tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=7
objective=binary sigmoid:1
feature_names=feat_0 feat_1 feat_2 feat_3 feat_4 feat_5 feat_6 feat_7
feature_infos=[-2.5459046003660784:2.6582765991147186] [-2.9950027798647287:2.5255548457942179] [-3.1145092025507628:2.5180678631559759] [-3.1973453916836281:3.0660367390488967] [-2.9360454460171126:2.6927574830647911] [-2.9671837099839435:2.9725742926327352] [-3.899421730054339:2.8494549607259407] [-3.7722751561227339:2.7418940124872022]
tree_sizes=1498 1721 1621 1848 1830 2041 1950 1831 2036 1825 1834 1826 1725 1823 1933 1726 1836 1618 1724 1934 1717 1938 1830 1831 2039 1823 1824 1832 1830 1831 1938 1935 2039 1934 1831 2139 1933 1924 2039 1936 2135 2044 2034 1929 1931 2252 1928 1936 1930 1933 1950 2247 2041 2052 2054 1716 1821 2256 1828 2260

Tree=0
num_leaves=13
num_cat=0
split_feature=0 2 0 0 2 2 2 6 1 0 0 0
split_gain=201.842 24.9214 30.2697 17.0861 31.7098 4.27122 2.50644 0.962815 0.571443 0.942881 2.84217e-14 1.42109e-14
threshold=1.0000000180025095e-35 -0.56675926494167395 0.38874026898797936 -0.45322406499852236 0.20790311503196821 -1.1454787048161139 -0.14619520414363518 0.084541285913272882 -0.5120066501723145 -1.0067618573864547 0.9768162435890072 -0.63361276138418632
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 8 7 -4 -3 -5 9 -1 -8 -10
right_child=1 6 5 4 -6 -7 10 -9 11 -11 -12 -13
leaf_value=-0.10950256882093685 -0.090454474059605508 0.058243556012722839 0.02050067792514939 -0.079501819571840007 0.044347427328277657 0.082502226373282889 0.09050242617304198 -0.10950256882093685 -0.10950256882093685 -0.079501819571840007 0.090502426173042008 -0.10950256882093688
leaf_weight=5.4998626410961151 5.249868884682658 7.7498064488172522 4.9998751282691964 4.9998751282691973 6.4998376667499533 6.2498439103364918 18.249544218182567 5.7498563975095749 15.999600410461428 4.9998751282691973 8.7497814744710904 4.9998751282691947
leaf_count=22 21 31 20 20 26 25 73 23 64 20 35 20
internal_value=-0.0100001 0.0592821 0.0086822 -0.0828352 -0.0428342 0.054946 0.083308 -0.0955487 -0.104741 -0.0952165 0.0905024 -0.109503
internal_weight=99.9975 51.2487 16.4996 48.7488 17.2496 11.2497 34.7491 10.7497 31.4992 10.4997 26.9993 20.9995
internal_count=400 205 66 195 69 45 139 43 126 42 108 84
is_linear=0
shrinkage=1


Tree=1
num_leaves=15
num_cat=0
split_feature=0 2 0 2 0 2 7 2 5 4 2 1 2 0
split_gain=182.54 22.667 15.4938 28.678 12.4079 27.5995 0.984288 0.579587 0.932095 0.17355 0.00355138 0.00117602 0.000392057 7.10543e-15
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.20790311503196821 0.38874026898797936 -0.12020700410429565 0.17769214785862011 0.42458414430055186 0.1345748873628585 1.0792798957779346 -0.14619520414363518 -0.57463010522669655 -0.53463837686850713 -0.72497869331366338
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 6 5 -3 -4 11 -9 10 12 -1 -6 -13
right_child=1 4 3 -5 9 -7 -8 8 -10 -11 -12 13 -14 -15
leaf_value=-0.09563334985460098 -0.032534549800133615 -0.046287130569620812 -0.095585889134827698 0.05165453536181136 0.096586536681618818 0.095673601283982376 -0.065217022701000507 -0.094876117504802779 -0.065005776856108394 0.086026587843111346 0.095673601283982349 -0.094813996489393204 0.097171006901152948 -0.094813996489393274
leaf_weight=6.2366014719009444 5.2460574656724921 5.7409434616565695 5.7373906970024127 6.4968052506446829 6.7405200451612473 8.482618719339369 4.9875145703554153 5.483898773789404 4.9864546060562134 4.9911181330680838 14.969327151775362 9.7208305746316928 4.9957621097564715 4.9850413203239414
leaf_count=25 21 23 23 26 27 34 20 22 20 20 60 39 20 20
internal_value=-1.06369e-06 0.0659257 -0.0693598 -0.0312452 0.0771741 0.0383751 -0.0814631 -0.0902558 -0.0806505 0.0945847 0.0961841 -0.095058 0.0968353 -0.094814
internal_weight=99.8009 51.1663 48.6345 17.2217 45.9203 14.2236 10.7249 31.4128 10.4704 31.6967 26.7056 20.9425 11.7363 14.7059
internal_count=400 205 195 69 184 57 43 126 42 127 107 84 47 59
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=14
num_cat=0
split_feature=0 2 0 0 2 2 2 5 2 3 1 2 4
split_gain=165.695 20.8331 25.5567 14.1456 26.0167 3.35581 2.0423 0.959321 0.535449 0.158221 0.000569687 0.000313147 0.000128286
threshold=1.0000000180025095e-35 -0.56675926494167395 0.38874026898797936 -0.45322406499852236 0.20790311503196821 -1.1454787048161139 -0.14619520414363518 -0.26130924330253597 0.87393209929792992 0.7841278908954854 -0.61302708985250975 0.19618625792195951 0.9524999682699038
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 8 7 -4 -3 -5 9 10 -1 -12 -8
right_child=1 6 5 4 -6 -7 12 -9 -10 -11 11 -13 -14
leaf_value=-0.091486856091775953 -0.074680084960433143 0.062363978748795026 0.028722541233523538 -0.061754808621321725 0.049162841744774581 0.083791446697748795 0.091506373209690725 -0.091819004838955234 -0.071266423170924104 -0.081374890411665277 -0.090760211728547313 -0.091253725542044334 0.091788091812882666
leaf_weight=6.9389458000660023 5.2270888239145306 7.7172559499740592 4.9948910623788842 4.9615291953086862 6.4850463569164267 6.2008343786001179 21.810457825660709 5.7037762701511392 4.9555213451385489 5.1982169747352591 9.1541319340467435 4.9537502378225335 4.9599505066871634
leaf_count=28 21 31 20 20 26 25 88 23 20 21 37 20 20
internal_value=-1.36637e-06 0.0629541 0.0166039 -0.0662895 -0.0298122 0.0592229 0.0850257 -0.0778331 -0.0863404 -0.0891866 -0.0911159 -0.0909335 0.0915586
internal_weight=99.2614 50.9105 16.4228 48.3509 17.1504 11.1957 34.4877 10.6653 31.2006 26.245 21.0468 14.1079 26.7704
internal_count=400 205 66 195 69 45 139 43 126 106 85 57 108
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=16
num_cat=0
split_feature=0 2 2 0 2 0 2 6 4 2 0 2 1 3 4
split_gain=150.885 19.3402 13.0841 10.6781 23.2806 4.59744 0.597309 1.51913 0.165857 0.00871578 0.00186282 0.000879489 0.000410162 3.22982e-05 3.72076e-10
threshold=1.0000000180025095e-35 -1.3156371387717478 0.93111558871347622 0.38874026898797936 -0.12020700410429565 -0.21030415833357849 0.040962988265673565 -0.36135571794373622 1.0792798957779346 -0.14619520414363518 -0.49178922434394162 -0.53463837686850713 -0.57463010522669655 1.0000000180025095e-35 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -3 6 10 -8 9 11 12 -5 -1 -14 -11
right_child=1 3 -4 8 -6 -7 7 -9 -10 14 -12 -13 13 -15 -16
leaf_value=-0.087850029185198825 -0.030706569877752461 -0.043183676804061072 -0.0024675001639490033 0.089334467530033893 0.08787529783578131 -0.039083483367559992 -0.053322725092607819 -0.089205969488178119 0.078682035598445499 0.08787686654111411 -0.088560670121422713 0.090215172595317902 -0.087223720510594613 -0.087399341030060973 0.087876333183313976
leaf_weight=5.1492517441511145 5.2327725738286963 5.7080736458301535 7.4106347262859336 6.6494424641132355 8.3381818234920484 7.3955883234739295 5.168456107378006 6.8701610863208753 4.9195025116205207 9.8096817731857282 5.4072217047214535 4.9411812424659747 5.6266307234764081 4.8960348963737488 4.9048313498497036
leaf_count=21 21 23 30 27 34 30 21 28 20 40 22 20 23 20 20
internal_value=-2.28019e-06 0.0603021 -0.0635528 0.0708216 0.034616 -0.0747264 -0.0826859 -0.0738005 0.0871086 0.0886845 -0.0877605 0.0897099 -0.0874844 -0.0873054 0.0878767
internal_weight=98.4276 50.5037 47.924 45.2709 14.0463 40.5133 33.1178 12.0386 31.2246 26.3051 21.0791 11.5906 15.6719 10.5227 14.7145
internal_count=400 205 195 184 57 165 135 49 127 107 86 47 64 43 60
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=16
num_cat=0
split_feature=0 2 0 0 2 0 2 1 5 2 2 2 4 3 4
split_gain=137.628 17.7932 22.8522 12.7193 23.1659 1.76187 0.95948 0.552534 0.930422 0.0112122 0.010788 0.000380904 0.000280466 3.15326e-05 1.56319e-13
threshold=1.0000000180025095e-35 -0.56675926494167395 0.68095478930166486 -0.45322406499852236 0.20790311503196821 0.30352982374088938 -0.46318823423297656 -0.5120066501723145 0.33339315415589194 -0.14619520414363518 0.7425022298545999 0.040962988265673565 0.84184015035797499 0.16735303305813368 -0.13939394474334879
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 7 6 -3 -5 8 -1 -7 11 13 14 -9 -11
right_child=1 5 -4 4 -6 9 -8 10 -10 12 -12 -13 -14 -15 -16
leaf_value=-0.085162772065351444 -0.046220807438407015 0.059326530947010181 0.072547709953496728 -0.086283841062913022 0.048113838690318669 0.087340414801288138 -0.055958077842533399 -0.084110454891140538 -0.054911863940726058 0.084690432842889241 -0.087052188074796671 -0.084724533274896249 0.08512276686524399 -0.084283542253870705 0.084690444149814248
leaf_weight=5.3310079276561755 7.8730878978967693 8.770733103156088 8.3407621085643751 5.6031020581722268 6.4761003106832495 5.623174965381625 4.8798734545707712 5.7858712822198886 4.8581715822219849 9.4313878268003482 4.8863609433174124 4.8368117660284033 5.0894979387521735 4.8261060416698456 4.8366096168756476
leaf_count=22 32 36 34 23 26 23 20 24 20 39 20 20 21 20 20
internal_value=-2.39569e-07 0.0579256 0.0148763 -0.0609537 -0.0262358 0.078606 -0.0721671 -0.0802427 -0.0707392 0.085375 -0.0850045 -0.0843568 0.0848041 -0.0841892 0.0846904
internal_weight=97.4487 49.9653 16.2139 47.4834 16.9591 33.7514 10.483 30.5243 10.1892 24.9807 20.3352 15.4488 19.3575 10.612 14.268
internal_count=400 205 66 195 69 139 43 126 42 103 84 64 80 44 59
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=18
num_cat=0
split_feature=0 2 0 2 0 2 6 1 1 1 2 2 0 2 4 3 4
split_gain=125.881 17.0518 11.7908 21.1482 9.32475 20.4311 0.957721 0.534546 0.164496 0.122657 0.0126655 0.00833912 0.00241287 0.000295429 0.000108207 2.44339e-05 2.4869e-14
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.20790311503196821 0.38874026898797936 -0.12020700410429565 0.084541285913272882 -1.1443496414156691 0.82766654276011387 -0.5120066501723145 -0.1338411407387837 0.7425022298545999 1.0539282326808654 0.040962988265673565 0.71566993804984436 0.16735303305813368 -0.67589571757114475
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 6 5 -3 -4 -1 10 -9 12 13 -6 15 16 -11 -12
right_child=1 4 3 -5 8 -7 -8 9 -10 11 14 -13 -14 -15 -16 -17 -18
leaf_value=-0.062141864024816786 -0.029807174886662152 -0.041162325124812139 -0.053171426431387031 0.045868533606922904 0.084918534562613113 0.082545891151932116 -0.083660075623379904 -0.073576141363429132 0.07301202921393872 -0.08135874975886255 0.081873445143834614 -0.083965763250095721 0.083403299743780246 -0.081904204124750246 0.082163055383017741 -0.08151245234674255 0.081873450079701926
leaf_weight=4.7868604362010982 5.2143747806549063 5.6670333296060553 4.8225906640291232 6.454002931714057 5.8033789396286029 8.119681313633917 5.528525099158287 5.2668744474649491 5.0249367207288733 5.6850128471851331 4.9926622509956351 4.8144668638706198 4.800729438662529 4.7552408725023261 4.7642077505588523 4.7427560389041901 4.9926624596118954
leaf_count=20 21 23 20 26 24 34 23 22 21 24 21 20 20 20 20 20 21
internal_value=-1.15035e-06 0.0557035 -0.0587056 -0.0251653 0.0657993 0.0316956 -0.0694554 -0.0774619 0.0812766 -0.0803646 0.0829146 -0.0821526 0.0842326 -0.0815776 0.081967 -0.0814287 0.0818734
internal_weight=96.236 49.3797 46.8563 16.8051 44.1653 13.7867 10.3511 30.0512 30.3786 25.2644 25.3536 19.9975 10.6041 15.183 14.7495 10.4278 9.98532
internal_count=400 205 195 69 184 57 43 126 127 106 106 84 44 64 62 44 42
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=17
num_cat=0
split_feature=0 2 2 0 2 0 2 6 4 2 0 1 1 1 3 4
split_gain=115.456 15.7222 11.1342 8.67393 18.7852 3.97557 0.498107 1.34244 0.164885 0.00995132 0.00175879 0.00196481 0.00140952 1.39953e-05 1.25338e-05 3.03343e-08
threshold=1.0000000180025095e-35 -1.3156371387717478 0.93111558871347622 0.38874026898797936 -0.12020700410429565 -0.21030415833357849 0.040962988265673565 -0.36135571794373622 1.0792798957779346 -0.14619520414363518 -0.49178922434394162 -0.55585952583243003 0.16284862053324994 0.34999125706119927 1.0000000180025095e-35 -0.40693287275882906
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -3 6 10 -8 9 12 11 -1 -5 15 -13 -11
right_child=1 3 -4 8 -6 -7 7 -9 -10 13 -12 14 -14 -15 -16 -17
leaf_value=-0.080181004613264162 -0.028354910098018011 -0.039239048296497679 0.00015532980322339562 0.080917799570261573 0.079967364961326781 -0.033779300737573369 -0.047171572577880336 -0.081539395236189638 0.070093771043942529 0.079367827712250566 -0.080462155386481701 -0.078920788974282383 0.082055443337938946 0.079471044454787046 -0.079034262453131152 0.079362123890121206
leaf_weight=5.1634912192821529 5.2075385302305213 5.6480375677347183 7.2655939906835547 6.3716138452291506 7.9662832915782911 7.2138831168413153 5.0146812945604324 6.5562764406204206 4.7105737626552573 4.6621134877204886 5.1736712306737926 5.1076325923204404 4.7542630583047867 4.6663192212581626 4.6481079012155533 4.6618777811527279
leaf_count=22 21 23 30 27 34 30 21 28 20 20 22 22 20 20 20 20
internal_value=1.47562e-07 0.0537419 -0.0566594 0.0635833 0.0305134 -0.0672771 -0.0749088 -0.0666449 0.0786779 0.0802879 -0.0796678 -0.0793923 0.0814039 0.0794004 -0.0789749 0.079365
internal_weight=94.792 48.6486 46.1433 43.4411 13.6143 38.8777 31.6639 11.571 29.8268 25.1162 20.0929 14.9192 11.1259 13.9903 9.75574 9.32399
internal_count=400 205 195 184 57 165 135 49 127 107 86 64 47 60 42 40
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=16
num_cat=0
split_feature=0 2 0 0 2 2 5 1 1 2 0 2 4 3 1
split_gain=105.932 14.6272 19.2001 10.8565 18.9882 1.58321 0.99518 0.531234 0.12357 0.0184826 0.000471315 0.000413762 0.000387571 1.55937e-05 8.14854e-06
threshold=1.0000000180025095e-35 -0.56675926494167395 0.68095478930166486 -0.45322406499852236 0.20790311503196821 -0.14619520414363518 -0.26130924330253597 -1.1443496414156691 -0.5120066501723145 0.7425022298545999 0.30352982374088938 0.040962988265673565 0.84184015035797499 0.16735303305813368 0.32593465485439627
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 7 6 -3 -5 -1 -9 11 -7 13 14 -10 -12
right_child=1 5 -4 4 -6 10 -8 8 9 -11 12 -13 -14 -15 -16
leaf_value=-0.057537125088830569 -0.04367452587969009 0.050980253814858358 0.066620544381307087 -0.048301578091082743 0.044823124419977045 0.07778775268139429 -0.079817273797158472 -0.069072124069042409 -0.07671114816153804 -0.080555205643273634 0.077124367232753857 -0.077342593487105801 0.077674926721812199 -0.076836580845858468 0.077206551385122016
leaf_weight=4.6402255445718792 7.7386805266141883 7.345991536974906 8.0505575984716398 4.6906695663928994 6.4374321699142447 6.4292305707931545 5.3754619807004937 5.0953193455934587 5.446992024779318 4.6978814899921408 8.8922360539436358 4.568875476717948 4.8158854395151129 4.5455585569143295 4.5641700327396384
leaf_count=20 32 31 34 20 26 28 23 22 24 20 39 20 21 20 20
internal_value=3.29573e-06 0.0519523 0.0125623 -0.0546156 -0.0222422 0.0713591 -0.0651314 -0.0730422 -0.0759963 -0.0778282 0.0774196 -0.0769484 0.07729 -0.0767682 0.0771522
internal_weight=93.3352 47.8368 15.7892 45.4984 16.5036 32.0475 10.0661 28.9949 24.3546 19.2593 24.7015 14.5614 18.2723 9.99255 13.4564
internal_count=400 205 66 195 69 139 43 126 106 84 108 64 80 44 59
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=18
num_cat=0
split_feature=0 2 0 2 0 2 6 1 4 1 2 2 0 2 3 1 4
split_gain=97.4121 14.0843 10.1628 17.4039 7.94757 16.4558 0.955759 0.515176 0.168159 0.122054 0.0161097 0.014624 0.00403081 0.000328912 1.23635e-05 8.87405e-06 4.12179e-08
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.20790311503196821 0.38874026898797936 -0.12020700410429565 0.084541285913272882 -1.1443496414156691 1.0792798957779346 -0.5120066501723145 -0.14619520414363518 0.7425022298545999 0.8826844328497393 0.040962988265673565 0.16735303305813368 0.34999125706119927 -0.40693287275882906
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 6 5 -3 -4 -1 10 -9 12 13 -6 14 -11 16 -12
right_child=1 4 3 -5 8 -7 -8 9 -10 11 15 -13 -14 -15 -16 -17 -18
leaf_value=-0.055566710573655857 -0.027553513909438599 -0.03735153203178497 -0.046419256998596392 0.042788922544713781 0.078854298526976827 0.075595704885331433 -0.07756570256112616 -0.066954297793329717 0.065805038324723855 -0.074738728220959005 0.075113551164275219 -0.078196386338730384 0.07689902253996532 -0.075308514523246536 -0.074851795610830149 0.075196583549621707 0.0751067465754785
leaf_weight=4.5664166659116772 5.1800996214151374 5.594303622841835 4.6297042220830935 6.4070643186569205 4.6200511604547518 7.6138480901718122 5.2629972398281097 4.9961823374033036 4.5358275622129431 5.3145573139190656 4.4511431455612174 4.6000823378562918 6.1372305154800415 4.4604103565216056 4.4355682730674744 4.4559659510850897 4.450742736458781
leaf_count=20 21 23 20 26 20 34 23 22 20 24 20 20 27 20 20 20 20
internal_value=2.73805e-06 0.0502203 -0.0528747 -0.0214104 0.0598448 0.027757 -0.0629894 -0.0709502 0.0746374 -0.073901 0.0762987 -0.0757461 0.0777388 -0.0749529 -0.0747902 0.075139 0.0751101
internal_weight=91.7122 47.0392 44.673 16.2998 41.8591 13.2082 9.8927 28.3732 28.651 23.8068 24.1151 18.8106 10.7573 14.2105 9.75013 13.3579 8.90189
internal_count=400 205 195 69 184 57 43 126 127 106 107 84 47 64 44 60 40
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=16
num_cat=0
split_feature=0 2 2 0 2 0 6 2 1 1 2 0 4 3 1
split_gain=89.7876 13.0743 9.73452 7.4623 15.2256 3.61061 0.45653 1.23701 0.169785 0.0271938 0.0129362 0.00336579 0.000210135 0.000191319 9.50121e-09
threshold=1.0000000180025095e-35 -1.3156371387717478 0.93111558871347622 0.38874026898797936 -0.12020700410429565 -0.21030415833357849 -0.37801951941290218 0.040962988265673565 0.82766654276011387 -0.55585952583243003 -0.1338411407387837 1.0539282326808654 0.71566993804984436 -0.22596349535142371 -0.28784603601447584
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -3 6 7 -1 10 -8 11 -5 14 -11 -12
right_child=1 3 -4 8 -6 -7 9 -9 -10 13 12 -13 -14 -15 -16
leaf_value=-0.07406024170128396 -0.026225216265034497 -0.035649022394790869 0.002423200276365571 0.076651142674603615 0.0737321742334313 -0.029241035818517294 -0.077410126424875825 -0.042057865073015274 0.063965906117782453 -0.073437786023353477 0.073296428766251337 0.074793294943162628 0.073716881569826795 -0.073011649590810565 0.073293194940479228
leaf_weight=8.1056534945964831 5.1705880761146537 5.5690461099147797 7.0782647579908362 5.4211784452199954 7.4208551794290525 6.9762220382690421 5.7918303906917599 4.812321424484252 4.6400402486324301 4.3439720273017892 4.7699780166149131 4.4299556612968445 4.3637213557958594 6.6907207965850803 4.3361244350671795
leaf_count=37 21 23 30 24 34 30 26 21 21 20 22 20 20 31 20
internal_value=4.5532e-06 0.0486934 -0.0512661 0.0581528 0.0268381 -0.0616152 -0.0692081 -0.0621384 0.0727008 -0.0746357 0.0744387 0.0758157 0.0734316 -0.0731794 0.0732949
internal_weight=89.9205 46.1215 43.799 40.9509 12.9899 36.7207 29.7445 12.918 27.961 16.8265 23.321 9.85113 13.4698 11.0347 9.1061
internal_count=400 205 195 184 57 165 135 58 127 77 106 44 62 51 42
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=16
num_cat=0
split_feature=0 2 0 0 2 0 5 5 1 2 2 1 4 6 2
split_gain=82.7095 12.3592 16.3661 9.49621 15.7048 1.41721 1.00991 0.540206 0.895364 0.0193544 0.0131431 0.00126655 0.000318042 0.000128378 7.49193e-05
threshold=1.0000000180025095e-35 -0.56675926494167395 0.68095478930166486 -0.45322406499852236 0.20790311503196821 0.30352982374088938 -0.26130924330253597 0.36640181667927429 -0.47187133664617958 0.7425022298545999 -0.21389203285023486 -0.43094900101719152 0.84184015035797499 -0.15057715809162478 0.36035054490468982
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 7 6 -3 -5 9 -9 11 -7 -1 14 -13 -12
right_child=1 5 -4 4 -6 10 -8 8 -10 -11 12 13 -14 -15 -16
leaf_value=-0.072591916383762167 -0.041515624883057739 0.04787358844754723 0.062083312274644656 -0.042194639691983275 0.041767588634866702 0.074954721503400476 -0.074776788520361209 -0.042201622164483074 -0.072559613907149254 -0.075708995133589418 0.071919640519906222 -0.071737231278707667 0.072257720169143239 -0.071351325516425895 0.071674270669465925
leaf_weight=4.284793049097062 7.5717267245054227 7.95612604916096 7.6777718812227249 4.4706357866525641 6.3836088031530371 4.3812530487775829 5.0815503448247901 4.6202198714017868 5.1207405030727369 4.4628243744373313 5.0839293301105526 4.2207958549261093 4.4751964509487143 4.4035089313983953 8.0161581039428693
leaf_count=20 32 36 34 20 26 20 23 21 24 20 24 20 21 21 38
internal_value=8.18765e-06 0.0472775 0.0106441 -0.0495818 -0.0189505 0.0659533 -0.0595276 -0.0675856 -0.0581606 -0.0728706 0.0725046 -0.0718893 0.0718938 -0.0715402 0.0717695
internal_weight=88.2108 45.1622 15.2495 43.0487 15.9358 29.9127 9.55219 27.1129 9.74096 17.3719 21.9565 12.9091 17.5753 8.6243 13.1001
internal_count=400 205 66 195 69 139 43 126 45 81 103 61 83 41 62
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=16
num_cat=0
split_feature=0 2 0 2 0 2 1 4 7 2 2 2 1 1 4
split_gain=76.3335 11.8402 8.94881 14.6705 6.787 13.65 0.534979 0.177509 0.125824 0.0145358 0.0145029 0.00280955 0.000214866 2.31581e-05 9.87263e-08
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.040962988265673565 0.38874026898797936 -0.12020700410429565 -1.1443496414156691 1.0792798957779346 -0.66542624578961374 0.36035054490468982 -0.53463837686850713 -0.14619520414363518 0.16284862053324994 0.34999125706119927 -0.40693287275882906
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 5 -3 -1 10 -8 12 -6 -12 -10 14 -13
right_child=1 4 3 -5 7 -7 8 -9 9 -11 11 13 -14 -15 -16
leaf_value=-0.049805616456294714 -0.025521044491515394 -0.034062986000490396 -0.066989033570509129 0.029666983281636264 0.073479938618018492 0.07093065297953198 -0.062486884576048077 0.060155293400330136 -0.070473704249297317 -0.073312358271583 0.071689264623702162 0.070150943052642148 -0.070017853866572582 0.070290946626276676 0.070139962796234565
leaf_weight=4.2983523905277279 5.1362261772155753 5.5060942322015762 7.7911228686571103 7.9130084663629532 5.813401564955714 7.0711220204830152 5.4485189616680172 4.2244927287101737 4.1196355223655718 5.6098864525556555 4.2200595587492051 4.0947590470314053 6.9393992722034454 4.1066365838050833 4.0938078314065889
leaf_count=20 21 23 36 33 27 34 26 20 20 26 20 20 34 20 20
internal_value=7.07181e-06 0.045854 -0.0481765 -0.0182859 0.0552226 0.0249662 -0.0659463 0.069554 -0.0690832 -0.0712393 0.0713321 0.0705761 -0.0701877 0.070194 0.0701455
internal_weight=86.3865 44.2666 42.1199 15.7041 39.1304 12.5772 26.4158 26.5532 22.1174 16.6689 22.3287 16.5153 11.059 12.2952 8.18857
internal_count=400 205 195 69 184 57 126 127 106 80 107 80 54 60 40
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=15
num_cat=0
split_feature=0 2 2 0 2 0 6 2 5 0 1 2 4 3
split_gain=70.5737 11.1345 8.75154 4.29909 8.10209 2.53354 0.488588 1.22325 0.215571 0.0614987 0.0342052 0.00135285 0.000178199 0.000161297
threshold=1.0000000180025095e-35 -1.0047733968851156 0.87393209929792992 0.3412426421027232 0.15082311842691873 -0.21030415833357849 -0.37801951941290218 1.0000000180025095e-35 -1.0146732024737093 0.54527747333166887 -0.55585952583243003 -0.14619520414363518 0.71566993804984436 -0.15583659270953468
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -3 6 7 -1 -5 -10 -8 -11 -13 -12
right_child=1 3 -4 8 -6 -7 10 -9 9 11 13 12 -14 -15
leaf_value=-0.069524418191978118 -0.0070144632300096488 -0.01888740975689103 0.0010787197328424281 0.058133920413700725 0.069501045996827202 -0.029863582859104155 -0.073718573377616586 -0.03606029671906856 0.07612855121652562 0.069976223175199373 -0.069013013870801235 0.068843870490971473 0.0692644588538045 -0.06860477809182558
leaf_weight=7.2581369578838348 8.4126746356487256 4.6544874906539899 7.7429448664188376 4.0828634947538367 5.852826327085495 6.4906086623668662 5.4133989214897129 4.3780926167964935 4.1824769973754945 5.3017364740371749 4.1874098479747746 6.7589288502931559 4.0141551494598389 5.7313224226236388
leaf_count=36 36 20 34 20 29 29 26 20 20 26 21 34 20 29
internal_value=8.71358e-06 0.0446129 -0.0468236 0.0570764 0.0303471 -0.057909 -0.0646588 -0.0569337 0.0686151 0.0707276 -0.0705218 0.0693224 0.0690006 -0.0687771
internal_weight=84.4621 43.2601 41.2019 34.8475 10.5073 33.459 26.9684 11.6362 24.3402 20.2573 15.3321 16.0748 10.7731 9.91873
internal_count=400 205 195 169 49 161 132 56 120 100 76 80 54 50
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=16
num_cat=0
split_feature=0 0 2 2 2 2 6 2 1 4 0 2 4 1 1
split_gain=65.2231 15.1209 24.4313 3.98882 3.18707 2.11369 0.456982 1.131 0.331737 0.182766 0.0294157 0.00642938 0.00208459 0.00138806 2.17556e-05
threshold=-0.21030415833357849 0.41261168010640742 0.20790311503196821 0.93111558871347622 -0.56675926494167395 -1.1237231857037335 -0.37801951941290218 0.040962988265673565 -0.14979563849818792 1.0679763459198905 -0.54631781639850163 -0.14619520414363518 -0.51058827951268071 -0.43094900101719152 0.34999125706119927
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 6 -2 -3 7 -1 -4 11 13 12 -7 -8 -13
right_child=1 5 8 -5 -6 9 10 -9 -10 -11 -12 14 -14 -15 -16
leaf_value=-0.06829530445184355 -0.059234776989235571 0.029689856516816267 0.058141824045553181 -0.016407205094372473 -0.010509938295148621 0.070240871556442597 -0.068576298756991158 -0.03649099753698249 0.077441317914554941 0.056597703491735388 -0.072815328424097422 0.067539294042674267 0.068628381122617252 -0.067406203079058521 0.067686041160261654
leaf_weight=7.2416444420814532 7.4637940675020218 4.737943813204768 4.0072868466377258 5.4312803000211707 6.098022401332857 4.0651332437992096 3.946100249886511 4.5526565611362457 5.0107690691947919 3.9846411645412436 4.0318113565444937 7.3054547160863841 3.9536853730678629 7.0856902599334717 3.8601994663476944
leaf_count=37 33 20 20 24 27 20 20 21 23 20 20 38 20 37 20
internal_value=1.1559e-05 0.0355058 0.0050853 -0.0554867 -0.0373258 0.0601192 -0.0633894 -0.0560187 0.0688653 0.0663419 -0.0691605 0.0683657 0.0694458 -0.0678247 0.06759
internal_weight=82.7761 50.4869 22.5799 32.2892 13.5618 27.9071 26.8579 11.7943 9.01806 23.1691 15.0636 19.1845 8.01882 11.0318 11.1657
internal_count=400 241 103 159 60 138 135 58 43 118 77 98 40 57 58
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=17
num_cat=0
split_feature=0 2 0 2 0 2 1 0 4 2 2 2 2 1 4 0
split_gain=60.6064 10.2054 8.20358 12.7396 5.84012 11.3532 0.584466 1.06107 0.187622 0.0304686 0.0164909 0.00146177 0.000662853 1.69845e-05 3.4367e-06 3.10862e-06
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.040962988265673565 0.38874026898797936 -0.12020700410429565 -0.5120066501723145 -1.0067618573864547 1.0792798957779346 0.7425022298545999 -0.53463837686850713 -0.14619520414363518 0.040962988265673565 0.34999125706119927 -0.22001877578878695 0.8826844328497393
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 5 -3 7 -1 10 12 -6 -12 14 15 -8 -13
right_child=1 4 3 -5 8 -7 9 -9 -10 -11 11 13 -14 -15 -16 -17
leaf_value=-0.068650001778936764 -0.023943274180450991 -0.030553487786809726 -0.062980512126146568 0.028884554867532983 0.069948004255511995 0.067455197403877093 -0.06624131787726989 -0.032999270783508526 0.055629964405033587 -0.07143493207271305 0.067571527295502559 0.066365556866650077 -0.06700886567741339 0.066528597924565766 -0.066176253246460315 0.066430201405494591
leaf_weight=4.3247571289539337 5.0948168933391562 5.4125041216611862 7.2715583443641645 7.8459884822368622 5.4216752648353603 6.507297605276106 3.8863513767719269 4.0338484644889849 3.9101194590330115 4.1532947719097129 3.8480427861213711 3.7157021015882474 3.7772288471460334 3.7341849356889725 4.2477549016475695 3.72311632335186
leaf_count=22 21 23 36 33 27 34 21 20 20 20 20 20 20 20 23 20
internal_value=1.28052e-05 0.0423212 -0.0442501 -0.0153027 0.0516286 0.0229517 -0.062168 -0.051445 0.0656648 -0.0677473 0.0675842 0.0667311 -0.0664615 0.0664416 -0.0662073 0.0663979
internal_weight=80.9082 41.3675 39.5408 15.1175 36.2726 11.9198 24.4232 8.35861 24.3528 16.0646 20.4427 15.021 11.9113 11.173 8.13411 7.43882
internal_count=400 205 195 69 184 57 126 42 127 84 107 80 64 60 44 40
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=15
num_cat=0
split_feature=0 0 2 2 2 2 6 2 1 0 2 1 4 1
split_gain=56.2027 13.4327 21.4134 3.8634 2.86993 1.35918 0.463018 1.11273 0.297033 0.0307533 0.00153949 0.00122878 0.000458126 8.41574e-06
threshold=-0.21030415833357849 0.4849816018735072 0.20790311503196821 0.93111558871347622 -0.56675926494167395 -1.0430373911764508 -0.37801951941290218 0.040962988265673565 -0.26696999342411692 -0.54631781639850163 -0.14619520414363518 -0.43094900101719152 0.7394475102362571 0.061817967502248591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 6 -2 -3 7 -1 -4 11 -7 -8 13 -12
right_child=1 5 8 -5 -6 10 9 -9 -10 -11 12 -13 -14 -15
leaf_value=-0.066123984119462881 -0.049600949151291915 0.035766222989529972 0.055124046496253201 -0.014153095807412178 -0.00510134353519611 0.066524914011545644 -0.066351198335325018 -0.033892568226404532 0.073198215570691366 -0.070874872829673197 0.065355378205382827 -0.065214303856404199 0.066070594440497968 0.065455300075159401
leaf_weight=6.8034862130880409 8.3520616143941862 4.6172783672809627 3.7777186334133148 5.3185752481222144 6.3994468599557903 7.2662272453308168 3.7089635282754916 4.4157363474369049 5.7074785530567151 3.8174973130226091 4.4936832040548271 6.6166782826185226 3.6785454899072638 3.9678917080163956
leaf_count=37 38 20 20 24 29 39 20 21 28 20 25 37 20 22
internal_value=1.40905e-05 0.0336525 0.0073898 -0.0528983 -0.0302963 0.0601482 -0.0610233 -0.0534381 0.0659997 -0.0670403 0.0659493 -0.0656227 0.0656048 0.0654022
internal_weight=78.9413 48.2603 24.2367 30.6809 14.7515 24.0236 25.3624 11.2192 9.4852 14.1431 19.4063 10.3256 12.1401 8.46157
internal_count=400 241 115 159 67 126 135 58 48 77 106 57 67 47
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=16
num_cat=0
split_feature=0 2 0 2 0 2 5 1 1 2 2 1 2 6 4
split_gain=52.4476 9.30807 7.50477 11.2494 5.27094 9.94879 0.615862 0.978089 0.1998 0.0271742 0.0175219 0.000887525 0.000527923 0.000180157 6.64308e-05
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.040962988265673565 0.38874026898797936 -0.12020700410429565 0.36640181667927429 -0.47187133664617958 0.82766654276011387 0.7425022298545999 -0.53463837686850713 -0.43094900101719152 0.076583015046562175 -0.15057715809162478 -0.18769933730425417
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 5 -3 9 -8 10 11 -6 -1 -12 -13 -14
right_child=1 4 3 -5 8 -7 7 -9 -10 -11 12 13 14 -15 -16
leaf_value=-0.065400116812122391 -0.022967652218797752 -0.027929309546183074 -0.060612709197659077 0.027068781184145064 0.068159854187661378 0.065519284178612136 -0.031456559830320106 -0.065682534012766344 0.053164082889465447 -0.069596523761199833 0.065135590998601861 -0.064691829723755714 0.064385573319334519 -0.064188553973954496 0.06466908346839477
leaf_weight=3.5930268019437763 5.0540618747472754 5.3293545991182327 6.9065161943435651 7.7774600237607956 5.1538366675376919 6.1175670027732831 4.0561606734991074 4.3006134033203107 3.8374385088682166 3.9840927422046652 5.3464915454387691 3.4990031868219349 5.0316324830055237 3.6156912297010493 3.5058438181877118
leaf_count=20 21 23 36 33 27 34 21 24 21 20 30 20 29 21 20
internal_value=1.62451e-05 0.0403828 -0.0421087 -0.0141717 0.0497114 0.0220123 -0.0599071 -0.0490701 0.0635722 -0.0660712 0.0656702 -0.0647596 0.064746 -0.0644361 0.064502
internal_weight=77.1088 39.3762 37.7326 14.684 34.3222 11.4469 23.0486 8.35677 22.8752 14.6918 19.0378 10.7077 13.884 7.11469 8.53748
internal_count=400 205 195 69 184 57 126 45 127 81 106 61 79 41 49
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=14
num_cat=0
split_feature=0 2 0 2 0 2 6 2 1 0 4 3 1
split_gain=48.6561 8.9083 11.8703 7.27693 2.57963 1.23392 0.474287 1.08837 0.0311481 0.00164099 0.000506191 0.00015217 1.08725e-05
threshold=1.0000000180025095e-35 -0.56675926494167395 0.68095478930166486 0.93111558871347622 -0.21030415833357849 -0.14619520414363518 -0.37801951941290218 0.040962988265673565 -0.55585952583243003 0.30352982374088938 0.84184015035797499 -0.22596349535142371 0.32593465485439627
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -3 7 -1 -8 -7 12 -10 -11
right_child=1 5 -4 -5 -6 9 8 -9 11 10 -12 -13 -14
leaf_value=-0.06422165562529529 -0.037796206412041913 0.038033521255624037 0.05479225654276363 0.0066278085906874926 -0.023081997396464132 0.064780567071573952 -0.068525356987061151 -0.031626487594310339 -0.063722750027337405 0.06349023943654003 0.064219204803358063 -0.063290673144374907 0.063600922742930319
leaf_weight=6.3578398823738134 7.0946139991283399 6.0894168168306377 6.7602170258760452 6.5728393197059622 6.3449283540248897 4.9079086333513287 4.7205083370208749 4.2884112745523453 3.375287964940072 6.5257959663867933 3.61611783504486 5.1421551108360228 3.3616954237222672
leaf_count=37 32 31 34 30 30 28 26 21 20 39 21 31 20
internal_value=1.75167e-05 0.0394244 0.00738068 -0.0410531 -0.0514206 0.0575445 -0.0589488 -0.051092 -0.0652675 0.0639976 0.063713 -0.0634619 0.0635279
internal_weight=75.1577 38.3558 13.8548 36.802 30.2291 24.5009 23.8842 10.6463 13.238 18.4115 13.5036 8.51744 9.88749
internal_count=400 205 66 195 165 139 135 58 77 108 80 51 59
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=15
num_cat=0
split_feature=0 0 2 2 2 2 6 2 1 0 2 1 4 1
split_gain=45.2439 11.4998 18.1823 3.52987 2.32593 1.36349 0.480295 1.08948 0.309396 0.0314184 0.00175206 0.00100957 0.000280371 1.26992e-05
threshold=-0.21030415833357849 0.4849816018735072 0.20790311503196821 0.93111558871347622 -0.56675926494167395 -1.0430373911764508 -0.37801951941290218 0.040962988265673565 -0.26696999342411692 -0.50663030341034887 -0.14619520414363518 -0.43094900101719152 0.7394475102362571 0.061817967502248591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 6 -2 -3 7 -1 -4 11 -7 -8 13 -12
right_child=1 5 8 -5 -6 10 9 -9 -10 -11 12 -13 -14 -15
leaf_value=-0.063338684043306712 -0.046050553620563622 0.032430077512545508 0.051495130793296318 -0.012295247139678857 -0.0054151560392399246 0.063913604869053398 -0.063593695471504105 -0.0303790160969475 0.070715431113332616 -0.068667366088938003 0.062654177423798085 -0.062530085849399106 0.063266325561924533 0.062783713356069401
leaf_weight=6.1299234628677421 8.0523250102996808 4.5046955198049572 3.4538577646017075 5.2097388803958884 6.2585310786962536 6.6177395880222383 3.5218901336193102 4.2424744963645935 5.317173555493353 3.1596387028694108 4.0293790549039787 6.087263286113739 3.3111862391233444 3.5669971257448196
leaf_count=37 38 20 20 24 29 39 21 21 28 18 25 38 20 22
internal_value=1.81453e-05 0.0311249 0.00646213 -0.0494788 -0.0282796 0.0569653 -0.0578499 -0.0498577 0.0631469 -0.0643421 0.0632718 -0.0629199 0.0628824 0.062715
internal_weight=73.4628 45.1119 23.0819 28.3509 14.3109 22.03 23.1412 10.3724 8.77103 12.7688 17.5253 9.60915 10.9076 7.59638
internal_count=400 241 115 159 67 126 135 58 48 77 106 59 67 47
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=17
num_cat=0
split_feature=0 2 0 2 0 2 1 4 1 2 2 2 2 1 4 2
split_gain=42.1127 8.36881 6.91826 9.85511 4.76166 8.39316 0.671814 0.219458 0.159263 0.036577 0.0235031 0.00223174 0.000826342 1.08406e-05 2.48348e-06 1.2749e-06
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.040962988265673565 0.38874026898797936 -0.12020700410429565 -1.1443496414156691 1.0792798957779346 -0.5120066501723145 0.7425022298545999 -0.63584044671819639 -0.14619520414363518 0.040962988265673565 0.34999125706119927 -0.22001877578878695 0.50600032563165198
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 5 -3 -1 10 -8 12 -6 -12 14 15 -10 -13
right_child=1 4 3 -5 7 -7 8 -9 9 -11 11 13 -14 -15 -16 -17
leaf_value=-0.03719463647074369 -0.022609393877985266 -0.025455536470875756 -0.057739140702017723 0.026269623161180328 0.066686697121663502 0.063021230972171632 -0.052095727657119312 0.049450228528006193 -0.061769710248505631 -0.067827808624518038 0.063352696095055255 0.061876933785458603 -0.062712515527727497 0.062013806607292166 -0.0617091037320237 0.061922239295677355
leaf_weight=3.5186885297298458 4.9769408106803885 5.2048361152410507 6.3953235745429975 7.6872897148132324 4.1081411987543168 5.526591822504999 3.8187285661697414 3.3750645369291297 3.2385865002870569 3.7774047553539267 3.973450750112538 3.1019805520772863 3.2050222307443619 3.1234140992164612 3.5356122702360127 3.1092060506343842
leaf_count=20 21 23 36 33 23 34 22 20 21 20 24 20 20 20 23 20
internal_value=2.0323e-05 0.0376449 -0.0390193 -0.0118812 0.0471581 0.0201092 -0.057137 0.0611194 -0.0611296 -0.0636373 0.0633808 0.0623603 -0.062051 0.0619378 -0.0617381 0.0618996
internal_weight=71.6763 36.4996 35.1767 14.0826 31.5227 10.7314 21.094 20.7913 17.5754 13.7566 17.4162 13.3081 9.97922 9.3346 6.7742 6.21119
internal_count=400 205 195 69 184 57 126 127 106 84 107 84 64 60 44 40
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=15
num_cat=0
split_feature=0 0 2 2 2 2 6 2 1 0 2 1 4 1
split_gain=39.1563 10.419 16.0587 3.46664 2.12038 1.31459 0.497895 1.08143 0.30555 0.0317287 0.00113867 0.00107328 0.000284031 8.79405e-06
threshold=-0.21030415833357849 0.4849816018735072 0.20790311503196821 0.93111558871347622 -0.56675926494167395 -1.0430373911764508 -0.37801951941290218 0.040962988265673565 -0.26696999342411692 -0.50663030341034887 -0.14619520414363518 -0.43094900101719152 0.7394475102362571 0.061817967502248591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 6 -2 -3 7 -1 -4 11 -7 -8 13 -12
right_child=1 5 8 -5 -6 10 9 -9 -10 -11 12 -13 -14 -15
leaf_value=-0.061845259507371186 -0.044057234216557203 0.031007252071295011 0.049125030290732584 -0.010261180511336175 -0.0048741592036872453 0.062263145856818441 -0.062188938081905565 -0.028216501557170051 0.068796660427228096 -0.0674360489866552 0.061172255397112102 -0.061053487620671545 0.061800217895083442 0.061284255554149895
leaf_weight=5.7051468789577537 7.8214168846607208 4.4315971136093166 3.248389333486557 5.0943340659141532 6.1813749819993991 6.1435245871543946 3.3008064925670642 4.1149507761001587 5.0315129607915861 2.9732337743043855 3.7319503873586601 5.6327290236949921 3.0855468660593033 3.30454982817173
leaf_count=37 38 20 20 24 29 39 21 21 28 18 25 38 20 22
internal_value=2.20379e-05 0.0296053 0.00587943 -0.0473839 -0.0267603 0.0551487 -0.0560882 -0.0477537 0.061079 -0.062962 0.0617262 -0.061473 0.0614002 0.0612249
internal_weight=69.8011 42.9799 22.2827 26.8212 14.0028 20.6972 21.7269 9.8201 8.2799 11.9068 16.2656 8.93354 10.122 7.0365
internal_count=400 241 115 159 67 126 135 58 48 77 106 59 67 47
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=17
num_cat=0
split_feature=0 2 0 2 0 2 5 1 1 2 2 2 6 4 1 7
split_gain=36.6518 7.69257 6.36062 8.73828 4.34742 7.4208 0.70386 1.07092 0.255804 0.0372271 0.0239446 0.00136904 0.000696741 0.000213755 0.000126128 3.75558e-06
threshold=1.0000000180025095e-35 -1.3156371387717478 -0.45322406499852236 0.040962988265673565 0.38874026898797936 -0.12020700410429565 0.36640181667927429 -0.47187133664617958 0.90885094243280606 0.77042237854879714 -0.63584044671819639 -0.1338411407387837 -0.41096764795061874 0.71566993804984436 0.24772039369957494 0.22537576528552591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 5 -3 9 -8 10 12 -6 -12 -1 15 -14 -13
right_child=1 4 3 -5 8 -7 7 -9 -10 -11 11 13 14 -15 -16 -17
leaf_value=-0.061489716510548631 -0.021737558886693941 -0.023231555387416097 -0.055896079037161185 0.024659034210207022 0.065513733534350194 0.061723879975335051 -0.023701190296938401 -0.062114444230299326 0.04617972089852871 -0.067068419998754236 0.061878164330639009 0.060492623013547332 -0.060817019602098711 0.061051467322913791 -0.060354786672642824 0.060570779647888574
leaf_weight=3.3087538182735425 4.930760830640792 5.120172381401062 6.0432834327220899 7.6004705131053925 3.8837497979402604 5.1617826074361819 3.6135665476322174 3.6442127525806418 2.988833636045455 3.3432167023420325 3.3911904096603438 2.8671961277723241 2.9195927083492315 2.9562155455350876 2.9843648821115494 3.3131516724824905
leaf_count=22 21 23 36 33 23 34 21 24 19 18 22 20 20 20 21 23
internal_value=2.41201e-05 0.0360957 -0.0372933 -0.0110216 0.0457028 0.0194181 -0.0553841 -0.0429889 0.0596334 -0.062549 0.0620836 0.0610202 -0.0609089 0.0607018 -0.0605834 0.0605345
internal_weight=68.0705 34.6131 33.4575 13.6438 29.6823 10.282 19.8137 7.25778 19.4003 12.5559 16.4115 12.5278 9.21271 9.13656 5.90396 6.18035
internal_count=400 205 195 69 184 57 126 45 127 81 108 85 63 63 41 43
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=16
num_cat=0
split_feature=0 2 0 2 2 5 2 3 3 0 2 1 0 4 1
split_gain=34.0548 7.37514 10.084 6.1661 3.3752 2.3768 1.40246 0.553387 0.102781 0.0628304 0.0209687 0.00281995 0.000214846 0.00010208 1.55949e-05
threshold=1.0000000180025095e-35 -0.24354334106572753 0.3412426421027232 0.93111558871347622 -1.2112645323237583 -0.94876361658861397 0.20790311503196821 -0.11637126716567249 -0.61869813135088714 -0.21030415833357849 0.16428451442707948 -0.76671628728565366 -0.63361276138418632 0.73598833057450219 0.061817967502248591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -4 -1 9 -6 -3 11 -10 -7 -13 14 -12
right_child=1 8 4 -5 7 6 -8 -9 10 -11 13 12 -14 -15 -16
leaf_value=-0.015400010578720253 -0.047645304408715089 0.052824821566161952 0.0020335486656786026 0.0081906108590729873 0.068795443456332636 -0.06181452473718934 -0.034326460519857709 0.041448244782545669 0.064951955715151194 -0.068175081850318092 0.060107739409991194 -0.059882948848788899 -0.060401788976508976 0.060387828571997662 0.059944162146660353
leaf_weight=4.8506470918655422 4.9915480762720135 4.9778895974159267 4.3793629556894311 6.2615383714437476 4.3557189255952844 3.3731767237186459 6.3033954948186866 3.2155073583126033 3.0662747472524634 3.579573616385459 2.7955044060945493 4.8187577128410348 3.4052490741014454 2.8427883982658386 3.0432255119085312
leaf_count=29 23 34 19 30 27 22 36 20 20 19 20 35 24 20 22
internal_value=2.525e-05 0.0352935 0.0120417 -0.0364067 0.0369719 -0.0470121 -0.0541508 0.0571811 0.0588461 -0.0623844 0.0613975 -0.0605971 -0.0600978 0.0601421 0.0600225
internal_weight=66.2602 33.6678 16.9421 32.5923 11.9506 26.3308 21.4802 7.57123 16.7257 15.1768 11.7478 11.5972 8.22401 8.68152 5.83873
internal_count=400 205 89 195 66 165 136 47 116 100 82 81 59 62 42
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=16
num_cat=0
split_feature=0 0 2 2 2 2 5 3 1 2 1 2 0 4 1
split_gain=32.1226 8.87653 13.6478 3.22689 1.95601 1.24491 0.540877 0.863236 0.320812 0.0854795 0.0017159 0.000664911 0.000356276 0.000166259 8.45532e-06
threshold=-0.21030415833357849 0.4849816018735072 0.20790311503196821 0.93111558871347622 -0.56675926494167395 -1.0430373911764508 1.067940874528581 0.7841278908954854 -0.26696999342411692 0.3759221075536438 -0.76671628728565366 -0.14619520414363518 -0.60731889806325812 0.7394475102362571 0.061817967502248591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 6 -2 -3 7 9 -4 10 -1 -7 -12 14 -13
right_child=1 5 8 -5 -6 11 -8 -9 -10 -11 12 13 -14 -15 -16
leaf_value=-0.061046999506735013 -0.041892333100115364 0.029255444304069757 0.046088752968364441 -0.0087326683513998145 -0.0035201585256350153 0.06023803949949065 -0.033370269787888832 -0.033369645133049963 0.067138176515890977 -0.068840042374089971 -0.05933001413492104 0.059342327706293177 -0.060054711670314766 0.059863645482930494 0.059458771412273771
leaf_weight=2.9364901036024147 7.4509437680244455 4.3328262567520168 2.958801195025444 4.9890562593936911 5.9917383193969735 5.4771610498428354 2.8014639765024176 3.1311884671449652 4.6626155227422705 3.7875468432903281 4.3707400113344246 3.3160694688558543 2.7712699025869352 2.747614249587059 2.9421570599079132
leaf_count=20 38 20 20 24 29 39 18 21 28 23 33 25 20 20 22
internal_value=2.76753e-05 0.0278103 0.00551544 -0.0446706 -0.0247889 0.0527691 -0.0537265 -0.0570816 0.0589663 -0.0624362 -0.0600295 0.0598036 -0.0596112 0.0595394 0.0593971
internal_weight=64.6677 39.8799 21.0641 24.7878 13.4427 18.8158 19.7987 16.9972 7.62142 13.866 10.0785 14.483 7.14201 9.00584 6.25823
internal_count=400 241 115 159 67 126 135 117 48 96 73 106 53 67 47
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=18
num_cat=0
split_feature=0 0 2 5 2 7 3 2 3 1 0 2 1 2 4 5 1
split_gain=29.8006 8.38173 12.6694 3.20318 3.19449 1.85906 1.71985 1.28626 0.900739 0.310853 0.166569 0.0134699 0.000974323 0.000557203 0.000139176 3.93241e-05 7.0783e-06
threshold=-0.21030415833357849 0.4849816018735072 0.20790311503196821 1.2581651457733629 1.2109445325126009 0.28204757011035281 -0.17976707508062331 -1.0430373911764508 0.7841278908954854 -0.26696999342411692 -0.45322406499852236 0.3759221075536438 -0.55585952583243003 -0.14619520414363518 0.7394475102362571 -0.2964522597521087 0.061817967502248591
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 8 6 -2 -3 10 -4 11 12 -1 -9 16 -14 -15
right_child=1 7 9 -5 -6 -7 -8 13 -10 -11 -12 -13 15 14 -16 -17 -18
leaf_value=-0.060016298654829173 -0.012844876478604883 0.027964124223904003 0.045066692928925615 0.0062272882750289398 -0.0013181121895330821 0.0041069010796638784 -0.056217570349194335 0.059640787900932427 -0.034390511363644759 0.066108167799010339 -0.07354569694929905 -0.062780136395709785 -0.058989066681439023 0.058804066231337562 0.059290869744176605 -0.058711308524382104 0.058912816825880725
leaf_weight=2.7711590379476601 4.2331878691911697 4.3069326430559185 2.8767094016075134 2.843565806746482 2.8814957141876212 4.1327918320894232 4.9678021967411059 5.2608847618103036 3.3284109681844702 4.5025584027171126 3.0588250160217312 4.1574400290846825 2.5723441392183357 3.1824826747178996 2.6382186114788055 2.5252189114689774 2.8239432722330093
leaf_count=20 21 20 20 16 14 21 25 39 23 28 19 27 20 25 20 20 22
internal_value=3.03914e-05 0.0270967 0.0053406 -0.0436166 -0.0502724 -0.0237502 -0.0362627 0.05184 -0.0579332 0.0579054 -0.0631278 -0.060478 -0.0592617 0.0592351 0.0589882 -0.0588515 0.0588552
internal_weight=63.064 38.9255 20.713 24.1385 21.2949 13.3338 9.20099 18.2125 18.4134 7.37927 15.085 12.0262 7.86872 13.9055 8.64464 5.09756 6.00643
internal_count=400 241 115 159 143 67 46 126 129 48 106 87 60 106 67 40 47
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=16
num_cat=0
split_feature=0 2 0 2 0 0 1 0 1 0 2 2 2 4 3
split_gain=27.6897 6.64106 5.8557 7.34916 2.80336 4.40154 0.811595 1.35339 0.368906 0.177843 0.040342 0.000644831 0.000335236 2.89259e-05 1.33365e-05
threshold=1.0000000180025095e-35 -1.0047733968851156 -0.45322406499852236 0.040962988265673565 0.3412426421027232 0.17743604930595128 -0.5120066501723145 -1.0067618573864547 0.75004542502799199 0.54527747333166887 0.78154519217954566 0.13254105889371687 -0.1338411407387837 0.27316816033421937 0.16735303305813368
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 5 -3 7 -1 9 -6 11 14 -11 -14 -8
right_child=1 4 3 -5 8 -7 10 -9 -10 12 -12 -13 13 -15 -16
leaf_value=-0.061061953816671892 -0.007845334017826262 0.063023955782326835 -0.052602063598214933 0.024184504008225575 0.072383289664388437 -0.011970428286589507 -0.058320220148003338 -0.014435811687563211 0.041026811840131745 0.058982839341309351 -0.065371493609002032 -0.059328436756023999 0.058301176714994296 0.058519366912095673 -0.0584763568683778
leaf_weight=3.1574785485863686 7.482600852847102 3.5688804388046291 5.3816208317875844 7.4019657373428345 3.0479815602302542 4.3307249471545219 3.0547772571444494 3.0691307187080428 2.5526960641145697 3.722919166088106 3.1223561912775049 2.7370970621705055 3.9074596613645518 2.485035352408886 2.4762744233012199
leaf_count=22 36 24 36 33 20 25 25 20 19 29 18 21 32 20 20
internal_value=3.1139e-05 0.0332029 -0.0339018 -0.00814102 0.046209 0.0219105 -0.0525947 -0.0380797 0.0584224 0.0617959 -0.0605293 -0.0587007 0.0586057 0.058386 -0.0583901
internal_weight=61.499 31.0983 30.4007 12.7836 23.6157 7.89961 17.6171 6.22661 15.7161 13.1634 11.3905 8.26815 10.1154 6.3925 5.53105
internal_count=400 205 195 69 169 49 126 42 120 101 84 66 81 52 45
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=16
num_cat=0
split_feature=0 0 2 2 2 7 1 5 1 0 2 2 2 2 3
split_gain=25.9492 9.32211 12.9412 3.87625 2.72921 1.57513 0.814009 1.35719 0.367202 0.140253 0.0336528 0.000863542 0.000544351 5.27387e-05 1.11891e-05
threshold=0.3412426421027232 -0.45322406499852236 -0.12020700410429565 -1.0881778922067584 0.87393209929792992 0.14164218627008104 -0.5120066501723145 0.36640181667927429 0.82766654276011387 0.568971149745921 0.78154519217954566 -0.47750968599205523 0.13254105889371687 0.076583015046562175 0.16735303305813368
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -2 -4 -3 7 -1 9 -5 12 -11 14 -13 -8
right_child=3 2 4 8 -6 -7 10 -9 -10 11 -12 13 -14 -15 -16
leaf_value=-0.060226830619404897 0.0085600501378543074 -0.060571207638047124 0.011301736007133406 0.070384934929960674 0.05904552523379332 -0.019805391732130376 -0.057849013196992198 -0.012961048609045782 0.0403316738456964 0.059081204114213109 -0.06441327896180965 0.058184418406226526 -0.058794580994447544 0.057904541229949674 -0.057995064580066258
leaf_weight=3.1031979247927692 5.3744434416294125 6.1152879968285578 6.9030676037073118 3.171746425330638 5.2848010137677193 3.8685140088200569 2.9288624003529531 2.9745496511459351 2.503937527537345 2.5218832939863196 3.0131329819560051 2.6562101244926444 2.6266477331519127 4.594918891787529 2.3745568990707397
leaf_count=23 25 36 37 22 32 22 25 19 19 20 18 22 21 39 20
internal_value=2.94938e-05 -0.0239351 -0.00256937 0.0451348 0.032004 -0.0447753 -0.0517663 -0.0370942 0.0578588 0.0612492 -0.0599151 0.0582842 -0.0582059 0.0580071 -0.0579144
internal_weight=60.0158 39.1926 22.1717 20.8231 12.1879 9.9838 17.0209 6.07775 15.4487 12.9448 10.9432 9.77301 7.93007 7.25113 5.30342
internal_count=400 253 127 147 69 58 126 42 122 103 84 81 66 61 45
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=16
num_cat=0
split_feature=0 0 2 2 2 0 6 2 4 2 5 0 1 2 1
split_gain=24.2012 7.40553 11.0096 3.43962 3.05042 2.87022 0.610102 1.17703 0.403587 0.794182 0.291535 0.0282281 0.000933595 0.000216249 1.55709e-05
threshold=-0.21030415833357849 0.64052737143886262 0.20790311503196821 -1.0047733968851156 0.93111558871347622 -1.0000000180025095e-35 -0.37801951941290218 0.040962988265673565 0.9524999682699038 -0.71771994328722288 0.33339315415589194 -0.50663030341034887 -0.50209632829586948 -0.1338411407387837 0.098395463583056911
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 6 -5 7 -1 9 -3 -4 12 -8 -11 -15
right_child=1 8 10 5 -6 -7 11 -9 -10 13 -12 -13 -14 14 -16
leaf_value=-0.058139835652008746 -0.056946933519519349 0.028157917292269394 0.062632089857647052 -0.03940857538809478 -0.0056047486925323003 0.015850569163691038 -0.058704358828426756 -0.019769042078043114 0.068409801119375224 0.058035499955926967 0.0415942977971386 -0.064205901322064871 -0.057495140086571687 0.057384044343861566 0.057561642911548763
leaf_weight=4.4190638586878812 4.1315118521451941 3.2848033010959616 5.1735712215304366 3.5714727491140348 4.7380338460206977 6.8702426850795781 2.499788865447047 3.6488804817199707 3.4004619494080535 2.5013594552874556 2.4156802743673325 2.4205513000488255 4.4159465655684471 2.6907352432608604 2.2798971906304359
leaf_count=37 21 20 37 20 24 37 20 21 23 21 18 18 39 24 20
internal_value=2.8015e-05 0.0251464 0.00710136 -0.0183299 -0.0411734 -0.00305021 -0.0508564 -0.0407859 0.0533949 0.0486484 0.0559357 -0.0595588 -0.0579322 0.0576563 0.0574655
internal_weight=58.462 36.3197 22.1625 14.5732 22.1423 10.4417 17.4042 8.06794 14.1573 10.7568 7.58925 9.33629 6.91574 7.47199 4.97063
internal_count=400 241 133 78 159 57 135 58 108 85 55 77 59 65 44
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=16
num_cat=0
split_feature=0 0 2 2 2 7 1 0 0 2 2 2 1 4 4
split_gain=22.7258 8.42192 11.4306 3.78839 2.48947 1.52961 0.847639 1.58025 0.117331 0.0305263 0.000533889 0.000293215 9.65771e-05 8.6495e-06 7.2485e-06
threshold=0.3412426421027232 -0.45322406499852236 -0.12020700410429565 -0.77938678126543504 0.87393209929792992 0.14164218627008104 -0.5120066501723145 -0.96392789512585431 0.568971149745921 0.78154519217954566 0.13254105889371687 -0.14619520414363518 0.56178590513477267 -0.063938347610539306 0.069136165053503257
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -2 -4 -3 7 -1 -5 10 13 -10 14 -8 -13
right_child=3 2 4 8 -6 -7 9 -9 11 -11 -12 12 -14 -15 -16
leaf_value=-0.059894736464095336 0.014067513056648814 -0.059031498062192406 0.010835706843061609 0.069055021966253155 0.057317991637728209 -0.018131878013200056 -0.057114660686739926 -0.0074590078556338833 0.057767910808324399 -0.063427972020559303 -0.057954092736282173 0.056987494157891699 0.057444974319644238 -0.056981330263809651 0.057112559221476226
leaf_weight=3.0353421494364738 7.0144977346062687 5.8105496317148209 6.7757026627659798 2.7344089001417151 5.010717011988163 3.7687856331467628 2.3970065638422957 2.7284129261970511 3.0039047226309776 2.8803732171654701 2.4331566989421844 2.4741762652993184 2.2513192817568779 2.4696333929896346 2.1787891611456871
leaf_count=23 37 36 37 21 32 22 22 19 26 18 21 23 20 23 20
internal_value=2.78559e-05 -0.022895 -0.00237374 0.043536 0.0305965 -0.0429404 -0.0503946 -0.035073 0.059886 -0.0590692 -0.0573494 0.0573555 0.0571761 -0.057047 0.0570461
internal_weight=56.9668 37.3097 21.3658 19.6571 11.7864 9.57934 15.9439 5.76376 12.6426 10.1802 7.2998 9.90819 6.90428 4.86664 4.65297
internal_count=400 253 127 147 69 58 126 42 110 84 66 89 63 45 43
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=16
num_cat=0
split_feature=0 2 0 0 2 0 1 0 6 3 2 5 2 3 3
split_gain=21.1507 5.98031 7.07656 4.74005 5.64537 1.57318 0.851139 1.5328 0.607419 0.110727 0.0279448 0.0247749 0.000561975 6.8434e-05 9.81433e-06
threshold=1.0000000180025095e-35 -0.24354334106572753 0.64052737143886262 -0.45322406499852236 0.040962988265673565 0.3412426421027232 -0.5120066501723145 -0.96392789512585431 0.23189904395879768 -0.61869813135088714 0.8130174466868455 0.63374236319720778 0.14246942576383154 0.21832907728269665 0.36527026216547537
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 6 -5 -2 7 -1 -4 -3 12 13 14 -11 -8
right_child=1 9 8 4 -6 -7 10 -9 -10 11 -12 -13 -14 -15 -16
leaf_value=-0.059329818588907915 -0.041070461347481352 0.048407264733060451 0.035947023752204016 -0.049705774756807507 0.020405657495189505 0.002320643444050188 -0.056595595007874248 -0.0071194714647460251 0.067120636898745187 0.057050707685777614 -0.063054399532033636 0.062851201669451615 -0.057598613462482295 0.056729570718847204 -0.056739012133156741
leaf_weight=2.914100393652916 4.6090962737798709 3.9620371907949439 4.2912080362439147 4.7885916233062726 7.1703231781721115 3.8202822282910347 2.7770892158150691 2.7159342616796485 2.4575130492448807 3.1157707720994932 2.5480016022920609 2.3493086323142052 2.3507044613361359 3.5480344295501709 2.0911120176315308
leaf_count=23 23 34 28 36 33 20 27 19 18 29 16 19 21 34 20
internal_value=2.60176e-05 0.0304497 0.00914303 -0.0312845 -0.00766838 -0.0214052 -0.0496272 -0.0341435 0.0472987 0.0553738 -0.0585527 0.0584362 -0.0569638 0.0568797 -0.0566572
internal_weight=55.5091 28.1533 15.1781 27.3559 11.9589 8.42938 15.3969 5.63003 6.74872 12.9752 9.76691 9.01311 7.21891 6.66381 4.8682
internal_count=400 205 89 195 69 43 126 42 46 116 84 82 68 63 47
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=17
num_cat=0
split_feature=0 2 0 2 5 2 0 3 5 4 0 0 2 1 0 2
split_gain=19.7162 6.51385 9.23555 3.10339 3.08381 3.44122 2.51106 0.955132 0.545168 0.295066 0.213725 0.0422783 0.0073924 0.00246249 0.000127783 2.50283e-05
threshold=-0.21030415833357849 0.20790311503196821 0.64052737143886262 -1.0047733968851156 1.2581651457733629 1.3011900041942133 -1.0000000180025095e-35 0.7841278908954854 -0.36289411661958276 1.0174021173469345 -0.45322406499852236 0.084030874013074811 0.65882208022695521 -0.61302708985250975 0.4745427785680052 -0.075681726218411891
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 7 -5 10 -4 11 12 -3 13 -1 -13 -15
right_child=1 9 8 6 -6 -7 -8 -9 -10 -11 -12 14 -14 15 -16 -17
leaf_value=-0.058256564622897272 -0.054580299558510126 0.063784719042146956 0.063779144318217948 -0.037214057439448923 0.012166914227815068 0.0086859749496682286 0.015587708145981795 -0.029666690845555434 0.038271821705033182 0.038160662011615117 -0.073879672190256152 0.056793954087200726 -0.060296779301748232 -0.056257618798531264 0.056308848862896055 -0.056493172265901559
leaf_weight=2.7390466555953044 3.9477439373731604 2.9639241248369199 3.5166681110858917 3.4022100418806049 2.578829124569892 2.4476138800382605 6.6581108868122145 2.9587991237640372 5.1809605807065946 2.1217620745301238 2.6513223499059704 2.0889816731214523 2.3449016585946083 2.5649514645338076 3.8768147155642509 2.0125131458044034
leaf_count=23 21 20 28 20 16 13 37 24 39 17 19 20 18 26 39 20
internal_value=2.35467e-05 0.0234392 0.00811605 -0.0170112 -0.0389186 -0.0463536 -0.00226885 -0.0551749 0.0485851 0.0549213 -0.0613046 0.0589037 -0.0578537 -0.0570707 0.0564787 -0.0563612
internal_weight=54.0552 33.7572 22.7057 14.0081 20.298 17.7191 10.0603 15.2715 8.69763 11.0515 12.3127 8.92972 9.66141 7.31651 5.9658 4.57746
internal_count=400 241 145 78 159 143 57 130 67 96 106 79 87 69 59 46
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=17
num_cat=0
split_feature=0 0 2 6 6 2 3 2 1 0 2 2 6 1 2 7
split_gain=18.5951 7.66915 8.60913 2.5065 2.61465 1.96424 1.83625 1.56317 0.889863 1.53338 0.027763 0.00175405 0.000526275 6.13706e-05 5.45652e-05 8.75173e-06
threshold=-0.45322406499852236 0.4849816018735072 -0.01294841022258676 0.6135351799491634 -0.29912267588152747 1.0585327479645563 -0.20315321770515118 -1.0881778922067584 -0.5120066501723145 -0.96392789512585431 0.93111558871347622 -0.47750968599205523 -0.41096764795061874 0.59019947225159863 -0.01294841022258676 -0.19880482936784835
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 4 -2 6 -4 -3 9 -1 12 -9 -10 14 -13 -14
right_child=1 7 5 -5 -6 -7 -8 11 10 -11 -12 13 15 -15 -16 -17
leaf_value=-0.058509158121609534 -0.013852467586346812 0.019705954265299992 0.046699480199058549 0.0025663059033939725 -0.071195809351171604 0.064011772325898761 -0.0019520745385510506 0.057570177186999284 -0.056875096306162609 -0.0049295862697266851 -0.062870239778808151 0.05627154675784294 -0.056055852562128985 0.056389251760741166 0.055949870719137179 -0.055912947477934995
leaf_weight=2.7129210755228996 3.6725061833858446 3.9338131099939337 3.3448430895805359 4.2640694156289092 4.3335333243012455 3.3740347996354103 4.6159233152866381 3.0388758182525626 2.6954406052827826 2.629719339311122 2.1119794547557831 2.0772677436470977 2.1140157356858245 2.0028652995824814 3.608231358230114 2.1722485423088074
leaf_count=23 24 19 22 24 27 25 26 28 26 19 13 21 22 20 38 23
internal_value=2.18459e-05 0.018264 0.000623174 -0.0283991 -0.0448914 0.0320402 0.0184897 0.0466665 -0.0483321 -0.0321366 -0.0578472 0.0565532 -0.0563277 0.0561512 0.0560674 -0.0559834
internal_weight=52.7023 38.266 23.6049 12.2701 8.00604 11.3348 7.96077 14.6611 14.4363 5.34264 9.09368 10.7272 6.9817 7.68836 5.6855 4.28626
internal_count=400 274 148 75 51 73 48 126 126 42 84 107 71 79 59 45
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=18
num_cat=0
split_feature=0 2 0 2 2 1 3 4 2 3 4 0 0 0 2 2 1
split_gain=17.4659 6.91528 8.22515 3.82704 2.08515 1.68601 1.29234 1.00176 1.21471 0.813328 0.78077 0.179786 0.163691 0.00511624 0.00184422 8.19648e-05 6.88784e-06
threshold=0.3412426421027232 1.0000000180025095e-35 -0.45322406499852236 -1.185093810371838 1.0585327479645563 -0.43094900101719152 1.4346871290227503 0.27316816033421937 -0.56675926494167395 -0.049275336692837825 0.9524999682699038 0.17743604930595128 0.568971149745921 -0.54631781639850163 -0.50942410763377921 -0.045901879914774089 0.29231920548758616
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -2 9 -3 7 11 -9 -4 12 13 -5 -1 -14 -16 -17
right_child=3 2 4 10 -6 -7 -8 8 -10 -11 -12 -13 14 -15 15 16 -18
leaf_value=-0.056111180308850817 0.00044273434687602125 -0.0097113907897517261 0.032863634476800928 0.07040472718604672 0.063687863644605811 -0.058800416285196569 -0.014720029116858033 -0.058730014859551899 -0.0098025829986660516 -0.00062646086566713673 0.028456262863496264 -0.073494194314214764 0.057501238144571268 -0.059203238814244101 0.056044048596631181 0.055582824602504501 0.055715682531548454
leaf_weight=3.1591230407357216 4.4611143916845348 2.8464445248246193 3.3275126889348039 2.7410091087222082 3.075793169438839 4.5374879762530353 2.9143716171383849 2.5243538841605186 2.54998805373907 3.9828124493360493 2.4274558722972861 2.5489192008972168 2.1099439933896065 2.3204817250370997 1.9193290174007414 2.0778383687138562 1.8389240652322767
leaf_count=33 21 20 20 21 23 39 21 22 21 22 22 13 20 19 20 23 20
internal_value=2.04059e-05 -0.0210086 0.000467115 0.0404465 0.0291495 -0.039877 -0.0448345 -0.0515326 -0.0341427 0.0146176 0.0540544 -0.0625237 0.0598688 -0.0574206 0.0562344 0.0557764 0.0556452
internal_weight=51.3629 33.7873 17.7701 17.5756 10.3861 7.38393 16.0172 13.1029 5.07434 7.31033 13.1145 8.02852 10.687 5.4796 7.94604 5.83609 3.91676
internal_count=400 253 124 147 65 59 129 108 43 42 126 65 104 52 83 63 43
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=17
num_cat=0
split_feature=0 2 2 0 0 2 5 3 2 0 2 1 2 5 4 2
split_gain=16.3796 5.27513 4.20693 4.37228 2.75743 3.93661 1.64718 0.339894 0.00659893 0.00550001 0.002731 0.00131592 0.000354918 7.16088e-05 6.13584e-05 1.8932e-05
threshold=1.0000000180025095e-35 -1.3156371387717478 0.040962988265673565 -0.45322406499852236 0.4849816018735072 -0.12020700410429565 0.36640181667927429 1.4346871290227503 -0.6787086112894235 -0.28914183787250597 0.90915099890615203 -0.55585952583243003 -0.29890586847546091 -0.46169970432017698 0.7394475102362571 0.36035054490468982
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 6 5 -3 -4 9 -6 11 -7 -1 -10 -13 15 -14
right_child=1 4 3 -5 8 10 -8 -9 12 -11 -12 13 14 -15 -16 -17
leaf_value=-0.057038599183190125 -0.020763792114639603 -0.0066097959802180143 -0.058799397117206921 0.017317369259493488 0.058684738877693869 0.058204404898388511 -0.0096706871468014918 -0.034025040620469418 0.05626589282476363 -0.05894911350482214 0.05563395762634097 -0.055776758407980478 0.055505244491458508 -0.055363905301738528 0.055743242752118949 0.055305482613873892
leaf_weight=2.2320786565542212 4.5125774443149593 5.829909160733223 4.1511484682559967 6.9328423887491208 2.3122445270419147 2.2675821334123629 2.8966337591409683 2.0214281082153311 1.9511607661843315 2.1926530823111561 1.8984915763139723 1.8425014913082112 2.3199209421873022 2.4428090378642091 1.8399306759238241 2.4267823323607445
leaf_count=21 21 29 36 33 20 20 22 17 20 18 21 20 26 28 20 28
internal_value=1.986e-05 0.0282505 -0.0289494 -0.010875 0.0388608 0.0199149 -0.0386075 -0.0524962 0.0563153 -0.0567829 0.057033 -0.0560542 0.0556736 -0.0555414 0.0554981 0.0554031
internal_weight=50.0707 25.3586 24.7121 13.9806 20.846 9.99598 7.04778 10.7315 10.85 8.71004 4.16607 6.51739 8.53779 4.28531 6.58663 4.7467
internal_count=400 205 195 91 184 70 58 104 114 87 41 69 94 48 74 54
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=16
num_cat=0
split_feature=0 2 0 2 2 1 0 3 4 0 1 2 3 2 1
split_gain=15.3446 6.11877 7.02609 4.20891 2.05482 1.67342 1.29968 0.737881 0.706648 0.152301 0.00228371 0.00191464 0.000123174 5.86954e-05 4.984e-06
threshold=0.3412426421027232 1.0000000180025095e-35 -0.45322406499852236 -1.2467557139116872 1.0585327479645563 -0.43094900101719152 -0.13826557868545772 -0.049275336692837825 0.9524999682699038 0.568971149745921 -0.28784603601447584 -0.50942410763377921 0.50993506436360292 -0.045901879914774089 0.29231920548758616
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 -2 7 -3 10 -4 9 -5 -1 -11 -12 -13 -15
right_child=3 2 4 8 -6 -7 -8 -9 -10 11 12 13 -14 14 -16
leaf_value=-0.057031220651563297 -0.0055290722873570074 -0.0079363784898380443 0.030550106652639176 0.069756989971387504 0.062739390367518272 -0.057951715841539311 -0.026568551389071129 -0.0016688991597173051 0.029971923687892362 0.056957563009176593 -0.055176543167249459 0.055404804505057581 -0.055697829039249483 0.054996406122286873 0.055114598877135296
leaf_weight=3.8442902490496609 4.0099101513624218 2.7722900807857513 3.2283234000206003 2.5883116498589498 2.8906548693776131 4.2152643203735378 6.5848437100648871 3.9530528634786579 2.5813390091061583 2.076067678630352 2.7926802188158044 1.7560878247022627 1.9070303142070768 1.8994444161653521 1.6815777346491811
leaf_count=37 18 20 20 21 23 39 38 22 24 21 33 20 21 23 20
internal_value=2.12243e-05 -0.0201128 0.000416338 0.0390794 0.0271431 -0.0381083 -0.0432619 0.0128149 0.0532953 0.059315 -0.0561274 0.0556692 -0.0553881 0.055168 0.0550519
internal_weight=48.7812 32.1884 17.0596 16.5927 10.072 6.98755 15.1288 7.18138 12.5828 10.0015 8.544 7.41318 4.69971 5.33711 3.58102
internal_count=400 253 124 147 65 59 129 42 129 105 91 84 54 63 43
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=19
num_cat=0
split_feature=0 2 0 5 2 2 0 3 0 7 7 4 0 0 2 1 0 2
split_gain=14.3293 5.36073 7.22199 3.21164 3.18862 2.81168 2.89672 1.07383 0.612378 0.586336 0.422946 0.332751 0.255392 0.0316293 0.00524771 0.00236073 0.000153008 2.07204e-05
threshold=-0.21030415833357849 0.20790311503196821 0.64052737143886262 1.3405076546244128 1.3011900041942133 -1.0881778922067584 0.27643413542638351 0.7841278908954854 0.9768162435890072 0.14164218627008104 1.0000000180025095e-35 1.0174021173469345 -0.45322406499852236 0.084030874013074811 0.69169160816528719 -0.61302708985250975 0.4745427785680052 -0.075681726218411891
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 4 7 -2 9 12 -4 -7 -10 13 14 -3 15 -1 -15 -17
right_child=1 11 8 -5 -6 6 -8 -9 10 -11 -12 -13 -14 16 -16 17 -18 -19
leaf_value=-0.056845040717758359 -0.05776025125239153 0.061824921104188441 0.026024402778846441 0.019481181506577565 0.011462315731038338 -0.036446597295433571 0.036866719001131948 -0.024716661487768739 0.067849840472774578 -0.0071997852185863688 0.038105389623073894 0.033775579639843352 -0.075021659081305384 0.05535747158383119 -0.058634618885492651 -0.054744797777890319 0.054769714390341645 -0.054980339970958185
leaf_weight=2.4537355080246908 3.0408778563141849 2.596648655831812 2.5977081730961791 2.2881856113672248 2.2147103995084754 3.2568185478448886 3.1463738232851028 2.6116868928074828 2.991918072104454 3.616744302213192 1.9900558516383169 1.8700838312506673 2.3614285588264492 1.7234281450510023 1.9100220426917074 2.0531284287571889 3.0972148329019547 1.7124391421675702
leaf_count=24 17 20 24 15 13 20 21 24 24 20 19 17 19 20 17 26 39 21
internal_value=2.14115e-05 0.021077 0.00688218 -0.0357717 -0.0440258 -0.0156487 -0.00286861 -0.0534049 0.045706 -0.0210575 0.0559684 0.052624 -0.0605469 0.0573762 -0.0563423 -0.0556383 0.0549798 -0.0548519
internal_weight=47.5332 29.9279 20.6405 17.6053 15.3172 13.0608 10.0199 13.1024 7.57968 6.87356 4.98197 9.28738 10.4908 7.41729 8.12933 6.2193 4.82064 3.76557
internal_count=400 241 145 159 144 78 61 131 67 40 43 96 107 79 88 71 59 47
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=17
num_cat=0
split_feature=0 0 2 2 0 0 5 2 2 4 2 2 1 6 2 7
split_gain=13.548 6.11351 6.90298 2.4552 2.42007 1.83566 0.971153 1.69614 0.753628 0.453575 0.967509 0.0156239 0.000647261 8.10138e-05 6.65247e-05 2.25731e-06
threshold=-0.45322406499852236 0.64052737143886262 -0.56675926494167395 0.87393209929792992 1.0000000180025095e-35 0.27643413542638351 0.36640181667927429 0.3759221075536438 -0.01294841022258676 0.9524999682699038 -0.71771994328722288 0.90034250013639905 -0.55585952583243003 -0.15057715809162478 -0.1338411407387837 0.22537576528552591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 5 4 -4 -2 11 -8 -6 10 -3 12 -1 -14 -12 -16
right_child=1 9 3 -5 8 -7 7 -9 -10 -11 14 -13 13 -15 15 -17
leaf_value=-0.055894123602794214 -0.059709618612676499 0.018149435617696132 -0.013516534962291557 0.051943709645657338 0.017745574646865298 -0.011237682111857307 -0.055867436809517237 0.0036100831974051947 0.056550384154551242 0.065320264752724025 0.054934552033958195 -0.060466058675392766 -0.054997073381378631 -0.05453244867913442 0.05451057656476678 0.054592514377094059
leaf_weight=1.8570763543248174 4.0576612800359717 2.8186526522040367 5.8975618630647677 4.5757289230823508 3.1349234059452975 3.7660953775048256 2.5215079411864281 2.2847828418016434 2.0822598710656202 2.7182297557592392 1.7144865170121191 1.8151704818010328 1.7881686985492704 1.9737815037369713 1.6689913347363456 1.69338171929121
leaf_count=20 33 20 34 39 18 20 28 17 22 23 21 13 22 26 22 22
internal_value=1.96129e-05 0.0162057 0.00198798 0.0211179 0.00842745 -0.0363768 -0.0451091 -0.0275934 0.0332332 0.0477043 0.0416395 -0.0564331 -0.0551303 -0.0547533 0.0546811 0.0545518
internal_weight=46.3685 34.128 23.5142 15.6905 11.1147 7.82376 12.2405 4.80629 5.21718 10.6137 7.89551 7.4342 5.61903 3.76195 5.07686 3.36237
internal_count=400 274 166 113 74 53 126 45 40 108 85 81 68 48 65 44
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=17
num_cat=0
split_feature=0 0 2 2 0 0 1 2 2 6 6 4 2 2 2 3
split_gain=12.6541 5.75328 6.36618 2.32652 2.22454 1.79823 0.995572 1.76444 0.751729 0.450455 1.80893 0.0461907 0.0361516 0.0140695 0.000287781 3.30998e-05
threshold=-0.45322406499852236 0.64052737143886262 -0.56675926494167395 0.87393209929792992 1.0000000180025095e-35 0.27643413542638351 -0.5120066501723145 0.3759221075536438 -0.01294841022258676 -0.34790404838719352 0.20884847209793483 0.602898276766071 -0.14619520414363518 0.93111558871347622 0.14246942576383154 0.36527026216547537
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 5 4 -4 -2 7 -1 -6 11 -11 -3 -12 14 15 -8
right_child=1 9 3 -5 8 -7 13 -9 -10 10 12 -13 -14 -15 -16 -17
leaf_value=-0.055881765621086633 -0.059164513450105753 0.055461665427230793 -0.012878577148346677 0.051016834809990898 0.016903467597526475 -0.010690831415794095 -0.054309900107171252 0.0063027701750225824 0.056198548223513722 0.0044822436203263922 0.064341775275811849 0.066311040624658854 0.054469249604911889 -0.059842620631761267 -0.05520179998474644 -0.054619401698678828
leaf_weight=2.3877144455909729 3.8944255262613288 2.4625157564878464 5.8806632012128848 4.4296438768506041 3.1267590448260272 3.7609346807003021 1.9649576023221 2.1842406913638115 1.9927931576967273 2.4017492085695249 2.1149349361658101 1.6306812316179273 1.6512698605656622 1.7729385271668432 1.9651288092136381 1.5415766388177869
leaf_count=26 33 30 34 39 18 20 27 16 22 22 20 14 22 13 24 20
internal_value=1.80875e-05 0.015773 0.00192667 0.0204212 0.0081008 -0.0353503 -0.0444423 -0.0261733 0.0321991 0.046924 0.0383899 0.0597839 0.0600132 -0.0559717 -0.0547174 -0.054446
internal_weight=45.1629 33.3464 23.0852 15.4299 11.0002 7.65536 11.8166 4.57196 5.11955 10.2612 6.16795 4.0932 3.7662 7.2446 5.47166 3.50653
internal_count=400 274 166 113 74 53 126 42 40 108 64 44 42 84 71 47
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=18
num_cat=0
split_feature=0 0 2 5 6 0 0 6 1 0 2 2 2 2 4 3 2
split_gain=11.8187 5.40744 5.87001 2.31882 4.27221 2.92277 1.76108 1.3125 0.9936 1.77881 0.564533 0.0118604 0.000245762 6.7818e-05 3.82385e-05 2.81079e-05 9.93486e-06
threshold=-0.45322406499852236 0.64052737143886262 -0.56675926494167395 -0.26130924330253597 0.6135351799491634 -1.0000000180025095e-35 0.27643413542638351 -0.13637910428500064 -0.5120066501723145 -0.96392789512585431 -1.0430373911764508 0.93111558871347622 0.14246942576383154 -0.46318823423297656 0.73598833057450219 0.36527026216547537 0.20790311503196821
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 6 7 5 -5 -2 -4 9 -1 -3 12 15 -12 16 -10 -15
right_child=1 10 3 4 -6 -7 -8 -9 11 -11 13 -13 -14 14 -16 -17 -18
leaf_value=-0.056972861504091324 -0.058653854499250459 0.028922756726227475 0.069078908854815838 -0.053478290168997404 0.043534587643868819 0.017406345655350399 -0.010170110703417145 0.016267135662616419 -0.054082235036231524 0.0060629134752149278 0.054637786615160361 -0.05927244778180385 -0.054925037023766644 0.054286514549502778 0.05449160515878685 -0.054374042554381857 0.054112681883466955
leaf_weight=2.2363256588578224 3.7359261512756339 3.2250488176941872 2.9499705620110035 3.2381189167499507 4.3930890783667564 2.6396844759583526 3.7559539377689362 1.9568814449012268 1.8767947629094108 2.2403400838375092 1.8542883172631262 1.7022821232676504 1.87846914678812 1.4523045122623428 1.5048709064722059 1.472842641174793 1.8936640620231626
leaf_count=23 33 17 22 18 30 25 20 18 27 19 24 13 24 20 20 20 27
internal_value=1.67782e-05 0.0153444 0.00186674 0.0197423 0.00623408 -0.0216444 -0.0343472 0.0480173 -0.0437875 -0.0254267 0.0461126 -0.0556475 -0.0544673 0.0543806 0.0542823 -0.0542105 0.0541881
internal_weight=44.0069 32.5998 22.6696 15.1777 10.2709 5.8778 7.49188 4.90685 11.4071 4.47667 9.93018 6.93039 5.22811 6.70513 4.85084 3.34964 3.34597
internal_count=400 274 166 113 73 43 53 40 126 42 108 84 71 91 67 47 47
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=17
num_cat=0
split_feature=0 0 2 5 2 4 0 5 2 2 2 1 2 6 4 2
split_gain=11.0273 5.09864 5.40081 2.63243 2.7522 2.30556 1.72413 1.02181 2.12534 0.592778 0.0102902 0.000678457 5.76429e-05 5.09104e-05 3.25162e-05 8.44321e-06
threshold=-0.45322406499852236 0.64052737143886262 -0.56675926494167395 -0.7041734882712708 0.20790311503196821 -0.23647753557079046 0.27643413542638351 0.36640181667927429 0.42458414430055186 -1.0430373911764508 0.90034250013639905 -0.55585952583243003 -0.46318823423297656 -0.15057715809162478 0.73598833057450219 0.20790311503196821
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 6 -4 -5 -6 -2 10 -9 -3 11 -1 -11 -13 15 -14
right_child=1 9 3 4 5 -7 -8 8 -10 12 -12 13 14 -15 -16 -17
leaf_value=-0.055268785263224186 -0.05817504670920165 0.027772458722213129 0.059522803635686218 -0.01742121208991692 0.063946748363613151 0.0030606779465164142 -0.0096742995550235106 -0.055384627013524902 0.014409045952794713 0.054391449101241156 -0.059037410425636871 -0.054242556087410437 0.054060073848954275 -0.053848031937287703 0.054253605828189715 0.053896093157180525
leaf_weight=1.6911361366510389 3.5822297111153629 3.1915640458464622 3.1618315987288979 5.5658857151865941 2.8641381934285164 3.4011891111731529 3.751151978969574 2.4666745588183403 1.9555242136120794 1.7716399133205412 1.6262801289558408 1.5601255074143408 1.3871149644255623 1.7183505780994877 1.4375982061028478 1.8083647042512891
leaf_count=20 33 17 22 37 26 28 20 30 15 24 13 22 20 26 20 27
internal_value=1.13313e-05 0.0148972 0.00179665 0.0189954 0.00816466 0.0308942 -0.0333661 -0.0431175 -0.0245214 0.0453765 -0.0555851 -0.0544554 0.0541489 -0.0540358 0.0540561 0.0539673
internal_weight=42.9408 31.9227 22.3264 14.993 11.8312 6.26533 7.33338 11.0181 4.4222 9.59628 6.59589 4.96961 6.40472 3.27848 4.63308 3.19548
internal_count=400 274 166 113 91 54 53 126 45 108 81 68 91 48 67 47
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=19
num_cat=0
split_feature=0 2 0 5 2 1 7 3 3 2 4 0 0 1 2 2 0 5
split_gain=10.3051 4.41996 4.99968 3.00175 2.91817 1.90986 2.06395 1.2176 1.13271 0.929241 0.365776 0.235468 0.0202923 0.00423339 0.00182418 0.001136 9.56249e-05 2.14111e-05
threshold=-0.21030415833357849 0.20790311503196821 0.64052737143886262 1.3405076546244128 1.3011900041942133 0.68055439479605717 0.28204757011035281 0.16735303305813368 0.7841278908954854 -1.3156371387717478 1.0174021173469345 -0.45322406499852236 0.084030874013074811 -0.76671628728565366 -0.6712228259736599 0.55109949395609326 0.4745427785680052 -0.31422543974054501
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 4 8 6 7 -2 11 -4 12 13 -3 -1 -11 17 -14 -15
right_child=1 10 9 -5 -6 -7 -8 -9 -10 14 -12 -13 16 15 -16 -17 -18 -19
leaf_value=-0.056909599173602665 0.00087358157033381198 0.05983788854711402 0.015532568621472221 0.02216679118072112 0.014162468005060231 -0.04869833027681135 0.029948887263805152 -0.04381216522895421 -0.020399913978711919 0.056049045473773998 0.029362240243730433 -0.07422408441296971 0.054206709826322232 -0.053861123526786896 0.053943332448958103 -0.055491746967731972 0.053691392750591975 -0.053596800906642553
leaf_weight=2.304133623838422 3.386907868087297 2.2520709633827201 2.3330864459276199 2.1394116356968871 1.9841734543442715 2.8856603279709807 3.2622233703732491 2.7721789628267288 2.3006203025579444 1.7476688995957372 1.6210340335965154 2.1400287374854097 1.4090018868446352 1.6420589983463258 2.4994629248976699 1.3186239302158353 2.4932458512485027 1.4362688548862963
leaf_count=24 23 20 10 15 13 15 20 20 24 20 17 19 20 25 37 16 39 23
internal_value=7.81214e-06 0.0187641 0.00570228 -0.0327522 -0.0417035 -0.0131083 -0.00220739 -0.0192393 -0.0516523 0.0408837 0.0504928 -0.0597848 0.0560586 -0.0551735 0.0548098 -0.0542638 0.0538775 -0.0537378
internal_weight=41.9279 26.6625 18.8872 15.2653 13.1259 12.307 9.42131 6.15909 11.1417 6.58022 7.77535 8.84111 6.15432 6.70109 4.24713 4.39695 3.90225 3.07833
internal_count=400 241 145 159 144 78 63 43 131 67 96 107 79 88 57 64 59 48
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=18
num_cat=0
split_feature=0 2 0 2 1 3 2 4 0 4 0 0 2 0 2 2 7
split_gain=9.78331 4.32028 4.29628 4.19603 1.91153 1.44746 1.44064 1.14483 1.49969 0.832869 0.179987 0.143566 0.00442302 0.00389049 0.00183889 7.17909e-05 1.64194e-06
threshold=0.3412426421027232 -1.0000000180025095e-35 -0.45322406499852236 -1.2467557139116872 -0.47187133664617958 1.4346871290227503 0.64762424009241748 0.27316816033421937 -0.25954698471528537 0.9524999682699038 0.54527747333166887 0.17743604930595128 0.8130174466868455 -0.42555127563681877 -0.50942410763377921 -0.075681726218411891 0.22537576528552591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 -2 -3 7 -4 11 -9 10 -5 13 -6 -1 -12 -16 -17
right_child=3 2 6 9 12 -7 -8 8 -10 -11 14 -13 -14 -15 15 16 -18
leaf_value=-0.053818833452009884 -0.010396892060463141 0.0023069052522374073 0.0035417856437484786 0.071278895481293472 -0.054324985422789254 -0.0044219058238152914 0.04383901736065525 -0.054279131869802814 0.0075977135754804791 0.023287908040875077 0.055625234860704448 -0.070946054180087231 -0.057908247216368496 -0.057087722816516889 0.053948213949505899 0.053465005631811627 0.053541431579280555
leaf_weight=2.3915843516588189 3.8016363382339469 2.3488319292664528 4.6297474503517133 2.1051558777689916 1.6669200100004684 2.4386519864201555 4.2575025521218777 2.1729406155645852 1.7825153470039365 2.0937672406435013 1.6385732069611538 2.2528506219387054 1.7816833108663557 1.4694856889545924 1.3406373411416996 1.3930352628231069 1.4182897023856638
leaf_count=37 18 19 29 18 24 21 36 31 12 24 21 13 16 15 20 23 23
internal_value=7.00544e-06 -0.0173902 0.00100317 0.0343101 -0.0324818 -0.0389844 0.0228465 -0.047355 -0.0263945 0.0513241 0.0587586 -0.0609155 -0.0561762 -0.0550629 0.0542069 0.0536471 0.0535036
internal_weight=40.9838 27.1927 14.6847 13.7911 5.79744 12.508 8.88725 10.0694 3.95546 9.98946 7.89569 6.11392 3.4486 3.86107 5.79054 4.15196 2.81132
internal_count=400 253 124 147 59 129 65 108 43 129 105 65 40 52 87 66 46
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=18
num_cat=0
split_feature=0 0 2 2 0 7 0 5 2 2 6 2 1 4 3 2 7
split_gain=9.15848 4.39048 5.24125 2.57617 3.00202 3.27777 1.18899 1.05252 2.06012 0.683029 0.439509 0.00813779 0.000502078 0.00021616 5.5563e-05 5.30057e-05 9.11849e-07
threshold=-0.45322406499852236 0.64052737143886262 -1.185093810371838 0.64762424009241748 0.3412426421027232 0.14164218627008104 -1.0000000180025095e-35 0.36640181667927429 0.42458414430055186 -1.1454787048161139 0.6135351799491634 0.90034250013639905 -0.55585952583243003 0.86596875543263618 0.16735303305813368 -0.14619520414363518 0.22537576528552591
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 4 5 6 -4 11 -9 -3 -5 12 -1 15 -14 -11 -17
right_child=1 9 3 10 -6 -7 -8 8 -10 13 -12 -13 14 -15 -16 16 -18
leaf_value=-0.054612599035171121 -0.064015086652083664 0.023998244222462439 -0.059980553678245611 0.030928510050678738 0.043996979897865662 0.016117820398693163 -0.01387271988528193 -0.054802991130805369 0.01599363942177337 0.053667759922106567 0.062613968851382804 -0.058143735219340298 -0.053283316177985145 0.054193168722999042 -0.053723662996790614 0.05328934432328436 0.053348960953275119
leaf_weight=1.5097414851188657 2.6640279591083553 2.9246385395526886 3.0060829035937813 2.7260426431894293 3.0808145031332961 5.3598467037081718 2.6140603050589588 2.2205271385610104 1.912647873163223 1.9006115607917307 1.8285330608487127 1.4961331859230993 1.548749048262833 1.3329600691795347 1.3328929916024206 1.2731401883065685 1.2926016487181184
leaf_count=20 21 15 23 27 26 35 18 30 15 30 16 13 27 19 21 22 22
internal_value=4.66133e-06 0.0138271 0.00158045 0.0109678 0.000381553 -0.0118563 -0.0385347 -0.0413817 -0.0220415 0.0436991 0.0436493 -0.054959 -0.053874 0.0536344 -0.053487 0.0534676 0.0533194
internal_weight=40.0241 30.0034 21.2794 18.6154 14.0608 10.98 5.62014 10.0207 4.13318 8.72395 4.55458 5.88752 4.39138 5.79931 2.88164 4.46635 2.56574
internal_count=400 274 166 145 102 76 41 126 45 108 43 81 68 93 48 74 44
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=17
num_cat=0
split_feature=0 0 2 2 0 7 1 2 0 2 2 2 2 3 4 2
split_gain=8.5469 4.13419 4.90328 2.42136 2.58812 2.88608 1.07484 1.92135 0.893577 0.80987 0.00748297 0.000394544 0.000219367 5.45449e-05 4.38091e-05 1.7881e-05
threshold=-0.45322406499852236 0.64052737143886262 -1.185093810371838 0.87393209929792992 0.3412426421027232 0.14164218627008104 -0.5120066501723145 0.42458414430055186 -1.0000000180025095e-35 -1.2112645323237583 0.93111558871347622 -0.60141550002630473 0.33133133658910124 0.16735303305813368 0.7394475102362571 -0.075681726218411891
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 4 5 8 7 -1 -4 -3 12 -11 13 -8 15 -13
right_child=1 9 3 -5 -6 -7 10 -9 -10 11 -12 14 -14 -15 -16 -17
leaf_value=-0.05472749553954051 -0.063255744341607009 0.020321306428262423 -0.04987573791119157 0.046669974081962454 0.042737997171965386 0.01684497734284917 -0.053126740401064534 0.014948228774151693 -0.011351560635718606 0.054312015399686081 -0.057686163376940026 0.053393654510827962 -0.054144102813047656 -0.053544955535327093 0.053591652757846657 0.05314745928661118
leaf_weight=2.0273868851363663 2.5637490674853352 2.6874807998538017 3.4252083450555828 3.7057572677731505 3.0146951042115679 5.5571763589978218 1.5955524817109092 1.932584762573242 2.685328587889674 1.3719875514507291 1.469668000936508 1.1870359703898428 1.1302499361336229 1.524624705314636 1.2412728480994699 1.9475559480488285
leaf_count=27 21 13 25 39 26 36 29 15 19 20 13 20 17 25 20 35
internal_value=1.43849e-07 0.0134225 0.00152305 0.0105548 0.00143948 -0.0092312 -0.040748 -0.0207237 -0.032946 0.0429785 -0.0546107 0.0535722 -0.0535473 -0.0533311 0.0533402 0.0532407
internal_weight=39.0673 29.3872 20.9519 18.3882 14.6824 11.6677 9.68007 3.95997 6.11054 8.43533 5.7201 5.74785 4.25043 3.12018 4.37586 3.13459
internal_count=400 274 166 145 106 80 126 42 44 108 84 95 71 54 75 55
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=17
num_cat=0
split_feature=0 0 2 6 5 0 2 5 2 2 2 2 1 3 4 2
split_gain=7.97507 3.89388 4.58955 2.35442 2.43625 2.63646 3.66693 1.06919 1.93623 0.902176 0.00639249 0.000677884 0.000458954 4.0568e-05 3.73502e-05 1.52434e-05
threshold=-0.45322406499852236 0.64052737143886262 -1.185093810371838 1.0362520210430652 -0.94876361658861397 0.27643413542638351 0.20790311503196821 0.36640181667927429 0.42458414430055186 -1.2467557139116872 0.90034250013639905 -0.60141550002630473 -0.55585952583243003 0.16735303305813368 0.7394475102362571 -0.075681726218411891
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 4 -4 6 -6 10 -9 -3 12 -11 -1 -14 15 -13
right_child=1 9 3 -5 5 -7 -8 8 -10 11 -12 14 13 -15 -16 -17
leaf_value=-0.054253868775236372 -0.062542166188053416 0.017611936312782302 0.0390144043543523 0.050034952101255463 -0.050516156365825238 0.033554420673195931 0.014276769989312647 -0.054313407017899475 0.015848168688940428 0.054427907899549405 -0.057459064122382088 0.053217274227268997 -0.05295130197570122 -0.053345606758085445 0.053404418571961959 0.052984572036748279
leaf_weight=1.4038867726922033 2.4658315032720592 2.5489660874009132 3.4390082769095924 3.0744533948600283 4.9958529211580771 2.7865039967000476 3.8793131187558174 2.0277906432747845 1.9090983420610426 1.43075929954648 1.3878231197595594 1.1327913142740724 1.4095189310610279 1.2142797820270059 1.1847702264785764 1.8581238351762279
leaf_count=20 21 12 23 26 39 28 29 30 15 21 13 20 27 21 20 35
internal_value=-3.51074e-06 0.0130248 0.00146771 0.010152 0.00203191 -0.00887417 -0.0221953 -0.0401183 -0.0202903 0.0422754 -0.0545326 0.0534887 -0.0535242 -0.0531338 0.0531668 0.0530727
internal_weight=38.1488 28.7964 20.641 18.1751 15.1007 11.6617 8.87517 9.3524 3.93689 8.15541 5.41551 5.60644 4.02769 2.6238 4.17569 2.99092
internal_count=400 274 166 145 119 96 68 126 45 108 81 96 68 48 75 55
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=20
num_cat=0
split_feature=0 2 0 2 0 5 2 4 3 4 7 4 0 0 2 1 0 7 7
split_gain=7.44324 3.80918 4.07523 3.97302 3.47754 2.67458 2.66817 1.57288 1.26263 0.670449 0.497219 0.407596 0.236493 0.0179845 0.00401512 0.000465021 0.000244993 2.48741e-06 2.21572e-06
threshold=-0.21030415833357849 0.20790311503196821 0.9768162435890072 -1.2467557139116872 0.3412426421027232 1.3405076546244128 1.3011900041942133 -0.16302057088359342 0.7841278908954854 -0.18769933730425417 0.054264262103119243 1.0174021173469345 -0.45322406499852236 0.063562287908721496 0.3759221075536438 -0.57463010522669655 0.43528521979289553 1.0000000180025095e-35 0.29337761671186285
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 7 6 8 -5 12 -6 -4 13 14 -3 15 -1 -15 -17 -18
right_child=1 11 10 4 9 -7 -8 -9 -10 -11 -12 -13 -14 16 -16 17 18 -19 -20
leaf_value=-0.05399330184892194 -0.063212289493334003 0.059314831905678406 0.064444361332425093 -0.03884373720050234 0.060631067368626827 0.023086623312658653 0.016619757253458999 0.0082650469115213791 -0.015305190136295003 0.017600102048454594 0.02694853531875507 0.025361702505955076 -0.074686091534800422 0.053731730543378708 -0.056027565172373964 -0.052844688514168764 0.052792490896980605 -0.052734305292859524 0.052895672109915429
leaf_weight=1.3194538243114928 2.6653218716383007 1.8599353954195965 2.3452139459550376 3.6150740906596193 2.2871268019080166 2.0117526277899733 1.7832380086183537 3.475174956023694 2.0511540658771992 1.4981260038912294 1.4191658198833463 1.4461256340146063 1.9279076792299754 1.2488629780709746 2.1524540036916733 1.0104476585984228 1.0004703588783743 1.0312222018837927 1.0840865783393381
leaf_count=20 17 18 25 23 24 15 13 22 24 16 18 17 19 20 27 20 20 21 21
internal_value=-1.11874e-05 0.0166425 0.00428985 -0.00850343 0.00490438 -0.0300216 -0.0394967 -0.0157541 -0.0500385 0.0436003 0.0503085 0.0488385 -0.0596123 0.0553758 -0.0543415 -0.0532617 0.0531779 -0.0527889 0.0528462
internal_weight=37.2323 23.9447 17.3052 13.5408 10.8755 13.2876 11.2759 7.09025 9.49264 3.78525 3.76438 6.63948 7.44149 5.19336 5.51358 3.36112 3.33342 2.04167 2.08456
internal_count=400 241 145 102 85 159 144 45 131 40 43 96 107 79 88 61 61 41 41
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=17
num_cat=0
split_feature=0 0 2 0 2 7 1 0 4 0 1 2 0 2 2 3
split_gain=7.06818 3.47008 5.68164 2.78455 2.87057 2.69962 1.127 1.0865 0.65264 0.491545 0.395918 0.0540292 0.0264812 0.00624877 0.000302423 4.63524e-05
threshold=-0.45322406499852236 0.9768162435890072 -1.2467557139116872 0.3412426421027232 0.64762424009241748 0.14164218627008104 -0.5120066501723145 -1.0000000180025095e-35 0.73598833057450219 -0.84782308288457153 -0.55585952583243003 -0.47750968599205523 0.5187123778370254 0.94730050236625762 0.36035054490468982 0.16735303305813368
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 4 5 7 9 -4 12 -1 -3 -12 -5 14 15 -8
right_child=1 10 3 8 -6 -7 13 -9 -10 -11 11 -13 -14 -15 -16 -17
leaf_value=-0.033848487320932173 -0.060584792070179173 0.030969740422336002 -0.057237816439106408 0.06255994307769959 0.040108787029013035 0.014609101153301114 -0.052691983537229606 -0.012202803691253263 0.018439827889778444 0.0030476133222820125 0.066012367909339925 0.052900991484908955 0.05376883118095719 -0.057193477352084535 -0.053884331172444601 -0.053099746944587238
leaf_weight=2.0876771882176404 2.9484769180417087 1.730486251413822 2.7910458706319368 1.4213227517902844 3.777921810746192 5.3311346285045147 1.4390669241547573 2.5747625455260295 1.5523602999746797 1.5903551205992696 1.9005107767879961 1.3395265713334077 2.1560832783579826 1.2816768661141393 1.0517979227006433 1.3514469377696512
leaf_count=25 23 26 23 14 36 36 30 18 17 17 17 26 38 12 17 25
internal_value=-1.08707e-05 0.0124617 0.00412709 0.0138596 0.0026417 -0.0105908 -0.0390121 -0.0356279 0.0455134 -0.0178949 0.0502788 0.0605917 0.0572616 -0.0541703 -0.0531618 -0.0528895
internal_weight=36.3257 27.5236 22.5531 19.6046 14.4749 10.6969 8.80202 5.36581 5.12977 3.67803 4.97052 3.24004 3.57741 5.12399 3.84231 2.79051
internal_count=400 274 205 182 113 77 126 41 69 42 69 43 52 84 72 55
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=17
num_cat=0
split_feature=0 0 2 5 0 0 3 2 1 0 2 2 2 4 3 2
split_gain=6.58291 3.2721 3.94543 2.86205 2.42466 1.64987 1.50968 1.12862 1.12318 0.460653 0.00530552 0.00132102 0.000258794 4.84001e-05 3.95718e-05 1.20403e-05
threshold=-0.45322406499852236 0.64052737143886262 -0.56675926494167395 -0.92954368352016348 -1.0000000180025095e-35 0.17743604930595128 -0.20315321770515118 -1.3156371387717478 -0.5120066501723145 -0.84782308288457153 0.94730050236625762 -0.6712228259736599 0.36035054490468982 0.76597925015921653 0.16735303305813368 -0.10242503193968908
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 6 -4 -5 -6 -2 -3 9 -1 12 -9 14 15 -10 -13
right_child=1 7 3 4 5 -7 -8 11 10 -11 -12 13 -14 -15 -16 -17
leaf_value=-0.033005868401400712 0.0019305218345942146 0.010826653099540911 0.064438854114690067 -0.018020618874379748 0.067369792060690145 0.0090312662767054463 -0.049500401455100949 0.054581803430698753 -0.052554000991707109 0.0028889282391908432 -0.056796795429585524 0.052784076975575023 -0.0536828701463192 0.053040908490803867 -0.052939767008561726 0.052566653089546347
leaf_weight=2.0352729298174386 2.202333427965641 2.2536529749631882 2.545264225453141 5.4334037825465211 1.8645533956587286 3.4625119492411613 4.0521586686372784 1.3360804468393324 1.3723860569298256 1.5937367007136343 1.2274678647518156 0.9968950450420383 1.004160903394222 1.07334453985095 1.2893227040767667 1.7624707967042916
leaf_count=25 18 10 18 35 21 39 35 20 30 17 12 20 17 20 25 38
internal_value=-1.11841e-05 0.0120884 0.00136267 0.0167586 0.00548044 0.0294506 -0.0313905 0.0403538 -0.0383198 -0.0172421 -0.0539516 0.053228 -0.0529989 0.052756 -0.0527409 0.0526452
internal_weight=35.505 26.9827 19.5602 13.3057 10.7605 5.32707 6.25449 7.42244 8.52235 3.62901 4.89334 5.16879 3.66587 3.83271 2.66171 2.75937
internal_count=400 274 166 113 95 60 53 108 126 42 84 98 72 78 55 58
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=17
num_cat=0
split_feature=0 0 2 0 2 7 1 0 4 2 1 2 0 1 2 3
split_gain=6.12739 3.15864 5.10478 2.61925 2.64543 2.48781 1.30152 0.972583 0.646169 0.46488 0.406229 0.0451653 0.0223707 0.00455039 0.000545874 3.23007e-05
threshold=-0.45322406499852236 0.9768162435890072 -1.2467557139116872 0.3412426421027232 0.64762424009241748 0.14164218627008104 -1.1904116569875816 -1.0000000180025095e-35 0.73598833057450219 1.2109445325126009 -0.55585952583243003 -0.47750968599205523 0.5187123778370254 -0.61302708985250975 0.36035054490468982 0.46593602501383291
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 4 5 7 -1 -4 12 13 -3 -12 -5 -8 15 -15
right_child=1 10 3 8 -6 -7 9 -9 -10 -11 11 -13 -14 14 -16 -17
leaf_value=0.0024514115243547559 -0.059072465794114619 0.0290729028907134 -0.055752798883392962 0.061857833574255519 0.038949569071908198 0.013658980286665493 -0.05628719511934567 -0.012652394671985643 0.017520745299593292 -0.020233555956641874 0.065085384120047524 0.052610215485777261 0.053543723884625888 -0.052466133064278955 -0.05386527304293931 -0.052827157198107155
leaf_weight=1.6264196932315824 2.8170070238411453 1.6337523907423017 2.7094962820410764 1.3608271814882749 3.6361675933003417 5.2954372316598892 1.4576559960842126 2.5320808291435259 1.5089304335415361 1.2676140144467352 1.7931531630456445 1.2185665257275098 1.9954659938812254 1.6371497809886926 1.2685006968677042 0.99676617234945286
leaf_count=19 23 26 23 14 36 36 18 18 17 11 17 26 38 37 21 20
internal_value=-1.04141e-05 0.0117063 0.00374786 0.013043 0.00217725 -0.0105123 -0.0376283 -0.034932 0.0446968 -0.0474638 0.0491479 0.0600378 0.0569147 -0.0539035 -0.0530131 -0.0526028
internal_weight=34.755 26.5009 21.8554 19.0384 14.1732 10.537 8.25411 5.24158 4.86522 6.62769 4.64547 3.01172 3.35629 5.36007 3.90242 2.63392
internal_count=400 274 205 182 113 77 126 41 69 107 69 43 52 96 78 57
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=17
num_cat=0
split_feature=0 0 2 0 2 5 5 1 3 6 2 1 2 1 2 0
split_gain=5.70445 2.97394 4.72598 2.46903 2.58284 2.27772 4.26482 1.47839 0.661772 0.53401 0.47354 0.403373 0.0385999 0.00434856 0.000436274 2.73449e-05
threshold=-0.45322406499852236 0.9768162435890072 -1.2467557139116872 0.3412426421027232 -0.28236538754889867 -0.92954368352016348 0.6240572184938723 -1.1996192941710022 -0.11637126716567249 0.18237581394306629 1.2109445325126009 -0.55585952583243003 -0.47750968599205523 -0.69559976395543788 0.36035054490468982 -0.69799720983753366
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 4 -4 -6 9 -1 -5 -7 13 -3 -13 -9 15 -15
right_child=1 11 3 8 5 6 -8 10 -10 -11 -12 12 -14 14 -16 -17
leaf_value=0.0082504864273154257 -0.057684913243750052 0.028225227727101617 -0.030732774352202959 0.061441888691694348 0.062397432133813741 -0.041887167524287248 0.052163190115137349 -0.05614879544129539 0.023865355186246884 -0.0088540434302268427 -0.019500372806516893 0.064263102218686918 0.052476524477907349 -0.052399304671473183 -0.053665552944296618 -0.052729222720604152
leaf_weight=1.4757283292710779 2.7424401566386285 1.5995600298047064 4.2022253237664762 2.5131148062646389 2.0914033949375197 2.350737873464813 2.8568297252058983 1.3744160607457154 2.1951414048671714 2.5513111352920532 1.2499689310789106 1.7269709184765814 1.1620147898793214 1.6834171041846273 1.2110122367739675 1.0018407963216307
leaf_count=17 23 26 35 35 15 20 22 17 34 21 11 17 26 39 21 21
internal_value=-1.09092e-05 0.0113508 0.00362361 0.0125857 0.00208634 0.0160873 0.00360441 -0.0369413 0.0439225 -0.0246948 -0.047169 0.0483691 0.0595223 -0.0537307 -0.0528777 -0.0525224
internal_weight=33.9881 25.9917 21.5032 18.7608 14.0525 9.85028 7.75888 7.99638 4.70826 4.90205 6.52066 4.48855 2.88899 5.27069 3.89627 2.68526
internal_count=400 274 205 182 113 78 63 126 69 41 109 69 43 98 81 60
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=17
num_cat=0
split_feature=0 2 0 2 6 6 0 7 7 0 0 1 4 0 0 4
split_gain=5.33422 3.77389 2.63982 2.57916 2.28707 2.10121 1.66949 1.74693 0.626345 0.00631974 0.00509253 0.000476302 0.000187997 5.38268e-05 2.23167e-05 1.80573e-06
threshold=1.0000000180025095e-35 -0.14619520414363518 0.9768162435890072 0.040962988265673565 0.6135351799491634 -0.29912267588152747 -0.84782308288457153 -0.10251035690380735 1.1266296435676573 -0.17656314685724972 0.24372098450700805 -0.57463010522669655 0.86596875543263618 -0.50663030341034887 0.64052737143886262 -0.40693287275882906
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 8 5 -2 -5 -8 9 11 -3 -1 14 -13 -12 -16
right_child=1 10 -4 6 -6 -7 7 -9 -10 -11 12 13 -14 -15 15 -17
leaf_value=-0.053708398601282042 0.003044642730001431 0.055815442469532718 0.045053951406119751 -0.038383458359375622 0.027001322482031312 -0.057325011022320974 -0.018294558649468901 0.029859175201336616 -0.012599181299000069 -0.056967510568144523 0.05255646159340277 -0.052319273203536333 0.053151884777203853 -0.05281421234479608 0.052204125578447183 0.05230401013029793
leaf_weight=1.2205841317772872 2.7568504884839049 1.7887897714972485 2.8297641314566127 2.7669292874634266 2.7320960126817226 3.0206266231834915 3.5835208594799042 3.9701025038957578 1.1232844516634939 1.3010481111705323 0.90840794518590051 1.5462346747517592 1.0141255035996435 0.85203615576028768 0.92890060693025689 0.88220517337322113
leaf_count=20 23 25 34 37 16 24 28 26 15 14 20 37 19 18 23 21
internal_value=-9.66379e-06 0.0197264 0.00321874 -0.0203463 -0.0106931 -0.0285183 -0.00515663 0.00701452 -0.0462873 -0.0539788 0.0536218 -0.0529043 0.0525709 -0.0524951 0.0523542 0.0522528
internal_weight=33.2255 16.8618 11.3393 16.3637 8.50957 5.77748 10.3206 7.55362 6.04319 4.9199 5.52243 3.61885 3.73364 2.39827 2.71951 1.81111
internal_count=400 205 97 195 63 47 91 54 104 89 108 75 83 55 64 44
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=20
num_cat=0
split_feature=0 2 0 2 0 5 2 4 6 5 7 7 4 0 0 2 0 1 4
split_gain=4.99492 3.22791 2.79832 2.72517 2.58165 2.47761 4.01944 1.52024 1.18179 0.671095 0.608706 0.548958 0.454162 0.182334 0.0227317 0.00367996 0.000261658 0.000143528 2.71318e-06
threshold=-0.21030415833357849 0.20790311503196821 0.9768162435890072 -1.2467557139116872 0.3412426421027232 0.21198306819111631 0.93111558871347622 -0.16302057088359342 -0.37801951941290218 -1.1050974215082385 -0.21944504316187299 0.054264262103119243 1.0174021173469345 -0.47612304495161534 1.0000000180025095e-35 0.93111558871347622 0.35651439451788336 0.043995768241750589 -0.53822139262831736
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 -2 7 9 8 -5 -7 -1 -6 -4 14 15 -3 17 -16 -11 -18
right_child=1 12 11 4 10 6 -8 -9 -10 13 -12 -13 -14 -15 16 -17 18 -19 -20
leaf_value=-0.02009047100275831 -0.056367630269380846 0.060546426204942098 0.061455215760079319 -0.037729824388903342 0.019703951619215856 -0.0047215377255233858 0.063418496941774802 0.0098209130458571936 -0.057878982593207465 -0.053111448470294642 0.062752511185768342 0.018233926406028205 0.02081566377282569 -0.077441835016411484 0.05308520751644235 -0.056345368682063669 0.052089153866174923 -0.052289840935461407 0.052214614295629028
leaf_weight=1.3984173834323881 2.3528136834502211 1.2568414881825436 1.9353615827858441 3.4193447791039917 1.7746305428445341 2.2515196539461613 1.6139490678906439 3.3061085678637072 1.9520800933241842 1.0263468064367773 1.5283864438533781 1.1841554045677183 1.2661611065268514 1.1097290031611904 1.3063552528619768 1.0143026188015936 0.92126625031232789 1.1026090309023855 0.80964311957359336
leaf_count=17 17 10 25 23 19 28 10 22 33 20 21 18 17 13 25 11 24 27 20
internal_value=-9.39e-06 0.0144488 0.00272517 -0.00793839 0.00342376 -0.0265597 -0.0036546 -0.0143548 -0.0294069 -0.0501383 0.0396236 0.0450486 0.0471316 -0.0600182 0.0548912 -0.0538668 0.052551 -0.0526859 0.0521478
internal_weight=32.53 21.0611 15.5008 12.3813 10.0285 11.469 5.81755 6.72545 4.2036 5.6514 3.30302 3.11952 5.56027 4.25299 4.29411 3.14326 3.03726 2.12896 1.73091
internal_count=400 241 145 102 85 159 71 45 61 88 40 43 96 71 79 58 69 47 44
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=18
num_cat=0
split_feature=0 0 2 0 5 5 1 1 4 2 7 2 0 2 2 1 3
split_gain=4.70367 2.47065 3.95497 2.13532 2.36819 2.84457 1.63976 1.25867 0.695985 0.569491 0.39856 0.020068 0.0177369 0.00332175 0.000526908 3.51892e-05 2.16512e-05
threshold=-0.45322406499852236 0.9768162435890072 -1.2467557139116872 0.3412426421027232 -0.94876361658861397 0.63374236319720778 0.092745813239987943 -1.1904116569875816 0.73598833057450219 1.2635981833132692 0.29337761671186285 -0.46318823423297656 0.4849816018735072 0.36035054490468982 -0.045901879914774089 0.043995768241750589 0.16735303305813368
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 -2 4 -4 6 -6 -1 12 13 11 -3 -5 15 -14 -9 -17
right_child=1 10 3 8 5 -7 -8 9 -10 -11 -12 -13 14 -15 -16 16 -18
leaf_value=0.0047930062150127687 -0.054642786289721669 0.061835953970620194 0.043293508394747902 0.061086146987110679 -0.048944884666686658 0.025007290492506763 0.0011609942855619029 -0.052576960089976435 0.01347989662532288 -0.013158081707825571 0.026626305884488905 0.052158261189533234 0.053779726007780353 -0.05502466507291609 0.052057069475763378 -0.052027622175755996 -0.052373254678752618
leaf_weight=1.5531053990125654 2.5627090483903947 1.6805194690823553 2.7527058236301043 1.1068571805953973 3.9862503707408816 3.947915006428957 2.7657195068895817 0.92335648462176623 1.4221568517386911 1.0786457285284994 1.5864026509225366 0.7863172367215151 1.0767724402248857 1.9542914815247057 0.75523209571838368 0.92053762450814225 0.89229360222816467
leaf_count=19 23 20 21 12 36 31 25 21 17 10 29 20 20 30 20 25 21
internal_value=-9.66566e-06 0.0105261 0.00343436 0.0117895 0.00193311 -0.00870747 -0.0284207 -0.0351609 0.0421938 -0.0459169 0.0461778 0.0587511 0.0560888 -0.0534502 0.0530696 -0.0523257 -0.0521977
internal_weight=31.7518 24.4296 20.3763 17.8136 13.4526 10.6999 6.75197 7.32223 4.36102 5.76912 4.05324 2.46684 2.93886 4.69048 1.832 2.73619 1.81283
internal_count=400 274 205 182 113 92 61 126 69 107 69 40 52 97 40 67 46
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=18
num_cat=0
split_feature=0 0 2 5 0 2 5 2 3 2 2 2 2 1 4 1 2
split_gain=4.37163 2.35121 3.01453 2.35487 1.90804 1.80661 1.26374 1.99628 1.21444 1.18232 0.0037178 0.00342398 0.000665328 0.000397267 3.68112e-05 1.46449e-05 1.01453e-05
threshold=-0.45322406499852236 0.64052737143886262 -0.56675926494167395 -0.92954368352016348 -1.0000000180025095e-35 -0.12020700410429565 0.36640181667927429 0.42458414430055186 -0.20315321770515118 -1.3156371387717478 0.94730050236625762 0.47513009277896473 -0.6712228259736599 -0.61302708985250975 0.76597925015921653 0.6119554771122907 -0.10242503193968908
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 8 -4 -5 -6 10 -8 -2 -3 13 -7 -11 -1 16 -15 -14
right_child=1 9 3 4 5 11 7 -9 -10 12 -12 -13 14 15 -16 -17 -18
leaf_value=-0.053289160137069136 0.0018581980999235548 0.0064322034995194528 0.059454715841612327 -0.017137084670514953 -0.0071543459095131717 0.056133422143822678 -0.053160913946664307 0.026366780333774289 -0.047125485840411235 0.053580148705200087 -0.056057632743910846 0.052531663601603412 0.052155065085997966 -0.051970034175555346 0.052398857992421416 -0.052256778588345355 0.051929501637738733
leaf_weight=1.0520885512232787 1.9624863192439077 2.1171760410070419 2.3751243799924913 5.1405122168362194 2.1689719595015102 1.3797997795045165 1.4873902797698977 1.6807516030967233 3.5621438510716041 1.0598483607172964 0.98499018698930729 1.2646005805581806 0.78803949430584941 1.1843516379594827 0.86442993581295002 0.71356501430273045 1.3567929193377488
leaf_count=19 18 10 18 35 13 18 30 15 35 20 11 29 20 33 20 18 38
internal_value=-1.1331e-05 0.0101715 0.000967016 0.0147202 0.00404601 0.0266688 -0.0344743 -0.0109702 -0.0297253 0.0367358 -0.0533979 0.054411 0.0525028 -0.0525098 0.0521234 -0.0520778 0.0520124
internal_weight=31.1431 24.0399 17.8536 12.329 9.95388 4.81337 7.10314 3.16814 5.52463 6.18629 3.935 2.6444 4.06911 2.95001 3.00926 1.89792 2.14483
internal_count=400 274 166 113 95 60 126 45 53 108 81 47 98 70 78 51 58
is_linear=0
shrinkage=0.05


Tree=54
num_leaves=18
num_cat=0
split_feature=0 2 2 0 6 6 5 5 7 7 0 0 1 4 0 0 4
split_gain=4.08519 3.382 2.30533 2.02388 2.0611 1.86218 1.53074 2.67101 0.687332 0.333461 0.00533277 0.00384141 0.000295453 0.000136358 7.9306e-05 1.31018e-05 2.61934e-06
threshold=1.0000000180025095e-35 -0.14619520414363518 0.040962988265673565 0.9768162435890072 0.6135351799491634 -0.29912267588152747 0.36640181667927429 -1.0146732024737093 1.1395632989492139 0.31068709077892448 -0.17656314685724972 0.24372098450700805 -0.57463010522669655 0.86596875543263618 -0.54397792609541373 0.64052737143886262 -0.18769933730425417
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 8 4 5 -2 7 -4 10 -9 12 -3 -1 15 -14 -13 -17
right_child=1 11 6 -5 -6 -7 -8 9 -10 -11 -12 13 14 -15 -16 16 -18
leaf_value=-0.05316649328267721 0.0029824944555570734 0.055162159521814351 0.0252567332883608 0.041559249547004469 0.026324544916269316 -0.055512253972818261 0.018679770543944107 -0.062495466082263022 -0.0076303369527560144 -0.031905262232623598 -0.056406416749650051 0.052119270689838161 -0.051894808028494513 0.052683474126899367 -0.052529310359160343 0.051803220841339287 0.051934756516304262
leaf_weight=1.0511917993426312 2.6247491836547843 1.5981784872710694 1.9795917756855486 2.5222828499972811 2.6638582870364189 2.8249754644930354 4.2106115259230137 1.7793483007699236 1.0028451420366762 1.7841825410723684 1.1969858966767826 0.76068744808435518 1.2836585640907276 0.87713780999183644 0.79900492355227593 0.80492186918854647 0.71439909934997603
leaf_count=20 23 25 18 34 16 24 33 23 14 17 14 20 37 19 19 24 20
internal_value=-1.13735e-05 0.0181125 -0.0185001 0.00244048 -0.00972044 -0.0273394 -0.00404714 -0.0213107 -0.0449303 -0.0471796 -0.0535675 0.0531648 -0.0524831 0.0521537 -0.0521382 0.0519499 0.0518651
internal_weight=30.4786 15.3912 15.0874 10.6359 8.11358 5.44972 9.75373 5.54312 5.33369 3.56353 4.33084 4.75532 3.13386 3.15715 2.08266 2.28001 1.51932
internal_count=400 205 195 97 63 47 91 58 104 40 90 108 76 83 56 64 44
is_linear=0
shrinkage=0.05


Tree=55
num_leaves=15
num_cat=0
split_feature=0 1 6 6 4 7 2 6 0 1 2 7 2 0
split_gain=3.89002 2.13069 2.595 3.32833 2.46498 1.81272 1.73236 1.65591 1.49464 1.26671 0.593658 0.376095 0.00350656 2.26861e-05
threshold=-0.45322406499852236 1.4786893700419883 1.0362520210430652 -0.6670595576520596 1.0792798957779346 -0.027433030611688947 0.20790311503196821 0.13494282624560114 0.3412426421027232 -1.1904116569875816 1.2635981833132692 0.14164218627008104 0.36035054490468982 -0.84782308288457153
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 5 6 -2 8 -8 -5 -1 12 -4 13 -11
right_child=1 -3 11 4 -6 -7 7 -9 -10 10 -12 -13 -14 -15
leaf_value=0.0073005229200379749 0.012951140195311565 -0.040977625658584482 0.037824108710343335 -0.05131229751892144 0.039149079646529999 0.072357119478104401 -0.026022600541244681 0.042915312974656887 -0.0045297979032867175 -0.051852622474994774 -0.010886668787054757 0.072090192660310137 -0.054914570111633476 -0.052160909249370439
leaf_weight=1.4862925522029398 2.7352843303233385 1.9026487506926049 1.5364623628556722 4.0323654003441316 2.3893689550459376 2.4204798229038813 1.5989639405161145 1.9135528523474929 2.9609571769833565 1.1779469940811389 1.0269143730401991 1.6723827198147772 1.8372143656015394 1.2094583995640311
leaf_count=19 36 18 26 37 25 35 21 26 35 35 10 15 30 32
internal_value=-1.26609e-05 0.00971426 0.0142509 0.00688576 -0.00669003 0.0408405 -0.0171153 0.0115335 -0.0315047 -0.0334507 -0.0449841 0.0556829 -0.0532725 -0.0520088
internal_weight=29.9003 23.1625 21.2598 18.051 12.8952 5.15576 10.5058 3.51252 6.99332 6.73783 5.25153 3.20885 4.22462 2.38741
internal_count=400 274 256 215 144 71 119 47 72 126 107 41 97 67
is_linear=0
shrinkage=0.05


Tree=56
num_leaves=16
num_cat=0
split_feature=0 0 2 2 6 1 5 0 0 1 1 2 2 0 4
split_gain=3.69206 2.44698 3.03911 2.18127 1.98503 1.60337 2.00002 3.05156 1.1662 1.11349 0.0643877 0.00197384 0.00120415 2.57866e-05 6.04084e-06
threshold=0.4849816018735072 -0.96392789512585431 0.20790311503196821 -1.3156371387717478 0.6135351799491634 0.72456314694117585 -0.94876361658861397 0.27643413542638351 -0.28914183787250597 0.092745813239987943 -0.78512957209699097 0.3759221075536438 -0.50942410763377921 0.78869983662235976 0.39518426270986901
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 5 -2 8 6 -3 9 -4 10 -8 -1 -5 -14 -15
right_child=3 2 4 12 -6 -7 7 -9 -10 -11 -12 -13 13 14 -16
leaf_value=-0.052100751589835292 -0.0061822944454854607 0.033366607236147587 -0.01856190983906356 0.053633072294208363 0.058108343338336858 -0.055584860349916401 -0.046291353702038955 0.034440552282632007 0.028998091223019148 -0.0083039732765180854 -0.0598330687482347 -0.054806047048681854 0.052156142256944142 0.051765427684807498 0.05194707113325895
leaf_weight=1.1430050022900169 2.4390300065279007 2.0758789442479664 2.7772472556680441 1.628907576203346 2.4526898041367531 2.4261772166937581 1.3416860885918191 1.8190014511346815 2.4051695540547362 1.8843565024435518 2.538841729983679 1.6440992504358289 0.878117131069302 1.2721064426004884 0.71497255750000466
leaf_count=32 12 18 23 32 26 27 20 13 34 26 30 25 23 39 20
internal_value=-1.61486e-05 -0.00984315 -0.0036455 0.0318868 0.0210496 -0.0192463 -0.0101193 -0.0220224 0.00351078 -0.0398382 -0.055151 -0.0536966 0.0525476 0.0519305 0.0518308
internal_weight=29.4413 22.5082 19.721 6.93313 7.63511 12.0859 9.65976 7.58389 5.18242 5.76488 3.88053 2.7871 4.4941 2.8652 1.98708
internal_count=400 274 217 126 83 134 107 89 57 76 50 57 114 82 59
is_linear=0
shrinkage=0.05


Tree=57
num_leaves=20
num_cat=0
split_feature=0 2 5 2 0 2 0 4 6 3 5 7 4 0 0 2 0 1 4
split_gain=3.45479 2.60684 2.32864 3.21977 2.04687 2.23381 1.88443 1.2937 1.21492 0.922735 0.672956 0.596192 0.499318 0.13885 0.0147793 0.00201918 0.000186903 0.000165491 1.15313e-06
threshold=-0.21030415833357849 0.20790311503196821 0.21198306819111631 0.93111558871347622 0.9768162435890072 -1.2467557139116872 0.3412426421027232 -0.16302057088359342 -0.37801951941290218 -0.11637126716567249 -1.162990439655206 0.054264262103119243 1.0174021173469345 -0.38779197637858293 1.0000000180025095e-35 0.93111558871347622 0.35651439451788336 -0.047331592305545456 -0.53822139262831736
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 10 8 5 -2 7 -7 -4 -8 -1 -6 14 15 -3 17 -16 -12 -18
right_child=1 12 3 -5 11 6 9 -9 -10 -11 13 -13 -14 -15 16 -17 18 -19 -20
leaf_value=-0.014634608649942467 -0.053102396705234645 0.058947272177287208 -0.00014679231286860703 0.05987668247151362 0.060032243553094791 -0.034524801494599473 0.061804727166804366 0.010743512035601746 -0.057828964977526702 0.0055253139083217074 -0.052740937716985306 0.011431639418002033 0.015778464433264736 -0.075059012799526828 0.052516101105007852 -0.055191091041789667 0.051588344984337065 -0.05179934552056923 0.051681366405440299
leaf_weight=1.111205670982599 2.1566080749034908 1.1328875645995133 2.0372485630214214 1.55006418377161 1.643485359847545 3.1716732569038877 1.6167640164494517 3.1415856108069393 1.6539894696325066 1.3253497797995804 0.89024021849036239 1.0243022441864011 1.1073105372488496 0.98718587122857782 1.0794736798852684 0.84591925516724575 0.71304945833981037 0.98072530329227448 0.62533677928149678
leaf_count=14 17 10 28 10 25 23 22 22 33 18 20 18 17 12 25 11 24 31 20
internal_value=-1.88089e-05 0.0126692 -0.0236596 -0.000598105 0.00194232 -0.00727517 0.00340309 -0.0119985 -0.0259933 0.0364522 -0.0487614 0.0413719 0.0450929 -0.0589993 0.0542347 -0.0531639 0.0520266 -0.0522474 0.0516318
internal_weight=28.7944 18.7378 10.0566 5.2413 14.0798 11.412 9.25537 6.31326 3.69124 2.94211 4.81528 2.66779 4.65806 3.70407 3.55075 2.71688 2.41786 1.87097 1.33839
internal_count=400 241 159 71 145 102 85 45 61 40 88 43 96 74 79 62 69 51 44
is_linear=0
shrinkage=0.05


Tree=58
num_leaves=16
num_cat=0
split_feature=0 0 2 2 1 6 0 5 2 1 6 2 2 0 4
split_gain=3.26374 2.27195 2.7688 2.06866 1.91968 1.53736 1.36526 1.35458 1.23447 0.837524 0.77211 0.0016498 0.000937168 2.18127e-05 6.60519e-06
threshold=0.4849816018735072 -0.96392789512585431 -0.28236538754889867 -1.3156371387717478 -1.027558402731642 0.89470651104769605 -1.0000000180025095e-35 -1.0146732024737093 0.69169160816528719 -0.14979563849818792 -0.29912267588152747 0.3759221075536438 -0.50942410763377921 0.78869983662235976 0.39518426270986901
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 5 -2 -4 9 7 -6 -9 10 -3 -1 -5 -14 -15
right_child=3 2 4 12 6 -7 -8 8 -10 -11 -12 -13 13 14 -16
leaf_value=-0.051911607114416003 -0.005968601845531908 -0.0025513677748336245 0.052879205417354795 0.053337298915431819 0.031221996214566589 0.015107123833622 0.033124608066628876 -0.041976466466215771 0.0076522563834678708 -0.067380111451457447 -0.046914048289664556 -0.0544862455389881 0.05198920890217134 0.051605483807148071 0.051803207028846034
leaf_weight=1.049218183383352 2.4046287685632706 1.820249196141958 2.2897246330976548 1.5045098438858984 1.5420109890401414 1.6655272673815487 2.5266449097543759 3.1309961397200823 2.0890200082212687 1.8296825643628913 2.1267874781042342 1.5288743600249288 0.80951401963829939 1.1616343241184948 0.66372738778591145
leaf_count=32 12 18 20 32 13 14 38 37 19 32 26 25 23 39 20
internal_value=-1.87318e-05 -0.00939116 -0.00342092 0.0309153 0.0118734 -0.0272153 0.0017652 -0.00995231 -0.0221153 -0.0394176 -0.0264554 -0.0534384 0.0523417 0.0517732 0.0516774
internal_weight=28.1428 21.5987 19.0206 6.54401 11.5784 7.44225 9.28867 6.76203 5.22002 5.77672 3.94704 2.57809 4.13939 2.63488 1.82536
internal_count=400 274 217 126 127 90 107 69 56 76 44 57 114 82 59
is_linear=0
shrinkage=0.05


Tree=59
num_leaves=20
num_cat=0
split_feature=0 2 5 2 0 2 0 6 4 5 7 4 4 0 0 2 0 1 4
split_gain=3.06414 2.3894 2.20818 2.82546 1.83861 2.03311 1.67803 1.19094 1.16765 0.644598 0.600293 0.505826 0.450131 0.124524 0.0132302 0.00176761 0.000148546 0.0001363 8.20416e-07
threshold=-0.21030415833357849 0.20790311503196821 0.21198306819111631 0.93111558871347622 0.9768162435890072 -1.2467557139116872 0.3412426421027232 -0.37801951941290218 -0.16302057088359342 -1.162990439655206 0.054264262103119243 1.0174021173469345 -0.44464177059226956 -0.38779197637858293 1.0000000180025095e-35 0.93111558871347622 0.35651439451788336 -0.047331592305545456 -0.53822139262831736
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 9 7 5 -2 8 -4 -7 -1 -6 14 -8 15 -3 17 -16 -11 -18
right_child=1 11 3 -5 10 6 12 -9 -10 13 -12 -13 -14 -15 16 -17 18 -19 -20
leaf_value=-0.014658545729735762 -0.051441583192123844 0.058593314115797962 0.00075766242799769933 0.056586197512272444 0.059703873104838504 -0.033030963292382358 0.056761115244750859 -0.057742743244752807 0.010409725359499151 -0.052512831861216115 0.0098252814970164297 0.014491782955288203 0.016625290252748861 -0.074308041835952784 0.052298972868484922 -0.054900633163583283 0.051436807588894795 -0.051619883590834283 0.051519080532115215
leaf_weight=1.0904536768794058 2.0846254080534008 1.0817082002758973 1.9992936067283154 1.5317346081137655 1.5465039405971759 3.075375985354186 1.3149700313806536 1.5401951149106026 3.1124053262174103 0.82150623202323936 0.98896835930645455 1.0700184181332586 1.4902985375374553 0.93798972107470246 0.9942894056439403 0.79553113505244244 0.64887101016938697 0.89068870060145855 0.56848594732582536
leaf_count=14 17 10 28 10 25 23 21 33 22 20 18 17 19 12 25 11 24 31 20
internal_value=-2.26709e-05 0.0121601 -0.022818 -0.000146959 0.00183978 -0.00695127 0.00336176 -0.0246986 -0.0111806 -0.0481633 0.0402486 0.0443582 0.035439 -0.0587664 0.0540619 -0.0529532 0.0518456 -0.0520483 0.0514752
internal_weight=27.5839 17.9765 9.60739 5.07122 13.6131 11.0777 8.99305 3.53949 6.18778 4.53617 2.53547 4.36337 2.80527 3.44572 3.29335 2.50773 2.21165 1.71219 1.21736
internal_count=400 241 159 71 145 102 85 61 45 88 43 96 40 74 79 62 69 51 44
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
feat_2=329
feat_0=257
feat_1=115
feat_4=79
feat_5=48
feat_3=45
feat_6=42
feat_7=31

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 60]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 0]
[seed: 1]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[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: 18467]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 26500]
[extra_trees: 0]
[extra_seed: 15724]
[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: 6334]
[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: 41]
[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: 19169]
[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
