016501542696445989 -0.0477469183811196 0.055685313553537896 0.0094285911813407845 -0.034026261514325529 -0.050426222416687906 0.08736814671048794 -0.084683007777782496 -0.020346859663545998 0.022234868378169691 -0.05343308303923236 -3.4929479612129238e-05 -0.037865725976608602 -0.0051830209272002454 0.1018382879940158 0.010637680683876992 0.00790648774858199 0.03290132252955149 -0.0037337017059554571 -0.057593873006661384 -0.03742723799612243 0.02956371671333323 -0.0070585713076289393 0.043672699285810565 0.063177631639190213 0.020387365575066194 0.036485071976306946 -0.0060224450578218146 0.061384810033018447 -0.048119479899676992 -0.056155230717791209 -0.015829752170733773 -0.0018478611141924354 -0.079630887458956065 -0.07027318637221952 -0.090565449806855464 0.040532556384242358
leaf_weight=227.81732244044542 18.867178335785866 15.977183081209661 7.6020132675766936 2983.2693880386651 8.5985515862703306 12.410252019762991 92.203820314258337 80.946273762732744 808.27738161757588 552.20263710618019 364.37046749889851 861.29719809815288 596.4196954164654 2265.0745937135071 16747.597004925832 30.958730850368738 158.06769002601504 74.302638735622168 14.708758138120173 333.8651771210134 15.178876195102932 158.88876345381141 1987.9355750400573 185.37045222520828 102.97934281826019 117.96286417171359 12.421698041260241 389.60174978524446 83.126938980072737 12.462032213807104 25.447716634720564 13.830428108572958 638.29877034574747 7.8823681548237827 16.929541990160942 254.22143514454365 205.79341935366392 181.291957013309 115.71657539345324 49.588975787162781 55.826651938259602 22.06077317148447 19.808566521853209 38.268297333270311 29.031791180372238 36.240482728928328 12.55809800699353 17.973016567528248 52.032590694725513 35.715606309473515 13.347587957978247 20.155073806643486 13.687807604670523 30.994645781815052 12.430306252092121 9.4150503352284414
leaf_count=1263 112 80 50 17282 67 86 623 482 4613 3377 2392 5459 4169 14773 89208 147 909 374 70 1969 83 771 13743 1190 579 611 62 1970 539 74 142 83 4225 35 87 1366 1062 922 744 335 261 97 226 235 169 182 70 95 307 184 60 97 73 191 63 53
internal_value=7.4319e-05 -0.00311382 -0.012071 -0.00113172 -0.0154399 -0.0149537 0.000744355 0.00522827 0.0068809 -0.00470051 -0.0239614 -0.0182412 -0.0152474 -0.00157905 0.00158688 0.0127265 0.028649 0.0560172 0.00106458 0.015991 0.000555579 0.00112214 0.00056574 -0.0239371 -0.0288399 0.0686036 -0.0116366 -0.0173716 0.0441958 0.000285457 0.029495 0.0135116 -0.00911237 0.0245845 -0.03417 0.0152351 0.0227554 -0.0150712 -0.0533472 -0.0468933 0.0274716 0.0191908 0.0602298 0.0335761 0.0447188 0.0214198 0.0253683 0.0360687 -0.0326454 -0.0376011 -0.0415274 -0.015989 -0.0628654 -0.070092 -0.0760818 0.0528718
internal_weight=31249.3 10055.2 1821.9 8233.29 1685.31 983.962 7249.32 3975.47 3791.55 3273.85 456.574 1582.03 1457.72 2817.28 21194.1 949.22 661.806 235.686 20244.9 667.594 19577.3 18977.5 18735.5 287.414 183.926 192.266 928.127 599.76 242.016 43.4208 136.59 426.12 866.116 567.35 238.016 412.289 539.659 570.894 124.315 62.0107 103.28 77.8874 27.6909 128.988 67.3001 61.6882 49.3983 36.8402 100.244 221.086 65.3802 34.8638 28.8667 55.8352 43.425 25.3922
internal_count=178491 62054 11708 50346 10930 6225 44121 22956 21895 21165 3015 10439 9628 18150 116437 5302 3564 1206 111135 3826 107309 104261 102951 1738 1061 985 5885 3048 1310 221 778 2358 5488 3292 1461 2275 3031 2892 811 397 491 358 261 728 404 324 277 207 534 1374 367 167 156 340 254 133
is_linear=0
shrinkage=0.05


Tree=97
num_leaves=55
num_cat=0
split_feature=25 14 19 23 23 23 23 23 23 19 18 18 23 18 19 23 15 23 23 15 0 3 0 23 0 3 3 26 1 19 23 23 23 23 26 0 3 23 3 18 18 23 0 1 16 0 3 15 17 23 15 16 23 23
split_gain=52.8906 61.8384 52.9032 56.6042 69.0175 53.1778 103.71 70.02 81.046 31.2716 30.0794 27.3314 24.9979 28.2556 24.637 22.5068 22.2126 22.085 25.0554 21.9173 21.1179 20.696 19.2468 23.8344 18.9904 18.9814 21.5606 20.0808 17.6541 17.613 17.0228 29.2607 14.661 13.6654 13.4618 12.6276 14.5595 12.5377 11.286 10.073 15.5716 15.1568 8.94189 8.58249 8.37863 9.60342 7.68883 7.36482 7.02088 9.21485 6.98705 4.4048 3.49844 2.98396
threshold=1.5000000000000002 1.0000000180025095e-35 0.74550986464573243 96.944877178771549 95.997100293133428 92.998819010110978 92.006529031807261 93.998952691492249 94.003290796968557 0.67348073282917598 478.8275000000001 287.15083333333342 97.015045772664749 650.31000000000006 0.95651323023701351 89.988079595124404 8.5000000000000018 92.998819010110978 93.003780710711752 22.500000000000004 21.050000000000004 95.15000000000002 28.250000000000004 95.001257886247657 11.65 94.550000000000011 95.050000000000011 1.0000000180025095e-35 99.850000000000009 0.11983735395126836 94.227509561091395 94.261644703714779 89.988079595124404 94.261644703714779 1.0000000180025095e-35 15.850000000000003 91.750000000000014 94.058517709790252 94.950000000000017 173.90916666666669 239.50333333333336 91.993404261165367 20.250000000000004 52.850000000000001 55.450000000000735 16.450000000000003 94.750000000000014 10.500000000000002 30.549999999999276 95.940015720973079 27.500000000000004 49.849999999998552 95.998574193368754 92.977870356643635
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 10 6 15 9 -9 -7 -4 16 13 -5 -6 -1 48 29 35 30 25 -14 32 -24 -8 27 -27 -13 34 42 37 -32 -18 50 -22 43 51 -20 -35 44 41 -41 -2 -19 53 -46 -30 -42 52 -50 -21 -37 -3 -31
right_child=17 11 3 12 14 7 24 8 -10 -11 -12 20 21 -15 -16 -17 22 18 19 33 28 -23 23 -25 -26 26 -28 -29 46 39 31 -33 -34 38 -36 36 -38 -39 -40 40 47 -43 -44 -45 45 -47 -48 -49 49 -51 -52 -53 -54 -55
leaf_value=0.017939565048565271 0.0034132770462931891 0.041105372366194347 0.0099375003770784953 -0.033466368844402287 0.018589388179308077 -0.013957867114128275 -0.0026063776563144195 0.039925777124841584 -0.0029184115871974917 0.0054505226261976555 -0.0014765835532091669 0.0026911178303753421 -0.018448965707911765 0.04446197446975466 0.061000318531503464 -0.0080864548830388433 -0.053303572685760706 0.038732346640087081 0.01287883501438411 -0.020900004103040937 0.0025895955208573422 0.041014639179869333 0.021037923823614527 0.0034237398893807933 0.016370781892146646 -0.0073772193592418836 0.012803576318702154 0.037336234926036264 0.019840407767236595 0.044751574132065132 -0.06349653033788287 0.0057231963957549425 0.0024785649703384866 0.019440464749838349 0.014473692336508965 0.035477641111716147 -0.073820945302441626 0.037988862377335092 -0.009732160900258708 -0.038639691377102346 0.0085080415361394688 0.016457340220719069 -0.069909973686760482 -0.034474320534206501 -0.020371086091061589 0.045870679858440538 0.066143108562027458 0.029943269258907491 0.0095851386611305548 0.026816377274018824 -0.063546711838154232 -0.033656507197612442 0.010923186168964226 0.076838846014838522
leaf_weight=89.434087961912155 8.8497379124164599 46.785592917352915 851.70058549568057 173.98958927020431 541.958485648036 2062.7326744552702 149.74455850757658 111.27000338956714 13789.232434639707 230.76319155097008 1790.8975749965757 505.72586901858449 31.557341013103724 12.465343587100504 36.552558794617653 1167.1399418823421 11.89826489984989 8.5178451538085955 383.77311719208956 35.527819931507111 1683.7279934249818 27.283818911761045 377.39712981320918 391.05383114330471 1101.8655364643782 1308.9546184018254 147.23734670132399 45.596085758879781 21.440343990921974 35.828505979850888 15.409916333854197 1650.7882858570665 1176.3323907963932 43.988734345883131 277.5783803742379 4.7129792086780089 20.764800243079662 57.109856748953462 134.59460783004761 22.219648573547602 57.326745973899961 28.482905412092805 7.8430358506739131 7.5543605834245673 10.694803215563299 11.202765356749294 15.409689173102377 133.13927904702723 203.29000129178166 125.47853058576584 13.162432655692099 4.5075562000274658 12.079832799732683 9.0821277685463411
leaf_count=431 71 242 4699 1204 2942 12044 800 645 81671 1240 10040 3644 175 65 185 6132 55 43 2253 158 8774 144 2129 2012 5943 6101 667 500 108 251 70 8969 6460 223 1871 60 96 390 634 116 438 209 46 75 68 57 64 992 1318 757 58 44 59 49
internal_value=6.97954e-05 -0.000563992 -0.00181009 0.00386338 0.00562656 -0.00286165 0.00391299 -0.00391094 -0.00257545 -0.0120051 0.00220214 0.00378629 -0.0192899 -0.0282565 0.0212691 -0.00623411 0.00807419 0.00675156 0.00508307 0.00580362 0.00127681 0.00912347 0.00590792 0.0120743 0.0141003 -0.00234515 -0.00533671 0.00555638 0.00491573 0.0189846 0.00739478 0.00508301 0.00191999 -0.00894823 0.00427152 -0.0314367 -0.0506041 0.0161315 -0.00254635 0.0216958 0.0169365 -0.00768812 -0.0310374 0.00432328 0.0388763 0.0135181 0.0392029 0.0234917 0.019009 0.0161617 -0.0324287 0.00168068 0.0349117 0.0512405
internal_weight=31223.7 28518.6 22168.6 3466.41 3221.11 18702.2 2508.18 16194 13900.5 2293.5 2642.6 6349.99 245.296 186.455 578.511 1256.57 2344.32 2705.08 2380.41 2334.35 4005.67 58.8412 1956.68 768.451 1251.61 2007.51 1456.19 551.322 1998.16 324.67 2107.08 1666.2 1188.23 227.274 1961.31 46.0575 29.9853 440.883 178.583 307.977 241.169 50.7026 16.6928 16.0722 66.8082 21.8976 36.85 190.466 387.634 328.769 48.6903 9.22054 58.8654 44.9106
internal_count=178491 163121 128360 19454 17866 108906 13306 95600 82316 13284 14739 34761 1588 1269 3127 6563 13032 15370 13073 12755 21729 319 10656 4141 6743 10912 6768 4144 10817 2297 11682 9039 6515 1073 10645 318 200 2643 857 2180 1755 325 117 118 425 125 172 1430 2376 2075 216 104 301 300
is_linear=0
shrinkage=0.05


Tree=98
num_leaves=53
num_cat=0
split_feature=21 21 21 20 20 20 20 21 20 21 20 21 21 20 20 20 20 21 21 20 2 20 20 20 20 21 18 20 3 18 15 22 1 21 15 21 18 12 3 3 20 22 12 21 15 19 21 18 20 0 26 15
split_gain=56.3864 140.286 98.6155 139.126 69.8948 175.453 117.787 327.148 224.422 137.315 96.7551 85.6249 75.9411 68.595 154.763 87.8672 106.634 84.6981 72.1161 67.2041 64.0509 58.7369 118.198 51.5069 87.412 47.9482 43.4288 55.2164 37.3959 31.4965 30.1926 30.1194 28.906 28.3226 25.5845 24.1838 23.001 22.2762 22.1529 20.2183 18.7438 18.2205 17.8989 16.9093 14.0963 13.6208 38.9251 23.0422 9.71586 8.01696 6.85862 3.79925
threshold=28.951165325167608 29.577480286081059 28.114407810626808 7.5625000000000009 5.8291666666666675 5.3625000000000007 6.7791666666666677 31.746086906983042 7.0958333333333341 31.560925224576675 6.7625000000000011 40.26600481786992 62.573518435587403 7.2875000000000005 6.5666666666666673 6.3458333333333341 6.4041666666666677 12.264677643042567 25.086358250521091 7.2625000000000011 1.0500000000000003 7.3708333333333345 7.4041666666666677 5.1375000000000011 5.2000000000000002 29.670059670059675 315.4550000000001 7.9583333333333348 96.65000000000002 419.04583333333341 13.500000000000002 5.5000000000000009 98.750000000000014 7.6948402111596756 16.500000000000004 11.394382617912031 626.70166666666671 1.0000000180025095e-35 95.550000000000011 95.550000000000011 7.3375000000000012 5.5000000000000009 1.0000000180025095e-35 28.836515098923986 18.500000000000004 0.38863829337002326 29.101464251773809 311.57916666666671 6.7791666666666677 31.350000000000005 1.0000000180025095e-35 9.5000000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 32 13 34 5 23 9 20 -9 36 -11 25 -13 14 15 18 -17 31 -1 28 -8 40 -23 29 -25 -7 44 42 -16 -3 -29 35 38 -33 41 -15 -6 -21 45 48 -19 51 -28 -43 50 46 -2 -47 -36 -46 -5 -4
right_child=1 4 3 26 6 11 7 8 -10 10 -12 12 -14 17 19 16 -18 21 -20 37 -22 22 -24 24 -26 -27 27 30 -30 -31 -32 33 -34 -35 39 -37 -38 -39 -40 -41 -42 43 -44 -45 49 47 -48 -49 -50 -51 -52 -53
leaf_value=-0.0029921956830173671 -0.028349933706495929 0.0045437915756079304 -0.033337039726954912 0.00049489916195754181 -0.018953718700746441 0.01562260932587272 0.052086461646153319 -0.03025137235477815 0.00082467146665228118 0.011159627802026744 0.053078666957386479 0.00439585596198589 -0.042785766216455343 -0.044144761098769122 0.006466161403250347 -0.037750546623488618 -0.0062614924238949534 -0.014775188462652701 0.0090341962502022317 0.016000467416452484 0.0062393107791071482 0.03978738287246264 -0.0028250160351800178 0.03977358011487836 -0.0048118981211104379 -0.030627183939891452 0.043901747593612692 0.040428921344354558 0.040967128969944998 -0.013199493701006327 -0.061684301398133683 0.010841591234181743 0.089479787719637438 -0.017287032223333672 -0.049125114222381361 -0.01583139101015912 0.054941689956118749 0.044231393642014075 0.077859601528456501 0.030667817770758055 -0.041212747702489949 -0.021311522555611515 0.098137973089680752 0.022709625730212252 -0.064627171024594005 0.055452180894882033 0.035049561052774361 0.022243139132861588 -0.0047579013200224878 -0.0046665578983533752 0.045109508076683562 -0.064862857357784687
leaf_weight=5966.1608023177832 39.388302475214005 1373.5702144615352 14.893481083214281 51.224328547716141 418.69434130936861 60.287719778716564 284.61583878472447 862.41080324351788 1780.2499635089189 3860.5495882127434 142.7445306610316 534.03205450251698 101.49304105341434 172.87442125938833 4073.5759959891438 353.99983540549874 1117.8008647207171 185.18479813635349 1575.7530002724379 121.77320583164692 104.02248249202967 169.67998498305678 3975.3608086649328 253.0468274615705 194.37488770484924 795.22589073330164 28.812413465231657 14.290751054883005 80.086022682487965 305.79311258532107 14.670082814991472 105.86399312317371 20.885526761412621 578.59434723854065 191.38159630820155 133.78451710380614 10.802276395261286 163.96231134608388 21.855872943997383 8.9122504368424398 105.08939440175891 384.56325592845678 32.226563863456249 23.126253180205822 12.631203956902029 74.986835885792971 62.827277947217226 172.14468334801495 13.189912915229796 9.9786035567522031 10.355898700654505 26.669689379632473
leaf_count=34996 173 7972 81 293 2101 317 1326 4798 10262 21441 850 3425 645 1322 23391 1977 6483 1134 8293 699 781 858 22894 1510 1021 3936 154 69 409 1798 70 651 92 4161 1049 955 56 903 99 50 630 2096 149 129 95 357 335 884 83 53 48 137
internal_value=6.64531e-05 0.00285324 -0.00155532 -0.0183503 0.00181331 -0.00389031 0.00457783 -0.00301763 -0.00931674 0.00977187 0.0126543 -0.0170409 -0.00313903 -0.000810797 0.00110331 -0.00266028 -0.0138353 -0.00555622 -0.000479488 0.00874488 0.0398151 -0.00260331 -0.00108065 0.00532925 0.0204042 -0.027368 0.0214136 0.0455602 0.00713137 0.00131294 -0.0112964 -0.0187707 0.0322457 -0.0129364 -0.0288016 -0.0317926 -0.0170952 0.0322001 0.0290254 -0.0430528 -0.0243465 -0.0220295 0.0725367 -0.0188144 -0.00439938 0.0259703 0.0106189 0.0323197 -0.0462645 -0.0381642 0.0079977 -0.0535661
internal_weight=31190.5 11474 19716.5 836.926 11081.9 3617.82 7464.09 3031.3 2642.66 4432.79 4003.29 1491.04 635.525 18879.5 13453.1 9013.71 1471.8 5426.43 7541.91 4439.4 388.638 4435.31 4145.04 2126.79 447.422 855.514 174.19 89.9998 4153.66 1679.36 28.9608 991.117 392.088 684.458 662.736 306.659 429.497 285.736 371.203 213.484 290.274 449.253 61.039 407.69 84.19 349.347 102.216 247.132 204.572 22.6098 61.5802 41.5632
internal_count=178491 64179 114312 4556 62239 20624 41615 17167 15060 24448 22291 8323 4070 109756 77151 51749 8460 32605 43289 25402 2107 25516 23752 12301 2531 4253 931 442 23800 9770 139 7089 1940 4812 3625 2277 2157 1602 1848 1182 1764 2443 303 2225 489 1749 508 1241 1132 148 341 218
is_linear=0
shrinkage=0.05


Tree=99
num_leaves=57
num_cat=0
split_feature=21 20 20 23 21 20 20 23 20 23 23 21 23 23 22 21 23 23 23 21 20 20 20 23 18 18 14 23 20 18 20 18 16 18 18 20 21 23 0 20 18 21 18 18 18 20 18 16 18 16 16 16 3 18 18 16
split_gain=51.4381 61.7102 71.087 69.8492 67.4694 54.0755 52.5785 45.3131 126.936 84.7386 68.6843 138.715 130.997 117.494 98.8684 62.5557 44.4723 85.8841 75.5399 40.6732 58.205 71.1095 60.8336 39.5976 46.8832 34.3944 33.2113 32.9248 30.2071 26.6718 26.3538 23.0219 21.1219 18.6516 66.7679 31.7104 26.3467 20.1467 17.8758 16.3707 15.2494 14.7482 14.638 27.592 13.4397 10.283 9.70192 6.59101 4.16052 3.94197 3.45029 3.44015 2.62928 2.11311 1.27603 0.474374
threshold=20.211690945970869 7.8916666666666684 5.3958333333333348 92.993530851545856 18.316080309449259 7.9041666666666677 5.479166666666667 91.021329629720654 6.1625000000000005 92.999831963679156 95.118830512887854 21.124218014908191 95.08064210916146 95.880467401843461 5.5000000000000009 50.00308399795442 96.01037130005615 97.015045772664749 96.008279405980844 24.848813425663526 7.3375000000000012 7.8208333333333337 5.0208333333333348 94.830639493121382 385.52416666666676 228.47750000000005 1.0000000180025095e-35 96.017808737120575 5.3083333333333345 562.85583333333341 7.0625000000000009 57.624166666666675 67.049999999999287 373.17500000000007 290.82416666666671 5.7458333333333345 30.423459739442986 89.988079595124404 13.850000000000003 5.4500000000000002 201.00583333333336 22.399932239485022 232.10083333333336 433.85000000000008 202.76833333333337 5.8083333333333345 597.19416666666677 52.10000000000128 345.38666666666671 73.049999999999287 32.04999999999928 58.100000000004009 94.550000000000011 146.03916666666672 301.80250000000007 36.099999999999007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 42 28 48 31 8 33 19 12 14 15 -13 -12 -11 18 -18 -8 25 22 -22 -21 24 -7 41 -27 -25 29 -1 -14 55 38 34 36 51 -2 -36 -10 -33 -30 -9 50 47 -40 -37 -45 -44 53 -50 -3 -35 -6 -5 -54 -4
right_child=7 3 6 5 52 23 16 9 32 10 11 13 30 -15 -16 -17 17 -19 -20 20 21 -23 -24 27 -26 26 -28 -29 40 -31 -32 39 -34 35 37 45 -38 -39 44 -41 -42 -43 43 46 -46 -47 -48 -49 49 -51 -52 -53 54 -55 -56 -57
leaf_value=-0.009621169393429772 -0.015463729469331911 -0.027297709228581341 -0.023811539746723474 -0.041095650495502449 -0.047686761633976942 -0.012822500358233336 0.00044991081229891225 -0.038658721506102597 0.0085258191777714456 -0.0023927991064867735 0.052461096381676647 0.018368923207670276 -0.013886206386820346 -0.00012779016838432311 0.011296848479679461 0.011099921630428869 -0.019074775848925012 0.018583719099203148 0.057438601693555302 -0.020010874546574759 -0.019709848996136967 0.03322734302584672 0.021696001221111389 -0.022266121356429965 0.026382787329310872 -0.026085707680872046 0.019187158349363506 0.018121285594285125 -0.012083614247265317 0.059004137499203579 -0.059771325391667685 0.020943249673554033 -0.0028370614027301289 -0.084291815869226738 0.058679640064825345 0.020056398509720602 -0.047625568630622311 0.0065355578590271107 0.12444672441694085 0.053898667565730154 -0.063910286604848973 0.027791182362058044 0.073992209004196924 -0.022230690696056449 0.062252097875259899 -0.028127849514696959 0.035089762607322675 0.028997531051493643 -0.036017485783974498 -0.07582885155326044 0.0090699926162119294 -0.051922598062719143 -0.067594734869097603 -0.068184823769352795 -0.085705734292814806 -0.040711134136586204
leaf_weight=848.98654478788376 167.20460127294064 10.312807455658914 8.649188697338106 8.8569464236497861 12.106294710189102 213.82390673831105 6561.9620485026389 9.3012537583708745 11.256171159446238 9497.270108602941 236.34805290214717 993.05451923236251 43.137200482189655 6338.7580570150167 381.02362533658743 944.45473767258227 700.06054013594985 193.17864298075438 58.668482132256031 93.680144835263491 226.45351861044765 88.124025765806437 1310.7765273693949 724.88229027576745 118.52340530604124 172.2068435549736 52.968929313123226 54.238536473363638 22.438821047544479 14.398839969187973 113.96334058791399 148.57824639976025 14.632086671888827 28.115682102739811 26.933738395571709 12.765253230929373 102.84396420419216 59.326114006340504 11.92777545750141 50.489038463681936 38.625062897801399 81.650620821863413 33.764516495168209 17.916684754192833 31.960729829967022 83.501810003072023 12.555029839277266 10.724014207720755 40.211634343490005 7.3551377393305293 17.741043865680695 11.592759534716604 26.992235600948334 38.457097813487053 15.203696515411137 7.987102083861827
leaf_count=5402 885 50 54 62 86 1469 39409 47 57 51127 1206 5512 212 33905 2111 6765 5103 1083 368 511 1279 852 7902 4930 633 894 288 312 144 86 548 839 74 131 125 56 505 305 54 324 253 455 160 86 165 414 59 53 291 45 83 52 164 369 90 47
internal_value=6.28019e-05 -0.00288851 -0.00136682 -0.013009 -0.014062 -0.0163837 0.000240699 0.00146101 -0.0125458 0.00184349 0.000780802 0.00429412 -0.00185421 0.00237749 0.0270557 -0.00117238 -0.000458005 -0.0109305 0.000954914 0.0115286 0.0145598 -0.00488031 0.0189141 -0.0132907 0.00115909 -0.0049544 -0.015436 -0.0194545 -0.0108804 -0.00847669 -0.047172 0.0245795 0.0505677 -0.0214916 -0.0154793 -0.037246 -0.0277121 0.022817 0.0647381 0.0293017 -0.0448658 0.0209956 0.0265102 0.0380406 0.079155 -0.0217385 0.00138662 0.0631462 -0.0526158 -0.0421734 -0.00429905 -0.0748417 -0.0682272 -0.0631139 -0.0741203 -0.0319251
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internal_count=178491 62054 53452 8602 6225 8111 47227 116437 2823 113614 101386 42734 58652 39417 3317 57892 45963 6186 39777 12228 10544 2131 8413 7344 2102 1684 1182 5242 5885 5488 760 1264 350 2473 1820 653 1390 430 276 1163 397 502 491 358 219 470 145 213 767 336 133 183 340 431 254 101
is_linear=0
shrinkage=0.05


Tree=100
num_leaves=55
num_cat=0
split_feature=16 16 15 1 25 16 20 20 21 23 21 20 23 23 23 23 22 21 26 21 21 17 21 2 12 23 20 23 20 11 25 26 25 21 26 21 20 20 15 17 16 12 23 23 15 17 23 20 21 16 3 17 11 16
split_gain=52.277 52.7959 57.9499 61.2246 57.1086 50.0064 36.2958 33.8358 45.092 33.6901 32.9152 25.0148 22.7126 54.5016 52.6463 49.4539 43.7122 41.0621 33.5217 28.4306 90.1608 22.0122 19.3931 19.2338 14.8164 13.9431 12.834 11.2124 9.98115 9.8777 14.383 15.6736 11.9573 10.6193 9.79935 9.11902 8.54188 7.85231 7.60597 7.32643 7.00163 6.92541 6.43677 6.16643 5.84856 5.45013 4.29413 3.5053 2.95162 3.42658 1.64004 0.96002 0.844171 0.100981
threshold=25.549999999999276 421.30000000000115 12.500000000000002 97.050000000000011 1.0000000180025095e-35 82.100000000001288 9.6333333333333346 5.104166666666667 49.650090470446322 96.952992361115022 67.401459938522819 4.4208333333333343 95.985565648201529 95.996067135067918 95.118830512887854 95.08064210916146 5.5000000000000009 38.923556063673722 1.0000000180025095e-35 20.555907507127024 21.631168831168832 101.59999999999901 36.096043704291134 1.1500000000000001 1.0000000180025095e-35 96.005034935970045 5.5458333333333343 96.003844680480853 4.8458333333333341 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 20.971177332681979 1.0000000180025095e-35 32.110368483876954 6.4250000000000016 6.5666666666666673 7.5000000000000009 646.39999999999975 500.00000000000097 1.0000000180025095e-35 95.927947427305625 94.830639493121382 16.500000000000004 24.049999999999276 95.021726565957707 6.104166666666667 95.276090947606292 21.299999999999503 92.850000000000009 40.599999999999007 1.0000000180025095e-35 16.600000000000254
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 3 5 7 21 9 22 -9 -6 12 34 14 26 15 18 27 -18 -1 24 -21 -2 -4 -7 -16 -13 44 -15 48 30 35 39 36 -33 -5 42 40 -28 46 -32 -31 -17 -3 -38 -14 -8 -34 -37 49 53 51 -30 -52 -12
right_child=1 29 4 11 6 23 45 8 -10 -11 28 25 13 16 19 41 17 -19 -20 20 -22 -23 -24 -25 -26 -27 37 -29 50 32 31 33 38 -35 -36 47 43 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51 52 -53 -54 -55
leaf_value=-0.0055337596149405725 0.010023246591820269 0.0018138990333579387 -0.018365732146466533 -0.034017823994234912 0.0040143087066839252 -0.0040194926504401032 0.018550776076258237 -0.0029693559250777053 0.021329550957490888 -0.012980408749531264 0.015601375926367157 -0.003900010848143141 0.01599108482011842 -0.0059063964216683421 0.0070320391067864932 -0.079482984801822476 -0.0045657082874207494 0.02517964695043199 0.0056056665153289241 0.072038406445522271 0.0082852347591546721 0.0026230823795521871 0.0028253664935612025 0.004243311113466079 -0.019767989235311922 -0.023667948407529983 -0.045996811541944155 -0.030287859224126204 0.05401098423514579 0.0019690695125710008 -0.019406915856211186 0.031996656317304265 -0.0012996111887163108 -0.0090883562997570895 -0.092575788078769497 -0.0019053515239843026 0.0017006489336214769 -0.026378759252332434 -0.034209451228179519 -0.048864313637508205 -0.030314202847577278 -0.039367708145678776 0.022206115671479468 -0.019231572262469059 -0.029916093186820276 0.058822284112330869 0.026198846019504885 -0.029342084614154374 -0.0071370827292698063 0.054886364329663012 0.075733775927436839 0.012137326272146821 0.05407920049033256 0.0064333004097871099
leaf_weight=4174.9823458846658 4652.3920868299901 130.89288299903274 531.90906996279955 34.529000446200371 5098.3511385787278 1333.7336728535593 11.281475499272345 6595.5570925660431 196.61819129996002 309.31009355932474 5.9125351123511809 564.6088010314852 19.243097485974435 62.370518554002047 97.784914644435048 19.4088463075459 1275.028488278389 127.63703432679176 805.70253917947412 61.03097265213728 607.17679580487311 1281.7474130894989 135.45954966917634 1492.3159485198557 109.12400128692389 105.94011842086911 95.584574781358242 193.27785001322627 3.1520836502313641 18.569184198975563 116.10307848080993 22.83901659026742 36.335302494466305 50.513957623392344 9.0082984380424005 21.407487779855728 56.463274400681257 109.36858172342181 11.982885617762802 25.797966748476028 175.79870595037937 24.140677601099014 54.939430184662342 93.357535153627396 10.849605049937962 32.908795975148678 23.301561698317528 25.517570946365595 9.3475758321583289 7.0328882858157149 10.863080009818079 2.4194371365010738 7.6841975301504126 6.1044165082275867
leaf_count=24130 27014 727 3401 237 26626 6714 50 40726 1117 1588 46 3609 119 419 517 92 7543 678 4436 309 3311 6954 745 8728 868 690 564 1208 55 91 556 109 181 254 91 109 263 699 55 119 815 124 330 442 66 164 111 131 62 61 62 50 59 57
internal_value=4.15614e-05 0.00123247 0.00170052 0.0046703 -0.000478687 0.00581787 0.00341103 -0.00332151 -0.00226596 0.00304224 -0.00348772 -0.00940771 -0.00375359 -0.00851838 -0.00222435 -0.00419564 -0.00532463 -0.001859 -0.00373179 0.00909323 0.0141082 0.00842484 -0.0140645 0.000343741 -0.00710233 -0.00702315 -0.0310512 -0.0243395 0.0359638 -0.0108969 -0.0057459 -0.0150618 -0.0164467 0.00370378 -0.046134 0.00286947 -0.0203145 -0.0355281 0.00214081 -0.0247623 -0.02723 -0.057246 0.00784265 -0.0113428 -0.000560262 0.0485412 0.0094447 -0.0168253 0.0158751 0.0271669 0.0596162 0.0358273 0.0667622 0.0109441
internal_weight=31094.7 23249.5 22385.7 9474.28 12911.4 8760.19 5451.85 7459.54 6792.18 5407.66 7845.23 714.086 7792.71 1893.36 5899.35 5024.23 1658.31 1402.67 4980.68 875.117 668.208 5934.14 667.369 2826.05 206.909 670.549 235.046 255.648 52.5162 863.82 448.011 215.254 415.808 73.353 43.5373 232.757 344.189 204.953 71.6197 141.901 194.368 43.5495 185.832 149.821 30.0927 44.1903 59.6369 46.9251 28.3974 19.0498 24.1188 5.57152 18.5473 12.017
internal_count=178282 132747 128454 54037 74417 49410 28428 45989 41843 28214 45535 4627 45083 11296 33787 28782 9848 8221 28566 5005 3620 33968 4146 15442 1385 4299 1448 1627 452 4293 2335 1038 1958 363 328 1297 1611 1263 347 675 906 216 1057 705 185 214 292 240 226 164 226 105 121 103
is_linear=0
shrinkage=0.05


Tree=101
num_leaves=56
num_cat=0
split_feature=18 16 17 16 15 1 16 25 14 20 20 20 3 22 20 2 3 25 16 20 20 11 20 15 2 16 18 15 14 1 17 17 20 26 15 18 18 15 22 1 18 1 13 16 16 20 20 20 26 15 20 20 1 18 17
split_gain=50.4932 49.8544 51.9222 43.8264 34.5617 47.6457 34.4928 26.9282 26.6428 25.1686 30.0371 26.6715 26.3911 35.1499 24.0291 21.4349 29.2872 21.1114 25.1103 23.4521 29.7457 19.7915 19.253 19.0842 18.3905 17.8048 15.0388 15.9849 15.0299 13.2662 13.21 12.2459 12.2051 10.9714 10.7737 10.17 9.99718 11.3159 11.0958 7.82714 7.5976 7.49707 9.07276 6.55413 6.40075 6.33732 6.24124 5.75365 4.72182 4.01797 3.93579 3.71525 3.5749 2.89103 2.51746
threshold=88.682500000000019 25.299999999999503 37.800000000002008 77.249999999998195 10.500000000000002 78.850000000000009 61.19999999999937 1.0000000180025095e-35 1.0000000180025095e-35 5.3625000000000007 6.4041666666666677 6.7791666666666677 95.750000000000014 5.5000000000000009 5.1583333333333341 1.3500000000000003 94.750000000000014 1.0000000180025095e-35 788.90000000000066 6.5666666666666673 7.4041666666666677 1.0000000180025095e-35 8.5625000000000018 10.500000000000002 5.9500000000000011 52.450000000000735 325.08250000000004 12.500000000000002 1.0000000180025095e-35 96.65000000000002 18.299999999999503 527.4000000000002 6.679166666666668 1.0000000180025095e-35 7.5000000000000009 25.22333333333334 14.675833333333335 14.500000000000002 5.5000000000000009 56.250000000000007 287.15083333333342 59.45000000000001 1.0000000180025095e-35 22.049999999999276 22.549999999999276 7.729166666666667 6.2541666666666673 6.6000000000000005 1.0000000180025095e-35 15.500000000000002 8.0291666666666686 5.8083333333333345 52.650000000000013 267.22750000000008 49.399999999999842
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 7 17 4 5 -4 -6 21 9 14 12 32 13 -11 36 29 -17 19 25 23 -21 28 -13 -3 26 -19 31 -28 30 -5 -2 -9 -12 39 53 54 37 -1 -38 -26 -30 42 -16 47 -36 48 -20 51 -45 -14 -47 -37 -35 -23 -10
right_child=1 2 3 15 6 -7 -8 24 35 10 11 22 49 -15 41 16 -18 18 46 20 -22 34 -24 -25 33 -27 27 -29 40 -31 -32 -33 -34 52 44 43 38 -39 -40 -41 -42 -43 -44 45 -46 50 -48 -49 -50 -51 -52 -53 -54 -55 -56
leaf_value=0.00010885874954473235 -0.017518989244039457 0.0024118340146438294 0.012902364160871366 -0.0044546432780843094 0.0024340808276433644 -0.0073296187989544655 0.014422094034933483 -0.0032036991603754841 0.064733921223788862 0.0017546789170935669 0.0038251075712334571 -0.010126679741463713 0.0089969157218194422 -0.032495287372679059 0.067423632233298697 -0.00057543614029119297 0.016489394755116061 0.0049055253984206975 -0.04630912180266869 0.005323120212300466 -0.0055532248547302482 -0.042695411134723443 -0.047219180914224057 -0.0080231666409345762 -0.028328545156609597 -0.0018119349881997272 -0.0057816070729239154 0.006824831741370452 0.0042402332634525327 -0.039706718005185583 -0.0069765962336217086 -0.035437410170481395 0.042188862629956587 -0.0054115340358618378 0.0076034156400920224 -0.0048244305545700914 0.0073223367414162856 0.066141104056186645 -0.018533391969117682 0.014087642314730173 -0.0043140401182412882 0.00047048636835430148 0.010562131366480085 0.014041276830361174 0.029329956481966287 -0.031690898963874163 -0.012191795189810024 0.011921783258346065 0.044986576062762525 0.049305362333483621 0.007731362347998285 -0.047794700472494248 0.04077149806613381 -0.009745315823398739 0.026197784626078902
leaf_weight=16.861952308565382 333.53948520123959 535.93588994443417 2337.6961457189173 1689.1232809461653 5945.373732464388 332.36921338550746 667.38665044866502 1247.9157571457326 9.5248527564108389 94.383680928498507 197.99916089698672 647.72724810242653 13.531011249870064 363.08649947308004 23.105385486036539 1120.4801754336804 324.17005115374923 2375.2527912817895 31.761633403599262 1400.3342276290059 1140.726439518854 9.5972993709146994 36.981143184006214 2401.5931226760149 12.880100939422844 1687.0628599971533 336.77558387443423 992.58263224363327 389.77370822243392 27.116462640464306 2722.9986329656094 30.177843496203423 23.156494207680225 4.592750657349824 196.09690537676215 8.9195389859378356 74.646717865020037 10.54596061632037 93.427434116601944 69.909467492252588 777.01639067754149 9.8433576673269254 10.073859769850968 69.191556371748447 40.984164044260979 10.837077133357527 23.19348593428731 14.735345691442488 14.999340021982787 11.38356629014015 15.227349597960709 11.536328228190539 47.811956826597452 21.728918958455324 7.6353983990848056
leaf_count=100 3091 3030 12954 8137 33171 2535 3780 6039 64 502 1121 4049 63 2064 125 7211 1567 12522 148 8611 7959 48 266 15267 116 8593 1640 4828 2051 162 17084 139 137 57 1007 49 454 58 553 775 3957 56 73 379 206 53 112 72 92 58 69 68 799 109 52
internal_value=3.93794e-05 0.000537771 0.00171994 0.00385108 0.0055826 0.0103839 0.00364396 -0.00306372 -0.00811432 -0.0100433 -0.0126211 -0.0072541 -0.0226997 -0.025429 0.00496133 -0.001234 0.0032538 -0.00104368 0.00166163 -0.00307677 0.000440539 -0.00544741 -0.01213 -0.00611936 0.000840149 0.00211579 -9.21459e-05 0.00363115 -0.00628412 -0.00501162 -0.00812702 -0.00396479 0.00784205 0.018821 0.00771795 0.0111833 -0.00248402 0.0255166 -0.0070501 0.00748869 -0.00145643 0.0387908 0.0501594 0.00688819 0.0113593 0.0128846 -0.0319101 -0.0118989 0.0195545 0.027414 -0.00865964 -0.029058 0.036724 -0.0198401 0.0475874
internal_weight=31063.3 29274 22039.6 12443.7 9282.83 2670.07 6612.76 7234.38 1789.36 1626.75 1388.25 905.864 482.385 457.47 238.505 3160.89 1444.65 9595.86 4117.27 5478.59 2541.06 4491.74 684.708 2937.53 2742.65 4062.32 2607.45 1329.36 4223.33 1716.24 3056.54 1278.09 221.156 135.194 268.407 162.607 195.482 27.4079 168.074 82.7896 1166.79 43.0226 33.1792 145.447 237.081 110.255 54.9551 35.1912 84.1909 24.9146 26.0644 20.4559 52.4047 31.3262 17.1603
internal_count=178282 167705 125759 69517 52440 15489 36951 41946 10577 9679 8260 5573 2687 2566 1419 17077 8778 56242 21375 34867 16570 27553 4315 18297 14393 21115 12646 6468 26183 8299 20175 6178 1258 1747 1370 898 1165 158 1007 891 6008 254 198 782 1213 593 260 189 471 121 122 117 856 157 116
is_linear=0
shrinkage=0.05


Tree=102
num_leaves=61
num_cat=0
split_feature=23 23 20 21 21 23 20 21 19 21 14 20 20 20 23 21 23 20 21 21 18 20 19 19 0 21 21 20 20 18 2 20 20 19 14 14 23 0 23 15 17 18 14 20 18 3 17 14 20 20 18 0 15 17 19 19 0 16 17 16
split_gain=49.7612 77.5926 82.0654 66.0793 149.087 74.6623 52.0436 51.4627 69.2701 74.8893 71.4192 61.5874 81.7274 109.649 56.3399 100.675 83.3727 49.8819 47.8842 68.0546 39.9255 38.2492 35.9411 34.2368 33.7154 31.6935 34.1282 64.8066 51.5783 31.1255 30.526 27.9372 27.2084 27.1095 26.5442 25.4897 41.403 25.3862 25.1943 23.172 21.1968 15.3686 14.5853 22.5449 14.379 15.5663 13.6995 13.2162 11.4935 9.86016 12.3094 7.22165 5.81474 4.85864 4.23721 4.04951 5.83421 2.31737 2.16466 0.904867
threshold=92.993530851545856 92.006529031807261 5.7166666666666677 47.126397041691412 30.689451884613153 91.058192768439028 5.5750000000000002 11.570553374803588 0.7420265130561251 13.414145405283362 1.0000000180025095e-35 7.8916666666666684 5.929166666666668 6.0708333333333337 93.995549286426296 39.305640024439406 93.997394497017638 6.854166666666667 62.693342693342693 62.573518435587403 113.07916666666668 7.7541666666666673 0.47825204009842509 0.82933668121913218 21.650000000000002 66.369153622645058 27.459946784769304 6.9041666666666677 7.104166666666667 458.03583333333341 2.3500000000000001 7.9041666666666677 6.3375000000000012 0.71775193392692083 1.0000000180025095e-35 1.0000000180025095e-35 95.880467401843461 40.550000000000004 94.227509561091395 11.500000000000002 29.049999999999276 528.76083333333338 1.0000000180025095e-35 8.3500000000000014 415.50166666666672 94.950000000000017 50.799999999999507 1.0000000180025095e-35 8.1708333333333361 5.7000000000000002 181.28083333333336 11.950000000000001 20.500000000000004 23.799999999999503 0.73855478223764226 0.7420265130561251 15.950000000000001 59.200000000000053 21.099999999999003 43.899999999996005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -4 22 11 10 17 18 12 35 20 15 -11 -16 39 19 -9 -14 -15 40 -19 -24 26 28 47 37 -30 38 55 -20 44 -6 52 -37 -3 -12 -10 -1 -29 48 -44 45 -27 -32 -28 -33 54 -51 53 -2 -5 -8 57 -57 -13 -53 -46
right_child=7 25 3 51 34 -7 49 8 9 14 30 31 13 21 16 -17 -18 23 32 -21 -22 -23 24 -25 -26 33 27 41 29 -31 46 42 -34 -35 -36 36 -38 -39 -40 -41 -42 -43 43 -45 59 -47 -48 -49 -50 50 -52 58 -54 -55 -56 56 -58 -59 -60 -61
leaf_value=-9.0742541799538088e-05 -0.036196351572751799 -0.0054648608369584906 0.023657926808297799 0.03980994468763531 -0.036147546940083923 -0.0028449357200173572 -0.050868865496846993 -0.0028861348598142743 0.040702432037394987 -0.018811092132018377 0.010794850701546024 -0.054363935939076916 -0.044458463990172642 -0.0054963099277434667 0.075047035822163932 0.047602131694343068 0.005519949266971017 0.0017914095470484598 0.010862995594692892 -0.072630190935871017 0.059245393575097206 0.037078111293533576 -0.010262651742345769 0.046323740044594053 0.031497571313916707 0.034036226052300451 0.038729666097995136 -0.0094630560649075404 0.035888747712192554 -0.0045955991966996068 0.0079294092221433143 -0.0025860307067586724 0.052827627296145152 -0.086488655349100108 0.012196213901217454 -0.042633159788059302 0.017046654087736601 0.022125029422618299 0.00018878956756394416 0.10468880425175725 -0.033933615354082625 0.04223518180042693 -0.032399096587656905 0.021522066976333895 0.024219660888356316 -0.051860403816900241 0.020970471115865905 0.017352571509543054 -0.039733970163222138 0.014676978068334479 -0.0401952956617136 0.026339220408971315 0.01332108150233575 -0.0026212376311045746 -0.085841272336535185 -0.0010683871773557374 -0.053594596300132795 -0.076143407986784248 0.048119154453061114 0.049833266445632039
leaf_weight=69.3071379493922 236.67628690600395 420.2892688550055 543.02398280054331 12.264326836913826 244.29661311209202 520.41349601745605 68.533157855272293 16879.641413988546 27.216460067778826 479.21778894215822 712.01757480949163 49.613743027672172 10.251440633088349 1033.0732003618032 43.650651786476374 64.77608442120254 3531.7826497554779 104.87145195156336 237.03561447933316 35.049669608473778 98.056209702044725 55.594123866409063 116.83330700360239 73.345645073801279 82.435958767309785 7.5858610495924976 359.02700344845653 131.10178536176682 211.73414875939488 61.199606705456972 506.37445185147226 27.329506961628795 46.14522360265255 12.966649338603018 32.128388985991478 48.490617692470551 72.530471689999104 104.00820557773113 2621.4069572724402 29.469562917947769 139.18105411157012 16.145895630121231 35.425768185406923 42.812198750674725 6.4718014039099199 17.309667028486729 334.34740577638149 90.534154323861003 87.446753470227122 13.000444307923315 47.794856689870358 13.046775616705416 6.0809544101357451 14.995701940730212 9.9139034971594793 8.0608536712825316 15.360047403723 16.201979570090771 90.835631305351853 7.3802900314331055
leaf_count=411 1990 2144 2698 85 1251 2707 358 96436 149 2507 3252 475 76 6999 216 472 19380 636 1898 197 598 329 650 391 439 69 2133 857 1101 336 4035 243 406 72 204 228 358 530 12043 195 789 135 188 203 44 104 3760 683 881 72 278 86 60 148 49 57 99 107 926 59
internal_value=3.72662e-05 0.00568588 -0.000648328 0.00550026 0.00218485 0.0106882 -0.0171833 -0.000672415 -9.42159e-05 0.00565378 -0.00126531 -0.00874345 -0.00485655 0.00145103 0.00408794 -0.0109029 0.00636877 0.0331133 -0.00268928 -0.00303065 0.0494297 -0.0033222 -0.00817077 0.0201188 0.00701319 0.0145273 0.0159531 0.0249951 0.00918427 0.026811 0.00460159 -0.0302367 0.0177013 -0.0239089 -0.0305286 -0.025611 -0.0068658 8.32017e-06 0.00245424 0.0739673 -0.0226833 -0.00379428 -0.0195407 -0.00289317 -0.00296698 -0.025687 0.0131157 0.0344247 -0.0308886 -0.0435754 -0.0284614 0.0393733 -0.034956 0.0164686 -0.0552886 -0.0533716 -0.0355165 -0.0597254 0.0453838 0.0378664
internal_weight=31033.1 3463.76 2018 1471 1339.86 1063.44 547 27569.4 25726.3 4354.33 21372 1843 1560.75 1196.97 4119.43 543.994 3575.43 234.903 17197.9 16914.7 108.308 1088.67 407.757 178.217 199.269 1445.75 1394.04 596.809 797.231 272.934 4174.15 282.251 283.181 51.7143 276.425 363.778 121.021 524.297 3333.42 56.686 208.488 147.248 193.014 78.238 38.7476 24.8955 840.722 449.561 114.776 139.242 60.7953 131.142 242.757 27.26 78.4471 89.2366 23.4209 65.8157 103.882 13.8521
internal_count=178282 19418 11151 8105 6860 5405 3046 158864 145973 23946 122027 12891 10638 8002 22575 2979 19596 1371 98937 96633 674 7328 2289 1027 1089 8267 7919 3808 4111 1437 23090 2253 2304 348 1455 2636 586 2674 15295 344 1200 992 1515 391 276 173 7795 2816 1124 757 350 1245 2050 233 407 738 156 582 1012 103
is_linear=0
shrinkage=0.05


Tree=103
num_leaves=53
num_cat=0
split_feature=21 21 21 20 20 20 20 21 20 21 21 20 20 23 20 20 20 20 21 23 23 23 23 23 20 2 20 20 3 20 23 23 23 18 23 15 15 1 23 18 3 22 3 15 20 18 18 20 15 0 18 18
split_gain=48.6004 143.172 86.1215 106.356 60.081 175.451 108.705 280.025 201.497 126.265 91.182 81.7472 81.7357 61.7529 57.9906 145.49 90.9911 182.797 128.969 75.3216 116.717 170.349 73.0129 84.5567 53.9701 52.3467 50.2343 77.8291 47.0205 45.4385 65.3979 46.4611 43.0873 37.391 51.5447 36.6149 33.2098 29.4084 25.8313 20.8053 19.5662 19.0687 17.83 14.5592 10.8923 41.002 19.596 9.22563 7.437 6.61162 5.31401 5.23052
threshold=28.951165325167608 29.577480286081059 28.114407810626808 7.5625000000000009 5.8291666666666675 5.3625000000000007 6.7791666666666677 31.746086906983042 6.9041666666666677 31.560925224576675 47.126397041691412 6.7541666666666673 5.7583333333333337 92.999831963679156 7.2875000000000005 6.5666666666666673 5.7791666666666677 5.3791666666666673 8.3236640687799284 94.830639493121382 95.035575151485162 95.87469062790943 94.016489530642517 92.993530851545856 8.3375000000000021 1.1500000000000001 5.1375000000000011 5.2000000000000002 93.750000000000014 7.2625000000000011 95.964905923316806 94.016489530642517 95.846795460649716 315.4550000000001 95.073463655802541 16.500000000000004 16.500000000000004 98.850000000000009 93.990579618844805 626.70166666666671 95.550000000000011 5.5000000000000009 95.550000000000011 18.500000000000004 7.3000000000000016 261.74250000000006 383.85833333333341 6.7791666666666677 8.5000000000000018 31.350000000000005 525.40500000000009 246.76583333333335
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 37 14 35 5 26 9 25 -9 39 13 -11 -12 -7 15 16 17 -1 -18 22 24 -22 23 -16 -21 -8 32 -28 -24 31 -31 -17 -3 43 50 38 -36 42 51 -6 47 -40 44 48 46 -46 -2 -37 -5 -45 -35 -4
right_child=1 4 3 33 6 10 7 8 -10 11 12 -13 -14 -15 19 29 18 -19 -20 20 21 -23 28 -25 -26 -27 27 -29 -30 30 -32 -33 -34 34 36 40 -38 -39 41 -41 -42 -43 -44 49 45 -47 -48 -49 -50 -51 -52 -53
leaf_value=-0.0056451803446142864 0.042098851828557181 -0.003316228080655056 -0.068247818951981759 -0.023913224517247391 -0.018528388960746413 0.003141198830423045 0.048300623031163975 -0.048529948248173298 -0.004113094331802898 0.010198480654640369 0.015828799358818379 0.041513667052739261 -0.035244618694016308 -0.029774818699097767 0.014020072094478381 0.016750541526014587 0.046570489172012633 0.016358357476965301 -0.0083805144802693698 -0.027926485419371233 0.027099941370242842 -0.0089186320586973657 -0.0057676138685966187 -0.014116410611305761 -0.0069209334005878812 0.0063591936809854702 0.038470585444959168 -0.0032922486877285627 0.024202073876232407 0.010944556441758584 0.062284696296740397 0.0041840886827560963 0.014862164446961311 0.064963809592661917 0.028683476063147924 -0.049129328533705142 -0.06848006242887282 0.088716852744191624 -0.045602674994740508 0.054669297485485713 0.029826766934811452 -0.0097714250504438403 0.075845210684510889 -0.06412249917523262 -0.0297271652937895 0.037959307610114283 0.012900466741640519 -0.0056885761725563103 0.016054187815607825 -0.0086533761328018381 0.10069119652811626 -0.036712529664351429
leaf_weight=2409.6019309703261 164.61772274039686 1228.153039611876 23.808386005461216 15.468837626278399 412.737617906183 169.1834320332855 276.95796477049589 286.5720643773675 2342.6287618707865 3749.3127942532301 311.63471748121083 220.66810370981693 104.63954565487802 903.08640145510435 406.7074947245419 955.96064057573676 109.16659726575017 1551.7471613995731 4876.4923702850938 909.02511553093791 403.34075738117099 1763.6152539923787 178.47839732468128 777.46587465517223 460.80241233110428 101.71754205971956 255.95350173674524 197.74718983471394 490.71190532296896 188.16831562668085 92.530051734298468 3189.9576510600746 443.74819005839527 26.427062986418605 32.894501358270645 194.5958104878664 12.003330007195471 21.913891240954399 41.640206459909678 9.9416130483150464 8.7739418745040876 342.88453953713179 19.31678519397974 12.913985006511213 36.272665902972221 58.390797846019268 88.278710585087538 13.041034549474714 47.014780446887016 9.1987078040838224 17.169857606291771 29.368851691484451
leaf_count=13947 855 7195 134 79 2088 1042 1286 1502 13585 20974 2217 1285 632 4465 2138 5033 674 8779 28186 5595 2433 11154 999 4769 2756 770 1546 1031 2801 1066 518 18703 2571 140 165 1077 60 97 220 53 49 1916 89 100 158 273 466 81 265 50 76 139
internal_value=3.5381e-05 0.0026305 -0.00147518 -0.0172641 0.00157793 -0.0037063 0.00415855 -0.00316459 -0.00895435 0.00917307 -0.0168708 0.0119391 0.00299039 -0.0245813 -0.000779125 0.00098555 -0.0026827 0.00297409 -0.0071773 -0.0051575 -0.00943614 -0.00221441 0.00300745 -0.00445286 -0.0208603 0.0370346 0.00551273 0.0202681 0.0162089 0.00839977 0.0278684 0.00708165 0.0015086 0.0175884 0.0403097 -0.0264867 0.00270703 0.0324505 -0.0181686 -0.0168067 -0.0433104 -0.0136516 0.0290897 -0.00617997 0.0264911 0.0120235 0.0319066 -0.0464009 0.0061596 -0.0410478 0.0790344 -0.0508314
internal_weight=30994.4 11403.5 19591 827.204 11014.7 3614.15 7400.54 3007.88 2629.2 4392.66 1488.54 3969.98 416.274 1072.27 18763.8 13373.6 8947.01 3961.35 4985.66 5390.15 3536.78 2166.96 1853.36 1184.17 1369.83 378.676 2125.6 453.701 669.19 4426.62 280.698 4145.92 1671.9 173.091 88.4948 654.113 44.8978 388.791 437.702 422.679 216.411 384.525 366.877 84.5963 347.56 94.6635 252.896 207.637 62.4836 22.1127 43.5969 53.1772
internal_count=178282 64180 114102 4551 62242 20699 41543 17143 15087 24400 8356 22259 2849 5507 109551 76906 51586 22726 28860 32645 21938 13587 10707 6907 8351 2056 12343 2577 3800 25320 1584 23736 9766 935 441 3616 225 1938 2409 2141 1207 2136 1841 494 1752 431 1321 1158 344 150 216 273
is_linear=0
shrinkage=0.05


Tree=104
num_leaves=58
num_cat=0
split_feature=21 21 20 20 23 20 20 20 23 20 20 23 21 20 23 21 21 23 23 20 23 1 21 19 18 20 19 19 18 18 21 18 21 2 3 20 19 18 18 16 3 19 3 18 17 0 17 19 18 11 0 3 20 18 3 19 16
split_gain=46.9408 108.685 74.014 105.829 96.7677 73.2981 82.58 143.28 78.6659 64.2452 90.4768 61.8794 59.1501 57.5842 65.7677 92.2344 51.1387 58.3787 84.5331 49.9602 47.1905 37.539 34.5633 26.2389 25.9628 25.7516 25.0917 29.8507 24.9971 24.1921 22.3377 21.783 20.9551 19.6341 21.1739 18.4557 17.8525 21.3987 17.7376 13.6562 19.3671 11.9174 10.4435 9.37984 9.31541 9.18268 9.09897 7.3918 18.9183 7.22383 6.50493 5.56972 6.14273 4.91355 4.04427 3.62605 3.04611
threshold=22.336257309941523 22.495376078914923 7.4125000000000005 6.5666666666666673 96.00271888662742 8.1708333333333361 7.9375000000000009 7.7833333333333341 95.984747477619408 7.3708333333333345 7.2875000000000005 91.021329629720654 15.809080527390387 7.4625000000000012 95.969915609655274 19.214700296894648 22.068638031513064 96.046329136744703 96.008279405980844 7.0750000000000002 96.112842503601186 63.650000000000013 16.454446719144972 0.70481938937649935 25.22333333333334 7.0958333333333341 0.59934389191863768 0.89435176548100348 254.29750000000004 597.19416666666677 28.836515098923986 513.00083333333339 26.193627065302916 4.9500000000000011 94.950000000000017 6.8875000000000011 0.2268394833329764 259.88083333333338 321.26333333333338 76.099999999999014 92.750000000000014 0.7709989141065221 94.850000000000009 105.71416666666669 83.599999999999014 22.850000000000005 41.599999999999007 0.21712574485734804 158.45000000000002 1.0000000180025095e-35 13.950000000000001 89.950000000000017 6.7541666666666673 468.29083333333341 94.950000000000017 0.63284456751427343 44.849999999998552
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 21 3 16 13 6 7 11 -9 10 19 -3 47 39 15 -15 17 18 -1 -5 -19 23 -12 24 -2 51 30 -28 -27 31 -8 -14 43 34 -18 -26 46 -38 -16 40 -4 54 -41 -7 45 -34 -11 -6 -49 -46 -45 52 -23 -43 -25 -30 -35
right_child=1 5 4 9 12 32 26 8 -10 36 22 -13 29 14 38 -17 33 20 -20 -21 -22 25 -24 41 35 28 27 -29 55 -31 -32 -33 44 56 -36 -37 37 -39 -40 42 -42 53 -44 50 49 -47 -48 48 -50 -51 -52 -53 -54 -55 -56 -57 -58
leaf_value=-0.0032076854985707741 -0.055994284251973094 -0.019276788951185325 -0.11196593947310221 0.003324217299125562 -0.070838283706169833 -0.03486982477794142 -0.049401964894715107 0.036877003012115758 -0.00092195441823796119 0.09957599446830763 -0.037992728395005226 0.00078869610280503431 0.030758219010073851 0.0011152557724463878 -0.043443956455069203 -0.019462713272592597 -0.054394310346698851 -0.063240848617672013 0.030530790943935959 0.016836280105430115 -0.014536996427238822 -0.032155621651634769 -0.0035582398140473754 0.063143838314540596 0.051894303025173644 0.023680705111314967 -0.00052493054974433822 -0.061429205208058925 -0.041057800488751232 0.1043413855691763 -0.019395545236598834 -0.0069500622045965358 0.022115602443548543 0.050508170720058101 -0.02084183043186856 0.021759086768151414 0.0043036901596345259 0.044377593616236763 -0.021164695357992841 0.027033752209206577 -0.038830644516899854 0.062465242833621495 -0.030175353740347133 -0.020306630197874809 0.018052223095204985 0.040462489285190015 0.037583501922404977 0.065428629640803981 -0.019322878285597159 -0.038881977442697363 0.016648266492401007 0.056485484392890119 0.041382742220242588 0.02902962939287549 0.10328646021166121 -0.080900993126515053 0.0036935341877173001
leaf_weight=4356.4537328742445 9.3328814506530744 393.5062056183815 9.5783742405474168 2239.3892970867455 5.9358312226831904 15.226814448833464 80.928280401974916 424.94769705273211 203.59438976272941 15.322219580411913 153.12668509036303 16292.321476042271 220.82683394476771 1437.6747096646577 133.94333188980818 876.53703141957521 63.041475720703602 57.344838147982955 193.92339312471449 985.00880550220609 374.82436977699399 5.3689896762371081 139.04470773786306 10.582386150956156 66.166536100208759 11.519228499382733 233.96002179011703 22.011446446180344 9.2046853117644805 9.7654159814119321 265.49388188868761 46.334800105541945 132.08715707249939 8.3062852434813959 185.02946562319994 218.86444867402315 52.295882284641266 91.768031157553196 268.26581872999668 13.007412157952784 164.75432516261935 20.220586448907852 20.628447528928518 15.287507049739359 17.775284165516496 141.00422759540379 9.6450062468647939 7.0756317079067221 94.87256259098649 8.1148041002452391 53.866839986294508 11.113616794347761 6.0279404930770397 24.064992107450962 15.4124623760581 15.042263589799402 5.9736819490790358
leaf_count=26134 54 1972 49 13038 69 79 437 2703 1024 80 1117 90212 1281 9337 1022 5200 299 386 1256 5678 2602 35 802 57 327 91 1208 104 65 43 1326 232 917 65 1015 1217 269 458 1822 70 1180 107 132 91 113 782 50 43 806 47 297 57 72 118 74 112 49
internal_value=3.30371e-05 0.0016071 -0.00237481 -7.98756e-06 -0.00876212 0.00102798 0.000565106 0.00119827 0.0246333 0.00648507 0.00503776 0.000315487 0.0148083 -0.0118637 -0.00992232 -0.00667891 -0.00457067 -0.00343777 -0.00176985 0.00745196 -0.0209995 0.0266661 -0.0216053 0.0326213 0.0260676 -0.0105961 -0.0176336 -0.0057622 -0.0369644 0.0270438 -0.0264054 0.0242183 0.0226609 -0.0260866 -0.0293684 0.0287546 0.0365952 0.0298306 -0.0285841 -0.037221 -0.0428489 0.0600707 -0.00805187 0.00065649 0.0288711 0.0315886 0.0756279 -0.0165988 -0.0134408 0.000207174 0.00847888 0.0312994 0.00673949 0.0442962 0.0869446 -0.0657756 0.0309244
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internal_count=178282 103698 74584 53298 21286 101312 98986 95911 3727 21492 20635 92184 2474 18812 17381 14537 31806 30378 27390 18716 2988 2386 1919 1954 1598 432 3075 1312 268 1556 1763 1513 2326 1428 1314 1544 857 727 2844 1431 1229 356 202 467 1859 1699 130 918 849 160 388 164 107 225 131 177 114
is_linear=0
shrinkage=0.05


Tree=105
num_leaves=57
num_cat=0
split_feature=17 0 0 17 0 17 17 0 17 0 0 0 20 15 23 0 15 15 2 20 14 18 15 20 0 17 23 16 23 23 25 20 20 21 20 16 23 16 16 23 18 23 23 0 15 15 26 23 0 21 2 21 18 16 16 18
split_gain=46.2606 62.1933 90.0314 51.7276 51.4233 69.5249 51.2806 35.8432 45.2984 35.7995 29.4601 29.1752 26.4315 24.9819 26.581 23.8348 22.6323 21.8625 20.6348 19.1613 18.7829 18.1882 18.005 17.5566 15.9772 15.8669 15.4295 15.1325 14.313 23.5146 35.9905 20.8449 22.3649 18.6762 14.2931 13.8904 13.3075 12.5065 23.1042 11.9837 10.7943 13.87 10.6182 10.1668 10.5671 10.1067 10.0603 9.07327 7.73593 10.4729 8.81673 6.99386 6.94063 6.61408 4.3686 2.96005
threshold=46.199999999998006 15.550000000000002 45.95000000000001 61.599999999999007 32.650000000000013 32.299999999999507 96.450000000000742 24.450000000000003 24.549999999999276 22.850000000000005 18.850000000000005 19.250000000000004 9.6333333333333346 17.500000000000004 94.804710099785652 15.350000000000003 12.500000000000002 12.500000000000002 4.1500000000000012 4.7958333333333343 1.0000000180025095e-35 120.17500000000003 10.500000000000002 7.104166666666667 59.850000000000001 58.350000000000371 95.000716939411291 57.450000000000735 94.804710099785652 94.058517709790252 1.0000000180025095e-35 7.9458333333333337 7.7541666666666673 49.156487077279159 3.1458333333333339 29.549999999999276 95.980003978074734 29.299999999999503 69.450000000000742 90.970759258051899 446.62166666666673 95.997100293133428 94.215212376530545 11.250000000000002 8.5000000000000018 6.5000000000000009 1.0000000180025095e-35 96.996444677783032 12.250000000000002 36.231285816618914 6.0500000000000007 18.591905690427641 472.50083333333339 16.349999999998548 42.599999999999007 485.57250000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 16 6 13 5 7 9 8 10 22 -1 17 28 19 -15 -10 25 39 -11 -4 26 42 -3 -19 27 43 -9 -5 29 33 -31 32 -30 -6 -13 -23 -26 53 -39 -7 48 52 -8 44 -2 -36 -45 -22 50 -50 -18 -33 -42 -27 -43 -14
right_child=1 2 3 24 12 11 21 20 15 18 -12 34 55 14 -16 -17 40 23 -20 -21 47 35 -24 -25 36 37 -28 -29 31 30 -32 51 -34 -35 45 -37 -38 38 -40 -41 41 54 -44 46 -46 -47 -48 -49 49 -51 -52 -53 -54 -55 -56 -57
leaf_value=-0.0015692390257966383 0.011358925594027763 0.01147526468435188 -0.025346500782122913 0.006873707225171723 -0.0073816874980325662 -0.043843121437983766 0.0032834914896110743 -0.0063526786625830271 -0.0009676737454140824 0.013072328750153295 -0.0099455071832997358 -0.049562917783011917 0.067828799234290971 0.011723170678938471 -0.0044350174992780021 0.0091849657863616666 -0.025149175348245303 -0.0090031451975793823 0.026445259771771451 -0.0069203453897781382 0.002964746004008062 -0.0064150973269827966 -0.00035965876262033483 0.0067234932384373745 0.0049470031248101867 0.00042170649925737025 -0.01655954821046237 0.021769998836508375 -0.010090893523923268 -0.0015276998054373195 0.050547927006464523 -0.042494479582584316 0.011188094954235096 0.02648791359369855 -0.0084457868714917818 0.0053051229403312397 -0.014183623157338772 0.0054143226824285053 -0.0060867455862043595 0.0070851692643629435 0.013376589352041141 0.015952219634328021 -0.022221026147249263 0.0078278553831694579 -0.019587626447230014 0.011040310343381033 0.03178498495587137 -0.03804392150433266 -0.0044101929533823395 -0.027043533958668486 0.017532027178282405 -0.020186755969520017 -0.017009109357655889 -0.016010434214588889 0.055609258082703998 0.030229294492150074
leaf_weight=5118.9468918126076 50.608437580987811 556.93959702737629 153.5857693515718 774.87859330885112 965.34568201005459 11.700342766940592 60.912825709208846 767.47900913096964 1015.2180112116039 2337.212306201458 1320.5126438252628 10.02407608553767 10.281824346631767 381.28233733028173 765.58112400025129 1342.591183071956 209.2593188136816 633.95266224816442 329.07597318291664 1734.075797829777 350.75605686381459 320.76218603923917 759.77873929776251 246.45246686786413 263.10161140747368 79.638464566320181 715.38857818767428 218.58079650998116 1857.1102035325021 103.87477147206664 48.749797753989697 51.955387726426125 132.27799899503589 42.492889501154423 69.151295457035303 1193.233775716275 138.88994985073805 691.16001510806382 1185.9384400136769 903.91054175980389 25.861340582370758 19.256093371659521 123.64748769253492 236.34016177244484 60.63435273617506 1763.8803570549935 53.795499172061682 14.027575142681597 203.31015780195594 68.27424181997776 12.842249317094682 108.53119496256113 68.761691277846694 265.04284600540996 10.861644897609947 10.663104675710199
leaf_count=32508 295 3411 828 4098 5055 55 332 4507 5671 11641 8251 58 51 1923 4070 7373 1069 3623 3783 9679 1630 1720 4502 1479 1506 422 4622 1227 10531 611 224 396 720 272 391 6496 780 3829 6287 5305 134 97 654 1357 336 9977 333 61 1058 436 175 609 385 1466 57 53
internal_value=-2.80628e-05 0.00219151 0.00412357 -0.00121951 -0.00171059 -0.000405967 0.00828963 -0.00244554 -0.00111589 0.0113917 -0.00328692 0.00556014 -0.00730462 -0.0048834 0.000936879 0.00481347 -0.0038352 0.00102495 0.0147228 -0.00841955 -0.00877645 0.00101555 0.00464622 -0.00460078 0.00674792 -0.00180664 -0.0112768 0.0101512 -0.00765888 -0.00318392 0.0151058 -0.0100744 -0.00867602 -0.00595366 0.00997958 0.00282202 -0.00166272 -0.00345948 -0.00185198 0.00643437 -0.0124397 0.00070183 -0.0138034 0.00734245 -0.0055089 0.0103052 0.0122699 0.00138778 -0.0157601 -0.0101 -0.0226813 -0.0274086 -0.00870442 -0.0122138 0.0302541 0.0486868
internal_weight=30968.4 13353.1 10111.5 4429.98 17615.3 14284 5681.56 10644.9 8797.27 3983.01 6439.46 3639.07 3331.28 3034.53 1146.86 2357.81 3241.58 1796.02 2666.29 1887.66 1847.65 1698.56 1316.72 880.405 1395.45 2623.16 1482.87 993.459 3310.34 1160.46 152.625 2149.87 1989.39 1007.84 1843.06 1514 401.992 2221.78 1877.1 915.611 618.427 124.741 184.56 401.378 111.243 1833.03 290.136 364.784 493.686 271.584 222.102 160.487 94.623 344.681 30.1177 20.9449
internal_count=178419 74386 56650 24111 104033 85511 32539 64623 53803 23337 40759 20888 18522 16500 5993 13044 17736 10462 15424 10507 10820 9202 7913 5102 7611 14325 9129 5325 18418 6162 835 12256 11251 5327 10426 8216 2286 12004 10116 5360 3411 673 986 2321 631 10368 1690 1691 2738 1494 1244 1005 519 1888 154 104
is_linear=0
shrinkage=0.05


Tree=106
num_leaves=44
num_cat=0
split_feature=26 24 17 19 14 23 23 23 2 20 19 17 20 21 21 23 0 23 22 0 17 19 20 20 20 16 12 2 21 19 11 20 17 23 21 19 16 0 16 17 12 23 0
split_gain=42.8758 37.0888 34.5393 32.0899 42.3465 41.7289 63.149 40.5594 31.6268 23.4081 22.9148 20.0783 19.6256 18.2545 31.5463 28.0664 24.9888 22.1746 19.3356 17.9415 18.9697 16.565 15.4628 14.5285 18.1603 12.6929 9.58632 9.48375 25.5661 20.81 10.3574 8.1492 7.51747 6.46219 7.27391 6.05638 5.85092 5.49425 5.25427 5.05098 4.81907 4.11852 1.91448
threshold=1.0000000180025095e-35 1.0000000180025095e-35 16.599999999999003 0.7420265130561251 1.0000000180025095e-35 96.356603166595647 95.997100293133428 95.982013764432693 1.0500000000000003 7.9375000000000009 0.11983735395126836 50.799999999999507 7.9041666666666677 47.289807709141847 43.675646109667724 96.097194263299698 29.650000000000002 95.977860737423512 5.5000000000000009 14.450000000000001 10.549999999999274 0.18541920944735585 9.6333333333333346 9.2333333333333361 8.6000000000000014 15.399999999999752 1.0000000180025095e-35 1.1500000000000001 26.541816739913425 0.40031885901077674 1.0000000180025095e-35 7.0125000000000011 44.399999999999757 94.998391457095352 23.955403500326653 0.42670204557524177 42.099999999999689 13.15 27.049999999999276 53.200000000002554 1.0000000180025095e-35 94.999490454301792 25.850000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 19 4 7 6 -5 -4 -7 12 -3 -6 13 14 18 -16 17 -15 -2 20 36 26 23 24 -23 -22 -11 28 30 -30 -12 37 -33 34 -21 -14 -1 -29 -18 -37 -24 -35 -28
right_child=9 10 3 5 11 8 -8 -9 -10 21 27 -13 35 16 15 -17 38 -19 -20 33 25 22 40 -25 -26 -27 42 31 29 -31 -32 32 -34 41 -36 39 -38 -39 -40 -41 -42 -43 -44
leaf_value=-0.012585443096117567 -0.0021375965027976315 -0.056005892274404868 -0.0010896645661812906 0.0021558725638465871 0.00051223800473093595 -0.024905273958188159 0.019726084104996985 -0.0071120711872938742 0.007791942206852847 -0.065581019225091922 -0.0097939654405590215 0.0078410754236651822 0.077137160554452022 0.013097700742899818 -0.018490429196852162 0.040318221461418308 0.048282209715450081 -0.016112467113157732 0.0063188002589019028 -0.021766432047127155 -0.018222109647841662 -0.0092360977998456727 0.060499136743236863 -0.051532420202687272 0.020283290307234816 -0.0020518086864368054 -0.031813427769084142 0.01909575003524213 0.081073554850267238 0.010852678547153058 0.046126709343893707 -0.023528787787032053 0.045332608227373304 -0.053867132387854171 -0.00020768535439941459 0.013071213314862253 -0.031479121087641088 0.063905594362351437 0.026019559416992279 0.060920642264061867 0.012097824247951366 -0.021922181096084237 -0.0021181482684836362
leaf_weight=89.233485981822014 841.5376731492579 8.9266114681959134 11460.279650723562 3026.8970440216362 2531.9331740550697 212.82971067354083 615.35301896184683 3697.7597737237811 113.34083689376712 17.504359288141131 57.088973358273506 1481.2745209820569 9.3675712235271913 316.41585777699947 234.28788149356842 22.211703635752201 36.15188898704946 81.760675502941012 3435.7559190187603 71.965254614129663 132.67651521228254 306.04202263616025 11.104618228971958 16.965632267296314 62.790976624935865 1422.4179535899311 10.133512735366823 8.6632083058357221 22.388923175632954 19.953749872744083 9.6850200593471509 7.6137993447482577 8.2663157768547517 10.681268151849507 85.740409459918737 15.773055616766216 75.769618518650532 32.517215941101313 99.302681636065245 8.4805056378245336 9.5786556676030159 182.16898300498724 11.687983654439448
leaf_count=850 4475 50 65401 16444 12865 1284 3241 22361 632 99 308 8751 51 2973 1437 137 286 685 18010 549 1107 1637 69 90 320 9957 55 56 99 90 41 46 63 75 490 97 640 200 842 60 43 1392 61
internal_value=-2.66997e-05 -0.000896864 -0.00105614 -0.000502522 -0.00134967 0.00359001 0.00512434 -0.00255881 -0.0135433 0.00395565 0.0220351 0.00321731 0.00491587 0.00466326 0.0036337 -0.0133979 0.0134105 0.00709975 0.00465504 -0.00724289 -0.00514179 -0.0070315 -0.00403365 -0.00629164 -0.00421065 -0.00343142 -0.0380181 0.0262272 0.0175895 0.0479824 -0.00168313 0.042745 0.0123167 -0.0175525 -0.0100455 0.0429908 -0.0212614 0.0544789 0.0319613 0.0298023 0.0380839 -0.0236915 -0.0159081
internal_weight=30932.3 25385.4 25210.3 23139.7 19171.2 3968.42 3642.25 15158 326.171 5546.85 175.104 4013.21 5101.05 5067.42 4533.79 256.5 533.631 398.177 4277.29 2070.65 1720.1 445.808 406.482 385.799 368.833 1555.09 39.3259 166.177 109.117 42.3427 66.774 57.0605 15.8801 350.556 157.706 33.6211 165.003 41.1804 135.455 24.2536 20.6833 192.85 21.8215
internal_count=178419 146992 146039 130979 109378 21601 19685 87762 1916 31427 953 21616 29053 28845 24059 1574 4786 3658 22485 15060 12554 2374 2159 2047 1957 11064 215 903 538 189 349 365 109 2506 1039 208 1490 256 1128 157 112 1467 116
is_linear=0
shrinkage=0.05


Tree=107
num_leaves=51
num_cat=0
split_feature=21 23 23 23 23 20 21 22 23 2 14 20 18 21 21 2 21 15 23 21 23 20 2 12 18 18 0 0 20 25 23 18 16 17 19 18 14 18 15 21 15 15 16 0 17 25 15 19 19 2
split_gain=40.1051 52.714 49.6487 112.688 137.181 118.749 51.2068 50.7108 44.3547 57.1084 43.9798 40.1294 50.1687 41.8148 43.4202 35.6646 40.072 32.7457 31.0372 29.3611 28.7984 32.2771 27.2313 24.1953 19.0203 26.8056 18.1293 15.7408 14.2333 13.3264 12.9662 19.3437 12.9279 12.7273 11.4204 11.5363 11.345 10.3172 9.54524 9.48208 12.4938 8.96243 5.61725 4.84204 4.76785 3.7258 3.25713 2.95023 2.84329 2.54918
threshold=49.650090470446322 97.028918780134944 96.952992361115022 96.078303379463236 96.017808737120575 6.054166666666668 37.808814306964742 5.5000000000000009 95.065706524210995 1.0500000000000003 1.0000000180025095e-35 4.8458333333333341 439.34333333333342 67.401459938522819 60.46630727762804 1.0500000000000003 32.960499524908386 19.500000000000004 94.999653170405324 28.114407810626808 95.846795460649716 6.679166666666668 1.3500000000000003 1.0000000180025095e-35 78.940000000000012 323.2141666666667 20.850000000000005 25.450000000000003 6.7791666666666677 1.5000000000000002 95.846795460649716 422.63666666666671 92.099999999999014 37.800000000002008 0.32539308994670096 103.11166666666668 1.0000000180025095e-35 120.17500000000003 15.500000000000002 69.420747949000273 8.5000000000000018 13.500000000000002 35.299999999999507 13.65 56.700000000002554 1.5000000000000002 21.500000000000004 0.65856251740061389 0.36302050736284636 4.1500000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 10 17 15 -6 11 20 -1 12 23 14 26 16 -4 -5 -16 -17 44 27 -7 29 42 34 -13 -22 33 -2 31 -11 36 -8 35 -26 -27 -25 -23 40 -32 -41 -3 45 -10 -15 -30 -14 -36 -45
right_child=8 24 6 5 7 22 28 -9 9 30 -12 13 47 43 18 19 -18 -19 -20 -21 21 38 -24 37 25 32 -28 -29 46 -31 39 -33 -34 -35 48 -37 -38 -39 -40 41 -42 -43 -44 49 -46 -47 -48 -49 -50 -51
leaf_value=-0.0012537371984482596 0.0060568450085443856 -0.034693854051956692 -0.015413463686262585 -0.026449790586010675 -0.040227204723676371 0.039138642497329651 0.013825860933017265 -0.0087852596343504143 -0.080913158706039212 -0.087537156254925308 0.0037179169202021588 0.015986095174519439 -0.059518810377736445 0.020458620093783762 -0.010724852142789999 0.0151882392562325 0.030677666162007247 0.053426472545006078 0.018683338735614195 -0.012246700873567735 -0.0084710444689234648 -0.024315129524315283 0.01423286426727479 0.019069430758261081 0.068737553771247295 0.022699882122680513 0.035706257151618244 0.028043738584515938 -0.044035700999284687 0.04557012185985046 -0.0031169353246208297 0.022366670071642485 -0.041852460464484181 -0.036436288632306024 0.075936160621075902 0.019078139505347709 -0.027204650362225309 -0.026393505042873286 -0.056273363960360367 -0.031341434152864299 0.03083618349234455 0.054174499881278704 0.0064159216781110506 0.065678931619927938 -0.042129310964429949 0.059501400180054689 -0.064834592487679532 -0.096062480208050652 0.051680057304931359 0.043838463327334265
leaf_weight=20762.090008186176 70.921900305896997 15.709607318043707 778.82792958430946 136.50593762472272 286.51143538765609 358.22651810199022 20.066652439534664 232.14503369480371 18.008566573262215 7.2855890616774586 5661.186143996194 297.69179200008512 10.801021292805673 18.97781440615654 223.73334602452815 268.81330699287355 50.196305826306343 14.162134509533642 149.78398375958204 153.04534228146076 101.79449753463268 80.720385335385799 158.22787659615278 15.205591455101965 14.694512546062468 66.84288876876235 191.53215018287301 41.565582945942879 63.654133126139641 30.521870043128729 34.508567683398724 8.8876247666776163 11.793637711554764 33.825545269995928 17.64300399646163 57.295587364584208 13.727306388318537 69.600032951682806 32.882760278880596 15.035230888053777 126.10057934187353 3.8480335250496855 17.640045583248138 39.25942499935627 14.151297345757483 9.0123331341892499 26.726648926734924 11.302161503583191 38.326123733073473 20.252350773662329
leaf_count=118197 491 79 5316 808 1881 1835 92 1239 91 55 31412 2461 48 150 1340 1440 228 95 1027 886 500 373 1035 133 72 350 1652 213 350 294 304 70 60 161 88 277 72 383 146 227 1101 62 92 256 71 103 166 55 190 392
internal_value=-2.54083e-05 -0.000452312 -0.000650792 -0.000185764 -0.000688421 0.0201142 -0.00985333 -0.0261541 0.00757494 -0.00512378 -0.00018856 0.0128884 -0.0069841 0.0172457 0.0139054 -0.00660016 -0.0126227 -0.0189418 0.00106811 0.00523517 -0.0192413 -0.0136588 0.0315082 0.00146804 0.0222414 0.0275681 0.0237066 0.00211599 -0.0380591 0.0179454 0.0157369 -0.027142 0.00704049 -0.0177213 0.0423853 0.0292145 0.0141973 -0.018242 -0.0335655 0.0196005 0.023541 -0.013915 -0.0129492 0.0501801 -0.0638471 0.0330297 -0.0501862 -0.0782049 0.0593262 0.0582464
internal_weight=30901.3 29257.9 29004.2 27609.1 26941.9 667.122 1395.16 518.656 1643.38 484.789 26423.3 1158.6 208.353 950.243 862.741 1250.88 829.024 150.668 373.517 421.859 289.123 256.963 516.454 186.249 253.673 220.323 489.224 143.36 144.273 101.444 195.666 16.1732 92.3638 53.8922 127.959 71.9901 80.5702 84.8056 113.603 179.492 160.609 18.8833 33.3497 87.5019 32.1599 27.9901 90.3808 22.1032 55.9691 59.5118
internal_count=178419 166421 165141 156502 152729 3773 8639 3120 11998 3213 149609 8785 1404 7381 6480 7870 5544 903 2367 2326 1394 1232 2870 1301 1280 1109 4113 713 769 785 1819 125 482 253 627 349 422 516 519 1694 1405 289 171 901 162 253 516 103 278 648
is_linear=0
shrinkage=0.05


Tree=108
num_leaves=57
num_cat=0
split_feature=17 0 0 25 17 17 0 17 14 0 21 0 14 20 9 2 20 23 1 21 1 23 20 2 23 3 25 17 20 16 23 20 23 20 20 17 1 18 23 21 17 20 17 0 16 23 21 0 1 14 23 0 0 23 11 2
split_gain=40.3312 56.5187 80.4283 46.521 46.4026 46.0035 40.7872 50.9746 33.4233 32.9302 29.3809 24.8151 21.6235 22.2391 21.4263 20.3962 20.2698 19.6179 18.8562 17.3176 17.1587 16.7943 19.3979 16.3575 25.1463 19.5989 16.2452 15.942 15.7609 15.3664 14.2595 14.0489 13.9891 29.5308 13.3556 13.2779 13.1864 11.993 11.5786 14.9536 10.509 10.0588 20.4067 16.5316 9.2762 9.22236 9.15978 8.50619 8.33488 6.53509 6.04795 5.55577 4.198 4.14605 2.52376 0.111869
threshold=46.199999999998006 15.550000000000002 45.95000000000001 1.5000000000000002 82.250000000000014 61.599999999999007 32.650000000000013 31.799999999999503 1.0000000180025095e-35 22.850000000000005 11.570553374803588 15.65 1.0000000180025095e-35 4.7666666666666684 1.0000000180025095e-35 4.1500000000000012 9.6333333333333346 92.942144845294635 82.450000000000017 67.401459938522819 94.15000000000002 97.015045772664749 6.8291666666666675 1.0500000000000003 95.005960194981355 93.250000000000014 1.0000000180025095e-35 297.39999999999969 9.6333333333333346 33.799999999999507 94.968060206579807 5.104166666666667 91.92283175876851 6.7875000000000005 7.9458333333333337 77.399999999999878 37.550000000000004 444.83750000000003 94.989732812166849 28.114407810626808 46.700000000002554 5.3625000000000007 24.799999999999503 25.050000000000004 37.54999999999928 91.021329629720654 45.72046554743023 11.450000000000001 95.850000000000009 1.0000000180025095e-35 93.05028139226242 12.050000000000002 22.450000000000003 92.001625418421966 1.0000000180025095e-35 3.1500000000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 23 4 6 9 12 7 8 10 37 -1 20 14 -14 -4 -11 32 45 35 41 -9 27 -23 25 36 30 -20 -6 -10 48 51 -13 33 -8 -34 -7 47 -3 39 -27 -38 42 -19 -43 -31 52 -40 -25 -26 53 -21 -2 54 -47 -5 -52
right_child=1 2 5 17 21 18 16 11 28 15 -12 31 13 -15 -16 -17 -18 19 26 50 -22 22 -24 24 29 38 -28 -29 -30 44 -32 -33 34 -35 -36 -37 40 -39 46 -41 -42 43 -44 -45 -46 49 -48 -49 -50 -51 55 -53 -54 -55 -56 -57
leaf_value=-0.017339341097119609 -0.013542509781015198 0.0016986238503232211 -0.008586137884026632 -0.03042441435245289 0.0039680592360967146 0.01633641713468342 -0.0073067378626094706 -0.003554167561184702 0.0019652248975981306 0.013029836013652589 -0.0039210730045467924 -0.0048780115680875612 -0.047524036904937006 0.0063084220723014176 0.0043468144152920265 0.027248839616919776 0.04358966072638229 -0.0054090151454546402 -0.0096052242150054482 -0.0056979321553188933 0.021452977551050384 0.0090245199857029636 0.079546968362524548 -0.031628143789575437 -0.010926800327950069 -0.0085249049288929138 0.012714376565190939 -0.0060301194077793698 0.065064632044084733 0.043488349756408549 0.073703946319220018 0.0083229877646675988 -0.0076944384701605646 0.039389554574677216 -0.020692454429957746 0.0047670258357986684 -0.061820228197076138 0.014348426258842906 -0.0095261537090772907 0.0055522440442531303 -0.00092745529483040975 0.0061227732629794817 0.025278723947296491 -0.0068572668758362142 0.010394932161705473 0.047540019905462132 -0.026483227158245828 -0.0094970016511747007 0.040651286988739481 -0.01452643477241824 0.060858481917419154 0.027950630641792075 0.021103278070950138 0.026639275829027018 0.0045851568781135306 0.053400470637954445
leaf_weight=434.28613322414458 14.705481573939322 888.50644099153578 2097.6873871292919 9.7989019341766834 1589.0293769985437 452.70736213959754 115.33888114616275 1075.2156724147499 2246.9449910260737 2082.3829813711345 6728.5285964217037 223.2154930587858 19.90716366097331 529.11123881861567 377.95353457704186 286.95761108770967 19.273538194596767 87.174401331692934 273.89276055060327 4.6174955554306534 73.270177410915494 28.927783753722906 14.708710595965384 65.522083029150963 119.725784631446 472.63005637377501 116.07547987252474 532.23798695579171 9.9400530084967595 22.16918957978487 11.635353796184061 2075.8155334219337 2728.5143603757024 47.925305046141148 213.05989637970924 548.43567904084921 7.1821588538587084 237.44232474081218 967.5535508915782 313.97202201932669 526.33117849193513 817.38476765155792 143.10069943964481 350.48780844174325 472.26205546595156 40.48772150836885 86.781459800899029 128.69961562752724 8.3809457495808584 7.0580426901578894 11.660448499023916 17.871722839772701 17.80010799318552 57.318458802998066 10.844999954104424 8.8399368431419116
leaf_count=4225 66 5397 12032 51 8891 2389 582 5818 11373 10422 42606 1296 110 2603 1755 3383 96 400 1668 48 636 171 70 306 755 2356 691 2737 49 148 54 11590 15350 226 1339 2863 63 1468 4921 1426 3719 4535 795 1720 2752 315 403 596 90 65 86 81 86 503 59 184
internal_value=-2.40166e-05 0.00205162 0.00389781 -0.00159765 0.00784347 -0.00115978 -0.00240319 -0.00115894 -0.00306281 0.0114064 -0.00473463 0.00404306 -0.0046208 0.00435648 -0.00661168 0.0147519 -0.00752789 0.00662526 0.00636545 0.00484979 -0.00195878 0.00209108 0.0327958 -0.00369791 0.000502829 -0.00670676 -0.00296171 0.00145946 0.00224314 0.00788018 0.0261905 0.00704129 -0.00784521 0.0064007 -0.00863589 0.00999859 -0.00580809 0.00436624 -0.00749683 -0.00290601 -0.00174719 0.00411054 0.0136614 0.00222736 0.0118788 0.0242584 -0.0109219 -0.0169631 -0.00755248 0.0319383 0.0459985 0.00922046 0.00330977 0.0352913 -0.0120326 0.0576425
internal_weight=30869.3 13311.4 10076 17557.9 5660.19 4415.77 15991.3 12867.2 9419.7 3495.29 7162.81 3447.52 3024.66 549.018 2475.64 2369.34 3124.11 1566.57 1391.11 1423.27 1148.49 2164.9 43.6365 3235.42 1350.27 1885.15 389.968 2121.27 2256.89 622.538 44.2126 2299.03 3104.84 163.264 2941.57 1001.14 727.735 1125.95 1840.94 786.602 533.513 1398.15 230.275 1167.87 494.431 143.308 1054.34 194.222 128.107 104.864 25.1179 32.5772 38.444 97.8062 20.6439 20.5004
internal_count=178419 74386 56650 104033 32539 24111 95186 77593 58253 20670 46831 19340 16500 2713 13787 13805 17593 8847 7611 7768 6454 11869 241 17736 8429 9307 2359 11628 11422 3745 201 12886 17497 808 16689 5252 4684 6865 9106 3782 3782 7450 1195 6255 2900 1079 5324 902 845 883 318 147 196 818 110 270
is_linear=0
shrinkage=0.05


Tree=109
num_leaves=50
num_cat=0
split_feature=13 12 1 16 19 15 25 16 22 23 18 0 2 18 21 15 15 18 1 1 23 23 19 23 2 21 26 25 11 23 0 23 23 23 23 21 18 15 18 25 21 18 16 23 21 22 2 21 23
split_gain=38.164 42.5943 42.6409 37.5245 36.597 40.8046 59.6901 35.2628 29.3046 32.5277 32.5071 24.3111 32.2 23.2594 20.9409 21.5952 19.2195 18.0048 17.6245 15.7333 14.6601 36.5326 24.8494 17.4552 13.6375 13.1376 19.1194 12.4559 15.5436 12.09 11.9476 12.6713 11.3143 10.7625 10.3048 8.97534 8.71683 7.93966 6.75549 6.69604 6.63139 5.56036 5.53333 5.4231 3.48082 2.36024 1.78089 1.19519 0.944182
threshold=1.0000000180025095e-35 1.0000000180025095e-35 99.65000000000002 186.25000000000026 0.82933668121913218 12.500000000000002 1.0000000180025095e-35 89.049999999999287 5.5000000000000009 92.650688906256164 464.16750000000008 18.450000000000003 5.1500000000000012 100.41250000000001 10.493509557579142 7.5000000000000009 10.500000000000002 466.21750000000003 94.050000000000011 73.250000000000014 96.952992361115022 96.078303379463236 0.28394668471378554 96.00473109788733 1.9500000000000002 25.086358250521091 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 90.970759258051899 80.050000000000011 95.998574193368754 94.999490454301792 96.995182289852522 97.028918780134944 15.544579502684028 250.51166666666668 6.5000000000000009 185.00083333333336 1.0000000180025095e-35 60.46630727762804 403.01250000000005 284.29999999999978 92.942144845294635 16.968322672740385 5.5000000000000009 4.1500000000000012 31.422966718095662 95.999480673497075
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 11 5 7 -7 -3 10 -10 -6 14 13 -13 15 -1 27 19 -16 20 21 23 -23 -2 33 26 -18 28 -5 -14 31 -26 43 44 39 -29 38 -19 -34 -22 46 -32 -27 -21 -4 -45 47 -39 -38
right_child=17 2 24 16 8 6 -8 -9 9 -11 -12 12 29 -15 18 -17 25 37 -20 32 34 22 -24 -25 30 42 -28 35 -30 -31 41 -33 36 -35 -36 -37 48 40 -40 -41 -42 -43 -44 45 -46 -47 -48 -49 -50
leaf_value=0.013389418517432597 -0.0041301716815015212 0.0044161221222571182 -0.026725904582774174 0.005192418327576929 0.047571434229917518 -0.0063494467458111679 0.0017535286061573165 -0.0050665250174995137 0.041729245071959457 0.0086899547829137457 -0.011942502459115052 -0.008525803166559473 -0.034396393153467701 0.0050647092495448576 0.00052858678283401468 -0.025775312838637567 -0.030109894324953829 0.016727123267901493 0.013226255073681942 -0.0058530347991498088 -0.043538906629905609 0.082220966558394948 -0.00059864353584066334 -0.03191976404322304 -0.027272966892169792 -0.024812363656529578 0.042578984838990058 -0.032240575343695684 -0.011092643575854429 0.018819459216967913 -7.28910512822107e-05 0.0025542854382691171 -0.0048961304536777363 0.020733791848348948 0.019117654823830901 0.015097261386566807 -0.027305552161085708 -0.042821111137736734 0.05163662243501909 0.0036597302358660692 0.018188938626239042 0.046549852458029284 -0.052584466906262665 -0.024830656736122302 -0.054577637583360206 -0.052951586660689776 -0.017992348871603673 -0.062660356256411864 -0.056555850400228216
leaf_weight=47.215105719864368 1291.9478842616081 3835.2018713206053 15.087365951389073 200.30456088483334 25.150731582194567 6439.6881268210709 3512.3814662713557 1317.0682853125036 81.41643987223506 876.40998828224838 261.58316787332296 332.40409241989255 10.915434863418339 5952.5402591470629 4355.0841786693782 138.27888610586524 24.233712255954742 7.2594046741724005 291.57732260785997 9.452362794429062 48.062649507075548 20.287645220756531 16.361365720629692 59.091359963640571 133.52024276182055 34.803874757140875 14.435109332203863 11.03770564496517 545.75031661242247 480.39214862510562 19.473593674600128 48.555583529174328 19.796464174985889 6.4221603609621516 9.895623676478861 107.88273957371712 5.3051455877721292 40.473625317215919 7.2086704671382895 8.9070928171277028 4.7389089316129676 9.5221645049750787 37.004808500409126 9.3103838823735696 43.74154007807374 37.578091770410538 6.1348537132143965 9.3441082425415498 5.7481917627155781
leaf_count=236 10920 21476 163 1138 152 40685 18030 6880 429 4870 1562 1549 105 28605 23072 807 126 49 2585 60 690 161 149 653 826 169 68 49 2631 6453 109 272 157 72 62 581 52 480 58 69 35 51 164 67 346 308 29 106 53
internal_value=-2.26917e-05 0.000391233 -0.00126992 0.00258588 -0.000940719 -0.00161978 -0.00348967 0.00199209 0.0073005 0.0114983 -0.00672226 0.00337735 0.00530959 0.00434592 0.000667718 -0.0158064 -0.0068331 -0.00750017 0.00132536 -0.00639507 -0.00511132 -0.00400946 0.0452475 -0.00534562 -0.0207475 -0.0264713 -0.00297506 -0.00432484 -0.00672035 0.0176372 -0.0145715 -0.0193187 -0.0261758 -0.0407254 -0.0279789 0.0107036 -0.00511446 -0.0326911 0.0101946 -0.0361595 -0.038602 0.0152379 -0.039124 -0.0404028 -0.0474347 -0.0473678 -0.043412 -0.0465423 -0.0425169
internal_weight=30826 29209.1 16625.2 12583.9 16348.9 15104.3 9952.07 5152.27 1244.56 957.826 286.734 11608.4 6776.25 6284.94 4832.16 185.494 975.453 1616.9 4646.66 1548.95 1454.55 1387.69 36.649 1351.04 276.323 110.478 38.6688 864.975 746.055 491.308 211.072 182.076 94.3993 65.2511 66.8654 118.92 38.0585 67.9509 27.0051 56.9697 60.6915 28.9958 71.8087 56.3408 58.8289 46.8885 55.9526 49.8177 11.0533
internal_count=178419 164261 95923 68338 94084 87071 58715 28356 7013 5299 1714 63412 36712 30154 26700 1043 4926 14158 25657 13459 12704 11883 310 11573 1839 527 194 4399 3769 6558 1258 1098 755 581 821 630 320 699 215 759 650 160 333 435 509 375 615 586 105
is_linear=0
shrinkage=0.05


Tree=110
num_leaves=43
num_cat=0
split_feature=20 23 23 20 21 21 15 19 21 23 23 23 20 21 20 20 16 16 19 19 21 19 20 18 19 20 14 15 25 2 19 14 18 23 14 25 16 15 19 17 16 16
split_gain=39.7901 40.938 61.4656 70.1091 60.5352 113.325 53.8572 48.3947 75.9283 48.4968 85.2367 54.0799 44.5903 36.3039 58.2327 60.0785 38.9957 42.8526 35.9957 31.2055 28.8212 27.8779 31.1713 26.2905 26.0898 29.1996 22.8011 21.6088 17.2437 13.4149 11.0425 15.1335 11.0227 8.67657 8.55817 7.84374 4.6957 4.21779 3.53528 3.2417 2.95587 2.12439
threshold=9.6333333333333346 92.993530851545856 92.006529031807261 5.7166666666666677 47.126397041691412 30.689451884613153 16.500000000000004 0.73502237301009477 38.511873577532533 95.985565648201529 95.118830512887854 95.994648421187065 5.5750000000000002 11.24539317642766 5.929166666666668 6.0708333333333337 77.249999999998195 29.799999999999617 0.47825204009842509 0.73502237301009477 36.33827391316759 0.78215018349427801 7.5875000000000012 478.8275000000001 0.11983735395126836 7.6625000000000005 1.0000000180025095e-35 16.500000000000004 1.0000000180025095e-35 4.2500000000000009 0.76375762313630779 1.0000000180025095e-35 190.27000000000001 92.886042525702422 1.0000000180025095e-35 1.0000000180025095e-35 38.599999999999007 4.5000000000000009 0.59092444177767645 55.300000000002008 40.599999999999007 33.299999999999507
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 12 5 -5 13 9 20 10 -8 -11 18 14 29 -16 17 -15 -1 24 -9 22 -21 -10 33 -26 -18 30 -23 -3 31 39 -29 -4 -14 36 -34 -6 -37 40 -2 -40
right_child=27 6 19 4 37 -7 7 8 23 11 -12 -13 34 16 15 -17 26 -19 -20 21 -22 28 -24 -25 25 -27 -28 32 -30 -31 -32 -33 35 -35 -36 38 -38 -39 41 -41 -42 -43
leaf_value=-0.021809172617113747 -0.058145650209318722 -0.027413371224942685 -0.031342896265652814 0.0095133140335809888 0.0018881371195591094 -0.026891299710804912 -0.0062144246397136463 0.00088548547248542609 0.056983686858682103 -0.038105877929578064 0.011254874041370138 -0.0098844937968943156 -0.04715628864981089 -0.0012203986284886974 0.039010361222636743 -0.0061830698344674979 -0.0047668958426127575 0.0046271823829660795 0.0078698316077025123 -0.0084994969361565451 -0.039651689859232252 -0.0098980511294617223 -0.083961860147624273 0.0196605984154655 0.015708386218483097 0.04968056517556018 0.0051261580380306641 0.092206773135926345 0.026187979013719821 -0.077204646095845902 0.049990866300082204 0.047705725494844642 0.033906482190948668 0.0050174962206124239 -0.019081038826478117 0.073873777556236767 -0.00865202222702636 0.041091473932146134 0.023711468604901351 -0.0021551803705611248 -0.020164564822997291 0.054214273240443617
leaf_weight=209.98782010935247 9.2002921588718944 210.8960817605257 35.720663115382195 1049.1721940413117 7.2931542396545401 268.47579761222005 4174.4982037432492 1196.189082538709 68.402521532028913 189.67219146713614 838.51341768540442 1616.4647833071649 105.18117357417941 4801.4807068537921 80.46977311745286 853.61827033944428 3286.6712937634438 9016.2959871571511 198.96032673120499 41.714592462405562 45.515982434153557 69.304384727030993 20.365741774439812 152.09450201876462 1105.735425375402 67.089082401245832 707.85514082573354 10.77888525277376 63.379793044179678 14.454843271523712 9.9277720935642702 9.0823755599558336 16.538027718663219 30.34500366076827 36.585587881505489 12.814135689288376 10.65856062620878 115.74774249829352 9.9648354575037974 9.8396878913044912 11.557901643216608 13.362714365124701
leaf_count=1210 52 1463 175 5357 59 1422 24623 6782 360 1206 4753 10039 586 27749 502 5637 17273 52635 1084 265 231 361 107 809 6314 424 4301 53 475 77 53 63 88 168 200 63 59 1160 50 44 61 66
internal_value=7.24536e-05 -4.16721e-05 0.00511053 -0.000572693 0.00522768 0.00209574 -0.00068918 -0.00405342 0.00420087 -0.00582335 -0.00329238 -0.0128482 -0.0157467 0.000779343 -0.00779358 -0.00228975 0.00133737 0.00259523 -0.00736983 0.0130048 -0.000600447 -0.00560004 -0.0332553 0.031239 0.0159296 0.0176517 -0.00301378 0.0283704 0.00733931 -0.0306072 0.0028293 -0.00897025 0.0454655 -0.014642 -0.0399109 0.0375111 0.0172275 0.0387677 0.0527745 -0.0257934 -0.0369983 0.0411844
internal_weight=30801.9 30678.2 3425.06 1991.4 1440.69 1317.65 27253.1 8281.35 1462.2 6819.15 5013.01 1806.14 550.715 18971.7 1159.44 934.088 17812.3 13817.8 408.948 1433.65 1241.71 194.765 62.0803 220.497 1238.89 1172.82 3994.53 123.725 132.684 225.351 49.608 39.6803 74.1172 66.0657 141.767 63.3383 27.1966 123.041 36.1417 30.5979 20.7582 23.3275
internal_count=178459 177807 19367 11078 7998 6779 158440 48803 8182 40621 29376 11245 3080 109637 7679 6139 101958 80384 2294 8289 7013 1208 372 1169 7081 6738 21574 652 836 1540 273 220 379 343 786 326 147 1219 179 157 113 116
is_linear=0
shrinkage=0.05


Tree=111
num_leaves=58
num_cat=0
split_feature=14 19 18 17 24 23 18 20 22 20 23 0 17 20 20 23 23 23 23 0 23 2 23 19 22 19 17 23 19 16 17 19 16 1 19 25 20 19 2 1 11 1 19 23 20 18 16 18 19 17 20 17 20 20 18 23 19
split_gain=38.303 52.8846 33.9276 34.0925 30.6755 29.4877 27.5091 31.5825 97.075 36.0644 63.368 26.0805 30.9371 23.5391 38.9684 58.0382 51.9316 29.8368 39.3261 23.084 22.9889 22.0185 24.1612 20.4974 22.1767 19.0393 18.3527 17.863 26.8397 17.5018 17.4264 15.8652 15.7696 20.8756 15.1412 14.3444 15.4865 14.0607 13.016 12.9356 12.829 12.6598 12.0437 11.8313 11.8044 10.4799 10.3721 9.85786 13.1239 9.67537 9.54154 9.14146 8.30919 15.4087 6.32929 5.31317 5.0017
threshold=1.0000000180025095e-35 0.82933668121913218 88.682500000000019 18.549999999999276 1.0000000180025095e-35 97.015045772664749 450.37916666666672 6.0333333333333341 5.5000000000000009 7.0125000000000011 94.036399572630572 25.450000000000003 51.10000000000128 5.3958333333333348 6.4041666666666677 95.909502606039879 95.980003978074734 95.004537629045402 93.003780710711752 17.050000000000004 94.058517709790252 0.55000000000000016 94.023960459741303 0.53145933032527692 5.5000000000000009 0.9196777118041819 12.200000000002548 93.150779687945658 0.68263088438329689 41.849999999998552 85.049999999999287 0.099930337391324467 45.60000000000128 93.050000000000011 0.76375762313630779 1.0000000180025095e-35 7.116666666666668 0.9196777118041819 8.2500000000000018 97.65000000000002 1.0000000180025095e-35 67.050000000000011 0.49594086966759737 95.998098397281225 6.7875000000000005 390.72416666666669 96.699999999999378 597.19416666666677 0.91032955237575541 79.699999999999378 8.2666666666666675 27.049999999999276 6.804166666666668 6.1208333333333345 332.7433333333334 94.996161373654317 0.86381873210397531
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 13 19 5 -5 37 8 40 20 -11 21 47 17 15 -15 -16 18 -1 26 -9 23 27 24 44 -10 -4 45 -29 35 43 -19 33 -24 -32 38 -37 52 -14 -34 -8 50 -26 -25 -2 -23 -6 48 51 -43 -31 -13 53 -3 -21 -50 -49
right_child=11 6 3 4 46 -7 7 9 25 10 -12 12 29 14 16 -17 -18 31 -20 54 -22 22 32 30 42 -27 -28 28 -30 41 34 -33 39 -35 -36 36 -38 -39 -40 -41 -42 49 -44 -45 -46 -47 -48 56 55 -51 -52 -53 -54 -55 -56 -57 -58
leaf_value=-0.014824479011573627 0.025838016183559066 0.050940271532151409 -0.015677505560727067 -0.0007175996026200761 0.026934014181523691 0.015289257010702405 -0.049299845864807026 0.0034633977570621174 0.018125695001815826 0.028092817306998918 -0.0068939755684227213 -0.019614138349814923 0.0029068008261880053 -0.034200763780923113 0.0010406825061974143 0.0043173611338344058 -0.029010130706288113 0.0012868371756167927 0.039362855084720969 -0.017260198770542325 0.024119535978686806 -0.0055974702568055718 -0.0018250835548611008 -0.0015272827624547062 -0.0022795451585258661 -0.0071861794005436651 -0.0032311276595469278 -0.0059846382246470965 -0.056843806872361291 0.022379902260801374 -0.010386632492583932 -0.039861406783385109 0.01660271532220391 0.027567133169559655 -0.041455599581311092 0.033063292221192912 -0.002613406101837855 0.094550292904181876 0.051250519634235263 -0.021599895823594003 -0.018372520330826706 -0.0074570235921602489 0.01663096097072481 -0.014779112461099447 0.0016288618471750585 0.016182234293372923 -0.019717524971689975 -0.0067821700769756426 0.06513833140077567 0.026327612632505999 0.058264735702640541 0.0028949508334400495 0.068395798979808145 -0.028636564452712551 -0.037844274531410718 0.020854164781141483 -0.053828314782865476
leaf_weight=51.956153240054846 140.86960825324059 13.165387701243164 361.69987181201577 18261.694134898484 131.01511310040951 292.32512418553233 96.131877360865474 186.28984156437218 231.93011877685785 173.9754177313298 505.34830772690475 46.772497043013573 512.80148383975029 328.99987394362688 719.63285403512418 139.16342509165406 179.65893974155188 56.690554592758417 94.172055281698704 93.61109421402216 486.36946919001639 139.26606317050755 386.75791927985847 908.06036350503564 866.18305203691125 109.30480782687664 1635.0159689374268 92.795648038387299 36.0058264862746 398.40901505202055 115.05857495963573 39.920960791409016 569.57224353589118 71.593594564124942 59.489942908287048 98.849925866350532 43.938014585524797 11.09655227139592 14.311684558168052 23.05542198382318 51.491583812981844 63.352577485144138 93.262270718812943 206.7863888181746 78.363904889672995 91.534131422638893 13.106305189430712 11.233314435929062 9.8909949176013487 31.843829222023487 19.427366148680449 1266.4059674218297 9.9318252019584161 11.308391399681566 62.131692003458738 21.487925369292498 11.365417066961525
leaf_count=323 641 86 3352 104343 657 1614 627 1039 1266 927 2889 207 2715 1926 4476 695 1104 331 604 726 2726 1240 2595 4232 4005 601 11092 723 247 2553 502 221 3872 715 260 640 254 62 293 140 258 501 420 993 381 753 71 53 54 277 107 6321 60 80 446 107 56
internal_value=6.88022e-05 -0.000837599 -0.00151292 -0.000972892 -0.000286917 -0.000465406 0.00720345 0.00625415 -0.00463714 0.0101923 0.00206617 0.00350155 0.00742915 -0.00850577 -0.0110528 -0.0227511 -0.00496282 0.0058429 0.0200964 -0.00693187 0.0183989 0.000919281 0.00590243 -0.00192874 0.00283705 0.0100178 -0.00548576 -0.00528465 -0.0202021 0.0133497 -0.00628531 -0.0157161 0.00973018 0.00276592 -0.0209756 0.00802741 0.022085 0.0456087 0.00421938 0.0151165 -0.0385123 0.0202994 -0.000441361 -0.00398529 0.0171846 0.00304024 0.0226916 0.0023064 0.00285683 0.00384416 0.0240484 0.00209323 0.0298239 0.0141709 -0.025472 0.034813 -0.0304427
internal_weight=30775.9 24347.1 22460.8 20850.6 18698.1 18554 1886.34 1840.84 488.858 1351.98 679.324 6428.74 2550.09 1610.19 1367.46 468.163 899.292 242.74 146.128 2152.46 672.659 3878.65 1410.58 2468.07 1178.68 341.235 1996.72 359.602 128.801 1182.93 1289.4 96.6115 1050.98 458.352 174.549 669.901 142.788 45.5022 527.113 592.628 147.623 513.033 959.445 1114.85 219.234 230.8 144.121 1367.16 1344.56 95.1964 417.836 1313.18 34.4056 24.4738 155.743 31.3789 22.5987
internal_count=178459 142602 131981 122301 106685 105957 10621 10333 2752 7581 3816 35857 14138 9680 8201 2621 5580 1479 927 15616 3765 21719 10285 11434 5447 1867 14444 2963 970 7340 5987 552 7322 3310 762 3902 894 288 3008 4012 885 3438 4425 5225 1022 1993 728 6798 6689 778 2660 6528 226 166 1172 161 109
is_linear=0
shrinkage=0.05


Tree=112
num_leaves=41
num_cat=0
split_feature=20 23 23 21 20 23 15 23 21 23 20 20 21 21 20 20 1 1 20 21 20 15 21 21 20 20 18 0 20 17 14 0 18 23 25 18 15 17 12 18
split_gain=36.2822 37.522 55.6971 65.5444 72.9711 93.9144 47.7283 38.3514 105.898 74.0411 168.601 48.8608 41.5505 33.0058 53.5419 57.1835 31.7616 35.9822 34.7274 26.3023 25.4263 19.504 19.282 23.3819 45.1956 42.8937 20.9175 16.8001 13.3436 12.6409 9.83716 11.3981 9.58716 9.38219 7.32606 3.10597 2.95906 2.52543 1.60766 1.49026
threshold=9.6333333333333346 92.993530851545856 92.006529031807261 47.126397041691412 6.1625000000000005 91.058192768439028 16.500000000000004 93.991874726725726 38.511873577532533 94.804710099785652 6.9208333333333343 7.0291666666666677 24.030174557390097 11.24539317642766 5.929166666666668 7.8916666666666684 97.750000000000014 95.250000000000014 6.5666666666666673 16.795378690629018 7.116666666666668 16.500000000000004 66.369153622645058 27.459946784769304 7.104166666666667 6.9041666666666677 515.93500000000006 17.150000000000002 5.7166666666666677 47.04999999999928 1.0000000180025095e-35 23.050000000000004 190.27000000000001 96.028500659351138 1.0000000180025095e-35 495.47000000000003 19.500000000000004 23.799999999999503 1.0000000180025095e-35 510.33500000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 19 -6 13 8 12 10 -9 -11 -8 14 33 -16 17 -15 -18 -1 -10 30 23 24 -4 -25 29 28 -5 -24 31 -2 -23 -3 36 -36 -34 -29 -37 -33
right_child=21 6 22 27 5 -7 7 9 20 11 -12 -13 -14 16 15 -17 18 -19 -20 -21 -22 32 26 25 -26 -27 -28 37 -30 -31 -32 39 34 -35 35 38 -38 -39 -40 -41
leaf_value=0.012207031143469826 -0.045689174987843854 -0.033625467073097284 -0.00057365213787110322 -0.0082600717325441563 0.022607930340926771 -0.0074345369927181146 -0.010565023231322114 -0.0085044866934245577 0.026880427858999002 -0.0018573364198108064 0.026931452088824765 -0.011457443035004773 -0.03450429856771748 0.0013659712122741897 0.0042034534330551241 -0.026156263160122203 -0.019252142687278651 0.016372806106404746 0.00089046489234251899 -0.018776497838282967 -0.035026810634606498 0.086719900711277151 -0.024996951500079152 0.028935773535716261 0.024831046090508936 -0.0020973156315148051 -0.070907192649404524 0.070290345271388735 0.029000674924670778 0.032248289061347572 0.046444815339292261 0.025852857230239636 0.0033185465327035014 -0.0042661911656094592 0.071509188859227468 0.054780358893763176 0.037164477371262508 0.042912193005398336 0.028566209936572069 0.0010890483954255018
leaf_weight=76.481779262423515 13.580399278551338 191.64822048321366 523.72115908563137 37.914100043475628 441.92358717694879 632.39025902748108 376.98685792088509 723.14273441582918 163.35650189779699 4027.1583122424781 626.4591952227056 1975.6125152278692 349.10985433682799 16519.195796849206 735.30834315344691 196.56316774897277 386.06827335245907 409.33539679646492 480.06971252895892 656.09584408253431 18.460268637165427 10.896906562149523 20.996047057211399 440.40316602773964 262.97521695494652 149.02720187604427 13.524339996278284 9.6739741396158916 65.601363377645612 17.835586000233889 10.188099045306442 10.223152562975885 16.715310111641887 31.71462501399219 12.032624904066322 10.592791803181171 10.523272935301064 65.136446902528405 13.059487350285053 14.973747484385965
leaf_count=401 77 1299 2688 265 2205 3347 2561 3956 890 23690 3585 12169 1843 92332 4656 1483 2508 4161 2957 3473 109 53 125 2816 1417 1014 73 65 652 156 71 48 92 241 60 61 55 670 58 77
internal_value=6.54452e-05 -4.3313e-05 0.00489793 -0.000519677 -0.00337382 0.00492356 -0.000663224 -0.00383497 -0.0135301 -0.00263775 0.00794419 -0.00501689 -0.0220751 0.000719343 -0.00747042 -0.00220044 0.00125102 0.00172884 -0.00808781 -0.0155418 0.0205948 0.0271907 0.012427 0.0135601 0.00791858 0.0210896 -0.0173551 0.0283999 0.0153534 0.00129611 0.00272258 -0.00876473 0.0434205 -0.0294568 0.0359221 0.0508277 0.0163945 0.0464525 0.0403063 0.0111365
internal_weight=30746.7 30623.9 3413.7 1985.22 1806.89 1074.31 27210.2 8260.29 907.913 7352.37 1349.6 6002.77 726.097 18949.9 1155.23 931.872 17794.7 16928.5 866.138 732.578 181.817 122.786 1428.48 1376.13 786.696 589.43 52.356 178.326 103.515 38.8316 48.9654 38.7773 73.8204 223.363 62.9235 35.6849 27.2386 74.8104 23.6523 25.1969
internal_count=178459 177807 19367 11078 9426 5552 158440 48803 5403 43400 7541 35859 4404 109637 7679 6139 101958 96493 5465 3874 999 652 8289 7935 4105 3830 354 1652 917 281 273 202 379 1540 326 179 147 735 119 125
is_linear=0
shrinkage=0.05


Tree=113
num_leaves=60
num_cat=0
split_feature=14 19 21 21 20 21 21 20 22 22 20 20 20 18 21 18 20 22 20 20 21 0 17 2 20 17 19 18 20 26 21 21 11 21 20 0 17 1 2 20 21 21 20 18 21 18 20 18 15 0 21 18 20 19 20 1 19 21 19
split_gain=35.3702 47.8463 43.5965 56.3865 96.1253 66.2324 117.087 67.283 65.4401 55.9567 40.2852 57.6254 52.7435 37.7445 34.4058 24.7069 27.7751 89.1012 32.1544 54.5579 28.1893 24.347 28.002 19.6659 20.3234 18.5869 21.9639 17.3607 17.165 13.9275 13.2183 13.1505 12.1032 11.4423 17.1743 11.0298 11.4203 10.5102 10.3724 10.8367 19.8324 10.2871 10.2626 10.1581 9.71932 11.8846 9.69515 9.36963 8.94672 8.14351 14.8312 5.65533 5.56229 5.23183 6.05375 4.99046 4.87048 4.37864 0.294308
threshold=1.0000000180025095e-35 0.82933668121913218 20.211690945970869 21.196930946291562 7.6916666666666673 22.336257309941523 22.495376078914923 6.0333333333333341 5.5000000000000009 5.5000000000000009 7.8916666666666684 7.8125000000000009 7.7833333333333341 243.07416666666668 11.659677164108247 450.37916666666672 6.0333333333333341 5.5000000000000009 7.0125000000000011 7.0958333333333341 26.412121212121217 25.450000000000003 51.10000000000128 0.55000000000000016 4.4958333333333345 28.549999999999276 0.65553473839420262 431.95750000000004 6.0791666666666675 1.0000000180025095e-35 13.640579710144928 17.146025306010177 1.0000000180025095e-35 8.598849396904491 7.429166666666668 10.950000000000001 17.099999999999003 98.65000000000002 3.1500000000000008 8.0541666666666689 20.744784876140812 10.493509557579142 6.3125000000000009 301.80250000000007 49.156487077279159 597.19416666666677 5.929166666666668 301.80250000000007 12.500000000000002 21.850000000000005 24.848813425663526 97.678333333333356 5.5125000000000011 0.93012493363525228 6.6333333333333337 94.250000000000014 0.63284456751427343 21.196930946291562 0.81159625566590243
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 4 9 7 -7 -5 -6 -4 11 12 -1 30 -15 31 17 32 28 -20 -19 23 33 24 43 41 -27 -13 -18 35 -12 -3 -17 34 46 36 -25 -37 39 42 -41 -26 -24 57 45 -35 -23 51 -49 55 -51 -40 -46 54 -33 -31 -45 -2 -36
right_child=21 15 3 5 8 6 -8 -9 -10 -11 13 27 -14 14 -16 16 18 20 19 -21 -22 22 38 29 25 26 -28 -29 -30 49 -32 53 -34 44 58 37 -38 -39 47 40 -42 -43 -44 56 52 -47 -48 48 -50 50 -52 -53 -54 -55 -56 -57 -58 -59 -60
leaf_value=-0.0035987955982136736 0.014002048183922195 -0.010818918001597762 0.045942778360558031 -0.038010883348820523 -0.038159745574372086 0.029755559351323096 -0.00061627158755827324 -0.0059596754636266312 0.010888641937060331 0.012410482925932886 -0.046760326644819376 0.0274038095912395 -0.063828793144421858 -0.034486511088678451 -0.0016800386349570956 -0.047641892017273584 0.039903225522876333 0.029314940051878759 -0.059994620233016507 0.0051980885692302506 -0.00084483427419405725 -0.026806565074699269 0.015187993861575745 0.013127716603656196 -0.018583302357317876 -0.0024248554602215736 -0.017005859884979723 0.085907376821765843 0.014547303812069307 0.020610921786339016 -0.022881909076038945 0.030776508063183716 -0.017491119965831494 0.0031500750562128126 -0.062249483982830624 0.0067995940424819467 -0.014878776429922231 -0.019939497339839435 -0.010702224139203007 0.04487107276998642 -0.012981479111687814 0.0027577496157526328 0.0044521875248423872 -0.014025817325935809 -0.0058173692226315254 -0.035726263839251676 0.035836798270186231 0.0047572301302728388 0.03316706436024211 -0.049252072415100927 0.03572992968615963 0.040918406936076741 0.048137997099900687 0.091728755478997462 0.080908093213525892 0.047207358492375832 0.01991571395994161 0.049044840883271032 -0.050206782042842527
leaf_weight=5579.0700596217066 12.497910507023333 8.984554033726452 203.95006686076522 221.11419654265046 122.90868874266744 324.67849594727159 14012.175120441243 631.04614302329719 152.23245227336884 319.02111807838082 91.816990680992603 40.695530526340008 36.586566716432571 98.90722157433629 416.30068411119282 94.367949506267905 75.131427828222513 119.13623911328614 33.775554060935974 643.92200686968863 221.56068867817521 11.970862463116648 399.04189235717058 49.769552055746317 59.412052802741528 798.96626732498407 381.636524990201 18.420554853975773 598.01805857941508 101.48873097449541 157.16008767671883 19.269661083817486 51.421397894620895 1275.556972514838 10.646005630493166 1037.9313176255673 135.50255282595754 38.099075838923454 5.7384685333818188 54.126453161239624 20.396211884915829 1139.4722486063838 503.44465049728751 19.16859744489193 6.4526777341961887 19.966352012008429 12.760460987687109 79.418500667437911 42.563978468999267 10.772686202079059 9.8087788037955743 70.3724678568542 18.390167519450188 8.2566152997314912 8.759459260851143 21.34723762050271 23.560263454914093 31.087470203638077 9.6921158581972104
leaf_count=37385 58 69 1069 1144 847 1792 76893 3632 877 1814 881 242 192 1052 2900 627 411 625 166 3650 1242 53 2029 255 402 3542 1703 99 3354 856 1162 122 258 6297 58 7480 898 196 75 237 106 5396 2476 86 47 92 62 968 498 89 159 951 141 46 51 352 107 140 48
internal_value=6.21851e-05 -0.000809108 -0.00145182 -5.27432e-05 0.0129013 -0.000733418 7.15418e-05 -0.0142762 -0.0110218 0.0254875 -0.00492555 -0.00347424 -0.0039912 -0.0157028 -0.00797807 0.00684705 0.00594794 -0.0042961 0.00963717 0.00194897 0.00970155 0.00336585 0.00716905 0.000869498 -0.00182054 -0.00268509 -0.00713825 0.0456335 0.0173773 0.0055915 -0.0316877 0.0433381 -0.0370074 0.00229933 -0.0224747 0.00391269 -0.00735541 0.00585284 0.0128275 0.0107123 0.0290373 0.00170017 0.00919911 0.0220131 0.00314496 0.00255092 0.00551513 0.02326 0.0146704 0.0203561 -0.00875108 0.0370264 0.0341236 0.0567477 0.0464433 0.025233 0.0046892 0.0389965 -0.0565105
internal_weight=30719.7 24308.7 22426.1 15987.1 798.112 15189 14336.9 852.16 275.141 522.971 6438.96 5674.77 5615.66 764.185 515.208 1882.6 1837.33 486.486 1350.85 677.698 340.697 6411.06 2540.54 3870.52 2465.8 2379.49 1180.6 59.1161 673.149 1404.72 248.977 45.2703 145.789 1365.44 45.0694 1261.3 185.272 1076.03 1175.1 977.009 74.5227 1198.88 902.487 86.3142 1320.37 1295.52 24.7313 198.093 121.982 143.417 20.5815 76.1109 24.8428 36.2857 28.0291 122.836 42.7289 43.5854 20.3381
internal_count=178459 142602 131981 88068 4607 83461 78685 4776 1724 2883 43913 37918 37577 5995 3952 10621 10333 2752 7581 3816 1867 35857 14138 21719 11434 11043 5245 341 3765 10285 2043 288 885 6798 221 8829 1153 7676 7340 4848 343 5798 4505 391 6577 6389 115 2492 1466 1456 248 1026 188 219 173 1208 193 198 106
is_linear=0
shrinkage=0.05


Tree=114
num_leaves=61
num_cat=0
split_feature=23 23 21 21 21 21 23 21 2 3 23 23 21 21 23 23 3 2 23 19 23 1 21 14 25 19 25 19 19 22 21 0 16 22 21 19 19 0 25 23 23 21 21 21 18 19 19 23 3 16 18 16 16 1 16 19 11 16 18 2
split_gain=33.6559 50.0126 59.7278 63.2688 47.7454 66.4671 40.9603 105.468 59.8248 108.426 82.4513 72.1629 61.9978 56.7904 118.383 55.4079 54.5273 55.7218 45.548 36.3006 32.5164 32.4311 32.4508 32.0388 31.3151 29.1641 26.8981 25.0373 24.3896 23.7278 22.4276 21.1296 20.6696 19.7921 18.5988 16.6256 16.4207 15.8188 15.8023 15.7211 33.766 13.1257 25.39 12.108 10.9238 9.90567 14.0868 9.13925 10.3263 8.83333 7.55259 6.62623 6.54403 6.14739 5.62064 5.12698 4.74096 3.21202 4.22778 1.13941
threshold=92.993530851545856 92.006529031807261 47.126397041691412 30.689451884613153 29.101464251773809 28.720816440654271 93.991874726725726 38.511873577532533 1.1500000000000001 93.65000000000002 94.227509561091395 94.041308158381 67.401459938522819 24.030174557390097 93.711132821776829 92.994091233462854 95.750000000000014 1.9500000000000002 93.00842258008376 0.69802663501449935 93.945173552067743 97.850000000000009 22.944542144502517 1.0000000180025095e-35 1.0000000180025095e-35 0.73502237301009477 1.5000000000000002 0.61335182632588614 0.78215018349427801 5.5000000000000009 30.423459739442986 34.45000000000001 29.049999999999276 5.5000000000000009 76.814607805987137 0.82496154727955906 0.11342508954065503 17.150000000000002 1.0000000180025095e-35 92.977870356643635 92.886042525702422 25.086358250521091 21.397571044931663 62.26127537734893 535.56000000000006 0.94234110485475464 0.86381873210397531 95.986700248113763 92.550000000000011 70.299999999999741 490.49000000000007 38.799999999999507 34.299999999999507 49.850000000000001 69.450000000000742 0.89435176548100348 1.0000000180025095e-35 47.700000000000507 375.00083333333339 2.3500000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 7 13 9 47 11 -11 -12 15 18 50 17 29 -15 31 -17 35 -23 26 -16 27 -5 33 39 -10 -6 34 -19 56 -9 -18 -35 43 44 40 -27 42 -29 51 -30 46 -21 48 -8 -43 -2 -4 -33 -25 -45 -40 -3 59 -59 -39
right_child=6 25 37 23 30 -7 8 19 16 10 12 -13 -14 14 24 20 21 32 -20 45 -22 22 -24 53 -26 28 -28 41 38 -31 -32 52 -34 36 -36 -37 -38 57 55 -41 -42 49 -44 54 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 58 -60 -61
leaf_value=0.00061029204230202616 -0.0638886263046749 0.069133366500163759 0.011973589097768505 -0.034633736201062242 0.031360869538947782 -0.046735311296848103 0.054630605700801173 0.0087601577438731568 -0.038639329975136444 0.00011563525761996553 -0.0035985620029331681 0.018667182331076181 0.045331982346252339 -0.026025794715610392 -0.054030250896852011 -0.0049538491525068758 0.015352733243280018 -0.0012882826305206617 -0.0011832985955199393 0.045752078804968233 0.012893175595046656 0.022525918650182775 -0.041236291414680187 0.030096721369312719 -0.024186349083858406 -0.022269226281629556 0.0025892621406577413 0.037385003153787059 0.011100459529428126 -0.0092531427324615279 -0.0030186739078009979 0.017767225336333365 0.005233563294705563 -0.014511636426208716 -0.02037546573412027 0.037122237943272893 0.012111101750138213 0.054856399277129368 0.015412071924023579 0.015579454333543748 -0.12088960506835478 0.049686883060316898 -0.01834949054904059 0.0018349867887749113 -0.028729249571599676 0.092687445909279298 -0.0028621249423165262 0.072590335151806615 0.025896891201166783 0.017459106554627929 -0.018047133464557552 0.044001002000518763 0.045884603032991328 -0.013330004191048173 -0.046814893827229961 0.047428407937602009 0.020588569061051276 0.0088258390190229154 0.059599336542882055 0.036975708675986423
leaf_weight=1128.4971241615713 40.81795915029943 17.974377037957314 32.312991458922625 253.50621608644724 173.58267629146576 79.340619157999754 45.264433115720749 277.60893136821687 85.464735452085733 1421.9699773602188 13669.486077783629 830.26579191535711 65.045539915561676 250.66705660521984 207.7940237224102 1335.7632681559771 784.02784541621804 1660.4018195811659 699.09877704828978 79.093293216079473 315.49898631311953 33.896916173398495 48.513035569339991 31.365363258868456 152.34006924554706 37.106438878923655 60.024799510836601 53.500640992075205 31.983414150774479 350.03936767019331 65.276573322713375 43.625138744711876 4527.5829366948456 61.715186189860106 68.238061549142003 98.751058917492628 941.81962388195097 43.860572032630444 44.238441241905093 13.555656308308242 11.329278342425821 87.42700244858861 33.061532292515039 30.77830708399415 37.280164320021868 8.561601158231495 18.36056137830019 17.942383028566837 101.12266515940428 28.094469614326954 11.521078385412691 32.285568570718169 39.367631996050477 11.009737372398375 7.3558190427720538 17.431360106915236 6.9835431743413201 11.552052553743126 6.3556302469223729 11.180601013824342
leaf_count=5887 381 135 316 1316 893 431 213 1723 420 7614 78167 4510 389 1315 1140 8094 3885 10383 3873 536 1741 192 311 152 762 217 320 279 178 1857 307 250 29221 317 531 490 5318 289 327 88 67 612 177 211 183 45 123 88 508 188 77 336 253 120 54 148 55 110 83 253
internal_value=5.8784e-05 0.00474839 -0.000394304 -0.00310654 0.00153962 -0.00249975 -0.00052583 -0.00553643 0.000223098 -0.0014974 -0.00191275 0.00695449 -0.00336683 -0.00916803 -0.0169958 -0.00314928 0.00388486 0.00226694 -0.00773986 0.0149249 -0.0015439 0.0149876 -0.0150096 -0.0219924 -0.041406 0.0118954 -0.0275075 0.0147291 -0.00617954 -0.01502 0.0219655 0.00844833 0.00348358 0.0115677 0.00301149 0.017788 0.0104739 0.0274349 0.00605306 -0.0320163 -0.0453369 0.0308186 0.0160978 0.0147919 -0.0103373 0.0411231 0.036593 0.0389098 0.0347817 0.0418492 -0.0537978 0.0279805 0.0311047 0.0188138 -0.00754925 0.0244617 0.0555499 0.0452398 0.0268459 0.0512243
internal_weight=30689.9 3401.79 1978.28 1802.6 1446.7 1207.84 27288.1 3548.36 23739.8 16151.1 15986.8 2252.24 13734.5 3013.5 1309.9 1703.6 7588.68 6623.49 949.766 534.855 1651.26 965.189 82.41 355.906 360.134 1423.5 313.531 1230.58 192.925 435.504 238.859 428.84 6187.98 1028.49 345.847 882.779 1003.53 175.682 130.933 61.9914 48.4357 202.084 86.5622 102.733 69.2636 106.015 97.4539 164.329 146.387 115.521 52.339 64.5986 82.9928 42.3751 38.1341 61.6698 24.9579 72.9489 17.9077 55.0412
internal_count=178459 19367 11078 9426 7518 6318 159092 20844 138248 91489 90680 12124 78556 17383 7090 10293 46759 41881 5188 3461 9835 4878 503 1908 1902 8289 1636 7081 1208 2277 1200 2757 39604 5825 2254 4375 5635 1652 836 372 284 1256 456 917 361 704 659 809 721 800 458 652 503 272 265 475 190 735 193 542
is_linear=0
shrinkage=0.05


Tree=115
num_leaves=49
num_cat=0
split_feature=24 25 23 22 21 21 21 23 23 20 20 20 23 23 21 19 19 2 23 23 20 21 21 20 20 15 18 18 18 18 21 2 12 2 19 17 3 17 18 17 16 0 0 18 0 1 23 0
split_gain=39.9038 38.1344 35.9966 135.767 74.5317 141.639 70.6479 65.5828 78.8157 64.2435 80.7954 69.3931 52.4409 44.7124 29.4654 22.0312 19.2372 15.0112 14.6154 24.9315 17.8805 14.2069 13.9254 17.3467 17.7494 17.5472 13.3541 12.4248 11.127 12.6126 11.122 10.6506 10.5677 9.45195 8.92055 8.8551 8.1397 6.22616 5.72367 7.84965 5.54622 5.42053 5.40951 4.84338 4.23615 2.69087 1.58828 0.333764
threshold=1.0000000180025095e-35 1.5000000000000002 95.985565648201529 5.5000000000000009 38.923556063673722 37.808814306964742 50.00308399795442 95.118830512887854 95.08064210916146 7.9375000000000009 7.8750000000000009 8.4916666666666689 95.989678354418103 96.003844680480853 28.951165325167608 0.60496802206509903 0.86381873210397531 1.1500000000000001 92.998819010110978 93.003780710711752 5.3625000000000007 26.541816739913425 35.229949383332148 4.8458333333333341 5.3625000000000007 13.500000000000002 248.59250000000003 166.39000000000001 94.751666666666679 170.11583333333337 35.666797208841125 5.9500000000000011 1.0000000180025095e-35 2.1500000000000008 0.66736505528316414 48.099999999999689 91.750000000000014 38.099999999999007 135.78083333333336 38.099999999999007 82.100000000001288 23.250000000000004 13.050000000000002 356.39833333333337 40.550000000000004 55.650000000000013 94.910488014274208 24.050000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 12 5 -5 -6 8 14 10 -9 -11 33 -14 -1 18 -10 21 28 36 -21 27 23 25 -25 -17 32 38 37 -30 46 40 -23 -4 -32 -33 -20 -3 39 -2 42 43 -19 -29 -43 -44 -24 -37
right_child=17 15 3 4 6 -7 -8 9 16 11 -12 -13 13 -15 -16 22 -18 31 19 20 -22 26 30 24 -26 -27 -28 41 29 -31 34 35 -34 -35 -36 47 -38 -39 -40 -41 -42 44 45 -45 -46 -47 -48 -49
leaf_value=-0.0019271726219903887 -0.042977101107972808 -0.055489211761427473 -0.05651103465658891 -0.00072564838149777929 0.033706173104124097 -0.04514435937245781 -0.0047688901742484555 0.0077341896118869775 -0.03132921130098866 -0.018648755664596076 0.042616738986513927 0.034478936809401915 -0.00059208659223023124 -0.023128288074317535 0.0023320795888439492 0.008329668525857167 -0.085130609760889264 0.017309385527992979 -0.01332016844968506 0.013189965590180975 -0.0008139313753013494 0.020203057115873013 0.041925632867755518 0.045709683776566729 0.0074106733061477213 -0.061886940148812214 -0.0017861028657828769 0.013110121546004392 0.038769921719604861 0.010554670998243665 0.035663530642196628 -0.052575669874794409 0.07466427875692444 -0.019994463873895606 0.013822872329816938 0.054049836806336619 -0.063623366633130507 0.00092152126382024496 -0.056783589950210739 0.016818479345819738 0.014720203170422625 0.042044069184904685 0.066697547724415052 -0.03004907252132577 0.0061651597721383419 0.040651247414194083 0.069358306659708033 0.026524414673971833
leaf_weight=11492.636096475646 10.331665590405466 7.8178778290748623 102.82956931740046 4931.7923015467823 292.22652899287641 186.247439365834 201.63531159609556 2538.0060922112316 111.47361742332578 386.45451957546175 177.61812270618975 73.087147511541843 326.63315210677683 674.76964619942009 6279.080551924184 18.056561529636383 19.524913966655731 9.310249697417019 13.994409902021287 279.4716036953032 1236.2267777733505 16.39597775042057 10.482708111405374 32.288837295025587 479.47703623585403 17.540831014513969 19.297156743705273 16.918201185762886 54.188653375953436 147.19661874137819 58.32703853584826 5.4467532746493799 19.502024456858635 21.410409677773714 235.58449193462729 2.5657420884817839 18.906437009572983 13.067294416949151 10.023708306252955 11.708219721913336 11.970868453383444 18.976630479097366 33.486767821013927 10.556544624269007 14.522844843566416 14.087792027741669 10.623545618727801 1.9295532274991272
leaf_count=67189 59 51 572 29356 1514 1007 1324 14432 558 2475 956 376 2017 4281 35779 86 94 51 141 1551 6750 76 59 180 2431 75 88 86 364 1115 454 73 85 114 1726 48 92 95 52 56 67 91 170 60 70 103 60 55
internal_value=0.000150647 -5.07067e-06 -0.000549508 -0.00373092 -0.000552131 -0.00234206 0.0179975 0.000467432 -0.000707129 0.00709002 0.0100157 -0.0101991 -0.0195788 -0.0157775 -0.000422299 0.0057459 -0.0393481 0.021035 0.00255437 0.000833475 0.00176817 0.0116612 0.0122996 0.00747952 0.00982707 -0.02627 0.031758 -0.000261367 0.0145442 0.0181468 0.0206748 0.038669 0.0497898 -0.0502181 0.0181572 -0.0097071 -0.0422268 -0.0201945 -0.0254586 -0.011212 0.045654 0.0129887 0.0521638 -0.00347281 0.0264897 0.0589847 0.0557335 0.0422349
internal_weight=30675.7 30448.7 27815.4 6737.54 5611.9 5118.04 493.862 21077.9 17902.7 3175.17 2715.62 459.542 1125.64 1001.4 17771.7 2633.25 130.999 227.031 1770.87 1548.6 1515.7 148.233 862.381 547.363 511.766 35.5974 55.1952 93.0378 222.27 201.385 315.018 78.7977 35.898 124.24 293.912 9.94205 32.9008 20.8852 32.0636 22.0399 68.8557 60.9742 56.8848 27.4747 33.4995 47.5746 21.1063 4.4953
internal_count=178564 177274 162044 40185 33201 30363 2838 121859 103620 18239 15388 2851 6984 6298 102968 15230 652 1290 10159 8534 8301 723 5071 2772 2611 161 249 474 1625 1479 2299 567 161 686 2180 176 233 146 167 115 391 307 324 146 161 273 119 103
is_linear=0
shrinkage=0.05


Tree=116
num_leaves=50
num_cat=0
split_feature=17 0 20 20 21 20 20 21 21 20 23 23 21 0 19 14 21 17 1 1 0 17 15 17 15 20 20 17 15 21 17 15 20 19 20 2 15 23 3 20 21 21 21 19 11 15 21 19 21
split_gain=37.3237 35.7162 36.583 99.3702 69.2893 64.1003 95.3674 46.0311 88.9015 39.2929 37.4399 33.1083 35.1784 31.6754 30.0657 23.0651 22.3211 22.0796 20.9785 49.0762 20.6118 36.4071 15.2661 18.0236 11.9415 11.7342 11.0553 8.93787 8.34272 8.11693 7.83151 7.69835 7.49108 14.5602 7.44512 6.98385 7.0618 6.24705 6.18272 5.12379 6.86937 5.55769 6.12454 5.07094 7.99179 10.9773 7.569 5.91784 5.02351
threshold=18.549999999999276 12.15 7.2791666666666677 7.2250000000000005 12.264677643042567 7.1541666666666677 7.0958333333333341 39.536842105263169 28.382244200018491 7.4416666666666673 92.998819010110978 95.99942737839514 15.177472611100931 16.450000000000003 0.86381873210397531 1.0000000180025095e-35 51.393691289886327 16.599999999999003 97.15000000000002 94.850000000000009 11.450000000000001 11.500000000000911 6.5000000000000009 44.600000000004009 23.500000000000004 3.6958333333333342 8.0291666666666686 98.899999999998741 3.5000000000000004 22.336257309941523 13.950000000000729 12.500000000000002 7.6750000000000016 0.5400027779826041 3.9291666666666671 0.95000000000000007 9.5000000000000018 94.998794295811919 95.750000000000014 6.1208333333333345 35.495916359076205 44.944529155055477 27.603243056753495 0.44468506927282664 1.0000000180025095e-35 14.500000000000002 46.54620238487545 0.68263088438329689 25.69098108921558
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 18 3 5 9 6 -3 8 -6 28 -11 12 -5 17 -13 -7 -9 20 19 22 21 38 27 -24 -23 -19 30 -2 -4 -28 -22 -20 34 -34 -27 -21 -37 43 -1 40 48 42 -41 44 45 -15 47 -45 -39
right_child=1 2 4 11 7 15 -8 16 -10 10 -12 14 -14 37 -16 -17 -18 25 31 35 26 24 23 -25 -26 32 29 -29 -30 -31 -32 -33 33 -35 -36 36 -38 39 -40 41 -42 -43 -44 46 -46 -47 -48 -49 -50
leaf_value=-0.013181344932853827 0.006972810882688159 0.001470550928711629 -0.0035584632167285899 -0.013735559651377301 -0.0016467931358869891 -0.030644459546405475 0.020506919904292639 -0.020968383414802519 0.016795045667833779 -0.055881365675295946 -0.0080267976820903204 -0.015643787719102745 0.035623869556856008 0.039620499984707645 0.068258312919703232 0.0070989370210799534 -0.00064033928518217515 -0.04497269137077501 -0.072137182866734456 0.082351503845973159 -0.015301732014126844 0.010233620587812915 -0.0035106351097364142 -0.013111237992036329 -0.034657274249545615 0.055328463248484054 -0.0051450021656842823 -0.0036611514379550057 -0.047241386493380978 0.024622250443454424 -0.0073385201480796044 -0.012405529230388651 -0.030347489595493434 0.014283197311963964 0.0073971851970548704 0.0041198745491227394 0.036320350998472993 -0.017716795373502341 0.019991859708432948 -0.025509186769922143 -0.044871934164913085 0.0065695318989372961 -0.049530828928654153 -0.035092289867988159 -0.039667356001518272 -0.0071686230394911237 0.022889437798564109 -0.0088368479255734496 0.014429589044819398
leaf_weight=339.55670126155019 320.98436651751399 17353.664929235354 12.184647694230078 40.090353149920702 3511.497517503798 203.05995926633477 683.84411632269621 357.17883885838091 802.91623199358582 43.924052469432354 588.24496516026556 73.547590155154467 362.43131699040532 16.387287303805351 12.490791596472262 50.554950622841716 217.13319672271609 11.45568238571286 15.441459432244303 6.2943219393491736 498.40766535513103 510.33522512577474 1140.7710442431271 855.44857740961015 15.257181189954279 8.2262308895587903 54.394114073365927 514.04743677936494 106.15799789503217 39.554044224321842 811.38326510973275 8.2902989573776704 38.053229186683893 35.158325089141726 534.96215238794684 23.127558773383498 64.546277567744255 30.396798264235258 14.651815362274645 79.41230640001595 13.613304451107977 9.3129685595631582 39.849340200424194 51.557521423324943 12.445594631135462 53.333761140704155 9.462697967886923 36.766338393092155 20.248596914112568
leaf_count=3012 1762 98178 74 211 19992 1277 4006 1879 4226 367 4216 374 2098 101 54 264 1684 73 97 31 3999 3116 6327 4636 79 45 492 2725 754 232 5299 53 260 210 3000 205 601 232 127 664 72 44 248 339 62 382 45 219 121
internal_value=0.000143098 0.0007475 0.0013752 0.00243571 -0.00215647 0.00184129 0.00219226 1.50966e-05 0.00178525 -0.0163018 -0.0113518 0.0246901 0.0307078 -0.00489353 -0.00346313 -0.0231208 -0.0132829 -0.00313643 -0.00445021 -0.00407036 -0.00541961 0.000580708 -0.00525021 -0.00762482 0.0089305 0.00516762 -0.00918034 0.00042652 -0.0427438 0.0073876 -0.0103687 -0.0512709 0.00609947 -0.00891453 0.00812307 0.0314785 0.0278262 -0.0186162 -0.0118091 -0.0248688 -0.01334 -0.0306307 -0.0335356 -0.011916 -0.00275953 0.00382873 -0.0196098 -0.024163 -0.00486431
internal_weight=30652.1 27367.9 24418.9 18779.7 5639.24 18291.1 18037.5 4888.73 4314.41 750.512 632.169 488.56 402.522 3284.18 86.0384 253.615 574.312 2911.4 2948.95 2925.22 2283.54 879.801 2831.25 1996.22 525.592 627.856 1403.74 835.032 118.343 93.9482 1309.79 23.7318 616.4 73.2116 543.188 93.9682 87.6738 372.787 354.209 192.833 64.2587 128.575 119.262 179.953 82.1666 69.721 97.7866 88.3239 50.6454
internal_count=178564 156091 139654 106462 33192 103725 102184 27781 24218 5411 4583 2737 2309 22473 428 1541 3563 19944 16437 16287 16356 6334 15450 10963 3195 3588 10022 4487 828 724 9298 150 3515 470 3045 837 806 2529 3139 1381 425 956 912 1148 545 483 603 558 353
is_linear=0
shrinkage=0.05


Tree=117
num_leaves=45
num_cat=0
split_feature=24 17 16 0 21 21 21 0 16 17 0 17 1 2 20 16 1 16 16 15 23 2 19 17 3 2 20 0 19 21 23 14 16 16 0 16 19 17 17 20 19 15 17 1
split_gain=36.1595 32.997 30.5592 31.1799 30.6323 88.5996 69.327 28.3519 19.2329 18.9687 18.9422 31.8487 15.0143 13.8782 12.8142 12.5654 12.1711 11.9452 10.5339 9.98171 16.9533 9.83543 8.27804 8.24456 8.17215 8.03639 7.01865 10.7462 7.64631 6.18837 6.07256 9.01088 7.37596 5.18543 5.07934 5.05475 4.97208 4.64981 4.21268 4.04465 3.95245 3.86139 3.49363 2.43783
threshold=1.0000000180025095e-35 18.549999999999276 421.30000000000115 10.550000000000002 28.951165325167608 29.577480286081059 28.720816440654271 16.450000000000003 23.049999999999276 16.599999999999003 11.450000000000001 11.500000000000911 97.050000000000011 1.1500000000000001 4.6250000000000009 17.099999999999003 67.050000000000011 18.549999999999276 87.599999999999014 10.500000000000002 94.996964144746173 5.9500000000000011 0.50809170061040332 133.0499999999993 89.850000000000009 6.1500000000000012 5.5916666666666677 25.450000000000003 0.34014001089281615 14.523912106850497 95.934539528138288 1.0000000180025095e-35 58.500000000000917 82.100000000001288 13.050000000000002 74.049999999999287 0.49594086966759737 40.300000000002008 54.100000000004009 6.1208333333333345 0.88099498387269837 15.500000000000002 48.60000000000128 55.650000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 8 6 -6 -5 9 17 10 11 -1 -10 14 42 -12 19 -3 22 23 -21 33 -11 -4 37 38 -16 36 -29 -20 31 40 39 34 -15 -34 -28 -23 -18 -32 -9 -33 -2 -36
right_child=13 2 16 4 5 -7 -8 30 12 18 15 -13 -14 21 26 -17 25 -19 29 20 -22 24 -24 -25 -26 -27 27 28 -30 -31 32 41 35 -35 43 -37 -38 -39 -40 -41 -42 -43 -44 -45
leaf_value=-0.011149229095598529 -0.034567340697858912 -0.014082451774109142 -0.0017336209322447644 0.00019467270352776557 0.029132342428146631 0.002505038118502952 -0.02975146083419667 -0.020782742047906873 -0.004736651520519046 0.001035446748731676 -0.021156099647173923 0.0083388055481344783 -0.068730669176597661 0.016566710459851936 0.048993211940440616 -0.0070220519068263142 -0.075723530628720434 -0.045940192529747542 0.024636595654795191 0.0038450438406516596 -0.05966030863537345 -0.029412619449246637 0.013287839302165773 -0.012414608068422883 -0.079105579151258654 0.0016125682421623587 0.0075851720221012222 0.051611332337496575 0.012953058118863818 -0.019110446000313742 -0.019175671651361921 0.015782188830216377 0.029792495540119347 0.014015347156549604 0.064465334781946132 -0.023527275592693245 -0.025830654348574445 0.053379174582235039 -0.034959258303605988 -0.043228419484986402 0.011233870794860002 -0.0086055577799464596 0.0019344285547751132 0.039416905101588615
leaf_weight=349.63169820420444 16.295610062778 70.28953929618001 421.78507788106799 16005.86453817226 323.57072423025966 9052.8346994575113 195.63048794306815 194.41353131458163 628.9851837772876 285.34914116933942 180.76594885624945 523.64619766920805 9.3012795485556108 9.2802064418792707 15.927691251039503 1208.5839256178588 10.85262316465378 50.610270438715816 9.2895535416901094 19.028833091259003 23.472907781600952 2.8377494011074287 266.70428730733693 316.04600858688354 2.9447068218141794 9.5884004160761815 36.473615162074566 22.267989233136177 30.055335402488708 62.284285549074411 26.206985700875521 28.838573254644871 8.0287646465003508 11.908137079328297 32.892876002937555 9.9577530361711961 16.022084057331085 4.2146968189626932 15.23467732220888 52.474217887967825 10.142413545399902 37.125774621963501 10.966920197010039 13.784333772957323
leaf_count=3124 89 405 2125 91808 1629 52093 1051 1405 3516 1694 1452 3177 53 51 75 8515 54 289 57 83 111 36 1491 1557 42 71 181 96 145 324 187 137 53 67 170 55 86 98 81 433 66 178 51 103
internal_value=0.000135687 -1.23728e-05 0.000557773 0.000853026 0.00114942 0.00342392 -0.000166922 -0.00477078 -0.00913275 -0.00310597 -0.00523399 0.000536439 -0.00566919 0.0200673 0.0110781 -0.00886101 -0.00897168 -0.0274185 0.00461489 -0.00766601 -0.0312278 0.0371551 0.00695474 -0.00630876 -0.00914574 -0.0375306 0.0180687 0.0133696 0.0294054 -0.0134325 -0.0178569 -0.0140132 -0.0286134 0.0439756 0.0503513 0.000273435 -0.00261359 0.0200656 -0.0519177 -0.035217 -0.0191953 0.00205638 -0.0198837 0.0570682
internal_weight=30632.4 30406.5 27153.1 26337.1 25577.9 9376.41 16201.5 3253.44 759.186 2886.26 2262.63 873.278 638.286 225.872 148.009 1389.35 816.009 120.9 623.627 780.333 42.5017 77.8627 552.053 737.831 9.99715 35.6757 120.747 104.819 52.3233 71.5738 367.188 270.52 96.6677 67.8656 55.9574 17.9865 52.4957 7.05245 26.0873 78.6812 204.556 65.9643 27.2625 46.6772
internal_count=178564 177274 154926 150844 146581 53722 92859 22348 4263 19834 16268 6301 3569 1290 723 9967 4082 694 3566 3876 194 567 3185 3682 176 206 583 508 241 381 2514 1786 728 391 324 108 267 134 135 620 1471 315 140 273
is_linear=0
shrinkage=0.05


Tree=118
num_leaves=57
num_cat=0
split_feature=25 17 0 0 17 17 0 17 23 21 23 15 0 0 19 15 23 1 23 23 23 1 16 23 23 15 19 21 21 23 15 26 23 23 15 23 23 19 21 18 23 19 19 23 3 16 0 1 23 23 0 21 17 19 23 18
split_gain=33.9578 34.8934 74.054 57.9777 47.6732 42.8481 42.779 49.1163 26.5346 51.909 36.8624 25.9536 25.4655 20.096 19.1649 18.8411 18.6782 16.2915 15.8638 15.5896 22.5344 14.36 14.9127 13.0039 22.564 16.1694 22.0781 18.5374 12.4385 12.2567 12.0066 11.459 15.8679 15.9104 12.9159 11.3367 10.658 10.626 10.3552 10.2677 8.93493 8.36783 8.267 8.09395 8.06934 8.0193 7.71738 8.0453 7.10523 7.05531 5.40401 3.37471 2.9397 1.69179 1.54147 0.820287
threshold=1.5000000000000002 46.450000000000735 16.650000000000002 46.550000000000004 80.899999999999878 61.099999999999007 39.650000000000013 39.500000000000917 95.982013764432693 25.69098108921558 95.980003978074734 17.500000000000004 15.65 22.050000000000004 0.60496802206509903 12.500000000000002 91.021329629720654 78.850000000000009 96.356603166595647 96.078303379463236 96.017808737120575 97.050000000000011 26.500000000000913 92.998819010110978 93.003780710711752 17.500000000000004 0.26388783243538322 12.944084678574017 35.229949383332148 94.041308158381 19.500000000000004 1.0000000180025095e-35 92.994091233462854 95.992263769381097 21.500000000000004 94.086168341610275 92.995440792788813 0.13584835299626544 35.666797208841125 143.96916666666669 92.998819010110978 0.66736505528316414 0.85282721951698715 96.98829157962912 95.750000000000014 20.799999999999503 16.750000000000004 47.45000000000001 97.015045772664749 95.118830512887854 19.250000000000004 36.096043704291134 87.750000000000014 0.73149082193971326 94.910488014274208 270.9258333333334
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 15 4 13 11 7 8 10 -10 -1 -5 44 -4 23 21 -6 -7 19 20 -8 22 -3 36 46 27 -27 -26 31 40 -31 34 53 -34 43 -14 37 50 54 -39 -17 49 -43 -16 -9 -36 -25 -48 51 -40 -2 -20 -23 -33 -30 -21
right_child=14 2 3 5 16 17 18 12 9 -11 -12 -13 35 -15 28 29 -18 -19 48 55 -22 52 -24 24 25 26 -28 -29 38 30 -32 32 33 -35 45 -37 -38 39 41 -41 -42 42 -44 -45 -46 -47 47 -49 -50 -51 -52 -53 -54 -55 -56 -57
leaf_value=-0.0011551064511132552 0.0015947561551056047 -0.012265912911580397 0.0042084690412750921 -0.0077101811820086867 -0.03808806500378803 0.010511035744747698 -0.0087798933112904036 -0.00413763793569457 -0.012118276272682152 0.00069278241442584138 0.03313136110385858 0.0024285279485908957 0.0036211748268311279 0.013903849856059719 0.020370549637440016 -0.010302144811635697 0.001948713134730537 -0.0018019596777438319 -0.033826039267560691 0.023020441609785419 -0.056023951692772224 -0.030916763701196399 -0.0011980769254309421 -0.0095240668953325176 -0.030986248578583092 0.0093144105869247019 -0.013351879347824372 0.006562479070045979 0.040129112217564461 -0.0060859873933952462 -0.041760078285013831 0.026359595782922421 -0.011715545366709738 0.015928134989320109 -0.049908742359082971 0.014187893714650521 0.066493922933304819 0.039025328310697847 0.020334276692318437 0.0095399757547624548 -0.033016887198929534 0.007809306046096651 0.029865927607112621 -0.016981931629981038 0.022333151489226693 0.0024045384411431757 -0.083040357606684392 -0.017563542762753123 0.0013717258344494733 0.056313791639015599 -0.052970840794358848 -0.064402994719669454 -0.074222890986828216 0.058981145067817646 0.06737614083866536 0.043284729688275958
leaf_weight=9667.7371070627123 9.3420109041035193 352.32719672843814 697.92516373842955 1713.5541923344135 29.625949673354626 944.39896966703236 1239.022911503911 472.50807118602097 1694.120031317696 1482.748735152185 79.033996522426605 999.31732998043299 368.40548840537667 2282.0223323795944 232.97858663275838 73.104929400607944 1744.1410280279815 375.43818824738264 55.017854258418083 8.8714435771107691 25.765022363513708 8.6722546722739917 2234.9734732657671 12.808954667299984 33.969432838261127 161.94184300675988 319.18168231286108 1015.4733653161675 10.395698323845865 402.32407859154046 25.054926209151745 6.4052910208702114 175.03738750517368 74.080131933093071 11.113114796578882 816.18932021409273 9.2472003512084466 36.373264530673623 35.048442357219756 156.83625796809793 106.16182327643037 179.78284633345902 55.627076821401715 15.465887375175951 30.658203668892384 21.495734199881554 12.841924030333759 7.3918765988200894 13.185496658086775 22.291081110015512 8.8228843901306373 10.794165670871733 7.1492223143577567 10.472696252167223 10.367704724892972 11.425750516355036
leaf_count=57978 78 1965 4198 9687 145 4984 6910 2684 12215 8159 375 5339 2118 13360 1145 415 9630 2302 377 52 168 70 12174 98 164 795 1555 5891 59 2252 121 41 920 354 52 4573 56 260 303 1178 554 1311 443 72 147 102 63 72 82 152 53 61 45 93 60 54
internal_value=0.000128845 -0.000383188 0.00165474 0.00402913 0.00777003 -0.000380602 -0.00191349 -0.00112294 -0.00217055 -0.00613894 -0.000877087 -0.00397547 0.0068989 0.0116331 0.00554418 -0.00484494 0.00128001 0.00700851 -0.0103815 -0.00904466 -0.0097423 -0.00299565 -0.00270525 0.00258826 0.00098486 0.00186738 -0.00572261 0.00534706 0.0116728 -0.0127803 -0.00817737 0.00712211 -0.000316425 -0.00349514 0.0141621 0.0109017 0.013952 0.0116534 0.0196133 0.0150908 -0.0237538 0.0171932 0.0130213 0.0180453 -0.00252476 -0.0154239 -0.0398943 -0.0591202 -0.0321292 0.0343215 -0.0249083 -0.0388411 -0.0504854 0.0466011 0.0537343 0.0344277
internal_weight=30616.5 27971.7 11996.2 8786.42 4753.71 4032.71 15975.5 14611.4 12923.6 3176.87 9746.77 2712.87 1687.76 2979.95 2644.79 3209.77 1773.77 1319.84 1364.08 1285.09 1264.79 2603.12 2587.3 1784.23 1563.61 1530.57 481.124 1049.44 860.562 606.646 427.379 547.049 265.996 249.118 281.053 1184.59 220.622 211.374 313.513 193.21 179.267 292.749 235.41 248.444 503.166 32.6088 33.0428 20.2338 78.9975 57.3395 18.1649 65.812 15.8215 16.878 20.7634 20.2972
internal_count=178564 163194 67241 49645 27333 22312 95953 88249 78727 20374 58353 15026 9522 17558 15370 17596 9775 7286 7704 7184 7078 14254 14139 10263 8638 8405 2350 6055 5107 3342 2373 2779 1408 1274 1371 6691 1625 1569 2328 1438 969 2209 1754 1217 2831 154 233 135 520 455 131 438 115 134 119 106
is_linear=0
shrinkage=0.05


Tree=119
num_leaves=44
num_cat=0
split_feature=24 25 14 19 21 21 21 18 21 1 2 22 19 21 19 15 0 2 19 19 15 2 15 19 21 19 21 1 2 25 18 18 19 21 11 3 15 2 18 18 0 18 0
split_gain=32.9825 30.7677 31.1113 34.6313 29.3929 45.8312 40.6474 28.289 22.7873 38.8282 21.4361 20.7531 31.057 21.6021 18.2407 13.978 17.0599 12.7526 12.5966 12.6122 12.5955 12.739 11.621 15.4547 17.4716 15.7599 14.6649 10.8772 9.15451 8.99326 7.78267 7.68105 11.505 7.55118 9.48446 7.06044 5.99815 4.91729 5.97115 9.51958 4.57532 3.86414 3.63595
threshold=1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 0.82933668121913218 20.211690945970869 21.196930946291562 16.648673232375192 287.15083333333342 10.493509557579142 99.65000000000002 6.2500000000000009 5.5000000000000009 0.8694187260430577 12.47684210526316 0.60496802206509903 8.5000000000000018 15.950000000000001 1.1500000000000001 0.23022722244534669 0.2522312163811436 2.5000000000000004 4.0500000000000007 17.500000000000004 0.26388783243538322 34.531380313550223 0.23981052829141503 12.944084678574017 98.050000000000011 5.9500000000000011 2.5000000000000004 170.11583333333337 124.79166666666667 0.12569053433682439 46.127399865055516 1.0000000180025095e-35 89.850000000000009 8.5000000000000018 1.9500000000000002 122.48500000000001 188.53000000000003 11.550000000000002 476.70666666666671 16.850000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 -1 15 9 -9 -10 12 -5 -13 22 30 -17 18 31 -20 41 27 26 25 -25 -24 36 -22 37 -28 -4 32 -2 34 -21 42 -3 -19 -39 -40 -23 -16 -30
right_child=17 14 7 11 5 -7 -8 8 10 -11 -12 13 -14 -15 20 16 -18 28 19 33 21 40 23 24 -26 -27 29 -29 35 -31 -32 -33 -34 -35 -36 -37 -38 38 39 -41 -42 -43 -44
leaf_value=-0.0019247653650056415 -0.033084387665870837 -0.054196631581388335 0.0055337908947881509 -0.024442429715073676 0.011349811351865257 -0.001399794342445918 -0.010529824273850965 -0.022554055296506323 0.00014165299405051519 0.037764555589080546 0.01759481516636404 0.027354217507266305 0.0055819746965920262 0.0062618560282537887 -0.04780672782132598 -0.0017976503738202994 0.0084917458790860611 0.070336874850656969 0.075804494338624392 0.0018793388342210383 0.010559706504782792 0.052012241405581056 0.00059093098207991179 0.0018804194168807167 -0.020080451956478486 0.037156696934341281 0.00717906082175281 -0.032044574896767528 -0.019579626142408896 -0.0099283274228221564 0.021159384333388834 -0.042662334433840418 0.032107031108225166 0.049647351173811111 0.049237455786342282 -0.071390672555085161 -0.012150183616972758 0.064393569794498784 -0.019041959402117586 0.039198673209673837 0.023512368980401516 -0.004803618568117716 0.053205131586324221
leaf_weight=3991.5397294778377 12.318000845611097 11.976604111492632 118.22600752301514 131.85988905467093 745.10436712577939 13052.985473763198 2091.4051717817783 209.56919309124351 3481.6790372692049 30.571971625089645 185.29166233539581 135.31719722226262 248.34539849683642 1179.4923286736012 10.876174196600916 579.53193557448685 1321.3103263638914 12.763175889849661 9.1707936450839025 71.20031676441431 703.39087965339422 16.439380213618279 141.50516188889742 170.98987836018205 192.5621403362602 37.217958485707641 1098.4389079362154 15.307436898350714 3.2080735526978952 82.599605839699507 244.46999307535589 14.136947348713873 15.020077824592589 13.167703270912169 12.415708303451536 3.1106164790689945 29.069431520998478 13.671658631414173 9.0392813161015493 31.350024424493313 98.220174140296876 10.051832675933836 3.6888007633388042
leaf_count=28362 67 57 725 777 4363 71241 14088 1109 17655 137 2743 833 1447 6444 58 3231 7321 60 42 355 3438 179 723 790 1049 180 6786 72 40 431 1568 72 73 61 53 42 143 74 50 207 1268 56 94
internal_value=0.000122513 -1.85823e-05 -0.000507529 -0.0014029 -0.0019878 -0.000711309 -0.00488331 0.00262319 4.63935e-05 -0.014875 0.00102356 0.00545753 -0.00483086 0.00843263 0.00516221 0.00707101 0.0053547 0.0192271 0.0106197 0.0197637 0.0111594 0.0121215 0.00225844 -0.00383327 -0.00975157 0.00820552 0.00496152 0.00965228 0.0357434 0.0059826 0.016066 -0.0127402 0.00273306 0.0144536 0.0089113 -0.00885524 -0.0244187 0.0424224 0.0358322 0.0261642 0.0275986 -0.0271521 0.0193494
internal_weight=30589.6 30365.3 27746.7 21576 19881 13798.1 6082.94 6170.65 3907.11 240.141 3666.97 1695.01 380.205 1314.81 2618.65 2263.54 1900.84 224.261 147.43 105.955 854.286 833.358 1764.36 542.275 363.552 178.723 1222.08 718.698 76.8316 1181.04 362.696 41.475 27.3381 96.7837 83.616 10.0075 41.046 66.8241 54.061 40.3893 114.66 20.928 6.89687
internal_count=178564 177274 162044 127555 118054 75604 42450 34489 21644 1246 20398 9501 2224 7277 15230 12845 10552 1290 723 511 5071 4957 10159 2742 1839 903 7417 3510 567 7217 2293 212 140 469 408 176 200 391 331 257 1447 114 134
is_linear=0
shrinkage=0.05


Tree=120
num_leaves=47
num_cat=0
split_feature=13 16 17 23 23 23 23 2 21 25 23 16 16 1 18 19 1 23 23 19 23 20 1 20 20 21 23 19 2 20 23 14 23 19 21 21 21 25 20 17 20 1 21 18 17 16
split_gain=39.4494 37.8636 35.5614 34.5379 33.0748 30.4453 25.7057 71.9436 47.1297 26.9505 48.8485 27.1863 24.8594 24.579 21.7928 16.6152 16.0563 15.3391 28.7654 20.495 14.8915 14.5187 14.2325 11.1774 10.5334 9.9455 9.50604 9.27044 7.81858 7.53876 8.63385 8.15145 5.42997 10.4208 6.76969 4.88926 3.67172 3.15772 3.01602 1.67129 1.50619 1.09558 0.941008 0.659282 0.202811 0.135354
threshold=1.0000000180025095e-35 421.30000000000115 42.10000000000128 97.015045772664749 96.985393608244976 96.992976890860362 95.982013764432693 1.0500000000000003 32.597481573125599 1.0000000180025095e-35 95.980003978074734 52.450000000000735 29.549999999999276 97.65000000000002 502.73083333333335 0.19640224314568352 83.050000000000011 96.952992361115022 96.078303379463236 0.28394668471378554 96.00473109788733 6.8291666666666675 69.250000000000014 6.4875000000000007 6.5125000000000011 30.689451884613153 97.028918780134944 0.14998109931676107 6.0500000000000007 5.8208333333333337 92.006529031807261 1.0000000180025095e-35 94.999490454301792 0.33411117352187064 26.6429418742586 11.394382617912031 26.898707126829795 1.0000000180025095e-35 6.8375000000000012 45.399999999999814 6.9208333333333343 94.250000000000014 33.684121263514953 528.76083333333338 29.549999999999276 33.04999999999928
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 12 -6 9 8 -8 10 -1 -11 -4 -9 16 27 17 18 20 -20 -2 -17 23 29 -25 -26 37 -5 36 30 -3 -31 38 34 -34 -16 -24 -19 -18 43 -41 -40 -35 45 -45 -37
right_child=14 22 3 15 5 -7 7 13 -10 11 -12 -13 -14 -15 35 21 32 26 19 -21 -22 -23 28 24 25 -27 -28 -29 -30 31 -32 -33 33 42 -36 39 -38 -39 41 40 -42 -43 -44 44 -46 -47
leaf_value=-0.0023461784768569172 -0.0045616383280042755 -0.04125194792795394 -0.0004218196104868459 0.0074677356246709682 -0.032012667359992517 -0.0030709447638083698 -0.013266161476363348 0.008195622206859798 0.0032245642997813235 0.0056205223557516115 0.043714853430324829 -0.0026675242683232348 0.0042493781365122718 -0.018647429221054612 0.00082141309189519794 0.019275785983641436 -0.010872591562482985 -0.042680437217081584 0.070979241828801803 -0.0028818553762282955 -0.030597148876970882 0.050221787125974506 -0.036542920159594032 0.047230922405647836 0.00044266812225844752 -0.021038372350505742 0.012102412878480705 -0.049555155121319402 -0.0025398342917389467 -0.025164176632652299 -0.0055463525710896262 0.012160897561126786 -0.016434906444866337 -0.062255005192647594 0.045729490327806599 -0.042145124823451147 -0.075077967211654856 -0.010949020944306184 -0.068205963960129165 -0.056364509009475566 -0.025314660477959178 -0.044578060891884493 -0.034442228078691267 -0.061387262263663013 -0.074804355595545186 -0.054876822678031838
leaf_weight=6176.2280439063907 1330.8251203838736 18.393225409090519 4213.878261052072 22.661685019731522 124.56422797590494 335.91116469912231 1876.1020016632974 1010.0595978945494 563.37103074789047 3258.2563164550811 58.101911574602127 1420.9191785026342 8788.5279681179672 93.142487045377493 5.4193889852613202 134.79511041380465 6.1726407669484606 46.69395044632256 21.294566102325916 16.802830338478088 57.285972623154521 52.727859143167734 11.901426568627359 10.422278992831705 272.85284458845854 67.143045764416456 11.751595966517923 10.397951349616049 9.1826669536530954 168.81708153709769 212.90806037932634 16.015306867659092 10.385985609143978 6.8609090652316791 7.5727505683898917 3.69352567009628 12.862061753869055 9.4224360473453981 6.0499607361853149 6.6646035388112095 9.4349812641739828 25.947375049814582 5.4625567756593227 5.9112050365656597 5.3799186050891876 4.8011182211339474
leaf_count=37391 11280 90 22965 115 709 1879 12387 5513 2701 17673 279 7525 49537 540 68 813 41 708 164 152 663 249 60 49 1376 333 74 55 68 820 1034 91 104 87 60 54 66 74 41 60 77 258 40 73 42 72
internal_value=3.56648e-05 0.00045868 0.000763717 0.00259068 0.00226913 -0.0109 -0.000965587 -0.0046662 -0.0094578 0.000235685 -0.0019169 0.0031037 0.00273552 0.00592928 -0.00759738 0.0222154 -0.00664976 -0.00556487 -0.00445971 0.0384029 -0.0056361 0.0279772 -0.0102642 -0.00886117 -0.00228168 -0.00379945 -0.0287892 -0.0104672 -0.0419456 -0.0144016 -0.00838568 -0.02193 -0.0303292 -0.0145189 0.00977827 -0.0434451 -0.0565579 -0.0373525 -0.0428724 -0.0501302 -0.0381681 -0.0490456 -0.0499266 -0.0598636 -0.0677801 -0.049341
internal_weight=30544 28940.1 28139.6 13683.5 13462.9 460.475 14456.2 3542.68 2439.47 10913.5 6234.33 4679.18 13002.4 1103.2 1603.83 220.583 1562.53 1494.08 1426.21 38.0974 1388.11 187.523 800.498 766.552 350.418 339.996 67.868 33.0596 33.9462 416.134 231.301 184.832 68.4522 30.2822 17.9587 41.3047 24.7635 56.1164 38.17 35.8854 16.0996 31.9973 12.3235 19.7858 11.2911 8.49464
internal_count=178510 164318 160331 76322 75090 2588 84009 21141 15088 62868 37670 25198 72502 6053 14192 1232 13746 13115 12259 316 11943 1062 3987 3793 1758 1709 856 170 194 2035 1124 911 631 291 164 446 126 782 340 378 137 299 127 241 115 126
is_linear=0
shrinkage=0.05


Tree=121
num_leaves=46
num_cat=0
split_feature=16 17 0 17 0 0 17 17 0 17 25 0 23 23 23 2 9 26 20 17 0 25 25 1 1 20 20 11 16 23 1 18 20 0 20 2 17 0 23 20 0 26 18 3 2
split_gain=32.9693 36.5211 55.3974 49.979 38.9089 78.8064 49.9773 34.7143 28.9832 49.0928 25.6913 23.4679 22.9586 21.8478 21.6885 18.2173 17.8799 33.7352 17.7111 17.6189 16.9537 15.1948 19.2612 15.9184 14.2132 12.7834 16.2123 12.4345 12.4001 10.634 8.40557 8.29134 7.95429 12.0563 8.91141 7.02281 7.00935 9.05702 6.77336 6.44034 8.03444 5.83401 5.47991 4.28638 1.9423
threshold=421.30000000000115 42.10000000000128 29.250000000000004 29.299999999999503 16.750000000000004 42.350000000000001 58.350000000000371 76.299999999999685 20.050000000000004 19.049999999999276 1.0000000180025095e-35 10.950000000000001 97.585532608273311 89.988079595124404 92.994091233462854 4.1500000000000012 1.0000000180025095e-35 1.0000000180025095e-35 9.6333333333333346 22.049999999999276 39.650000000000013 1.5000000000000002 2.5000000000000004 98.050000000000011 69.250000000000014 6.9625000000000012 6.8750000000000009 1.0000000180025095e-35 124.40000000000011 97.015045772664749 84.450000000000017 492.95750000000004 6.4875000000000007 24.650000000000002 6.5125000000000011 6.0500000000000007 37.299999999999507 50.750000000000007 96.028500659351138 6.1208333333333345 15.550000000000002 1.0000000180025095e-35 252.40333333333336 92.950000000000017 2.0500000000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 8 16 7 13 15 9 -1 -8 30 -13 -7 25 -6 21 27 20 -10 -16 23 -23 -3 32 26 -4 -18 -19 -9 -5 -27 33 39 -34 43 -35 -38 41 42 -41 -36 -2 -26 -40
right_child=24 4 14 11 5 6 10 29 19 -11 -12 12 -14 -15 18 -17 17 28 -20 -21 -22 22 -24 -25 35 31 -28 -29 -30 -31 -32 -33 34 36 38 -37 37 -39 44 40 -42 -43 -44 -45 -46
leaf_value=-0.0041184374726020113 0.0040305038448747721 -0.0020371891808383977 0.0053166865064800629 -0.012366070562253138 0.0096147432439325099 0.054568220270525596 0.0017806480699831221 0.0019829958242894036 -0.017061385018363861 0.0046736326052962632 0.013735226572062553 0.0068418185668280666 -0.069888693054239157 -0.0044427316402852043 -0.0075813464259132093 0.02046549683590515 -0.045651899493586251 -0.0069522501361837579 0.039571841280351676 -0.0047833518463153398 -0.018830822181676518 0.01251795683691994 -0.042708297727332832 -0.06665459533247825 -0.070445773580810875 -0.0050963441211754473 0.044731881712650752 -0.0090618395544389274 0.025541442168210596 0.02822401485279373 0.017399421329213294 -0.044301188287540955 0.041808329203749647 -0.054775400168048362 -0.0059320492253458739 -0.0048041219092281014 -0.01494318809126504 -0.059120362003670962 -0.035199456802032868 -0.031143289527882274 0.0011103770526320346 0.009606959460905163 -0.011060494853633867 -0.028271878353470739 -0.0079504717797711441
leaf_weight=3455.9808386135846 114.68971345573664 2994.6116812415421 248.52478857152164 226.55059410631657 2930.7494664639235 15.756154350936411 1383.3427094109356 1820.1238360069692 341.0575561542064 2937.0463526118547 665.69952787086368 3041.2786797787994 9.7801095545291883 3468.7430123277009 2353.489308513701 445.63225361518562 82.131066307425499 220.30073150247335 18.755237691104412 2039.1423038560897 390.48804022744298 287.45562145859003 16.705725956708193 9.5614731721580011 15.907286494970323 85.996318739838898 29.148985615000129 32.370244726538658 33.875643126666546 39.444369923323393 26.491637164726853 15.99430784024298 10.780795991420744 18.976124323904514 255.16786033287644 9.8564426302909833 79.112139564007521 13.59575157985091 21.223184444010261 55.342534158378839 29.653598669916391 79.136379703879356 126.51303635910153 9.6977951079606992 9.4523029401898366
leaf_count=23707 580 16868 1268 1224 14843 72 7810 10289 2270 16701 3561 17621 56 19230 13704 5453 377 1007 89 12214 2250 1979 92 56 80 488 155 142 153 230 216 94 52 92 1320 72 371 67 120 279 152 382 629 50 45
internal_value=3.35504e-05 0.000311596 -0.00139759 0.000141119 0.00211226 0.00362848 -0.000532051 0.00802549 -0.00183278 -7.92372e-05 0.00566449 0.00538233 0.00659586 -0.0041759 -0.00731138 0.0110469 -0.00232856 -0.012773 -0.00885125 -0.00654266 -0.00918223 -0.00116464 0.00948472 -0.00224285 -0.00968086 0.00389392 0.00945432 -0.0353077 -0.00262162 0.00253961 -0.00924985 -0.0112445 -0.00833035 -0.01291 -0.0029936 -0.0406674 -0.0270889 -0.0214218 -0.00431696 -0.0080554 -0.0198906 -0.00225366 -0.00388486 -0.0544726 -0.026803
internal_weight=30515.3 29666.2 15219.7 12077.3 14446.5 10769.5 5533.54 5235.95 8773.23 6393.03 2049.04 3304.1 3051.06 3484.5 3142.4 3376.38 3677.01 368.678 2762.73 2380.2 2743.98 3308.33 304.161 3004.17 849.105 379.664 277.674 114.501 254.176 1859.57 253.042 101.991 813.643 437.883 375.761 35.4615 111.684 92.7079 364.98 326.199 84.9961 334.304 241.203 25.6051 30.6755
internal_count=178510 174219 92057 74009 82162 61488 30673 30815 54892 40408 11371 19117 17677 19302 18048 20296 20674 1679 16043 14484 15954 18995 2071 16924 4291 2005 1423 519 1160 10519 1440 582 4089 2170 1919 202 530 438 1867 1640 431 1702 1209 130 165
is_linear=0
shrinkage=0.05


Tree=122
num_leaves=46
num_cat=0
split_feature=13 16 16 17 1 1 23 23 23 21 23 23 20 18 1 1 1 23 23 20 23 1 19 16 23 23 19 18 19 23 2 23 23 19 21 21 25 20 17 20 1 21 18 17 16
split_gain=35.6463 32.1573 30.3292 29.4774 26.2947 53.6774 27.0103 23.7849 53.9786 39.5089 26.9666 53.3212 38.6615 20.4901 17.8037 29.56 15.0072 14.31 25.685 17.9579 13.8243 11.8304 10.8385 11.486 10.8204 8.92477 8.91876 8.57482 8.47728 7.44386 7.09817 7.06931 5.09579 9.70788 6.22232 4.68702 3.05583 2.89516 1.66027 1.48436 1.0474 0.978454 0.607363 0.183329 0.150987
threshold=1.0000000180025095e-35 284.29999999999978 29.049999999999276 37.599999999999007 70.750000000000014 48.550000000000004 97.018910858935314 95.985565648201529 95.996067135067918 42.045553460031925 95.118830512887854 95.08064210916146 7.9375000000000009 502.73083333333335 97.850000000000009 94.750000000000014 83.050000000000011 96.952992361115022 96.078303379463236 6.2625000000000011 96.00473109788733 96.550000000000011 0.78215018349427801 421.30000000000115 93.997394497017638 97.028918780134944 0.585254025420617 313.4908333333334 0.29256921433230115 96.006920230618633 6.1500000000000012 95.001257886247657 94.999490454301792 0.33411117352187064 26.6429418742586 11.394382617912031 1.0000000180025095e-35 6.8375000000000012 45.399999999999814 6.9208333333333343 94.250000000000014 33.684121263514953 528.76083333333338 30.799999999999503 32.799999999999507
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 14 5 -5 -6 10 27 -10 11 -1 -12 16 15 -4 17 18 20 -20 -2 22 26 31 -25 36 28 -9 -3 -16 -28 -24 37 34 -34 -15 -19 -18 42 -40 -39 -35 44 -44 -37
right_child=13 21 3 4 6 -7 -8 8 9 -11 12 -13 -14 35 29 -17 32 25 19 -21 -22 -23 23 24 -26 -27 30 -29 -30 -31 -32 -33 33 41 -36 38 -38 40 39 -41 -42 -43 43 -45 -46
leaf_value=-0.0010433445854991592 -0.0043285082989154601 -0.012465576609201452 -0.00040672327672394817 0.0031564905460524221 -0.0050144349038454099 0.015049155401063675 0.056479907925785472 -0.03746395014076092 -0.0051573989943058344 0.024218412917592438 0.01131595682915016 -0.053497921067332865 -0.01663233671967284 0.00075356640186666733 -0.010693518022279769 0.019363315238302536 -0.0104350892579902 -0.041993588400318443 -0.02198258278379191 0.056040480394750319 -0.029665719587464556 -0.053819597318436399 0.0042694639279770618 0.031554456885258174 -0.013819972123491026 0.01134324057655217 -0.019346348643749251 -0.019239386522388855 -0.0016484055453423554 -0.03723172946318079 0.019732414362748221 0.043613889411778566 -0.015751544474530161 -0.06179162231431129 0.044255779084046272 -0.040827655702813305 -0.010612370336465929 -0.067015389635683084 -0.055654464858473696 -0.024452152751614994 -0.043569552993226332 -0.033036078817993073 -0.061269273623447841 -0.074383221627866772 -0.054627433055465351
leaf_weight=5775.7926707565784 1326.3570986855775 319.84789538010955 7891.4487063186243 8368.8850085381418 1007.5248904395849 1070.1173965130001 18.178803008049726 118.63607034273446 1777.6289658527821 122.33771818876266 871.22128371521831 48.857528232038021 144.22326675057411 5.4212409108877173 185.00532502494752 193.71410819049925 6.1444362625479689 44.985366463661194 9.9261967167258245 28.69166037067771 56.112514946609735 13.829042624682186 20.415565356612206 16.386134795844555 66.30259021371603 11.827935114502905 231.02067765593529 141.55584086291492 417.59179452806711 30.826669882982969 12.235375657677649 25.902207016944885 10.292157910764223 6.5787568688392621 7.4449108168482772 3.4092872925102728 9.3741874955594522 5.8706992939114597 6.4550737589597693 9.3073494955897313 25.255872452631593 5.375434335321188 6.1974692940711957 4.6756936348974705 4.7351345997303724
leaf_count=32709 11280 1607 45237 41726 8184 9037 181 754 10318 732 4872 248 915 68 1120 1531 41 708 102 214 663 83 106 84 329 74 1119 861 2104 230 98 133 104 87 60 52 74 41 60 77 258 40 78 37 74
internal_value=3.19507e-05 0.000433627 0.000769192 0.00191362 0.00367858 0.00450478 -0.00392456 -0.00161697 -0.00619081 -0.00326591 -0.00017251 -0.00148334 0.00734647 -0.00724598 -0.000311382 6.69512e-05 -0.00633439 -0.00529188 -0.00423343 0.0359857 -0.00535691 -0.00785922 -0.00728647 0.00633778 -0.00482828 -0.0280176 -0.00907868 -0.027549 -0.00634011 -0.0144839 -0.0173808 0.026272 -0.0294892 -0.0140355 0.00943577 -0.0424893 -0.036582 -0.0418001 -0.0492296 -0.0372302 -0.0479916 -0.0488611 -0.0591752 -0.0669086 -0.0488508
internal_weight=30483.9 28889.5 27766 18765.7 10464.7 9439 1025.7 9000.25 2160.16 1899.97 6840.09 5824.65 1015.44 1594.44 8300.99 8085.16 1554.24 1487.27 1421.09 38.6179 1382.47 1123.53 1109.7 129.006 82.6887 66.1875 980.696 260.192 737.44 215.832 243.256 46.3178 66.9623 29.6913 17.7371 40.2012 54.3596 37.271 34.78 15.7624 31.1266 11.9542 19.0176 10.8732 8.14442
internal_count=178510 164318 158655 107246 59128 50763 8365 51409 12665 11050 38744 32957 5787 14192 48118 46768 13746 13115 12259 316 11943 5663 5580 652 413 856 4928 1615 3711 1350 1217 239 631 291 164 446 782 340 378 137 299 127 241 115 126
is_linear=0
shrinkage=0.05


Tree=123
num_leaves=38
num_cat=0
split_feature=13 0 16 25 21 16 1 19 9 18 1 21 1 3 19 1 19 22 21 0 19 0 21 21 21 18 25 2 16 0 16 18 2 21 3 0 19
split_gain=32.3502 33.6643 29.8026 29.2952 46.6327 42.6148 42.8238 29.6427 29.2778 19.1978 13.9725 12.9288 11.3488 12.4212 10.7442 10.6744 10.5229 13.3513 10.7175 9.79054 8.67561 7.20889 4.68522 4.61573 4.49018 3.84352 3.47813 3.10065 3.02523 2.65955 2.11821 1.50539 1.335 1.29844 3.00974 0.144574 0.140214
threshold=1.0000000180025095e-35 10.050000000000002 284.29999999999978 1.0000000180025095e-35 10.493509557579142 56.799999999999507 71.850000000000009 0.59934389191863768 1.0000000180025095e-35 502.73083333333335 83.050000000000011 35.992681662912325 96.050000000000011 95.65000000000002 0.81159625566590243 80.65000000000002 0.61041409420722148 5.5000000000000009 10.493509557579142 56.95000000000001 0.78215018349427801 19.450000000000003 20.30157673334746 43.448108388739101 11.394382617912031 460.00250000000005 1.0000000180025095e-35 7.2500000000000009 43.349999999998552 76.450000000000017 30.799999999999503 330.89916666666676 4.6500000000000012 17.831196581196583 93.950000000000017 13.250000000000002 0.91032955237575541
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 3 5 21 8 -7 -6 -3 10 14 12 13 22 16 19 18 -18 -2 20 -4 -5 -1 27 -11 28 -17 29 30 -12 -13 -14 -28 36 -35 -36 -26
right_child=9 2 15 4 7 6 -8 -9 -10 24 23 25 31 -15 -16 26 17 -19 -20 -21 -22 -23 -24 -25 33 -27 32 -29 -30 -31 -32 -33 -34 34 35 -37 -38
leaf_value=-0.001505413842745839 -0.028905592985110248 -0.0024230033039936401 -0.0077267109199853886 -0.033280521775356169 0.0012312680056889118 0.006310288573075664 -0.010573434813367772 0.0064612788567186474 0.010421459093971734 0.00071554197426219467 -0.04265282934616179 -0.036842713183316257 -0.064445008561140424 0.050622367907175336 0.051434002973391728 -0.059198545122181728 0.0092330086116121073 -0.028141303669591868 -0.0032556394353877175 -0.045507762268077456 0.006330585984109168 -0.013415976175373887 -0.019665018717211668 0.00059727640918581435 -0.067422384138433752 -0.071555275009797095 -0.038326095990518373 0.0015061305623282667 -0.050931966912464745 -0.0051510723337315238 -0.0020281259111253162 -0.035680127730382247 -0.0092130785407198504 -0.0057742387059847239 -0.042061180981740207 -0.053119676002301421 -0.056270879228211224
leaf_weight=61.115221664309502 42.039113949984312 11705.28379484266 947.54691114649177 81.119087986648083 7335.2915463298559 3130.8712493851781 426.76052783615887 4295.9868881525472 461.1340511739254 5.423788968473672 43.719556506723166 9.7545469403266925 9.3199721015989798 8.3561280220746976 8.3725675195455533 11.53085492923856 31.640074880793691 97.62515720538795 1302.7093991208822 15.994906321167944 124.13742483779788 104.51888894289732 84.805689580738544 11.198500588536261 5.926838615909217 9.5317706130444986 7.516991823911666 5.3452957645058623 16.695712029933929 5.3008560314774504 7.9134920611977568 8.8842246755957586 8.2699257060885412 4.7021798044443157 3.7499405872076776 13.951571118086575 5.3752881214022636
leaf_count=489 632 69846 4757 470 40095 17571 2846 23659 2205 68 429 57 55 46 66 66 313 985 11119 74 623 532 561 91 75 62 38 58 97 53 52 53 64 26 58 185 34
internal_value=3.02254e-05 0.000412263 0.000560621 0.000885063 0.00276615 -0.000528609 0.00428498 0.00316296 -0.00193617 -0.00691985 -0.00604553 -0.0192356 -0.0130699 -0.0086643 -0.00504649 -0.00745325 -0.00536731 -0.0189932 -0.0040575 -0.00667793 -0.0060984 -0.0220963 -0.0120593 -0.0286334 -0.0415076 -0.0434629 -0.038323 -0.0346545 -0.0356707 -0.0385976 -0.0212493 -0.0504068 -0.0230753 -0.0483019 -0.0413316 -0.050777 -0.0621187
internal_weight=30459.4 28872.3 28656 27541 11816.9 15724 3557.63 11631.3 12166.4 1587.08 1547.95 216.377 172.481 154.277 1482.39 1115 1474.01 129.265 1344.75 1087.68 1071.68 185.638 145.921 65.5642 39.1296 43.8955 27.3178 54.3657 34.3638 49.0204 17.668 18.2042 15.7869 33.7058 22.4037 17.7015 11.3021
internal_count=178510 164318 162846 157224 64756 92468 20417 63754 72051 14192 13746 1472 1204 1096 13115 5622 13049 1298 11751 5454 5380 1002 1050 631 446 268 168 540 206 482 109 108 102 378 269 243 109
is_linear=0
shrinkage=0.05


Tree=124
num_leaves=47
num_cat=0
split_feature=13 0 19 23 23 3 25 23 23 1 21 23 23 19 1 21 23 21 15 1 3 21 21 19 23 19 23 16 23 23 19 21 15 19 0 11 1 0 16 21 15 19 23 16 0 19
split_gain=29.3363 30.5476 27.8084 33.5325 28.4346 54.0819 28.3372 26.2481 27.238 23.6528 29.7925 21.6398 21.2409 15.1295 13.2111 11.804 11.1003 11.0524 13.1365 10.4439 11.1252 10.2937 10.9674 41.5592 11.1184 9.05009 8.40666 7.36402 6.50342 10.8711 8.75322 6.21186 6.16807 5.27009 5.12697 4.60821 4.47361 3.1828 2.56457 2.46365 2.29039 1.85878 1.80053 1.65235 1.24018 1.07426
threshold=1.0000000180025095e-35 10.050000000000002 0.16698528706766574 94.227509561091395 97.015045772664749 96.950000000000017 1.0000000180025095e-35 94.261644703714779 94.804710099785652 75.65000000000002 18.187184296217886 91.058192768439028 92.014596750841051 0.6244761215969663 72.15000000000002 35.992681662912325 96.996444677783032 42.045553460031925 9.5000000000000018 96.050000000000011 95.65000000000002 10.493509557579142 11.798740558111779 0.21712574485734804 94.996161373654317 0.14535380492165165 90.970759258051899 39.500000000000917 94.999490454301792 92.972413230597212 0.33411117352187064 25.326610736115288 15.500000000000002 0.23022722244534669 46.550000000000004 1.0000000180025095e-35 37.550000000000004 16.650000000000002 61.19999999999937 16.968322672740385 19.500000000000004 0.64666788207871939 94.696344353220923 30.799999999999503 34.45000000000001 0.53145933032527692
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 15 3 11 5 6 -4 43 -9 10 -6 25 -13 14 21 19 -7 18 31 20 35 36 23 -23 -24 -3 -20 -19 29 -16 33 37 42 -30 -28 -1 38 -15 -2 -31 -34 -11 -17 -5 -32 -21
right_child=13 2 4 7 9 16 -8 8 -10 41 -12 12 -14 17 28 32 -18 27 26 45 -22 22 24 -25 -26 -27 34 -29 30 39 44 -33 40 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47
leaf_value=-0.0074738117359621943 -0.04060839677500902 -0.041903665317494176 -0.00051835920618369894 -0.076158843225200612 0.035027375045756488 -0.019664886878601101 0.0028152005563778434 0.031710628500086761 -0.0098819745123808079 0.062937752104107833 0.0019796362577719153 0.030510147858000509 0.0026105887049837793 0.048797866681306951 0.01165391939992466 -0.044190086003779647 -0.05228181045276438 0.035754830998553144 0.0082183154902935596 -0.061170294518540738 0.047462802369376417 0.084586844795921823 0.0011276768918502282 -0.006864990167284377 -0.0084299632751796364 0.005029531264187921 -0.04280837921365914 -0.0185745034337968 -0.0088168184189514037 -0.073188927096789549 -0.061341279907681762 -0.028490830733648255 -0.011908765375084646 0.039534036083141821 -0.014923254931419447 -0.031164074591296095 0.027730753446680585 0.0029370928906369709 -0.010759983934359176 -0.04039136115448709 -0.044778721881472604 0.039696551522556203 -0.074116791725467535 -0.049845454484178556 -0.027192543642248004 -0.036701394029736899
leaf_weight=120.55689607188106 28.468166764825583 35.796487867832184 14753.498852647841 9.0238734968006629 91.767246164381504 55.137789040803909 11225.600410740823 40.577536622062325 1314.566614754498 20.734057096764445 265.51154968142509 76.074400894343853 660.8514892142266 7.9125202540308255 10.283938135951756 8.6993054300546664 49.504990369081497 13.009682677686216 11.129333719611166 8.7006981670856494 8.4638759046792966 16.881918145343661 572.03798890672624 47.033094367012382 650.08925823681056 14.40479454398155 85.879524188116193 11.981255043298004 14.235271042212846 6.7876467872411004 5.3345809541642648 7.6103621423244467 14.655613405629994 9.3291074875742179 20.399152176454663 24.739770669490099 3.2871519029140464 7.2495360933244228 9.6309185232967121 36.600711390376091 8.3017365392297489 14.704071603715418 11.902773592621086 17.606309920549393 5.3004426546394825 9.2591023817658407
leaf_count=899 503 192 86457 50 453 344 61336 241 7447 172 1348 460 3666 53 68 54 388 93 57 53 46 181 4399 665 5862 71 1087 85 111 47 47 64 92 83 223 151 16 49 119 322 55 130 67 91 58 55
internal_value=2.85033e-05 0.000391734 0.000532754 -0.00491028 0.000978637 0.000777581 0.000922076 -0.00960259 -0.00863655 0.0143326 0.010468 0.00332691 0.00549072 -0.00660438 -0.00493316 -0.0183725 -0.0350955 -0.0209245 -0.0263856 -0.0124757 -0.0082615 -0.00369027 -0.00290041 0.0172902 -0.00395634 -0.0284366 -0.0331265 0.00970804 -0.0237089 -0.0345669 -0.00666839 0.00836895 -0.0416188 0.0103252 -0.0374561 -0.0115076 -0.0282345 0.0268701 -0.0330631 -0.0455222 -0.0237951 0.0532945 -0.0614801 -0.058762 -0.0443217 -0.0485555
internal_weight=30441.1 28860.6 28645.4 2168.9 26476.5 26083.7 25979.1 1381.77 1355.14 392.717 357.279 787.127 736.926 1580.47 1415.3 215.28 104.643 165.171 140.18 171.72 153.761 1327.43 1286.04 63.915 1222.13 50.2013 117.408 24.9909 87.8717 53.6723 34.1994 22.7724 43.5594 23.5644 106.279 145.297 41.3862 15.1621 38.0991 43.3884 22.9573 35.4381 20.6021 26.6302 10.635 17.9598
internal_count=178510 164318 162846 12218 150628 148525 147793 7829 7688 2103 1801 4389 4126 14192 12481 1472 732 1711 1533 1204 1096 11745 11107 846 10261 263 1367 178 736 437 299 166 268 194 1310 1050 638 102 622 369 147 302 121 141 105 108
is_linear=0
shrinkage=0.05


Tree=125
num_leaves=50
num_cat=0
split_feature=18 22 23 16 16 15 25 1 21 16 16 23 23 14 15 23 23 22 23 23 23 23 18 14 3 16 19 23 23 23 3 0 0 19 23 23 0 0 23 18 0 21 15 0 15 23 19 0 23
split_gain=26.1989 28.7004 31.7734 27.6116 38.2329 48.5371 37.7703 32.9152 26.6899 26.378 22.3302 22.1873 49.9091 25.0107 18.9698 17.9492 21.0068 54.6997 25.9033 17.5369 38.2055 30.2435 17.3373 17.2148 17.0336 15.9861 13.5665 13.287 17.3811 13.8181 13.1379 12.6085 11.633 12.2605 10.5921 9.79146 9.70561 8.9144 7.44331 7.03867 7.77216 6.883 6.56026 6.05104 5.45442 2.17862 1.15534 1.06866 0.541808
threshold=88.682500000000019 5.5000000000000009 96.003844680480853 29.049999999999276 74.049999999999287 10.500000000000002 1.0000000180025095e-35 96.950000000000017 67.401459938522819 40.800000000000644 61.19999999999937 92.014596750841051 91.021329629720654 1.0000000180025095e-35 23.500000000000004 97.015045772664749 95.985565648201529 5.5000000000000009 95.118830512887854 95.078189703670162 94.997855461214371 95.87469062790943 14.675833333333335 1.0000000180025095e-35 94.950000000000017 87.599999999999014 0.4387124179174865 93.945173552067743 92.999831963679156 93.997394497017638 95.65000000000002 15.950000000000001 47.750000000000007 0.065863862559528141 94.998391457095352 92.972413230597212 80.050000000000011 21.650000000000002 95.002415878613903 62.355000000000011 19.450000000000003 24.243671284274587 15.500000000000002 36.350000000000001 14.500000000000002 96.971629791586608 0.11342508954065503 16.150000000000002 96.023374518883273
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 8 5 7 10 24 15 -8 -7 12 -3 19 22 16 18 -18 -2 20 -13 -21 37 27 -5 -24 34 28 -6 -29 31 -17 33 -15 -25 -28 -9 -1 44 42 -41 48 -14 -32 -10 47 -43 -40 -4
right_child=3 11 41 4 23 6 9 36 38 -11 -12 13 39 32 -16 30 17 -19 -20 21 -22 -23 25 26 -26 -27 35 29 -30 -31 43 -33 -34 -35 -36 -37 -38 -39 45 40 -42 46 -44 -45 -46 -47 -48 -49 -50
leaf_value=-0.00019088319245812434 -0.002376766503187619 -0.063257492180007396 -0.056318510113138182 0.014671409211312939 -0.003231622867213168 -0.0020773642366470682 0.0093664798875999801 -0.012479685597778643 0.0339815485058238 0.0017088286662828558 0.0082708448674326165 -0.0098968435187308332 0.075790550426788783 0.045883046297846536 0.061550655598501917 -0.029219532016529767 -0.024643796929039726 -0.0031179260392113928 0.006383279398493741 0.028265397522016757 -0.033268248060021766 -0.011010662030296209 0.014945821929185308 0.0013087715604952572 0.006739045991453859 -0.016780827994790398 0.020442825911966264 0.01355371540777494 -0.017860838158294083 -0.0030764199171906988 0.025836271599935842 0.016668741001529201 0.060983619936164003 -0.0015040016900636094 0.02061955888071941 -0.002260069367321824 0.017464616408286924 -0.048953549066135721 0.042713177454786089 -0.014456727866761146 0.039245331738590614 -0.012146980024187348 0.032655010090224972 0.064844193942225334 -0.015916163953504328 0.020690117947384221 -0.036017837342946765 0.061919325806845942 -0.077007084844194038
leaf_weight=18.262494057416916 5725.1246180962771 15.979028537869452 5.1416676566004744 1077.8009401410818 473.61912097595632 6263.5351319927722 1795.0966787440702 227.9549276959151 10.907966174185278 3010.7260081032291 568.64673849754035 533.17967181839049 14.609874116256831 16.196525063365698 16.661714866757393 21.481950338929892 357.33269698172808 1695.1947159171104 989.77759029529989 60.027506954967976 260.19659662991762 267.12927649728954 290.92929916642606 121.40517655573785 1818.8607105202973 45.978966105729342 51.703268406912684 130.34143838658929 355.38858153671026 2997.2309098858386 38.922503568232059 49.375998646020889 10.588036134839056 86.814212832599878 171.07015784457326 583.1533114220947 30.705457638949156 19.253859061747789 15.118649492040278 11.744172785431148 15.804260676726697 11.224726263433697 22.220048941671848 13.352293744683264 10.999625850468872 6.9184066243469706 9.2428203523159009 13.902906000614164 8.23029527813196
leaf_count=121 33275 85 74 7687 2594 39487 9909 1596 84 16398 3385 3288 95 102 77 126 2287 10367 5765 370 1730 1622 1691 816 9107 241 364 696 1903 16006 210 296 57 458 1062 3513 179 105 133 69 78 61 105 72 70 78 45 157 61
internal_value=-1.14314e-05 -0.00596943 0.00532683 0.000350602 0.0013978 0.00266416 0.00117289 0.00816452 -0.00195215 0.00456916 -0.00121608 -0.00962109 0.0158362 -0.0112787 0.00934863 -0.00217242 -0.00243866 -0.00686545 -0.00108553 -0.013545 -0.0175618 -0.0038042 0.00702566 -0.00243799 0.00969055 0.010616 0.00369369 -0.00387512 -0.00950304 -0.00238336 0.0167849 0.00275683 0.0110765 0.00594673 0.0126037 -0.000411126 -0.00892501 -0.0252165 0.0319005 0.0354676 0.0163516 -0.0411535 0.0497662 0.0357999 0.00892831 0.0459034 -0.0229267 0.051914 -0.0690521
internal_weight=30365.1 1739.42 424.926 28625.6 19677.2 14793.3 11638 3155.32 8948.41 4805.82 6832.18 1314.49 80.3574 1234.13 391.086 8890.56 8767.43 2052.53 6714.9 1120.53 793.376 327.157 374.425 4883.91 2896.66 336.908 927.332 3956.58 829.008 3127.57 123.133 70.8579 113.599 103.011 292.475 634.857 258.66 37.5164 57.8476 64.3784 27.5484 33.8395 36.8299 52.2748 21.9076 35.94 20.4675 29.0216 13.372
internal_count=178157 10535 2476 167622 114702 87748 69179 18569 52920 26307 42872 8059 432 7627 2235 52398 51694 12654 39040 7010 5018 1992 2158 26954 16794 1932 5755 21199 4497 16702 704 422 617 560 1878 3877 1775 226 522 347 147 241 200 282 154 368 106 290 135
is_linear=0
shrinkage=0.05


Tree=126
num_leaves=34
num_cat=0
split_feature=20 20 15 23 16 16 1 23 23 23 21 21 20 15 17 14 17 14 2 14 0 15 15 17 25 16 0 0 16 12 16 17 25
split_gain=35.4014 30.4472 26.8082 34.7432 33.9231 36.6973 35.8474 29.32 72.7702 65.8648 23.9057 21.1302 19.0408 18.3049 17.1558 16.6632 14.4545 13.4601 12.2511 11.4524 14.3277 8.42344 6.03193 6.04936 4.22223 3.9847 6.10049 2.71182 2.70298 1.38268 1.23724 1.0752 0.932814
threshold=9.6333333333333346 9.2333333333333361 16.500000000000004 92.977870356643635 87.599999999999014 31.049999999999276 97.750000000000014 93.991874726725726 93.439668185322759 94.227509561091395 66.369153622645058 67.401459938522819 7.8208333333333337 17.500000000000004 41.300000000000644 1.0000000180025095e-35 25.549999999999276 1.0000000180025095e-35 2.1500000000000008 1.0000000180025095e-35 17.450000000000003 15.500000000000002 19.500000000000004 47.300000000000644 1.0000000180025095e-35 18.049999999999276 21.050000000000004 41.750000000000007 45.60000000000128 1.0000000180025095e-35 52.450000000000735 35.799999999999507 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 10 5 11 -7 8 -5 -9 12 -1 -4 19 -12 16 -6 21 -17 20 -2 29 23 -23 27 -15 -27 -22 32 -3 -31 -24 -28
right_child=13 17 3 7 15 6 -8 9 -10 -11 14 -13 -14 25 -16 18 -18 -19 -20 -21 24 22 31 -25 -26 26 28 -29 -30 30 -32 -33 -34
leaf_value=-0.0014539947618803317 -0.056590729708511617 -0.074604364918267371 0.0057888454268662116 -0.0028092837759395983 -0.012913527053021984 0.0043504895853782024 -0.0080304456182250343 0.0089460404260946359 -0.033270058812290219 -0.0043400417575800987 -0.079653972937108242 0.03261040619865048 0.037248461266162866 0.074751720102118058 -0.00012351590737013255 -0.00218197203764821 -0.0033617626706039165 0.0080424292248104535 0.011676807458627092 0.050429916619928343 0.014550748019689825 -0.023237910003031079 -0.032064754730948587 0.03274397622834218 0.034473281582312741 0.014917707057344699 0.032473627945698351 -0.018446213695716245 0.073603926543410692 -0.061003130319888577 -0.035575473015978867 -0.05628727519036552 0.052571102757049362
leaf_weight=6024.3804591633379 10.054097861051558 9.5571844540536421 1014.7431694138795 676.28322642110288 462.36585939303041 10333.579502269626 619.70462429895997 1101.5636968035251 276.12528462521732 6089.6223200354725 13.686901524662973 45.870827298611403 50.490183841437101 10.437662132084368 13.438725799322127 352.98365530371666 2762.4978254511952 19.630349785089493 290.86859904229641 12.361298533156512 13.039257027208807 17.783472750335935 8.075030446052553 6.6227550730109206 12.417190279811619 15.625639032572506 10.886822059750557 11.917631946504114 10.607971746474503 12.905245669186117 7.6018517464399329 10.588770031929014 12.293199647217989
leaf_count=35376 60 77 5451 4194 2581 61376 4021 6240 1502 36611 72 451 419 53 94 1606 14489 97 2393 90 71 152 64 47 64 82 53 56 53 87 44 69 62
internal_value=-1.0922e-05 -0.000118384 -3.03206e-05 -0.00227352 0.000961345 0.00192181 0.00365001 -0.00339668 -0.0116406 -0.00230485 0.00609964 -0.00119658 0.00727998 0.0271336 -0.0402526 -0.00326502 -0.00473125 -0.0287196 0.00407891 0.00756601 -0.0036057 -0.0385871 -0.0244098 -0.00804694 0.0106479 0.0466811 0.0407517 -0.00120625 0.0526989 -0.0588974 -0.0515773 -0.0458072 0.043132
internal_weight=30340.6 30221 30128.2 9235.95 20892.3 17023.5 10953.3 8143.59 952.409 7191.19 1092.36 6070.25 1065.23 119.641 27.1256 3868.72 3224.86 92.7647 643.852 59.7895 47.4282 73.1343 43.07 24.4062 37.3741 59.8513 49.4136 24.9569 33.788 30.0643 20.5071 18.6638 23.18
internal_count=178157 177513 176876 54583 122293 101224 65397 48547 5696 42851 6036 35827 5870 644 166 21069 17070 637 3999 341 251 540 332 199 191 303 250 127 168 208 131 133 115
is_linear=0
shrinkage=0.05


Tree=127
num_leaves=55
num_cat=0
split_feature=16 16 16 1 0 25 23 23 19 11 23 0 14 21 16 17 23 23 16 23 18 17 0 21 17 17 17 0 19 17 1 23 23 23 0 17 21 0 17 1 18 21 18 18 17 0 0 17 0 19 3 23 21 18
split_gain=24.1668 25.0762 32.6046 36.4614 34.1093 31.8321 34.8893 39.856 37.5178 30.0105 23.0419 18.5484 18.0368 15.3063 15.2814 14.493 14.3881 13.6482 13.5292 12.0132 11.676 11.5603 16.7086 10.8028 10.3438 10.5057 11.2058 10.0614 9.52705 9.16673 9.13084 9.3766 11.5744 9.90241 9.06915 12.1515 8.66638 8.12162 7.80725 7.44046 6.91029 6.78041 6.34247 5.65679 5.43629 5.42636 6.98789 5.63617 5.3395 5.10458 4.92122 4.07151 3.96645 2.01726
threshold=14.099999999999001 87.599999999999014 60.10000000000128 71.350000000000009 19.250000000000004 1.0000000180025095e-35 95.969915609655274 95.118830512887854 0.5881208610217078 1.0000000180025095e-35 97.040031456694663 31.350000000000005 1.0000000180025095e-35 69.420747949000273 73.049999999999287 35.54999999999928 97.028918780134944 91.196851446079037 11.450000000000729 95.985565648201529 362.09583333333336 25.549999999999276 22.450000000000003 49.156487077279159 42.60000000000128 30.549999999999276 34.299999999999507 27.250000000000004 0.6356479123101958 46.700000000002554 46.850000000000001 95.992263769381097 96.012434949952222 95.986700248113763 44.150000000000013 52.299999999999621 19.267310789049922 20.050000000000004 15.099999999999001 65.050000000000011 94.751666666666679 16.454446719144972 276.3058333333334 292.63750000000005 48.349999999998552 29.050000000000004 19.450000000000003 60.54999999999928 20.050000000000004 0.29550652046502213 94.950000000000017 95.013843673523013 20.641031905017837 390.72416666666669
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 5 4 14 9 7 -7 -8 10 -2 18 17 16 -4 -6 -5 28 24 -11 -15 22 -19 29 25 43 -27 -23 37 40 31 33 -33 -14 35 -31 -36 -3 -32 -40 51 -42 -26 -1 -25 46 47 -20 -48 -47 -30 -13 -51 -46
right_child=1 12 3 13 15 6 8 -9 -10 19 -12 23 30 20 -16 -17 -18 21 45 -21 -22 27 -24 44 42 26 -28 -29 50 34 38 32 -34 -35 36 -37 -38 -39 39 -41 41 -43 -44 -45 53 49 48 -49 -50 52 -52 -53 -54 -55
leaf_value=-0.032444426109483823 -0.002092357626969537 -0.02108612088757188 0.0068539831155399649 -0.0069402242338531903 0.0046302495951313083 0.0029221491740921129 -0.0082811836488192268 0.014642169435595787 0.0046554523663901214 0.013344646180005635 0.025275803818059345 -0.048886265941291765 -0.0021205681189296575 -0.13137257001911612 -0.003638233888733731 0.016654577003019224 0.056752409442189844 -0.0093821414239345022 -0.0075689112858678062 -0.0033245702862176015 -0.0066656732385819584 -0.0012462896987674435 -0.054043913120465407 0.0043394721951073084 -0.020857931470620518 0.055679758718570817 -0.02129851838885323 -0.008072826452109761 0.027143202036729167 0.066058121756478058 -0.036966312008048861 0.022948206754681628 -0.0053445796853709114 -0.052190585596512754 -0.0093228541184084916 0.0080849866532840386 0.004631398424020469 -0.057807758305636094 0.024567430578087225 0.00090017922453445849 0.008260184364551065 -0.011378312101538309 -0.073009719797045444 -0.013720183628794591 0.065261243123049151 0.01216974294776778 0.027826797046526908 -0.024317765039578651 -0.0012096697828995822 -0.011170329254520019 -0.019660273611390722 -0.0074637804355225414 -0.045154145715758244 0.031098171143116339
leaf_weight=74.297074753791094 12035.030225496739 44.887990184128284 832.21058137901127 481.15037451125681 335.37951407581568 5542.8325508488342 1308.4886027295142 834.62886348553002 980.34469341859221 465.96616591885686 77.401739781722426 16.462676610797647 339.75811113603413 4.3132288865745059 595.25044934824109 991.29881478659809 9.0332030877470952 465.04100069589913 310.60243475623429 140.72873389348388 3.3230107519775629 2050.9797529503703 21.929004680365324 13.221951404586436 9.5305026099085826 9.4323124662041682 9.4784374143928272 732.53638062626123 11.446548584848642 12.1021197065711 7.0082073658704749 88.419924505054951 61.14612714573741 10.170321278274058 167.1675715520978 35.710575800389051 332.73386985622346 22.656922847032547 103.91946810297668 48.803636064752936 57.650962384417653 184.97044267691672 15.014209756627677 88.247289437800646 8.0307482518255728 7.8671668320894232 17.311941832304001 59.91869043931365 185.28414390794933 13.848393898457287 11.026817940175533 9.2742543704807741 22.595701325684786 9.3541194368153793
leaf_count=570 75965 236 4580 3537 1790 31161 6890 4604 5151 2378 411 92 1779 67 3256 5604 84 2609 2088 746 60 10892 114 68 54 56 48 3683 58 65 34 452 300 47 1038 187 1715 114 1003 476 412 1000 71 620 50 48 97 326 1112 86 49 53 121 50
internal_value=-1.04529e-05 0.000330284 0.000927712 0.00559214 0.00784305 0.000218418 0.0025554 0.00445597 -0.00274021 -0.00137391 -0.00191747 -0.0058571 -0.00333142 -0.00686077 0.00247873 0.0136149 -0.00576648 -0.00481485 -0.0112002 0.00947806 -0.0771047 -0.0042862 -0.0113933 -0.000660684 -0.0222959 -0.0181752 0.0170967 -0.00304283 -0.0240213 -0.00175445 0.00423057 0.000902919 0.0113814 -0.0035758 0.00195486 0.0227589 -3.49184e-05 -0.0334038 0.0146364 0.0170044 -0.00932508 -0.00671187 -0.0527596 -0.0222788 0.0285024 -0.00749827 -0.00619491 -0.0102774 0.00127151 -0.0243559 0.00417853 -0.0339598 -0.0322406 0.0468794
internal_weight=30327.2 28657.1 24637.4 3251.96 2754.14 21385.4 8666.29 6377.46 2288.83 12719.1 12112.4 1670.11 4019.73 497.82 1427.46 1326.68 490.184 3360.5 823.428 606.695 7.63624 3270.49 486.97 846.679 206 181.455 18.9107 2783.52 90.0183 816.072 659.226 499.494 149.566 349.928 547.714 47.8127 499.901 67.5449 159.731 152.723 268.358 242.621 24.5447 162.544 30.6068 617.428 573.117 370.521 202.596 44.3113 22.4734 25.7369 36.4441 17.3849
internal_count=178157 168130 146284 18978 15230 127306 47806 35765 12041 79500 76376 10027 21846 3748 7836 7394 3621 17755 5297 3124 127 17298 2723 4730 1419 1294 104 14575 457 4562 4091 2578 752 1826 3005 252 2753 350 1513 1479 1557 1412 125 1190 168 3878 3623 2414 1209 255 107 145 207 100
is_linear=0
shrinkage=0.05


Tree=128
num_leaves=54
num_cat=0
split_feature=16 19 23 14 21 21 21 23 15 19 23 23 21 21 21 22 19 21 23 0 21 23 21 15 0 16 22 21 21 1 21 17 17 17 19 23 23 15 17 17 0 17 19 0 0 17 17 19 19 21 15 21 0
split_gain=21.865 23.662 27.5841 25.7222 34.971 40.463 35.8673 50.3108 35.4651 30.6347 24.5612 26.4366 26.1287 68.6385 24.3778 19.9981 18.679 17.9497 17.1357 16.8194 16.0792 31.9449 24.7937 15.7415 13.0004 12.4249 12.0761 16.9215 13.6897 10.859 9.8458 9.25721 9.58734 10.0154 8.63836 8.04809 7.50768 7.3833 6.74982 10.1163 5.12232 5.05488 4.99252 4.91677 6.32767 5.23635 5.08675 4.88267 4.63295 3.59798 3.50904 3.36383 0.369941
threshold=14.099999999999001 0.83870401307109221 92.650688906256164 1.0000000180025095e-35 14.523912106850497 15.137767418629819 8.3236640687799284 95.990179441192382 14.500000000000002 0.80712997151462818 93.98511951385602 93.439668185322759 11.570553374803588 13.36244858707421 20.211690945970869 5.5000000000000009 0.37148160730105151 34.791304347826092 93.109781385776017 31.350000000000005 10.493509557579142 95.008198566471876 13.764638945521787 14.500000000000002 28.650000000000002 11.450000000000729 5.5000000000000009 14.140076670575231 17.634758504323724 68.250000000000014 49.156487077279159 42.60000000000128 30.549999999999276 34.299999999999507 0.10668414220203316 95.806946038464076 95.035575151485162 14.500000000000002 62.649999999999643 145.59999999999948 13.450000000000001 48.349999999998552 0.45389972003901041 29.050000000000004 19.450000000000003 23.549999999999276 60.54999999999928 0.28394668471378554 0.29550652046502213 20.641031905017837 16.500000000000004 29.85226317904505 51.350000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 3 15 4 6 9 7 -2 -8 -6 11 18 36 -14 -7 29 26 -13 -4 25 21 -18 -22 24 -17 31 28 -28 -5 40 34 32 42 -34 35 50 -12 -33 47 -40 -3 -32 -1 44 46 -46 -27 -36 -45 -50 -21 -25 -43
right_child=1 2 10 16 5 14 8 -9 -10 -11 12 17 13 -15 -16 23 20 -19 -20 30 22 -23 -24 51 -26 43 27 -29 -30 -31 41 37 33 -35 38 -37 -38 -39 39 -41 -42 52 -44 48 45 -47 -48 -49 49 -51 -52 -53 -54
leaf_value=-0.031281687230654498 0.016623935426228472 -0.021088136281132385 -0.0055625979263142639 -3.0653690096518015e-05 0.012945249202552914 -0.0045374177583892197 -0.0032446356838508553 -0.046165756852547951 -0.015775013596534989 0.075213826680887913 -0.029325165003270204 -0.048575654399161831 0.053100441950701883 0.0051936923960764188 0.00038504185059485109 0.0096451628068906885 -0.036108717298692042 0.02612344176423826 0.056452716051930488 -0.063225693980387659 0.011927999038721585 0.0035727741750140925 0.00018270225939519291 0.072643549704451416 0.06720309725911415 -0.00720851544594795 0.018936364306200312 0.0028743632960343273 0.022700317819683576 -0.047059568514046253 0.0041247731977888625 -0.028011064081669635 0.052354776372450854 -0.020268580129838176 0.0055087062409386418 0.014691588060244606 -0.0060703340133006984 -0.084142193275298732 0.01540105859421685 -0.02687906255449702 0.01820883635558912 0.052894462389143117 -0.013545808614065539 0.011532670123123166 -0.015710861344226629 0.0050258116972582596 -0.023131594766729664 -0.0049152463717809895 -0.010649115264387735 -0.043075250034994302 -0.025740328162691364 0.046465776429786283 0.03817859179041852
leaf_weight=71.210189905017614 281.64753408171237 10.315945751965044 128.09920913353562 92.976384993642569 332.53632317483425 3018.6034789457917 1373.0536742452532 35.977707531303167 959.16891843266785 20.999562457203865 52.130691654980183 58.17763039842248 78.766730211675167 1472.684947758913 15081.688206517138 52.435396019369364 84.585859131067991 9.3320504277944547 12.199805866926907 9.7706108167767542 524.83229337260127 126.67211939021945 3122.7729680910707 21.634509518742561 12.068308973684905 309.84459288418293 193.62774012237787 1070.7702622041106 230.30773483961821 9.7057064939290267 13.214846761897208 14.829983664676549 9.5272349193692225 9.4624891765415651 144.23653572797775 9.2771722823381406 103.8431977443397 9.6840604543685895 110.64427834749222 16.222090847790241 42.278236299753189 8.2737479135394114 89.608106959611177 7.8861653655767432 37.314245343208313 165.32639798335731 59.843646990135312 507.99332707002759 13.801123715937136 22.504257433116436 17.292795144021511 28.35657275095582 8.8269962556660158
leaf_count=552 1769 51 728 479 2059 19797 8898 378 8252 108 330 318 426 8244 83872 312 421 67 83 55 2752 660 18076 129 96 2088 1045 6204 1448 61 68 80 56 48 824 49 679 45 600 85 208 47 638 48 261 948 326 2848 86 121 101 180 53
internal_value=-9.86264e-06 0.000314082 0.00543376 -8.93233e-05 -0.00087995 -0.000108669 -0.00625123 0.00951169 -0.00839798 0.0166439 0.00368938 -0.0125408 0.00566474 0.0076259 -0.000435882 0.0243307 0.00297411 -0.0382498 -0.00017001 -0.00557721 0.00109592 -0.0123154 0.00187266 0.0367352 0.020414 -0.0106758 0.00753904 0.00533407 0.0161629 0.00153366 -0.000628771 -0.0213615 -0.0174318 0.0161669 -0.00166896 -0.0254971 -0.0138427 -0.0501852 -0.000557507 0.0099948 0.010501 0.0273505 -0.0213992 -0.00713445 -0.00589371 0.00120736 -0.00978608 -0.00261005 -0.0232035 -0.0307488 -0.0392735 0.0577947 0.0452985
internal_weight=30308.8 28642.2 2092.03 26550.2 21103.7 18453.8 2649.85 317.625 2332.22 353.536 1915.23 207.809 1707.43 1551.45 18100.3 176.795 5446.55 67.5097 140.299 1666.59 3858.86 211.258 3647.61 114.495 64.5037 820.842 1587.68 1264.4 323.284 62.2999 845.752 204.322 179.808 18.9897 815.437 36.3406 155.974 24.514 779.096 126.866 52.5942 30.3156 160.818 616.52 572.329 202.641 369.688 652.23 44.1915 36.3054 27.0634 49.9911 17.1007
internal_count=178157 168130 11912 156218 125133 105836 19297 2147 17150 2167 10875 1196 9679 8670 103669 1037 31085 385 811 10027 21909 1081 20828 717 408 5297 9176 7249 1927 320 4730 1419 1294 104 4562 205 1009 125 4357 685 259 168 1190 3878 3623 1209 2414 3672 255 207 156 309 100
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
n_arousals_per_h=1057
median_spo2=990
tst_h=763
time_to_next_event_s=753
duration_s=494
fraction_of_recording=388
flow_reduction_pct=381
time_since_prior_event_s=377
desaturation_pct=373
onset_min=368
n_events_within_5min=273
stage_r=226
n_arousals_within_30s=181
min_spo2=172
stage_n3=108
overall_qual5=82
has_arousal_within_5s=77
stage_n2=67
stage_n1=41
thermistor_type=16
is_rule1b=10
confidence=4
is_accepted=2

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 129]
[learning_rate: 0.05]
[num_leaves: 63]
[num_threads: 0]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 6]
[min_data_in_leaf: 50]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.85]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 0.85]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[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: 4]
[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]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[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: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[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: ]
[lambdarank_position_bias_regularization: 0]
[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:null
