NewQuant/futures_trading_strategies/FG/Spectral/lgbm_classifier_model.txt

tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=71
objective=binary sigmoid:1
feature_names=feat_rsi_7 feat_rsi_14 feat_rsi_20 feat_rsi_35 feat_rsi_40 feat_hurst_23 feat_hurst_115 feat_hurst_230 feat_range_0 feat_range_1 feat_range_6 feat_range_13 feat_range_20 feat_stoch_k_14_3 feat_stoch_k_5_3 feat_stoch_k_21_5 feat_roc_5 feat_roc_10 feat_roc_15 feat_roc_23 feat_roc_230 feat_roc_ma_5_5 feat_roc_ma_5_10 feat_roc_ma_10_10 feat_roc_ma_10_20 feat_roc_ma_20_20 feat_roc_ma_20_40 feat_natr_5 feat_natr_14 feat_natr_21 feat_log_natr_5 feat_log_natr_14 feat_log_natr_21 feat_adx_7 feat_adx_14 feat_adx_30 feat_adx_60 feat_adx_120 feat_adx_240 feat_bbw_10_15 feat_bbw_23_15 feat_bbw_230_15 feat_bb_dev_sig_23_20 feat_bb_dev_sig_30_20 feat_bb_dev_sig_50_25 feat_bb_dev_sig_100_25 feat_bb_dev_sig_200_30 feat_bb_dev_abs_23_20 feat_bb_dev_abs_30_20 feat_bb_dev_abs_50_25 feat_bb_dev_abs_100_25 feat_bb_dev_abs_200_30 feat_kc_dev_sig_5_5_15 feat_kc_dev_sig_23_23_15 feat_kc_dev_sig_230_230_15 feat_kc_dev_abs_5_5_15 feat_kc_dev_abs_23_23_15 feat_kc_dev_abs_230_230_15 feat_atr_ratio_5_15 feat_atr_ratio_10_30 feat_atr_ratio_5_20 feat_atr_ratio_10_20 feat_atr_ratio_10_50 feat_atr_ratio_20_50 feat_atr_ratio_20_100 feat_atr_ratio_50_200 feat_z_atr_7_100 feat_z_atr_14_100 feat_fft_trend_46_2 feat_fft_trend_46_1 feat_vol_skew_20_60 feat_vol_trend_rel_20_3
feature_infos=[4.1749763484354183:96.212335387986641] [10.966258982511313:92.517496243927297] [16.468907115506113:90.087078507891675] [27.039484293527039:84.678819013446542] [29.013799130297478:83.130270689077079] [0.33152586832182823:0.7077237858822738] [0.42546361297143509:0.64561897899545517] [0.43930708454992695:0.61179467957292244] [3:72] [3:72] [3:72] [3:72] [3:72] [4.3362193362194175:97.238551980198395] [5.3948896631815941:96.874084010233375] [3.7798925212719849:94.728835978836258] [-5.118110236220474:9.5700416088765561] [-5.5313588850174238:10.5668299510147] [-8.6736842105263108:11.581920903954801] [-8.0542602797795677:12.056737588652489] [-12.314979277679106:13.754826254826247] [-3.4268845053140553:4.3196054593538733] [-2.0968478461125395:3.1645556938719173] [-4.2761583789777777:4.6015773033765228] [-2.9943118224866723:3.9852662456633334] [-5.004047926257349:7.2317819914433681] [-3.1191328395269409:5.8536556591169049] [0.25163325968078915:2.1365073462993047] [0.29337031073017883:1.3400599022972313] [0.31014292373353891:1.2246883746987789] [0.034364867568213532:0.30613332109044006] [0.04001311917680634:0.17663325445253855] [0.042227424169474372:0.16008649580747275] [13.645078084109318:81.62231358748717] [11.499710303601541:67.671745991757334] [9.4516524907420152:43.02449183403553] [6.2554419163414066:28.676526536230647] [4.7806698962474741:19.058346239590872] [3.6447793211783703:14.825462929762004] [0.38266121751918186:8.648226595188401] [0.45605405524525089:9.6044494340725333] [2.3393660705339157:12.741250003674049] [-105.00949539093789:109.59383889018581] [-118.11579671598213:124.45083255740761] [-98.317369191734755:121.86931469468625] [-86.105378029863616:154.31157296424061] [-64.084940663847561:159.45170862032867] [0.30352683198377634:109.59383889018581] [0.53969126401316925:124.45083255740761] [1.2440524522820986:121.86931469468625] [1.1112520548906071:154.31157296424061] [0.79646224619734329:159.45170862032867] [-75.340953669414333:92.184792901926642] [-216.42613408403665:372.4872430025444] [-351.55648899042029:865.32546793860911] [0.021169217694667144:92.184792901926642] [1.097289416354293:372.4872430025444] [3.4006936388429372:865.32546793860911] [84.529812282037184:212.44710196134] [82.335240588409135:185.28431898245012] [80.404897375064721:249.74302322089815] [88.515579345554215:151.50948395167018] [75.81499158290508:227.64636453718222] [85.651579240002974:150.25222091694198] [79.875131610602082:180.90626291035699] [78.933673219468744:132.15797146693663] [-2.1699130577489312:8.8913995247477295] [-2.4258802301542133:8.4823982174220909] [0.00035493855643284442:0.90548893126221475] [0.078284700593945655:0.95132091959033216] [-1.3675125577718528:4.4177832546674436] [-1:1]
tree_sizes=1355 1283 1284 1291 1291 1484 1387 1388 1386 1497 1490 1590 1495 1592 1599 1495 1499 1490 1492 1501 1602 1595 1592 1495 1601 1606 1598 1396 1593 1500 1501 1408 1492 1501 1495 1389 1384 1395 1288 1383 1703 1502 1698 1707 1599 1502 1603 1487 1495 1501 1403 1494 1498 1496 1494 1499 1494 1509 1399 1393 1496 1397 1504 1496 1486 1502 1708 1600 1499 1607 1398 1496 1284 1385 1284 1397 1496 1391 1392 1393 1501 1500 1608 1296 1706 1395 1501 1401 1285 1289 1608 1504 1605 1497 1500 1603 1605 1500 1606 1596

Tree=0
num_leaves=12
num_cat=0
split_feature=27 36 30 35 47 30 47 30 20 33 7
split_gain=7.59045 8.2872 6.82226 5.54777 5.39763 6.25755 6.19464 6.46127 4.15101 3.564 3.27444
threshold=0.40625622354174312 8.9557296341252037 0.060790319285408963 16.482581866615202 25.295110208938272 0.1316194740059464 34.550904170559392 0.087437254808771625 -2.105173872102672 59.645883274750695 0.52271782927992805
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 10 -5 6 -6 8 -8 -9 -4
right_child=1 2 3 4 5 -7 7 9 -10 -11 -12
leaf_value=-0.1981475409420391 -0.15782341383506635 -0.16286392972343794 -0.1981475409420391 -0.1936670823745977 -0.15782341383506632 -0.19310702505366753 -0.17798547738855272 -0.17615256252005396 -0.19814754094203912 -0.15782341383506632 -0.18086577218190791
leaf_weight=2.231914401054385 1.7359334230422998 1.9839239120483423 2.9758858680725124 2.2319144010543814 1.9839239120483387 1.9839239120483387 2.4799048900604248 2.7278953790664673 1.7359334230422954 1.7359334230422971 1.7359334230422971
leaf_count=9 7 8 12 9 8 8 10 11 7 7 7
internal_value=-0.18053 -0.178843 -0.180535 -0.182324 -0.17933 -0.176799 -0.173766 -0.177409 -0.186288 -0.169025 -0.191781
internal_weight=25.543 23.3111 21.5752 19.5912 14.8794 12.6475 10.6636 8.67967 4.21584 4.46383 4.71182
internal_count=103 94 87 79 60 51 43 35 17 18 19
is_linear=0
shrinkage=1


Tree=1
num_leaves=11
num_cat=0
split_feature=31 33 30 65 28 65 8 57 16 20
split_gain=5.70581 6.6778 9.15122 5.78314 4.47253 5.25539 6.17166 3.07133 1.45203 1.29141
threshold=0.05527071919611138 35.029456473167059 0.1316194740059464 97.333772070526862 0.6643433912143909 95.316490962600895 9.5000000000000018 71.01891586884642 -0.75143552679214898 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 3 4 -2 5 7 -7 -3 -5 -6
right_child=1 2 -4 8 9 6 -8 -9 -10 -11
leaf_value=-0.018244685665577659 0.0033712836279044234 0.018137850940661563 -0.011529004386310574 -0.0067434558133428312 0.010294935057481516 0.010342591898265155 -0.014240433868564977 0.0017899758586863584 -0.018257290097125761 0.021787968378602338
leaf_weight=1.7337218970060373 3.2233651131391552 2.7312242239713651 2.972635716199874 1.7343560904264448 1.7380105555057528 1.7373707741498945 2.4776337146759033 1.9840551018714903 2.9725989699363708 2.2348058372735968
leaf_count=7 13 11 12 7 7 7 10 8 12 9
internal_value=-0.000729926 0.00054562 0.00428889 -0.00694805 0.00793304 0.00400618 -0.00410763 0.0112591 -0.0140148 0.01676
internal_weight=25.5398 23.8061 15.8757 7.93032 12.9031 8.93028 4.215 4.71528 4.70696 3.97282
internal_count=103 96 64 32 52 36 17 19 19 16
is_linear=0
shrinkage=0.01


Tree=2
num_leaves=11
num_cat=0
split_feature=51 57 20 20 32 5 7 38 58 23
split_gain=5.35515 5.93302 5.27985 7.96981 5.48554 7.39438 3.92221 5.11531 2.68045 1.12552
threshold=8.8399908480707641 20.889042762837089 2.2294555396177422 4.6434213254611398 0.10135377486677159 0.45737420676602664 0.53489528902825689 8.9114261824767826 122.86437851752213 0.11422443337812999
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 8 5 -2 -7 -8 -4 -3
right_child=2 9 3 -5 -6 6 7 -9 -10 -11
leaf_value=-0.0049145121690986459 -0.018158180963101886 0.010285773898814113 0.021725979918531528 -0.0081639008706115377 -0.018208091370601902 -0.0093013364211559455 0.015125315596445683 -0.0048992398903184662 0.0047155748146303147 0.021664290716306857
leaf_weight=2.231497228145602 2.4741061776876467 1.7377534955739977 1.9872673600912087 2.9719583541154861 3.2183921635150901 2.2294344305992126 2.9783535599708557 2.2314856499433517 1.7352201640605924 1.7395608574151991
leaf_count=9 10 7 8 12 13 9 12 9 7 7
internal_value=-0.000722847 0.00781139 -0.00318022 0.0040474 -0.00686479 -0.00318217 0.00179846 0.00654837 0.0137967 0.015978
internal_weight=25.535 5.70881 19.8262 6.69445 13.1318 9.91338 7.43927 5.20984 3.72249 3.47731
internal_count=103 23 80 27 53 40 30 21 15 14
is_linear=0
shrinkage=0.01


Tree=3
num_leaves=11
num_cat=0
split_feature=48 20 30 28 33 55 35 5 70 23
split_gain=5.54687 5.50642 4.96158 7.45389 7.52669 4.79563 3.30771 3.12347 1.2281 1.15794
threshold=29.579504970445917 -0.2393914613757375 0.1316194740059464 0.71071281388411378 35.029456473167059 19.591007846921787 21.82250807282151 0.52433053957172271 -1.0000000180025095e-35 0.034305250803045105
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 9 6 -6 -7 -5 -2
right_child=2 -3 -4 8 5 7 -8 -9 -10 -11
leaf_value=-0.018059254870530499 -0.01817900349219919 0.0017770525849056982 -0.010764593897940877 0.010144617360093351 0.0050000491205451601 -0.010181214175085336 0.021655272244481109 0.0056924362161748518 0.021649784873424904 -0.0066156524174353828
leaf_weight=3.2123297154903412 1.7323830276727741 2.4796517491340664 2.7201300710439673 1.7395007014274599 2.9789857268333417 2.4763282835483551 1.9882626980543134 2.4820965230464935 1.9882419258356083 1.7316271662712095
leaf_count=13 7 10 11 7 12 10 8 10 8 7
internal_value=-0.00071586 -0.00941778 0.00178098 0.00377459 0.000292744 0.00472196 0.0116667 -0.00223516 0.0162811 -0.0123986
internal_weight=25.5295 5.69198 19.8376 17.1174 13.3897 9.92567 4.96725 4.95842 3.72774 3.46401
internal_count=103 23 80 69 54 40 20 20 15 14
is_linear=0
shrinkage=0.01


Tree=4
num_leaves=11
num_cat=0
split_feature=27 36 30 34 30 29 37 47 49 47
split_gain=7.21547 7.80961 6.49241 6.76925 7.54118 7.85535 7.17303 3.56682 3.56582 0.368078
threshold=0.40625622354174312 8.9557296341252037 0.060790319285408963 24.082179396942397 0.1316194740059464 0.62827962845610763 8.6062442190710211 51.415639130592922 36.217720516652584 28.288995222490552
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 8 5 6 -5 -8 9 -4
right_child=1 2 3 4 -6 -7 7 -9 -10 -11
leaf_value=-0.017935034446629718 0.021289260421092266 0.016495756479109829 -0.012201938259197189 -0.014121818452373161 -0.013946936922683711 0.018436759287769139 0.014309335179000396 -0.0033039561730177592 -0.0003136240049091127 -0.018104332854593886
leaf_weight=2.220090106129649 1.7435115724802042 1.9897490888834024 1.7278084456920648 2.4739263206720334 2.4688837379217139 3.2329825758934021 2.7336964160203934 1.9842981398105619 2.228718101978302 2.7194427847862244
leaf_count=9 7 8 7 10 10 13 11 8 9 11
internal_value=-0.000708959 0.000932178 -0.000714094 -0.0024639 0.00176809 0.00548981 -0.000330231 0.00690152 -0.0106374 -0.0158112
internal_weight=25.5231 23.303 21.5595 19.5698 12.8938 10.4249 7.19192 4.71799 6.67597 4.44725
internal_count=103 94 87 79 52 42 29 19 27 18
is_linear=0
shrinkage=0.01


Tree=5
num_leaves=13
num_cat=0
split_feature=36 47 41 35 5 35 39 36 39 69 58 37
split_gain=8.22616 7.51087 7.11167 5.63569 10.0216 5.20173 6.32763 9.31381 5.03798 3.60634 1.30694 0.364279
threshold=14.492606144896122 28.288995222490552 9.14595038591745 24.773334339899915 0.5343238020938893 17.395538211476516 1.072088155279886 8.9557296341252037 1.4094115471213511 0.77179646668266477 113.74131185827505 7.2317765816530697
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 9 6 -1 -8 -7 -5 -9 -10
right_child=1 2 -4 4 -6 8 7 10 11 -11 -12 -13
leaf_value=0.016660451534387163 -0.017951076952402653 -0.014922312181792682 0.016557635436919311 0.021524009230877651 -0.018106616595508253 -0.00094274002942005717 0.012448202168687113 -0.018139996980262887 0.015800835322289718 0.0017987696915012625 -0.0065530232972019651 0.021768295091339339
leaf_weight=1.9869869947433487 3.2071338146924964 3.2102728784084302 1.9889074265956868 1.7403934597969057 1.7304350584745405 1.73230980336666 2.2394887357950211 2.2259930521249776 1.7399553656578062 1.9829150587320326 1.7300132066011427 2.4823972582817078
leaf_count=8 13 13 8 7 7 7 9 9 7 8 7 10
internal_value=0.000939833 -0.0045346 -0.000495485 -0.00441019 0.00177763 0.00630697 0.00113234 -0.00384775 0.0134176 0.011019 -0.0130729 0.0193092
internal_weight=27.9972 13.8601 10.6529 8.66402 5.45374 14.1371 8.18248 6.19549 5.95466 3.72331 3.95601 4.22235
internal_count=113 56 43 35 22 57 33 25 24 15 16 17
is_linear=0
shrinkage=0.01


Tree=6
num_leaves=12
num_cat=0
split_feature=16 5 68 20 71 58 50 57 65 9 67
split_gain=5.96046 11.0056 7.99235 6.63496 5.67977 3.97454 3.83872 6.33405 3.73125 2.50145 5.87736
threshold=-0.23501737643137896 0.52254804383214071 0.03658144763052576 -3.5500641807122473 -0.16396396763396831 92.109453459719944 31.718346102126841 133.24449764771603 105.92352429191313 13.500000000000002 0.075724827052155774
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -2 -4 5 -5 -6 -8 -3 10 -1
right_child=2 8 3 4 6 -7 7 -9 -10 -11 -12
leaf_value=0.0213018916366471 -0.017850017433136391 -0.013905650748734302 -0.017973330586109601 -0.017912160479672354 0.01769374550972538 0.0018548570769217527 -0.012409542999669336 0.011644213716414154 0.0039370674367478434 0.02128859554645627 -0.0030306477123662012
leaf_weight=1.9919692128896733 2.95572002232075 2.4673546403646469 1.7267377972602869 1.7260222584009186 2.7375890314578939 2.4769206345081329 1.7309975177049635 2.9784292578697205 2.232435941696167 2.9879942685365677 1.9787763804197309
leaf_count=8 12 10 7 7 11 10 7 12 9 12 8
internal_value=0.000930532 0.00639232 -0.00296824 0.000320042 0.00303146 -0.00626286 0.00827698 0.00280301 -0.00543023 0.014377 0.00917604
internal_weight=27.9909 11.6585 16.3324 13.3767 11.65 4.20294 7.44702 4.70943 4.69979 6.95874 3.97075
internal_count=113 47 66 54 47 17 30 19 19 28 16
is_linear=0
shrinkage=0.01


Tree=7
num_leaves=12
num_cat=0
split_feature=36 47 29 50 27 64 45 6 39 6 39
split_gain=7.98243 7.24781 7.55196 6.33045 7.59631 5.04042 8.01535 7.57723 9.57734 3.39906 0.320163
threshold=14.492606144896122 28.288995222490552 0.69957675141545994 28.377197628900664 0.60651121453912571 101.4102612152078 34.207397464947455 0.49016832209289934 1.4876360749509776 0.52244365686632666 1.7480309308621278
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 7 -1 -9 -7 -5
right_child=1 2 -4 10 -6 9 -8 8 -10 -11 -12
leaf_value=0.021074740876361079 -0.017689213081474718 0.016473842113298602 0.012246348724725836 -0.012177991119954807 -0.012199255488845387 0.0062433604790244016 -0.018015197207033703 -0.017772343255324733 0.012468967487647999 0.021394986616603245 -0.018072675377852013
leaf_weight=2.2433762103319186 3.1939202547073355 1.9886326044797882 3.2308248579502106 1.7257436960935595 1.7258068174123762 3.225798323750495 1.7285640984773634 1.9683386683464048 2.2378682941198349 2.7367532253265381 1.9769103229045866
leaf_count=9 13 8 13 7 7 13 7 8 9 11 8
internal_value=0.000921406 -0.00447696 -0.000513855 -0.00607209 0.00315172 0.00620568 0.00110784 0.00623304 -0.00168277 0.0131978 -0.0153253
internal_weight=27.9825 13.8418 10.6479 7.41709 3.71444 14.1407 8.17815 6.44958 4.20621 5.96255 3.70265
internal_count=113 56 43 30 15 57 33 26 17 24 15
is_linear=0
shrinkage=0.01


Tree=8
num_leaves=12
num_cat=0
split_feature=36 47 49 36 7 64 45 6 39 6 46
split_gain=7.82552 7.12482 6.13765 9.7395 5.50362 4.93193 7.86747 7.41695 9.39824 3.32381 2.80771
threshold=14.492606144896122 28.288995222490552 42.255944835103499 19.009158859778285 0.52819194761384558 101.4102612152078 34.207397464947455 0.49016832209289934 1.4876360749509776 0.52244365686632666 2.7525683881855256
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 7 -1 -9 -7 -4
right_child=1 2 10 -5 -6 9 -8 8 -10 -11 -12
leaf_value=0.020843963344316933 -0.017554432419898531 -0.017716395209581678 -0.00085311532085015991 0.020976499160890234 0.0055574774296852725 0.0061779281289503834 -0.017872120132282527 -0.017635456312857848 0.012334807040994728 0.021154090480526789 -0.017849911907594013
leaf_weight=2.2455206662416476 3.1862963140010825 1.7201567888259868 1.7304588854312899 2.4939309805631638 2.4821905195713043 3.2273561209440222 1.7249960005283353 1.9638034105300901 2.2395778447389603 2.7402212917804718 2.2171067148447037
leaf_count=9 13 7 7 10 10 13 7 8 9 11 9
internal_value=0.000912435 -0.00443606 -0.000509004 0.00532142 -0.00396927 0.00614318 0.0010972 0.00617124 -0.00166718 0.0130548 -0.0103992
internal_weight=27.9716 13.8301 10.6438 6.69628 4.20235 14.1415 8.1739 6.4489 4.20338 5.96758 3.94757
internal_count=113 56 43 27 17 57 33 26 17 24 16
is_linear=0
shrinkage=0.01


Tree=9
num_leaves=13
num_cat=0
split_feature=36 47 29 50 30 35 16 30 31 68 30 56
split_gain=7.67284 7.00476 7.29339 6.13598 7.36988 4.92678 6.50149 5.09449 3.69339 2.37822 0.336021 0.303188
threshold=14.492606144896122 28.288995222490552 0.69957675141545994 28.377197628900664 0.08266494403668348 17.395538211476516 0.18547343952927123 0.076511537063924981 0.069074272840453435 0.23453506882176528 0.10845554267559578 96.32780477268615
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 6 7 -1 -7 -8 -10 -5
right_child=1 2 -4 11 -6 8 9 -9 10 -11 -12 -13
leaf_value=0.02080226127531316 -0.017423014777059657 0.016201084397744009 0.012022976862903425 -0.01204309759223649 -0.012052189341868264 0.0018183835556384012 -0.017717569761930424 -0.0002226768129527899 0.021093535231945792 -0.0011185806605185789 0.015241790624583569 -0.017788186336054404
leaf_weight=1.9963991492986695 3.1782665997743598 1.9910515695810302 3.2344163060188293 1.7219568341970446 1.721542954444885 1.9774098396301258 1.720394089818001 2.7263117879629135 2.2432146221399312 1.7322652935981748 1.7443412989377973 1.9688959568738935
leaf_count=8 13 8 13 7 7 8 7 11 9 7 7 8
internal_value=0.000903688 -0.00439628 -0.000504296 -0.00597721 0.00309994 0.00608214 0.00104015 0.00866505 0.0129925 -0.00938954 0.0185337 -0.0151078
internal_weight=27.9565 13.8161 10.6379 7.40345 3.71259 14.1403 8.17537 4.72271 5.96497 3.45266 3.98756 3.69085
internal_count=113 56 43 30 15 57 33 19 24 14 16 15
is_linear=0
shrinkage=0.01


Tree=10
num_leaves=13
num_cat=0
split_feature=64 51 5 14 27 50 5 14 53 64 20 68
split_gain=5.95747 13.1674 9.56163 6.75841 6.49314 5.42057 3.76463 5.48859 3.31116 2.54253 0.349579 0.00521083
threshold=101.4102612152078 7.9093415450972513 0.5034194201536808 34.32470853954171 0.9723171929187151 51.907464717669917 0.51955692303107504 79.838630204483422 -73.839848532587311 92.186757983740392 4.3260080002765831 0.35259379482968428
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 8 -3 5 -4 11 -8 -2 -1 -10 -5
right_child=2 3 4 6 -6 -7 7 -9 10 -11 -12 -13
leaf_value=0.021058196049594018 0.0040525905978016016 0.0049422996767160363 -0.0060235515427388654 -0.017431300409911893 -0.017915206144956813 0.016150840532458282 0.0066916734611382903 -0.017736756926650953 0.020911759044118506 0.0044973882541520308 0.015278351635278615 -0.01805232923682068
leaf_weight=1.9931668788194685 2.2269783020019531 2.9730051755905142 2.4689980000257492 2.6893616765737516 1.9715007692575452 1.9916977435350416 1.9812007546424868 1.7167155444622038 2.9922310262918455 1.7331731170415876 1.7433292567729948 2.7151057720184326
leaf_count=8 9 12 10 11 8 8 8 7 12 7 7 11
internal_value=0.00108181 -0.00307712 0.00598807 -0.00814806 -0.00280221 0.0038773 -0.0124236 -0.00464895 0.0141088 0.0133555 0.0188379 -0.0177433
internal_weight=29.1965 15.8017 13.3947 12.0754 6.4322 4.4607 9.10238 3.69792 6.96254 3.72634 4.73556 5.40447
internal_count=118 64 54 49 26 18 37 15 28 15 19 22
is_linear=0
shrinkage=0.01


Tree=11
num_leaves=14
num_cat=0
split_feature=64 51 5 14 7 6 7 53 64 47 20 40 68
split_gain=5.83993 12.9095 9.36339 6.63804 6.3581 5.86087 5.30515 3.24134 2.48806 0.439081 0.342071 0.00424414 0.00143612
threshold=101.4102612152078 7.9093415450972513 0.5034194201536808 34.32470853954171 0.56264770063020242 0.56365624675106507 0.5235863683804326 -73.839848532587311 92.186757983740392 14.611643789893437 4.3260080002765831 2.1115823989231672 0.177953431390688
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 7 -3 6 9 -4 -2 -1 -5 -9 12 -11
right_child=2 3 4 5 -6 -7 -8 10 -10 11 -12 -13 -14
leaf_value=0.020828216020410004 0.0040106252590284457 0.0048910172648676652 -0.0059710226349243157 -0.011795963649311889 -0.017756442436824411 0.0041766974412520029 0.015963120234438508 0.020686283328120111 0.0044508408096930446 -0.017226247700295169 0.015115657487286502 -0.017991414864310006 -0.017612490266490161
leaf_weight=1.9950135052204161 2.2277737706899643 2.9741297215223303 2.4685951173305511 1.7123852521181087 1.9664810597896574 1.7408599853515623 1.9929088354110716 2.9945847392082197 1.7337827533483503 2.1910434365272526 1.7444664388895033 1.725372716784477 1.7170533984899519
leaf_count=8 9 12 10 7 8 7 8 12 7 9 7 7 7
internal_value=0.00107134 -0.00304879 0.00592809 -0.00807643 -0.0027761 -0.0123207 0.00382674 0.0139591 0.0132132 -0.0162304 0.0186357 -0.0175783 -0.0173959
internal_weight=29.1845 15.7896 13.3948 12.0608 6.42799 9.08671 4.4615 6.96682 3.7288 7.34585 4.73905 5.63347 3.9081
internal_count=118 64 54 49 26 37 18 28 15 30 19 23 16
is_linear=0
shrinkage=0.01


Tree=12
num_leaves=13
num_cat=0
split_feature=36 7 38 52 65 0 68 20 36 66 52 55
split_gain=5.7805 6.67021 6.25599 5.92901 10.2397 5.09519 5.40539 6.52295 4.58151 1.60323 1.34457 0.00299791
threshold=13.550524893378153 0.53874787338418695 8.5667373939807963 -6.3439522775262951 94.084525126015606 67.493409417456618 0.6163110150338188 2.2294555396177422 20.445993483933076 -0.25539940996521365 5.7141746805868268 19.591007846921787
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 8 -4 -5 6 7 -1 9 -2 -3 -11
right_child=2 10 3 4 -6 -7 -8 -9 -10 11 -12 -13
leaf_value=-0.0087102941624569562 -0.0061455404071778597 0.0093714780950415744 0.016758775486520164 0.010612409180308438 -0.017560025129024288 -0.010575932085679902 0.020849114401517911 0.012868514561186557 0.0043823109967325918 -0.017455354387214392 0.020821382468274422 -0.018007727215697565
leaf_weight=3.2021809220314044 1.7151942104101179 1.7415170818567265 2.2380409389734268 2.725876197218895 2.4494831115007401 2.7058980464935303 1.7446091026067732 2.4902288466691971 1.7314302027225492 1.9563592672348007 2.4948733597993851 1.9739100337028501
leaf_count=13 7 7 9 11 10 11 7 10 7 8 10 8
internal_value=0.00106108 0.00557586 -0.00332825 0.00315941 -0.00272153 0.0011742 0.00544938 0.000729675 -0.00984801 -0.0142124 0.0161145 -0.0177328
internal_weight=29.1696 14.3793 14.7903 7.4134 5.17536 10.1429 7.43702 5.69241 7.37689 5.64546 4.23639 3.93027
internal_count=118 58 60 30 21 41 30 23 30 23 17 16
is_linear=0
shrinkage=0.01


Tree=13
num_leaves=14
num_cat=0
split_feature=51 64 7 6 14 33 7 5 55 5 42 51 55
split_gain=5.6157 10.5773 9.03999 6.40374 7.49571 5.59567 5.45189 8.28207 4.50602 0.443416 0.335919 0.00562999 0.00483995
threshold=8.8399908480707641 101.4102612152078 0.56264770063020242 0.56791839240208131 34.32470853954171 39.979702058574162 0.5235863683804326 0.48404892663443211 19.852488396232328 0.54889106881412042 43.563274986071995 34.950398482544166 15.835298722453553
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 6 4 -2 -1 7 -3 -4 12 -7 -8 -6
right_child=1 2 8 -5 9 10 11 -9 -10 -11 -12 -13 -14
leaf_value=-0.0032579898354400051 0.0033227887679630769 0.020968284787874537 0.0043802564638407175 0.0099404338986539519 -0.017122790348724864 0.014696828054161455 0.019975967337149955 -0.0069667837038855304 -0.017743664545715417 -0.011639124634860117 0.020902066869596076 0.020753062146749799 -0.017715237081813578
leaf_weight=1.9761099815368677 2.7251995652914065 1.7441923916339854 1.7308491766452783 1.7403779178857792 2.428544282913208 1.7434426099061968 1.999398931860924 2.7107117623090744 1.9665582180023191 1.7066414058208463 1.7461766153573988 1.7468596547842024 3.1904940903186798
leaf_count=8 11 7 7 7 10 7 8 11 8 7 7 7 13
internal_value=0.00105089 -0.00105717 0.00559462 -0.00776951 -0.0108361 0.0101878 0.0114472 0.00397041 -0.0073869 -0.0161033 0.0178019 0.0203383 -0.0174592
internal_weight=29.1556 23.6898 11.8986 11.7913 10.0509 5.46573 8.20116 4.4549 3.69741 7.32568 3.48962 3.74626 5.61904
internal_count=118 96 48 48 41 22 33 18 15 30 14 15 23
is_linear=0
shrinkage=0.01


Tree=14
num_leaves=14
num_cat=0
split_feature=36 7 38 52 65 21 65 35 36 70 66 52 9
split_gain=5.60162 6.40611 6.07794 5.73784 9.96341 5.19534 5.49979 4.69964 4.46563 4.04116 1.58311 1.28315 0.00159577
threshold=13.550524893378153 0.53874787338418695 8.5667373939807963 -6.3439522775262951 94.084525126015606 0.13975481449251112 95.546595315900404 16.482581866615202 20.445993483933076 0.16603660093506639 -0.25539940996521365 5.7141746805868268 12.500000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 8 -4 -5 6 -1 -7 10 -8 -2 -3 -12
right_child=2 11 3 4 -6 7 9 -9 -10 -11 12 -13 -14
leaf_value=0.020528837326102025 -0.006014708547566072 0.0092181198705268679 0.016473971847639469 0.010449261022485761 -0.017367446977557252 -0.017521037606264115 -0.0089145992752752527 0.0045174170644518771 0.0043281102018226424 0.010715358176932026 -0.017315436440844417 0.020401921783791757 -0.017722465196249801
leaf_weight=1.9973489642143265 1.7106763422489164 1.740964114665984 2.2408652156591415 2.7268210500478745 2.4397180676460266 2.2010559588670735 2.2155689001083374 1.7266897261142728 1.7303807586431501 1.9913368821144102 1.7066718190908416 2.4976566582918167 2.2111101001501083
leaf_count=8 7 7 9 11 10 9 9 7 7 8 7 10 9
internal_value=0.00104097 0.00548557 -0.00328455 0.00311007 -0.00268621 0.00116716 0.00686468 -0.00783264 -0.00972137 0.000377232 -0.0140407 0.0158083 -0.0175452
internal_weight=29.1369 14.3706 14.7662 7.4074 5.16654 10.132 6.20425 3.92775 7.35884 4.20691 5.62846 4.23862 3.91778
internal_count=118 58 60 30 21 41 25 16 30 17 23 17 16
is_linear=0
shrinkage=0.01


Tree=15
num_leaves=13
num_cat=0
split_feature=55 51 6 69 57 49 68 23 6 39 69 15
split_gain=8.45089 6.31218 10.3428 6.44315 5.8847 6.77295 6.81025 4.11993 1.89585 1.21264 0.32784 0.00621614
threshold=5.8816146897299246 9.1720509670025852 0.5650991349286677 0.87478314730986806 133.24449764771603 41.262979190392649 0.32649406329450326 0.034305250803045105 0.48560509824694559 2.4507957886285587 0.70629170045318779 51.897003745318507
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 7 4 9 8 6 -6 -2 -3 -4 -1 -10
right_child=1 2 3 -5 5 -7 -8 -9 11 -11 -12 -13
leaf_value=-0.011392700811161279 0.0011439681892163531 -0.0062494849863105372 0.020783836957092371 -0.0066175044220427182 0.02019687080858254 -0.011261103941180748 -0.0062608988602849162 0.020454767692502585 -0.01789212528943793 0.0099005019622171835 -0.017248314942101179 -0.017088921673078322
leaf_weight=1.6967008411884337 1.9821606874465967 2.4688253104686755 2.4946979731321326 1.7240042239427564 2.2485167235136037 2.9508303552865982 1.7148398607969282 2.4960759431123734 1.7246000319719317 1.7363474965095518 2.1905656605958939 2.1834264695644379
leaf_count=7 8 10 10 7 9 12 7 10 7 7 9 9
internal_value=-0.00102526 0.00121414 -0.001274 0.00967775 -0.00618094 0.000209273 0.00874929 0.0119074 -0.0131096 0.0163175 -0.0146925 -0.0174434
internal_weight=27.6116 23.7243 19.2461 5.95505 13.291 6.91419 3.96336 4.47824 6.37685 4.23105 3.88727 3.90803
internal_count=112 96 78 24 54 28 16 18 26 17 16 16
is_linear=0
shrinkage=0.01


Tree=16
num_leaves=13
num_cat=0
split_feature=55 51 6 69 57 49 13 23 20 26 69 18
split_gain=8.30266 6.18535 10.1416 6.30982 5.78122 6.6438 4.07506 4.03589 3.23395 1.22822 0.323635 0.00731195
threshold=5.8816146897299246 9.1720509670025852 0.5650991349286677 0.87478314730986806 133.24449764771603 41.262979190392649 22.777588437813396 0.034305250803045105 2.2294555396177422 -0.21440325079286121 0.70629170045318779 -0.24396401535591858
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 7 4 9 8 6 -6 -2 11 -4 -1 -3
right_child=1 2 3 -5 5 -7 -8 -9 -10 -11 -12 -13
leaf_value=-0.011299944299854139 0.0011324561518442117 -0.017822606998175707 0.020639499028771217 -0.0065558440808089211 0.020069559233554104 -0.011163010811737791 -0.00035327819872936413 0.020243565818342687 -0.0013440895083878057 0.0096907236573292709 -0.017124546999209737 -0.017018993943820091
leaf_weight=1.69353795051575 1.9822869747877145 1.9691140949726103 2.4954102635383606 1.7228228598833082 1.7494875788688662 2.9470117688179016 2.2127426117658615 2.4968918859958649 1.731912702322006 1.7383074015378941 2.1843649744987488 2.6641062647104281
leaf_count=7 8 8 10 7 7 12 9 10 7 7 9 11
internal_value=-0.00101596 0.00120265 -0.00126234 0.00957853 -0.0061269 0.000207289 0.00866424 0.0117858 -0.0130026 0.0161441 -0.0145809 -0.0173605
internal_weight=27.588 23.7101 19.2309 5.95654 13.2744 6.90924 3.96223 4.47918 6.36513 4.23372 3.8779 4.63322
internal_count=112 96 78 24 54 28 16 18 26 17 16 19
is_linear=0
shrinkage=0.01


Tree=17
num_leaves=13
num_cat=0
split_feature=55 51 6 57 49 68 6 41 65 58 5 0
split_gain=8.15776 6.06178 9.94503 5.68126 6.51658 6.64663 5.17783 3.47226 3.20754 2.32417 0.314535 0.00591536
threshold=5.8816146897299246 9.1720509670025852 0.5650991349286677 133.24449764771603 41.262979190392649 0.32649406329450326 0.58066879671270166 3.8247175513426215 96.632565611154845 114.79974530015706 0.51955692303107504 69.850555896738072
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 8 3 7 5 -5 -4 -3 -2 -8 -1 -9
right_child=1 2 6 4 -6 -7 9 11 -10 -11 -12 -13
leaf_value=-0.016985605172043165 0.020098614349343603 -0.00074821054885796366 0.02045904131676651 0.019884425121880499 -0.011066325456497623 -0.0062591408668692932 -0.0066646869152208969 -0.01769965843309261 0.003174755194008427 0.0097243467651315571 -0.011237275134422913 -0.016975304668719784
leaf_weight=2.1763211935758622 2.2477896064519909 1.7164636999368683 2.4962379336357108 2.2485737353563313 2.9430517554283142 1.7135199308395384 1.7233826071023943 2.7005387246608734 2.2318081855773926 1.737835571169853 1.6918968856334684 1.9353739023208616
leaf_count=9 9 7 10 9 12 7 7 11 9 7 7 8
internal_value=-0.0010068 0.00119134 -0.00125083 -0.00607344 0.000205306 0.0085779 0.00948125 -0.0128986 0.0116669 0.00156405 -0.0144714 -0.0173973
internal_weight=27.5628 23.6946 19.215 13.2575 6.90515 3.96209 5.95746 6.35238 4.4796 3.46122 3.86822 4.63591
internal_count=112 96 78 54 28 16 24 26 18 14 16 19
is_linear=0
shrinkage=0.01


Tree=18
num_leaves=13
num_cat=0
split_feature=55 51 6 57 49 68 6 20 65 65 46 15
split_gain=8.01613 5.9409 9.75316 5.58217 6.39318 6.51554 5.07185 3.18095 3.14423 2.28631 0.313733 0.00538524
threshold=5.8816146897299246 9.1720509670025852 0.5650991349286677 133.24449764771603 41.262979190392649 0.32649406329450326 0.58066879671270166 2.2294555396177422 96.632565611154845 106.96212474013807 -15.647996753865415 59.179566563467738
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 8 3 7 5 -5 -4 11 -2 -8 -1 -3
right_child=1 2 6 4 -6 -7 9 -9 -10 -11 -12 -13
leaf_value=-0.011130553544801022 0.019898063880108976 -0.017490885338377962 0.020247664926008737 0.019690053560300597 -0.010971009478890041 -0.0062013301501474619 0.0096255674961081179 -0.0012299021817483223 0.0031425572825430443 -0.0066303103293626243 -0.016878838216204745 -0.016806656426578984
leaf_weight=1.6879175305366518 2.2477402240037945 2.202000096440317 2.4970699101686469 2.2480651438236241 2.9389552623033524 1.712205573916435 1.7412946820259096 1.7294628471136091 2.2321263253688812 1.7196262478828428 2.1702888458967236 2.4083407521247864
leaf_count=7 9 9 10 9 12 7 7 7 9 7 9 10
internal_value=-0.000997814 0.00118024 -0.00123956 -0.0060212 0.000203395 0.00849603 0.00938557 -0.0127951 0.0115495 0.00154852 -0.014364 -0.0171335
internal_weight=27.5351 23.6769 19.197 13.239 6.89923 3.96027 5.95799 6.3398 4.47987 3.46092 3.85821 4.61034
internal_count=112 96 78 54 28 16 24 26 18 14 16 19
is_linear=0
shrinkage=0.01


Tree=19
num_leaves=13
num_cat=0
split_feature=55 51 67 58 38 56 28 47 65 46 69 66
split_gain=7.87761 5.82302 6.14769 9.96304 4.69422 5.61128 3.71183 3.19377 3.08331 1.24484 0.319104 0.00576234
threshold=5.8816146897299246 9.1720509670025852 0.3864540091910697 127.63034250954506 7.2898934386653851 51.795405684979251 0.58738544736918974 56.067394520677944 96.632565611154845 -17.357529127098218 0.70629170045318779 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 8 4 6 5 -3 -4 11 -2 -8 -1 -6
right_child=1 2 3 -5 7 -7 9 -9 -10 -11 -12 -13
leaf_value=-0.010990716895464983 0.01970343933490706 0.015074587343774513 -0.001086244446226203 -0.010738085920813645 -0.016823333594731184 -0.0089375305278270901 0.0093327133772874663 -0.0010104814243838735 0.0031107060242157114 0.019976695689586016 -0.016796322516054223 -0.017572111216626236
leaf_weight=1.6819406002759962 2.2472454309463528 1.7419606298208257 1.7179828286170939 2.9282866567373276 1.9262213855981878 2.2051920294761658 1.7346822321414945 1.7216747999191282 2.2324303835630417 2.9972777515649796 2.1659652590751648 2.2034402638673729
leaf_count=7 9 7 7 12 8 9 7 7 9 12 9 9
internal_value=-0.000989022 0.00116939 -0.00122853 0.00455893 -0.00676777 0.00165952 0.0115038 -0.0124526 0.0114345 0.0160747 -0.0142587 -0.0172229
internal_weight=27.5043 23.6564 19.1767 9.37823 9.79849 3.94715 6.44994 5.85134 4.47968 4.73196 3.84791 4.12966
internal_count=112 96 78 38 40 16 26 24 18 19 16 17
is_linear=0
shrinkage=0.01


Tree=20
num_leaves=14
num_cat=0
split_feature=20 33 41 29 5 51 51 22 26 5 39 65 55
split_gain=6.22685 6.58718 6.77848 6.52919 6.46215 5.01048 4.45533 3.36917 3.01535 2.81506 2.15307 1.07943 0.00595899
threshold=2.2294555396177422 35.863380262779678 7.4415629724502068 0.58035976135818113 0.45737420676602664 32.419841571921559 9.4660778909868952 0.652680119880371 -1.378863751265623 0.53122702185886006 1.4278883894497474 102.23071224326888 12.19371470234668
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 6 -2 11 -3 -4 -1 -5 -8 -6 -10
right_child=4 2 7 9 5 -7 10 -9 12 -11 -12 -13 -14
leaf_value=-0.00087367041047159248 0.019724508703901161 0.010080009587519603 -0.017866983704673555 0.020157546293641641 0.0038123503275723286 -0.0093033807630619452 -0.016796806914412234 -0.00041184496340043546 -0.016591391435402791 0.0041310882009415687 -0.00088966222277828773 0.014961785382653373 -0.017403881335158862
leaf_weight=1.7132743895053861 2.9961269944906217 1.9874183982610683 2.2114745676517478 2.9926832318305969 1.7309301644563677 2.4349688142538071 1.6848230212926867 2.2117291390895844 1.913369864225394 1.7293327599763868 1.7190874963998792 1.7424609363079069 1.7089153975248335
leaf_count=7 12 8 9 12 7 10 7 9 8 7 7 7 7
internal_value=0.000812428 -0.00230142 0.00118667 0.00570269 0.00776158 0.00169519 -0.00181697 -0.00913891 -0.0118046 0.0142882 -0.00876317 0.00940557 -0.0169747
internal_weight=28.7766 19.8721 14.5365 10.1133 8.90449 5.90836 5.39133 4.4232 5.33556 4.72202 3.40391 3.47339 3.62229
internal_count=117 81 59 41 36 24 22 18 22 19 14 14 15
is_linear=0
shrinkage=0.01


Tree=21
num_leaves=14
num_cat=0
split_feature=20 51 6 65 20 41 45 70 60 37 52 0 16
split_gain=6.1061 6.06345 7.67917 6.07547 6.04375 9.35581 5.3335 4.75084 2.85123 2.78354 0.00767609 0.00652587 0.0033783
threshold=2.2294555396177422 7.9093415450972513 0.5650991349286677 97.333772070526862 4.9561545582797466 9.14595038591745 -35.540128989825774 -0.036626159918112085 121.16585031690762 7.7535384838674606 -8.8885496092300098 43.619951712564706 1.2104402505027203
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 6 -4 8 -6 -3 -1 10 -8 -2 -11 -13
right_child=4 2 3 -5 5 -7 9 -9 -10 11 -12 12 -14
leaf_value=-0.0041738117770924931 0.019330392138246295 0.0038175907060133112 0.02018156429684928 -0.0037232421858207966 -0.017217894999473723 0.014715344606255842 -0.0031742189829756574 0.01615725950688883 0.0040874961068430972 -0.017287531648520277 0.020267710828195465 -0.016348072988835626 -0.016889871212997093
leaf_weight=1.9818168580532072 1.7468210756778715 2.2210823446512249 1.7492840141057957 2.7107153534889221 1.9412715435028078 1.7396774739027021 1.9664253145456259 2.7361752241849961 1.7251618802547453 1.7052092403173444 1.7480030506849273 2.8487669229507446 1.930929511785507
leaf_count=8 7 9 7 11 8 7 8 11 7 7 7 12 8
internal_value=0.000804942 -0.00228099 -0.00536702 0.00565261 0.00768702 -0.00212572 -0.00997212 0.00761709 0.0146066 -0.0135962 0.0197992 -0.0167564 -0.016567
internal_weight=28.7513 19.8504 15.1324 4.46 8.90094 3.68095 10.6724 4.71799 5.21999 8.45133 3.49482 6.48491 4.7797
internal_count=117 81 62 18 36 15 44 19 21 35 14 27 20
is_linear=0
shrinkage=0.01


Tree=22
num_leaves=14
num_cat=0
split_feature=14 6 39 39 70 6 44 29 40 3 21 34 7
split_gain=5.521 10.8879 7.26459 9.73197 5.24501 5.53846 3.0964 2.45649 2.41856 2.22635 1.48773 0.401659 0.00878056
threshold=79.06249999999919 0.56365624675106507 2.7898419374436472 1.7821046544280583 0.083340202563407226 0.49016832209289934 -12.872960381814048 0.80553186026472823 2.1115823989231672 40.26846173436828 -0.8771168278535374 23.553881205651052 0.53293305413012437
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 4 5 -1 9 -4 -7 -6 -5 -2 -12
right_child=1 -3 7 10 6 8 -8 -9 -10 -11 12 -13 -14
leaf_value=0.0078768187724811527 -0.011050385378416201 0.014173223574687937 -0.00096815592483532112 0.0088366301369235418 0.0096151488765042672 -0.01691987045997741 0.016277265788254294 -0.017345641901810517 -0.0019455248088914379 -0.0064873231217569072 0.020391936910247974 -0.017109425747838282 0.019454094272804284
leaf_weight=2.2221268862485974 1.6783730387687672 1.7413774877786634 1.726948976516723 1.7369730919599531 1.7287329286336901 2.8945287764072418 2.4818023145198822 1.9499458521604536 1.7192506939172743 1.7059589624404905 1.9964960813522332 3.1427511423826218 1.9967139065265653
leaf_count=9 7 7 7 7 7 12 10 8 7 7 8 13 8
internal_value=0.00079763 -0.00725888 0.00318356 0.00573734 0.00087319 -0.0050932 0.00776674 -0.00965353 -0.0113399 0.0016173 0.0165624 -0.0150001 0.019923
internal_weight=28.722 6.5625 22.1595 18.4826 12.7524 6.83591 5.91649 3.67689 4.61378 3.43469 5.73018 4.82112 3.99321
internal_count=117 27 90 75 52 28 24 15 19 14 23 20 16
is_linear=0
shrinkage=0.01


Tree=23
num_leaves=13
num_cat=0
split_feature=23 16 36 38 24 68 58 46 25 15 34 70
split_gain=5.03488 11.512 5.30318 4.96321 4.83734 4.38615 4.62649 5.72601 3.9714 1.3743 0.010717 0.00900294
threshold=1.0983394246110205 0.34319395774503608 9.7868825013493232 6.0161232062695786 1.2575623754076073 0.081887748205922886 108.22056745145836 -17.357529127098218 -0.76371616743925597 75.635262224548129 27.255056254655443 -0.055079299322139438
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 10 -4 7 -7 -8 11 -5 -3
right_child=3 9 5 4 -6 6 8 -9 -10 -11 -12 -13
leaf_value=0.019574252449184967 -0.0065340532986136604 -0.017366198812898418 0.011267554196754568 0.020393307794839211 -0.00068849915521904689 -0.0066561216891896759 0.0012724174945692645 0.013475250317304342 -0.017437243416008101 -0.0075950673376928169 0.019285087304437194 -0.016364442547463703
leaf_weight=1.7466382384300292 1.7138900309801091 1.7012306004762652 3.2095985114574423 1.7447834163904192 1.7105588763952253 2.6827705651521701 1.9677846431732176 2.9848525375127757 2.6792112588882446 2.9086762070655823 1.7456676512956617 1.8980953693389881
leaf_count=7 7 7 13 7 7 11 8 12 11 12 7 8
internal_value=0.000790351 -0.00157 0.00317625 0.0082244 0.0130878 0.00105846 -0.0021183 0.00394606 -0.00951458 -0.0127069 0.0198391 -0.0168379
internal_weight=28.6938 21.7789 15.2709 6.9149 5.20101 13.5242 10.3146 5.66762 4.647 6.508 3.49045 3.59933
internal_count=117 89 62 28 21 55 42 23 19 27 14 15
is_linear=0
shrinkage=0.01


Tree=24
num_leaves=14
num_cat=0
split_feature=14 13 39 39 71 7 24 2 57 47 34 40 58
split_gain=5.31922 8.8318 7.09639 9.41718 5.44645 4.85624 6.33219 3.64557 2.40875 2.27261 1.28942 0.00816164 0.00587787
threshold=79.06249999999919 90.712222643257419 2.7898419374436472 1.7821046544280583 -0.037070911666229063 0.5235863683804326 0.093777727317716553 58.421726029707365 181.26166483495862 31.333756589269111 24.082179396942397 1.7566959437661749 109.34015679485513
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 11 3 4 5 6 -1 -8 -4 -6 -5 -2 -12
right_child=1 -3 8 10 9 -7 7 -9 -10 -11 12 -13 -14
leaf_value=-0.010671600982265297 -0.016342017041075105 0.0067387930451856442 -0.017211390676908953 0.0091022271548199096 -0.0010778274823881582 0.016158232352885289 0.019517783750453679 -0.0010221729779070505 -0.00098160282030867281 -0.01691274985044669 0.019861961273910888 -0.017272370624283856 0.019088584736200408
leaf_weight=2.9051721543073707 1.6580570787191384 2.6951651573181152 1.9432800859212869 1.7351834923028935 1.708221524953845 2.7284968048334122 1.7467713207006457 1.7100337743759153 1.7272761315107343 1.9307562857866285 1.7487911134958269 2.1862525790929794 2.24345862865448
leaf_count=12 7 11 8 7 7 11 7 7 7 8 7 9 9
internal_value=0.000783122 -0.00714057 0.00312487 0.00565032 0.000858987 0.00499754 0.00021099 0.00935695 -0.00957404 -0.00947947 0.0162993 -0.0168711 0.0194274
internal_weight=28.6669 6.53947 22.1274 18.4569 12.7295 9.09047 6.36198 3.45681 3.67056 3.63898 5.72743 3.84431 3.99225
internal_count=117 27 90 75 52 37 26 14 15 15 23 16 16
is_linear=0
shrinkage=0.01


Tree=25
num_leaves=14
num_cat=0
split_feature=35 48 25 6 25 69 70 45 23 19 1 35 70
split_gain=5.75701 5.48703 5.32227 5.22798 7.8436 5.62011 6.26414 6.14152 1.86968 1.02863 0.00712971 0.0067212 0.00316107
threshold=12.291535779403889 32.728445996266274 0.6521322850652117 0.56365624675106507 -0.96072354815967331 0.63862090922376169 -0.036626159918112085 -33.709571729523553 1.0983394246110205 1.7926776372929834 61.926502657818226 24.773334339899915 0.11487555618928781
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 11 5 -5 6 -3 -7 10 -8 -9 -2 -6
right_child=1 3 -4 4 12 7 9 8 -10 -11 -12 -13 -14
leaf_value=0.016086483141659856 -0.017219302424877098 -0.0051534649381827016 0.0013729997796046631 -0.0046932077675136659 0.019065142392792701 0.0093509024632061812 0.0091853155708448587 -0.01739555852130014 -0.0054338783791674393 0.02007974369900058 -0.016475603796513413 -0.016353430812774645 0.019666753843583983
leaf_weight=2.2250857204198864 1.6990544199943571 2.9539625644683838 2.9416893869638443 2.2135671973228455 1.7446150630712502 1.729665219783789 1.7232187986373921 1.7020519077777803 2.4307582527399063 1.7435418516397474 1.6680512428283689 1.8978452682495115 1.7489000409841535
leaf_count=9 7 12 12 9 7 7 7 7 10 7 7 8 7
internal_value=0.000643795 -0.000667859 -0.00860337 0.00197158 0.0100345 -0.00132675 0.00554689 -0.00718739 -0.0121187 0.0146645 -0.0169402 -0.0167624 0.0193663
internal_weight=28.422 26.1969 6.53859 19.6583 5.70708 13.9512 6.42072 7.53053 5.80086 3.46676 3.3701 3.5969 3.49352
internal_count=116 107 27 80 23 57 26 31 24 14 14 15 14
is_linear=0
shrinkage=0.01


Tree=26
num_leaves=14
num_cat=0
split_feature=35 47 34 37 45 33 66 71 20 21 48 10 67
split_gain=5.64145 5.62053 5.96685 6.60837 5.951 4.83546 4.83359 4.71397 3.75143 1.3071 1.1669 1.09417 0.333648
threshold=12.291535779403889 21.210722111941919 25.812665329116214 13.94937791192743 34.207397464947455 65.929781097022342 -0.12521944541435409 0.21875404512044469 0.38096716335540576 0.57662237302154928 9.9442367987652265 9.5000000000000018 -0.38683686355676394
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 10 3 9 6 11 12 8 -8 -3 -2 -6 -4
right_child=1 2 4 -5 5 -7 7 -9 -10 -11 -12 -13 -14
leaf_value=0.015922672476804449 -0.0055980220819378855 -0.017250220961494599 0.019400547111047502 0.0097277381731007938 -0.017049543285430912 0.0092020587018299006 0.0056292118116787384 0.015205539128172277 -0.012937859678230414 -0.0062076683395347297 -0.016700734789367847 -0.0056657512907065397 0.013689726980954293
leaf_weight=2.2254950553178814 1.6864353269338637 2.9190628379583385 2.4943620711565018 1.7290036380290983 1.6864920556545251 1.73172952234745 2.4497267007827688 2.2367699146270752 1.9579568803310392 1.6940117329359052 2.1578321158885956 1.6908177733421323 1.7343741655349783
leaf_count=9 7 12 10 7 7 7 10 9 8 7 9 7 7
internal_value=0.00063792 -0.000661965 0.0012612 -0.00694584 0.00451792 -0.00438403 0.00870073 0.0033817 -0.00261855 -0.0131952 -0.0118301 -0.0113504 0.0170583
internal_weight=28.3941 26.1686 22.3243 6.34208 15.9822 5.10904 10.8732 6.64445 4.40768 4.61307 3.84427 3.37731 4.22874
internal_count=116 107 91 26 65 21 44 27 18 19 16 14 17
is_linear=0
shrinkage=0.01


Tree=27
num_leaves=12
num_cat=0
split_feature=36 64 14 46 48 58 38 26 6 51 46
split_gain=4.97304 4.70921 4.65597 4.92837 4.20267 5.2278 5.92198 4.08037 3.21727 2.89145 2.75267
threshold=11.797301074735509 103.52368300932814 35.730994152046314 8.794698196434986 32.728445996266274 109.34015679485513 8.7795492702319589 -0.30272242727997789 0.55591001966857545 28.022551706626118 18.865689013573185
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 10 6 8 -7 -6 -9 -2
right_child=4 -3 3 -5 5 7 -8 9 -10 -11 -12
leaf_value=0.012474069686037323 -0.016434500606800184 0.019438165114721087 0.0060305907531538394 -0.017239395922981283 -0.0090992973097685833 0.0061236707640495245 0.016554358012625781 -0.017151095224203963 0.0075788497837944967 -0.00077090735472479623 -0.0019578067848654195
leaf_weight=2.7292657643556613 2.8512213081121471 2.2407270818948746 1.9583345800638201 1.7004270404577253 2.4071785360574705 1.9717118293046949 3.2296554297208786 2.8993022888898849 2.2263643145561218 1.7151681780815122 2.4353267401456833
leaf_count=11 12 9 8 7 10 8 13 12 9 7 10
internal_value=0.000632129 0.00696465 0.00258932 -0.00478425 -0.00213652 0.000654712 0.00615965 -0.00591759 -0.00108564 -0.0110627 -0.0097656
internal_weight=28.3647 8.62875 6.38803 3.65876 19.7359 14.4494 7.8632 6.58618 4.63354 4.61447 5.28655
internal_count=116 35 26 15 81 59 32 27 19 19 22
is_linear=0
shrinkage=0.01


Tree=28
num_leaves=14
num_cat=0
split_feature=35 47 34 37 0 68 49 67 55 70 18 40 0
split_gain=5.45852 5.44763 5.80404 6.40105 4.79382 4.52835 6.69042 3.74889 3.47414 2.19758 1.27917 1.19722 0.00713498
threshold=12.291535779403889 21.210722111941919 25.812665329116214 13.94937791192743 78.338088307313669 0.41114312374731821 26.436528098382542 1.5612470261210285 15.835298722453553 0.21947942817043728 1.0600789060807527 1.706167081096633 29.163904524366227
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 11 3 10 5 8 -7 -6 -4 -8 -3 -2 -10
right_child=1 2 4 -5 7 6 9 -9 12 -11 -12 -13 -14
leaf_value=0.015667080744309309 -0.0053357493857264307 -0.01705886319032408 0.0033115166939433412 0.0095335296671506756 -0.016735619749436402 0.015322605525859432 -0.013036837849800503 0.0042843780176887742 0.01945036160239114 0.0015530500727067092 -0.0061205301683217089 -0.016608135887248979 0.018597431719241182
leaf_weight=2.2235513031482723 1.6755795031785994 2.9062585234642055 2.1986446082591993 1.7294918000698087 1.6755763292312615 2.2380673438310623 2.1827288717031479 1.7188654839992521 1.7473329752683642 1.9588914662599561 1.6912867277860639 2.1526498198509216 2.2355912625789642
leaf_count=9 7 12 9 7 7 9 9 7 7 8 7 9 9
internal_value=0.000626407 -0.000654423 0.00123882 -0.00686591 0.00445266 0.00730204 0.00139182 -0.00609159 0.0134017 -0.00613616 -0.013035 -0.0116743 0.0189716
internal_weight=28.3345 26.111 22.2827 6.32704 15.9557 12.5613 6.37969 3.39444 6.18157 4.14162 4.59755 3.82823 3.98292
internal_count=116 107 91 26 65 51 26 14 25 17 19 16 16
is_linear=0
shrinkage=0.01


Tree=29
num_leaves=13
num_cat=0
split_feature=51 64 70 13 70 64 45 63 38 5 13 70
split_gain=4.3452 6.82966 6.96928 6.88601 6.57264 5.97287 3.54386 2.57733 5.48483 0.364674 0.28886 0.00329374
threshold=9.1720509670025852 101.4102612152078 0.13041274616296275 20.348184689270223 -0.036626159918112085 106.76349761439356 -40.111004784742207 97.093327863407026 6.9126222650685571 0.45737420676602664 66.98835784313728 0.038854097751942263
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -4 -7 8 -5 -9 -6 -11
right_child=1 2 5 7 10 6 -8 9 -10 11 -12 -13
leaf_value=-0.0054124837684005932 0.010406398620362604 0.016681438194782471 0.011685872549556237 0.009532623399102054 0.013359805661208186 0.0041006265404177353 -0.013738556516906761 -0.010964643696312684 -0.013078052105031792 -0.016946371364289576 0.018945831273894563 -0.016339343807149364
leaf_weight=2.2146883308887482 1.9759380817413355 3.2300028353929502 2.4784109592437744 1.7212729454040507 1.7317413091659575 1.728670537471771 3.1297367811203003 1.6669028401374815 2.8478814214468002 1.6896418333053591 1.9889306426048277 1.8979144990444181
leaf_count=9 8 13 10 7 7 7 13 7 12 7 8 8
internal_value=0.000620799 -0.00139768 0.00444164 -0.00662695 0.00822708 -0.000946873 -0.00739119 -0.0100531 -0.00456025 -0.0148295 0.0163459 -0.0166252
internal_weight=28.3017 22.3664 10.5668 11.7996 5.93536 7.33682 4.85841 9.82361 4.56915 5.25446 3.72067 3.58756
internal_count=116 92 43 49 24 30 20 41 19 22 15 15
is_linear=0
shrinkage=0.01


Tree=30
num_leaves=13
num_cat=0
split_feature=36 48 26 15 26 36 36 16 49 23 13 31
split_gain=4.03653 5.23162 5.30878 10.6676 5.46741 5.02097 4.35134 3.68494 5.89204 3.46671 2.74285 0.016966
threshold=8.9557296341252037 32.728445996266274 -0.76222941262224519 73.329086290386797 0.61767642648744936 15.834488434181182 17.822195599650669 1.0000000180025095e-35 18.810186047039593 1.4941587358118713 14.509822536138424 0.076932105354273306
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 7 6 10 -5 9 -3 8 -2 -6 -4 -12
right_child=1 2 3 4 5 -7 -8 -9 -10 -11 11 -13
leaf_value=0.010848232734464058 0.010639061772728912 0.019152941914990198 -0.0017174452277506505 0.019478487978952241 -0.016577504287475762 0.014594567408107393 -0.0011728047854944242 -0.016451196243082646 -0.01273589576923289 0.0036394645531809462 -0.016404191874309425 -0.017775582667083949
leaf_weight=3.2001013159751919 1.9681743085384393 2.7412326484918674 1.7203870266675876 2.241645872592926 1.6714592278003695 1.7349875271320341 1.7104379534721372 3.0871728509664536 2.3852204531431198 1.7219950407743452 1.8998170942068102 1.7177672088146207
leaf_count=13 8 11 7 9 7 7 7 13 10 7 8 7
internal_value=0.0002833 -0.00109103 0.00194563 -0.0013464 0.00645091 0.000756547 0.0113433 -0.00809429 -0.00216805 -0.00631848 -0.0121121 -0.0170554
internal_weight=27.8004 24.6003 17.1597 12.7081 7.37009 5.12844 4.45167 7.44057 4.35339 3.39345 5.33797 3.61758
internal_count=114 101 70 52 30 21 18 31 18 14 22 15
is_linear=0
shrinkage=0.01


Tree=31
num_leaves=12
num_cat=0
split_feature=27 36 21 71 51 62 16 49 26 40 24
split_gain=4.20123 5.1801 4.65138 6.83975 4.79995 4.86896 4.28697 5.86034 4.76869 1.64126 0.396535
threshold=0.40625622354174312 8.9557296341252037 0.89967348995620644 -0.037070911666229063 46.077629816063812 92.008006226485136 1.0000000180025095e-35 18.810186047039593 -0.76222941262224519 2.3903195422359089 0.46946455083272859
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 4 -4 5 -3 7 -7 -9 -10 -8
right_child=1 2 3 -5 -6 6 10 8 9 -11 -12
leaf_value=-0.012462137356098588 0.015226533554082582 0.0088848933587854628 -0.0065084097971786293 0.018986724491384041 0.011537703495713392 0.014035570105725887 -0.01664979474407887 0.0051359308140862528 -0.0058899524007258756 -0.017252967052771417 -0.010503894662100307
leaf_weight=2.3666988015174892 2.4704080671072033 2.4486874490976431 1.7109895795583723 2.7331925481557837 2.2290904223918906 1.7368485480546931 2.8663199245929709 2.4470551759004699 2.4244183301925553 2.6721558123826981 1.6565215885639188
leaf_count=10 10 10 7 11 9 7 12 10 10 11 7
internal_value=0.000280767 0.00146832 -1.42577e-05 0.00917122 -0.0022231 -0.00411051 -0.00641587 -0.00252538 -0.00633838 -0.0118476 -0.0143988
internal_weight=27.7624 25.3957 22.9253 4.44418 18.4811 16.252 13.8033 9.28048 7.54363 5.09657 4.52284
internal_count=114 104 94 18 76 67 57 38 31 21 19
is_linear=0
shrinkage=0.01


Tree=32
num_leaves=13
num_cat=0
split_feature=6 21 14 36 49 70 15 38 2 6 15 36
split_gain=4.01061 4.85479 5.97972 8.32896 5.83599 4.84332 4.22525 3.39396 2.71533 2.45032 2.06343 0.00789904
threshold=0.5650991349286677 0.89967348995620644 60.470085470085145 10.321912723129712 41.262979190392649 0.21947942817043728 10.59025549898848 8.338152724685207 66.747252060916111 0.58066879671270166 37.028034658839843 14.960793928714226
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 7 -3 -2 10 11 -8 -5 -4
right_child=6 5 8 4 -6 -7 9 -9 -10 -11 -12 -13
leaf_value=0.018808469143157407 -0.0065216991536994973 0.0191293203084669 -0.016870160209993962 0.0045189216141317615 -0.017092904536920677 -0.0031106425003967729 0.018732003546212544 0.011140075163665171 -0.0021608855611486358 0.0046609074976928155 -0.0096290306375983875 -0.016010099509570153
leaf_weight=1.9880117923021412 1.7071758806705464 1.9896928519010537 2.164204701781272 1.6975955814123134 2.4177512377500534 1.9281111955642698 2.4843360632658005 2.2197325676679611 1.9326173216104505 2.4659719318151474 2.6247510462999344 2.1079940646886826
leaf_count=8 7 8 9 7 10 8 10 9 8 10 11 9
internal_value=0.000278242 -0.00185955 -0.0041536 0.000291432 -0.00381714 0.00818413 0.00704419 0.00108918 -0.0119965 0.0117226 -0.00407244 -0.0164458
internal_weight=27.7279 21.0705 17.1527 10.9478 8.95983 3.9178 6.65748 6.54208 6.20482 4.95031 4.32235 4.2722
internal_count=114 87 71 45 37 16 27 27 26 20 18 18
is_linear=0
shrinkage=0.01


Tree=33
num_leaves=13
num_cat=0
split_feature=27 36 15 16 5 71 34 27 21 48 31 46
split_gain=4.08603 4.98686 5.15241 4.69711 6.01597 4.20888 3.40854 4.4874 2.31904 1.92274 1.87934 0.0035073
threshold=0.40625622354174312 8.9557296341252037 82.039154788570542 -0.19079108577619294 0.52254804383214071 0.059912250965676893 29.533951131668818 0.61121287935788227 0.83175455519545449 46.592129488609679 0.095001648754015469 18.865689013573185
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 5 9 -4 -8 11 -3 -6 -5
right_child=1 2 6 8 10 -7 7 -9 -10 -11 -12 -13
leaf_value=-0.012322978373166909 0.014959806955498816 0.018883282709873536 0.015836097347305195 -0.015788534934149123 -0.003326648889152635 -0.0045635570015103493 -0.011247427327968039 0.0095646144093270522 -0.0017736843721509656 0.0053437697876636252 -0.01681301387473684 -0.016441740821592998
leaf_weight=2.3552684187889126 2.4653343856334713 2.2389657497406059 2.7264207005500785 1.6243173182010608 2.675744354724884 2.1849307417869568 1.6786794960498808 2.7061205804347992 1.7143620699644087 1.973210886120796 1.6833046823740003 1.6641706228256223
leaf_count=10 10 9 11 7 11 9 7 11 7 8 7 7
internal_value=0.000275778 0.001447 -9.64079e-06 -0.00319808 0.000525249 0.00669871 0.00705618 0.00159692 -0.0112033 0.0125406 -0.00853459 -0.0161191
internal_weight=27.6908 25.3356 22.8702 15.759 10.7562 6.39711 7.11122 4.3848 5.00285 4.21218 4.35905 3.28849
internal_count=114 104 94 65 44 26 29 18 21 17 18 14
is_linear=0
shrinkage=0.01


Tree=34
num_leaves=13
num_cat=0
split_feature=37 38 6 38 6 13 24 69 6 38 26 27
split_gain=4.03154 5.64823 5.4607 6.68005 5.42378 3.03008 3.53265 2.9796 2.16406 0.994159 0.482984 0.0166409
threshold=7.7535384838674606 4.7093911271064934 0.5650991349286677 10.022430148191249 0.58066879671270166 14.509822536138424 0.56648094966920592 0.57372697818707696 0.53315692688844896 6.6514673058111891 -0.76222941262224519 0.62191042855139056
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -4 -2 10 -5 -3 -6 -7 -12
right_child=2 8 4 7 9 6 -8 -9 -10 -11 11 -13
leaf_value=-0.0072842185723769404 0.0034564901128266595 0.018764833816882827 0.01864282315723377 0.01499514894254894 0.0040098543100012315 -0.01036505822598967 -0.00218737442040144 -0.002521312236058163 0.0049811702202193359 -0.0067619203736232081 -0.016061389354487025 -0.017215515908908491
leaf_weight=1.9372902363538766 1.7164180427789713 2.7311581969261169 2.2355559766292563 1.9726372659206384 1.7126874625682833 1.6381107419729248 3.1273716241121292 1.9126982837915418 1.9539465159177778 1.7145289331674574 2.5751137584447825 2.4265410006046295
leaf_count=8 7 11 9 8 7 7 13 8 8 7 11 10
internal_value=0.000273326 0.00707765 -0.0018692 -0.00496221 0.00652528 -0.00879703 -0.0109504 0.00637203 0.0130163 -0.00137893 -0.0150778 -0.0166213
internal_weight=27.6541 6.62239 21.0317 15.3689 5.66277 11.4836 9.76714 3.88534 4.6851 3.42722 6.63977 5.00165
internal_count=114 27 87 64 23 48 41 16 19 14 28 21
is_linear=0
shrinkage=0.01


Tree=35
num_leaves=12
num_cat=0
split_feature=6 29 71 20 41 45 32 51 6 22 16
split_gain=5.85153 5.63947 6.27487 5.03004 6.192 5.85024 4.87002 3.36307 2.78127 1.24337 0.00646422
threshold=0.5650991349286677 0.68546636723130172 0.012958814423753129 2.1239068458216552 4.0161418518839733 27.788386446429509 0.10135377486677159 7.9093415450972513 0.58485094788182457 -0.34292676167514929 0.18547343952927123
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 7 -5 -6 -3 -1 -2 -9 -11
right_child=8 2 -4 4 5 -7 -8 9 -10 10 -12
leaf_value=0.00074839670349115836 0.01850396066376447 0.010079106873100816 0.018792425918244888 0.018929752858570494 0.0092698588149990446 -0.016196228599140931 -0.012321229646007955 -0.0060437366612131815 0.0034103176327735718 -0.016711047187013297 -0.015907617310302356
leaf_weight=2.4476857930421883 2.7293599843978873 1.9629792422056191 2.7283861488103867 1.7391183674335469 1.7268628776073458 1.8887377530336378 1.919738709926605 1.6795074641704584 2.2088269889354706 1.9155602008104295 2.098492756485939
leaf_count=10 11 8 11 7 7 8 8 7 9 8 9
internal_value=0.0019991 -0.000396315 0.00717044 -0.00410295 0.00342472 -0.00403326 -0.000996329 -0.0090541 0.0117526 -0.0132682 -0.016291
internal_weight=25.0453 20.1071 6.6111 13.496 5.35472 3.6156 3.88272 8.14125 4.93819 5.69356 4.01405
internal_count=103 83 27 56 22 15 16 34 20 24 17
is_linear=0
shrinkage=0.01


Tree=36
num_leaves=12
num_cat=0
split_feature=6 29 20 41 46 7 34 8 7 31 24
split_gain=5.73917 5.53543 4.94012 6.07636 5.75134 4.4054 3.61743 3.34697 4.01083 0.970971 0.297479
threshold=0.5650991349286677 0.68546636723130172 2.1239068458216552 4.0161418518839733 32.670422554178678 0.55375535315692404 24.082179396942397 7.5000000000000009 0.51097642971259483 0.10288308219088139 0.40062201630884847
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 -4 -5 -2 -3 8 -1 -8 -9
right_child=5 6 3 4 -6 -7 9 10 -10 -11 -12
leaf_value=-0.011745760480854387 0.018522717736229845 -0.0012516662671505567 0.018763191536958171 0.0091750323481837349 -0.016096743257505031 -0.0013359419191140184 0.018425265807406666 -0.016660639343869653 0.0093991836922499294 0.0081548089401706249 -0.011341128368078915
leaf_weight=1.904678419232374 3.2252251505851737 2.9020970314741126 1.7370213419198979 1.7272613197565081 1.881443455815315 1.7090139687061308 1.9842826724052431 2.8631508052349091 1.695686027407646 1.717039033770561 1.6612187772989271
leaf_count=8 13 12 7 7 8 7 8 12 7 7 7
internal_value=0.001982 -0.000393079 -0.00406974 0.0033961 -0.00400072 0.0116445 0.00710702 -0.00898194 -0.00178699 0.0136608 -0.0147075
internal_weight=25.0081 20.0739 13.4705 5.34573 3.6087 4.93424 6.60342 8.12473 3.60036 3.70132 4.52437
internal_count=103 83 56 22 15 20 27 34 15 15 19
is_linear=0
shrinkage=0.01


Tree=37
num_leaves=12
num_cat=0
split_feature=6 29 20 41 45 34 51 6 26 32 64
split_gain=5.63078 5.43178 4.85222 5.96386 5.65464 3.55031 3.30442 2.72885 1.29949 0.956116 0.00350461
threshold=0.5650991349286677 0.68546636723130172 2.1239068458216552 4.0161418518839733 27.788386446429509 24.082179396942397 7.9093415450972513 0.58485094788182457 -0.76222941262224519 0.10135377486677159 98.980934176597046
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 -4 -5 -3 -1 -2 -8 -7 -10
right_child=7 5 3 4 -6 9 8 -9 10 -11 -12
leaf_value=0.00080405944125598475 0.018242191558217644 -0.0012393113355585309 0.0186011601781268 0.0090815687263288043 -0.015999451183543515 0.018271593699661939 -0.0056725983270956284 0.0032793806114035824 -0.015943165497455069 0.0080753568410248198 -0.016543405576249729
leaf_weight=2.4451516717672401 2.7213275581598273 2.9017207175493231 1.7346424311399449 1.7275854349136355 1.8739929050207136 1.9809780120849612 1.6615486294031168 2.2076450288295746 2.3320727199315998 1.7165955603122709 1.6687911748886106
leaf_count=10 11 12 7 7 8 8 7 9 10 7 7
internal_value=0.00196498 -0.000389813 -0.00403716 0.00336806 -0.00396872 0.00704039 -0.00891111 0.0115405 -0.0131063 0.013538 -0.0161935
internal_weight=24.9721 20.0431 13.4438 5.33622 3.60158 6.59929 8.10756 4.92897 5.66241 3.69757 4.00086
internal_count=103 83 56 22 15 27 34 20 24 15 17
is_linear=0
shrinkage=0.01


Tree=38
num_leaves=11
num_cat=0
split_feature=39 49 71 45 53 13 22 71 68 57
split_gain=3.79782 5.03576 4.15623 3.96824 4.91493 4.59559 4.02291 3.27916 2.17764 0.373088
threshold=1.8938151809507169 63.290310886511413 -0.037070911666229063 34.207397464947455 -60.169647829678617 20.348184689270223 0.43729377972558342 -0.04344798008626953 0.16178328077234425 121.26532317297146
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 7 8 -7 -4
right_child=1 -3 9 -5 5 6 -8 -9 -10 -11
leaf_value=-0.012607691835188686 0.0013498954317138253 -0.0058193094149158091 0.012818100269660742 -0.0125251432855862 0.015173272093176047 0.0093577484339365264 0.013421563320854035 -0.016011049691597772 -0.0054364383690767145 0.018678714288325914
leaf_weight=2.1551632285118094 2.9254962950944901 2.4348276704549789 1.7103630602359752 2.5834016203880301 2.7084745615720767 1.7060448080301256 1.7099615484476087 1.6383913159370447 2.3870937526226044 2.9767356514930725
leaf_count=9 12 10 7 11 11 7 7 7 10 12
internal_value=0.00194811 0.00669876 0.0107026 -0.00125783 0.00110769 0.0040199 -3.95831e-05 -0.00405562 0.000729868 0.0165401
internal_weight=24.936 10.0474 7.6126 14.8885 12.3051 10.15 7.44149 5.73153 4.09314 4.6871
internal_count=103 41 31 62 51 42 31 24 17 19
is_linear=0
shrinkage=0.01


Tree=39
num_leaves=12
num_cat=0
split_feature=6 29 71 20 41 45 28 8 8 6 54
split_gain=5.49755 5.25176 6.08728 4.73494 5.81384 5.51639 4.68316 3.23091 3.92346 2.68451 0.305163
threshold=0.5650991349286677 0.68546636723130172 0.012958814423753129 2.1239068458216552 4.0161418518839733 27.788386446429509 0.76459610327320637 7.5000000000000009 5.5000000000000009 0.58485094788182457 37.544501641436597
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 7 -5 -6 -3 8 -1 -2 -9
right_child=9 2 -4 4 5 -7 -8 10 -10 -11 -12
leaf_value=-0.011708352067152107 0.018057949207135011 0.0097387048217382876 0.018385368953049701 0.018386974769794451 0.0089509310058365748 -0.015862318977082152 -0.012263997104648112 -0.016458858323141229 0.009228804690699359 0.0032067748013128411 -0.011047172931417342
leaf_weight=1.8811565637588554 2.7145386040210715 1.9558514207601541 2.716460645198822 1.7303556352853764 1.726135849952698 1.8629083782434461 1.9140338301658628 2.843344584107399 1.7073511183261871 2.2065081298351288 1.6447449475526807
leaf_count=8 11 8 11 7 7 8 8 12 7 9 7
internal_value=0.00193113 -0.000400506 0.00691079 -0.00399522 0.00333054 -0.00392849 -0.00114377 -0.0088201 -0.00174681 0.011399 -0.0144756
internal_weight=24.9034 19.9823 6.58635 13.396 5.3194 3.58904 3.86989 8.0766 3.58851 4.92105 4.48809
internal_count=103 83 27 56 22 15 16 34 15 20 19
is_linear=0
shrinkage=0.01


Tree=40
num_leaves=15
num_cat=0
split_feature=69 34 50 70 13 19 48 31 34 62 69 50 50 69
split_gain=4.03443 5.10584 4.50542 3.28581 4.86413 4.54248 4.70094 4.54755 3.60046 2.10583 2.05928 0.298741 0.268032 0.00347504
threshold=0.88044117126805987 20.221801095164214 14.371277657877362 0.16603660093506639 85.1368702981609 -1.0214068189834611 29.579504970445917 0.077563725345271964 25.812665329116214 117.11376522355138 0.63862090922376169 27.33059624099003 25.821256227226215 0.75317174001398779
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 8 10 -7 -8 -5 -2 -3 -9 -10 -14
right_child=9 3 -4 4 -6 6 7 11 12 -11 -12 -13 13 -15
leaf_value=-0.016457479188634022 -0.0014425881778747267 -0.0016402120885732809 0.0016909426581702012 0.0008146920465635152 -0.003407639786521715 -0.01069443085612296 -0.001057492855595055 0.013068069348270345 0.013574673485133776 -0.016764186325785652 -0.017216671229150732 0.01895221197044536 0.018094896992543283 0.018728070762061299
leaf_weight=2.6045355498790803 1.6834243983030313 1.6951451301574763 2.8810374438762665 1.9309807121753673 2.6491529196500778 1.6402014046907387 2.8403989225625992 1.7161847203969958 1.7098315358161924 1.9203475117683408 1.6998541951179502 1.7352701425552366 1.7269824892282488 1.7402330935001371
leaf_count=11 7 7 12 8 11 7 12 7 7 8 7 7 7 7
internal_value=0.000321688 0.00166836 -0.00692588 0.00390436 0.00815778 0.00024044 0.00438344 0.00831404 0.0124682 -0.00960703 -0.00943924 0.0160264 0.0168148 0.0184127
internal_weight=30.1736 26.5698 5.48557 21.0842 9.75718 11.3271 7.93206 6.29185 7.10803 3.60377 3.395 3.45145 5.17705 3.46722
internal_count=125 110 23 87 40 47 33 26 29 15 14 14 21 14
is_linear=0
shrinkage=0.01


Tree=41
num_leaves=13
num_cat=0
split_feature=69 33 26 40 26 65 26 44 68 61 65 24
split_gain=3.96096 3.65804 4.69314 4.16203 4.40068 5.19838 2.73188 3.62954 5.54363 2.98812 2.10124 1.63435
threshold=0.88044117126805987 42.343077920062719 1.3831836936847945 2.3903195422359089 -1.1630506614053655 98.577949956240374 -0.94771995816452848 -38.140928302969577 0.177953431390688 104.12824905648999 97.333772070526862 0.30924137057797424
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 11 -3 -8 -9 -10 -2 -6
right_child=10 6 -4 -5 5 -7 7 8 9 -11 -12 -13
leaf_value=0.011017568720190329 -0.0013938300622892742 0.014835843554410918 0.013371298356965025 -0.016248964492904749 -0.0062619532876366677 -0.016410330509429135 -0.0058898637712053153 -0.0057916811832954187 0.0034053793084117268 0.018597756253814723 -0.016709215048154785 0.0064033324134168557
leaf_weight=2.1903605461120614 1.6865995228290551 2.4674664139747611 1.7076004445552815 2.3547594696283332 1.6617938429117245 2.6008614897727966 3.1399101614952079 2.4002736806869498 2.1668663918972015 3.2162335813045502 1.9106245040893552 2.633479431271553
leaf_count=9 7 10 7 10 7 11 13 10 9 13 8 11
internal_value=0.000318826 0.00165354 -0.00209305 -0.00440109 -0.00133072 -0.0052528 0.00533244 0.00318571 0.00684692 0.0124823 -0.00952842 0.00150327
internal_weight=30.1368 26.5396 13.1489 11.4413 9.0865 6.89613 13.3908 10.9233 7.78337 5.3831 3.59722 4.29527
internal_count=125 110 55 48 38 29 55 45 32 22 15 18
is_linear=0
shrinkage=0.01


Tree=42
num_leaves=15
num_cat=0
split_feature=67 25 51 52 13 34 34 39 41 56 54 64 15 70
split_gain=3.9082 4.99778 3.99414 6.8266 6.58317 7.46975 4.26171 5.87607 5.08669 5.73345 1.14922 1.06947 0.273006 0.0102879
threshold=2.6023850398768267 2.2671491717083785 7.9093415450972513 5.7141746805868268 22.777588437813396 27.692173899812705 29.533951131668818 1.980730998340744 6.4434536679822685 32.633348357749533 151.54267619798989 106.76349761439356 68.493469785575257 0.030003482143305889
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -4 7 8 9 -6 13 -7 -10 -8
right_child=-2 -3 4 -5 6 11 10 -9 12 -11 -12 -13 -14 -15
leaf_value=-0.007244790132903316 -0.010710827592817881 0.017963717903969677 -0.0085345100625298723 0.017944509951921209 0.014520036382589268 0.018107305941209059 -0.015674510023431384 0.014023521395639149 -0.016024075844700642 -0.010735033323057471 -0.00602836589946955 0.0080161518471119648 -0.010559146225011229 -0.016794209393337159
leaf_weight=1.693013876676569 2.9040854275226584 1.7254933863878239 2.1440052837133434 2.951672837138176 1.9698113352060302 2.7158410847187042 1.6119075566530221 1.9667580127716062 2.1052636951208119 1.6534679681062696 1.6566792130470274 1.7124651819467542 1.6156445592641828 1.6715199947357176
leaf_count=7 12 7 9 12 8 11 7 8 9 7 7 7 7 7
internal_value=0.000316001 0.00149359 0.000377719 0.00876287 -0.0014926 0.00678694 -0.00531097 -0.0013277 -0.00543873 0.00299499 -0.0128185 0.014205 -0.0136512 -0.0162445
internal_weight=30.0976 27.1935 25.4681 4.64469 20.8234 6.57231 14.2511 9.31095 7.34419 3.62328 4.94011 4.42831 3.72091 3.28343
internal_count=125 113 106 19 87 27 60 39 31 15 21 18 16 14
is_linear=0
shrinkage=0.01


Tree=43
num_leaves=15
num_cat=0
split_feature=69 34 5 70 26 68 26 29 30 64 62 64 70 51
split_gain=3.85988 4.85732 4.3902 4.33044 4.26027 3.66052 9.56301 3.42157 4.75987 2.98163 2.0531 1.21381 0.958007 0.0115687
threshold=0.88044117126805987 20.221801095164214 0.55525883816054511 -0.036626159918112085 0.58351050003256222 0.41114312374731821 -0.30272242727997789 0.55461179153744611 0.1287099488183944 93.859358668389646 117.11376522355138 95.616655748456267 0.23758020714892272 32.419841571921559
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 4 -3 11 -7 -4 -9 -1 -2 -5 -11 -13
right_child=10 2 7 5 -6 6 -8 8 -10 12 -12 13 -14 -15
leaf_value=0.0042408670649357388 -0.00135275674922408 -0.0082959830003237218 -0.016002503367261382 0.0080000027365930478 0.010602206054351904 0.014718769295724708 -0.015946073665612723 0.010977036575503071 -0.011412333263365746 -0.0060351064372998258 -0.016524738879150291 0.017533003640824156 -0.016208067427908091 0.018580282027906056
leaf_weight=1.6930424720048964 1.6758050322532647 3.1183570176363054 1.6323514729738224 1.6988869905471746 1.9319007843732832 2.7014821469783783 1.6309637874364851 2.1886671185493474 1.6771573573350904 1.6502747684717181 1.9067697674036024 2.6918788701295853 2.1083956360816956 1.734354183077812
leaf_count=7 7 13 7 7 8 11 7 9 7 7 8 11 9 7
internal_value=0.000313407 0.00163244 0.00381526 0.00653736 -0.00106676 0.0102096 0.00317489 -0.00386254 0.00126359 -0.00677817 -0.00942781 0.0151854 -0.0117415 0.0179434
internal_weight=30.0403 26.4577 21.006 15.5078 5.05026 10.4576 4.33245 5.49818 3.86582 5.45171 3.58257 6.12512 3.75867 4.42623
internal_count=125 110 87 64 21 43 18 23 16 23 15 25 16 18
is_linear=0
shrinkage=0.01


Tree=44
num_leaves=14
num_cat=0
split_feature=69 34 70 21 33 33 13 69 68 65 65 35 33
split_gain=3.79032 4.76879 3.16821 6.28656 4.61999 4.96066 4.61685 3.94156 3.61729 2.89829 2.04364 1.01348 0.00650248
threshold=0.88044117126805987 20.221801095164214 0.16603660093506639 1.0291853499728114 49.358293863248242 41.364275407841369 85.1368702981609 0.76657004537015394 0.41114312374731821 97.036149690281391 97.333772070526862 13.426272697765018 54.666794367561423
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 4 5 7 8 -3 12 -1 -2 -11 -4
right_child=10 2 6 -5 -6 -7 -8 -9 -10 11 -12 -13 -14
leaf_value=0.0041800974533223395 -0.0013181188435836615 -0.016050987932772071 0.017418028418397746 0.017800156530438843 -0.01357162559545869 0.012115416971921499 -0.0033197204729867704 0.003855086991266808 0.0029452835082267605 -0.0057173197906577123 -0.016466198465406721 -0.016185335162312037 0.018204079321434277
leaf_weight=1.6840016394853652 1.6793154925107949 1.8727418780326863 2.6881647855043393 1.7158420532941807 2.8811160326004028 2.6766544431447983 2.6369403898715973 2.1216073632240295 2.6484933793544769 1.6439416110515597 1.8963145911693571 2.1145175844430923 1.7294600158929823
leaf_count=7 7 8 11 7 12 11 11 9 11 7 8 9 7
internal_value=0.000310753 0.00161879 0.0037834 0.000176539 -0.00298918 0.00158123 0.00797196 -0.00547783 0.0121858 -0.00672193 -0.00935181 -0.0116066 0.0177258
internal_weight=29.9891 26.4135 20.971 11.268 9.55212 6.671 9.70306 3.99435 7.06612 5.44246 3.57563 3.75846 4.41762
internal_count=125 110 87 47 40 28 40 17 29 23 15 16 18
is_linear=0
shrinkage=0.01


Tree=45
num_leaves=13
num_cat=0
split_feature=5 34 70 20 70 69 40 40 32 41 38 38
split_gain=5.06027 7.40074 4.81545 4.61593 3.65882 4.81004 3.79978 3.34321 2.94847 2.65254 0.944637 0.429757
threshold=0.52254804383214071 17.648627748636958 -0.090658774772744144 2.2294555396177422 -0.023384825158523376 0.74787098984277101 1.9244666444385621 2.4375919267718502 0.078161240306935206 5.5475124645104277 7.2898934386653851 6.1825404847369727
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 6 -6 -3 9 -7 -4 -5 -9
right_child=2 3 7 10 5 8 -8 11 -10 -11 -12 -13
leaf_value=-0.015730478198444031 0.0076394104958529743 -0.016036388452259895 -0.011142546297973888 0.0082904682324314947 0.01768595840938816 -0.010524062403487805 0.0034004578157754385 -0.010412876356146331 0.0062898943890101356 0.0061999135606602427 0.01780669533667794 -0.016743635016307067
leaf_weight=1.8437124639749587 2.1765208393335334 1.8642469048500077 1.6259889900684341 1.7001270055770863 2.4512461572885478 1.6185596287250517 2.18419149518013 1.6361448317766187 2.9325636476278305 1.9273395985364912 2.6992833912372589 3.1114570498466492
leaf_count=8 9 8 7 7 10 7 9 7 12 8 11 13
internal_value=-0.000116003 0.00320653 -0.00560013 0.00546633 0.00201757 0.00639274 -0.00554993 -0.00907156 0.000310186 -0.00173593 0.0141292 -0.0145619
internal_weight=27.7714 17.2939 10.4775 15.4502 11.0508 7.00237 4.04844 8.30093 4.55112 3.55333 4.39941 4.7476
internal_count=116 72 44 64 46 29 17 35 19 15 18 20
is_linear=0
shrinkage=0.01


Tree=46
num_leaves=14
num_cat=0
split_feature=5 34 41 20 16 46 22 22 70 36 36 70 70
split_gain=4.96812 7.27708 4.73327 4.53084 3.60919 4.33171 3.84274 4.71315 3.37107 1.69225 3.2975 0.866206 0.0258087
threshold=0.52254804383214071 17.648627748636958 9.14595038591745 2.2294555396177422 1.1014675345885518 5.5943766000736863 0.33831196445591283 -0.27245473981342466 -0.090658774772744144 13.729329774767725 11.03726278772336 0.37849195946858943 0.35125891880314392
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 4 5 6 7 -3 -2 10 -10 -5 -11
right_child=2 3 -4 11 -6 -7 -8 -9 9 12 -12 -13 -14
leaf_value=-0.015641539788030179 0.0042276140510796277 0.0099851417966270971 0.0097381312960147567 0.017549769927455112 -0.011584342881393601 -0.0082219490194884622 0.018207791840045895 -0.010917889888268953 -0.016401519477748795 -0.015403843836289257 0.0034411971516340035 0.008439758995447421 -0.017073829054592097
leaf_weight=1.8356941044330657 1.6790924817323674 3.1612835079431538 1.6960725933313359 2.6855407655239096 1.6612244844436634 2.1053527742624283 2.4680497497320175 1.6373811364173865 1.6568215638399117 2.0440216511487965 1.6935672163963316 1.7072179019451139 1.6910358220338819
leaf_count=8 7 13 7 11 7 9 10 7 7 9 7 7 7
internal_value=-0.000115106 0.00318036 -0.00555318 0.00542016 0.00200054 0.0044085 0.00806786 0.00285269 -0.00851228 -0.0115313 -0.00637135 0.0140092 -0.0161599
internal_weight=27.7224 17.2617 10.4606 15.4261 11.0333 9.37207 7.26671 4.79866 8.76454 7.08545 3.35039 4.39276 3.73506
internal_count=116 72 44 64 46 39 30 20 37 30 14 18 16
is_linear=0
shrinkage=0.01


Tree=47
num_leaves=13
num_cat=0
split_feature=48 34 30 32 49 70 49 33 63 15 55 1
split_gain=6.0421 4.82987 5.54986 4.64085 4.70797 4.49176 3.7382 2.6279 2.24685 2.51819 0.00836441 0.00596473
threshold=29.579504970445917 22.039112926899069 0.1316194740059464 0.07622796260323364 44.108135255929639 -0.0777134598161522 38.949236366064703 34.244162278865566 100.42837482797979 73.329086290386797 9.485323629797298 30.606563015062211
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 7 3 4 6 -1 -3 -2 9 -5 -7 -10
right_child=1 2 -4 8 -6 10 -8 -9 11 -11 -12 -13
leaf_value=0.0018055771454950054 -0.012772691129757763 0.0032251597881285884 -0.0092178529639909065 -0.0022796400425333595 0.011837751023526346 -0.0153862610428729 -0.016149886317381061 0.0024349962078771777 0.017837941903558047 0.013899439057847483 -0.016342392054430992 0.01706784507149367
leaf_weight=2.3757874965667725 2.7951155751943615 2.1366943120956448 2.401464730501174 1.7108951807022079 2.431760311126709 2.0415166467428238 1.8649943917989729 1.9145918041467664 1.7196721285581587 2.197805255651474 1.6580562144517896 2.4227523058652878
leaf_count=10 12 9 10 7 10 9 8 8 7 9 7 10
internal_value=-0.000114228 0.00236424 0.0048618 0.00719613 0.00086397 -0.00892428 -0.00580462 -0.00659046 0.012256 0.00681762 -0.0158148 0.0173875
internal_weight=27.6711 21.5957 16.886 14.4846 6.43345 6.07536 4.00169 4.70971 8.05112 3.9087 3.69957 4.14242
internal_count=116 90 70 60 27 26 17 20 33 16 16 17
is_linear=0
shrinkage=0.01


Tree=48
num_leaves=13
num_cat=0
split_feature=48 34 30 32 49 70 49 33 63 50 70 69
split_gain=5.93598 4.74144 5.44781 4.55859 4.61792 4.42921 3.68064 2.58581 2.21567 2.4607 0.00682717 0.00604902
threshold=29.579504970445917 22.039112926899069 0.1316194740059464 0.07622796260323364 44.108135255929639 -0.0777134598161522 38.949236366064703 34.244162278865566 100.42837482797979 34.451042643197091 0.23758020714892272 0.7990478781287752
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 7 3 4 6 -1 -3 -2 9 -5 -7 -10
right_child=1 2 -4 8 -6 10 -8 -9 11 -11 -12 -13
leaf_value=0.0017872676546191683 -0.012683526044664604 0.0031925527551402047 -0.0091389453781983362 0.013762632332559295 0.011723681916385849 -0.015335948625326362 -0.016052830582815081 0.0024099994720681848 0.016937928493679914 -0.0022361713203865306 -0.016201624447699445 0.017714386764318579
leaf_weight=2.3761234879493713 2.786660015583041 2.136931136250499 2.3979948908090583 2.1948539465665804 2.4308710247278214 2.0332372784614594 1.8575447797775266 1.9151029735803602 2.4144953638315201 1.7106024771928785 1.650602802634239 1.7167244404554365
leaf_count=10 12 9 10 9 10 9 8 8 10 7 7 7
internal_value=-0.000113335 0.00234428 0.00482064 0.00713532 0.000856323 -0.00885769 -0.0057571 -0.00653569 0.0121554 0.0067551 -0.0157238 0.0172606
internal_weight=27.6217 21.5618 16.86 14.462 6.42535 6.05996 3.99448 4.70176 8.03668 3.90546 3.68384 4.13122
internal_count=116 90 70 60 27 26 17 20 33 16 16 17
is_linear=0
shrinkage=0.01


Tree=49
num_leaves=13
num_cat=0
split_feature=48 47 70 5 10 70 40 5 27 67 15 70
split_gain=5.83204 4.54113 4.36809 3.48314 4.68252 3.24547 3.62138 3.21864 2.09789 3.54502 4.73791 0.00650899
threshold=29.579504970445917 31.333756589269111 -0.0777134598161522 0.50639809363777033 17.500000000000004 0.083340202563407226 1.9244666444385621 0.425455342421801 0.92995016034031919 0.85448441374537032 82.720381178766971 0.23758020714892272
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 5 6 -3 -7 9 10 -5 -4
right_child=1 3 11 8 -6 7 -8 -9 -10 -11 -12 -13
leaf_value=0.0017691486562663456 0.017918627539983793 -0.01607418023368376 -0.015255126679281167 -0.015793208715337931 0.014921710184288823 0.017320471441891996 0.0029747608863320814 -0.00036237126514398365 -0.012454092723099792 0.010192805360223359 0.005421452260906269 -0.016102193432982515
leaf_weight=2.3764527887105942 1.7183766216039682 1.860541313886644 2.023617520928386 2.3070370703935605 3.1541801244020453 1.7051697224378584 2.1527472883462906 2.597253829240799 2.1507593244314194 1.9443225711584089 1.9362591207027433 1.6442192941904066
leaf_count=10 7 8 9 10 13 7 9 11 9 8 8 7
internal_value=-0.000112455 0.00232462 -0.00879206 0.000971833 0.00454722 0.000612143 -0.00585624 0.00664583 -0.00394631 -0.000989085 -0.00611274 -0.0156349
internal_weight=27.5709 21.5266 6.04429 19.8083 11.4699 8.31571 4.01329 4.30242 8.33838 6.18762 4.2433 3.66784
internal_count=116 90 26 83 48 35 17 18 35 26 18 16
is_linear=0
shrinkage=0.01


Tree=50
num_leaves=12
num_cat=0
split_feature=14 23 67 67 9 26 25 7 71 7 37
split_gain=3.339 6.21052 4.82881 4.02268 5.10266 3.20346 2.64454 2.62242 2.09056 1.67673 0.00829219
threshold=31.169871794871167 1.0983394246110205 -1.4850319523528908 0.075724827052155774 12.500000000000002 0.6953751474951243 -0.43240479537916193 0.54841425035180991 0.0049080518649195328 0.47978180259773495 9.3900608196460293
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 -5 -3 -6 9 -7 -4 -11
right_child=1 5 7 4 6 8 -8 -9 -10 10 -12
leaf_value=0.014956182836949944 0.00889288490096579 0.014592045204219781 -0.0053029747739194505 -0.010045281302905815 0.014484930569173101 -0.0076466007530024581 -0.0018596556508213417 0.00082655088343368613 0.0067465551536534055 -0.015975962781260299 -0.015161486617698271
leaf_weight=2.925584554672243 1.6718551814556146 2.4543428868055335 2.3475220054388029 2.6041070222854614 2.4386834502220154 1.8696681112051008 1.6663333028554914 1.9250523746013639 2.1925571113824844 2.3332661539316177 2.6924283504486084
leaf_count=12 7 10 10 11 10 8 7 8 9 10 12
internal_value=0.000444076 -0.00216038 -0.00675357 0.00517109 0.000904197 0.00557187 0.00785024 -0.00956684 0.000122003 -0.0122804 -0.0155396
internal_weight=27.1214 17.4867 10.9701 9.63471 6.70912 6.51657 4.10502 9.29827 4.06223 7.37322 5.02569
internal_count=114 74 47 40 28 27 17 40 17 32 22
is_linear=0
shrinkage=0.01


Tree=51
num_leaves=13
num_cat=0
split_feature=51 57 13 39 70 6 56 36 5 36 50 51
split_gain=3.29223 5.61599 4.66047 4.69785 5.34838 2.69013 2.53988 4.19466 1.63705 1.37479 0.207049 0.00655675
threshold=8.8399908480707641 20.889042762837089 20.348184689270223 1.8938151809507169 0.083340202563407226 0.50560551291951239 28.64126978896358 15.637744783742603 0.4912965512721062 16.526452656317463 17.737988747091617 21.292655526337388
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 6 -5 -2 7 -4 -7 11 -3 -8
right_child=2 10 3 4 -6 8 9 -9 -10 -11 -12 -13
leaf_value=-0.0072104774296519016 -0.0023189549981748937 0.012627726659943512 0.0074401914965355979 0.014352432678027776 -0.0054300794816256681 0.0046401989731631559 -0.015219997990545651 -0.011962824136678941 0.017632510612088707 -0.0047629168915109829 0.017570919252686282 -0.016017885124109895
leaf_weight=1.6868065595626855 2.3718044161796596 1.6810785084962847 2.1753816753625852 2.4403262287378302 3.1062548756599426 1.9208225309848788 2.0216207355260849 2.2840145826339722 1.958804592490196 1.6239428669214246 1.7085027396678922 2.0995519608259201
leaf_count=7 10 7 9 10 13 8 9 10 8 7 7 9
internal_value=0.000440279 0.00769947 -0.00123455 -0.00413398 0.00327362 0.00607085 -0.00816033 -0.00249765 0.0112 -0.0125557 0.0151193 -0.0156265
internal_weight=27.0789 5.07639 22.0025 15.7511 5.54658 6.25143 10.2045 4.4594 3.87963 5.74512 3.38958 4.12117
internal_count=114 21 93 67 23 26 44 19 16 25 14 18
is_linear=0
shrinkage=0.01


Tree=52
num_leaves=13
num_cat=0
split_feature=14 23 65 36 57 61 66 11 19 39 68 20
split_gain=3.21687 6.03492 4.84633 3.79291 3.21689 4.35323 3.09274 3.83694 2.56597 2.32108 1.07263 0.831348
threshold=31.169871794871167 1.0983394246110205 92.356333399797094 12.344934827009242 145.66275476668073 99.428045948198545 0.052018535087010834 12.500000000000002 1.1639332472554333 2.6871718925850288 0.29803569163413729 -1.6248380238419844
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 -3 -4 5 8 11 -8 -2 -9 -7 -1
right_child=1 2 3 -5 -6 10 7 9 -10 -11 -12 -13
leaf_value=0.0077631848445532513 -0.0027330228676491842 0.017583544430892169 0.0097104052940729831 -0.0091596292475623325 -0.015549006017898433 -0.0051540126869936385 -0.0091745487730900185 0.013857165731005251 0.013153733991986825 -0.0018097263910457561 -0.016011465947415992 0.017641077869117356
leaf_weight=1.6931798011064532 2.5698680877685565 2.1979643404483786 1.9368292689323423 2.3669085949659348 2.968763530254364 1.6124809831380846 2.3556936234235764 2.1705359369516377 1.6821575462818144 1.6756771355867384 2.08831387758255 1.715074777603151
leaf_count=7 11 9 8 10 13 7 10 9 7 7 9 7
internal_value=0.00043658 -0.00212535 0.00550247 -0.000667468 -0.00666624 -0.00335033 0.00508137 0.000875946 0.00355199 0.00703158 -0.0112807 0.0127339
internal_weight=27.0334 17.4233 6.5017 4.30374 10.9216 7.95282 9.61016 6.20191 4.25203 3.84621 3.70079 3.40825
internal_count=114 74 27 18 47 34 40 26 18 16 16 14
is_linear=0
shrinkage=0.01


Tree=53
num_leaves=13
num_cat=0
split_feature=51 57 14 40 49 24 47 39 71 33 7 37
split_gain=3.18341 5.62881 5.13505 6.73577 3.34518 3.35744 3.45115 2.81139 2.2801 1.64951 0.257004 0.00644993
threshold=9.1720509670025852 33.351266065934674 34.32470853954171 3.2643787023718285 13.225822700299398 -0.21361982586045439 56.067394520677944 1.8938151809507169 0.0049080518649195328 29.343087316181546 0.49832781270343046 9.199590718843794
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 7 -2 6 -6 9 -5 -4 -3 -11
right_child=2 10 3 8 5 -7 -8 -9 -10 11 -12 -13
leaf_value=-0.0054475206662770994 0.017384575988146293 0.012445864529218363 -0.005582242133474009 -0.0021418914012361011 -0.00042265993242698261 -0.010710382886780691 0.017289984185921703 0.0013701312610532015 0.013766393781062971 -0.015799856029805923 0.017956314880399536 -0.015091707257649982
leaf_weight=2.1538886874914196 1.7064260691404358 1.6749677509069445 2.5436102449893934 1.6641877591609948 3.1035944372415543 1.6411146521568296 1.7039384990930555 1.90666127204895 1.9645215123891828 2.3114001750946045 1.7109358310699461 2.8998037725687027
leaf_count=9 7 7 11 7 13 7 7 8 8 10 7 13
internal_value=0.000432959 0.00719073 -0.00131273 -0.00514587 0.00493409 0.00163947 0.00585525 -0.00950884 0.00647058 -0.0121836 0.0152304 -0.0154058
internal_weight=26.9851 5.53979 21.4453 13.2902 8.15507 6.44865 4.80753 9.66148 3.62871 7.75481 3.3859 5.2112
internal_count=114 23 91 57 34 27 20 42 15 34 14 23
is_linear=0
shrinkage=0.01


Tree=54
num_leaves=13
num_cat=0
split_feature=69 51 16 6 69 7 71 69 49 33 6 38
split_gain=3.16309 3.60925 4.18846 6.33702 5.74643 3.6906 2.6501 3.83089 2.38546 5.521 1.68826 0.00582512
threshold=0.4172821991048225 8.8399908480707641 -0.06521397071643785 0.56871372329019521 0.87478314730986806 0.48594265262768743 -0.10389817621893209 0.63862090922376169 19.973561273704849 42.343077920062719 0.53886533160864725 8.6610828845432053
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 4 6 8 -2 11 -8 -3 -10 -11 -4
right_child=1 2 3 -5 -6 -7 7 -9 9 10 -12 -13
leaf_value=-0.010084828651408232 -0.0018683978179189424 0.017328444546168723 -0.015997489844666472 0.012764867273760278 -0.0093400544212397362 0.017125556162713527 0.0053104792823339001 -0.012072256951583035 -0.010463209359358124 0.0039443209325673908 0.017283377258386627 -0.015143020034129021
leaf_weight=2.5865088999271419 1.6607963293790842 2.1918817907571864 1.6288870126009034 1.6989629417657859 2.3571062833070755 2.6637042015790939 2.3776125162839756 2.7162403464317322 1.627133712172508 1.6758809536695483 2.187106728553772 1.5637713670730589
leaf_count=11 7 9 7 7 10 11 10 12 7 7 9 7
internal_value=0.00042939 0.00154627 -0.000242902 -0.00482863 0.00431833 0.00983105 -0.00843578 -0.00395867 0.0085092 0.00498819 0.0114965 -0.015579
internal_weight=26.9356 24.3491 20.0246 9.98547 10.0391 4.3245 8.28651 5.09385 7.682 5.49012 3.86299 3.19266
internal_count=114 103 85 43 42 18 36 22 32 23 16 14
is_linear=0
shrinkage=0.01


Tree=55
num_leaves=13
num_cat=0
split_feature=20 20 48 46 24 34 24 58 40 25 21 39
split_gain=3.53514 6.05686 4.76865 4.10431 6.25072 7.59295 3.5772 3.32538 2.36529 1.98877 0.834825 0.287717
threshold=2.1239068458216552 4.9561545582797466 29.579504970445917 5.5943766000736863 0.53217880790931893 25.812665329116214 -0.89963726574422409 104.70335297062176 1.3976409973085937 1.0236359091468432 0.74346340885427664 1.1654097060033646
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 11 4 5 -4 -7 -3 -2 -5 -10 -1
right_child=1 7 3 9 -6 6 -8 -9 10 -11 -12 -13
leaf_value=-0.015527395715521457 0.0012975737583031655 0.0041230605082187037 -0.015857541915385631 -0.00081904543058852503 0.017655158340839507 -0.0028136638295686877 0.014020965449219148 -0.0160073855293811 0.017433267266390617 -0.015972807077584247 0.008682074615072399 -0.0096802385454271191
leaf_weight=1.8289668262004917 1.9198368638753871 1.6522803306579592 2.3077265620231611 1.6284472048282617 2.4352112859487534 2.4029800593853015 2.6588517874479276 1.6302901059389112 3.1655888557434082 1.8498535007238386 1.6626184880733488 1.5587556809186933
leaf_count=8 8 7 10 7 10 10 11 7 13 8 7 7
internal_value=0.000575878 0.00526672 -0.00224654 0.000454453 0.00376528 -0.000824524 0.00602914 -0.00587473 0.0106865 -0.00887822 0.0144197 -0.012837
internal_weight=26.7014 10.0306 16.6708 13.2831 9.80477 7.36956 5.06183 3.28257 6.74804 3.4783 4.82821 3.38772
internal_count=113 42 71 56 41 31 21 14 28 15 20 15
is_linear=0
shrinkage=0.01


Tree=56
num_leaves=13
num_cat=0
split_feature=67 64 51 6 5 0 36 51 68 68 28 0
split_gain=3.21269 5.00587 5.37233 5.82307 4.37031 3.93818 3.49048 2.96377 2.82691 1.59049 0.00749642 0.00267983
threshold=2.8062936807397278 101.4102612152078 30.951852762509279 0.49016832209289934 0.50639809363777033 65.950241114142258 15.558402660681518 9.9050843498963097 0.45265595387301422 0.45265595387301422 0.60158839049630008 58.707182564586937
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 9 8 -6 -7 11 10 -3 -5
right_child=-2 4 -4 5 6 7 -8 -9 -10 -11 -12 -13
leaf_value=0.012916235493991868 -0.011924593410065258 0.017624910974033157 -0.015555355706506869 -0.015436249912826976 0.0066521205064887113 0.012935087495069253 -0.010962452607240311 -0.0042438961170331571 0.00031033531108865241 0.0061785830951242397 0.016684618942480158 -0.014850720189392149
leaf_weight=2.8823294043541017 1.9099832773208607 1.7126106470823272 2.5109195411205283 1.5944218337535843 2.8968538194894791 1.9241667985916135 1.8392107635736463 2.1006365120410919 1.9021523147821424 2.1584694683551788 1.67919085919857 1.5333442091941831
leaf_count=12 8 7 11 7 12 8 8 9 8 9 7 7
internal_value=0.000571299 0.00153623 -0.00225969 0.000537015 0.0068679 -0.00340358 -0.000188351 0.00396898 -0.00930291 0.012889 0.0171594 -0.0151492
internal_weight=26.6443 24.7343 14.448 11.9371 10.2863 9.05472 4.73606 4.0248 5.02992 5.55027 3.3918 3.12777
internal_count=113 105 62 51 43 39 20 17 22 23 14 14
is_linear=0
shrinkage=0.01


Tree=57
num_leaves=13
num_cat=0
split_feature=41 36 38 68 24 71 33 32 40 69 39 39
split_gain=3.55564 4.31847 4.45531 6.16865 3.36533 3.28745 4.14371 2.25055 2.16274 1.63466 1.30662 0.00957764
threshold=9.0207072473264223 13.550524893378153 8.6610828845432053 0.34052056962871841 -1.0000000180025095e-35 -0.14046088867471851 37.256586618127734 0.080738164360762338 2.0401218291060488 0.77179646668266477 1.1766600736271615 1.7821046544280583
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 10 7 -2 8 -7 -4 -1 -8 -3 -12
right_child=4 2 3 -5 -6 6 9 -9 -10 -11 11 -13
leaf_value=0.0037211138488927875 -0.0013412302532516706 -0.0057594214638633642 -0.012252706966370763 0.017021595097428861 0.017586047950962504 -0.0021072702006440175 0.0055547169810129925 0.0030997331284260904 -0.011957705681237465 0.017493656786772501 -0.014933845578121973 -0.015996571948158005
leaf_weight=1.6591608971357348 1.6441347301006319 2.3608146607875806 2.2831813097000127 1.6895425468683241 2.191618174314498 3.0434640347957664 1.8888329267501829 1.6412175148725507 1.8729336708784101 2.9192949384450912 1.7633923143148424 1.6337128728628156
leaf_count=7 7 10 10 7 9 13 8 7 8 12 8 7
internal_value=0.000566662 -0.000934649 -0.00529325 0.00104577 0.00947317 0.00341942 0.00702376 -0.00583218 -0.00459276 0.0128035 -0.0114738 -0.0154449
internal_weight=26.5913 22.7555 11.3719 5.61394 3.83575 11.3837 7.85159 3.9244 3.53209 4.80813 5.75792 3.39711
internal_count=113 97 49 24 16 48 33 17 15 20 25 15
is_linear=0
shrinkage=0.01


Tree=58
num_leaves=12
num_cat=0
split_feature=41 20 20 32 36 24 35 37 24 54 56
split_gain=3.49031 5.48299 7.77582 4.88146 4.8885 3.31047 2.73772 2.38471 3.78784 1.97892 2.78708
threshold=9.0207072473264223 4.9561545582797466 2.1239068458216552 0.078161240306935206 15.637744783742603 -1.0000000180025095e-35 17.395538211476516 8.9747068306794784 0.25822100505987861 6.4313023199941002 45.383943519497727
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 9 6 -2 -5 8 -4 10 -1
right_child=5 -3 7 4 -6 -7 -8 -9 -10 -11 -12
leaf_value=-0.014946175928427771 -0.00132794737047908 -0.015614957153280406 -0.0065291388136402917 -0.00074087107576558233 -0.0093036717804978047 0.017455318021715675 0.014159191849143249 0.017173402601783995 0.014140862881280794 -0.015689161051784001 0.0026938546749077255
leaf_weight=1.5444347560405822 1.6439751684665682 2.2857766449451438 1.635269328951835 2.1507529318332672 2.4987815171480179 2.1859799325466147 2.8903210461139679 2.6677984744310379 1.9363706260919569 2.9720122367143631 2.1322363317012787
leaf_count=7 7 10 7 9 11 9 12 11 8 13 9
internal_value=0.000561989 -0.000927041 0.000716455 -0.00337487 0.00213311 0.00939276 0.00780214 0.0100202 0.00467714 -0.00962113 -0.00471608
internal_weight=26.5437 22.7138 20.428 14.1885 7.53986 3.82996 5.04107 6.23944 3.57164 6.64868 3.67667
internal_count=113 97 87 61 32 16 21 26 15 29 16
is_linear=0
shrinkage=0.01


Tree=59
num_leaves=12
num_cat=0
split_feature=20 20 48 26 70 58 51 70 55 37 42
split_gain=3.37263 5.70516 4.54 4.24014 4.25638 3.17465 2.98122 2.67611 2.31017 4.01561 0.286497
threshold=2.1239068458216552 4.9561545582797466 29.579504970445917 -0.54553329338676615 0.37849195946858943 104.70335297062176 14.736775740498315 0.14872880581498707 22.033208245890275 9.199590718843794 2.0794400451988229
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 10 7 6 -3 -5 -4 -2 -10 -1
right_child=1 5 3 4 -6 -7 -8 -9 9 -11 -12
leaf_value=-0.015314884754376843 0.017142682588391817 0.0040655489748549307 0.00042123680993059017 0.0080763136174860604 -0.015793237274205642 -0.015711830507916469 -0.0067960237511988531 0.014383351093583715 -0.0038466835591262566 0.016834972373247655 -0.0094436835226572192
leaf_weight=1.807123720645911 2.9022282809019071 1.6394161581993105 2.8561062961816814 2.6387352347373918 2.2896391749382019 1.6074213981628416 2.7550912797451019 2.6432547718286514 2.1232136189937596 1.6829719841480253 1.5388787388801572
leaf_count=8 12 7 12 11 10 7 12 11 9 7 7
internal_value=0.000557587 0.00515577 -0.00221188 0.000428492 -0.00436954 -0.0057257 0.000479731 0.00713209 0.0104223 0.00529807 -0.0126146
internal_weight=26.4841 9.95525 16.5288 13.1828 7.68347 3.24684 5.39383 5.49936 6.70841 3.80619 3.346
internal_count=113 42 71 56 33 14 23 23 28 16 15
is_linear=0
shrinkage=0.01


Tree=60
num_leaves=13
num_cat=0
split_feature=36 38 51 49 66 68 6 5 68 36 24 28
split_gain=4.79628 4.48193 5.48864 3.33538 3.18395 3.18002 4.3676 5.18572 3.63287 2.54816 1.70208 0.0150378
threshold=13.550524893378153 8.0166780479145618 30.396169449559721 29.695048389272703 1.909541766582626 0.6899649976930039 0.49016832209289934 0.52254804383214071 0.41114312374731821 19.299234690932529 -0.049278807293974464 0.55271467417887488
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 9 3 -3 -4 6 10 8 -8 11 -1 -2
right_child=1 2 4 -5 -6 -7 7 -9 -10 -11 -12 -13
leaf_value=0.0036639155659880141 -0.014904299227278008 -0.015097736888193799 0.01713538121482211 0.0016031411224769981 -0.0012388763123877681 0.017091144868012217 0.011091204903695258 -0.015741015716451194 -0.0072675036492446396 -0.00071444898651922982 0.017423599789509636 -0.016175060329782599
leaf_weight=1.669031471014023 1.541504114866256 2.4339742213487607 2.1726883500814442 2.3507603108882904 1.6663874983787534 1.6891691088676442 2.591319814324379 2.0610778629779816 1.8455131053924558 1.6098624616861341 1.9486091434955612 2.3522023409605026
leaf_count=7 7 11 9 10 7 7 11 9 8 7 8 10
internal_value=-0.000314814 -0.00424606 0.000253541 -0.00689252 0.00915986 0.00438993 0.00226899 -0.0026339 0.00345485 -0.0112967 0.0110754 -0.015672
internal_weight=25.9321 14.1274 8.62381 4.78473 3.83908 11.8047 10.1156 6.49791 4.43683 5.50357 3.61764 3.89371
internal_count=111 61 37 21 16 50 43 28 19 24 15 17
is_linear=0
shrinkage=0.01


Tree=61
num_leaves=12
num_cat=0
split_feature=36 37 26 13 37 16 53 16 18 1 49
split_gain=4.71198 4.56631 4.24999 3.27744 4.28819 3.05847 7.7102 3.24083 4.77154 1.60867 0.00745926
threshold=13.550524893378153 8.6440245968900857 1.3831836936847945 14.946834470644012 13.728382158391302 -1.5868695523330365 -63.277344772378662 -0.15193587660778937 0.39243012805952887 70.848177867912199 27.138867377131451
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 10 -1 -7 -8 -9 -10 -5
right_child=1 2 -4 4 -6 6 7 8 9 -11 -12
leaf_value=0.016844049736605648 -0.015748515030072727 0.0061961882385727354 0.010424862777197156 -0.014540075223397475 0.00090571288379623122 -0.016081436423048517 0.016928350538536252 -0.010939688271600781 0.013910742746855791 0.0015320528519512716 -0.015448608146488175
leaf_weight=1.6810867339372624 2.7600946277379981 2.1462885290384275 2.3950287699699393 1.5003416836261751 3.0174565315246582 1.8652784228324879 2.168244227766988 1.8055158555507702 2.3835235983133316 1.8762105107307432 2.2723530977964401
leaf_count=7 12 9 10 7 13 8 9 8 10 8 10
internal_value=-0.000312451 -0.00421441 -0.00140495 -0.00457543 -0.00798021 0.00435523 0.00227629 0.00643518 0.00268402 0.00845852 -0.0150873
internal_weight=25.8714 14.0916 11.3315 8.93644 6.79015 11.7799 10.0988 8.23349 6.06525 4.25973 3.77269
internal_count=111 61 49 39 30 50 43 35 26 18 17
is_linear=0
shrinkage=0.01


Tree=62
num_leaves=13
num_cat=0
split_feature=36 68 40 5 24 68 20 70 30 28 47 15
split_gain=4.62971 3.37212 5.25748 5.41424 4.10026 3.09005 4.26733 3.88553 3.15037 2.4099 0.227956 0.0165258
threshold=13.550524893378153 0.58755485621984016 2.1115823989231672 0.49902657195152211 0.30924137057797424 0.6899649976930039 2.2294555396177422 -1.0000000180025095e-35 0.078221319372263856 0.61759952362772863 49.682162014518234 51.897003745318507
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 4 -4 11 6 7 -1 -8 -9 -3 -2
right_child=1 10 3 -5 -6 -7 8 9 -10 -11 -12 -13
leaf_value=-0.012655656660012228 -0.015899775160665222 -0.015835139284508679 0.016764186546991761 -0.003723903648039666 0.0020293342980708231 0.016879976478155676 0.017285037412594198 -0.0049732064631838298 -2.6855308547941533e-07 0.012272315452328491 -0.010500202384081083 -0.014485389962211928
leaf_weight=2.5355011969804755 1.8543464392423614 1.619458690285682 2.3995411694049835 2.7890422344207764 2.3211977630853653 1.6794927269220341 2.4289200007915497 1.5804741531610518 1.8632479757070539 1.6628191918134687 1.5846245884895322 1.4897547811269758
leaf_count=11 8 7 10 12 10 7 10 7 8 7 7 7
internal_value=-0.000310148 -0.00418239 -0.00152136 0.00575113 -0.0081819 0.00432251 0.00222835 -0.00338164 0.00978141 0.00386848 -0.0131967 -0.0152697
internal_weight=25.8084 14.058 10.8539 5.18858 5.6653 11.7505 10.071 5.77879 4.29217 3.24329 3.20408 3.3441
internal_count=111 61 47 22 25 50 43 25 18 14 14 15
is_linear=0
shrinkage=0.01


Tree=63
num_leaves=13
num_cat=0
split_feature=20 20 33 69 41 31 19 5 38 38 68 4
split_gain=3.8468 9.1015 5.78507 4.31387 3.68461 3.6351 2.59826 2.17902 1.58467 1.23503 0.00623576 0.00507583
threshold=1.9265602113858973 4.9561545582797466 35.029456473167059 0.68384175912210432 7.4415629724502068 0.079440485387478207 1.0555216595485086 0.55525883816054511 7.3977773091518895 11.739382609007722 0.16178328077234425 55.749297686272804
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 9 7 5 -5 -3 -4 -2 10 -1 -10
right_child=1 6 3 4 -6 -7 -8 -9 11 -11 -12 -13
leaf_value=-0.015765494347029087 0.0065517453217399527 0.0010508794869532846 0.016860238127509912 -0.0086317827423516933 -0.015955316409900108 0.0086057953198138155 -0.015315997147124392 0.0016915184806470696 0.016342980050086407 -0.0046149221586441061 -0.014928737933205647 0.01712186197518822
leaf_weight=1.6170571446418791 2.8105354756116849 1.8657970726490023 1.9208350181579574 2.2877128124237061 1.8544225692749021 2.6296128332614899 2.0201486200094223 1.8680205196142194 1.65637543797493 1.5445615351200102 1.9825152307748792 1.6907342076301572
leaf_count=7 12 8 8 10 8 11 9 8 7 7 9 7
internal_value=-0.000307787 0.00452554 -0.00339883 0.000837121 -0.00394359 0.000586268 -0.00745761 0.0093816 0.0120878 -0.012095 -0.0153046 0.0167364
internal_weight=25.7483 10.0436 15.7047 10.5606 6.77175 4.91733 3.88595 3.78886 6.15765 5.14413 3.59957 3.34711
internal_count=111 43 68 45 29 21 17 16 26 23 16 14
is_linear=0
shrinkage=0.01


Tree=64
num_leaves=13
num_cat=0
split_feature=36 37 64 49 0 16 24 20 6 61 48 69
split_gain=4.50584 4.42575 3.87589 4.81506 4.56711 2.97002 4.04678 4.15189 3.04803 2.9425 1.51378 0.00355726
threshold=13.550524893378153 8.6440245968900857 101.4102612152078 44.568198205409168 67.493409417456618 -1.5868695523330365 -0.1237575312101472 2.5807740177610343 0.49016832209289934 104.80227282552876 32.728445996266274 0.63862090922376169
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 4 10 11 -1 7 -7 -8 -10 -4 -3
right_child=1 2 3 -5 -6 6 8 -9 9 -11 -12 -13
leaf_value=0.0166204380155975 -0.015548034825112496 -0.014561130331108634 0.0037267750723348455 -0.0078428036814381687 0.0039760357182012426 -0.012533518288136739 0.01710016301398392 0.007506356937233321 0.011692762646957112 -0.0067868813892878275 0.016550672803751065 -0.015220738389651193
leaf_weight=1.6701606512069691 2.7340446710586539 1.712035790085791 1.6124229431152346 2.1053672581911087 2.1140422523021698 2.738659441471099 2.1767083555460003 1.6607973426580427 1.6414729803800585 1.8137028962373731 2.1450675576925278 1.5649836957454679
leaf_count=7 12 8 7 9 9 12 9 7 7 8 9 7
internal_value=-0.00030546 -0.00413594 -0.00136347 0.00426404 -0.00748348 0.0042735 0.0022178 -0.00496845 0.00783149 0.00199236 0.0110477 -0.0148761
internal_weight=25.6895 13.988 11.2539 5.86286 5.39106 11.7015 10.0313 4.39946 5.63188 3.45518 3.75749 3.27702
internal_count=111 61 49 25 24 50 43 19 24 15 16 15
is_linear=0
shrinkage=0.01


Tree=65
num_leaves=13
num_cat=0
split_feature=37 51 32 0 51 21 17 17 24 22 7 51
split_gain=4.16895 4.76702 6.32681 4.65689 3.98033 3.59048 3.06187 2.9304 2.7936 1.64648 1.17788 0.0147216
threshold=7.8883846522555228 9.1720509670025852 0.07622796260323364 31.051031744814313 24.273156974146918 -1.3591669844426482 0.97613665753064638 0.84928038088714086 0.093777727317716553 0.67412318796327364 0.47032601645285271 21.292655526337388
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 7 10 5 -5 -4 -6 -2 -1 -10 -3 -12
right_child=1 2 3 4 6 -7 -8 -9 9 -11 11 -13
leaf_value=-0.0023630752979073109 -0.0014181191497005818 -0.0052891147262163806 -0.003546024762945757 -0.015231830876440967 -0.010191656761528197 0.014227483443437 0.0077393408233528216 0.017340772274745682 0.016727510375849543 0.0037033884745585562 -0.014667055423059438 -0.015764545018728812
leaf_weight=2.3179202526807812 1.6382876783609419 1.5749951899051691 1.8896540701389311 2.6835425645112991 1.5911274105310442 2.8520609587430936 2.3719483315944672 1.6936137378215788 2.3824215978384018 1.637988746166229 2.3748961985111237 2.5182243585586548
leaf_count=10 7 7 8 12 7 12 10 7 10 7 11 11
internal_value=-0.000735034 -0.00286354 -0.00491246 -0.000426514 -0.00582765 0.00714444 0.00054026 0.00811707 0.00638033 0.0114212 -0.0128108 -0.0152319
internal_weight=27.5267 21.1884 17.8564 11.3883 6.64662 4.74172 3.96308 3.3319 6.33833 4.02041 6.46812 4.89312
internal_count=119 92 78 49 29 20 17 14 27 17 29 22
is_linear=0
shrinkage=0.01


Tree=66
num_leaves=15
num_cat=0
split_feature=37 48 60 31 39 35 48 14 40 68 61 64 5 55
split_gain=4.09365 3.81251 3.18426 3.67283 3.44561 2.84081 2.31773 2.24888 1.99017 1.6804 1.78404 0.701655 0.257889 0.00558397
threshold=7.8883846522555228 29.579504970445917 104.25642191988415 0.080722971800105708 4.5001450269603014 17.395538211476516 9.9442367987652265 83.50310559006148 3.1295345541889801 0.16178328077234425 96.019453866672976 103.25266636645246 0.5034194201536808 6.3439522775262969
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 6 7 12 8 -1 -2 9 -5 -3 -11 -7 -4 -8
right_child=1 2 3 4 -6 11 13 -9 -10 10 -12 -13 -14 -15
leaf_value=-0.00066722475897438595 -0.00221705165574303 0.016412413342342044 -0.0099352632342281973 -0.0017104889947052639 -0.011039839666362882 0.0080124859597877351 -0.014442039035518071 -0.0054056849964554008 0.013361991730221751 -0.0024841947606744305 0.011747342659141367 0.017237221828659881 -0.015644999845357485 -0.015241771134221784
leaf_weight=3.0294906347990063 2.4825439006090191 1.6577667444944371 1.5743285566568359 1.6177759468555453 1.6542450934648512 1.6077409386634829 1.6978860497474673 1.6150787621736524 1.910675600171089 1.8725446164608004 1.6632388085126875 1.6926325410604475 1.5899196267127989 1.7972625494003294
leaf_count=13 11 7 7 7 7 7 8 7 8 8 7 7 7 8
internal_value=-0.000729421 -0.0028424 -0.000174906 -0.00431475 0.000868398 0.00632509 -0.00960543 0.00490028 0.00645134 0.00810521 0.00421035 0.0127435 -0.0128042 -0.0148533
internal_weight=27.4631 21.1333 15.1556 8.34694 5.1827 6.32986 5.97769 6.80863 3.52845 5.19355 3.53578 3.30037 3.16425 3.49515
internal_count=119 92 65 36 22 27 27 29 15 22 15 14 14 16
is_linear=0
shrinkage=0.01


Tree=67
num_leaves=14
num_cat=0
split_feature=37 38 0 6 44 45 7 67 7 6 8 47 68
split_gain=4.01819 4.04755 3.16212 5.12799 4.37643 4.31392 4.09061 2.10977 1.80487 1.33282 1.28944 0.0112409 0.00246225
threshold=7.8883846522555228 4.7093911271064934 31.051031744814313 0.52244365686632666 30.143130409150043 30.72102217858831 0.52819194761384558 -1.4850319523528908 0.56563580168515326 0.53315692688844896 6.5000000000000009 19.307697176094436 0.56650888812403621
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 7 -6 -7 -4 -5 -3 -9 -12 -13
right_child=2 9 4 8 5 6 -8 10 -10 -11 11 12 -14
leaf_value=-0.0062598344086112348 -0.0073312019167166833 0.016517862668595427 6.2855811594552841e-05 0.016561140624647808 0.013401941122473948 -0.015127555606239225 0.0043435897548190876 -0.0046594774314321456 0.0026298732633614724 0.0056054232142656946 -0.014516451355831843 -0.01520284821515141 -0.015759319928460389
leaf_weight=1.8319302797317529 2.8018634766340282 2.375729039311409 1.6076072156429315 2.1426596790552144 1.9101945161819447 2.0014428943395615 2.3409358859062195 1.5321128666400863 1.6431005895137785 2.1162780523300171 1.9239916801452634 1.5695806294679644 1.6115505695343015
leaf_count=8 12 10 7 9 8 9 10 7 7 9 9 7 7
internal_value=-0.000723591 0.00626778 -0.00282048 0.00292442 -0.00543096 0.000878269 -0.00463084 -0.0102156 0.0105147 0.0113768 -0.0127052 -0.0151198 -0.0154848
internal_weight=27.409 6.32394 21.085 6.58762 14.4974 6.25257 4.34238 8.24484 3.78576 4.49201 6.63724 5.10512 3.18113
internal_count=119 27 92 28 64 27 19 37 16 19 30 23 14
is_linear=0
shrinkage=0.01


Tree=68
num_leaves=13
num_cat=0
split_feature=37 51 32 34 40 38 63 50 68 35 7 51
split_gain=3.94654 4.59546 6.1361 4.43764 5.23401 3.97538 3.00233 2.41738 1.82843 1.71254 1.16976 0.014072
threshold=7.8883846522555228 9.1720509670025852 0.07622796260323364 24.082179396942397 3.8132107237892501 4.7093911271064934 98.644424188386708 26.676775349736207 0.081887748205922886 17.395538211476516 0.47032601645285271 21.292655526337388
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 6 10 7 8 -1 -2 -4 -5 -7 -3 -12
right_child=1 2 3 4 -6 9 -8 -9 -10 -11 11 -13
leaf_value=-0.0062052545379468384 0.017308605734235719 -0.0051288440961349303 -0.01491710069034625 0.003169230438740222 -0.0066315939027162662 0.0039922284352919349 -0.0017268263495748874 -0.0002439224705442451 0.01665925156499052 0.016524061808876181 -0.014514159284709735 -0.015592972235929805
leaf_weight=1.8295748680830026 1.6953716278076201 1.5665989965200449 2.4098137468099576 1.627330347895622 2.5452706813812256 1.8734101951122282 1.6206216961145399 2.1022935658693314 2.6261789351701736 2.6092371493577957 2.3455217927694321 2.4955592751502991
leaf_count=8 7 7 11 7 11 8 7 9 11 11 11 11
internal_value=-0.000718033 -0.00279907 -0.00482111 -0.000391824 0.0047109 0.00621672 0.00800544 -0.00808053 0.0114982 0.0112867 -0.0126397 -0.0150703
internal_weight=27.3468 21.0346 17.7186 11.3109 6.79878 6.31222 3.31599 4.51211 4.25351 4.48265 6.40768 4.84108
internal_count=119 92 78 49 29 27 14 20 18 19 29 22
is_linear=0
shrinkage=0.01


Tree=69
num_leaves=14
num_cat=0
split_feature=51 51 17 31 34 58 26 63 7 41 71 62 71
split_gain=3.7057 4.62064 5.37544 4.20578 3.43277 8.12637 3.67649 3.10494 3.08538 0.358117 0.304175 0.00582244 0.0028947
threshold=46.077629816063812 9.1720509670025852 0.60757054827511603 0.0754308374504679 24.082179396942397 131.28824422060174 -1.2345062551073738 102.60413797876213 0.46599748300669458 3.3632214862139862 -0.2109931890010964 100.1048947331164 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 7 6 -6 10 -3 -10 -5 -11 -8
right_child=-2 3 -4 4 5 -7 12 -9 9 11 -12 -13 -14
leaf_value=-0.0039253077434295838 0.0095981480034675031 0.0013009436511365589 0.01650072785140454 -0.015709227438572271 -0.0017843914871703026 -0.015388055847612223 0.016887886781909393 0.0043820522558293083 -0.0093134011904279796 -0.015290381719027921 -0.0094869368123361181 -0.014556274800661859 0.016298751366207714
leaf_weight=2.5563275963068071 3.090757653117179 1.8439724594354654 2.59754878282547 1.607100650668144 1.6149526983499587 1.5893188118934629 1.6846593022346437 1.6177405416965482 1.5051271021366117 2.452296182513237 1.5370162129402145 1.9312561154365537 1.6517214477062223
leaf_count=11 13 8 11 7 7 7 7 7 7 11 7 9 7
internal_value=-0.000712635 -0.0020301 0.00636939 -0.00430431 -0.000416347 0.00428598 0.0106011 -0.00687523 -0.00998718 -0.0135219 -0.0126674 -0.014967 0.0165962
internal_weight=27.2798 24.189 5.15388 19.0352 11.3025 6.54065 4.95133 4.76186 7.73265 5.88868 3.14412 4.38355 3.33638
internal_count=119 106 22 84 49 28 21 21 35 27 14 20 14
is_linear=0
shrinkage=0.01


Tree=70
num_leaves=12
num_cat=0
split_feature=20 7 52 70 58 28 54 37 20 39 57
split_gain=3.587 5.09577 6.18046 4.91407 3.42005 4.83672 2.99099 2.57304 2.28163 0.0152093 0.00814201
threshold=2.1239068458216552 0.5235863683804326 12.796763688579434 -0.023384825158523376 127.63034250954506 0.56329039275762383 -1.0000000180025095e-35 12.056925971707047 -2.8117351075092993 1.4094115471213511 111.03465729281625
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 8 5 6 -5 10 -1 -10 -7
right_child=1 -3 -4 4 -6 7 -8 -9 9 -11 -12
leaf_value=-0.0021084418642917701 0.0096625670086262633 0.016922277028197503 -0.012215740861797815 0.0037014628198048906 -0.0088762439154934925 0.015806749668180489 -0.014716098946183694 0.0014958144122250638 -0.01452971526786812 -0.015927373348684125 0.016799755245756675
leaf_weight=2.2876151353120804 3.0476373583078367 2.8815468102693558 2.2403888553380966 2.0951565951108937 2.3117071539163598 1.6238414794206621 1.5225263983011226 1.8167536258697508 1.4966189712286042 1.6228443086147306 1.6799573153257368
leaf_count=10 13 12 10 9 10 7 7 8 7 7 7
internal_value=0.000806616 0.00622338 0.00039334 -0.00188237 0.00194013 0.0048016 -0.00404969 0.0110551 -0.00969403 -0.0152568 0.0163117
internal_weight=24.6266 8.16957 5.28803 16.457 11.0499 8.73824 3.61768 5.12055 5.40708 3.11946 3.3038
internal_count=107 35 23 72 48 38 16 22 24 14 14
is_linear=0
shrinkage=0.01


Tree=71
num_leaves=13
num_cat=0
split_feature=20 7 20 70 60 31 54 37 0 20 39 51
split_gain=3.5239 5.01339 5.96132 4.83027 4.01243 5.52548 3.13688 2.6048 2.59545 2.25654 0.0145419 0.00866344
threshold=2.1239068458216552 0.5235863683804326 2.8756066016452313 -0.023384825158523376 137.76213962374723 0.0754308374504679 -1.0000000180025095e-35 12.056925971707047 65.950241114142258 -2.8117351075092993 1.4094115471213511 15.942816978391358
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 9 5 6 -5 11 -4 -1 -11 -7
right_child=1 -3 8 4 -6 7 -8 -9 -10 10 -12 -13
leaf_value=-0.0020877532605095219 0.016204022106300998 0.016807182698066712 0.0015990984314447033 0.0036637905772308925 -0.011434726876542485 0.015746011424937638 -0.014565949922325842 0.0014807354745259022 -0.015299100398509624 -0.014464584837099781 -0.015834574009147256 0.016738185242247891
leaf_weight=2.2871833145618439 1.6421468108892421 2.8723128139972687 1.839279964566231 2.0955306589603429 1.8673771470785148 1.8506260663270953 1.71761831641197 1.8169008344411848 1.7969468683004377 1.4883656501770066 1.6160654574632642 1.6780732125043867
leaf_count=10 7 12 8 9 8 8 8 8 8 7 7 7
internal_value=0.000800423 0.00617548 0.000390064 -0.00186806 0.00192489 0.00464879 -0.00454773 0.0112089 -0.00675164 -0.00962483 -0.0151778 0.0162178
internal_weight=24.5684 8.15069 5.27837 16.4177 11.0261 9.15875 3.81315 5.3456 3.63623 5.39161 3.10443 3.5287
internal_count=107 35 23 72 48 40 17 23 16 24 14 15
is_linear=0
shrinkage=0.01


Tree=72
num_leaves=11
num_cat=0
split_feature=20 7 52 34 46 23 70 25 44 39
split_gain=3.46408 4.93116 5.98375 4.75701 4.56137 2.7611 3.34981 3.46735 2.51608 0.00599379
threshold=2.1239068458216552 0.5235863683804326 12.796763688579434 25.812665329116214 9.8216068912938859 0.62699154144057834 -0.023384825158523376 -1.7955387251567225 19.78895602530174 1.6677826069686141
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 8 5 6 -5 -8 9 -1
right_child=1 -3 -4 4 -6 -7 7 -9 -10 -11
leaf_value=-0.014645196058567005 0.0095070784612298429 0.016694761925334541 -0.012078214563383852 -0.008370433756578647 -0.0091820260716460982 0.016075721766388978 -0.0037384234573211769 0.013905814420363975 0.00027982268857062727 -0.0154960628799404
leaf_weight=1.7226920127868717 3.039677754044531 2.8627857565879822 2.2238619774580002 2.03611668944359 2.8976419121026984 1.8698246181011198 1.8304425477981578 2.844600796699519 1.5797944068908689 1.5939119905233381
leaf_count=8 13 12 10 9 13 8 8 12 7 7
internal_value=0.000794574 0.00613213 0.000387225 -0.00185426 0.00166596 0.00532912 0.00233497 0.00699748 -0.0101067 -0.0150541
internal_weight=24.5014 8.12633 5.26354 16.375 11.4786 8.58098 6.71116 4.67504 4.8964 3.3166
internal_count=107 35 23 72 50 37 29 20 22 15
is_linear=0
shrinkage=0.01


Tree=73
num_leaves=12
num_cat=0
split_feature=20 20 48 55 26 41 55 57 15 17 20
split_gain=3.40356 4.60995 4.29466 4.33642 4.63943 4.14867 2.92386 2.0082 3.39586 1.3201 0.25501
threshold=2.1239068458216552 4.6434213254611398 29.579504970445917 19.591007846921787 1.0000000180025095e-35 8.4137885166036632 24.327656796055802 181.26166483495862 81.194483629336318 1.295038187476061 -2.6065483811962662
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 -1 4 10 -3 -5 8 -8 -2 -4
right_child=1 5 3 6 -6 -7 7 -9 -10 -11 -12
leaf_value=-0.014416436072739545 0.016198582688581629 -0.015031102010942829 0.011118646126694479 -0.01574369054454829 -0.0034708731298178468 0.0078207628602811469 -0.012572730289485551 0.0080205868451088073 0.0053331332508388517 0.0055349992446094565 0.016514927058781225
leaf_weight=2.3283677548170152 3.053478077054022 1.5476107150316241 1.62265981733799 1.8338730782270429 2.6556193083524704 1.6324490904808042 2.4732781499624252 1.664634436368942 1.8524436652660368 1.8730248510837553 1.9024526178836803
leaf_count=11 13 7 7 8 12 7 11 7 8 8 8
internal_value=0.000788602 0.00608568 -0.00184044 0.000250355 0.00651109 -0.00330035 -0.0046953 -0.00131297 -0.00490474 0.0121444 0.0140309
internal_weight=24.4399 8.10656 16.3333 14.005 6.18073 3.18006 7.82423 5.99036 4.32572 4.9265 3.52511
internal_count=107 35 72 61 27 14 34 26 19 21 15
is_linear=0
shrinkage=0.01


Tree=74
num_leaves=11
num_cat=0
split_feature=20 7 52 34 41 55 7 44 34 51
split_gain=3.34445 4.82974 5.8426 4.64571 4.37718 4.19695 4.38666 2.47085 1.8882 0.00270419
threshold=2.1239068458216552 0.5235863683804326 12.796763688579434 25.812665329116214 3.4792003752773248 19.591007846921787 0.55894179610984029 19.78895602530174 32.713548623676942 17.691468131998651
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 7 -5 8 -7 9 -6 -1
right_child=1 -3 -4 4 5 6 -8 -9 -10 -11
leaf_value=-0.015242937098537591 0.0093752738830083174 0.016524740914131746 -0.012003778550633754 -0.014407852390696686 0.0039962212110213214 0.0061116531851634114 -0.01251254364949589 0.00028441802970098818 0.016520558828098782 -0.014668892841709767
leaf_weight=1.5691207051277225 3.0257449895143491 2.8468047231435776 2.2133793979883194 1.4766854941844929 2.244013845920561 2.8068571984767914 2.3017823249101639 1.5762846916913984 2.596693828701973 1.7203396707773206
leaf_count=7 13 12 10 7 10 12 10 7 11 8
internal_value=0.000782672 0.00604024 0.000343239 -0.00182676 0.00165796 0.00404246 -0.00227979 -0.0100098 0.0107146 -0.0149427
internal_weight=24.3777 8.08593 5.23912 16.2918 11.426 9.94935 5.10864 4.86575 4.84071 3.28946
internal_count=107 35 23 72 50 43 22 22 21 15
is_linear=0
shrinkage=0.01


Tree=75
num_leaves=12
num_cat=0
split_feature=7 59 64 59 70 62 8 67 65 40 22
split_gain=4.74172 4.92695 3.79262 4.93121 3.47676 2.87057 2.67372 2.51623 2.08337 0.814131 0.270802
threshold=0.47786574286180727 118.93921620358805 101.4102612152078 99.419375028502841 0.11487555618928781 102.17725259611878 12.500000000000002 -1.4850319523528908 106.96212474013807 4.3184305079370695 -0.16891770897773148
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 7 -5 8 -2 -4 -3 -8
right_child=1 9 6 5 -6 -7 10 -9 -10 -11 -12
leaf_value=-0.012799276156708134 0.0084867950967849968 -0.015645032620237542 0.0093405997027709384 -0.015768268266860664 0.014025233540490827 -0.00076609343633687009 0.011239979537416107 -0.0080135652247717449 -0.0062692979819299211 -0.0055836862732777581 0.016654087356438849
leaf_weight=2.8841389119625118 1.605965375900275 1.6005932390689843 1.8487765640020364 2.4902532994747162 2.5923461318016052 2.6145345121622086 1.625346824526787 2.1770164370536795 1.590597942471504 1.6164177954196928 2.1405029445886612
leaf_count=13 7 7 8 11 11 12 7 10 7 7 9
internal_value=-0.00074621 0.000840959 0.00280893 -0.000760259 0.00510438 -0.00808456 0.00849574 -0.00100877 0.00212153 -0.0105896 0.0143173
internal_weight=24.7865 21.9024 18.6853 11.4801 6.37533 5.10479 7.20522 3.78298 3.43937 3.21701 3.76585
internal_count=109 96 82 51 28 23 31 17 15 14 16
is_linear=0
shrinkage=0.01


Tree=76
num_leaves=13
num_cat=0
split_feature=58 25 48 45 34 37 44 38 6 13 35 57
split_gain=3.80434 4.07342 3.16913 4.9642 5.02403 3.18683 3.07957 2.99435 2.71255 2.03779 1.34541 0.011608
threshold=122.86437851752213 2.2671491717083785 29.579504970445917 34.207397464947455 24.082179396942397 12.056925971707047 -26.436528098382535 7.5020933735471278 0.49245175707890271 90.276397252013098 23.238646740641567 106.28016314907056
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 5 -4 7 -6 -1 -5 -2 -8
right_child=10 -3 3 9 6 -7 11 -9 -10 -11 -12 -13
leaf_value=0.00035706716880060449 -0.0039014360314568414 0.016131757725852704 -0.015196959871987714 -0.015677611208191541 -0.0068039151366434446 0.0048362165132300244 0.015557213638376801 0.01179693940438541 -0.014401066597479112 -8.7211808164797144e-05 -0.015333708996611347 0.016652885995961531
leaf_weight=2.4508859068155386 2.0967726260423651 1.6402308791875828 1.5641364753246292 1.8032862246036523 1.6210740506649073 1.6128953546285627 2.2923195958137463 1.8566437214612959 2.5321024954319 1.5668534040451048 2.0222393572330475 1.6723486632108686
leaf_count=11 9 7 7 8 7 7 10 8 12 7 9 7
internal_value=-0.000740422 0.00101281 -0.000294263 0.00214495 0.00550075 -0.00502664 0.00999472 0.00312649 -0.00714227 -0.00842929 -0.00951414 0.0160194
internal_weight=24.7318 20.6128 18.9725 13.9896 10.6194 3.17703 7.44239 3.47772 4.98299 3.37014 4.11901 3.96467
internal_count=109 91 84 61 46 14 32 15 23 15 18 17
is_linear=0
shrinkage=0.01


Tree=77
num_leaves=12
num_cat=0
split_feature=7 61 62 61 48 40 66 38 40 6 8
split_gain=4.63944 4.76301 3.49952 3.69366 4.3599 4.22002 2.87179 2.85261 0.803146 0.706262 0.691374
threshold=0.47786574286180727 112.98738487267926 108.44748357908752 100.21045814824414 22.975372709325317 1.8175750005792459 0.210327755692754 6.5830531136523547 4.3184305079370695 0.52016532543700056 13.500000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -5 -7 -6 -3 -4 -9
right_child=1 8 9 5 7 6 -8 10 -10 -11 -12
leaf_value=-0.012689139047535238 -0.0074671042972639691 -0.015482731635813235 0.016709119113565683 -0.014893944047380573 -0.00077646325262731156 -0.0074689931712031143 0.0097220090465785797 0.016400423840116012 -0.0054602776129223226 0.007433035925459068 0.0084570396127761679
leaf_weight=2.8689841181039837 2.1359743326902443 1.5871490240097039 1.6679832488298409 2.5782409310340872 2.0822495967149734 1.8427931964397433 2.0558037608861923 2.8279291093349457 1.6112386584281919 1.6160334050655363 1.7888389676809309
leaf_count=13 10 7 7 12 9 8 9 12 7 7 8
internal_value=-0.000735096 0.000838529 0.0027773 0.000768278 0.00497354 -0.00496808 0.00159615 0.00894023 -0.0104338 0.0121444 0.0133226
internal_weight=24.6632 21.7942 18.5958 15.3118 8.83499 6.47684 3.8986 6.69902 3.19839 3.28402 4.61677
internal_count=109 96 82 68 39 29 17 29 14 14 20
is_linear=0
shrinkage=0.01


Tree=78
num_leaves=12
num_cat=0
split_feature=7 59 64 59 70 57 62 8 64 40 62
split_gain=4.56365 4.6806 3.64056 4.73696 3.37022 4.72251 2.77062 2.59219 2.02187 0.795517 0.250563
threshold=0.47786574286180727 118.93921620358805 101.4102612152078 99.419375028502841 0.11487555618928781 57.40532789495844 102.17725259611878 12.500000000000002 106.76349761439356 4.3184305079370695 106.57238213935319
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 5 -2 -5 8 -4 -3 -9
right_child=1 9 7 6 -6 -7 -8 10 -10 -11 -12
leaf_value=-0.012607852117613918 0.011799440983038385 -0.015399286117327698 0.0091511519101534558 -0.015563491378012564 0.013821615880942762 -0.010816568235992634 -0.00076026649871947284 0.011138194322591936 -0.0062716117333289269 -0.0054106504760710527 0.016366432527836997
leaf_weight=2.8586584180593517 1.6279411166906412 1.5798286050558084 1.8482516109943383 2.4641919583082199 2.5749764740467072 2.1330935060977936 2.5966457724571228 1.6148028522729876 1.573827877640724 1.6097644269466398 2.1202047169208527
leaf_count=13 7 7 8 11 11 10 12 7 7 7 9
internal_value=-0.000729588 0.000832067 0.00275576 -0.000754524 0.00500731 -0.00102737 -0.00796816 0.00834549 0.00205816 -0.0103581 0.014106
internal_weight=24.6022 21.7435 18.5539 11.3968 6.33601 3.76103 5.06084 7.15709 3.42208 3.18959 3.73501
internal_count=109 96 82 51 28 17 23 31 15 14 16
is_linear=0
shrinkage=0.01


Tree=79
num_leaves=12
num_cat=0
split_feature=15 14 61 45 51 6 38 26 27 13 37
split_gain=3.81214 6.0355 6.09545 5.09827 2.87952 2.47414 1.95878 1.43177 1.37127 0.668135 0.0180368
threshold=73.329086290386797 31.169871794871167 103.17961519396196 30.72102217858831 14.736775740498315 0.5294009412414914 6.6514673058111891 -0.76222941262224519 0.64091651996739374 89.583695073873159 9.199590718843794
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 9 -4 -5 -1 -3 -7 -2 -9
right_child=3 7 4 5 -6 8 -8 10 -10 -11 -12
leaf_value=0.0026878361624837681 0.016345845140420909 -0.004777549318129069 -0.015548065549505715 0.0054046566662467529 0.00081802172111552964 -0.014728153165407893 0.016080367515744088 -0.015584356575423373 -0.0014231264760317928 0.007929121452136749 -0.014248887339625314
leaf_weight=2.0537982285022753 2.3453084677457796 2.1586330682039261 2.0424588024616241 2.5597530603408813 2.2697377949953079 1.5046006739139559 2.3322630822658539 1.8150213360786427 1.5966411828994749 1.5775338262319563 2.2839216589927673
leaf_count=9 10 10 9 11 10 7 10 8 7 7 11
internal_value=-0.000724176 -0.00387928 0.00150885 0.00419945 -0.00693373 -0.00187204 0.00980924 -0.011369 -0.0078782 0.0129611 -0.0148402
internal_weight=24.5397 14.9558 8.69826 9.58384 4.3122 5.66099 4.38606 6.25758 3.10124 3.92284 4.09894
internal_count=109 67 38 42 19 25 19 29 14 17 19
is_linear=0
shrinkage=0.01


Tree=80
num_leaves=13
num_cat=0
split_feature=51 3 7 61 6 20 20 37 70 36 40 41
split_gain=4.73249 4.24795 4.12226 3.41582 3.3096 3.09371 5.41622 1.57923 0.768619 0.368833 0.0102289 0.00135389
threshold=8.8399908480707641 39.009461106832468 0.55894179610984029 103.17961519396196 0.56680786690589124 2.1239068458216552 4.3260080002765831 8.4630976394196029 0.32904588497317028 18.611550771265197 2.6957002134408348 5.6669834617492869
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 7 -7 -3 -8 10 11 -9
right_child=1 4 -4 -5 -6 6 8 9 -10 -11 -12 -13
leaf_value=0.015930436627483023 0.016346051875106772 -0.0022921910963611299 -0.0029943548135297612 0.00023906940446199646 0.007682563654245838 0.0090221050111227181 -0.0051161889071946014 -0.013863515056809867 -0.01512646742627659 -0.0086641794934197176 -0.01506343775110822 -0.014284183971637278
leaf_weight=2.7813181281089809 2.1282899081707027 1.7793635278940181 2.2855408936738968 2.7679566442966461 1.8756577521562565 2.8157646059989929 1.5152561217546465 1.6026808470487597 1.5533819347620008 1.4830185920000074 1.5389870107173917 1.463881194591522
leaf_count=12 9 8 10 12 8 12 7 8 7 7 7 7
internal_value=-6.87788e-05 -0.0023316 0.00633133 0.00810364 -0.00477828 -0.00647779 -0.000993371 -0.0105796 -0.0101835 -0.0130015 -0.0143982 -0.0140643
internal_weight=25.5911 20.0418 4.41383 5.54927 15.628 13.7523 5.8844 7.86793 3.06864 6.08857 4.60555 3.06656
internal_count=114 90 19 24 71 63 26 37 14 29 22 15
is_linear=0
shrinkage=0.01


Tree=81
num_leaves=13
num_cat=0
split_feature=51 30 32 3 51 61 20 5 50 7 45 59
split_gain=4.64884 4.47145 4.09611 4.21736 3.88113 3.36952 2.22307 2.28975 3.04325 1.67509 1.66685 0.326986
threshold=8.8399908480707641 0.064960488868579538 0.11676907209512515 39.009461106832468 40.133200939835994 103.17961519396196 2.2294555396177422 0.51955692303107504 36.228269222123636 0.55894179610984029 27.788386446429509 102.62702732181948
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 9 6 -1 7 11 -9 -3 -8 -5
right_child=1 2 -4 4 -6 -7 10 8 -10 -11 -12 -13
leaf_value=0.015837624741910208 -0.014281390054154987 0.016243722964054821 -0.015674925776336845 -0.014719578758024631 0.012569162583295037 0.0002366782924377741 0.0090439211801555969 0.0089604210314318377 -0.01070712288112431 0.0026694707106779425 -0.0051337381739587811 -0.0087258554319168038
leaf_weight=2.7696992754936245 2.7005259245634106 2.1203201860189469 1.6023127287626255 2.3703135251998888 1.6293324232101429 2.7679629176855087 1.8423467576503756 1.5664913207292559 1.5805774629116056 1.5914091169834135 1.5080316960811613 1.4775942862033842
leaf_count=12 13 9 7 11 7 12 8 7 7 7 7 7
internal_value=-6.82994e-05 -0.00231445 -0.000445191 0.00111047 -0.00177631 0.0080396 -0.00403564 -0.00724381 -0.000917366 0.0104237 0.00266245 -0.012418
internal_weight=25.5269 19.9893 17.2887 15.6864 11.9747 5.53766 10.3454 6.99498 3.14707 3.71173 3.35038 3.84791
internal_count=114 90 77 70 54 24 47 32 14 16 15 18
is_linear=0
shrinkage=0.01


Tree=82
num_leaves=14
num_cat=0
split_feature=36 48 26 7 69 48 36 5 5 40 58 57 50
split_gain=4.23504 4.72545 4.85591 4.39395 3.95346 3.75281 3.32724 1.56702 1.01709 0.285332 0.282503 0.00556787 0.00291508
threshold=8.9557296341252037 29.579504970445917 -0.39215577388009087 0.53874787338418695 0.74787098984277101 41.725538329608433 16.526452656317463 0.44253900185708078 0.45570304834502606 1.8175750005792459 101.63964472431779 181.26166483495862 20.478432098983856
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 8 6 5 -5 -4 10 -7 -2 -9 -3 -11 -10
right_child=1 2 3 4 -6 7 -8 9 12 11 -12 -13 -14
leaf_value=0.01287659290662118 -0.0040534103555038602 0.010866046742198123 0.0057450413071552225 0.01632192406493737 -0.0029360862998348957 -0.0025301642368670079 -0.00088066887500312663 -0.010089568343600665 -0.013840753306947225 -0.01578260830813541 0.016426202514569336 -0.014941780550372503 -0.014477065582503792
leaf_weight=2.2992165088653591 1.5173605531454111 1.6026997715234839 1.7876798957586197 1.8756118416786201 2.4695474058389664 1.7352943718433378 2.4964684098958969 1.5118511617183683 1.3977124691009524 1.6200393885374071 2.1258940994739532 1.5325651317834852 1.484768360853195
leaf_count=10 7 7 8 8 11 8 11 7 7 7 9 7 7
internal_value=-6.78484e-05 -0.00135305 0.000834736 -0.00275116 0.00537674 -0.00706472 0.00805403 -0.0106429 -0.0106802 -0.0136611 0.0140362 -0.0153739 -0.0141685
internal_weight=25.4567 23.1575 18.7577 12.5326 4.34516 8.18743 6.22506 6.39975 4.39984 4.66446 3.72859 3.1526 2.88248
internal_count=114 104 83 56 19 37 27 29 21 21 16 14 14
is_linear=0
shrinkage=0.01


Tree=83
num_leaves=11
num_cat=0
split_feature=51 30 32 51 16 70 57 35 48 56
split_gain=4.54885 4.36908 4.00189 3.34588 3.51451 2.90638 2.80895 2.25492 2.69303 0.249575
threshold=8.8399908480707641 0.064960488868579538 0.11676907209512515 40.133200939835994 -1.5868695523330365 0.37849195946858943 33.351266065934674 17.043569587201358 29.579504970445917 63.277344772378676
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 -3 7 -1 -6 -9 -8
right_child=1 2 -4 -5 5 -7 9 8 -10 -11
leaf_value=-0.0012698140861490677 -0.014183772436784271 0.010060169917128332 -0.015547955510684903 0.011089396830433848 -0.0083909989958945892 -0.012218694471870191 0.01597451927470905 -0.0047279326990308556 0.0096082115605307279 0.010581539648835854
leaf_weight=2.0605800747871426 2.6756564974784878 2.3305750340223375 1.5925630927085865 2.7569727450609198 2.3974697589874214 2.8100288510322571 1.8581850677728655 2.3425545692443848 2.9736281484365463 1.5944139361381529
leaf_count=9 13 10 7 12 11 13 8 11 13 7
internal_value=-6.73694e-05 -0.0022963 -0.000447471 0.00109299 -0.00105103 -0.00351172 0.00796971 -0.000339834 0.00329105 0.013484
internal_weight=25.3926 19.8794 17.2038 15.6112 12.8543 10.5237 5.51318 7.71365 5.31618 3.4526
internal_count=114 90 77 70 58 48 24 35 24 15
is_linear=0
shrinkage=0.01


Tree=84
num_leaves=15
num_cat=0
split_feature=36 33 47 58 50 70 39 5 30 46 30 41 36 57
split_gain=4.15348 3.0855 2.37107 3.37094 3.71983 3.25533 3.21604 5.66352 2.76943 1.82759 1.05485 0.974659 0.23622 0.0151295
threshold=8.9557296341252037 71.091111473492376 25.295110208938272 106.80864611219555 27.788386446429509 0.14872880581498707 1.980730998340744 0.50639809363777033 0.11474892712236347 -9.2063152720892614 0.072415538769193405 5.4902975001198246 15.106425001751203 51.323226245947339
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 11 4 9 -6 10 -8 -9 -4 -5 -2 -11 -12
right_child=1 -3 3 6 5 -7 7 8 -10 12 13 -13 -14 -15
leaf_value=0.01277817123800286 -0.0036275562323100276 0.011840011910498514 0.0011193167201585517 -0.0042477865807111258 -0.015103821925931437 0.0047191365940259444 0.01595680453139715 0.0027477831292405854 -0.015302979152507475 0.010928993646167647 -0.015261819506155893 -0.014234957932401574 0.016343564935896206 -0.013831415456411825
leaf_weight=2.2897465825080898 1.4867716431617801 1.6482421606779087 1.8001151233911512 1.4775728434324245 1.539026588201523 1.7942558377981184 1.6142327487468717 1.610451012849808 1.7999151051044462 1.5759789198637029 1.571035370230675 2.0754390060901642 1.6485719829797743 1.3969595581293104
leaf_count=10 7 7 8 7 7 8 7 7 8 7 7 10 7 7
internal_value=-6.69129e-05 -0.00134355 -0.00235942 -0.000871188 0.00375744 -0.00443342 -0.00495621 0.000525237 -0.00677901 0.00919112 -0.0111516 -0.00980771 0.0136972 -0.0145886
internal_weight=25.3283 23.0386 21.3903 17.8281 8.35795 3.33328 9.47017 5.0246 3.41037 5.02467 4.44557 3.56221 3.22455 2.96799
internal_count=114 104 97 80 37 15 43 22 15 22 21 17 14 14
is_linear=0
shrinkage=0.01


Tree=85
num_leaves=12
num_cat=0
split_feature=23 14 70 56 33 7 67 69 31 26 36
split_gain=4.0845 5.4757 4.00994 3.80862 3.00989 3.49613 2.96884 1.85335 1.22811 0.712031 0.016638
threshold=1.0983394246110205 41.73916081472921 0.32904588497317028 61.32358488249205 45.061882808003112 0.54162987866983625 -1.2160968535470313 0.54894911619663178 0.070933650676791929 0.80188258972613369 15.558402660681518
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 9 7 -5 -6 -3 -1 -8 -2 -10
right_child=2 6 -4 4 5 -7 8 -9 10 -11 -12
leaf_value=0.001766141740094727 0.016537402730030199 0.0040657853612656924 -0.0057760615480179443 -0.014990867340770557 0.010027836342239579 -0.0070832115215197214 -0.0061911239054084103 0.013863072754559572 -0.015663016418105909 0.0077756167752031638 -0.01432763800133266
leaf_weight=2.2005564719438606 2.3782732486724849 1.5717210471630094 1.5773243010044096 1.5404423773288725 2.2834747731685638 2.5029096752405167 2.8185427337884885 2.9837835282087326 1.5779690593481066 1.5204621404409406 2.2827902287244797
leaf_count=10 10 7 7 7 10 11 13 13 7 7 11
internal_value=3.51793e-05 -0.00208248 0.00767747 0.00237404 -0.00283284 0.00108008 -0.00829987 0.00872838 -0.0112097 0.0131204 -0.0148734
internal_weight=25.2382 19.7622 5.47606 11.5112 6.32683 4.78638 8.25102 5.18434 6.6793 3.89874 3.86076
internal_count=113 89 24 51 28 21 38 23 31 17 18
is_linear=0
shrinkage=0.01


Tree=86
num_leaves=13
num_cat=0
split_feature=23 14 39 70 39 56 67 34 67 28 26 5
split_gain=4.01189 5.38282 4.25859 3.94068 2.99839 4.16568 2.92372 1.92563 1.70255 1.21189 0.704989 0.0226287
threshold=1.0983394246110205 41.73916081472921 2.5798533823784573 0.32904588497317028 1.7480309308621278 68.145987542587633 -1.2160968535470313 27.692173899812705 -0.49057205212437455 0.54453678539134442 0.80188258972613369 0.51376517380490017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 10 5 8 -3 -4 -1 -8 -2 -11
right_child=3 6 7 -5 -6 -7 9 -9 -10 11 -12 -13
leaf_value=-0.00017060028481355262 0.016430883772436428 0.0040248026044298838 -0.015187915226293976 -0.0057237861525800187 0.015899699621254881 -0.010532779854618318 -0.0061582996135242955 -9.9853704261322864e-05 0.013177834377085576 -0.015711846727747964 0.0077042581670006063 -0.014151955773396044
leaf_weight=1.5582064092159287 2.3697967380285259 1.5718473494052885 1.5630963444709771 1.5758203268051145 2.3223842978477478 1.731271907687187 2.8171249628066999 1.8434790968894956 2.4704227596521413 1.5828850865364077 1.5192058384418485 2.2545897662639618
leaf_count=7 10 7 7 7 10 8 13 8 11 7 7 11
internal_value=3.48755e-05 -0.00206664 0.00235488 0.00761645 0.00630751 0.00243995 -0.00824162 -0.00702296 0.00801488 -0.011139 0.0130219 -0.0147954
internal_weight=25.1801 19.7153 11.4889 5.46482 8.08229 5.7599 8.22645 3.40658 4.02863 6.6546 3.889 3.83747
internal_count=113 89 51 24 36 26 38 15 18 31 17 18
is_linear=0
shrinkage=0.01


Tree=87
num_leaves=12
num_cat=0
split_feature=23 14 20 26 26 69 35 27 27 14 61
split_gain=3.94106 5.29177 3.84716 3.94219 3.64164 2.91444 2.21816 1.96162 2.47115 1.86456 0.253546
threshold=1.0983394246110205 41.73916081472921 2.2294555396177422 -0.76222941262224519 1.094668976602126 0.82460872238879379 13.754268028708521 0.56741110627898672 0.48029907284809159 22.895496316548286 99.428045948198545
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -2 -1 -4 8 -3 -5 -9
right_child=4 7 6 9 -6 -7 -8 10 -10 -11 -12
leaf_value=0.015463135574447196 0.016186643599190739 -0.010931649563753911 0.0012715811045359404 -0.015149692891053746 -0.00018129253628528151 -0.0030489640326056468 0.015780107091297617 -0.0097862323197984574 0.0045191087940906465 -0.00066455440562026907 -0.014994856984471139
leaf_weight=1.5888462662696867 2.5779482573270789 2.107323154807089 1.8015396595001218 2.2159676253795655 2.8753997534513474 1.8299093991518018 2.5387575328350067 1.4585904479026792 2.0345146805047989 1.4836157411336897 2.6013211458921432
leaf_count=7 11 10 8 10 13 8 11 7 9 7 12
internal_value=3.45981e-05 -0.00205175 0.00233751 -0.00218702 0.00755628 0.00555442 0.00975801 -0.00818397 -0.00334207 -0.00934083 -0.0131236
internal_weight=25.1137 19.6604 11.4586 7.11834 5.45335 3.41876 4.3403 8.20175 4.14184 3.69958 4.05991
internal_count=113 89 51 32 24 15 19 38 19 17 19
is_linear=0
shrinkage=0.01


Tree=88
num_leaves=11
num_cat=0
split_feature=23 16 20 24 36 26 35 20 41 51
split_gain=3.87073 4.438 5.30503 3.78244 3.20949 2.77628 2.24651 1.69661 0.82903 0.0183114
threshold=1.0983394246110205 0.34319395774503608 2.2294555396177422 1.0486779639670505 16.180130387847935 -0.70639691431283491 20.671967925897423 3.1609474325301594 6.13714240469454 16.638579928469088
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -2 5 -1 9 -4 -6 -3
right_child=3 6 7 -5 8 -7 -8 -9 -10 -11
leaf_value=0.0097046639602406167 0.015744105076537483 -0.01566791786640561 0.016082886001037272 -0.0009288412573507333 -0.01476679470210388 -0.0051225015672400369 -0.0023418727397019499 0.0043199806697305386 -0.0050875790290335621 -0.014165322282415665
leaf_weight=2.2699716389179256 2.750063329935073 1.5999100953340524 2.0972822308540335 2.6931414008140564 2.163499772548676 2.8462848663330105 2.5347834527492523 2.9521309584379196 1.497301712632179 1.6448293328285215
leaf_count=10 12 7 9 12 10 13 12 13 7 8
internal_value=3.43309e-05 -0.00203692 0.0010391 0.00749481 -0.00365913 0.00145599 -0.00939575 0.00920572 -0.0108079 -0.0149062
internal_weight=25.0492 19.606 13.8265 5.4432 8.77706 5.11626 5.77952 5.04941 3.6608 3.24474
internal_count=113 89 62 24 40 23 27 22 17 15
is_linear=0
shrinkage=0.01


Tree=89
num_leaves=11
num_cat=0
split_feature=33 69 14 33 43 37 47 9 33 14
split_gain=3.28498 5.58599 3.42255 3.97697 3.80072 3.35846 3.05745 1.95907 1.87401 0.707067
threshold=68.924585908595006 0.87478314730986806 79.06249999999919 44.114339650336625 -46.320527352082671 11.815180259027864 50.940772732568696 8.5000000000000018 49.894364613136183 31.169871794871167
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 7 -4 -6 -5 -9
right_child=-2 -3 6 8 5 -7 -8 9 -10 -11
leaf_value=-0.014486624481625193 0.010728376135811726 -0.014934484252511863 -0.014777119544964424 0.015605097106369746 -0.001696081267191725 -0.0079050104605617698 0.00057616794056248232 0.0066410201747522388 0.0040612929254171398 0.016069918113378889
leaf_weight=1.7006016671657613 2.5761913806200019 2.6140327900648108 2.3513674139976493 2.7479506582021704 1.763132140040401 2.2824190557003021 2.8927129656076431 1.5611696988344195 2.8803248107433319 1.6212218850851057
leaf_count=8 11 12 11 12 8 11 13 7 13 7
internal_value=3.4051e-05 -0.00119507 0.000618752 0.00311411 -0.00103581 0.00212892 -0.00630802 0.0067597 0.00969744 0.0114444
internal_weight=24.9911 22.4149 19.8009 14.5568 8.92854 7.22794 5.24408 4.94552 5.62828 3.18239
internal_count=113 102 90 66 41 33 24 22 25 14
is_linear=0
shrinkage=0.01


Tree=90
num_leaves=14
num_cat=0
split_feature=37 7 51 13 21 70 23 39 27 5 13 61 7
split_gain=4.12292 3.20296 3.66268 5.15184 3.20133 2.90854 2.10172 1.6142 1.70887 0.618978 0.352489 0.233624 0.00834311
threshold=7.8883846522555228 0.47786574286180727 9.1720509670025852 20.348184689270223 -1.3591669844426482 -0.0777134598161522 1.2535922078027448 1.4094115471213511 0.79086789213214426 0.47966743178634963 89.866748189035306 105.19084488289127 0.53293305413012437
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 11 -3 4 -4 -5 10 -1 -9 -6 12 -2 -7
right_child=1 2 3 5 9 6 -8 8 -10 -11 -12 -13 -14
leaf_value=-0.00046057008448630054 -0.0092089198568039623 0.010204272358079641 -0.0059530545898266686 0.0039401158880147842 0.0070315742285938111 -0.014045964960548362 -0.0011691784757229308 0.01563239900252552 0.0024029626450720689 0.01586685465655803 -0.0086373047527616969 -0.014834940114792028 -0.014972728059723335
leaf_weight=2.0060938149690655 1.4340893924236326 2.5578433871269253 1.5631624311208723 1.9488285630941442 1.5569840371608727 2.6500054597854543 2.0881137400865555 2.5085861682891846 1.5986138582229612 1.6158271878957746 1.4318300932645796 1.5208624452352522 1.5335001498460767
leaf_count=9 7 11 7 9 7 13 9 11 7 7 7 7 7
internal_value=-0.000290864 -0.00249732 -0.000822077 -0.00278227 0.00576028 -0.00697374 -0.00973474 0.00689198 0.0104832 0.0115311 -0.0129199 -0.0121045 -0.0143857
internal_weight=26.0143 19.901 16.9461 14.3883 4.73597 9.65228 7.70345 6.11329 4.1072 3.17281 5.61534 2.95495 4.18351
internal_count=118 91 77 66 21 45 36 27 18 14 27 14 20
is_linear=0
shrinkage=0.01


Tree=91
num_leaves=13
num_cat=0
split_feature=37 0 51 34 51 35 4 39 27 33 31 69
split_gain=4.04967 3.01697 5.94577 3.8033 2.63748 3.06925 1.67924 1.58908 1.68972 0.638662 0.00834322 0.000868845
threshold=7.8883846522555228 31.051031744814313 9.1720509670025852 27.692173899812705 24.273156974146918 26.897262978190614 34.88437873592131 1.4094115471213511 0.79086789213214426 51.475663230483072 0.08774623475466227 0.65692603594732224
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 -3 -2 10 -6 -5 -1 -9 -7 11 -4
right_child=1 2 4 6 5 9 -8 8 -10 -11 -12 -13
leaf_value=-0.00045598112054939284 -0.010027340624090546 0.0079734988837215689 -0.013395362043508307 0.00072819928714482009 0.0033538499711891546 -0.0059842343430970757 0.013111010847278075 0.015546064894633092 0.0023791254718193515 -0.014897883879323266 -0.014419259346567593 -0.013753925522154535
leaf_weight=2.0060198605060604 1.5715406537055994 2.7846207022666922 1.3207320570945724 1.8573879748582838 2.9294586181640625 1.4948913902044298 2.6686118245124817 2.4973486214876175 1.598485082387924 1.7387924045324323 2.0971265733242035 1.3838917464017866
leaf_count=9 7 12 7 8 13 7 12 11 7 8 10 7
internal_value=-0.000288721 -0.00247917 -0.00507557 0.00337552 -0.00838948 -0.00406045 0.00802933 0.00683599 0.0104074 -0.0107772 -0.0139459 -0.0135788
internal_weight=25.9489 19.8471 13.7495 6.09754 10.9649 6.16314 4.526 6.10185 4.09583 3.23368 4.80175 2.70462
internal_count=118 91 64 27 52 28 20 27 18 15 24 14
is_linear=0
shrinkage=0.01


Tree=92
num_leaves=14
num_cat=0
split_feature=36 45 24 58 9 36 48 69 69 38 70 54 6
split_gain=3.67792 4.53303 3.72222 4.11608 3.37528 2.99997 2.80186 1.98214 1.9745 1.35698 0.622301 0.0125672 0.00983928
threshold=15.558402660681518 -37.457022768143979 -0.1237575312101472 125.29952156369579 8.5000000000000018 21.650778424976334 45.276244023279517 0.65692603594732224 0.77179646668266477 8.338152724685207 0.083340202563407226 71.419970272925454 0.52244365686632666
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 10 6 12 -3 -8 11 -4 -6 -2
right_child=5 2 3 -5 9 -7 8 -9 -10 -11 -12 -13 -14
leaf_value=0.015684947967025468 -0.013653225047995708 -0.00065267038575220855 -0.0059626653208240911 -0.010178486951120565 0.01489184100845571 0.0075063455616644131 0.0026705778085730149 -0.014857455421934913 -0.010831845458026576 0.0042365358207136919 0.0029783448033338191 0.01611065807407051 -0.014710324213817762
leaf_weight=2.2927289009094283 2.1302417665719973 1.9721781462431001 1.5125229656696269 1.736171469092368 1.745664715766907 1.5849545747041691 2.9077456742525101 1.9572695791721342 1.7258035689592359 1.5704161077737806 1.6039339005947111 1.6414788663387296 1.5008662939071653
leaf_count=10 11 9 7 8 8 7 13 9 8 7 7 7 7
internal_value=-0.000286627 0.00266807 0.000495949 0.00379008 0.00679377 -0.00509603 -0.00751286 -0.00772812 -0.00235851 0.0119201 -0.00136103 0.0154825 -0.0140902
internal_weight=25.882 16.0324 13.7396 9.81019 8.07402 9.84961 8.26466 3.92945 4.63355 4.95756 3.11646 3.38714 3.63111
internal_count=118 72 62 44 36 46 39 18 21 22 14 15 18
is_linear=0
shrinkage=0.01


Tree=93
num_leaves=13
num_cat=0
split_feature=37 0 51 5 51 35 39 27 33 33 28 36
split_gain=3.92132 2.93614 5.82384 3.91836 2.6081 2.98396 1.54688 1.65842 1.49228 0.6363 0.00806035 0.00120322
threshold=7.8883846522555228 31.051031744814313 9.1720509670025852 0.5282724675445275 24.273156974146918 26.897262978190614 1.4094115471213511 0.79086789213214426 56.842431957437988 51.475663230483072 0.65262022769724881 15.834488434181182
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 -3 8 10 -6 -1 -8 -2 -7 11 -4
right_child=1 2 4 -5 5 9 7 -9 -10 -11 -12 -13
leaf_value=-0.00046011027917685119 0.015610451958193602 0.0079112987635972902 -0.013711050321157077 -0.0063743330264142443 0.0033065758611953034 -0.0058630428577347935 0.015398338558154503 0.0023219433933091833 0.0026269829266088135 -0.01478968006931285 -0.014334715810085287 -0.013286822436768455
leaf_weight=1.9990946054458643 2.0431569665670426 2.7769887298345557 1.3765697181224807 2.4652791619300842 2.9237511157989502 1.4870256930589678 2.4782928973436356 1.5934976637363432 1.5620637685060499 1.7246367484331129 2.0814263224601746 1.2998991459608076
leaf_count=9 9 12 7 11 13 7 11 7 7 8 10 7
internal_value=-0.000284566 -0.00244605 -0.00501602 0.00334134 -0.00831153 -0.00400262 0.00674396 0.0102809 0.009985 -0.0106566 -0.013868 -0.013505
internal_weight=25.8117 19.7408 13.6703 6.0705 10.8933 6.13541 6.07089 4.07179 3.60522 3.21166 4.7579 2.67647
internal_count=118 91 64 27 52 28 27 18 16 15 24 14
is_linear=0
shrinkage=0.01


Tree=94
num_leaves=13
num_cat=0
split_feature=37 7 51 0 44 51 35 48 60 21 59 17
split_gain=3.85195 3.11595 3.47571 5.69815 3.31044 2.74631 4.62668 1.47176 2.49057 0.638692 0.23068 0.00541931
threshold=7.8883846522555228 0.47786574286180727 9.1720509670025852 31.051031744814313 -44.004233768485499 24.273156974146918 26.897262978190614 69.924218448878221 104.64832112344061 0.70556128749368641 104.70727901196015 1.118265792178841
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 10 -3 4 -4 11 -7 8 -1 -8 -2 -5
right_child=1 2 3 5 -6 6 9 -9 -10 -11 -12 -13
leaf_value=0.0003520667376008258 -0.0090626756076753745 0.010002685917002858 -0.003848502420566188 -0.013508574410186895 0.012789274872042837 0.0079993918376358858 -0.014753578797001961 -0.001650361897472465 0.015597765655452834 -0.0057984196311272416 -0.014687469915215409 -0.014266414563264296
leaf_weight=1.7660471200943018 1.4140528738498717 2.5417639464139965 2.0251574069261551 1.912426665425299 2.9205427318811408 2.3034769147634506 1.7110950946807864 1.5682418495416639 2.7247286736965179 1.4898908883333204 1.505264565348625 1.8626377433538435
leaf_count=8 7 11 9 10 13 10 8 7 12 7 7 9
internal_value=-0.000282489 -0.00242839 -0.000768321 -0.00269288 0.00597646 -0.00731338 -0.00280815 0.00668974 0.00960223 -0.0105854 -0.0119629 -0.0138825
internal_weight=25.7453 19.6863 16.767 14.2252 4.9457 9.27953 5.50446 6.05902 4.49078 3.20099 2.91932 3.77506
internal_count=118 91 77 66 22 44 25 27 20 15 14 19
is_linear=0
shrinkage=0.01


Tree=95
num_leaves=14
num_cat=0
split_feature=28 40 52 36 7 36 47 4 4 63 15 50 48
split_gain=3.33547 4.93069 2.76283 2.78926 3.29519 2.36701 2.93422 2.69749 2.51163 2.36475 1.93408 0.790421 0.00880808
threshold=0.94205967792494227 3.1295345541889801 21.615887530916766 8.9557296341252037 0.56563580168515326 15.637744783742603 50.940772732568696 45.793597459090563 52.306883007005332 100.42837482797979 85.653637420878923 57.156075246143551 29.579504970445917
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 -5 12 -9 -4 -3 -7
right_child=-2 11 10 4 -6 8 -8 9 -10 -11 -12 -13 -14
leaf_value=0.01191409479766967 -0.014993766734955269 0.0066663520836987931 -0.014868465502211088 -0.011822740344388254 0.011396554897333645 -0.013349725006600104 0.011605822915881756 -0.0050701480002449655 0.0011489746026256029 0.009695099330854386 -0.00060034691099139655 0.016517390084901162 -0.014411403985162346
leaf_weight=1.8048560321331155 1.5384143292903889 1.6155640631914132 2.3598948121070857 2.214842423796652 1.8146599382162083 1.6848199069499963 1.7900977730751035 2.3565291613340378 1.7345277965068815 2.0097492635250092 1.5902200937271116 1.6426873356103895 1.4573960900306699
leaf_count=8 7 7 11 10 8 9 8 11 8 9 7 7 7
internal_value=-0.000718259 0.000193927 -0.00159643 0.000166524 -0.00124111 -0.00297217 0.000254063 -0.00283367 -0.0085102 0.00172613 -0.00912447 0.0116329 -0.0138421
internal_weight=25.6143 24.0758 20.8176 16.8675 15.0626 13.248 8.37122 6.58112 4.87674 4.36628 3.95011 3.25825 3.14222
internal_count=117 110 96 78 70 62 38 30 24 20 18 14 16
is_linear=0
shrinkage=0.01


Tree=96
num_leaves=14
num_cat=0
split_feature=31 33 32 16 24 56 49 35 15 19 70 35 22
split_gain=3.28624 3.64281 3.77817 2.86769 2.44351 2.73255 1.95081 2.84412 1.6995 1.2231 1.13784 0.885092 0.0105943
threshold=0.1268042195098863 41.364275407841369 0.080738164360762338 0.18547343952927123 0.81048447924931388 61.32358488249205 18.810186047039593 15.124648732596592 75.635262224548129 0.060550024366134998 0.2540435336981493 26.517007818062094 0.16646236637125145
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 6 5 -3 9 -8 12 -1 -7 -4 -5
right_child=-2 2 11 8 -6 10 7 -9 -10 -11 -12 -13 -14
leaf_value=0.012418841324517363 -0.014920200587607988 0.0082858664454826588 0.015590642263854759 -0.014484567462010553 0.0094209109340845643 -0.01088037837933483 0.0050981401939478718 -0.011629948446936711 -0.001250790853442895 -0.00024656018165665722 -0.00013441801929336007 0.0060339665907689537 -0.013328725118471076
leaf_weight=1.5846783369779642 1.5305790007114399 1.5338795632123927 2.502362459897995 1.6959912925958636 2.0690746903419495 2.8927474468946457 1.8242878317832945 2.2950240075588226 1.5769942253828046 1.4695443511009214 1.4943794608116148 1.5816584080457685 1.4894106984138487
leaf_count=7 7 7 11 8 9 13 8 11 7 7 7 7 8
internal_value=-0.000713199 0.000192462 0.00406524 -0.00372515 6.59607e-05 -0.00320309 0.000268627 -0.00422171 -0.00974092 0.00632486 -0.00722 0.0118895 -0.0139441
internal_weight=25.5406 24.01 12.0741 11.9359 7.99008 5.92101 7.17353 4.11931 4.7624 3.05422 4.38713 4.08402 3.1854
internal_count=117 110 54 56 36 27 33 19 23 14 20 18 16
is_linear=0
shrinkage=0.01


Tree=97
num_leaves=13
num_cat=0
split_feature=28 64 36 40 61 34 70 51 6 64 15 20
split_gain=3.23804 4.86051 2.85997 2.80865 2.99535 3.0401 2.68259 4.00416 3.06927 1.47984 1.05468 0.00878554
threshold=0.94205967792494227 101.4102612152078 8.9557296341252037 3.074484936449521 111.50441767232573 23.171056105759764 -0.16094325236995624 9.1720509670025852 0.56791839240208131 106.76349761439356 37.650041447914127 1.3758893954028297
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -4 -8 10 -7 -9 -12
right_child=-2 3 6 -5 -6 9 7 8 -10 -11 11 -13
leaf_value=0.0064345269622384715 -0.014848066987565241 -0.0044607790795563752 -0.014562511412973815 0.013434851049278477 -0.010469463835389667 0.015145741555736201 0.010978279729848559 -0.0036356613767609533 0.0043316109033079793 0.0027271376831378051 -0.013402112575561365 -0.014432689999442277
leaf_weight=2.2432932704687181 1.522674188017844 2.1541550755500776 2.7240411341190365 2.9880259931087494 1.5384521782398222 2.439470112323761 1.6199247390031759 1.4440797120332716 1.8662981092929838 1.5817152857780454 1.8763393014669421 1.4793898612260816
leaf_count=10 7 10 13 13 7 11 7 7 8 7 10 7
internal_value=-0.000707865 0.000190935 -0.00385675 0.00520368 0.00201524 0.00512554 -0.00595359 -0.0031234 -0.00655024 0.0102609 -0.0107814 -0.0138564
internal_weight=25.4779 23.9552 13.2534 10.7018 7.71379 6.17534 11.0101 8.28603 6.66611 4.02119 4.79981 3.35573
internal_count=117 110 62 48 35 28 52 39 32 18 24 17
is_linear=0
shrinkage=0.01


Tree=98
num_leaves=14
num_cat=0
split_feature=6 60 26 24 45 13 7 17 6 37 19 55 15
split_gain=3.17973 3.32591 2.64491 4.10147 4.47855 4.32751 2.31869 1.76611 4.04558 0.700342 0.235733 0.0191719 0.00277636
threshold=0.5650991349286677 111.92922654317847 -1.378863751265623 0.25822100505987861 34.207397464947455 16.531458737341264 0.53489528902825689 0.60757054827511603 0.49245175707890271 9.199590718843794 2.5806673546611596 13.990399424988764 54.573643410852917
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 5 7 -4 10 8 -5 -3 -6 12 -7
right_child=1 9 3 4 6 11 -8 -9 -10 -11 -12 -13 -14
leaf_value=0.0092111186379454802 -0.0033811523553130556 0.0071379660980548237 0.0018659087674870295 0.012610494021852048 -0.0090322071743975541 -0.013793316645311469 0.0019384767338491724 0.015195535640824856 -0.0096883268205963224 0.016258594955821812 -0.014710857777380149 -0.014670241773602521 -0.013145688587857904
leaf_weight=1.7266836166381896 2.3162389546632758 1.5306007713079455 2.4672317802906063 1.8495091348886474 1.4217366725206377 1.3873205780982973 2.0390613973140717 1.7636642158031461 1.4526377916336057 1.8710783869028089 1.5046959817409513 2.803379625082016 1.2660184651613233
leaf_count=8 10 7 11 8 7 7 9 8 7 8 7 13 7
internal_value=-0.000703002 0.00586139 -0.00261006 -0.00374686 0.000500962 -0.00912437 -0.00624794 0.00711622 0.00280108 0.0121547 -0.011952 -0.0140936 -0.0134843
internal_weight=25.3999 5.71792 19.6819 17.9553 10.0313 7.92395 4.96549 5.06581 3.30215 3.40168 2.92643 5.45672 2.65334
internal_count=117 25 92 84 46 38 23 23 15 15 14 27 14
is_linear=0
shrinkage=0.01


Tree=99
num_leaves=14
num_cat=0
split_feature=31 40 14 15 68 69 68 40 68 20 24 61 46
split_gain=3.16807 4.61627 3.179 3.07202 3.44429 2.84611 2.82575 3.10906 2.64773 2.0726 2.0654 0.683733 0.0160332
threshold=0.1268042195098863 3.2643787023718285 60.470085470085145 75.635262224548129 0.064874466036604697 0.4172821991048225 0.29803569163413729 1.8175750005792459 0.66309341674912659 -4.2737454796334946 0.61615748037595675 103.66461784809481 -9.2063152720892614
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 12 -5 -1 9 -8 -9 -7 -6 -11 -4
right_child=-2 -3 3 4 10 6 7 8 -10 11 -12 -13 -14
leaf_value=-0.01028021647418156 -0.014740643610163577 0.013002383456224197 -0.013298461525850276 -0.014824015667075356 0.011734641186975748 -0.0013196001209248803 0.0092550989055409181 -0.014813614785922736 0.0028834537367793643 0.015714410737173622 -0.0024526694264217887 0.007232879194519014 -0.014776270807145313
leaf_weight=1.6479965299368 1.5107385665178288 2.5160886794328681 1.2942813038825991 1.4952715933322904 1.6168946325778959 1.4775853902101559 1.7856737971305845 1.9187450557947161 1.5113189816474912 2.5220067799091277 2.8085097819566727 1.5253140628337858 1.6963747441768626
leaf_count=8 7 11 7 7 7 7 8 9 7 11 13 7 8
internal_value=-0.000698044 0.000192729 -0.00132043 -0.00587551 -0.00170261 0.00195611 0.0038336 -0.00144546 -0.00701612 0.00881724 0.0027309 0.012518 -0.0141367
internal_weight=25.3268 23.8161 21.3 8.91133 5.92068 12.3886 10.7406 5.21574 3.43006 5.52491 4.4254 4.04732 2.99066
internal_count=117 110 99 42 27 57 49 24 16 25 20 18 15
is_linear=0
shrinkage=0.01


end of trees

feature_importances:
feat_bb_dev_abs_200_30=52
feat_roc_230=50
feat_adx_60=47
feat_hurst_115=46
feat_vol_skew_20_60=46
feat_hurst_230=39
feat_hurst_23=32
feat_fft_trend_46_1=31
feat_adx_14=29
feat_bbw_10_15=29
feat_fft_trend_46_2=29
feat_adx_120=28
feat_roc_ma_20_40=26
feat_adx_7=25
feat_bbw_23_15=25
feat_adx_240=24
feat_bb_dev_abs_30_20=24
feat_adx_30=23
feat_atr_ratio_20_100=22
feat_roc_ma_10_20=21
feat_bb_dev_abs_50_25=21
feat_stoch_k_5_3=20
feat_bbw_230_15=20
feat_bb_dev_abs_23_20=20
feat_kc_dev_abs_230_230_15=19
feat_stoch_k_21_5=18
feat_log_natr_5=18
feat_kc_dev_abs_5_5_15=18
feat_atr_ratio_50_200=18
feat_stoch_k_14_3=17
feat_roc_5=17
feat_bb_dev_sig_100_25=16
feat_atr_ratio_5_15=16
feat_roc_ma_10_10=15
feat_natr_5=15
feat_vol_trend_rel_20_3=15
feat_rsi_7=14
feat_log_natr_14=14
feat_bb_dev_abs_100_25=14
feat_z_atr_14_100=14
feat_log_natr_21=13
feat_bb_dev_sig_200_30=13
feat_atr_ratio_10_20=13
feat_natr_14=12
feat_roc_ma_5_5=11
feat_natr_21=10
feat_kc_dev_sig_5_5_15=10
feat_kc_dev_abs_23_23_15=9
feat_range_0=8
feat_roc_ma_5_10=8
feat_roc_ma_20_20=8
feat_atr_ratio_10_50=8
feat_bb_dev_sig_50_25=7
feat_z_atr_7_100=7
feat_roc_10=6
feat_roc_23=6
feat_kc_dev_sig_230_230_15=6
feat_atr_ratio_10_30=6
feat_atr_ratio_20_50=6
feat_range_1=5
feat_atr_ratio_5_20=5
feat_rsi_40=4
feat_kc_dev_sig_23_23_15=4
feat_rsi_14=3
feat_rsi_35=3
feat_roc_15=3
feat_rsi_20=2
feat_range_6=2
feat_bb_dev_sig_23_20=2
feat_range_13=1
feat_bb_dev_sig_30_20=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc,binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.01]
[num_leaves: 63]
[num_threads: 20]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 7]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.7]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[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: 17869]
[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: 175]
[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: 16083]
[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:[]