tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=15
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15
feature_infos=[0.030850018751493735:9.9926285953155514] [0.030678958355506714:9.9888052933097011] [0.0031322657229737594:9.9803944769407629] [0.0087181420143278565:9.992793780861053] [0.0036377517046992658:9.9928841785452818] [0.063995498019036035:9.9594693420493332] [0.020661896140958813:9.9888467164328301] [0.014626720936397053:9.983788856629527] [0.0029529773263636816:9.9702189326281196] [0.008761328479522934:9.869061619597387] [0.0019143684439482112:9.9831806948599038] [0.0014649195434002227:9.9882945893542878] [0.012661932176664115:9.992112993170462] [0.054320612087987996:9.9889831085826035] [0.045287697881688516:9.9896153208467382] [0.047856259973806381:9.9937028407961179]
tree_sizes=1651 1649 1568 1567 1639 1644 1642 1578 1649 1574 1728 1579 1732 1574 1741 1735 1738 1822 1580 1581 1497 1578 1665 1742 1581 1656 1826 1586 1745 1656 1578 1671 1586 1586 1739 1670 1661 1661 1823 1824 1671 1674 1668 1598 1680 1671 1678 1437 1754 1751

Tree=0
num_leaves=19
num_cat=0
split_feature=15 14 10 12 14 13 7 9 12 12 8 11 11 12 13 6 4 13
split_gain=1.00667e+06 424392 277787 220259 202510 198091 126561 118690 106367 102221 100094 76762.2 76615 67505.5 54919.7 54817.1 51965 39771.5
threshold=3.8181930786298746 4.3689147590780983 6.6298450790768184 4.8472555176409653 4.9979430250762009 6.1182272471532819 6.7574383738878652 3.7392914265137005 4.7009729440429213 4.5255664995234133 3.9676749057086238 3.7321955177987718 7.2469734338875655 2.2451470936424642 4.0839556338860055 5.4806627497292331 4.0158330827317448 5.6252597946099954
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 10 12 11 16 -6 -4 -7 -3 -2 17 -12 -10 -13 -5 -1
right_child=1 3 8 6 7 9 -8 -9 14 -11 13 15 -14 -15 -16 -17 -18 -19
leaf_value=-37.543313866037877 -40.272941048311182 -43.480299821887549 -36.613434917040827 -38.657484473366289 -33.809354830370786 -48.837906210798771 -40.914923531908542 -38.217538038642928 -30.955834658522157 -44.307826693000777 -42.05890066692411 -45.205099893852733 -42.793441498872568 -38.340234750977217 -34.616848457917037 -41.714025940234734 -35.462580323254954 -40.696547469872982
leaf_weight=20 34 39 34 20 26 20 25 37 20 33 23 22 22 26 21 23 35 20
leaf_count=20 34 39 34 20 26 20 25 37 20 33 23 22 22 26 21 23 35 20
internal_value=-39.6991 -41.5309 -36.9514 -39.864 -38.3948 -43.6525 -37.9652 -36.3983 -34.5457 -46.0173 -41.5901 -42.066 -40.4234 -40.0857 -32.831 -43.4208 -36.6244 -39.1199
internal_weight=500 300 200 168 125 132 80 63 75 53 88 79 62 49 41 45 55 40
internal_count=500 300 200 168 125 132 80 63 75 53 88 79 62 49 41 45 55 40
is_linear=0
shrinkage=1


Tree=1
num_leaves=19
num_cat=0
split_feature=15 14 10 12 13 13 14 14 13 12 8 12 0 13 12 8 15 11
split_gain=908523 383014 253855 198784 178777 171844 131289 120736 116307 92254.4 90334.7 74225.6 71201 66581 60923.8 56684.5 46584.9 31093.6
threshold=3.8181930786298746 4.3689147590780983 4.8229013893137713 4.8472555176409653 6.1182272471532819 3.1061964914027747 6.7888490405217841 3.2337721134138611 5.7535066411417812 4.5255664995234133 3.9676749057086238 4.2917477825178567 2.6622789275807466 7.0136889754862102 2.2451470936424642 5.9557154147287514 1.800808819365409 5.799611423297895
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 10 11 -1 15 -4 17 -6 -3 -2 -13 16 -12 -7 -9 -5
right_child=1 3 7 8 9 6 -8 13 -10 -11 14 12 -14 -15 -16 -17 -18 -19
leaf_value=4.0436625766754153 -4.1059737272560595 -3.5921413631011276 1.8476059867489725 4.8874901580810546 -8.6818673706054685 -3.5121045503351427 2.4670436841249468 8.4786278560757644 -0.35705151777518429 -4.3782919164859893 -2.2418122545532557 1.2772109532356264 -2.6588807997880162 3.2052003723382954 1.2909203345959004 -0.00010749340057373049 5.294836674796211 2.1635087484663185
leaf_weight=30 32 39 31 20 20 27 25 20 38 33 23 20 27 20 26 20 27 22
leaf_count=30 32 39 31 20 20 27 25 20 38 33 23 20 27 20 26 20 27 22
internal_value=1.24633e-08 -1.74023 2.61035 -0.15662 -3.75574 0.864284 -0.460457 4.42768 1.64724 -6.00228 -1.79649 -2.24857 -0.983948 5.62145 -0.367301 -2.01764 6.64964 3.46064
internal_weight=500 300 200 168 132 102 72 98 80 53 88 79 47 67 49 47 47 42
internal_count=500 300 200 168 132 102 72 98 80 53 88 79 47 67 49 47 47 42
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=18
num_cat=0
split_feature=15 14 14 7 12 13 12 7 13 12 12 10 5 7 6 4 11
split_gain=819942 345670 231477 205545 179403 161346 145599 111982 87837.6 83259.6 79906.3 81923.3 69541.4 68486.2 53272.6 47386.1 44823.1
threshold=3.8181930786298746 4.3689147590780983 1.4764245179782778 4.9886807265014417 4.8472555176409653 6.1182272471532819 4.1043406845657122 6.7574383738878652 7.4307193378570222 4.5255664995234133 7.4198037138698432 3.7051280952583281 6.7096674903025884 4.80746869241651 5.2098907988540821 4.0158330827317448 5.1848639350462724
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 10 8 13 -5 15 14 -7 11 -4 -8 16 -3 -6 -2
right_child=1 4 3 6 7 9 12 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18
leaf_value=-1.3467395941416422 0.89452153160458525 -2.1818682456389071 1.7392297012465343 -0.71898240541156966 0.88460779190063477 -8.2477739715576188 4.8085198491811756 -1.2097913112640382 -4.2862722555796307 -4.1593773841857908 7.8852108669281016 5.7111994202632239 1.1567595863884146 -3.665315654403285 0.70323810949921617 3.9355060182724682 -2.4128918004035951
leaf_weight=33 21 32 21 38 20 20 32 25 24 33 20 34 22 38 32 35 20
leaf_count=33 21 32 21 38 20 20 32 25 24 33 20 34 22 38 32 35 20
internal_value=5.6006e-09 -1.65322 2.47983 3.23598 -0.148789 -3.56795 1.65217 1.56488 -1.70667 -5.70217 5.17878 4.19463 3.32077 -2.13614 -0.739315 2.82609 -0.718851
internal_weight=500 300 200 167 168 132 92 80 88 53 75 55 54 79 64 55 41
internal_count=500 300 200 167 168 132 92 80 88 53 75 55 54 79 64 55 41
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=18
num_cat=0
split_feature=15 14 13 10 12 13 9 12 8 13 5 12 14 12 0 6 13
split_gain=739998 311967 222902 185870 161911 145615 104505 103025 98508.4 92339.9 82577.1 75141.8 67170.8 65919.2 64568.3 59504.4 58782.8
threshold=3.8181930786298746 4.3689147590780983 3.1061964914027747 4.1237521747655608 4.8472555176409653 6.1182272471532819 2.2610250244814805 4.4124208582787245 6.8006486983103684 3.7238681556342104 4.9243068370198122 4.5255664995234133 4.497167705324304 4.2917477825178567 2.6622789275807466 6.2811402912067829 7.0136889754862102
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 7 8 10 13 -6 -1 -4 -8 15 -7 -5 -2 -15 -3 -14
right_child=1 4 3 12 6 11 9 -9 -10 -11 -12 -13 16 14 -16 -17 -18
leaf_value=2.5435575154320951 -3.7797267250716686 -1.6840853221714498 -2.3633166811405082 1.0243663696448009 4.2470953014989696 -7.8353853607177744 3.0275758743286136 6.5480584965811834 1.8842505321616221 -1.2097561554776299 -3.4621436787976161 -3.9514084999308445 5.6950986919403084 1.3156944012641907 -2.4325840720423946 1.7925268244743346 2.0583233398199083
leaf_weight=29 32 32 39 30 24 20 20 36 21 36 36 33 25 20 27 20 20
leaf_count=29 32 32 39 30 24 20 20 36 21 36 36 33 25 20 27 20 20
internal_value=3.30806e-09 -1.57056 2.35584 1.19759 -0.14135 -3.38956 1.48663 4.76143 -0.876668 0.303577 -1.62133 -5.41706 2.857 -2.02933 -0.837572 -0.346927 4.07875
internal_weight=500 300 200 135 168 132 80 65 60 56 88 53 75 79 47 52 45
internal_count=500 300 200 135 168 132 80 65 60 56 88 53 75 79 47 52 45
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=19
num_cat=0
split_feature=15 14 10 9 13 7 7 12 12 12 11 14 7 5 9 13 8 2
split_gain=667848 281550 207369 151214 159016 138461 137267 119088 109568 101469 84331.1 66980.8 64645.2 59620.6 45918 44960.5 44662.2 32983.2
threshold=3.8181930786298746 4.3689147590780983 4.8229013893137713 5.8612790571559223 7.2135041653268752 3.108793807327308 4.80746869241651 3.3642674801149552 5.5523817940443854 4.7009729440429213 3.5030635178868224 4.3327252661173441 5.9957701132493533 1.8841112209101565 6.3323357836203593 3.3489432634290162 4.9185454637664643 5.432245869988205
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 5 7 15 -1 16 -3 -8 11 -7 -4 -11 -9 -12 -5 -2 -15
right_child=1 3 9 4 -6 10 8 13 -10 12 14 -13 -14 17 -16 -17 -18 -19
leaf_value=3.0013075675719825 -2.9764093701656051 -2.0786072878610518 0.088245165915716267 1.0146556977568002 -5.3679049697789285 1.892836987376213 -6.5286766378503103 4.3005870103836061 -2.651212851234845 7.2979890346527103 -0.36473655033679236 3.9186485667228705 3.7616386198039566 0.096779174251215794 -3.6334338231520222 -1.8787778058052063 -0.2054983778292257 2.7553163051605227
leaf_weight=39 26 21 21 29 22 20 38 23 35 24 21 25 28 28 22 25 33 20
leaf_count=39 26 21 21 29 22 20 38 23 35 24 21 25 28 28 22 25 33 20
internal_value=7.72271e-09 -1.49203 2.23805 -0.134282 -1.78471 0.659929 -3.22008 1.22912 -4.66962 3.88058 -0.789496 2.16999 5.3938 2.20746 -2.03709 -0.324897 -1.42658 1.2045
internal_weight=500 300 200 168 76 102 132 92 73 98 63 46 52 71 43 54 59 48
internal_count=500 300 200 168 76 102 132 92 73 98 63 46 52 71 43 54 59 48
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=19
num_cat=0
split_feature=15 14 10 13 9 14 13 9 2 7 12 12 12 0 11 6 11 13
split_gain=603378 267866 193563 149361 159822 145322 134072 103743 98339 86273 75959.2 71010.3 66820.1 61117 51012.5 50318.3 43789.7 39576.5
threshold=3.6776785543102259 4.3689147590780983 6.6298450790768184 4.0124825066610486 5.8612790571559223 5.2048272165298419 6.1182272471532819 3.7392914265137005 6.1378845712237196 3.6350576195300905 2.8275596371517486 5.032966160552987 4.1043406845657122 1.8729453985513762 6.4535983163557429 5.4806627497292331 6.3108872034536931 7.2135041653268752
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 5 10 8 14 13 -7 -5 -4 -3 -11 -8 -2 -1 -15 -12 -6
right_child=1 3 9 4 17 7 12 -9 -10 11 16 -13 -14 15 -16 -17 -18 -19
leaf_value=0.50171947127733485 0.65224743843078614 -0.48096661369005844 6.8613251772793866 -1.2782293427634883 -2.026335039138794 5.4094631272813558 -7.253777544498444 1.0866603565216064 2.7811344590187073 1.0685727502988731 4.5181485756583832 4.8825506659654474 -3.6308803466388158 -3.9872942586739861 -2.3574914803871745 -1.0913680638124545 1.3191705375909806 -5.0995097100734714
leaf_weight=39 20 24 22 37 20 23 20 35 25 23 23 26 35 30 26 30 20 22
leaf_count=39 20 24 22 37 20 23 20 35 25 23 23 26 35 30 26 30 20 22
internal_value=-7.01696e-09 -1.38299 2.18142 -0.0685638 -1.25463 0.981488 -3.04794 2.80088 0.358611 4.26018 1.7725 3.09232 -4.9483 -1.74144 -0.641965 -2.53933 3.03025 -3.63609
internal_weight=500 306 194 171 104 123 135 58 62 71 67 49 55 80 65 60 43 42
internal_count=500 306 194 171 104 123 135 58 62 71 67 49 55 80 65 60 43 42
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=19
num_cat=0
split_feature=15 7 13 14 10 12 15 13 12 8 11 9 5 6 5 14 6 12
split_gain=544700 236637 192442 160672 140693 118361 111030 92708 85288.8 83865.9 73507.9 63502 61892.2 58160.9 43923.2 47027.2 37631.9 34183
threshold=3.8181930786298746 4.80746869241651 3.1061964914027747 7.2706241870912622 4.1237521747655608 6.616263093693032 8.261861520074687 7.2135041653268752 4.4124208582787245 6.3438603737853976 2.0884369579233986 6.1171109770027323 3.658410713024272 4.3148512984068192 5.8264337036104061 5.8099648418266288 5.4301837961302306 5.2561183895052936
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 8 5 9 7 10 16 -1 -4 -2 -8 -5 -6 15 -12 -3 -15
right_child=1 3 4 12 13 -7 11 -9 -10 -11 14 -13 -14 17 -16 -17 -18 -19
leaf_value=2.2384414307002363 3.6219646583903917 -5.0436663329601288 -2.4395393556356435 1.3776763393328739 0.72989699253512008 -1.5429594785739216 -0.29862604836622875 -7.3472810827768775 5.8819719188743171 1.352163492679596 -0.054370627119656539 -4.0158258891105652 -2.2718843228760224 2.0307889795303349 -1.4287589518974224 3.0554400777816775 -2.1191669193181126 4.8296481976906458
leaf_weight=29 22 22 35 26 31 39 27 26 36 25 31 20 21 20 24 20 22 24
leaf_count=29 22 22 35 26 31 39 27 26 36 25 31 20 21 20 24 20 22 24
internal_value=-6.23055e-09 -1.34747 2.0212 -2.69665 0.944995 -3.75034 0.114145 -4.98017 4.2564 -0.859663 1.08058 -1.88041 -0.252978 2.38872 0.335108 1.16516 -3.58142 3.55744
internal_weight=500 300 200 156 135 109 144 70 65 60 97 47 47 75 75 51 44 44
internal_count=500 300 200 156 135 109 144 70 65 60 97 47 47 75 75 51 44 44
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=18
num_cat=0
split_feature=15 13 14 11 14 10 7 5 8 14 12 15 11 12 6 6 12
split_gain=492907 230875 177170 197113 163471 123178 112064 111279 98624.2 95183.9 76158.5 52344.7 42253.3 42074.6 40814.2 39441.2 39109
threshold=3.6776785543102259 5.0349242387892259 8.6810624688240754 2.0884369579233986 5.6228361552218695 5.1709740275230081 5.4597868864746806 8.2198828176637644 6.2850291796014082 4.3689147590780983 6.4984579275064256 5.7075598963653924 4.5833014265413574 4.4897842439628883 4.9147745540850849 5.5427680077240016 4.1043406845657122
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 3 -1 8 6 -5 9 16 12 15 -11 -2 -13 -7 -6 -3
right_child=1 4 -4 5 10 14 -8 -9 -10 11 -12 13 -14 -15 -16 -17 -18
leaf_value=4.6809347278363003 0.52020293729645872 -6.9635844730195551 6.3085174742199133 1.1530418992042542 -3.3821575302144762 0.56236952344576518 -2.7653908958306186 -2.7893636125784655 -1.8743358344478267 4.1155272756304058 1.5497456503411136 -0.35776370204985142 -2.3388177770500382 2.6029015791912875 3.1830122263003622 -0.38508117426009408 -4.2342391043049954
leaf_weight=37 28 21 21 36 23 24 37 26 35 21 24 24 24 24 39 21 35
leaf_count=37 28 21 21 36 23 24 37 26 35 21 24 24 24 24 39 21 35
internal_value=-6.05136e-09 -1.24999 1.97164 1.4452 -2.57055 0.564885 -0.833013 0.178367 -3.95643 0.816061 -0.715918 2.03347 -0.799345 1.12257 2.18467 -1.95173 -5.25774
internal_weight=500 306 194 173 159 136 73 147 91 121 68 69 52 48 63 44 56
internal_count=500 306 194 173 159 136 73 147 91 121 68 69 52 48 63 44 56
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=19
num_cat=0
split_feature=15 14 9 12 5 12 7 15 4 14 12 8 11 13 0 12 7 8
split_gain=444848 208444 161331 149773 141570 131164 111587 96403 92999.7 86294.5 71414.7 68312.2 58845.8 57309.3 53487.4 42710.6 33119.2 32612.6
threshold=3.6776785543102259 3.0442733928403283 7.1629192234879993 4.4124208582787245 4.3073663915049929 4.166724567065919 4.80746869241651 0.91975268969349444 4.7128253309381494 5.8099648418266288 3.3642674801149552 4.8031127838091772 5.291928746032279 5.8371939739172776 2.6622789275807466 4.2410393643873512 4.6597830200346069 5.8461805999516896
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 9 8 -2 15 -5 17 -1 -10 -8 -4 -9 -7 -6 -16 -3
right_child=1 4 12 7 6 14 11 13 10 -11 -12 -13 -14 -15 16 -17 -18 -19
leaf_value=-0.9262125432551388 -5.6943736784385912 -1.653320812409123 1.5215100119511287 7.2195767402648929 -1.6872388625144958 0.34136993050575259 -4.9211179839713237 4.6341144613921648 -0.040799687504768374 2.9402417333037767 3.6856180896361672 -1.3962772475348579 -1.7323775956124969 1.5062235143449572 -1.3867386843264105 1.3162203934685939 -4.2642045211791997 0.84919098252835479
leaf_weight=31 33 30 24 20 20 20 28 32 20 27 36 27 33 27 20 29 20 23
leaf_count=31 33 30 24 20 20 20 28 32 20 27 36 27 33 27 20 29 20 23
internal_value=7.57389e-09 -1.18749 1.87306 2.8031 -0.325198 -3.16243 -1.64486 4.21964 0.933927 0.873689 2.35475 -3.19074 -0.36232 3.20271 -1.76986 0.0903187 -2.82547 -0.567325
internal_weight=500 306 194 137 213 93 104 79 109 58 56 55 57 59 60 49 40 53
internal_count=500 306 194 137 213 93 104 79 109 58 56 55 57 59 60 49 40 53
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=18
num_cat=0
split_feature=15 7 14 13 5 13 11 15 10 6 13 9 7 3 8 14 12
split_gain=401900 189560 164574 146215 124473 123575 103116 94411.4 87677.7 64176.4 56687.6 52583.6 52567.4 50654.5 37411.6 36955.8 34437.9
threshold=3.8181930786298746 4.80746869241651 1.4764245179782778 2.9993808081866047 1.5627091905115382 7.2135041653268752 1.9412808671387995 8.261861520074687 5.2297007603555556 6.1643757746447907 4.0124825066610486 6.1171109770027323 5.4597868864746806 3.1831292174294163 5.6709123620276358 4.4433028318565535 4.0464595931403746
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 -1 14 -3 13 -5 9 12 10 -2 -9 -8 -6 -4 -15 -7
right_child=1 4 3 6 5 16 8 11 -10 -11 -12 -13 -14 15 -16 -17 -18
leaf_value=-1.4903825803236528 1.3676215176922935 0.65476838861192976 3.4601153055972915 4.3213705373846967 0.27136314482915974 -6.5710250968024839 1.1653033363819123 -0.24911412331793042 2.3426661711472732 2.7160223470793832 -1.7145603491709782 -3.6316879481077198 -2.1440068403879802 -3.8648371643033523 6.1442577328000754 -1.3816631965098845 -3.8486922447498033
leaf_weight=33 35 28 34 23 21 21 20 27 39 36 26 20 30 29 21 31 26
leaf_count=33 35 28 34 23 21 21 20 27 39 36 26 20 30 29 21 31 26
internal_value=-1.81496e-09 -1.15744 1.73616 2.37374 -2.36498 -3.02555 1.33698 0.15073 0.565729 1.04191 0.0539047 -1.68851 -0.820283 -1.84214 4.48497 -2.58186 -5.06505
internal_weight=500 300 200 167 156 128 112 144 89 97 61 47 50 81 55 60 47
internal_count=500 300 200 167 156 128 112 144 89 97 61 47 50 81 55 60 47
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=20
num_cat=0
split_feature=15 13 14 11 14 10 7 12 8 5 6 9 12 12 15 12 7 13 10
split_gain=363482 186676 149589 157748 132184 100568 100984 89824.4 79370.4 73763 68036.7 62725.3 48641.7 44984.3 37248.8 36197.2 29962 25629.6 18443.1
threshold=3.6776785543102259 5.0349242387892259 8.6810624688240754 2.460177813916681 5.6228361552218695 5.1709740275230081 5.4597868864746806 3.144780498373994 5.8120911001374278 4.6615823417056754 3.7276394235242249 6.1171109770027323 5.421618907059675 6.8919252716723554 7.6079569866454593 5.032966160552987 6.2514754120820593 3.3717300591378705 5.0395029562465634
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 3 16 8 6 -5 10 18 14 -2 12 -6 -10 -9 -7 -1 -11 -3
right_child=1 4 -4 5 11 15 -8 9 13 17 -12 -13 -14 -15 -16 -17 -18 -19 -20
leaf_value=5.2113252003987638 -3.5815072807398707 -5.6765855516706196 5.678145172482445 0.94024344152874417 -0.98918006519476576 0.75064137126460229 -2.8314823320933753 3.8762148886919023 -3.5164600825309758 0.83969021858647475 0.10585855666933389 -2.6492853442827862 2.3495418429374695 -0.16294261776842178 1.1185055341720582 3.219204473053968 2.5404081446783886 -1.4960288369137309 -3.7657248227492626
leaf_weight=21 22 28 21 36 24 33 35 24 20 24 29 24 20 20 25 27 21 23 23
leaf_count=21 22 28 21 36 24 33 35 24 20 24 29 24 20 20 25 27 21 23 23
internal_value=-1.06581e-09 -1.07341 1.69311 1.20938 -2.26086 0.354478 -0.919058 0.210969 -3.50708 1.11183 -1.48477 -0.593123 0.528421 -1.8397 2.46922 1.86149 3.87587 -0.303321 -4.81482
internal_weight=500 306 194 173 159 131 71 147 91 96 51 68 44 40 49 60 42 47 51
internal_count=500 306 194 173 159 131 71 147 91 96 51 68 44 40 49 60 42 47 51
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=18
num_cat=0
split_feature=15 14 9 12 11 10 13 15 14 9 12 11 13 11 12 6 15
split_gain=328042 170075 135777 123800 101642 90948.3 84024.1 81321.9 69306.3 65875.2 52279.9 48438.4 46614.4 46416.7 42349.9 35023.9 24069.3
threshold=3.6776785543102259 4.3689147590780983 7.1629192234879993 4.4124208582787245 7.1176749013842002 3.0393144722176193 6.1182272471532819 0.91975268969349444 5.8099648418266288 6.5194211728311311 4.5967459655392497 3.7321955177987718 5.8371939739172776 5.291928746032279 4.1043406845657122 5.4806627497292331 8.261861520074687
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 8 5 -3 11 -5 -1 16 -6 -2 -9 -4 -8 -13 -7
right_child=1 4 13 7 10 9 14 12 -10 -11 -12 15 -14 -15 -16 -17 -18
leaf_value=-0.90551912275052848 0.11894711045657887 -1.645487089951833 1.2308387783666452 6.5048558425903327 -3.2924899913646559 3.8724100912058796 -5.6862376677989959 4.106489400705323 2.5595165793542511 0.076954900574039767 -0.25977138956387841 -3.8108730401166464 1.2855152845382691 -1.6590562827659376 -2.8020152860667027 -1.0489334862834463 1.6713042387495873
leaf_weight=31 34 27 24 20 27 27 20 32 27 37 30 22 27 33 35 24 23
leaf_count=31 34 27 24 20 27 27 20 32 27 37 30 22 27 33 35 24 23
internal_value=-4.59701e-10 -1.01974 1.60846 2.46168 0.027625 0.889599 -2.34641 3.74954 0.707515 1.67635 -1.69632 -1.31212 2.81554 -0.442258 -3.85082 -2.36986 2.8599
internal_weight=500 306 194 137 171 114 135 79 58 87 57 80 59 57 55 46 50
internal_count=500 306 194 137 171 114 135 79 58 87 57 80 59 57 55 46 50
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=20
num_cat=0
split_feature=15 7 8 14 14 8 11 12 12 7 13 6 8 15 10 9 11 6 4
split_gain=299959 195748 142479 139089 130202 87927.4 75183.7 75122.3 65766.3 63580.6 54354.6 51424.5 50967.4 48374.2 44837.5 38189.5 35085.6 34932.4 16431
threshold=5.2520936997763226 4.80746869241651 1.9320054542907319 2.506645056266922 1.7322238719739211 4.7586024118874697 4.0483608580364114 7.9191451606659333 2.8275596371517486 6.447345288604974 2.7222914961554672 5.5249760802815029 6.7238584194564028 8.0561524392235828 3.9421944101697446 6.9515715780915572 6.5959149237398851 3.9379324659647112 4.5735026637980054
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 13 -1 9 17 15 -7 11 -8 -5 -12 -2 -10 18 -16 -4 -6
right_child=3 2 6 5 7 8 10 -9 14 -11 12 -13 -14 -15 16 -17 -18 -19 -20
leaf_value=-0.84232188633510052 -2.3512399627765022 -3.2490472980907992 0.90040991306304941 -2.2212496995925903 2.6994470411768328 -2.0788083326557412 1.8604419354881561 5.9263145367304482 -0.78657414729778585 -3.6254949056543411 -2.4844632871945702 0.96953192068182903 0.72720632439567934 -5.5258209180831912 2.6043777511308068 1.0678464780251185 0.017108124494552613 3.6872691320336388 4.6056946303870063
leaf_weight=21 30 28 22 28 26 23 21 24 26 32 30 23 21 20 38 24 20 23 20
leaf_count=21 30 28 22 28 26 23 21 24 26 32 30 23 21 20 38 24 20 23 20
internal_value=9.90401e-09 1.17662 -0.0451752 -1.27467 2.71714 -0.657193 0.721563 3.51233 0.29014 -1.87845 -0.280462 -0.78227 -1.16201 -3.62107 0.938781 2.68468 1.71222 2.3248 3.52825
internal_weight=500 260 145 240 115 190 117 94 107 83 72 51 51 50 84 70 58 45 46
internal_count=500 260 145 240 115 190 117 94 107 83 72 51 51 50 84 70 58 45 46
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=18
num_cat=0
split_feature=13 9 12 11 15 15 12 10 6 14 11 4 14 15 6 11 15
split_gain=280900 222384 154005 114083 82628.4 80279.2 76758.9 67629.6 64865.2 59281.1 57407.2 56241.5 52343.9 55415 37819.5 33909 29881.2
threshold=3.4389634187255007 5.8612790571559223 2.5784208660632917 1.9699477642714542 1.8994690975132851 3.9237421045056378 4.6138326333183928 4.9466061305110616 5.0935384153389149 4.2605629034913255 6.7429515584361441 4.0158330827317448 4.497167705324304 7.1315395476075709 5.5249760802815029 6.3108872034536931 7.4597867519115022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 7 11 -4 10 8 -1 -5 -6 -3 -2 -8 -14 16 -11 -7
right_child=1 5 4 6 9 14 12 -9 -10 15 -12 -13 13 -15 -16 -17 -18
leaf_value=-2.4880534009933473 0.50471525192260747 0.38800680943897792 4.9288618119557697 -3.4504826504608683 0.33235544496112401 -3.065497535637447 -0.93182923504800508 1.1897078304290771 -0.23158208903144387 4.1979206120526351 -2.9187609717959453 4.06200732421875 3.1620266327151545 -0.21853116046298637 -1.765854959189892 1.6149165630340576 -5.3561307032903045
leaf_weight=25 20 35 30 29 36 35 33 25 34 27 21 25 27 22 28 24 24
leaf_count=25 20 35 30 29 36 35 33 25 34 27 21 25 27 22 28 24 24
internal_value=5.28097e-09 -0.839261 1.6735 0.281702 2.66609 -2.32865 -0.400835 -0.649173 -1.7133 1.88582 -0.852031 2.48099 0.60752 1.64423 -3.27912 2.98239 -3.99728
internal_weight=500 333 167 190 117 143 145 50 63 87 56 45 82 49 87 51 59
internal_count=500 333 167 190 117 143 145 50 63 87 56 45 82 49 87 51 59
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=20
num_cat=0
split_feature=15 7 8 14 14 5 9 13 12 11 13 15 10 8 13 9 3 10 14
split_gain=253974 171372 124814 120336 111526 78416.5 79881.8 72252.1 63905.6 63837.4 45979.6 41835.4 39732.9 37252.4 32992.7 30848.2 30577.1 18580.4 15065.3
threshold=5.2520936997763226 4.80746869241651 1.9320054542907319 2.506645056266922 1.7322238719739211 8.3220635388963746 6.1171109770027323 5.9638523704279853 7.9191451606659333 4.0483608580364114 6.4839917412669097 8.0561524392235828 3.1286597154693543 5.8120911001374278 3.9384715831603558 4.8018577642798084 7.1042320471728226 4.9466061305110616 6.5816011040290503
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 11 -1 6 12 17 14 15 13 -2 -5 -11 -6 -4 18 -8 -14
right_child=3 2 9 5 8 -7 7 -9 -10 10 -12 -13 16 -15 -16 -17 -18 -19 -20
leaf_value=-0.77021417163667227 -2.1744988071918487 -3.0591979018279485 3.4147843868836114 -0.9195738601684571 3.4644682835309939 -2.9919344597849356 -1.2380048441886904 -3.4783271811626579 5.4865300059318542 -0.67857131908337287 -1.9468593106820036 -5.1267370569705966 1.3512635210752488 2.1698819767345081 1.2791479602936775 0.79590091596950185 -0.071518225773521099 0.89143384978884743 3.1923780596256259
leaf_weight=21 30 28 23 25 39 29 20 27 24 24 26 20 25 22 31 22 23 21 20
leaf_count=21 30 28 23 25 39 29 20 27 24 24 26 20 25 22 31 22 23 21 20
internal_value=1.63913e-09 1.08268 -0.0605126 -1.1729 2.52409 -0.598558 -0.167453 -1.46992 3.26005 0.657121 -0.266203 -3.35539 0.784891 0.683732 2.49668 2.13444 1.41153 -0.147317 2.16954
internal_weight=500 260 145 240 115 190 161 68 94 117 72 50 93 46 70 45 68 41 45
internal_count=500 260 145 240 115 190 161 68 94 117 72 50 93 46 70 45 68 41 45
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=20
num_cat=0
split_feature=13 9 12 12 8 8 15 14 12 10 11 6 14 15 15 13 11 10 7
split_gain=240192 189134 133946 100158 73407 71726.5 71456.2 71051.8 60393.1 58999.6 55506.7 49925.2 49121.5 45179.8 42267.9 29877.8 26283.7 23111.3 16255.9
threshold=3.4389634187255007 5.8612790571559223 2.5784208660632917 7.3772805526026266 5.2513728268065414 5.9216769270859855 1.3858917946187985 7.1618227739142668 3.3642674801149552 4.9466061305110616 6.2655646475278024 4.4996187111380879 2.3255091293733634 6.2836370541715167 5.8754886870890521 7.4911567416194256 6.3108872034536931 4.8229013893137713 3.947567185112129
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 9 4 7 10 -4 15 -6 -1 11 -3 -8 -5 -7 -2 18 -10 -14
right_child=1 5 6 13 8 14 12 -9 17 -11 -12 -13 16 -15 -16 -17 -18 -19 -20
leaf_value=-2.3361885485649108 -1.4307489967346192 -3.2009519542966576 5.0409091255881577 3.4491046478008403 -1.641823963522911 0.35618174838669159 -0.25571483345258805 0.50789778852462775 0.27488154888153077 1.0989137029647826 -4.6560536348458497 -0.069380419179797176 4.2681070509411043 0.44429659030654217 -2.4968561433610463 -4.0731576878091564 1.3430278239647548 2.4549576154639645 2.344002634546031
leaf_weight=25 20 35 22 29 20 34 21 25 20 25 33 20 21 22 21 23 30 31 23
leaf_count=25 20 35 22 29 20 34 21 25 20 25 33 20 21 22 21 23 30 31 23
internal_value=1.44541e-09 -0.77607 1.54749 0.257701 -0.437664 -2.14961 2.47319 -1.61177 0.686829 -0.618637 -3.03489 -2.0622 1.87856 2.15291 -0.73316 -2.84413 2.48423 1.60003 3.26233
internal_weight=500 333 167 190 139 143 117 68 71 50 88 55 95 51 55 43 74 51 44
internal_count=500 333 167 190 139 143 117 68 71 50 88 55 95 51 55 43 74 51 44
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=20
num_cat=0
split_feature=15 13 5 9 8 8 12 7 12 14 10 15 9 15 15 6 11 7 11
split_gain=222538 167852 139566 95480.8 90606.5 89703.6 65291.4 54259.2 46121.7 42204.9 35269.2 34187 33253.8 30965.7 29760.9 24295.6 20823.8 19437.3 11527.6
threshold=2.5736007109277463 3.3489432634290162 1.7484569838807553 7.1629192234879993 5.4055572431100538 3.8297910227947534 4.7009729440429213 4.6597830200346069 3.1209435122139579 5.6800235653031601 6.7201774895575026 1.7655294574901099 5.0023147370455607 7.2820263057049068 7.4597867519115022 5.6658205237766461 5.291928746032279 3.5035165133892581 6.6545189874696726
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 6 12 5 7 -1 13 14 -6 15 18 -7 -3 -2 -4 -10 -5 -8 -9
right_child=1 2 4 16 8 11 17 10 9 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20
leaf_value=0.56111939671552846 0.85676238211718481 2.1700655579566956 -0.27868613763289019 0.81025566260019932 -2.9204835165114633 4.6641349940686609 3.5510096490383152 -3.9131074150403347 -2.4229867263273763 1.190564496566852 -2.1195945250988006 2.2706802968978881 -0.46202135820473944 -1.5036364555358888 -2.9436519658565525 -0.16533663909022625 -1.4164092245556059 1.5248552721122217 -5.5384529113769538
leaf_weight=36 33 28 22 21 21 37 20 24 22 30 20 25 21 24 20 26 21 29 20
leaf_count=36 33 28 22 21 21 37 20 24 22 30 20 25 21 24 20 26 21 29 20
internal_value=3.50475e-09 -0.657809 -1.35527 1.69151 -1.92828 2.54633 1.01346 -2.94415 -0.840583 -0.280609 -3.86056 3.69903 1.04203 -0.13709 -1.54772 -1.20009 -0.303077 2.35186 -4.6519
internal_weight=500 360 254 140 205 98 106 106 99 78 64 62 49 57 42 48 42 49 44
internal_count=500 360 254 140 205 98 106 106 99 78 64 62 49 57 42 48 42 49 44
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=21
num_cat=0
split_feature=15 7 14 10 5 9 11 12 13 15 11 6 3 14 9 12 4 6 13 12
split_gain=203251 119766 106414 97698.3 80187.3 70076.6 67141.4 62964.9 60257.2 59394.4 45429.7 58631.8 42218.4 36941.8 28797 21914.6 20203 19160.1 10045.8 8949.66
threshold=3.6776785543102259 4.80746869241651 8.0903066096269978 6.6298450790768184 3.0518975276623488 4.9841088543029812 6.6705948101595913 5.032966160552987 7.2135041653268752 8.8855644555653601 6.4170856451211398 4.2802136892569624 3.1831292174294163 5.2048272165298419 5.5408917330057079 5.4064186468886239 4.7128253309381494 4.5885855391872985 5.6252597946099954 5.191784222964813
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 3 6 5 -3 13 -5 12 10 11 -2 -6 18 -8 -10 -13 -14 -1 -12
right_child=1 4 -4 7 8 -7 14 -9 15 -11 19 16 17 -15 -16 -17 -18 -19 -20 -21
leaf_value=0.70246057122945782 -0.16981338784098626 1.9389692617499312 4.117386429650443 0.57392164512916855 0.28031320515133085 -1.8498495780504667 -0.40959002375602727 3.8080906475291538 -5.1901331520080571 -1.7587147824962934 -1.3633691740036011 1.4693489032983782 -3.3633131351470951 2.3601956362724308 -3.0927299547195437 -2.9032945004376498 3.6210574727505449 -1.3401252486489037 -0.88229321405291561 0.11451514803227925
leaf_weight=20 32 23 28 27 21 26 20 34 20 30 20 20 25 25 20 22 24 22 20 21
leaf_count=20 32 23 28 27 21 26 20 34 20 30 20 20 25 25 20 22 24 22 20 21
internal_value=1.00136e-09 -0.802679 1.26608 0.785137 -1.7538 -0.0714244 -0.139411 2.37657 -2.50322 0.226084 0.735007 1.45866 -1.58351 0.852434 -1.75116 -3.99227 2.64301 -2.41629 -0.0899163 -0.606404
internal_weight=500 306 194 166 159 49 105 61 110 147 117 76 68 65 40 42 44 47 40 41
internal_count=500 306 194 166 159 49 105 61 110 147 117 76 68 65 40 42 44 47 40 41
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=18
num_cat=0
split_feature=13 8 12 15 9 11 14 15 13 10 11 5 14 7 15 10 15
split_gain=188143 155386 110024 95112.8 73137.3 62026.9 59978.8 58158.8 52969.9 49594.9 49111.7 43062.3 41691.7 28620 28401.8 28107.6 21485.1
threshold=3.4389634187255007 6.2850291796014082 2.5784208660632917 3.000451449560511 4.6151565489470423 5.291928746032279 7.8242727132281376 1.3858917946187985 6.1182272471532819 4.9466061305110616 2.8671760325229609 3.7794516199269705 2.3255091293733634 4.1745846907281496 6.4641862610820402 5.0395029562465634 5.21787541254717
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 9 5 10 -2 8 -4 13 -1 -3 -12 -9 -5 -6 -10 -14
right_child=1 4 7 6 14 -7 -8 12 15 -11 11 -13 16 -15 -16 -17 -18
leaf_value=-2.1683174532651903 1.3477040365942428 3.5958924386812292 4.5250836242328996 -0.12705121241509915 0.17873417797841526 -1.9160573348402978 -0.3753872527230171 -0.29414019698188421 -4.7654278222252344 0.9811246795654297 2.6216259360313416 -0.35420199127927909 3.0820705455702706 -2.7404339085925713 -2.0474032096240831 -2.6656561382611592 1.3781361773207381
leaf_weight=25 37 23 22 20 38 24 31 21 34 25 20 31 37 22 23 30 37
leaf_count=25 37 23 22 20 38 24 31 21 34 25 20 31 37 22 23 30 37
internal_value=2.33203e-09 -0.686855 1.3696 -1.5787 0.621181 0.0636012 -2.30994 2.20857 -2.87571 -0.593596 1.67781 0.812789 1.67211 -1.49597 -0.660629 -3.78116 2.2301
internal_weight=500 333 167 198 135 61 137 117 106 50 74 51 95 42 61 64 74
internal_count=500 333 167 198 135 61 137 117 106 50 74 51 95 42 61 64 74
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=18
num_cat=0
split_feature=14 15 7 10 12 13 5 9 13 9 6 13 9 10 12 3 14
split_gain=178374 138828 128332 99861.8 89547 66544.2 54916.7 53921.5 53334.4 51441.3 38853.5 38466.8 35949.8 33754.6 25049.6 17550 11999.9
threshold=3.1993006116483174 5.21787541254717 3.6350576195300905 4.8229013893137713 3.7929926666521872 3.3717300591378705 8.3220635388963746 4.9542064819661276 5.6252597946099954 6.1171109770027323 5.2098907988540821 5.9638523704279853 5.6386367333614675 3.9017985114963474 6.2664758100833797 5.8174843770668758 1.8443656250207443
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 14 8 10 -6 9 -5 -4 13 -1 -11 -7 -3 -2 -15 -14
right_child=1 6 3 7 5 12 -8 -9 -10 11 -12 -13 16 15 -16 -17 -18
leaf_value=-4.5792951765060428 2.7143227268968313 -0.51071285764376328 0.53569580569411768 3.9690969575196506 1.587970338876431 -0.18846783104695775 -2.3896664987717355 0.81230571981399291 -2.5259916620254517 -0.041004648724117798 -1.6982345464554702 -2.5798598917722706 -3.0769278858018958 2.3284704482997767 4.8384799851023637 0.49396262819116771 -1.4237805287043255
leaf_weight=25 35 30 33 24 26 38 28 31 25 37 22 25 23 32 23 22 21
leaf_count=25 35 30 33 24 26 38 28 31 25 37 22 25 23 32 23 22 21
internal_value=7.84919e-09 0.633005 1.64476 0.663433 -1.40895 -0.616141 -0.361307 2.18981 -0.783997 0.027693 -3.23071 -1.06474 -1.31501 0.83401 3.55666 1.58108 -2.28793
internal_weight=500 345 171 113 155 108 174 55 58 146 47 62 82 84 58 54 44
internal_count=500 345 171 113 155 108 174 55 58 146 47 62 82 84 58 54 44
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=17
num_cat=0
split_feature=6 15 13 11 12 14 11 13 9 14 2 7 9 7 12 11
split_gain=162781 150934 98844.1 85025.6 83833 77424 52285.1 51314 48334.3 35752.1 36110.8 28902.2 23805.2 22528 20619.5 19644.6
threshold=3.6280058418913432 5.8754886870890521 8.5593241098540105 6.7429515584361441 1.968171879557979 2.6064694635322665 7.3492437891514006 2.7222914961554672 2.6589104396983925 6.9609806740543965 4.602631002015503 5.9957701132493533 5.7328321083018112 7.0819996667651894 5.3612289597130234 3.0908041251934057
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 8 -1 -6 9 -5 -2 10 -3 14 -9 15 -10 -7
right_child=1 6 -4 7 5 13 -8 12 11 -11 -12 -13 -14 -15 -16 -17
leaf_value=-3.1337612075465069 4.1906125545501709 -1.7746417074969838 -3.7867294050032094 2.1679669241110484 -2.017371294895808 2.573035234808922 -2.2496651392843989 0.42355407568124631 1.7544963740743698 1.4163099549214047 0.53078934676719436 0.66851494348410412 -1.7373442895412445 -0.51561625699202229 3.7708288669586185 0.62806442573263843
leaf_weight=28 29 35 31 24 36 20 36 26 32 30 33 33 25 24 21 37
leaf_count=28 29 35 31 24 36 20 36 26 32 30 33 33 25 24 21 37
internal_value=1.82688e-09 0.664923 -1.22406 1.57121 -0.676182 -0.0880433 -0.620112 0.261467 2.42539 -0.0215011 -0.65583 1.83014 -0.63571 0.769436 2.55342 1.31051
internal_weight=500 324 176 190 145 117 134 75 115 98 68 86 51 81 53 57
internal_count=500 324 176 190 145 117 134 75 115 98 68 86 51 81 53 57
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=18
num_cat=0
split_feature=13 15 8 14 8 14 10 12 9 5 4 11 2 12 3 9 8
split_gain=153748 118858 94355.4 88820 68651.3 68385 65265 50632.8 42139.7 35051.9 30828.7 29250.4 27949.8 27045.2 24244 23985.9 23748.2
threshold=7.2135041653268752 2.1260886524575846 6.2850291796014082 2.3255091293733634 5.6709123620276358 7.3513649140986344 8.1319477060890701 6.2664758100833797 5.6386367333614675 6.5127692698359079 4.9315385638953515 6.9805250669545318 4.4380204301665698 5.6267048825996211 4.2898638495581691 3.4590495128459815 4.6729701119403773
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 8 12 14 7 11 -3 13 -8 16 -1 -4 -2 -9 -5
right_child=2 3 9 6 -6 -7 10 15 -10 -11 -12 -13 -14 -15 -16 -17 -18
leaf_value=2.3043903900229412 -2.1373135399818421 -0.2209539607719139 -0.2116368989504519 -0.87206045968665014 3.9588654462028958 -0.15956546114041256 1.0628101568222046 2.7215504264831547 -2.9228397030984201 -1.5116088920831681 3.6965251648426056 -1.6993435686557659 -0.088411386196429909 2.3574712288379671 -4.0618769990073309 0.51425875704735524 0.93176713372404518
leaf_weight=23 30 27 21 36 34 26 25 20 31 20 20 36 26 20 36 32 37
leaf_count=23 30 27 21 36 34 26 25 20 31 20 20 36 26 20 36 32 37
internal_value=-6.06552e-09 0.582198 -1.32041 0.0633299 2.23257 -2.33147 0.549965 0.0794542 -1.66507 0.204473 2.23335 -0.532983 1.03474 1.04159 -3.18708 1.36322 0.0422083
internal_weight=500 347 153 264 83 92 206 161 58 61 45 109 49 41 66 52 73
internal_count=500 347 153 264 83 92 206 161 58 61 45 109 49 41 66 52 73
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=19
num_cat=0
split_feature=7 12 15 6 14 5 15 10 9 8 12 11 10 11 6 6 13 11
split_gain=143619 96312.1 95948.7 79554.4 69017.1 68560 58579 33755.8 33708.5 29206.6 28831.2 25050 22355.4 21458.2 21366.3 19324.8 18437.3 13543.2
threshold=4.80746869241651 4.1043406845657122 5.2414114589087761 5.0935384153389149 2.2968090274698536 1.8767077333249589 3.2132166126530364 3.1740008780678228 6.5932607830221022 4.3039927118253738 7.9191451606659333 5.1064298204758058 3.9421944101697446 6.4535983163557429 4.5885855391872985 3.8254805369327389 3.687842849028399 6.0743669309832393
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 11 -1 -3 14 -8 12 -5 15 -2 -4 -9 -7 -6 -10 -14
right_child=1 5 8 9 10 6 7 13 16 -11 -12 -13 17 -15 -16 -17 -18 -19
leaf_value=-0.090291854143142711 -2.2202417288507736 2.0728036627173423 -0.59755579012411608 -1.7327057970421658 0.97749168656089092 -0.10227816651264827 -2.8622645968198777 0.18640438057482245 -0.051839289665222166 0.55103368631431038 4.3103923604601908 -4.3547313999246668 1.859755656719208 -1.8421048093925823 2.081584469477336 2.8308041948156482 -2.1073736255367597 0.18002117216587066
leaf_weight=30 28 32 27 28 22 24 25 32 20 28 21 27 30 22 21 39 24 20
leaf_count=30 28 32 27 28 22 24 25 32 20 28 21 27 30 22 21 39 24 20
internal_value=-4.26471e-09 -0.791614 0.907129 -1.9174 1.96175 0.00942522 -0.52306 -1.34327 -0.0690468 -0.590836 2.71249 -3.26808 0.561806 -0.640025 0.916858 2.1624 -1.17304 1.18786
internal_weight=500 267 233 111 112 156 124 79 121 56 82 55 77 54 45 61 44 50
internal_count=500 267 233 111 112 156 124 79 121 56 82 55 77 54 45 61 44 50
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=20
num_cat=0
split_feature=13 9 12 11 5 9 14 13 12 11 14 8 9 8 10 11 3 6 15
split_gain=136256 109172 80933.9 70302.7 47234.9 46089.5 45746.6 43240.6 37268.2 35985.8 34263.5 34166.1 33047.3 27196 24486.2 20189.9 18482.2 17142.1 16084.5
threshold=3.3489432634290162 5.8612790571559223 3.8284494520525714 1.9699477642714542 8.3220635388963746 1.8327342097805046 4.9979430250762009 8.5593241098540105 4.6138326333183928 6.7429515584361441 6.9067622815558556 5.6709123620276358 2.5675719733990006 7.0509467313745153 7.6915814634410253 6.0435351343810941 4.3893014639622523 5.3611889486283113 4.3839871482868764
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 6 11 7 13 -1 9 17 16 -10 -2 -4 -5 18 -8 -3 -7 -14
right_child=1 4 12 5 -6 8 15 -9 10 -11 -12 -13 14 -15 -16 -17 -18 -19 -20
leaf_value=-1.5220327027638754 0.47837755453018915 1.0260110415794232 4.0202661019563681 -0.025800702541038906 -3.5651133899688725 -2.961663854640463 2.130141611716577 -2.9488300570735224 -1.017312324874931 -1.9619203506197249 1.5240249744483405 3.239965641498566 1.9861861211558183 2.3708602889999746 3.1695316660404207 -0.089612658023834224 -0.72621703375788305 -0.96015356242656713 0.13584126285884693
leaf_weight=30 21 27 20 29 25 23 21 27 36 35 21 24 24 20 20 20 34 20 23
leaf_count=30 21 27 20 29 25 23 21 27 36 35 21 24 24 20 20 20 34 20 23
internal_value=3.27826e-09 -0.561019 1.21436 0.219248 -1.5838 -0.303833 -0.0383135 -1.1811 -0.919401 -0.68392 -0.0810302 1.95122 2.23665 0.952428 1.70423 1.04733 0.0493593 -2.03073 1.0807
internal_weight=500 342 158 194 148 149 71 123 100 96 57 45 87 49 67 41 61 43 47
internal_count=500 342 158 194 148 149 71 123 100 96 57 45 87 49 67 41 61 43 47
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=18
num_cat=0
split_feature=6 15 13 11 12 14 10 11 7 12 13 9 14 2 10 14 11
split_gain=128495 117789 73948.8 65395 64742.1 59576.1 41907.1 39284.7 38939.3 30880.6 33650.3 30619.9 28852.9 28041.2 18956.4 17926.1 9943.21
threshold=3.6280058418913432 5.8754886870890521 8.5593241098540105 6.7429515584361441 1.968171879557979 1.8443656250207443 6.811525186319467 7.3492437891514006 1.2148142844108836 7.1447758707170523 4.3814920845734315 5.6386367333614675 6.9609806740543965 4.602631002015503 3.7876437146859994 5.1087804133514885 5.799611423297895
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 8 -1 -6 11 12 -2 10 15 -5 13 -3 -7 -10 -16
right_child=1 7 -4 6 5 14 -8 -9 9 -11 -12 -13 -14 -15 16 -17 -18
leaf_value=-2.7733475795813973 4.1457132768630984 -1.5813208847812243 -3.3041111269304828 0.63331200861586978 -2.1567260583241779 -0.41009884090984566 1.9656497816244762 -1.9569563383857411 0.98160141825675962 3.1489598751068115 -0.22032902152449996 -1.8174469195604326 1.2660856066892545 0.45024890393921829 1.6026817345619202 3.0732061090923493 0.22647472648393541
leaf_weight=28 20 35 31 26 27 34 24 36 20 27 27 25 30 33 35 21 21
leaf_count=28 20 35 31 26 27 34 24 36 20 27 27 25 30 33 35 21 21
internal_value=1.50502e-09 0.59076 -1.08754 1.39138 -0.613647 -0.096796 0.24274 -0.544447 2.14049 1.71834 1.1503 -0.56804 -0.0255658 -0.595412 0.521183 2.05291 1.0866
internal_weight=500 324 176 190 145 117 75 134 115 95 68 51 98 68 90 41 56
internal_count=500 324 176 190 145 117 75 134 115 95 68 51 98 68 90 41 56
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=19
num_cat=0
split_feature=7 15 12 14 6 5 15 6 13 10 8 8 5 11 4 6 11 12
split_gain=120183 79821.2 77632.1 68212 63468.9 57728 46405.1 40697.4 32862.4 28370.6 26362.9 21286.5 21024.5 20785.6 18464.2 17063.5 16660.4 8781.62
threshold=4.80746869241651 7.4597867519115022 4.1043406845657122 1.5354602070462249 5.0935384153389149 1.8767077333249589 3.2132166126530364 3.797022079859635 1.9387399058074004 3.1740008780678228 4.3039927118253738 5.8120911001374278 4.9243068370198122 5.6359498877499759 5.9101961950643513 4.5885855391872985 6.4535983163557429 5.3612289597130234
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 12 -4 15 14 -9 -8 -6 -3 -2 17 -5 -7 -11 -10
right_child=2 11 5 7 10 6 9 8 13 16 -12 -13 -14 -15 -16 -17 -18 -19
leaf_value=-1.0550242786606154 -1.98134931240763 -1.4619887034098307 1.8883991189301015 -0.2936845760345459 -1.6348538522209441 -0.12275586724281312 -2.6161808190345766 4.2328688311576839 1.8551475736227905 0.14930024663917721 0.53485994913748336 0.34137202799320221 -3.9368282670224155 0.8429625511169434 1.6479066858688993 1.8288639403524856 -1.6381034222516146 3.2248457059860232
leaf_weight=24 28 36 32 25 28 24 25 20 22 32 28 30 27 27 24 21 22 25
leaf_count=24 28 36 32 25 28 24 25 20 22 32 28 30 27 27 24 21 22 25
internal_value=-3.43025e-09 0.829821 -0.724151 1.41161 -1.73488 -0.00497701 -0.49359 1.82559 2.43459 -1.22361 -0.549997 -0.642279 -2.94131 1.94857 0.657299 0.788 -0.578901 2.58371
internal_weight=500 233 267 167 111 156 124 143 94 79 56 66 55 74 49 45 54 47
internal_count=500 233 267 167 111 156 124 143 94 79 56 66 55 74 49 45 54 47
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=21
num_cat=0
split_feature=14 15 12 13 13 12 6 9 8 5 10 5 4 14 8 11 4 15 2 15
split_gain=114877 92433.9 66574.6 68187.9 61228.5 44620.5 41516.1 37088.6 31327.3 29404.6 27950.1 20461.7 17800.7 16410.2 15676.8 12812.2 11910 10083.1 9421.72 8425.89
threshold=4.497167705324304 1.291349317782285 3.7644647604954593 3.3717300591378705 7.8823085509444306 5.6267048825996211 4.7407344457398981 5.8612790571559223 6.2850291796014082 4.3073663915049929 3.450176066949171 4.188173021798506 4.7128253309381494 6.4737638211403832 5.1603379937341245 4.8060500972114477 4.5735026637980054 5.8754886870890521 4.8019082357019158 6.6611723696613971
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 11 5 9 -1 -6 10 13 -5 -4 -7 -3 -11 -8 -12 -14 -10 -15
right_child=1 4 3 8 7 12 15 -9 18 14 16 -13 17 19 -16 -17 -18 -19 -20 -21
leaf_value=-3.3772631414008867 3.5268246431763361 -0.13642261773347855 2.5285343788918997 -3.1898263573646548 0.022513177618384363 0.91206294894218454 -0.091466890573501602 -2.6097698149473771 -0.70843108534812937 -1.4274023943933949 -1.7216168314218523 0.41144050955772404 3.2373835382007417 2.2893895173072814 0.24681654815320619 -1.8400221710855309 -0.035746669769287108 1.6687018871307373 0.76097190876801812 0.83802015513181694
leaf_weight=33 26 22 21 20 32 33 20 23 20 29 22 25 21 20 27 22 20 20 24 20
leaf_count=33 26 22 21 20 32 33 20 23 20 29 22 25 21 20 27 22 20 20 24 20
internal_value=-4.06504e-09 0.691086 -0.83113 -0.229652 0.392588 0.813924 -2.05013 -1.07826 -0.927286 0.210307 -1.6514 1.37794 1.77645 0.960434 -0.62019 -1.00738 -0.918822 2.47217 0.0930615 1.5637
internal_weight=500 273 227 152 247 192 75 55 106 118 62 46 74 62 56 42 42 41 44 40
internal_count=500 273 227 152 247 192 75 55 106 118 62 46 74 62 56 42 42 41 44 40
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=18
num_cat=0
split_feature=9 15 13 14 12 5 13 7 6 11 11 12 13 10 13 4 12
split_gain=106615 89191.3 63502.5 56736.8 41349.8 41296 32238.8 31595.3 32621.3 30981 29932.8 27741.8 22758.5 15833.6 14162.4 12710.1 12697.9
threshold=5.8612790571559223 1.3216709100076698 3.4519090675892476 4.3689147590780983 7.987788266810246 8.3220635388963746 7.4911567416194256 7.387752799590575 3.3867343039700066 5.6938495051027251 4.0483608580364114 4.7009729440429213 6.7137712481890617 4.9466061305110616 4.439061533955182 4.4654196525808567 5.345935726253269
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 6 9 7 10 8 -4 12 -3 13 -5 -2 -11 -10 -12
right_child=2 3 5 4 -6 -7 -8 -9 15 14 16 -13 -14 -15 -16 -17 -18
leaf_value=2.9031762367800664 -1.3665988092422487 1.3228855940011832 -1.7084704971674718 2.0765077354179491 2.6563547338758196 -3.3521409253279368 -1.9317072533071042 -2.2793899797104502 -0.51640096381306655 0.51509448549021852 -1.747173935174942 1.3536515137127469 0.15616539495962639 0.47259717637842358 -1.1593885724033628 1.1474174936612449 0.034529277682304384
leaf_weight=38 25 26 33 36 28 24 32 37 22 23 20 35 27 22 28 24 20
leaf_count=38 25 26 33 36 28 24 32 37 22 23 20 35 27 22 28 24 20
internal_value=-3.15607e-09 0.65245 -0.817032 0.296085 0.934739 -1.46422 -0.629311 -1.07362 -0.50889 0.511886 0.00215352 0.287926 1.2535 -0.505699 -0.40423 0.351678 -0.856322
internal_weight=500 278 222 240 142 140 98 116 79 114 66 82 63 47 51 46 40
internal_count=500 278 222 240 142 140 98 116 79 114 66 82 63 47 51 46 40
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=20
num_cat=0
split_feature=13 9 15 14 8 14 11 10 10 4 15 5 12 14 3 14 2 12 5
split_gain=98788.3 78849.2 66786.7 65202.3 61420.3 44618.1 42641 33374.8 28224.9 25038.9 23019.1 22164.3 20203.7 19745.7 19599.2 19150.4 16203 14611.2 3687.07
threshold=7.2135041653268752 5.8987333020881598 1.6614930162924264 1.7322238719739211 6.2850291796014082 7.1618227739142668 5.6359498877499759 7.271687249204799 6.9355802164167129 6.9341418486821391 7.5715428646328027 6.5127692698359079 5.6267048825996211 6.1365013744848804 4.2898638495581691 6.7888490405217841 4.5531927934483134 4.7009729440429213 4.9772985968135659
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 14 9 10 13 16 15 12 -6 -8 -2 18 -4 -9 -5
right_child=4 3 6 7 11 -7 8 17 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20
leaf_value=3.1189430931636268 -1.6460365982850396 -2.6050257559175845 0.0047405273826033982 -0.13444388389587403 -0.2456336495422182 -0.16568935800481727 -1.7422967595713481 0.35376461456928937 1.355877806544304 2.8940569465810602 -1.773148960992694 -1.1927344489097595 1.9748786485195162 0.28592556998843238 -3.3876465116228376 1.1961658581443455 1.5981438092935163 2.2421050417423252 -1.0945305582880973
leaf_weight=35 30 27 27 20 21 27 28 21 20 22 24 20 20 21 35 23 39 20 20
leaf_count=35 30 27 27 20 21 27 28 21 20 22 24 20 20 21 35 23 39 20 20
internal_value=-5.77793e-10 0.466679 1.14388 -0.372179 -1.05842 -1.87416 0.703583 0.0988118 -0.22699 1.43324 -0.45544 0.171878 0.837543 -0.873059 -2.58383 0.0465449 0.946297 1.27491 -0.614487
internal_weight=500 347 192 155 153 92 157 128 69 88 87 61 41 49 65 63 66 41 40
internal_count=500 347 192 155 153 92 157 128 69 88 87 61 41 49 65 63 66 41 40
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=19
num_cat=0
split_feature=7 15 12 14 6 5 15 6 13 8 10 11 11 8 10 4 11 8
split_gain=94072.8 63100.3 62214.6 50091 49052.6 45499 35026.3 32928.5 26448.6 22256.9 22067.8 18964.9 16910.6 16508.2 14130.7 13761.9 12717.7 6870.14
threshold=4.80746869241651 7.4597867519115022 4.1043406845657122 1.5354602070462249 5.0935384153389149 1.8767077333249589 3.2132166126530364 3.797022079859635 1.9387399058074004 4.3039927118253738 2.6882927157896894 5.1064298204758058 5.6359498877499759 5.567028305585449 4.5115106827012879 5.9101961950643513 6.2655646475278024 5.2513728268065414
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 11 -4 14 15 -9 -6 -8 -2 17 -3 -7 -5 -12 -10
right_child=2 13 5 7 9 6 10 8 12 -11 16 -13 -14 -15 -16 -17 -18 -19
leaf_value=-0.86231123010317479 -1.6943659789594159 -1.3189045827729362 1.6840463243424892 -0.26569135999679566 -1.5006338967808657 -0.22315266836773265 -2.3299427688121797 3.7672701692581181 1.7237801337242127 0.4929681458643505 0.13173304237425329 -3.5515949575989332 0.72073496006153248 0.2655398388152882 1.5493307735608972 1.4105320851008099 -1.4096706198609394 2.9352715091271833
leaf_weight=24 28 35 32 25 28 22 24 20 25 28 32 27 27 31 23 24 23 22
leaf_count=24 28 35 32 25 28 22 24 20 25 28 32 27 27 31 23 24 23 22
internal_value=1.59945e-09 0.734167 -0.640677 1.25144 -1.5455 0.0031355 -0.430648 1.6062 2.154 -0.503833 -1.06488 -2.6061 1.71798 -0.574696 0.682783 0.555316 -0.512854 2.29086
internal_weight=500 233 267 167 111 156 124 143 94 56 79 55 74 66 45 49 55 47
internal_count=500 233 267 167 111 156 124 143 94 56 79 55 74 66 45 49 55 47
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=18
num_cat=0
split_feature=15 10 8 14 9 8 7 12 14 15 10 6 11 15 14 13 3
split_gain=88241.6 73057.4 64672.2 50557.6 46233.2 35146.7 27915.9 26997 26027.4 25322 22831.8 21372.6 20319 19542.7 17215.9 19581 12910.2
threshold=5.425833367469699 6.6298450790768184 1.885080580177634 2.506645056266922 4.8018577642798084 4.7586024118874697 5.8670277627349128 2.8275596371517486 4.3689147590780983 1.0072709372214086 3.9421944101697446 5.5249760802815029 5.291928746032279 8.0561524392235828 3.2337721134138611 3.9038299443303708 5.8174843770668758
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 13 8 6 11 -7 -4 -3 -9 -5 -6 -2 -11 -16 -12
right_child=3 9 4 5 12 7 -8 10 -10 14 16 -13 -14 -15 15 -17 -18
leaf_value=-2.0014103744969223 -1.3022768152611597 3.281905413269997 0.20114502120018007 -1.2718676997082574 0.43893245424543115 -1.3174386427516032 -2.2292194741919187 -0.53265817073675303 2.2784187329050742 0.13811231644257257 1.8483408642453807 0.81066990217024637 -1.2648021497045245 -3.3486687183380131 2.8454007327556612 0.96840738220648337 0.28019091628846671
leaf_weight=33 28 20 25 28 35 21 33 26 38 23 35 22 35 20 24 33 21
leaf_count=33 28 20 25 28 35 21 33 26 38 23 35 22 35 20 24 33 21
internal_value=-3.21865e-09 0.623001 -0.0201412 -0.708198 0.471452 -0.334845 -1.1005 0.282142 1.4541 1.69062 0.691791 -0.355551 -0.412935 -2.15494 1.2928 1.75872 1.26028
internal_weight=500 266 166 234 133 186 83 103 63 100 82 50 70 48 80 57 56
internal_count=500 266 166 234 133 186 83 103 63 100 82 50 70 48 80 57 56
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=19
num_cat=0
split_feature=13 9 15 15 8 11 14 14 4 10 4 10 14 3 7 8 14 12
split_gain=84582.6 73691.9 58122.8 50673.3 47937.1 40877.2 38462.6 36381 25521.9 24395.8 23684.8 21462.6 17930.1 17169.2 13847.6 13378.1 9799.06 6116.69
threshold=7.4911567416194256 5.9821725369002605 1.6614930162924264 8.8855644555653601 6.2850291796014082 5.5860427796244165 5.1178169845567796 7.1618227739142668 7.5436594869181954 6.9355802164167129 4.7128253309381494 3.450176066949171 6.1365013744848804 6.5078019906905507 6.785738732108757 6.6422703722150827 4.3327252661173441 5.5523817940443854
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 7 8 11 14 15 12 -8 -3 -7 -6 -2 16 -4 -13
right_child=4 3 5 -5 13 9 10 -9 -10 -11 -12 17 -14 -15 -16 -17 -18 -19
leaf_value=2.8549459285206265 -1.8512257287728375 -1.8236162731724403 -0.38984963439759757 -2.5704218613064809 0.6956311805380716 -1.6136096278826397 -0.10769821558937882 -0.25498409320910775 2.9163247156143193 1.2410749590396881 1.7866631124958847 -0.70810499986012776 0.24194741197254346 -1.1033285246008919 -3.4570003871917727 1.8674772212902706 1.0389505540685995 0.48489752899516714
leaf_weight=36 29 31 21 23 36 30 33 24 20 20 33 21 23 21 25 24 28 22
leaf_count=36 29 31 21 23 36 30 33 24 20 20 33 21 23 21 25 24 28 22
internal_value=-1.09375e-09 0.3955 1.03369 -0.395389 -1.06931 0.638721 -0.0380623 -1.87475 1.33387 -0.246877 0.839482 -0.820737 -0.808368 0.0328566 -2.59464 0.900318 0.426608 -0.0977316
internal_weight=500 365 202 163 135 166 140 78 93 73 66 74 53 57 54 73 49 43
internal_count=500 365 202 163 135 166 140 78 93 73 66 74 53 57 54 73 49 43
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=18
num_cat=0
split_feature=6 15 13 11 15 8 12 13 10 9 13 4 10 9 11 7 14
split_gain=80604.8 68516.3 44401.2 42480.9 41712.8 28945.8 27883.5 27558.6 24532.5 20373.3 20182.3 19143.7 18853.6 21442.5 18174.8 14761 14609.5
threshold=3.6280058418913432 5.8754886870890521 8.5593241098540105 6.7429515584361441 8.7720427221296742 5.7371248319966872 7.1447758707170523 7.2135041653268752 6.811525186319467 5.6386367333614675 6.0227574511488173 5.9101961950643513 4.0443298022986971 7.1908326680012999 2.9195838085768391 6.7574383738878652 5.8099648418266288
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 6 5 11 10 12 9 -5 16 -1 -3 -14 -7 -9 -2
right_child=1 7 -4 8 -6 14 -8 15 -10 -11 -12 -13 13 -15 -16 -17 -18
leaf_value=-1.601183625271446 1.0234730184078218 -0.835846120864153 -2.5789235513056479 0.5123320574943836 -2.6142706727981571 1.8828612220287324 2.9095666018399324 -0.61084557595076383 1.4709583979720871 -1.4867443006038668 0.037165427207946779 0.10462247256574959 1.4664449658463985 -0.56563256524858019 0.020723038460863263 -2.4030212426185606 2.6553998519976934
leaf_weight=38 32 32 31 26 20 20 33 27 24 25 26 29 34 21 38 20 24
leaf_count=38 32 32 31 26 20 20 33 27 24 25 26 29 34 21 38 20 24
internal_value=7.06762e-09 0.467896 -0.861354 1.07851 -0.494149 -0.15493 1.68228 -0.397907 0.152734 -0.467607 1.18838 -0.86285 0.129124 0.690561 0.66284 -1.37347 1.72287
internal_weight=500 324 176 190 145 125 115 134 75 51 82 67 87 55 58 47 56
internal_count=500 324 176 190 145 125 115 134 75 51 82 67 87 55 58 47 56
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=18
num_cat=0
split_feature=7 14 10 15 11 11 6 12 10 5 9 14 12 2 13 1 15
split_gain=74661.8 51677.9 48822.8 47372.5 37788 36090 27704.1 26494.7 25672.5 25399.7 17831.8 18436.8 16204.1 11491.7 11385 9485.07 7189.79
threshold=4.80746869241651 6.9067622815558556 7.0491776578872765 8.261861520074687 1.9699477642714542 4.9479062736004629 3.8632581389839946 5.5523817940443854 8.1319477060890701 1.8841112209101565 2.0123192466407454 6.5441229441172046 3.8284494520525714 3.2581980312683929 6.6785200850045827 5.1385326859544245 5.7934522811255746
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 4 -1 6 -2 -4 10 -3 -6 13 -11 -12 -7 -5 -8
right_child=1 9 7 15 8 14 16 -9 -10 12 11 -13 -14 -15 -16 -17 -18
leaf_value=2.3960536382137199 -1.9811100818078828 1.8893544373304949 -0.74519869798133453 0.026117357753572015 1.4948882894515991 -1.7967982905251638 0.76208358287811284 1.4676145952660591 1.950253167549769 -1.1835524116243634 -1.352073247730732 1.032243160954837 0.55539175980799915 0.038502890788591829 -3.136457085609436 -1.4025884836912157 -0.57860529333353039
leaf_weight=39 27 23 31 21 25 35 20 24 30 21 24 29 37 39 29 26 20
leaf_count=39 27 23 31 21 25 35 20 24 30 21 24 29 37 39 29 26 20
internal_value=-6.79493e-10 -0.570764 -1.02981 0.654051 1.01243 -1.5547 -0.743588 0.220393 0.645352 0.483334 0.310762 -0.0110119 -0.074226 -0.49124 -2.40383 -0.764231 0.0917391
internal_weight=500 267 186 233 186 131 67 55 147 81 117 92 58 63 64 47 40
internal_count=500 267 186 233 186 131 67 55 147 81 117 92 58 63 64 47 40
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=20
num_cat=0
split_feature=6 15 12 13 11 15 5 9 13 13 10 9 10 15 7 9 4 13 13
split_gain=70348.3 58859.2 39215.7 37647.6 35621 25684 27865.4 24165.6 23878.6 22103.3 20580 16761.7 15081.2 12847.6 12170.8 10832 10506.6 10196.1 7674.31
threshold=3.6280058418913432 5.8754886870890521 1.968171879557979 5.4552652734613618 6.7429515584361441 1.1636711722313133 1.8767077333249589 7.5137682451995316 7.2135041653268752 2.7222914961554672 7.0796724575239383 2.3270803651668071 4.0443298022986971 8.4412450707567483 5.5022282596877128 7.1908326680012999 6.7964621129949139 5.4552652734613618 8.5593241098540105
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 7 5 -2 -7 16 11 -6 18 -3 -13 -10 -11 -14 -4 -8 -5
right_child=1 8 3 10 9 6 17 -9 13 14 -12 12 15 -15 -16 -17 -18 -19 -20
leaf_value=-2.302715030397688 3.1844864118099214 1.355583383355822 0.35433622101942697 -1.3042590232832092 1.4065841448803744 2.5720745810755976 1.217499562627391 -1.0605326737676348 -0.49796920108795173 0.35419853591918948 0.038083531459172565 -1.2996937119442484 1.0618529103019021 -2.1546873504465278 -1.190908368734213 -0.52573256549381076 1.8125291574568978 -0.015571690400441488 -2.5866377437114716
leaf_weight=35 20 21 30 28 24 27 38 21 25 25 21 23 22 22 26 21 21 30 20
leaf_count=35 20 21 30 28 24 27 38 21 25 25 21 23 22 22 26 21 21 30 20
internal_value=-5.34058e-09 0.437115 -0.804689 -0.432839 1.00307 1.55594 1.21309 0.366972 -0.365356 0.155325 -1.26742 0.125226 -0.266251 -1.27345 -0.433503 0.28652 0.954769 0.673498 -1.83858
internal_weight=500 324 176 141 190 115 95 72 134 75 69 87 66 47 51 43 51 68 48
internal_count=500 324 176 141 190 115 95 72 134 75 69 87 66 47 51 43 51 68 48
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=19
num_cat=0
split_feature=14 13 12 8 12 10 13 9 3 10 5 12 9 6 14 8 9 6
split_gain=67320.7 52977.4 48454.8 37399.8 35974.5 33276.2 28765.1 28689.7 20889.4 19558.4 15882.6 14175.5 13491.1 13427.5 11304.3 9274.89 4174.33 3216.2
threshold=2.5401033209139383 7.8207407938274525 5.3128727585646347 3.298013665950295 3.7644647604954593 8.1319477060890701 2.3897126358068732 3.3543374562001023 6.5078019906905507 8.6630016278467235 5.1247685950062101 2.0875737277151249 5.6386367333614675 5.5427680077240016 5.7732621401345776 6.3438603737853976 4.8018577642798084 6.2811402912067829
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 5 -3 -1 10 -6 15 17 13 14 -12 -8 -9 -2 -4 -16 -5
right_child=1 3 7 8 6 -7 12 9 -10 -11 11 -13 -14 -15 16 -17 -18 -19
leaf_value=-2.3482790410518648 -0.5924439743641885 -2.3366877785095803 1.7394212235103954 0.12561300590634347 1.1430664641516548 1.4876625826412981 -0.18291008657422558 -0.17613273340684829 -1.3598304942959833 2.1909838803467294 -2.0239897459745406 -0.29368398621164521 -1.6320153613885244 1.2524778323954551 1.1618823846181234 3.2271460735797883 0.21408378990868537 1.0115625337475824
leaf_weight=36 31 26 22 20 21 33 29 38 21 21 20 29 36 29 21 20 26 21
leaf_count=36 31 26 22 20 21 33 29 38 21 21 20 29 36 29 21 20 26 21
internal_value=-2.56599e-09 0.329605 0.655675 -0.744946 -1.02123 0.0731011 -0.465727 1.37269 -0.0774414 0.859539 -0.294462 -0.999931 -0.985491 0.442221 0.148717 2.44786 0.637568 0.579392
internal_weight=500 378 290 88 122 160 86 130 62 88 127 49 65 67 78 42 47 41
internal_count=500 378 290 88 122 160 86 130 62 88 127 49 65 67 78 42 47 41
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=19
num_cat=0
split_feature=15 14 10 9 11 13 8 12 7 12 5 13 7 7 3 15 9 11
split_gain=62036 70625.5 44855.4 34546.5 32932.9 29755.3 29631 29040 16227.3 16179.8 15712 14529.4 14436.6 13895.6 10887.8 9758.79 7757.43 7399.06
threshold=0.86652726981065697 2.506645056266922 3.1286597154693543 3.7392914265137005 6.9805250669545318 5.7882874994395097 6.1973777751685395 3.7644647604954593 2.8515391460050377 4.2917477825178567 1.5627091905115382 3.56983535551583 6.785738732108757 4.0755556869965828 4.6718472612778603 7.1315395476075709 5.6386367333614675 5.0180010661045067
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 7 5 10 13 8 -1 -2 -3 -6 -4 -9 -7 -5 -15 -12 -13 -10
right_child=1 2 3 4 9 12 -8 11 17 -11 15 16 -14 14 -16 -17 -18 -19
leaf_value=0.55309765831283897 -2.5433132475072688 1.1338707083747501 2.4402900992528256 1.3456280323175285 -1.8948643710464239 -0.8109801097349687 3.1508378536928272 0.3192881887609309 0.1415622226893902 -0.12567581784512316 1.4450248261292777 -0.46988405883312229 -2.6437834648858933 0.8564535404073782 -0.46232567284913628 0.23389344667566234 -1.7498933196067812 -1.1734010851901511
leaf_weight=23 33 21 23 39 24 22 21 22 20 28 39 20 21 29 34 29 29 23
leaf_count=23 33 21 23 39 24 22 21 22 20 28 39 20 21 29 34 29 29 23
internal_value=3.016e-09 -0.173002 0.165229 0.538235 0.0818306 -0.688848 1.79293 -1.31778 -0.00540149 -0.942224 1.31061 -0.748172 -1.70607 0.603898 0.144731 0.928513 -1.22744 -0.56179
internal_weight=500 456 352 245 154 107 44 104 64 52 91 71 43 102 63 68 49 43
internal_count=500 456 352 245 154 107 44 104 64 52 91 71 43 102 63 68 49 43
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=19
num_cat=0
split_feature=6 15 12 14 11 14 4 11 9 12 8 10 10 8 9 3 4 7
split_gain=59056.2 49145.2 31479.8 31205.7 29945.2 32986.4 25367.1 22010.6 19782.4 19468.2 17641.2 18673.9 15295.2 13607 10603 8647.23 8441.87 3169.15
threshold=3.6280058418913432 5.8754886870890521 1.968171879557979 5.6800235653031601 3.9379460593221762 7.963802835010612 6.9341418486821391 7.3492437891514006 3.1829137160066243 6.8919252716723554 2.826762373453986 4.1920868636221611 3.1286597154693543 4.7586024118874697 4.3144416286588152 5.2221087241279784 4.2139359027169077 5.7402222073896416
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 6 9 8 14 10 -6 15 -3 -12 -10 -5 -4 -2 -13 -14
right_child=1 7 3 13 5 -7 -8 -9 12 -11 11 16 17 -15 -16 -17 -18 -19
leaf_value=-2.0794447169985091 1.8427367830818353 -1.0050712538616997 -0.7646630691445393 -0.4755367442288182 1.0965312923987707 2.0054161398499102 0.28089600927554648 -1.3900626644492151 -1.5664536635080974 2.952206267481265 -0.5824734138754698 0.47544612685839338 0.49554739160971206 1.1113405714716229 -2.1466389617749626 0.42426135653541208 1.8663432133197784 -0.3352655835449696
leaf_weight=35 22 28 23 22 30 27 26 36 21 23 26 24 22 35 35 21 20 24
leaf_count=35 22 28 23 22 30 27 26 36 21 23 26 24 22 35 35 21 20 24
internal_value=-3.72827e-09 0.400499 -0.737283 -0.404122 0.917646 0.459696 -1.01686 -0.332769 0.0294441 1.77804 0.0556252 0.479904 -0.448356 0.498862 -1.59861 1.14999 1.10767 0.0620798
internal_weight=500 324 176 141 190 124 84 134 97 66 98 70 67 57 58 43 44 46
internal_count=500 324 176 141 190 124 84 134 97 66 98 70 67 57 58 43 44 46
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=21
num_cat=0
split_feature=13 8 12 10 6 9 14 5 11 12 9 5 1 14 15 11 13 4 15 5
split_gain=56138.2 50616.7 33769.9 33626.8 26675.6 25902 20552.5 20373.5 19613.7 18369.8 15789.6 15734.8 13421.8 12567.5 11650.8 9418.23 8784.99 7428.88 6000.88 4809.23
threshold=3.3489432634290162 6.2850291796014082 3.8284494520525714 7.0491776578872765 2.6594962373791264 4.6151565489470423 4.9339790000520347 2.4570051203638852 2.8671760325229609 5.3612289597130234 2.5675719733990006 3.7794516199269705 2.8442281635287885 6.7888490405217841 6.52543496773625 6.0435351343810941 1.9942258954032528 6.7964621129949139 6.818832889357739 6.1334323395823604
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 6 4 19 8 -1 -6 -3 -5 -4 -10 -9 16 17 -8 -12 -7 -14 -2
right_child=1 5 10 9 7 14 15 12 11 -11 13 -13 18 -15 -16 -17 -18 -19 -20 -21
leaf_value=-1.0534570258239222 -1.7925418940457432 2.2249875027200452 2.6726939821243287 -0.70390407822348866 0.27859050631523136 -0.56849859945476056 1.3910811873999509 -0.29564735132523556 1.5595916926860811 1.020989920764134 1.2216443955898286 -0.23923461975589877 -1.2861493737697602 2.0189503338025965 -1.2579214187095995 -0.10809588074684143 -0.19723759979009628 0.74911197449850009 -2.4481298945844174 -2.8380116061730818
leaf_weight=29 22 23 20 33 29 20 22 22 20 29 24 31 25 23 23 20 20 23 20 22
leaf_count=29 22 23 20 33 29 20 22 22 20 29 24 31 25 23 23 20 20 23 20 22
internal_value=-7.18161e-09 -0.360105 0.779469 -0.866504 -1.29581 0.370555 -0.0296956 -0.828557 1.01284 0.102901 1.43982 0.466187 -1.30777 1.0718 -0.349585 0.677187 0.576698 0.13627 -1.80259 -2.31528
internal_weight=500 342 158 202 140 140 71 96 74 62 87 51 67 67 66 42 44 43 45 44
internal_count=500 342 158 202 140 140 71 96 74 62 87 51 67 67 66 42 44 43 45 44
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=21
num_cat=0
split_feature=10 9 14 14 11 13 12 6 13 15 4 15 7 4 8 8 15 5 12 7
split_gain=52597.3 51221.4 36945.7 30523.8 29428.8 24811.1 24681.7 21224.2 18182.6 18040.6 17032.8 16987.8 13907 10396.7 10081.7 8085.37 6513.61 6111.23 6098.21 5607.45
threshold=7.0491776578872765 3.3294506833497843 7.939317225616775 1.5354602070462249 4.1648966088640478 5.4170640602980296 5.9065293176490554 7.0559915788070926 6.1182272471532819 6.52543496773625 7.178752977976905 5.9247279988434629 2.8168706210433769 3.7083066481112676 4.7586024118874697 4.6729701119403773 4.133918812035617 3.892302886701696 5.4714234789711265 5.5790104556018578
decision_type=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 -2 7 12 15 8 14 13 18 -8 -5 -6 -3 -1 -14 -4 -7 -15
right_child=3 2 17 5 9 10 11 -9 -10 -11 -12 -13 16 19 -16 -17 -18 -19 -20 -21
leaf_value=-0.71227488761146862 -1.0248985563005719 -1.0449077498912811 0.97932977897149542 2.7585683606919789 -2.0914632214152298 -0.64607071812663763 2.2944094133377075 0.81406847906112678 -1.9919299771388372 -2.6986334959665936 1.5669656497240068 0.43205990691979723 1.9148416030406954 -0.1880038516862052 0.54267645429819822 0.46911811011710336 0.74193065310346673 -0.17382187485694886 0.49706463083624847 -1.3067808875814082
leaf_weight=30 21 20 27 21 23 28 25 25 24 30 20 24 20 21 20 28 29 20 20 24
leaf_count=30 21 20 27 21 23 28 25 25 24 30 20 24 20 21 20 28 29 20 20 24
internal_value=-4.11868e-09 -0.350177 -0.764561 0.75101 -1.07953 1.02126 0.556044 -0.42134 -0.903921 -1.67728 0.341039 1.38224 1.68204 -1.22668 -0.251116 -0.141947 1.22067 0.488627 -0.169764 -0.784685
internal_weight=500 341 234 159 187 138 107 89 64 98 68 49 70 68 40 58 49 47 48 45
internal_count=500 341 234 159 187 138 107 89 64 98 68 49 70 68 40 58 49 47 48 45
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=19
num_cat=0
split_feature=7 6 11 11 15 13 12 1 10 6 8 11 3 8 13 14 10 8
split_gain=49800.8 38127.4 32322.3 29669.4 27121.5 25077.4 22085.3 21216.9 18964.7 16987.3 13957.7 13803.3 13126.7 12704.1 10735.7 10383.8 8846.09 2821.49
threshold=4.80746869241651 1.3969867488810459 1.7773156582447756 3.4075790117749589 7.4597867519115022 6.3634971530647801 7.6918227426394497 2.981804636895435 3.5705636572140613 3.3867343039700066 4.4380985375845841 7.9618048391914966 5.903270466990846 5.4313525197774073 3.3717300591378705 4.3327252661173441 4.9466061305110616 4.6729701119403773
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 13 6 9 7 10 -5 -9 14 -3 15 -7 -1 -4 -11 -6 -17
right_child=1 3 4 5 16 12 -8 8 -10 11 -12 -13 -14 -15 -16 17 -18 -19
leaf_value=0.93667858242988589 -1.9108173920558049 -0.90310306765816439 0.54854558308919266 0.81448637440397931 -1.3607824354171754 -0.89424174898549136 2.0138335382938388 -1.8319619354994403 0.027028381824493408 0.66641389907848447 0.71318982966682487 -0.099930982788403844 -2.4767834121733907 2.7188159415125845 -1.0199808185920121 1.4743006513232277 -0.096660598824101107 2.3041058969497681
leaf_weight=20 39 22 24 37 25 38 20 23 34 31 34 21 20 20 20 21 31 20
leaf_count=20 39 22 24 37 25 38 20 23 34 31 34 21 20 20 20 21 31 20
internal_value=2.6226e-09 -0.46615 0.534172 -0.219036 0.266073 -0.622349 0.58759 -0.117874 -0.723091 0.645023 0.0782176 1.02799 -1.43995 1.82775 -0.164421 1.35696 -0.661001 1.87908
internal_weight=500 267 233 228 193 152 76 94 57 137 56 93 58 40 44 72 56 41
internal_count=500 267 233 228 193 152 76 94 57 137 56 93 58 40 44 72 56 41
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=19
num_cat=0
split_feature=15 14 10 9 12 11 12 8 13 7 15 7 6 8 11 13 4 14
split_gain=47903.5 53227.5 33855.9 26601.3 26427.7 25165.1 23197.8 22605.1 22296.5 14052.3 12407.6 12200.1 11088.2 10470 10313 7228.37 6208.29 5903.65
threshold=0.86652726981065697 2.506645056266922 3.1286597154693543 8.456275932778837 7.987788266810246 6.9805250669545318 3.7644647604954593 6.1973777751685395 6.3634971530647801 4.2496710827314681 7.511368534073493 2.8515391460050377 4.858513086038859 4.8031127838091772 6.6705948101595913 5.6252597946099954 4.8323214167239303 7.1264446256384106
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 6 8 4 5 9 -2 -1 11 16 -7 -3 -10 -11 15 -8 -4 -13
right_child=1 2 3 -5 -6 10 14 -9 12 13 -12 17 -14 -15 -16 -17 -18 -19
leaf_value=0.49261243965314788 -2.2411907320672815 0.95586835202716647 0.76698011285066603 -0.76962425749044172 1.8774717839140642 0.11610695431309362 0.45403713506201043 2.7615688074202769 -2.3669932436943055 -0.40448473373363758 -1.4812513247132302 -0.99538609477189866 -0.70204894527792927 0.91723224359654609 -1.3835211149283819 -0.8456695532798767 1.8049205758992366 0.147248632311821
leaf_weight=23 33 21 25 37 38 31 23 21 20 29 20 26 20 31 28 20 34 20
leaf_count=23 33 21 25 37 38 31 23 21 20 29 20 26 20 31 28 20 34 20
internal_value=-2.89232e-09 -0.152024 0.141606 0.465666 0.685405 0.418943 -1.14585 1.57552 -0.600399 0.817193 -0.510308 -0.0427139 -1.53452 0.278402 -0.636748 -0.150478 1.36512 -0.498588
internal_weight=500 456 352 245 208 170 104 44 107 119 51 67 40 60 71 43 59 46
internal_count=500 456 352 245 208 170 104 44 107 119 51 67 40 60 71 43 59 46
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=19
num_cat=0
split_feature=12 13 14 10 5 11 14 13 4 15 6 10 9 14 15 5 6 2
split_gain=44776.5 37276.1 33869 32213.1 26852.1 22526 21865.9 18470 16958.5 14119.8 13513 13941 9675.94 7840.96 6967.68 5878.11 5401 4624.57
threshold=5.2561183895052936 1.5795996001985371 5.6800235653031601 6.9854925426402525 1.8767077333249589 7.4967051216500389 6.7888490405217841 7.8823085509444306 4.9315385638953515 7.5715428646328027 5.3611889486283113 6.286383963764635 3.3294506833497843 8.2290522650933386 6.52543496773625 4.4270296981434649 4.0464304895698708 4.2415875756904189
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -3 10 12 9 -5 13 11 -1 -6 15 16 -4 -14 -12
right_child=1 3 7 8 6 -7 -8 -9 -10 -11 17 -13 14 -15 -16 -17 -18 -19
leaf_value=-1.853157848689486 2.2336971671492964 1.1748308499654134 1.0694064819812776 0.31991939711220124 -0.051153435707092292 -2.3087866588875099 0.71674007688249863 -1.2142787087531319 1.8570066037930939 -0.37894149050116543 -0.6049208572303707 -0.25929688817780949 -1.4474778337962926 1.597500291077987 -1.9576689243316652 -0.11496292850510642 -0.32400567816651388 0.3800606512106382
leaf_weight=34 27 30 20 34 25 27 28 21 38 36 22 23 20 23 21 22 23 26
leaf_count=34 27 30 20 34 25 27 28 21 38 36 22 23 20 23 21 22 23 26
internal_value=-1.20476e-09 0.480794 -0.465651 0.264683 -0.159714 -1.02072 -0.501905 0.134916 1.13116 0.415441 -0.689504 -1.21002 -0.885299 0.855407 -1.21114 0.449023 -0.846551 -0.0713892
internal_weight=500 246 254 219 147 132 117 122 72 101 105 57 89 65 64 42 43 48
internal_count=500 246 254 219 147 132 117 122 72 101 105 57 89 65 64 42 43 48
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=18
num_cat=0
split_feature=15 14 12 13 10 8 12 4 11 12 14 9 13 11 4 2 13
split_gain=41712.4 44247.2 30042.5 30086.4 23687.7 20523.8 19820.7 17614.2 16613.3 17322.8 15840 12668.1 9597.29 8819.35 7029.53 6189.81 6154.19
threshold=0.91975268969349444 2.506645056266922 8.0492010385853714 8.1234684450976555 8.1319477060890701 6.1973777751685395 3.7644647604954593 6.3970008113864276 6.3108872034536931 2.2451470936424642 7.2912151416821436 3.9162577620490837 6.0227574511488173 6.6705948101595913 4.9315385638953515 4.6732199380055626 5.6252597946099954
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 6 3 4 8 -1 -2 -4 10 -10 12 -5 -3 16 -6 -11 -8
right_child=1 2 7 11 14 -7 13 -9 9 15 -12 -13 -14 -15 -16 -17 -18
leaf_value=0.47879328681872446 -2.064811028224049 0.20068098362886683 0.43293904003344086 -0.16351956043924606 0.5656579417586326 2.5803986401784993 0.42572742337765901 2.1418142952919008 -1.8654835356907413 -0.72721420431137096 1.1073035793869119 -1.7168910564695086 -1.0847617783618626 -1.2723257298980442 1.7768693371959356 0.39695333757748208 -0.77352553486824038
leaf_weight=26 33 53 38 21 25 21 23 25 22 25 38 35 20 28 23 24 20
leaf_count=26 33 53 38 21 25 21 23 25 22 25 38 35 20 28 23 24 20
internal_value=-2.35825e-09 -0.147102 0.122652 -0.0950747 0.157973 1.41781 -1.05233 1.11106 -0.102614 -0.699917 0.279445 -1.13438 -0.151495 -0.581745 1.14603 -0.176602 -0.132065
internal_weight=500 453 349 286 230 47 104 63 182 71 111 56 73 71 48 49 43
internal_count=500 453 349 286 230 47 104 63 182 71 111 56 73 71 48 49 43
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=19
num_cat=0
split_feature=9 15 15 10 14 4 2 11 13 11 11 12 12 13 15 5 10 8
split_gain=40196.4 35097.8 24844.7 24261.4 23719.4 22069.5 19393.6 15897.1 14320 12275.3 12032.5 10806.9 10299.8 8184.38 6985.69 6820.46 6300.73 4320.04
threshold=5.8612790571559223 1.3216709100076698 9.0106063052347611 7.0796724575239383 7.5584134215360477 2.3373890460937483 3.5390497889699595 3.7321955177987718 6.6785200850045827 7.3492437891514006 4.6942595213691449 7.1447758707170523 5.3612289597130234 7.7521109720864336 4.5444244273079981 6.9296507022071037 3.450176066949171 6.3438603737853976
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 7 8 11 14 10 13 -3 15 -5 17 -2 -7 -9 -8
right_child=2 5 -4 12 -6 6 9 16 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19
leaf_value=1.8125118384431851 0.35585316859540489 0.66374628589703488 -1.9231733357464826 -0.096753928693942726 0.61317895012242463 -0.06807646357587406 1.2532217322449599 -2.0170423789457845 -1.5563640539844832 0.058789570141455229 -0.94541639997845606 0.81157158076763158 1.204238491017243 0.52327104657888412 -0.89286875464022164 -1.2770132707990707 -0.99729052068931723 2.2153668451309207
leaf_weight=38 21 26 27 32 28 28 28 33 24 29 21 20 29 24 24 20 28 20
leaf_count=38 21 26 27 32 28 28 28 33 24 29 21 20 29 24 24 20 28 20
internal_value=-1.4402e-09 0.40062 -0.501677 -0.304855 -0.681145 0.17707 0.487846 -1.02304 -0.562663 0.927336 -0.0552413 -0.164926 0.521751 1.27717 -0.310132 -0.5718 -1.54896 1.65412
internal_weight=500 278 222 195 134 240 169 106 71 101 47 68 61 72 45 48 61 48
internal_count=500 278 222 195 134 240 169 106 71 101 47 68 61 72 45 48 61 48
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=19
num_cat=0
split_feature=6 15 9 4 11 9 7 12 14 14 13 4 11 7 11 8 3 11
split_gain=38730.1 30776.2 22493.3 26764.3 19296.8 15526 14282.5 14006.3 17926.2 13983.4 11584.8 8555.75 8426.54 7369.49 6081.43 5414.26 5173.44 5010.3
threshold=3.6280058418913432 5.8754886870890521 8.5516769225472711 6.9341418486821391 6.7429515584361441 2.6589104396983925 6.6822200876658444 1.9375201579929993 6.5816011040290503 6.0760203697124524 2.7222914961554672 2.3373890460937483 2.0884369579233986 5.5790104556018578 6.6545189874696726 5.4313525197774073 4.6718472612778603 5.1848639350462724
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 7 5 -2 11 -1 15 -8 -6 -3 -7 -12 -13 -9 -14 -5
right_child=1 6 -4 17 10 12 9 8 -10 -11 13 14 16 -15 -16 -17 -18 -19
leaf_value=-1.8830549768779588 2.1409680074145054 -0.710311741232872 -1.8966192007064819 1.1379347249269487 1.0154851352175078 1.4623828472629672 -1.574685367779626 -1.4336061175792449 0.59563786662541907 0.014664963573217393 0.27270069168164185 0.86039333625843661 0.92539324804588596 -0.929610812664032 -0.21676621431484822 -0.42111402531356917 -0.044625100280557363 0.07618247695267201
leaf_weight=23 29 20 28 25 24 31 31 31 26 25 26 38 27 25 20 23 28 20
leaf_count=23 29 20 28 25 24 31 31 31 26 25 26 38 27 25 20 23 28 20
internal_value=-9.67458e-10 0.324335 -0.597071 -0.35121 0.733577 1.1405 -0.255935 -0.795642 -0.48301 -0.865154 0.109621 0.181454 0.803139 -0.316668 0.488959 -1.00236 0.431566 0.666045
internal_weight=500 324 176 148 190 115 134 103 80 56 75 78 86 51 58 54 55 45
internal_count=500 324 176 148 190 115 134 103 80 56 75 78 86 51 58 54 55 45
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=19
num_cat=0
split_feature=7 6 12 8 14 9 13 13 13 11 5 12 3 8 15 0 1 6
split_gain=36113.4 28855.2 26985.4 24526.9 18085.9 16726.5 15865.6 15053.6 13061.6 14685 12465.5 11768.5 11758.6 9365.52 8326.22 5603.59 5150.86 3839.91
threshold=4.6597830200346069 1.3969867488810459 8.5625677559143334 3.5444369915754685 8.8455748533349929 7.5137682451995316 7.4307193378570222 8.3026130671815537 7.4911567416194256 5.799611423297895 1.8841112209101565 3.7929926666521872 2.3190223947860447 5.2078199100570357 2.6638119177177382 4.0264353838186757 3.0382589126700377 3.9689411833115695
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 6 5 8 11 10 9 13 -5 -3 -12 -1 -14 -7 -16 -11
right_child=1 3 -4 7 -6 15 -8 -9 -10 17 12 -13 14 -15 16 -17 -18 -19
leaf_value=0.46990215245347761 -1.6466271505906034 -1.3086949301802595 1.8367853891464971 1.2985672728220623 1.6739932909607889 -1.3890886647999288 -2.1559575009346008 -0.75064358887159166 -0.52116036629304296 -0.55492809593677517 1.1545785288919104 0.24397202019508069 0.64053749001544458 1.756686923196239 0.14124072134494781 -0.23270597024397419 -0.8699947041185464 0.3745768690109253
leaf_weight=26 39 23 31 30 20 20 20 36 32 20 22 26 23 31 20 22 34 25
leaf_count=26 39 23 31 30 20 20 20 36 32 20 22 26 23 31 20 22 34 25
internal_value=1.05351e-09 -0.387481 0.466002 -0.177624 0.249194 0.0872851 -0.969215 0.153406 0.360175 0.636673 0.405698 -0.484831 0.135132 1.16973 -0.156138 -0.783364 -0.495463 -0.0385364
internal_weight=500 273 227 234 196 176 69 165 134 102 129 49 99 57 77 42 54 45
internal_count=500 273 227 234 196 176 69 165 134 102 129 49 99 57 77 42 54 45
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=16
num_cat=0
split_feature=10 7 15 13 11 11 14 7 15 14 15 5 5 14 4
split_gain=34903.4 28450.8 23233.8 18547 17365.7 14661.2 13167.9 12554.2 11578 11834.3 10159.2 9297.77 8288.95 7810.64 4434.75
threshold=5.0395029562465634 6.6822200876658444 3.5041519023772305 7.4307193378570222 1.9699477642714542 7.5716223573166328 4.497167705324304 3.5883228150479685 8.0561524392235828 6.5816011040290503 3.3638670453197608 4.9772985968135659 3.7794516199269705 4.3327252661173441 2.1592368893406557
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 7 10 -1 6 14 -2 9 11 -3 -6 -8 -9 -4
right_child=2 3 5 -5 8 -7 12 13 -10 -11 -12 -13 -14 -15 -16
leaf_value=0.96970884561538695 2.0635986737582992 -0.014438856625929475 -0.83711069533601412 -2.1674008437271777 0.14365843217819929 -0.80463943606928778 1.3921420969790028 0.14511261396110059 -1.2077444376768891 0.76454922979877837 -1.284468020931367 -1.1039579832128117 0.28375203440821656 1.2259038043022157 0.078653100782480001
leaf_weight=35 23 32 20 29 32 38 31 32 27 31 31 28 37 35 39
leaf_count=35 23 32 20 29 32 38 31 32 27 31 31 28 37 35 39
internal_value=1.40034e-09 -0.426193 0.409479 -1.12103 -0.0083792 0.0569951 0.314807 1.0557 -0.29849 -0.0287113 -0.639374 -0.438563 0.789048 0.709705 -0.231775
internal_weight=500 245 255 92 153 165 127 90 118 91 63 60 68 67 59
internal_count=500 245 255 92 153 165 127 90 118 91 63 60 68 67 59
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=20
num_cat=0
split_feature=12 14 13 15 13 8 5 15 9 11 7 11 6 10 12 6 4 11 11
split_gain=32702.8 37085.8 21708.8 19198.8 16546.2 16118.5 14678.4 15507.3 12985.9 13238.6 10790.8 8642.89 8002.46 6698.03 5106.1 4994.51 4821.2 4121.99 3606.95
threshold=8.3228832124762899 5.6800235653031601 6.1182272471532819 9.0106063052347611 3.9384715831603558 2.3576237798958046 1.8841112209101565 2.0969001266481011 4.8018577642798084 4.5256557501621471 6.785738732108757 4.6942595213691449 3.8763888783668805 6.9355802164167129 4.2917477825178567 5.0935384153389149 4.7128253309381494 4.9479062736004629 6.3108872034536931
decision_type=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 13 -1 -2 -8 9 -7 15 16 -10 18 -13 -4 -6 -9 -3
right_child=6 3 10 -5 11 8 7 17 12 -11 -12 14 -14 -15 -16 -17 -18 -19 -20
leaf_value=-1.203212409510332 2.0205252999351138 1.1384721693582833 -1.2721841830274334 -0.96898030114173894 0.10142467417146848 1.6510860234498979 1.6840731701999905 0.48124738693237301 -1.0700570521531281 -0.074802848041057593 -1.930411676110493 -0.82657290073973988 0.082932653847862692 1.7374431589475046 0.17576026916503906 -0.20566364242917015 1.149277234645117 -0.43612504675984387 0.22930017173290254
leaf_weight=34 21 24 23 25 23 20 20 25 27 25 36 27 34 26 24 21 21 24 20
leaf_count=34 21 24 23 25 23 20 20 25 27 25 36 27 34 26 24 21 21 24 20
internal_value=1.1446e-10 -0.189455 -0.631379 0.322246 0.517886 -0.255924 0.863074 0.510806 0.0479228 0.692259 -1.28842 0.0880881 -0.427407 1.10118 -0.354887 -0.763163 0.601536 0.0319221 0.725212
internal_weight=500 410 220 190 165 140 90 69 106 45 80 95 61 70 51 44 44 49 44
internal_count=500 410 220 190 165 140 90 69 106 45 80 95 61 70 51 44 44 49 44
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=20
num_cat=0
split_feature=8 15 13 12 11 10 5 7 12 5 13 5 6 9 5 12 9 10 15
split_gain=31580.1 30616 26129.2 17191.5 16909.8 13386.4 13223.3 12491 11803.2 10894 8398.47 8157.85 7988.03 7380.14 6582.22 6125.16 6039.05 4850.65 2450.78
threshold=6.1973777751685395 1.1988645355556284 3.4389634187255007 2.8275596371517486 6.1948994500047236 6.9854925426402525 3.9975259419370146 5.9957701132493533 3.1942276553953244 6.6462383869002748 8.1929404042792608 4.9243068370198122 5.5249760802815029 4.9542064819661276 4.6615823417056754 5.7166213213169366 6.0278453492323552 4.9466061305110616 4.7344655576207861
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 8 -3 5 9 13 11 17 12 16 -6 -4 -5 18 -7 -8 -1 -10
right_child=1 3 4 6 7 15 10 -9 14 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20
leaf_value=-0.92801600960748543 2.1442082672119143 -0.68233620282765983 -0.79048913335427651 1.7345519794358149 0.033884959667921065 -0.14387283244480689 0.8889840105548501 -2.0055131910368802 1.413380729633829 -1.5319905696006924 -0.72489405870437629 -1.3942124465107919 0.44716828587380325 0.51572640253149948 0.12258692889502554 1.0408986222743988 -0.20222451949403403 0.14665392246984302 0.65658772587776193
leaf_weight=21 25 37 32 27 20 24 32 32 23 26 21 20 22 23 33 20 21 21 20
leaf_count=21 25 37 32 27 20 24 32 32 23 26 21 20 22 23 33 20 21 21 20
internal_value=5.21541e-11 0.516298 -0.305832 0.263517 -0.659733 -0.305844 0.545747 -1.26921 0.282002 -0.691121 0.121324 -0.680164 -0.286258 1.17389 0.653748 0.39466 0.456618 -0.390681 1.06138
internal_weight=500 186 314 161 196 124 124 72 118 80 74 40 54 50 76 44 53 42 43
internal_count=500 186 314 161 196 124 124 72 118 80 74 40 54 50 76 44 53 42 43
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
Column_12=110
Column_13=100
Column_14=96
Column_15=96
Column_11=89
Column_10=66
Column_9=65
Column_8=60
Column_6=53
Column_7=53
Column_5=44
Column_4=31
Column_3=15
Column_2=11
Column_0=5
Column_1=4

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.05]
[num_leaves: 64]
[num_threads: 1]
[seed: 44]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 8]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 21897]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 12646]
[extra_trees: 0]
[extra_seed: 20733]
[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: 20829]
[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: 182]
[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: 3944]
[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
