NewQuant/futures_trading_strategies/hc/KalmanTrendFollower/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=[6.6394400957504178:90.3969539253888] [15.033335980305043:79.920893897743611] [17.256813412223849:75.213253254437632] [23.15791199079462:70.016779400550831] [24.906566364848597:69.137898608204225] [0.34330856963164619:0.64677821248257905] [0.38310451902746229:0.64220375688760656] [0.42762156403591128:0.61990692422910132] [6:163] [6:163] [6:163] [6:163] [6:163] [0.31446540880502383:98.07679576299266] [0.49019607843150109:96.255124186158739] [3.3661629320827458:96.936612501830012] [-5.2966101694915224:3.6879130249413805] [-5.5089820359281454:8.23943661971831] [-5.7066029279952186:8.1886438291881802] [-5.3531264057579797:5.2937637858431863] [-17.677053824362609:12.112158124569072] [-5.1944598150151116:3.0514179109972934] [-1.8414915388407831:2.9812466277286198] [-2.1332901170405978:4.2125384560654275] [-2.0812945851964715:1.8912260522721382] [-5.9676249290577976:2.5239715427391927] [-4.2934730784429416:2.399702384383922] [0.24065278449768471:1.5641603030447631] [0.26074810482173566:1.191786907994159] [0.26589611044410072:1.123000491916504] [0.028873936005294313:0.18123778749478603] [0.031369001908013651:0.14724173135655863] [0.031925507195239226:0.13857459329179078] [23.507415968605034:73.611533160231687] [14.154927316891003:53.685506820284218] [7.2598139725527941:45.47465991431487] [5.8407575497035724:30.487314342597706] [4.1962477535528144:21.407171255975562] [2.926700563943915:16.393276269271421] [0.3092074129042085:8.0202704777225513] [0.92109904072772608:7.1049213424657198] [1.8138066151876773:20.601324255164624] [-96.928282875883824:104.24883558674819] [-103.06699471716161:103.88714544361559] [-85.862746532235974:88.85549663336171] [-93.864666158364656:93.430237594715578] [-71.897616416133985:59.920080030503406] [20.257774147667611:104.24883558674819] [4.4102071655269199:103.88714544361559] [10.199678259856762:88.85549663336171] [0.27170640656463624:93.864666158364656] [0.15095207519856477:71.897616416133985] [-66.98583571571794:66.174974466110456] [-191.10399336591044:199.52030207326791] [-472.16529354395516:536.50537562292163] [0.47838809768675694:66.98583571571794] [22.428478398339148:199.52030207326791] [0.89708351653179708:536.50537562292163] [75.234412893228992:172.63639529043417] [82.454515834774739:145.42211481240633] [72.702855698442761:188.29174275568718] [87.708124359233864:129.04219997007701] [78.92892036286915:166.84057070987706] [87.063662975848359:129.84665959209715] [80.844875104702609:151.43109316417903] [78.430527970382485:145.67730028321137] [-2.4343753249481686:4.9521576894434487] [-2.4974814660375806:4.5924629397652232] [0.00065387230054414361:0.90133376694718037] [0.066237438657364284:0.95295323090551531] [-1.5359667907812891:3.0501634224579592] [-1:1]
tree_sizes=1674 1678 1682 1688 1695 1682 1692 1690 1683 1690 1690 1696 1685 1696 1692 1694 1698 1695 1691 1697 1699 1699 1687 1699 1700 1698 1681 1702 1703 1695 1698 1697 1688 1695 1697 1698 1694 1697 1691 1696 1696 1705 1695 1699 1703 1702 1692 1699 1703 1690 1690 1700 1697 1713 1707 1699 1705 1709 1719 1710 1707 1712 1708 1721 1722 1720 1691 1714 1710 1710 1722 1708 1712 1710 1708 1719 1712 1710 1701 1713 1714 1719 1729 1733 1724 1719 1706 1708 1721 1723 1721 1722 1716 1725 1723 1716 1705 1720 1729 1722

Tree=0
num_leaves=15
num_cat=0
split_feature=3 26 44 48 63 37 71 71 7 2 2 0 31 17
split_gain=9.1293 10.1281 10.5356 9.00669 9.38002 7.34901 11.4559 6.25255 5.78581 6.87065 4.52654 8.01576 4.50886 3.88643
threshold=60.79616825098902 -0.51605191327970268 -62.01636989813732 40.241978055448733 91.049281670903682 5.7753224189929666 0.036571890798134547 0.10831679726016909 0.50070873174556296 67.336405783554795 64.817784472866478 82.269829360495507 0.068289625357616832 -1.6842195892134979
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 13 -4 -5 6 -6 -1 9 -2 -7 -12 -9 -3
right_child=8 2 3 4 5 10 -8 12 -10 -11 11 -13 -14 -15
leaf_value=0.0015972123188153359 0.015911062081027397 0.0159110620810273 -0.028620914956965719 0.015911062081026994 -0.15943359750606989 -0.16444344492284424 0.0159110620810273 -0.18448283458994102 0.015911062081027327 -0.184482834589941 0.015911062081027369 -0.184482834589941 -0.034187412086714802 -0.11768486903295147
leaf_weight=3.4931204617023459 0.74852581322193035 1.9960688352584841 2.245577439665797 0.9980344176292445 1.9960688352584868 14.970516264438631 1.7465602308511732 0.99803441762924172 2.9941032528877258 0.99803441762924194 0.99803441762924083 0.99803441762924194 0.99803441762924194 0.74852581322193401
leaf_count=14 3 8 9 4 8 60 7 4 12 4 4 4 4 3
internal_value=-0.091056 -0.100597 -0.113315 -0.123947 -0.133809 -0.141024 -0.0776061 -0.0387418 -0.0262771 -0.0985997 -0.155013 -0.0842859 -0.109335 -0.0205242
internal_weight=36.9273 32.1866 26.6974 23.9528 21.7072 20.7092 3.74263 5.48919 4.74066 1.74656 16.9666 1.99607 1.99607 2.74459
internal_count=148 129 107 96 87 83 15 22 19 7 68 8 8 11
is_linear=0
shrinkage=1


Tree=1
num_leaves=15
num_cat=0
split_feature=3 30 61 37 49 28 65 7 1 39 15 39 49 57
split_gain=8.24145 9.09188 6.51848 6.35972 7.1878 5.96579 5.63878 5.20061 6.21702 5.121 4.46427 7.34544 4.2036 7.201
threshold=60.79616825098902 0.077342713685233197 91.648898967855686 4.7969961213282879 18.857913472453664 0.98774541017235329 101.57561005145875 0.50070873174556296 71.782760684399932 1.2268401867632432 92.451052658593753 1.8213095494951959 51.409468588368377 149.97422715734356
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -3 12 8 -2 -8 11 -11 -6 -14
right_child=7 5 3 4 6 -7 9 -9 -10 10 -12 -13 13 -15
leaf_value=0.099770928670744677 0.099210742819838216 0.055172693411029552 0.069309756562203506 0.068738373437848818 -0.07586035077155262 -0.094393847793981647 -0.093791594284254293 0.099210742819838174 -0.09157671172574075 0.10092859044413416 -0.092138090713969847 -0.035910797812304843 -0.071516126806615982 0.070183113887507101
leaf_weight=0.99990133941173809 0.74995252490043529 6.2335945963859549 1.4967373758554483 1.497782021760943 11.432035133242609 0.74656192958354939 1.2428371608257283 2.9998100996017456 0.99153953790664673 2.2482338249683385 0.74451984465122212 1.7394721210002897 2.2383629083633418 1.4957238733768461
leaf_count=4 3 25 6 6 46 3 5 12 4 9 3 7 9 6
internal_value=-0.00222321 -0.0113077 -0.025327 -0.0305096 -0.037109 0.0391758 -0.0446079 0.0593117 -0.0094164 -0.00346793 0.020254 0.0412381 -0.060816 -0.0147572
internal_weight=36.8571 32.1158 25.1356 24.1357 22.639 6.98016 21.1412 4.7413 1.74149 5.97506 4.73223 3.98771 15.1661 3.73409
internal_count=148 129 101 97 91 28 85 19 7 24 19 16 61 15
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=15
num_cat=0
split_feature=3 26 44 61 64 64 26 64 58 71 7 1 66 49
split_gain=7.47346 8.39001 8.89176 6.74836 5.96405 5.99169 7.14652 5.7913 8.50382 5.3886 4.70139 5.65256 3.64571 3.42445
threshold=60.79616825098902 -0.51605191327970268 -62.01636989813732 91.648898967855686 105.43253202307594 114.30009838533543 -0.19015834955265756 93.330645823927583 91.058545027597688 0.10831679726016909 0.50070873174556296 71.782760684399932 -0.90092369177506848 39.062336963597431
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -3 -4 7 6 -6 8 -5 -1 11 -2 -10 -8
right_child=10 2 3 4 5 -7 13 -9 12 -11 -12 -13 -14 -15
leaf_value=0.082905581138158935 0.094562878014389784 0.062821057699779775 0.095045761905989776 -0.091023410306247429 -0.088986396427869541 -0.0926337484260433 0.10144118258032729 -0.0707281086551758 0.10305639686339636 -0.020174140285674706 0.094562878014389729 -0.087938387964855549 -0.012896995760316488 0.0036613786586910876
leaf_weight=3.4943847805261639 0.74752052128314861 2.7420565485954311 0.99718025326729076 1.7310568988323272 0.98465882241725911 1.2408351302146909 2.2447383850812908 12.34647588431835 1.4978315085172651 1.9898091852664945 2.9900820851325989 0.98118716478347778 1.238315671682358 1.4896620661020277
leaf_count=14 3 11 4 7 4 5 9 50 6 8 12 4 5 6
internal_value=-0.00212628 -0.0107892 -0.0224338 -0.0322683 -0.037843 0.0051341 0.0308413 -0.053077 -0.00429265 0.0455056 0.056615 -0.00902196 0.0505786 0.0624366
internal_weight=36.7158 31.997 26.5128 23.7708 22.7736 5.95989 4.71906 16.8137 4.4672 5.48419 4.71879 1.72871 2.73615 3.7344
internal_count=148 129 107 96 92 24 19 68 18 22 19 7 11 15
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=15
num_cat=0
split_feature=26 2 1 49 48 63 26 35 1 5 71 67 63 71
split_gain=6.10106 7.67846 8.05569 7.19265 7.5119 7.74995 6.03163 4.78825 8.51076 4.97232 4.03936 3.66353 3.24083 3.22065
threshold=-0.51605191327970268 64.817784472866478 71.782760684399932 65.087752080559497 40.241978055448733 91.049281670903682 0.42024944366608108 12.580619468224898 63.150112364785123 0.43670810152665407 0.10831679726016909 2.3624074016929737 107.25917949330555 0.16910069710917847
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 3 -3 4 -2 -6 -4 8 9 -7 -1 -9 -5 -12
right_child=1 2 6 12 5 7 -8 11 -10 -11 13 -13 -14 -15
leaf_value=0.079095218472454071 0.053077400400637645 0.093247722857631582 -0.053886550084433382 0.093547646333173903 0.092362155964415674 -0.040548429544275601 0.090541995384516571 -0.075484224552858581 -0.087239052271832346 0.10003458206371668 -0.092023096814607797 0.0078306494681411529 -0.031091793035548876 0.035349360791870781
leaf_weight=3.4799157679080954 2.236852169036875 3.2270677685737601 2.6858949959278111 1.7416516542434686 0.99161897599697368 0.98299436271190943 0.98908811807632435 11.995548158884047 1.956296235322952 1.7464514821767805 0.74388855695724521 1.4825281053781498 0.74446719884872425 1.4910261482000349
leaf_count=14 9 13 11 7 4 4 4 49 8 7 3 6 3 6
internal_value=-0.0020374 -0.0108462 0.0356035 -0.0242725 -0.0336275 -0.0437524 -0.0150149 -0.0511833 -0.0076442 0.0494044 0.0454076 -0.06632 0.0562244 -0.0070464
internal_weight=36.4953 30.7805 6.90205 23.8784 21.3923 19.1554 3.67498 18.1638 4.68574 2.72945 5.71483 13.4781 2.48612 2.23491
internal_count=148 125 28 97 87 78 15 74 19 11 23 55 10 9
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=15
num_cat=0
split_feature=3 30 70 63 36 26 0 65 58 20 51 33 58 51
split_gain=6.32494 7.27329 5.21481 6.96366 5.44566 5.86295 5.07606 4.95937 4.75669 4.6217 4.09043 3.69549 3.1288 5.27325
threshold=60.79616825098902 0.077342713685233197 0.45082635742429372 91.049281670903682 7.6390262304438865 -0.51605191327970268 82.269829360495507 106.63345332544678 124.35903604812687 0.53740841168198339 1.7846598977639199 57.774547113014371 101.5602379433882 8.9216265903966576
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -4 -6 8 12 -3 -10 -5 -12 -7 -14
right_child=-2 6 4 10 5 7 -8 -9 9 -11 11 -13 13 -15
leaf_value=0.088634520895286978 0.0525951667049252 0.082804277559787198 0.094819937201202631 0.049531422738044985 0.090016390724471124 -0.084598584189324991 -0.088659350392644956 0.092174874205810067 0.056034203850741149 -0.089421595767767037 -0.064249425757205839 0.026831065635117113 -0.088984867062567446 0.046539071145586995
leaf_weight=0.98189242184162751 4.6334547102451316 3.9745591282844535 1.4901351630687694 0.98365792632102866 1.2336506992578504 2.6537380814552307 0.73768033087253559 0.74425143003463734 1.2274351418018343 0.98383939266204823 12.374768480658529 1.2238232493400563 1.2284868210554125 1.7265461981296537
leaf_count=4 19 16 6 4 5 11 3 3 5 4 51 5 5 7
internal_value=-0.00195589 -0.00996362 -0.0226861 -0.0402517 0.00743403 -0.00972986 0.0353159 -0.0290989 0.0501003 -0.00868193 -0.0489303 -0.0560525 -0.0451912 -0.00980188
internal_weight=36.1979 31.5645 24.641 15.5641 9.07681 7.58667 6.92351 6.35302 6.18583 2.21127 14.5822 13.5986 5.60877 2.95503
internal_count=148 129 101 64 37 31 28 26 25 9 60 56 23 12
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=15
num_cat=0
split_feature=54 13 34 5 19 5 23 36 1 0 27 1 33 28
split_gain=8.80962 8.20652 9.15007 6.82025 8.4427 6.59764 6.58151 5.19942 6.19004 3.90473 3.88662 5.69505 3.82531 3.73783
threshold=-159.63356710120658 12.943963130059144 19.256046738659411 0.46212626480966046 2.8590068779803417 0.48510504326925069 -0.92991059416128108 15.876639755788448 71.782760684399932 67.894178851315033 0.59398728155800096 29.505313735081511 47.0631030523109 0.46692365509731609
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 5 -3 4 9 6 -2 8 -5 12 11 -1 -4 -10
right_child=1 2 3 7 -6 -7 -8 -9 13 -11 -12 -13 -14 -15
leaf_value=0.092633938102275895 -0.055922379437883134 -0.071917017565840236 -0.050688379340337653 0.065457409864401031 0.096653753516048824 -0.077654419321667098 0.10075485612752438 -0.038211373019139294 0.045932192777299145 -0.076409010426676485 0.093390824422333749 -0.053999963770535876 0.10032031185030961 -0.085403109888191497
leaf_weight=1.219713315367698 1.4516758918762209 3.1434135138988522 0.97248472273350006 10.717738375067709 1.2242165654897688 6.0329922884702682 1.2452322691678981 1.9288393259048451 0.97883124649524633 3.8387079536914825 3.4495927840471268 1.4485969096422193 0.73734991252422333 1.213221415877342
leaf_count=5 6 13 4 44 5 25 5 8 4 16 14 6 3 5
internal_value=0.00317002 -0.00691008 0.00778938 0.0193828 -0.0221932 -0.0485924 0.0164196 0.0383593 0.0497996 -0.0484153 0.0583407 0.013028 0.0144327 -0.0267571
internal_weight=39.6026 33.4847 24.7548 21.6114 6.77276 8.7299 2.69691 14.8386 12.9098 5.54854 6.1179 2.66831 1.70983 2.19205
internal_count=163 138 102 89 28 36 11 61 53 23 25 11 7 9
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=15
num_cat=0
split_feature=26 49 22 61 68 45 49 21 70 70 51 48 45 48
split_gain=7.56853 6.14154 4.93161 4.52178 3.98934 5.62681 5.09693 4.70731 8.01943 6.2808 5.2405 4.64086 3.73413 3.25444
threshold=0.15556729517936299 66.397504538784887 -0.80924356978104017 91.648898967855686 0.18328558470848319 -22.357585335115591 66.397504538784887 0.36017081073691054 0.84303062451004263 0.71767803716481027 5.6995910378337618 64.027437003058026 -1.0000000180025095e-35 60.779868431488929
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 -2 11 -6 7 9 10 -7 -9 -4 -12 -5
right_child=1 -3 4 13 5 6 -8 8 -10 -11 12 -13 -14 -15
leaf_value=0.092324342545711868 0.089798361541480298 0.085310504657902908 -0.081155256845856241 -0.022254120417037018 0.081098884247402636 -0.080937994741157912 -0.088416435743219987 -0.026060611361961746 -0.048719678651258869 0.088920040048175442 -0.026641112412156623 0.034718581976615974 0.094853658644618088 -0.07412370110557627
leaf_weight=2.221366852521899 0.7288921326398875 1.2114195972681034 2.1260627657175095 10.054695412516592 3.4435738772153934 2.1211003661155625 1.2090611755847938 1.4241492450237254 2.1784539669752121 0.73206172883510578 0.71711148321629004 1.4557954818010328 5.3557987809181169 4.3247869163751593
leaf_count=9 3 5 9 42 14 9 5 6 9 3 3 6 22 18
internal_value=0.00302796 -0.0230106 0.0215162 -0.031696 0.0139407 0.0239476 0.00962176 0.0190828 0.0357257 -0.037356 0.0602634 -0.03406 0.0805071 -0.0378545
internal_weight=39.3043 16.3198 22.9845 15.1084 20.7632 17.1813 13.7377 12.5287 9.67551 2.85316 7.49706 3.58186 6.07291 14.3795
internal_count=163 68 95 63 86 71 57 52 40 12 31 15 25 60
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=15
num_cat=0
split_feature=26 64 29 40 52 49 7 61 22 45 3 70 27 21
split_gain=6.89092 6.12761 5.79227 8.91576 6.08535 5.6129 4.83749 4.12172 3.9195 3.76844 4.64171 3.44757 3.28551 2.9591
threshold=0.15556729517936299 93.330645823927583 0.5536667516307795 1.6031506394670623 32.623705695778888 66.397504538784887 0.58116136632559712 91.648898967855686 0.55959977899930047 27.766693664568056 61.403016251361649 0.13759692926793746 0.59398728155800096 0.47277740591849671
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 9 -4 7 8 -2 12 -3 -11 -10 -5 -9
right_child=5 2 4 6 -6 -7 -8 13 11 10 -12 -13 -14 -15
leaf_value=0.080214856943881377 0.086464164729688611 0.08258070262605495 0.079963321492793921 -0.083456113965931472 -0.048114990901632022 0.08242797242793079 0.086860411186114345 -0.053513198845513921 0.096520594717236313 -0.084747779989137267 0.083801516248395297 -0.033783684729141804 0.031360849297605395 -0.0063057964629041332
leaf_weight=3.6282395422458675 0.71938487887382763 2.9345474094152477 4.3360487520694724 5.2022418826818431 1.1797449290752409 1.1915905326604832 0.72443252801895219 9.0477327555417997 0.73251554369926486 0.94158768653869607 0.72144791483879089 1.6533482223749159 0.70783820748329151 5.2432862371206275
leaf_count=15 3 12 18 22 5 5 3 38 3 4 3 7 3 22
internal_value=0.00289996 0.0206401 0.00934318 -0.00816505 0.0525693 -0.0220229 -0.0370483 -0.0303147 -0.0478684 0.0485033 -0.0116288 0.00622275 -0.0697047 -0.0361931
internal_weight=38.964 22.762 19.1338 13.618 5.51579 16.202 9.02038 15.0104 8.29594 4.59758 1.66304 2.38586 5.91008 14.291
internal_count=163 95 80 57 23 68 38 63 35 19 7 10 25 60
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=15
num_cat=0
split_feature=15 34 26 34 45 34 1 28 2 30 36 34 39 65
split_gain=6.46021 5.9219 5.70321 6.55887 4.83375 6.11012 4.37553 4.93617 4.72267 4.70599 3.91161 4.64197 5.87527 3.78366
threshold=9.8692953935083079 19.256046738659411 0.31204191346186 22.326259948641695 41.831953490496822 34.757201196485561 71.782760684399932 0.53872891017736546 64.218372780915146 0.052910668972712772 15.876639755788448 23.832033410306213 1.0688940458478642 102.50083376380678
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 -2 6 -4 5 -5 7 8 9 10 11 12 -3 -1
right_child=1 2 3 4 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15
leaf_value=-0.063610975461123861 -0.047413577685842465 -0.080402007569509007 0.092904813867018793 -0.074221075859476168 0.087895115261513113 0.042143048140456559 -0.030905448429644589 0.074817110426423514 0.092665323288468257 -0.042003261333550826 -0.050953179230465287 0.092361793570700484 0.086239376929921077 0.044823451867483752
leaf_weight=4.8697148263454428 3.7837831974029532 1.1651258021593185 1.1898862570524196 4.9595372825860977 0.73159009218215931 1.4602652788162229 2.3573254942893973 6.9055074304342261 1.9218528270721424 3.2537956535816193 1.149713262915611 2.9067476093769073 0.96869708597660054 0.96368740499019612
leaf_count=21 16 5 5 21 3 6 10 29 8 14 5 12 4 4
internal_value=0.0027802 0.011414 0.0190975 -0.0157905 -0.0338758 -0.0477526 0.0332045 0.0414757 0.0212188 0.00667955 0.0322687 0.0512509 -0.00475139 -0.0456974
internal_weight=38.5872 32.7538 28.97 8.34128 7.15139 6.4198 20.6288 18.2714 11.3659 9.44408 6.19028 5.04057 2.13382 5.8334
internal_count=163 138 122 35 30 27 87 77 48 40 26 21 9 25
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=15
num_cat=0
split_feature=15 34 26 34 45 34 0 42 31 34 71 7 71 57
split_gain=5.90712 5.39998 5.20764 5.99698 4.42225 5.61191 3.60386 6.13038 5.59828 4.89888 4.51178 4.1609 3.66461 3.53368
threshold=9.8692953935083079 19.256046738659411 0.31204191346186 22.326259948641695 41.831953490496822 34.757201196485561 81.03125960202037 61.554531802155523 0.06482634903383451 23.710209768221159 -0.40873536514574588 0.4889569697793314 -0.33691869286084403 175.80503681899305
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 -2 6 -4 5 -5 8 -8 9 10 -3 -9 -11 -1
right_child=1 2 3 4 -6 -7 7 11 -10 12 -12 -13 -14 -15
leaf_value=-0.068475829684741127 -0.045448627185264566 0.092091557834853469 0.089391088319121917 -0.071683878477552629 0.084733766598296512 0.039923970782971649 -0.064421198847636377 -0.041662675670879994 0.083576535130589144 -0.038611576378947576 -0.044316966440289901 0.087488721676632089 0.070584715394201539 0.018652447973886811
leaf_weight=4.1407518088817588 3.7508483827114096 0.7371750771999358 1.1751879155635814 4.8803253173828125 0.72119931876659382 1.4642486870288847 2.3240855634212485 0.92763653397560153 5.6549825817346564 0.92558205127716053 3.4114052355289513 1.9029550552368162 4.522596150636673 1.6186202913522718
leaf_count=18 16 3 5 21 3 6 10 4 24 4 15 8 19 7
internal_value=0.00267033 0.0109649 0.0183512 -0.0151949 -0.0325898 -0.0459262 0.0318986 -0.0042449 0.0441141 0.0208604 -0.0200781 0.0451635 0.0520335 -0.0439892
internal_weight=38.1576 32.3982 28.6474 8.24096 7.06577 6.34457 20.4064 5.15468 15.2517 9.59676 4.14858 2.83059 5.44818 5.75937
internal_count=163 138 122 35 30 27 87 22 65 41 18 12 23 25
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=15
num_cat=0
split_feature=23 22 7 5 60 50 22 20 0 43 35 50 54 34
split_gain=4.74603 5.91014 3.90078 3.74574 5.95384 5.24541 4.3991 5.05372 4.11468 4.79924 3.51707 3.5021 3.06309 4.54437
threshold=-1.0419029436882457 -0.76811136278064185 0.48636306048506139 0.46612958026310414 113.03774638432172 32.740882519392919 0.54994735255156046 -3.6965252409553115 72.451312492858719 57.628684194920062 14.010067912398663 38.003419370371553 -31.460404097710576 23.34582275825294
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 10 5 11 8 7 -6 -4 -10 -3 12 13 -5
right_child=1 2 3 4 6 -7 -8 -9 9 -11 -12 -13 -14 -15
leaf_value=-0.04142021845905372 0.093179704489363219 0.0020074644133462344 0.082739616920668446 0.079825865546448049 0.077683036428896443 -0.060563856856759572 0.044485350986839714 -0.071670933220698438 -0.08162852371848639 0.054916353752725626 -0.079332997899853541 0.088072634134129205 0.050569077873956536 -0.077407791793572031
leaf_weight=5.8058725148439398 1.9040134400129343 2.8145544975996044 1.6447646319866205 0.69624543190002919 0.68663096427917514 3.7059541940689087 2.0767423212528229 3.2344464510679236 1.3896511644124987 1.19854000210762 2.5177516937255859 3.6050723791122437 4.22101162374019 1.3516885489225385
leaf_count=25 8 12 7 3 3 16 9 14 6 5 11 15 18 6
internal_value=7.28644e-05 0.00783217 0.00225612 0.0109128 0.0249383 -0.0171277 -0.0143538 -0.0455171 0.0209006 -0.0183973 -0.036399 0.0488057 0.0262245 -0.0239524
internal_weight=36.8529 31.0471 29.1431 23.8107 15.8718 7.93891 5.99782 3.92108 4.23296 2.58819 5.33231 9.87402 6.26895 2.04793
internal_count=158 133 125 102 68 34 26 17 18 11 23 42 27 9
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=15
num_cat=0
split_feature=19 39 40 68 6 40 19 37 54 5 22 37 39 40
split_gain=4.54133 4.97598 5.6675 5.11067 4.23793 3.78746 3.62325 6.01192 5.66063 3.81148 4.71965 3.65657 3.22025 3.1299
threshold=-3.8396628869360954 2.4052142424440928 1.7738070957157206 0.060704756225711858 0.54782544240563413 2.1649021529236623 1.4085728663856159 7.5411612898391835 -3.9467586829800831 0.50774684269768888 -0.44892087206077114 5.6321785916152196 4.3901470017797077 1.911468012233053
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 -4 -5 -3 8 -8 9 -2 -11 -10 -7 -6
right_child=1 5 3 4 13 12 7 -9 11 10 -12 -13 -14 -15
leaf_value=-0.094945928720161221 0.086997684072202514 -0.074339213579776964 0.083308810497514804 -0.060467390478398192 -0.075953956644484108 0.065196369451246641 0.078082993911585685 -0.050948851422461777 0.029590518756688292 -0.076030083055940278 0.089179926756261477 -0.065198605618812772 -0.034283298621749322 0.019600489070498526
leaf_weight=1.2157690078020085 2.1240285784006097 0.66057778894901176 0.94030928611755271 7.8061728030443174 1.0992812067270277 5.7587082087993622 4.02484107017517 1.1637501269578931 1.4161438643932385 1.1091143041849134 0.70839971303939808 3.6134777516126633 0.94733175635337818 3.8878807425498962
leaf_count=5 9 3 4 34 5 25 17 5 6 5 3 16 4 17
internal_value=6.53034e-05 0.0033413 -0.00631146 -0.0291964 -0.0374655 0.0398911 0.0158848 0.0491424 -0.00335015 0.0415154 -0.0116373 -0.0385097 0.0511433 -0.00146183
internal_weight=36.4758 35.26 27.8934 13.7336 12.7933 7.36662 14.1598 5.18859 8.97116 3.94154 1.81751 5.02962 6.70604 4.98716
internal_count=158 153 121 60 56 32 61 22 39 17 8 22 29 22
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=15
num_cat=0
split_feature=19 29 40 62 59 33 33 34 19 7 48 8 36 26
split_gain=4.13784 4.0725 5.3862 4.21253 4.24123 5.90698 3.35456 5.11681 4.70225 3.98469 4.22712 3.2889 4.06954 4.23164
threshold=-3.8396628869360954 0.55057345352165266 1.7738070957157206 90.069539974170709 112.56165072604439 40.337450168340453 38.182989325580301 17.068938460802979 1.4085728663856159 0.53552434517029235 65.032130999558802 23.500000000000004 16.129953756357903 0.3423492047102365
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 -4 -5 -6 7 -2 9 10 -8 -3 13 -13
right_child=1 11 3 4 5 -7 8 -9 -10 -11 -12 12 -14 -15
leaf_value=-0.091038918134704827 0.086986689353322003 0.083442069720125508 0.038764072257295425 -0.0635291648443055 -0.079679707561970209 0.070180583482843756 -0.055895919963572731 -0.064381838979711947 0.075282713335603435 0.051464317960400477 0.056040908272130402 0.02259329465830855 0.068612839233813991 -0.078916650230951235
leaf_weight=1.2048116475343693 0.72002024948597254 2.3133951276540738 1.812303915619849 7.4412678182125074 1.1066841483116152 1.6202591955661771 3.1282411366701108 2.4856976568698883 3.5105930417776108 2.7435303330421448 1.1547427028417585 2.9083708822727203 2.2931279838085175 1.5868343263864515
leaf_count=5 3 10 8 33 5 7 14 11 15 12 5 13 10 7
internal_value=5.97057e-05 0.00321136 -0.00695938 -0.031464 -0.0439809 0.0093623 0.0144029 -0.0303837 0.0280284 0.00441909 -0.0257164 0.031956 0.01441 -0.0132403
internal_weight=36.0299 34.8251 25.7233 11.9805 10.1682 2.72694 13.7428 3.20572 10.5371 7.02651 4.28298 9.10173 6.78833 4.49521
internal_count=158 153 113 53 45 12 60 14 46 31 19 40 30 20
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=15
num_cat=0
split_feature=69 64 26 71 67 26 26 38 5 14 27 24 24 19
split_gain=3.84842 3.91941 4.05763 5.39988 4.39098 4.68773 3.8506 3.35023 3.17106 5.51106 5.60478 2.70593 3.44841 2.34976
threshold=0.36036228882402493 87.443265421187547 -0.51605191327970268 0.08144302147639905 1.7069471093056188 1.0449001163907659 0.10639595381325859 3.4734514735070716 0.49668927810995894 88.982890629310177 0.67981606899920222 -0.42607827532427806 -0.60263830427339238 1.2312745256627846
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=13 -2 3 -3 7 6 -6 -4 -9 10 11 12 -10 -1
right_child=1 2 4 -5 5 -7 -8 8 9 -11 -12 -13 -14 -15
leaf_value=0.0098333894087039506 0.060740203763032657 0.075397999145183969 0.052428047773220077 -0.030790793326219479 -0.024484435306868779 -0.079267927566845975 0.078140868172887443 -0.055102820076560415 -0.07244734150561738 0.07927073167655746 0.052862981534566172 -0.069130684822106186 0.088491636700921472 0.087885977620445532
leaf_weight=2.0161277353763576 2.0754574835300472 2.8707036375999477 1.1773038953542769 2.0536583214998245 1.3470556288957585 0.92399634420871724 2.8433552980422974 9.3087594807147997 0.63923734426498413 1.3587944209575651 1.619996979832649 4.8152427077293387 0.69440883398055919 1.8481696248054502
leaf_count=9 9 13 5 9 6 4 12 42 3 6 7 22 3 8
internal_value=5.27795e-05 -0.00568505 -0.0103343 0.031113 -0.0185881 0.0226726 0.0451508 -0.0293471 -0.0345691 -0.013628 -0.0298762 -0.0516748 0.0113511 0.0471634
internal_weight=35.5923 31.728 29.6525 4.92436 24.7282 5.11441 4.19041 19.6137 18.4364 9.12768 7.76889 6.14889 1.33365 3.8643
internal_count=158 141 132 22 110 22 18 88 83 41 35 28 6 17
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=15
num_cat=0
split_feature=19 29 70 59 19 68 38 33 9 36 7 38 36 26
split_gain=3.64376 3.57805 5.27421 5.02396 4.21835 4.62514 4.68399 4.16652 2.86786 3.4609 3.92439 2.8541 5.04323 2.7202
threshold=-3.8396628869360954 0.55057345352165266 0.52654469680435545 88.693941891758087 1.4085728663856159 0.74442206132087618 6.4386561140617609 39.679912318990965 23.500000000000004 16.129953756357903 0.52401895122497166 4.8391795549137511 12.338671378959296 -0.37113787017146882
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 13 6 -6 -4 -3 10 -10 12 -9 -5
right_child=1 8 7 4 5 -7 -8 11 9 -11 -12 -13 -14 -15
leaf_value=-0.086421575113765206 0.073861816287088669 0.07940047817398331 -0.049089321739244136 0.0097674553435367871 0.060645627388485224 -0.074703114994665906 -0.040221293369979372 0.065944189848322718 0.045785400946551792 0.064626389335165291 -0.05047700087187032 0.079953400500225646 -0.074225808035873822 -0.060670253363317085
leaf_weight=1.1773782223463047 1.2890971899032653 2.2302848398685438 1.3675786554813374 1.6402861326932932 3.2906830608844748 1.4960236549377439 1.7700497210025785 1.6022146344184878 1.7691346257925031 2.2294304668903351 2.6367868930101395 3.1695365905761719 1.0704349279403684 8.3385314643383008
leaf_count=5 6 10 6 7 14 7 8 7 8 10 12 14 5 39
internal_value=4.99678e-05 0.0030532 -0.00661351 -0.0212094 -0.028621 0.00253391 0.0253663 0.0294718 0.0303497 0.0138626 -0.0118242 0.0478619 0.00980407 -0.0490919
internal_weight=35.0775 33.9001 25.0344 17.8247 16.5356 6.55676 5.06073 7.20976 8.86564 6.63535 4.40592 5.84219 2.67265 9.97882
internal_count=158 153 113 81 75 29 22 32 40 30 20 26 12 46
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=15
num_cat=0
split_feature=15 6 18 69 65 55 43 5 15 65 43 15 40 57
split_gain=3.83301 5.20065 4.08773 3.78701 5.24041 5.26072 4.37041 3.62168 3.48372 5.91598 4.16454 3.39894 3.1666 3.13336
threshold=9.338665812893959 0.45149338954328094 -3.8778630531238751 0.67587597959215528 99.508724543673452 30.028453358573241 66.991107492576319 0.46212626480966046 89.865880692637674 96.853402240895903 -52.469955741167666 86.985304094399723 1.7842893763124115 107.14247517875062
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 -2 -3 4 5 -4 -7 -6 10 -10 -5 13 -1 -9
right_child=1 2 3 8 7 6 -8 11 9 -11 -12 -13 -14 -15
leaf_value=0.027446421130440116 -0.063710023128003543 -0.080817084435962402 -0.075389610104173305 0.010253106472824172 -0.071055549385741434 0.060913410265856782 -0.085590376226658993 0.074392571523610729 0.071758304832943487 -0.039671548915830634 0.073961948907809591 0.084261354825020063 -0.072872294044341063 -0.030545993675180239
leaf_weight=1.0763500183820718 2.4681816250085822 1.1449912190437341 3.7153490781784075 4.3050426095724106 0.82786723971366871 1.7645200788974764 0.71546210348606099 1.0939414799213412 1.813254803419112 3.4717862457036972 6.3468070626258832 2.5111415684223175 2.9224149137735367 2.033909797668457
leaf_count=5 11 5 17 19 4 8 3 5 8 16 28 11 14 9
internal_value=0.000301341 0.00603289 0.0118202 0.015529 -0.00488316 -0.0377466 0.0186478 0.0266004 0.0317469 -0.00144087 0.0482134 0.0409374 -0.0458694 0.00615545
internal_weight=36.211 32.2123 29.7441 28.5991 12.6622 6.19533 2.47998 6.46686 15.9369 5.28504 10.6518 5.63899 3.99876 3.12785
internal_count=163 144 133 128 57 28 11 29 71 24 47 25 19 14
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=15
num_cat=0
split_feature=19 2 40 56 28 39 48 63 51 37 57 71 20 51
split_gain=5.48773 4.20054 4.73291 5.49798 5.84069 3.51467 3.00806 2.64457 2.99354 2.63998 3.12371 2.66915 3.84591 2.5694
threshold=2.8590068779803417 28.510888163920633 1.7738070957157206 73.377492792041735 0.56234181740224398 0.7404717163989244 55.770403703526576 91.568868618900652 2.5623963910700271 5.7753224189929666 149.97422715734356 -0.23839648729973209 1.1697818424647013 10.428696563340614
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 7 -3 -6 -4 -9 -7 11 -11 -13 -5
right_child=-2 2 3 13 6 9 -8 8 -10 10 -12 12 -14 -15
leaf_value=0.080068220848808602 0.066867915931265731 -0.080008768788305373 0.070452555300000205 -0.0098491401838774646 0.085352460047141823 0.06780351396999168 -0.02967008318869211 0.041585390218395107 -0.061203545464712551 -0.073008535941199437 0.041452466769262307 0.042107380306221354 -0.072563855244932057 -0.064111206426469433
leaf_weight=1.3746554255485524 2.8478290140628806 0.90921539068222301 0.60505315661430525 3.0524511784315091 2.4504008442163472 2.4812341481447211 0.74008114635944355 0.88240100443363179 3.590513288974762 1.4975735247135142 4.1776437610387802 2.385804265737534 1.0543105751276014 7.6470400840044022
leaf_count=6 13 4 3 14 11 11 3 4 17 7 19 11 5 35
internal_value=0.000286131 -0.00548626 -0.00922296 -0.0249666 0.00565521 0.014656 0.0586712 -0.0276547 -0.0409257 0.022078 0.00963137 -0.0172916 0.00696347 -0.0486308
internal_weight=35.6962 32.8484 31.4737 18.9679 8.26845 12.5058 3.19048 5.07797 4.47291 11.5966 9.11533 4.93769 3.44011 10.6995
internal_count=163 150 144 87 38 57 14 24 21 53 42 23 16 49
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=15
num_cat=0
split_feature=19 5 30 71 49 24 43 48 56 42 16 14 20 4
split_gain=5.04558 4.2815 4.80228 5.65603 4.07823 4.02263 4.8434 5.77131 3.42281 3.23821 3.48016 2.34116 2.12846 2.07171
threshold=2.8590068779803417 0.46212626480966046 0.049193010712884358 -0.23839648729973209 39.218292556592623 0.49392560807942304 -52.469955741167666 74.128813045621698 65.332745786230092 35.03020889409725 -1.0329674254199392 93.124884562395764 1.2843131585560388 40.412234367494818
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 4 -4 8 6 7 -5 -3 10 -1 -8 -12 -9
right_child=-2 2 3 5 -6 -7 11 13 -10 -11 12 -13 -14 -15
leaf_value=-0.074556741997251527 0.064693220661675072 0.04941993664912115 -0.047201251949654445 -0.061507812238774419 0.081001335424617446 -0.062735769823209928 0.074089841118961025 0.075274714834274628 -0.072068067891362608 -0.0586127613004001 0.063790964511902429 -0.033034474572005285 -0.03363578104071667 -0.013908911281439347
leaf_weight=1.0526610463857653 2.7976616472005835 1.2991186082363158 5.813562378287318 2.6057189553976059 3.3806623369455338 1.5197029560804356 4.2038538157939893 1.7464240342378619 1.0470479577779768 5.4792784601449966 1.7846803963184341 0.58045098185539235 0.81733082234859455 1.0383279770612714
leaf_count=5 13 6 27 12 15 7 19 8 5 26 8 3 4 5
internal_value=0.000272309 -0.00529564 0.00610591 -0.00689464 0.0458512 0.0131426 0.0244758 -0.00802388 -0.00479777 -0.0342988 0.00215394 0.0610931 0.0331878 0.0420215
internal_weight=35.1665 32.3688 23.2349 17.508 5.72683 11.6945 10.1748 5.39047 2.34617 9.13395 3.65467 4.7843 2.60201 2.78475
internal_count=163 150 107 81 26 54 47 25 11 43 17 22 12 13
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=15
num_cat=0
split_feature=19 5 27 2 49 45 68 55 48 27 33 36 40 7
split_gain=4.64392 3.94182 4.50983 4.05777 4.0292 2.95001 3.77165 2.7661 2.60794 4.51088 3.41168 3.63767 3.90441 3.01883
threshold=2.8590068779803417 0.46212626480966046 0.41764496004860635 28.510888163920633 39.218292556592623 -19.09493083277707 0.54476766667391019 19.989036140970885 53.334710814043802 0.53309887468958517 46.255098458661394 10.01404272778634 1.8940316768217671 0.55221711869104995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 -4 7 6 -1 -3 9 -5 11 12 -10 -13
right_child=-2 2 3 8 -6 -7 -8 -9 10 -11 -12 13 -14 -15
leaf_value=-0.045539387114145659 0.062655223483645772 0.048192887347459974 0.076569606632554493 -0.055516659246933657 0.077992198425188952 -0.050448055690821225 0.080535905892632931 -0.053756748942836954 0.06903409475900317 0.04229352472453779 -0.065894318168395097 0.080390003271239699 -0.074078012196040405 -0.022447368099622653
leaf_weight=1.2452941536903384 2.7455591708421698 1.3060737997293501 1.3199922740459467 1.6939132958650578 3.4773321151733398 6.5876363813877123 1.1328784227371214 1.3561877161264417 0.59817123413085793 3.8761845082044601 3.9913709759712219 1.5832519084215166 2.3447307497262955 1.2992710620164869
leaf_count=6 13 6 6 8 16 32 5 7 3 18 19 7 11 6
internal_value=0.000264339 -0.00512031 0.00590539 -0.00756135 0.0425507 -0.0332157 0.0145185 -0.00374147 -0.0147787 0.0125486 -0.0302843 -0.00588564 -0.0449892 0.034037
internal_weight=34.5578 31.8123 22.8465 16.7069 6.13959 8.96581 2.37817 2.66226 15.3869 5.5701 9.8168 5.82542 2.9429 2.88252
internal_count=163 150 107 78 29 43 11 13 72 26 46 27 14 13
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=15
num_cat=0
split_feature=35 68 24 25 46 38 38 40 41 44 26 63 33 8
split_gain=4.80579 3.47812 2.96361 2.86101 2.85248 2.8274 4.70398 4.74922 3.49812 2.96716 2.21373 3.65068 2.30617 2.14108
threshold=18.657905433427654 0.8619935687527237 0.64627057018064848 1.005572499813425 -37.097974787588889 4.4065124525173394 5.8097202621879536 1.2668772168061027 3.2015458632902627 -45.527226400022876 -0.0058111948912266615 98.549316783575918 34.468165802107002 57.500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 -2 -1 -6 8 -8 -7 -10 11 -9 -12 -13
right_child=1 -3 -4 -5 5 6 7 10 9 -11 12 13 -14 -15
leaf_value=0.07422738904194065 0.059246105814406848 -0.073860060976296465 0.042060003723244671 -0.03981682720011695 -0.049902663836046399 -0.043837448353109383 0.074935427098953997 0.05561073445486886 -0.034301943986867742 0.073672836948797824 0.032056759837011541 -0.057047352659204714 -0.065574680761797385 0.035540412124462684
leaf_weight=0.86357137560845032 5.8432267904281607 0.65486492216587056 2.5125797092914572 0.83271625638008107 5.4301058948040035 1.2119679600000406 1.0773953199386586 1.4809460788965294 0.78805522620677937 3.30325847864151 0.67869471013545091 2.9184521138668065 5.5595894753932953 0.79435938596725453
leaf_count=4 28 3 12 4 26 6 5 7 4 15 3 14 28 4
internal_value=0.000255904 0.036103 -0.0096163 0.0468896 -0.0150025 -0.0183177 -0.00868924 -0.0254191 0.0307732 0.0528751 -0.0348768 -0.0107632 -0.0549529 -0.0372381
internal_weight=33.9498 7.33081 26.619 6.67594 24.1064 23.2428 17.8127 12.5094 5.30328 4.09131 11.432 5.19376 6.23828 3.71281
internal_count=163 35 128 32 116 112 86 61 25 19 56 25 31 18
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=15
num_cat=0
split_feature=26 1 58 58 4 51 7 25 25 24 70 28 58 20
split_gain=3.54013 3.24945 4.11269 3.64726 3.06103 4.90182 4.60671 4.03026 2.90509 2.83462 3.07319 2.60149 2.51756 2.88711
threshold=0.31204191346186 71.782760684399932 106.48929117521834 112.81762521927799 61.925824816244777 15.601536456922187 0.53552434517029235 -0.03833837667456072 0.41609107406812701 0.69593821225962016 -0.18666133033634805 0.56873961219290226 114.64692965132157 3.6787107506758181
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 -4 5 6 -2 -8 -3 10 -1 -12 -5 -14
right_child=4 8 3 12 -6 -7 7 -9 -10 -11 11 -13 13 -15
leaf_value=0.046107838779589322 0.071242595393527425 -0.079656943739586816 0.079944018344036374 -0.046581559906811502 0.073022388104747496 -0.065736689087732669 0.058949500618678319 -0.068160511556092457 0.034091800235091473 0.077380160590650685 -0.034359880398715952 0.050336831686358267 0.054422667593250068 -0.042523190894885911
leaf_weight=2.0560082197189331 1.7663116008043251 1.5700763612985604 4.2614117264747602 1.1631635725498197 0.81465068459510881 4.4625991880893707 0.88544227182865043 2.1088758856058134 0.87365414202213276 1.0754718035459507 6.6081604659557396 1.0507935881614683 3.8972718268632889 0.95644061267375935
leaf_count=10 8 7 19 6 4 22 4 11 4 5 32 5 19 5
internal_value=0.00497512 0.0155873 0.0219177 0.0445523 -0.0198825 -0.0280884 0.00720303 -0.0305731 -0.0389908 0.000357381 -0.00816924 -0.0227397 0.0194864 0.0353192
internal_weight=33.5503 23.5125 21.0687 10.2783 10.0379 9.22323 4.76063 2.99432 2.44373 10.7904 9.71496 7.65895 6.01688 4.85371
internal_count=161 112 101 49 49 45 23 15 11 52 47 37 30 24
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=15
num_cat=0
split_feature=26 15 23 15 23 60 58 59 39 39 69 20 23 37
split_gain=3.35755 4.15209 2.61988 2.44705 3.01052 2.30875 3.83278 3.26031 3.74359 3.66643 2.60937 3.78279 2.95103 2.21173
threshold=-0.37113787017146882 93.292257159534685 -0.88340082317582447 95.098753376367043 1.0537410606782758 107.81852578604882 112.28120299233632 92.181865428524489 2.4052142424440928 0.7404717163989244 0.75416955657407569 2.4409133251012798 0.69334997741159365 6.2128959286193615
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 7 -7 9 13 -2 11 -8 -13 -9
right_child=3 -3 -4 -5 -6 6 10 8 -10 -11 -12 12 -14 -15
leaf_value=-0.021301360960851709 -0.071308016481235886 -0.070724253400182402 0.063609099504421604 0.059131516179709222 -0.063017988531262267 0.053844804405575042 0.06445714077054901 0.0041697154901822213 0.076905013847135703 0.07363437997970014 -0.038877637055331239 -0.049423590941590156 0.075511241878400359 -0.062797789882554425
leaf_weight=1.0994876921176908 0.60272842645646063 0.81999866664409626 5.228247418999671 1.4671562016010273 2.2091122567653647 3.8548848628997794 2.2938114702701551 1.6161372661590574 0.67043806612491597 1.5801829993724821 3.5673158317804337 2.1761389821767811 0.60380245745182026 5.2000670880079269
leaf_count=5 3 4 25 7 10 18 11 8 3 8 18 11 3 27
internal_value=0.00480711 0.035137 0.0488553 -0.00358201 -0.00735686 -0.00180943 0.0123857 -0.0201537 -0.035831 0.033614 -0.00610978 0.016929 -0.0222878 -0.0469196
internal_weight=32.9895 7.14773 6.32774 25.8418 24.3746 22.1655 12.496 9.66955 7.48664 2.18291 8.64107 5.07375 2.77994 6.8162
internal_count=161 34 30 127 120 110 61 49 38 11 43 25 14 35
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=15
num_cat=0
split_feature=26 34 0 1 58 58 19 35 25 65 58 34 48 6
split_gain=3.13248 4.79357 3.90491 2.92642 3.57614 3.20477 3.17986 2.62378 2.51572 2.28853 2.16628 2.20476 2.07629 1.78662
threshold=0.31204191346186 36.662140599099438 78.876516734181749 71.782760684399932 106.48929117521834 112.81762521927799 1.4085728663856159 18.657905433427654 0.41609107406812701 100.27617471449557 114.64692965132157 19.07948759024357 59.448134428971834 0.59058629061585954
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 6 -6 7 12 -5 -4 -7 -12 -1 -8
right_child=1 -3 9 8 5 10 13 -9 -10 -11 11 -13 -14 -15
leaf_value=-0.045903271620660303 -0.048728923178239396 0.087190047478871005 0.074397904969124171 -0.076457332761036598 0.076285437738664044 -0.043570732546591856 0.050336860848352032 0.06734677390705486 0.030863372310751355 -0.03805833148541736 -0.041156989811458183 0.049327361178110374 0.041790407704342149 -0.032639089657131796
leaf_weight=4.7900590598583275 6.7769298404455149 0.95394179224968034 1.1988294720649717 1.5165266543626779 4.0979804247617704 1.1305913776159284 3.3718625009059906 0.72859059274196614 0.85330282151699055 0.72661249339580525 0.81535789370536793 3.8616791069507599 0.7856972962617873 0.80328454077243794
leaf_count=24 35 4 6 7 19 6 16 4 4 4 4 20 4 4
internal_value=0.00464909 -0.0192125 -0.0308762 0.014775 0.0208887 0.0424289 0.000528074 -0.0218859 -0.0378144 0.0319598 0.0185391 0.033553 -0.0335461 0.0343726
internal_weight=32.4112 9.65631 8.70237 22.7549 20.3851 9.90561 10.4795 6.30435 2.36983 1.92544 5.80763 4.67704 5.57576 4.17515
internal_count=161 49 45 112 101 49 52 32 11 10 30 24 28 20
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=15
num_cat=0
split_feature=34 19 19 27 5 57 19 45 16 45 5 32 35 46
split_gain=2.65311 2.54716 2.56839 2.81362 3.15403 2.50665 2.33799 6.18953 2.53152 2.69293 2.33861 2.4535 2.32692 2.16602
threshold=36.662140599099438 2.8590068779803417 2.3881509653728821 1.1065060663769508 0.43670810152665407 53.839141859336983 1.4085728663856159 -20.675565831108567 0.38332137398390259 51.137908465198954 0.52945972116322448 0.076168674457397598 12.794497615152741 -2.5623963910700263
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 7 10 -8 -10 -6 12 -12 -9
right_child=-2 -3 -4 -5 6 -7 8 13 9 -11 11 -13 -14 -15
leaf_value=0.01331642562685257 0.063775430016846352 0.055636043316561495 -0.072687201011993691 -0.073270354388810521 0.06035631759315048 -0.068120608959185244 -0.068063370477931248 0.015578144835071073 0.053374604167683415 -0.042027904956093549 0.065391561805697676 0.068657662204950246 -0.053742682759507276 -0.04916813529039088
leaf_weight=1.5334502309560947 1.781973049044608 1.9909559190273274 1.2589027136564244 1.2367626875638951 3.6645001471042766 2.4619562327861786 0.56446640193462272 1.7016707211732995 6.1974904239177704 0.83993126451969136 0.53414399921894151 0.97466535866260517 1.7616958767175672 5.3620974868535747
leaf_count=8 8 10 6 6 18 13 3 9 31 4 3 5 9 28
internal_value=0.00449646 0.000985025 -0.00288828 0.000386445 0.00394543 -0.0368648 0.011494 -0.000628 0.0338164 0.0419881 0.0329263 0.00219186 -0.0260252 -0.0335707
internal_weight=31.8647 30.0827 28.0917 26.8328 25.5961 3.99541 21.6007 13.9988 7.60189 7.03742 6.93501 3.27051 2.29584 7.06377
internal_count=161 153 143 137 131 21 110 72 38 35 35 17 12 37
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=15
num_cat=0
split_feature=34 19 19 27 5 57 69 35 39 25 35 59 38 63
split_gain=2.42568 2.34566 2.39006 2.61528 2.90529 2.36498 2.89285 2.15425 4.02266 3.64593 3.43689 3.16723 2.79319 2.90166
threshold=36.662140599099438 2.8590068779803417 2.3881509653728821 1.1065060663769508 0.43670810152665407 53.839141859336983 0.62300359480501688 12.794497615152741 0.86496500235874263 0.68921840585563621 18.25339274964767 105.34796595390195 4.8882369483151091 97.095605071026725
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 8 -6 10 12 -12 -9 -14
right_child=-2 -3 -4 -5 7 -7 -8 9 -10 -11 11 -13 13 -15
leaf_value=-0.064131012919089292 0.061376774509646508 0.053898464438097815 -0.071127189024161513 -0.071693580404464607 -0.07059444505781208 -0.066954419077168759 0.074031257080438423 -0.069443378399821412 0.047008279011124421 0.061433448917733939 0.06947129022415674 -0.031305192835540792 0.044308281450383666 -0.03121101179361116
leaf_weight=0.68181876838208955 1.7596038579940785 1.9533484876155842 1.2230959683656681 1.2016552090644825 0.82167708873749035 2.3816326856613159 0.85267297923564911 2.7040810137987119 6.3200331181287766 2.0496588945388785 2.1162481904029842 1.2344325780868528 1.827416196465492 4.1845897138118744
leaf_count=4 8 10 6 6 4 13 4 14 32 10 11 7 10 22
internal_value=0.00434456 0.000948753 -0.00279882 0.000369686 0.00380952 -0.0357655 0.0126418 0.0110999 0.0334777 -0.000221315 -0.010694 0.032344 -0.0272388 -0.00825608
internal_weight=31.312 29.5524 27.599 26.3759 25.1743 3.91612 1.53449 21.2581 7.14171 14.1164 12.0668 3.35068 8.71609 6.01201
internal_count=161 153 143 137 131 21 8 110 36 74 64 18 46 32
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=15
num_cat=0
split_feature=22 22 57 70 71 25 5 13 64 69 45 18 19 35
split_gain=3.01029 3.51667 3.10205 3.92372 6.04391 4.45166 2.84892 3.21587 2.10278 2.03861 2.17179 1.92928 1.90714 1.67326
threshold=0.52258545788214061 0.46591528517740116 315.23225883102015 0.6932589589242899 -0.019707612064211035 0.68921840585563621 0.59426491539193693 79.10728724479516 90.343662701518454 0.71032445253843035 35.067641540124988 2.5871140532510388 2.8590068779803417 25.954573502753266
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -5 8 7 -2 -1 10 -7 -9 -13 -10
right_child=6 -3 -4 4 -6 9 -8 11 13 -11 -12 12 -14 -15
leaf_value=0.026510319800806221 -0.073036190959451658 -0.070680142986234748 0.072791679295246853 -0.035817533987423232 0.076720999730277115 -0.067474118679971967 -0.075088076263427464 0.064663939498241604 -0.050487954315446532 0.073290965649564985 0.065054329827466575 -0.028784674047669569 0.06557960519611139 0.034333814802191935
leaf_weight=1.1370498538017404 0.64347387850284476 2.2999228090047827 1.1929840594530094 2.0945950299501419 2.7718116641044608 0.75300426781177454 0.66087372601032246 4.1120512336492538 9.3974161148071254 1.4695486575365064 0.52441529929637909 1.4029629826545718 0.86590293049812306 0.61976127326488573
leaf_count=6 3 12 6 11 13 4 3 22 48 7 3 7 5 3
internal_value=-0.0028193 -0.012134 -0.00538811 -0.0103577 0.0282823 -0.0238844 0.0241609 0.0334985 -0.0379259 0.0331317 -0.0130676 0.0442418 0.00722905 -0.04524
internal_weight=29.9458 22.2605 19.9606 18.7676 4.86641 13.9012 7.68526 7.02439 11.1542 2.74697 1.27742 6.38092 2.26887 10.0172
internal_count=153 113 101 95 24 71 40 37 57 14 7 34 12 51
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=15
num_cat=0
split_feature=13 1 36 65 53 3 37 0 53 16 0 51 36 42
split_gain=2.73638 3.60159 3.19918 2.94888 2.41213 3.43968 2.97501 3.91995 2.9599 2.86621 2.81719 2.24358 2.45468 2.08305
threshold=12.943963130059144 71.782760684399932 15.519811458077696 89.021631114155596 88.988848642245429 57.008442952538836 6.2128959286193615 73.240659215510377 73.138330006690822 -1.1666201194328816 16.737624563896816 36.925525650757287 19.099631425904573 83.17538836130943
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 13 -1 5 8 7 -7 9 10 -2 12 -5 -3
right_child=1 2 -4 11 -6 6 -8 -9 -10 -11 -12 -13 -14 -15
leaf_value=0.053049996214992505 0.06754057088451916 -0.073338812295406106 0.070448227573723751 -0.053963640762168696 0.06234255976070046 -0.075773560597671361 -0.067167729847292371 0.054800350281075827 -0.045431638595725424 0.054794282976565134 -0.072494630203939869 0.064745103336539073 0.027179865601222448 0.032039667279492777
leaf_weight=1.062173187732699 0.56587734818458979 2.7116638571023941 0.6001487374305724 6.5364010483026487 2.5737548843026152 0.85743445158004705 2.2070808410644531 1.7436704337596891 1.186656057834625 6.1230848878622064 0.98313936591148376 0.52210751175880421 1.0870207697153089 0.56702074408531178
leaf_count=5 3 13 3 35 14 4 12 9 6 32 5 3 6 3
internal_value=-0.00273179 0.00760032 -0.0356869 -0.0253082 0.0179388 0.00957668 -0.0244711 0.0117577 0.0280565 0.039423 -0.0213378 -0.0355261 -0.0423934 -0.0551145
internal_weight=29.3272 20.1195 3.87883 9.2077 16.2407 13.6669 4.80819 2.6011 8.85876 7.6721 1.54902 8.14553 7.62342 3.27868
internal_count=153 104 19 49 85 71 25 13 46 40 8 44 41 16
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=15
num_cat=0
split_feature=22 22 3 40 70 15 66 26 20 0 30 29 69 70
split_gain=2.66662 3.1775 2.75654 3.86277 2.66669 3.55278 2.27487 2.16888 2.56151 2.39983 2.11137 3.02031 2.08475 1.88306
threshold=0.52258545788214061 0.46591528517740116 57.79889666383702 1.8309930400415417 0.71767803716481027 11.559167005194206 3.6366393833081943 0.31204191346186 0.94286744915230714 16.737624563896816 0.047365795628651584 0.34906480268100681 0.48267546815276324 -0.21499578517563275
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 5 13 -6 8 12 -10 11 -9 -7 -1
right_child=2 -3 3 -5 6 7 -8 10 9 -11 -12 -13 -14 -15
leaf_value=0.03349019274637715 0.05249327743665605 -0.068522035535189416 0.052708129123051353 -0.054462223236722777 0.043040891888748725 -0.038143146274436657 -0.065890400138880742 -0.066526548246072056 0.065517801647939342 -0.037617328251941869 -0.066571890891468852 0.069496456143139443 0.061709784187315292 -0.067199118804642369
leaf_weight=0.53243874013423909 3.8534987345337859 2.1968434005975714 1.4586717262864115 1.9849272221326826 3.8108398616313925 0.62919367849826668 0.54823236167430867 0.72428272664546989 0.71815022826194796 2.6283611655235291 1.9552684426307676 0.93483754992485046 3.0890514850616455 3.6305318176746466
leaf_count=3 22 12 8 10 19 3 3 4 4 13 11 5 16 20
internal_value=-0.00265845 -0.0115594 0.0234426 -0.00906601 -0.00504216 -0.0151403 0.0293408 0.000133243 0.0162504 -0.0154849 -0.0313696 0.0101161 0.0448129 -0.0543211
internal_weight=28.6951 21.398 7.2971 3.4436 19.2012 14.8421 4.35907 10.6791 7.06476 3.34651 3.61439 1.65912 3.71825 4.16297
internal_count=153 113 40 18 101 79 22 56 36 17 20 9 19 23
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=15
num_cat=0
split_feature=22 22 57 70 71 25 3 40 15 64 25 16 68 69
split_gain=2.46292 2.97903 2.59444 3.25044 5.14332 3.73025 2.54697 3.5582 2.01563 1.87527 2.53032 3.11744 1.72153 1.71235
threshold=0.52258545788214061 0.46591528517740116 315.23225883102015 0.6932589589242899 -0.019707612064211035 0.68921840585563621 57.79889666383702 1.8309930400415417 11.559167005194206 88.069484886487558 -0.33453362417004379 -1.7612641326342213 0.69402078301677961 0.71032445253843035
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 12 8 -2 -8 -1 -10 11 -11 -5 -7
right_child=6 -3 -4 4 -6 13 7 -9 9 10 -12 -13 -14 -15
leaf_value=-0.066199658641748246 0.050997280438338427 -0.067367524761999906 0.069372157245708083 -0.064844766055413436 0.072842019202624633 -0.01273074476877911 0.051042823020775355 -0.052809839491331306 0.067995906566640993 -0.073413064671725148 -0.046411472163775114 0.070366039972381986 0.034894084751258929 0.069955137040386209
leaf_weight=3.5271442234516268 3.7703493833541861 2.1245994716882697 1.1064531207084645 1.3804087638854983 2.6074911206960669 1.1497814208269113 1.4316444694995882 1.9456894695758817 0.55893278121948231 0.55499181151390065 4.7260249257087628 1.1755618304014284 0.63013340532779683 1.3748353868722913
leaf_count=20 22 12 6 8 13 7 8 10 3 3 25 6 3 7
internal_value=-0.0025897 -0.0112485 -0.00490372 -0.00955068 0.0265071 -0.0222936 0.0227488 -0.00878692 -0.0353665 -0.0198646 -0.0274706 0.0242558 -0.0335851 0.0322977
internal_weight=28.064 20.9164 18.7918 17.6853 4.61803 13.0673 7.14768 3.37733 10.5427 7.01551 6.45658 1.73055 2.01054 2.52462
internal_count=153 113 101 95 24 71 40 18 57 37 34 9 11 14
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=15
num_cat=0
split_feature=22 22 57 70 19 1 3 23 33 15 17 39 63 51
split_gain=2.27711 2.79469 2.41968 3.01103 3.64244 2.57276 2.35338 4.39404 1.88795 1.72591 1.8903 3.45181 2.49303 1.92815
threshold=0.52258545788214061 0.46591528517740116 315.23225883102015 0.6932589589242899 1.633334238829365 71.190494385048567 57.79889666383702 0.81154275459170733 38.942252967371736 11.559167005194206 0.70818607601685912 1.3819529269609807 96.601618703079367 5.1394926424006337
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 9 -6 -2 -8 -5 -1 11 -11 -13 -14
right_child=6 -3 -4 8 5 -7 7 -9 -10 10 -12 12 13 -15
leaf_value=-0.065195784747437979 0.049546267856706266 -0.06630110771846158 0.068151512627182873 -0.064923671261459329 0.056859060572578946 -0.044628651377002337 0.066847866524096827 -0.052530574917813926 0.037467829132037132 0.069897882045993204 -0.06986783846896652 0.067274153277083124 0.064455999080895374 -0.060537215513718184
leaf_weight=3.4054667651653414 3.688824586570262 2.0526582524180403 1.0708598569035519 0.5075390487909307 2.0967599600553508 0.88934239745140065 1.2209628000855448 2.0907591581344604 3.9847545772790909 1.1474269926548002 1.5145711600780485 0.56580731272697482 0.34682202339172397 2.7950331643223763
leaf_count=20 22 12 6 3 11 5 7 11 21 6 8 3 2 16
internal_value=-0.00252398 -0.010976 -0.00477858 -0.00930507 -0.0216981 0.0266333 0.0220779 -0.00851823 0.0258996 -0.0364623 -0.0211003 -0.00588699 -0.0293405 -0.0467395
internal_weight=27.3776 20.377 18.3244 17.2535 12.7612 2.9861 7.00055 3.31172 4.49229 9.77513 6.36966 4.85509 3.70766 3.14186
internal_count=153 113 101 95 71 16 40 18 24 55 35 27 21 18
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=15
num_cat=0
split_feature=46 7 24 70 69 13 69 22 30 30 58 41 44 44
split_gain=2.76726 2.7404 2.22921 1.69899 1.63737 3.5821 3.68067 3.84871 2.93423 3.35956 2.91375 2.92852 2.0406 1.78428
threshold=-35.142976509112479 0.49287448281457902 0.56381328442214862 1.0417224119434583 0.37934715725198698 90.787518173091698 0.48267546815276324 -0.45983724347469362 0.049898991103645811 0.041749903993247274 108.33135087537072 7.2974752881492453 -44.687858091053094 -50.345628010647935
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 6 -6 10 9 -7 -8 12 13 -12
right_child=1 4 -4 -5 5 8 7 -9 -10 -11 11 -13 -14 -15
leaf_value=0.070160967186345888 -0.049662868760265447 0.040897308334374771 0.067568987024075974 0.020808753698498172 -0.068121878112577944 -0.065519340589573941 -0.063002521565982642 0.05908572685966005 -0.056334098253565945 0.054296897545434097 0.046299374441619918 -0.04837595402026211 0.076261363897225501 -0.063120769395498988
leaf_weight=1.4661704748868967 4.9602655172348049 3.2611270323395756 0.55111996829509724 1.0334626138210294 1.1204763501882578 0.89386752247810308 1.4064726606011468 5.0733037218451402 3.7457763403654099 1.693398520350456 0.86047068238259072 1.1952666118741033 1.9473701715469287 0.65707416832447074
leaf_count=8 28 17 3 6 6 5 9 30 20 9 5 7 9 4
internal_value=0.00317684 -0.000281327 -0.0286634 -0.0375119 0.0082183 0.0024867 0.0182596 0.026948 -0.0280488 0.0129019 7.25022e-05 0.0191089 0.0423887 -0.00107791
internal_weight=29.8656 28.3995 6.54485 5.99373 21.8546 18.5935 12.2604 11.14 6.33304 2.58727 6.06665 4.66018 3.46492 1.51754
internal_count=166 158 37 34 121 104 70 64 34 14 34 25 18 9
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=15
num_cat=0
split_feature=7 64 63 20 13 69 30 30 22 30 41 71 65 8
split_gain=2.26599 1.84915 2.39887 1.8068 1.63827 4.96096 2.70706 3.11883 2.60551 3.22296 2.68361 2.37913 2.37679 1.70097
threshold=0.49287448281457902 104.12883129944652 97.916450773488279 4.415260747569306 90.787518173091698 0.37934715725198698 0.049898991103645811 0.041749903993247274 -0.44892087206077114 0.070312134372012711 7.7367916295227195 0.29166513880545547 91.449421535957399 61.500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 8 -6 7 -7 9 11 -11 -2 -10 -8
right_child=4 -3 -4 -5 5 6 13 -9 12 10 -12 -13 -14 -15
leaf_value=0.043179390790578351 -0.049712967354539089 0.020766417562666631 -0.063025351114315717 -0.066662587478401231 0.07698905499134992 -0.064540851932694557 -0.068045945756201251 0.052651076367171361 -0.023527174091172429 0.056186264587465985 -0.032379028071245562 0.043414068167019863 0.058412360474341743 0.032425598697308294
leaf_weight=1.2170919775962854 3.1938719451427477 1.8478299677371977 3.2727080956101418 0.54070076346397389 1.3982009217143048 0.86283490061759982 3.1790884435176854 1.6598771810531614 1.0629486739635456 3.1641163676977158 1.1721953153610227 0.87334808707237233 5.2864817231893539 0.48560687154531468
leaf_count=7 20 11 19 3 7 5 17 9 6 16 7 5 31 3
internal_value=0.00308534 -0.0220085 -0.0377209 0.00939177 0.0108121 -0.00807128 -0.0272928 0.0125683 0.0205214 0.00225668 0.0322452 -0.0297159 0.044695 -0.0547325
internal_weight=29.2169 6.87833 5.0305 1.75779 22.3386 7.58561 6.18741 2.52271 14.753 8.40353 4.33631 4.06722 6.34943 3.6647
internal_count=166 40 29 10 126 41 34 14 85 48 23 25 37 20
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=15
num_cat=0
split_feature=7 5 25 47 21 16 51 38 3 36 38 59 24 25
split_gain=2.09131 2.0149 1.89594 1.82664 2.03933 1.76221 2.24467 2.24619 2.06745 2.44305 1.90497 1.85144 1.72865 1.97647
threshold=0.49287448281457902 0.43670810152665407 -0.011629842363841889 40.667570193903238 1.1088353833142766 1.1553189062339488 2.5623963910700271 3.5906627696826718 42.327460844093871 8.0930313364719542 5.106335974539193 92.45982408141488 0.56381328442214862 -0.72684439595187944
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 -2 -3 5 6 -5 -8 10 -10 -9 -11 13 -1
right_child=1 3 -4 4 -6 -7 7 8 9 11 -12 -13 -14 -15
leaf_value=0.064930659487647133 0.013147973071276825 0.05680189233957024 -0.065434556978266792 0.070906444783978839 -0.039152888271215491 0.056677646034703349 0.07300708107208001 -0.04120299751968369 0.045093372598628972 0.02874504108741744 0.036339991800328139 -0.057985498499218774 0.065946329689457336 -0.037181295382254939
leaf_weight=0.51684340834617604 1.5008731782436373 2.4604127258062389 1.5709605962038065 1.3156694695353532 1.8297000527381886 2.3323469161987296 1.0035822540521611 1.018971249461172 0.96343292295932759 0.74394434690475453 3.5562680885195732 3.5590843334794044 0.52306465804576863 5.7022214010357883
leaf_count=3 9 14 9 7 11 13 5 6 5 5 20 22 3 34
internal_value=0.00299145 0.0105014 -0.0270398 0.0166409 0.0105873 0.0168667 0.00923135 0.00174938 -0.00551694 -0.0268769 0.0190701 -0.0429908 -0.0213527 -0.0286951
internal_weight=28.5974 21.8552 3.07183 18.7834 16.323 14.4933 12.161 10.8453 9.8417 5.26646 4.57524 4.30303 6.74213 6.21906
internal_count=166 126 18 108 94 83 70 63 58 32 26 27 40 37
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=15
num_cat=0
split_feature=46 48 51 15 57 35 45 38 41 56 45 37 36 17
split_gain=2.47446 1.79982 1.72419 2.89154 4.32815 2.4379 3.2352 2.58207 2.10554 2.12511 1.98684 1.86587 2.60192 2.03705
threshold=-35.142976509112479 37.826723321934352 15.015653287794056 92.843933038486469 158.91124153522887 13.316005203061048 -20.675565831108567 7.0509593755997422 6.7002116255249895 69.226367774588638 -36.419763556331198 9.7448965912087075 8.0930313364719542 -3.2906631175093066
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 5 4 -4 10 -7 -8 -9 -10 -3 12 -6 -13
right_child=1 2 3 -5 11 6 7 8 9 -11 -12 13 -14 -15
leaf_value=0.067681079838557395 0.062926113560885233 -0.060633217157900515 -0.061327723560640847 0.037857280952954611 0.063540341527498767 0.070421771880491493 -0.049193207786465763 0.065868929061215595 0.062186308239086399 -0.052637431732818735 0.053066833138697381 -0.065766117792644296 -0.047315520553244894 0.043972316798611938
leaf_weight=1.4004184752702737 1.0733237415552164 0.42795813083648671 4.8279274776577932 2.1529647782444945 0.65918999910354648 1.1786565631628034 3.471023790538311 1.1879225894808771 0.57205579429864872 1.3631758540868757 3.7595904171466845 0.49772568792104754 2.6866713464260101 2.8124363198876381
leaf_count=8 7 3 29 12 4 6 20 7 4 9 21 3 16 17
internal_value=0.002897 -0.000504677 -0.0031644 -0.0153173 -0.0252862 0.010692 -0.00587695 -0.0195147 0.0134694 -0.0186955 0.0414469 0.000856331 -0.0254751 0.0274717
internal_weight=28.071 26.6706 25.5973 13.6369 11.484 11.9604 7.77283 6.59418 3.12315 1.93523 4.18755 6.65602 3.34586 3.31016
internal_count=166 158 151 81 69 70 46 40 20 13 24 40 20 20
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=15
num_cat=0
split_feature=7 19 50 40 24 13 13 59 1 52 7 24 25 33
split_gain=1.85965 1.63072 2.4201 2.12781 2.60475 1.70445 2.36969 1.77648 1.61933 2.05636 2.05565 1.58473 1.74003 1.44124
threshold=0.49287448281457902 -2.2766998362420572 14.230632192981234 1.5866549965216654 -0.042670827558160172 88.078861145257278 94.510793896037299 107.62190505798166 65.014040596046769 38.429994912150704 0.51461350012154927 0.56381328442214862 -0.72684439595187944 37.204003292113391
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 2 -2 5 -5 7 -7 -3 -6 10 -10 12 -1 -11
right_child=1 3 -4 4 8 6 -8 -9 9 13 -12 -13 -14 -15
leaf_value=0.063290771785934008 -0.030544088396236929 0.066005853475747153 0.062633929499957927 -0.046726175923056452 0.044229525716217917 -0.053246895800388133 0.071350633239029557 -0.018397684554366033 0.045705308060941405 -0.030927046720086577 -0.039357802438772266 0.064882616311476793 -0.035676455333019851 0.07126952279269165
leaf_weight=0.48308676481246937 0.92247508466244399 2.9547952786087985 2.849259689450264 3.228834353387362 2.0920536592602641 1.1503074318170545 0.57104144990444172 0.79012052714824665 0.8732665181159972 0.48844525218009938 3.8045727983117104 0.50088664144277562 5.5081690475344685 1.1746066361665723
leaf_count=3 6 17 16 21 13 7 3 5 6 3 23 3 34 6
internal_value=0.00282118 0.0100822 0.0398448 0.00352822 -0.00853727 0.0292688 -0.0119128 0.048198 0.00608463 -0.00650054 -0.0234781 -0.0205538 -0.0276965 0.041254
internal_weight=27.3919 20.8998 3.77173 17.128 11.6618 5.46626 1.72135 3.74492 8.43294 6.34089 4.67784 6.49214 5.99126 1.66305
internal_count=166 126 22 104 72 32 10 22 51 38 29 40 37 9
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=15
num_cat=0
split_feature=19 45 5 35 13 71 40 19 33 45 41 5 71 56
split_gain=2.61374 2.08726 2.28621 3.14528 2.25419 1.8527 1.93581 4.19982 2.01502 1.83694 2.57177 1.63194 1.52561 1.41072
threshold=2.8590068779803417 -17.997661015036041 0.52864646079651434 12.668938132708435 96.881734196063618 0.30157315259878026 1.8309930400415417 1.1582105141705104 37.839538536877022 -45.234825642203056 4.7993428746644575 0.45905629354829974 0.48996968900641025 53.623743886582552
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 -4 5 6 7 -3 -9 10 -1 -10 -7 -8
right_child=-2 4 3 -5 -6 12 13 8 11 -11 -12 -13 -14 -15
leaf_value=0.06251747426393045 0.062215512457908906 -0.0636509338276086 0.065338996827062054 -0.048476394729410954 0.070657306156040739 0.066521541767919926 0.0051879485966498679 -0.031261245365117138 -0.027779835553580396 0.049923632411487659 -0.069023315846811442 0.060230571400463451 -0.023782037229041694 -0.053791844333208994
leaf_weight=0.63682229816913583 1.4769101813435543 2.213709652423864 0.80876897275447879 2.4332985877990723 0.70946352928876777 1.0441361740231503 1.2108903229236601 1.3330607116222379 0.66512185335159335 4.1269783228635841 0.89212565124034882 2.5311927944421768 0.84719544649124134 6.2305349111557007
leaf_count=4 10 14 5 15 4 6 8 8 4 24 5 16 5 38
internal_value=-0.00246644 -0.00618596 0.0133913 -0.0200839 -0.016564 -0.0204132 -0.0266114 -0.00720733 0.0203792 0.0325798 -0.0142352 0.0419165 0.0260713 -0.0441945
internal_weight=27.1602 25.6833 8.89799 3.24207 16.7853 16.0758 14.1845 6.74309 4.52938 5.65593 1.52895 3.19631 1.89133 7.44143
internal_count=166 156 53 20 103 99 88 42 28 33 9 20 11 46
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=15
num_cat=0
split_feature=19 37 13 5 55 38 25 28 35 18 5 38 39 7
split_gain=2.45206 1.8316 2.33838 2.4698 2.33476 2.17409 1.91307 2.11284 1.86274 1.85127 1.74817 2.03285 1.65251 1.95698
threshold=2.8590068779803417 6.3807046544634787 86.549505064736493 0.52864646079651434 11.469066966089237 4.4065124525173394 -0.077868716982256239 0.38549951835287083 12.668938132708435 -3.1490163653344392 0.5339119228512762 8.5806932749647196 2.4052142424440928 0.4889569697793314
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 9 -1 6 -6 -8 -5 -3 -4 -12 13 -11
right_child=-2 2 10 8 5 -7 7 -9 -10 12 11 -13 -14 -15
leaf_value=-0.047952902029943831 0.061502288239655936 -0.061534988871201984 -0.057437530360484927 0.061623098356287515 0.065099095342740956 0.066226942360378918 0.038347178885343419 -0.04875336061905805 -0.04739811232255528 -0.06289045923521025 0.033224504009202765 -0.06869814324417127 0.068012149294894783 0.022735048915787457
leaf_weight=1.2363004386425078 1.4207579866051663 0.70731927454472199 4.2600425258278838 0.44504794478416476 0.98536792397499118 2.272361621260643 1.1286968812346461 1.8172271177172659 3.2751086503267288 0.78563674539327166 1.4077186882495882 0.74979390203952778 1.5937220081686971 4.4300813749432564
leaf_count=7 10 5 27 3 6 14 7 10 22 5 9 4 9 28
internal_value=-0.00240002 -0.00601794 -0.014787 -0.00103517 0.0147905 0.0272943 0.00479053 -0.0153818 -0.0343557 0.0154557 -0.038866 -0.00219637 0.023453 0.00983739
internal_weight=26.5152 25.0944 17.6545 11.2369 7.43995 6.20365 3.93129 2.94592 3.72016 7.51676 6.41756 2.15751 6.80944 5.21572
internal_count=166 156 112 72 44 37 23 17 25 47 40 13 42 33
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=15
num_cat=0
split_feature=19 2 41 54 14 42 19 18 51 9 30 69 69 32
split_gain=2.30185 1.86602 1.86945 2.50331 2.06818 1.63103 2.12566 1.71473 2.20527 1.61455 2.25466 1.71901 2.62545 1.73719
threshold=2.8590068779803417 28.510888163920633 3.9273066268630537 110.88460681877491 89.23675606964639 67.484228123155233 1.9861715390682602 2.017049842347352 2.3497044840219607 30.500000000000004 0.070312134372012711 0.67587597959215528 0.7266102300449413 0.043406370050845362
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -5 7 -7 8 -4 10 11 -10 -13 -14
right_child=-2 2 5 4 -6 6 -8 -9 9 -11 -12 12 13 -15
leaf_value=0.063656350200025302 0.060837408004072037 0.045866360607072665 0.042076194883976514 -0.053626702537602405 0.031952536506888618 0.071559025496814671 -0.060532827746422657 -0.066388981323072971 -0.048399806204576651 -0.053202442970732136 0.037422398785763616 0.064092176023135453 0.063357544090775542 -0.043934245263022906
leaf_weight=0.92893593758345261 1.3658612072467793 3.187117516994479 1.4847471565008223 1.7085997536778452 1.2030769214034078 1.0518775582313526 0.42869062721729267 1.8808535039424885 3.7130141705274564 3.1739377826452246 1.8557980135083196 1.1120761483907702 0.44939146190881762 2.3508535772562027
leaf_count=6 10 21 9 10 8 6 3 11 24 21 11 7 3 16
internal_value=-0.00233664 -0.00585439 -0.00859045 0.0152483 -0.0182662 -0.0168977 0.0333125 -0.021538 -0.015572 -0.0223355 -0.0120024 -0.024031 -0.000903622 -0.0267157
internal_weight=25.8948 24.529 23.6 6.09879 2.91168 17.5012 1.48057 16.0207 14.1398 12.6551 9.48113 7.62534 3.91232 2.80025
internal_count=166 156 150 39 18 111 9 102 91 82 61 50 26 19
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=15
num_cat=0
split_feature=19 2 41 54 56 14 4 33 22 66 65 40 22 14
split_gain=2.16215 1.74675 1.72754 2.30169 1.9636 1.90668 1.50009 1.68844 1.73115 1.49436 2.57759 1.33817 1.5094 1.33567
threshold=2.8590068779803417 28.510888163920633 3.9273066268630537 110.88460681877491 95.215797628309488 89.23675606964639 60.318895284936012 38.70946492194129 0.74172603451739827 1.9436185671249377 109.06072287166526 1.7842893763124115 0.49368455882505091 89.977065126678909
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 -5 7 8 -4 11 -11 12 -9 -8
right_child=-2 2 6 5 -6 -7 13 9 -10 10 -12 -13 -14 -15
leaf_value=0.062854619420920896 0.060216825409506985 0.059385544208150988 -0.063229891877830055 -0.052132865415268327 -0.059980760980044706 0.030644550595091892 0.068996775360409504 -0.016312912266071063 0.021873946037359725 0.056875989241908266 -0.04223435283787258 -0.035175738364529953 0.064337714365299656 -0.029688051599567764
leaf_weight=0.89461529254913941 1.3122968971729267 2.7376425936818154 3.4182546064257648 1.6706553474068644 0.39413410425186146 1.1919951587915418 0.9137558415532101 2.0362932905554758 0.72414222359657276 1.7862098738551133 1.0368058532476423 5.8106278702616692 0.81126157194375981 0.54881551861763
leaf_count=6 10 18 22 10 3 8 5 14 4 10 6 40 6 4
internal_value=-0.00227522 -0.00569576 -0.0083528 0.0147417 0.0443633 -0.0176647 -0.0164552 -0.020988 -0.0483527 -0.0111149 0.0204758 -0.0214152 0.00666426 0.0319663
internal_weight=25.2875 23.9752 23.0806 5.99443 3.13178 2.86265 17.0862 15.6236 4.1424 11.4812 2.82302 8.65818 2.84755 1.46257
internal_count=166 156 150 39 21 18 111 102 26 76 16 60 20 9
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=15
num_cat=0
split_feature=62 58 58 52 70 26 28 8 36 22 6 33 25 43
split_gain=1.52067 2.14389 2.99784 2.44729 1.77305 1.47026 1.44326 1.17104 1.09557 1.17547 1.08269 1.00154 1.14314 1.00342
threshold=110.98555880967709 111.59294049976786 107.97316481515701 37.826795689102404 -0.31359573084228737 1.1581032741283019 0.43192844410131809 31.500000000000004 7.1137455174162314 0.60002697272211802 0.51242123494920688 60.674066162778395 0.83639633506628563 -52.469955741167666
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 11 -1 -4 -6 -10 -8 12 13 -2
right_child=5 -3 7 -5 8 -7 10 -9 9 -11 -12 -13 -14 -15
leaf_value=0.064064571418528657 0.0066138511555673815 -0.054244685894347812 0.063378737392847578 0.064421813216437279 0.022666347532127235 -0.06221012114816981 0.039108205168213256 -0.031685051237563787 -0.049385498857211128 -0.009311177876279008 -0.067777885121750509 -0.03811661504661662 -0.042113024486187617 0.048259416434304724
leaf_weight=1.0183017998933799 2.2630191296339026 2.4275314807891837 1.987137779593467 0.92548989504575807 0.8991557657718684 0.56334251165390004 0.41924796998500813 0.38705018162727345 5.2861431539058668 2.798641748726368 0.54477934539318085 0.64253617823123921 0.54737035930156697 4.0082179903984061
leaf_count=7 15 16 13 6 6 4 3 3 36 20 3 4 4 26
internal_value=-0.00220872 -0.0108071 -0.00341565 -0.013657 -0.0202464 0.0156787 0.0225538 0.047881 -0.0296904 -0.0355133 -0.021294 0.0215595 0.027183 0.0332313
internal_weight=24.718 16.6935 14.2659 11.8918 10.9663 8.02449 1.98233 2.37419 8.98394 8.08478 0.964027 7.46114 6.81861 6.27124
internal_count=166 113 97 81 75 53 13 16 62 56 6 49 45 41
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=15
num_cat=0
split_feature=6 46 19 1 33 38 19 25 6 13 70 33 34 26
split_gain=1.41879 1.44343 1.85703 2.60454 2.001 1.9301 1.80209 1.44522 1.43505 1.43583 1.3613 1.34816 1.66329 1.27142
threshold=0.47356147956941613 -35.142976509112479 1.4085728663856159 71.190494385048567 56.758306353839679 11.379187976733347 1.8998773480910283 -0.72684439595187944 0.58462697566696975 91.418571681730043 0.97513480854633972 39.679912318990965 24.905103192524077 -0.75546867054629863
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 -2 4 8 5 7 -5 -3 10 -10 -4 -1 -13 -9
right_child=1 2 3 6 -6 -7 -8 13 9 -11 -12 12 -14 -15
leaf_value=-0.063456812699890272 0.065232275064444692 0.026503859289643317 0.065362071893001375 0.062599436440168868 0.046397121606839023 0.048104428254927584 -0.054253910779875618 0.06477599601300213 0.060497968213853164 -0.048099800488921048 -0.020065594318182323 0.065003727784529799 -0.034929043087290182 -0.036331336816057373
leaf_weight=1.5831796675920515 0.95376595109701767 1.1982989758253122 3.5690754130482665 0.42445159703493107 1.3814305886626232 1.0067517161369313 1.4817340299487112 0.32381176948547619 0.49462100863456704 0.79131228476762772 0.5364212542772292 0.63458511978387822 1.2109274268150327 7.816421739757053
leaf_count=10 6 8 23 3 9 6 9 2 4 5 4 4 8 53
internal_value=0.000108717 0.00520842 0.00219919 0.0220018 -0.0101241 -0.0176715 -0.0282341 -0.0247626 0.0397631 -0.00632879 0.0542002 -0.0296059 -0.000566855 -0.0323094
internal_weight=23.4068 19.9781 19.0243 7.29762 11.7267 10.3453 1.90619 9.33853 5.39143 1.28593 4.1055 3.42869 1.84551 8.14023
internal_count=154 132 126 48 78 69 12 63 36 9 27 22 12 55
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=15
num_cat=0
split_feature=18 19 29 25 19 35 29 63 1 69 69 35 33 41
split_gain=1.29343 2.60729 1.80145 2.55024 2.68875 2.00651 1.8087 1.60161 1.43375 1.33368 1.87703 1.18871 1.38353 1.18852
threshold=-3.8778630531238751 -2.6456976492982336 0.42837379618725141 -0.03833837667456072 1.3454681789289771 18.065235489401221 0.49411223682695743 91.568868618900652 73.454787103601703 0.72342412918839971 0.75416955657407569 12.580619468224898 39.857770073359994 9.6647439045021262
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 -5 7 -7 -4 -6 13 -11 -12 -13 -9
right_child=1 2 5 4 8 6 -8 9 -10 10 11 12 -14 -15
leaf_value=-0.061194991959769331 0.051549094531252816 0.053035940733932509 0.065823426858467773 -0.040517603237295773 0.053721255981315774 -0.030128746536425624 0.061759271807506205 -0.052779814349241776 -0.036298736887477347 0.066260624419491126 0.041406757506084989 0.028018825137406361 -0.063660237844343076 0.032630804533189992
leaf_weight=0.82914060354233043 2.4058154448866871 2.8146709129214287 0.45084531605243583 2.699889704585078 1.8378425985574725 0.87218698114156668 1.3874617889523504 5.1021993607282621 0.58251507580280293 0.70696023106575046 0.54149106144905124 0.545047648251057 1.6797619909048078 0.44264356046915043
leaf_count=6 15 18 3 19 13 6 11 33 4 4 4 4 11 3
internal_value=0.000113144 0.00241648 -0.00359486 0.0148045 -0.00621189 -0.0160428 0.026292 -0.0261455 0.0320559 -0.0307434 -0.00644853 -0.0250302 -0.0412001 -0.0459615
internal_weight=22.8985 22.0693 19.6635 7.93492 5.12025 11.7286 2.25965 9.46895 2.42036 9.0181 3.47326 2.7663 2.22481 5.54484
internal_count=154 148 133 54 36 79 17 62 17 59 23 19 15 36
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=15
num_cat=0
split_feature=23 25 21 29 9 70 49 55 5 38 52 50 66 16
split_gain=1.2559 3.26284 1.49924 1.34659 1.97043 1.52584 1.47411 1.8815 1.42566 1.32928 1.5339 1.28458 1.22814 1.57231
threshold=-0.86398081180124542 -0.72684439595187944 -1.3959666879696904 0.42837379618725141 13.500000000000002 0.68531704486064726 38.275481900122664 26.652262324128198 0.553718831308742 8.2368664451429989 36.035516838752109 6.6741863082756021 2.6347012616035985 -2.3179330690891446
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 -4 6 8 -8 -5 10 -9 -10 -3 -14
right_child=2 12 3 5 -6 -7 7 9 11 -11 -12 -13 13 -15
leaf_value=0.066390094155374821 0.063959702193347664 -0.055167338127242796 -0.015757842405978034 0.061169319182576835 0.03804947458053444 -0.047253066408948406 -0.062354754496100256 0.061769456060992128 0.059085168922956059 -0.046406865269511377 -0.02849454000942488 -0.065809051879241881 -0.061507332531835823 0.066798353500769556
leaf_weight=0.86655236780643452 1.0654222369194091 3.1986523270607021 2.668955370783805 1.5544004142284378 4.6935607120394707 2.1316460967063904 1.4634169116616247 1.2970396354794509 0.33099480718374241 0.81932028383016575 0.73872497677803028 0.54467038810253143 0.43337143957614899 0.53175042569637287
leaf_count=5 7 23 21 12 30 15 10 9 3 6 4 3 3 3
internal_value=0.000110602 -0.0218805 0.00650195 0.00273308 0.018544 -0.0103756 0.00127271 -0.0162569 0.0324247 0.00737131 0.029015 -0.0186 -0.0402511 0.00918488
internal_weight=22.3385 5.03033 17.3082 16.2427 7.36252 8.88021 6.74857 4.3185 2.43007 2.85508 2.03576 0.875665 4.16377 0.965122
internal_count=154 34 120 113 51 62 47 29 18 19 13 6 29 6
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=15
num_cat=0
split_feature=2 1 6 71 29 64 25 19 64 49 36 37 3 0
split_gain=1.21456 1.32605 1.25963 1.79963 1.38168 1.96437 1.52591 2.78256 1.48462 1.38009 1.46374 2.19366 1.39396 1.30944
threshold=28.510888163920633 26.363599999372763 0.47356147956941613 -0.57987397306311717 0.42837379618725141 92.797148330615897 0.1876880568531876 1.3454681789289771 101.22248670393522 60.159507363563357 8.4646903860140181 10.627907746489745 51.546494922276757 87.111654338032551
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 6 -6 -4 -8 -7 10 -10 -12 -13 -14
right_child=1 2 4 -5 5 8 7 -9 9 -11 11 12 13 -15
leaf_value=0.060743947297090442 -0.061902299260780835 0.064601381569455787 0.056071771487086433 -0.043451506580144919 0.049481555749810537 -0.037331898368658745 -0.047714627479634432 0.045390655506990812 -0.047376832882250482 -0.041600376314889255 0.064259301081415823 -0.060043633294665971 0.059031682135694097 -0.06323851996539355
leaf_weight=0.79573010653257625 0.89030043035745876 0.44811142235994372 2.4210565388202694 2.7511772364378002 1.4781112745404232 3.7002726718783361 1.4555611535906794 1.7885500267148016 0.77159366756677616 1.3570647090673444 2.0242029353976254 0.81320455670356739 0.8126459866762159 0.29973488301038742
leaf_count=6 6 3 16 19 10 27 11 13 6 9 13 6 7 2
internal_value=0.000108631 -0.00218769 0.000454484 -0.028317 0.00589404 -0.0042415 0.0260336 0.00361637 -0.0123621 0.00283841 0.0156114 0.0279162 -0.0102881 0.0260856
internal_weight=21.8073 21.0116 20.1213 3.19929 16.922 11.2568 5.66517 3.24411 9.77872 6.07845 4.72138 3.94979 1.92559 1.11238
internal_count=154 148 142 22 120 80 40 24 70 43 34 28 15 9
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=15
num_cat=0
split_feature=2 23 25 58 58 33 13 2 66 66 18 15 42 9
split_gain=1.14268 1.12593 3.19962 1.3318 2.44503 1.39673 1.91273 1.53878 1.3859 1.30721 1.38505 1.26991 1.25479 1.12723
threshold=28.510888163920633 -0.86398081180124542 -0.72684439595187944 113.58787746305531 106.48929117521834 42.884078591592761 96.251638344331454 38.173713065335853 -0.93525891345887324 2.6347012616035985 -3.0644138261866067 89.173526133604511 -61.004393431824063 61.500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 5 6 7 -3 -7 -4 -11 -10 -6 -5
right_child=1 3 9 13 12 8 -8 -9 11 10 -12 -13 -14 -15
leaf_value=0.060134825930050088 0.064825569616712625 0.060367310984055393 -0.060254847442555486 -0.031364798774945878 -0.059536537611585588 0.061756628233641545 0.066662114311141343 -0.04357029773958912 0.037341020794643166 -0.060207161462793882 0.064800445851262531 -0.031837505613173687 0.057815821378915479 0.040887945167080275
leaf_weight=0.76439417898655193 0.83003847301006306 0.39624077826737858 2.8478819653391887 3.5039949864149103 0.24603459984064135 1.3239264488220213 0.5484936088323592 3.5150848776102066 1.204280272126198 0.40038711577653885 0.49616698920726765 1.4770454987883566 3.071198269724845 0.63811945915222157
leaf_count=6 5 3 22 24 2 10 3 26 10 3 3 11 21 5
internal_value=0.000111073 -0.00212718 -0.0239908 0.00415339 0.0127268 -0.00153155 -0.0207788 -0.0330408 0.0199001 -0.0436789 0.00897399 -0.00076693 0.049112 -0.0202338
internal_weight=21.2633 20.4989 4.57447 15.9244 11.7823 8.46507 4.45982 3.91133 4.00525 3.74444 0.896554 2.68133 3.31723 4.14211
internal_count=154 148 33 115 86 63 32 29 31 28 6 21 23 29
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=15
num_cat=0
split_feature=57 35 10 71 51 16 1 70 70 5 64 35 26 5
split_gain=1.88558 2.05076 1.70106 1.80575 1.57642 1.43548 1.65691 1.83656 1.42545 1.28693 1.25525 1.45562 1.13334 1.67856
threshold=158.91124153522887 22.788230815231788 14.500000000000002 0.79343009310535073 1.7846598977639199 0.5205052660096855 71.782760684399932 0.80042349712878635 0.22766719522528964 0.46212626480966046 108.59923353297258 16.664558484464745 0.047913743650451417 0.50272119636172985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 8 12 -1 10 7 9 -2 -7 -6 -12 -4 -14
right_child=2 -3 3 -5 5 6 -8 -9 -10 -11 11 -13 13 -15
leaf_value=0.034267450626312514 0.025197519417328985 0.059244624634954605 0.055221834895648574 -0.06487464441270728 -0.054581149145469077 -0.025296921120828198 -0.060716457018091752 -0.060364273819256437 -0.062530426850922499 0.040429776597613265 0.035999145885258849 -0.063144269893719393 -0.042398850290507842 0.043084797336594219
leaf_weight=1.2936026826500899 0.81639302521943857 0.91791503131389696 3.4902304634451866 0.47000993788242329 4.4249196946620923 1.0274376347661021 1.1072713658213613 0.81821517646312703 1.0698064565658567 2.7068675644695759 0.95543040335178353 0.60443144291639328 0.92233499139547381 1.5217077210545538
leaf_count=10 6 6 25 3 34 8 8 6 7 20 6 4 8 11
internal_value=-0.00168762 -0.0129728 0.0171736 0.0294649 -0.0180964 -0.0239135 -0.00586126 0.00748071 -0.0245596 0.0223461 -0.0409854 -0.00241797 0.0369369 0.0108249
internal_weight=22.1466 13.8561 8.29048 6.40428 12.9382 11.6446 5.65979 4.55252 1.8862 3.73431 5.98478 1.55986 5.93427 2.44404
internal_count=162 102 60 47 96 86 42 34 13 28 44 10 44 19
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=15
num_cat=0
split_feature=57 9 71 70 34 57 34 50 34 50 60 14 46 40
split_gain=1.74676 1.57612 1.67901 1.33856 1.33289 1.33056 1.65842 1.71138 1.65957 1.73291 1.29666 1.28145 1.22974 1.11276
threshold=158.91124153522887 14.500000000000002 0.79343009310535073 0.22766719522528964 36.662140599099438 107.14247517875062 26.653335900294454 40.795829496619369 21.055760949285546 31.590523866776326 98.692634420354281 93.741936629724265 39.836865149973846 3.2578813575673089
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 12 -2 5 6 7 8 9 -1 -8 -7 13 -3
right_child=1 2 -4 -5 -6 11 10 -9 -10 -11 -12 -13 -14 -15
leaf_value=-0.054807435257904671 0.024082992697126219 0.052066727254005823 -0.063998954400050725 -0.061786388850042541 0.047888455949093842 -0.050927078319742185 0.022917913049347816 -0.04796069662576926 0.045962918165630355 0.062200283887866852 -0.049262854569845242 0.05701082403959197 -0.036332762136377893 -0.016911940194419672
leaf_weight=1.0287156328558902 0.81159169971942713 4.5923613086342812 0.45304890722036351 1.0295739397406576 0.85196626186370927 3.3668149635195745 0.80399670451879535 1.0049560889601705 2.9556715041399002 0.45701646804809559 2.7514609321951866 0.29942978173494328 0.53423069417476643 0.6699654534459113
leaf_count=8 6 33 3 7 5 26 6 8 22 3 21 3 4 7
internal_value=-0.00165226 0.0167235 0.0287017 -0.0239349 -0.0126488 -0.0167202 -0.00637879 0.0109611 0.0242934 -0.0188154 -0.0329406 -0.0421116 0.035947 0.0432848
internal_weight=21.6108 8.09077 6.24961 1.84117 13.52 12.6681 9.00182 5.44636 4.4414 1.48573 3.55546 3.66624 5.79656 5.26233
internal_count=162 60 47 13 102 97 68 41 33 11 27 29 44 40
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=15
num_cat=0
split_feature=57 7 9 35 26 34 57 33 49 38 35 49 56 37
split_gain=1.6156 1.84209 1.93155 1.81162 1.71954 1.71367 1.31949 1.73021 1.60363 1.41045 1.21295 1.18513 1.34449 1.16407
threshold=158.91124153522887 0.53901717991134135 16.500000000000004 22.788230815231788 0.95886492427833925 19.07948759024357 107.14247517875062 49.973463948879733 36.677950030677017 9.5346693142488395 14.06598247738099 32.650518392842727 58.637970009323176 9.7448965912087075
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 -3 -4 7 8 11 -10 -7 12 -1 -12
right_child=1 4 5 -5 -6 10 -8 -9 9 -11 13 -13 -14 -15
leaf_value=0.059978798251046829 -0.048999180676385576 0.064067179732847604 -0.061230464943141355 0.057006410907675865 -0.057288634835935597 0.062546851207765652 -0.042164411639026803 -0.040795238623270766 -0.036181250518679708 0.046038967515538792 -0.061592625623095192 0.060735050794269052 -0.044521750133537895 0.0323231200848344
leaf_weight=0.51379112154245221 1.5056049972772587 2.4106499291956429 0.57204493135213885 0.8794252276420601 0.33211193233728398 1.6346327364444735 3.717611327767373 2.5772387459874153 2.3260632082819943 0.67237966507673252 0.50460100173950173 1.7404609434306619 0.76769386231899261 0.95324854925274849
leaf_count=4 11 17 4 6 3 12 30 20 17 5 4 13 7 9
internal_value=-0.00161203 0.0162508 -0.00132039 -0.0123244 0.0493726 0.0182689 -0.0172753 -0.00651328 0.00816231 -0.0177439 0.0329746 0.0338671 -0.00262391 -0.000183649
internal_weight=21.1076 7.91289 5.17013 13.1947 2.74276 3.66453 12.3152 8.59763 6.02039 2.99844 3.09248 3.02195 1.28148 1.45785
internal_count=162 60 40 102 20 29 96 66 46 22 25 24 11 13
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=15
num_cat=0
split_feature=57 51 16 34 16 16 17 70 5 9 69 26 70 46
split_gain=1.50115 1.44608 1.36869 1.41817 1.55804 1.71162 1.73082 1.77913 1.75528 1.36193 1.5587 1.59625 1.21373 0.879885
threshold=158.91124153522887 1.7846598977639199 -0.94484924558281824 37.384605847259465 -0.74633496813073508 0.5205052660096855 1.8961511990173709 0.84303062451004263 0.46212626480966046 14.500000000000002 0.76428689092023538 -0.1840063077830347 0.22766719522528964 39.836865149973846
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -4 -6 7 8 -7 12 13 -12 -2 -11
right_child=9 2 3 -5 5 6 -8 -9 -10 10 11 -13 -14 -15
leaf_value=0.036418119758520592 0.023198118682898585 -0.049881071573009375 0.063103991622635247 0.072949625558677622 -0.054211229875334332 -0.028022442031594624 -0.060760569348891486 -0.059101207938599888 0.048301068712797171 0.050441529769880845 0.056562178183045923 -0.049179524201121733 -0.060573657473090251 -0.027688528800566721
leaf_weight=1.3788266032934213 0.78720630705356487 2.5756997168064109 0.6171519309282284 0.50409434735775072 2.434558838605879 1.0809946581721308 1.0662541612982748 0.75987325608730305 2.4849856682121754 3.8934977948665619 0.53186121210455883 1.084940508008003 0.95926147699356079 0.39710774272680271
leaf_count=11 6 22 4 3 19 9 8 6 20 29 6 9 7 3
internal_value=-0.00156673 -0.0119735 -0.0177636 -0.00851846 -0.0133821 -0.0194132 -0.00370176 0.0103623 0.0251643 0.0159763 0.0274444 -0.0143949 -0.0228142 0.0432104
internal_weight=20.5563 12.9024 11.5236 8.94791 8.44382 7.82667 5.39211 4.32585 3.56598 7.65388 5.90741 1.6168 1.74647 4.29061
internal_count=162 102 91 69 66 62 43 35 29 60 47 15 13 32
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=15
num_cat=0
split_feature=57 7 10 15 1 37 14 45 16 22 5 48 5 5
split_gain=1.39321 1.68805 1.6783 1.5306 1.46152 1.23609 1.37047 1.24244 1.76697 1.04257 1.00679 1.08587 0.9471 0.827719
threshold=158.91124153522887 0.53901717991134135 16.500000000000004 9.8692953935083079 71.782760684399932 6.996619529141908 87.547132416697835 19.649668933246254 -1.5358681020143425 -0.82723776920238834 0.49367517677925232 77.329371147364625 0.51429892670245392 0.46212626480966046
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 5 6 -5 8 -7 -3 11 13 -9 -4
right_child=1 9 10 4 -6 7 -8 12 -10 -11 -12 -13 -14 -15
leaf_value=-0.057741407468559561 -0.047284032211853698 -0.021824947991363988 0.046868145191338612 -0.031839097095277012 -0.05912317145269802 -0.03233766280387914 0.041163762487718344 -0.05706491135126926 0.049247932392580324 0.062916201839063379 0.042727640733362493 -0.063025390283808422 0.02207261123717684 -0.055820020542320041
leaf_weight=1.5790102705359483 1.42693930864334 0.43770264834165606 0.7638552784919741 3.5849078558385354 1.1230960562825192 0.84470660984515999 0.7833607792854308 0.83809389919042565 3.0963013246655482 2.1255020014941692 1.8240920752286909 0.62644743919372547 0.68878310173749924 0.26408128067851067
leaf_count=15 11 4 6 29 9 6 6 8 23 16 16 4 6 3
internal_value=-0.0015345 0.0155612 -0.00162166 -0.0117178 -0.00508676 0.00108314 -0.0187475 0.0169258 0.0317611 0.0484455 0.0171099 -0.0111356 -0.0213655 0.0204871
internal_weight=20.0069 7.46862 4.90542 12.5383 10.9592 9.83615 4.36827 5.46788 3.94101 2.5632 3.47848 1.65438 1.52688 1.02794
internal_count=162 60 40 102 87 78 35 43 29 20 29 13 14 9
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=15
num_cat=0
split_feature=35 68 35 43 48 6 40 38 38 41 64 26 36 67
split_gain=1.29604 1.56925 1.497 2.4487 1.36652 1.38314 1.23533 1.04768 0.934772 1.15824 0.922836 0.91159 1.41362 0.978765
threshold=18.657905433427654 0.69402078301677961 12.13641154135656 60.096162126697642 74.400005681502606 0.56214302216367051 2.3347068382745735 4.8882369483151091 4.8391795549137511 5.7598205763614763 98.630606605965241 -0.30073667261988785 11.692509790540617 -0.31277806469143843
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 11 10 -6 -3 -10 -7 12 13 -4
right_child=1 8 4 -5 7 6 -8 -9 9 -11 -12 -13 -14 -15
leaf_value=0.039467350352792696 0.045611107849307969 -0.060721681788763131 0.061059702704026823 -0.051667374721075937 -0.016334850370969999 -0.016770234994894856 -0.060806805162750936 0.063399968191026126 0.060219856380455822 -0.036423405282118841 0.060518208289883392 -0.05231317298366233 -0.059976903878113989 -0.019487079990910192
leaf_weight=2.8933017626404793 2.6019470691680899 0.68665909767150868 0.66970023512840271 0.98902013897895802 0.86075726896524318 0.6484634801745417 0.4992089308798312 0.79017115756869316 0.62129905074834801 0.61880023404955864 0.95503154397010803 4.3673014082014552 1.0328948348760603 0.86340115964412623
leaf_count=22 20 5 5 8 6 6 4 6 5 6 7 37 8 6
internal_value=-0.00307878 0.0202836 -0.0103407 0.0162508 -0.0200008 -0.0276432 0.00787872 0.021828 -0.0139194 0.0119956 0.0292623 -0.0384162 -0.0147636 0.0156979
internal_weight=19.098 4.52871 14.5693 3.88232 10.6869 9.036 2.1027 1.65093 1.92676 1.2401 1.6035 6.9333 2.566 1.5331
internal_count=151 36 115 30 85 73 17 12 16 11 13 56 19 11
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=15
num_cat=0
split_feature=49 48 6 34 70 9 66 43 69 48 21 64 21 70
split_gain=1.17637 1.88602 1.23821 1.50896 1.31586 2.01629 1.73388 1.21759 1.02251 1.02038 1.17798 0.689717 0.814733 0.549141
threshold=32.650518392842727 38.351515630668658 0.55537233077893489 23.240448646966851 0.93064084539458503 46.500000000000007 3.6366393833081943 78.952440432606807 0.33356622009304643 43.096716806678444 1.0519743068433263 98.630606605965241 -1.1445083146986523 1.0417224119434583
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 5 -5 -6 9 -4 -2 -11 -10 -13 -3
right_child=2 13 8 4 6 -7 -8 -9 11 10 -12 12 -14 -15
leaf_value=0.060296607002551218 -0.058982461587356164 -0.050531312359229454 -0.061847277681964991 -0.050745680292879659 0.056143185589053846 0.04373968655183013 -0.058634420989868402 -0.051599919402848173 -0.011767511715671725 0.038649292996669499 -0.030351780008650998 -0.028958024954556155 0.058558774867418867 0.02064894469966996
leaf_weight=0.50969936698675455 0.36365097761153986 2.7683703973889355 0.282353594899177 3.7085373252630234 0.99299988895654656 0.66603421419858921 0.4920952245593071 0.63725977018475521 0.58207701891660724 3.9854124449193478 0.73217106610536564 0.30069232732057694 2.3005141466855994 0.30035792291164387
leaf_count=4 3 24 2 31 7 5 4 5 5 30 6 3 19 3
internal_value=-0.00300411 -0.0287708 0.00312493 -0.00472308 -0.0225548 -0.0363602 0.0181109 0.0135489 0.0293439 0.0217195 0.0279403 0.0374325 0.0484421 -0.0435644
internal_weight=18.6222 3.57843 15.0438 11.5782 5.85967 4.37457 1.4851 5.71849 3.46564 5.08123 4.71758 3.18328 2.60121 3.06873
internal_count=151 31 120 91 47 36 11 44 29 39 36 27 22 27
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=15
num_cat=0
split_feature=49 49 6 26 1 11 15 70 14 71 69 37 37 62
split_gain=1.09338 1.42561 1.15199 1.26416 1.29366 1.28416 1.13301 1.03705 1.54111 1.011 0.954008 0.95016 0.825252 1.69432
threshold=32.650518392842727 18.857913472453664 0.55537233077893489 0.047913743650451417 71.782760684399932 15.500000000000002 92.843933038486469 0.76329366714344338 13.313546926947145 0.30157315259878026 0.33356622009304643 5.6321785916152196 10.627907746489745 107.07361309285018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 -2 7 -5 -9 -3 -4 -7 -13 -14
right_child=2 9 10 6 -6 11 -8 8 -10 -11 -12 12 13 -15
leaf_value=0.036860273723743633 -0.028365854418933707 -0.056446432955107977 -0.061159989335793009 -0.046510597703978529 -0.061043077279633096 -0.030512846817126488 0.04287565427356177 0.065596379387137291 -0.03263343689741649 0.028045645562369232 0.036583455715302214 0.05908675576829503 0.058585667667300778 -0.059879904870618131
leaf_weight=0.67899958789348902 1.1023060418665389 2.3839115612208848 0.27152451872825567 3.1899154931306839 0.55068854242563237 0.52320557832717884 0.60717269405722607 0.60939960181713093 1.1580917909741399 0.41579848527908314 3.0975274257361889 2.340440191328526 0.7153385281562803 0.52211890369653702
leaf_count=6 10 21 2 28 4 4 5 4 10 4 27 16 6 4
internal_value=-0.00292996 -0.0281351 0.00303974 -0.00459991 0.0118325 0.019545 -0.0215919 -0.0294878 0.00123446 -0.0438981 0.0287059 0.0324227 0.0416259 0.00860163
internal_weight=18.1664 3.47871 14.6877 11.3187 5.7541 5.20341 5.56458 4.95741 1.76749 2.79971 3.36905 4.1011 3.5779 1.23746
internal_count=151 31 120 91 44 40 47 42 14 25 29 30 26 10
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=15
num_cat=0
split_feature=49 48 46 27 27 14 39 58 24 65 71 42 51 7
split_gain=1.01919 1.68408 1.10269 1.09656 1.42475 1.49424 1.47977 2.04039 1.34511 1.30732 0.899338 0.747597 0.690136 0.598287
threshold=32.650518392842727 38.351515630668658 34.902806706965116 1.1065060663769508 0.67981606899920222 86.172983830216324 1.8990297434164234 107.58995385765544 0.69593821225962016 100.53570939944068 0.55473931552211642 -61.004393431824063 30.99365597523531 0.58116136632559712
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 7 8 9 -2 -8 12 -9 -3
right_child=2 13 -4 -5 -6 -7 10 11 -10 -11 -12 -13 -14 -15
leaf_value=0.059383723474296872 -0.051157070262500694 -0.049952968892143471 -0.049877599312378812 -0.057471757249092773 0.043355223468271781 0.038961282013719893 -0.058754225328294996 -0.038259212054361551 0.059008037476724277 0.024348581117615894 0.034493806849239188 0.056030671077426791 0.060754771301203915 0.022308528545540114
leaf_weight=0.47794278711080851 2.3096239231526807 2.5756809227168564 0.92380897700786668 0.63615633919835168 2.5342845618724814 2.1116748861968508 1.7482553124427798 0.49421616643667254 0.46295608580112446 0.76254979521036137 0.30345549434423436 1.7805834561586378 0.27331215888261795 0.32228234410285939
leaf_count=4 20 23 8 6 22 18 15 5 4 6 2 12 2 4
internal_value=-0.00285809 -0.0275752 0.00296043 0.0065985 0.00978753 0.00148527 -0.00824277 0.00414179 -0.0204429 -0.0324157 -0.0449625 0.0382495 -0.00300094 -0.0419168
internal_weight=17.7168 3.37591 14.3409 13.4171 12.7809 10.2466 8.13495 6.08324 3.53513 3.07217 2.05171 2.54811 0.767528 2.89796
internal_count=151 31 120 112 106 84 66 49 30 26 17 19 7 27
is_linear=0
shrinkage=0.05


Tree=54
num_leaves=15
num_cat=0
split_feature=49 48 46 27 27 69 15 23 38 19 6 64 61 22
split_gain=0.948191 1.57207 1.02485 1.03075 1.31549 1.31919 1.90142 1.61181 1.2543 1.18012 0.724608 1.42198 0.836606 0.602242
threshold=32.650518392842727 38.351515630668658 34.902806706965116 1.1065060663769508 0.67981606899920222 0.58897680984505796 92.145098571568028 -0.97192001650026383 9.8818590857316373 -2.2766998362420572 0.51558031778745972 100.07097044609081 110.36181966245539 -0.47510690014293283
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 8 -7 -2 -9 11 -11 -12 -6
right_child=2 -3 -4 -5 13 7 -8 9 -10 10 12 -13 -14 -15
leaf_value=0.05885985920454017 -0.049832635145370396 -0.040961331112845049 -0.048790831480175496 -0.057059780914487247 0.059158211411251049 -0.040934069307596924 0.063141984650995339 -0.056410172774761971 0.03779465844231375 0.044066790611707464 0.054980672490512708 -0.058016829640088502 -0.028892216839999124 0.0064353215459954441
leaf_weight=0.45857685804367365 2.7293726503848985 2.8195700421929359 0.89783312380313951 0.60938896983862001 1.6784719899296763 1.047843374311922 0.55978750064969052 0.39116992801427564 0.48023261129856099 0.87320451065898363 3.0084834098815922 0.55984319746494293 0.32992039620876301 0.7997085452079763
leaf_count=4 24 27 8 6 14 9 4 4 4 8 23 5 3 8
internal_value=-0.00279736 -0.0269974 0.00288326 0.00643367 0.00953947 0.00144304 -0.0218909 0.0156054 -0.0367215 0.0270811 0.0339258 0.00418618 0.0466919 0.0421445
internal_weight=17.2434 3.27815 13.9653 13.0674 12.458 9.97986 3.76939 6.21046 3.20961 5.16262 4.77145 1.43305 3.3384 2.47818
internal_count=151 31 120 112 106 84 32 52 28 43 39 13 26 22
is_linear=0
shrinkage=0.05


Tree=55
num_leaves=15
num_cat=0
split_feature=15 34 34 28 33 8 39 33 27 20 67 71 16 46
split_gain=1.11708 1.55618 1.30692 1.11109 1.08296 0.900279 1.26341 1.55725 1.09488 1.0098 1.71339 1.27849 0.755007 1.12732
threshold=12.781157003122013 19.256046738659411 20.401644646664774 0.37557226395675108 58.812173276917811 14.500000000000002 1.0213861538432114 40.337450168340453 0.41122328995327601 -0.34301449997207184 0.40423512201943446 0.79343009310535073 0.81949650477568536 10.290436709837463
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 -2 -4 6 7 -3 -7 -10 -11 12 13 -12
right_child=1 5 4 -5 -6 8 -8 -9 9 10 11 -13 -14 -15
leaf_value=0.059528394697954817 0.034387616999996033 -0.056708890510744805 -0.048310131952849368 -0.059219856976604979 0.059316137654021064 0.0543179991489839 -0.053253803793171517 0.048552661050513229 0.034385653487104921 -0.043182416904721299 0.037376011057772593 -0.061614226888012318 0.061611525094439484 -0.057576993908312328
leaf_weight=0.3899557814002067 0.41442821174859901 0.51065357029437963 2.5026499032974248 1.3485522493720052 0.25780951231718052 1.8870886191725711 1.1169618144631384 1.1264158263802526 3.0438226088881484 1.676449432969094 1.0185175985097892 0.41917033493518818 1.2063547670841215 0.45099972933530796
leaf_count=3 3 5 27 11 2 15 10 10 29 15 8 3 9 4
internal_value=0.000783824 0.00675221 -0.0261545 -0.0372153 -0.0382585 0.012975 -0.012255 0.0157183 0.0201366 0.0118831 -0.00247171 0.0195795 0.0322984 0.00823462
internal_weight=17.3698 14.2194 3.15042 1.76298 2.76046 12.4564 2.75403 1.63707 9.7024 7.81531 4.77149 3.09504 2.67587 1.46952
internal_count=154 122 32 14 29 108 25 15 83 68 39 24 21 12
is_linear=0
shrinkage=0.05


Tree=56
num_leaves=15
num_cat=0
split_feature=13 23 34 58 23 55 3 53 0 51 16 33 42 63
split_gain=1.04287 2.15212 1.27246 1.09433 1.09149 1.05674 1.36298 1.32293 1.31796 0.971954 0.872552 0.831514 0.717674 0.67477
threshold=12.943963130059144 0.37942503943976097 19.367860754711732 137.7263093488535 -0.80322501004494729 27.579912933419852 57.622904561256213 73.138330006690822 84.065156531567581 8.9216265903966576 0.061959028694746905 39.857770073359994 50.095686340592444 96.601618703079367
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 -3 -2 13 6 7 10 -7 -6 -4 -10 -8 -1
right_child=1 2 5 -5 9 8 12 -9 11 -11 -12 -13 -14 -15
leaf_value=0.0055826817964490794 0.057209882718094511 -0.044655388846625496 -0.026114731652012214 -0.02240158874558168 -0.037182612853340354 0.059250139321886303 -0.057811987840513571 -0.058772238031539296 0.058553507413127107 0.030206890553310814 0.051303076084807719 -0.028895372982188472 0.022573515085296827 -0.056013241559346574
leaf_weight=0.57814776152372394 2.6321035325527187 1.5786101818084697 0.48393528908491168 0.51633054018020619 0.83828236162662806 1.570646367967129 1.5283845067024229 0.50377243012189854 0.3630741387605666 1.4792029634118078 1.4680191650986669 1.0816872939467428 0.33929898589849461 1.9251619800925253
leaf_count=6 20 13 5 5 8 14 14 4 3 14 13 10 3 22
internal_value=0.0007616 0.00861565 -0.00393168 0.0441539 -0.0188961 0.00482816 -0.0110171 0.0134658 0.0275467 0.00583071 0.0321094 -0.00691913 -0.0432085 -0.0417875
internal_weight=16.8867 12.0659 8.91743 3.14843 4.8208 7.33882 4.32341 2.45573 3.01541 2.31749 1.95195 1.44476 1.86768 2.50331
internal_count=154 104 79 25 50 66 39 22 27 22 18 13 17 28
is_linear=0
shrinkage=0.05


Tree=57
num_leaves=15
num_cat=0
split_feature=15 3 71 7 28 7 54 33 7 41 48 19 67 64
split_gain=0.985517 1.27144 0.982331 0.878466 1.06598 0.865559 1.54908 1.15415 1.1035 0.799111 0.789071 0.590227 0.571777 1.07834
threshold=12.781157003122013 40.052242679742292 -0.019707612064211035 0.48636306048506139 0.56234181740224398 0.56513392990589362 -61.251300103044926 35.904451361465171 0.53901717991134135 7.5259018793039028 58.648527385730219 2.7703123992802063 0.71783872769225121 96.686173533434754
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 7 -7 8 -5 12 -11 -8 13 -9
right_child=3 -3 -4 5 -6 6 11 9 -10 10 -12 -13 -14 -15
leaf_value=-0.056537479995084086 -0.035924265120546049 -0.055764868261630407 0.03641960563449527 -0.046198924381583593 0.039425679451287873 0.055480108729714019 -0.057925965071109281 0.048099660669659844 0.040064236980006308 -0.056980649914515485 0.040617294075124932 0.012115909338994008 0.059821404349942403 -0.0021132888928961139
leaf_weight=0.39879675209522247 2.090615682303905 1.5920091085135935 0.98908723145723632 1.1069519594311694 0.60526984184980381 0.57093675807118449 1.2034198194742192 2.4036677926778793 0.55741986632347096 0.49645598232746113 0.35531946271657944 0.40100049227476109 1.7227092199027536 1.925890192389488
leaf_count=4 19 19 9 10 5 7 11 22 4 5 4 3 15 17
internal_value=0.000744119 -0.0252704 0.00970917 0.00651215 -0.019007 0.0129156 -0.0152504 0.0200664 -0.0173083 0.0290763 -0.0162675 -0.0404201 0.0354579 0.0257637
internal_weight=16.4196 2.97989 1.38788 13.4397 2.69589 10.7438 2.17536 8.56841 1.66437 6.90404 0.851775 1.60442 6.05227 4.32956
internal_count=154 32 13 122 24 98 21 77 14 63 9 14 54 39
is_linear=0
shrinkage=0.05


Tree=58
num_leaves=15
num_cat=0
split_feature=13 23 71 70 71 33 5 26 58 66 3 71 1 38
split_gain=0.949196 1.93748 1.18075 1.29851 0.990296 1.01284 1.13446 1.07353 0.98826 0.977733 1.04231 0.859156 1.3245 0.793475
threshold=12.943963130059144 0.37942503943976097 -0.11399169518740966 0.71767803716481027 -0.47946890564364492 42.884078591592761 0.59426491539193693 -0.49376551119146522 137.7263093488535 0.83963474878283406 39.362131999956368 -0.31398824503085238 69.351958331590254 4.6235944050599986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 -1 9 -3 7 13 -6 -2 10 -4 12 -9 -7
right_child=1 4 3 -5 5 6 -8 11 -10 -11 -12 -13 -14 -15
leaf_value=-0.055913407467379897 0.056046674343287244 0.059357002021029705 0.057184745223961476 0.060084918366920759 0.054666134030116977 -0.0080611190177170972 -0.059400844553952697 -0.039060081021864874 -0.021393967730896357 -0.056191962368317298 -0.028385244005378819 -0.053654422025306438 0.063206115423179457 0.041183657508265324
leaf_weight=1.4443816542625425 2.4767716154456134 0.57853592559695055 0.61908742785453952 0.67621987313032139 0.37338471785187533 1.4145217984914786 0.51330471038818348 0.91464576870202818 0.49417723715305317 1.0011865459382532 0.83702526986598969 2.2280596196651499 0.48423205316066742 1.9397069029510019
leaf_count=17 20 5 6 6 5 14 4 8 5 11 10 21 3 19
internal_value=0.000723642 0.00843629 -0.0185118 -0.00127168 -0.00377942 -0.00842194 0.00982302 -0.0260613 0.0431655 -0.0181563 0.00799608 -0.034372 -0.00365987 0.0204165
internal_weight=15.9952 11.4173 4.5779 3.13352 8.44639 7.86786 3.86753 4.00032 2.97095 2.4573 1.45611 3.62694 1.39888 3.35423
internal_count=154 104 50 33 79 74 37 37 25 27 16 32 11 33
is_linear=0
shrinkage=0.05


Tree=59
num_leaves=15
num_cat=0
split_feature=13 23 71 70 67 34 55 2 0 19 58 53 59 36
split_gain=0.888057 1.80417 1.12083 1.22103 1.12924 1.08395 0.982702 1.19082 1.15317 0.948735 0.931901 0.819591 0.882877 0.737371
threshold=12.943963130059144 0.37942503943976097 -0.11399169518740966 0.71767803716481027 0.27909708365021146 19.367860754711732 27.579912933419852 60.867336608380739 84.065156531567581 -1.7970320868326504 137.7263093488535 46.26430606007952 104.83837736038276 15.519811458077696
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 10 -1 4 9 -3 7 11 -8 -4 -2 -7 -13 -10
right_child=1 5 3 -5 -6 6 8 -9 13 -11 -12 12 -14 -15
leaf_value=-0.055598375895955378 0.055139142797746926 -0.043024335301459868 0.057250317013805667 0.059540620868131722 -0.055592867731028797 -0.056550084774395493 0.058315537756549476 -0.036447523894150374 -0.02785927421215342 -0.028287973272729701 -0.020418566238809562 0.058555070581185045 -0.023090684552575361 0.057628017596292318
leaf_weight=1.3815262354910371 2.393775381147861 1.4440427124500255 0.63538111001253139 0.64897131919860829 1.0805307850241659 0.30557046085596073 1.4520625099539759 2.1539359167218208 0.9921075105667112 0.66181070730090286 0.49195367097854603 1.0612346790730951 0.4812684729695319 0.33824463933706284
leaf_count=17 20 13 6 6 13 3 14 21 10 8 5 10 5 3
internal_value=0.000708907 0.00824079 -0.0182808 -0.00124729 -0.0178386 -0.00368915 0.00468322 -0.0111838 0.0275052 0.0136098 0.0422582 0.0182611 0.0330812 -0.00612396
internal_weight=15.5224 11.1142 4.40822 3.02669 2.37772 8.22847 6.78442 4.00201 2.78241 1.29719 2.88573 1.84807 1.5425 1.33035
internal_count=154 104 50 33 27 79 66 39 27 14 25 18 15 13
is_linear=0
shrinkage=0.05


Tree=60
num_leaves=15
num_cat=0
split_feature=46 26 40 31 64 50 69 69 34 47 4 14 46 45
split_gain=0.989807 0.924039 1.61197 2.11993 1.1645 1.10743 1.03991 0.860693 0.750386 1.12084 0.994193 0.639093 0.623254 0.533545
threshold=-35.142976509112479 0.15556729517936299 1.6031506394670623 0.061206450554148827 93.330645823927583 48.853016367087172 0.36036228882402493 0.48267546815276324 33.172922727157463 61.153273407004257 61.925824816244777 2.2008764598852668 10.290436709837463 22.295507825411693
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 7 4 -4 13 12 -2 10 -10 11 -8 -3 -5
right_child=1 6 3 5 -6 -7 8 -9 9 -11 -12 -13 -14 -15
leaf_value=0.057469966637035547 -0.018897507528964259 0.06110048561457098 0.036074498159551091 0.057066291201043562 -0.044484038968367126 -0.058145231636255824 0.031036467321456818 0.048900331429054193 0.049087870124903232 -0.057139791407435227 0.055642547072201204 -0.050117415975373614 -0.016151113705805891 -0.0045165220045813598
leaf_weight=0.61483044177294033 0.59343181550502633 0.54622961580753215 0.51828619092702899 1.4437378868460657 3.3362654447555542 0.32225021719932545 0.25859785825014103 2.2168344929814339 0.64019677788019158 0.40566499903798103 0.26016338914632786 3.9207422696053982 0.50015850737690926 0.4649953320622443
leaf_count=6 6 4 5 16 30 3 2 20 5 4 3 44 5 5
internal_value=-0.00474311 -0.00722247 0.00326302 -0.0112007 -0.0336521 0.0275893 -0.021503 0.0345838 -0.0302166 0.00788468 -0.0391925 -0.045096 0.0241753 0.0420638
internal_weight=16.0424 15.4276 8.8958 6.08554 3.85455 2.23098 6.53175 2.81027 5.48537 1.04586 4.4395 4.17934 1.04639 1.90873
internal_count=158 152 85 59 35 24 67 26 58 9 49 46 9 21
is_linear=0
shrinkage=0.05


Tree=61
num_leaves=15
num_cat=0
split_feature=1 53 26 28 40 24 5 58 18 16 3 38 26 6
split_gain=0.921162 2.38131 1.26198 1.40791 1.38319 1.0481 1.04365 1.13914 1.07263 0.96359 0.919961 0.706788 0.634336 0.570727
threshold=71.782760684399932 88.988848642245429 0.529907353813583 0.57189591014510688 1.8309930400415417 0.80824427228629891 0.42357839069874964 112.28120299233632 -1.7324996238904764 -2.3179330690891446 59.4085667803758 9.7543684122676524 -0.49376551119146522 0.54252301907114708
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -4 -1 10 -9 -6 -8 -5 -13 -2
right_child=13 -3 5 11 9 -7 7 8 -10 -11 -12 12 -14 -15
leaf_value=-0.056213626294661811 -0.057834522520724754 0.05880233924456181 -0.051556302747530917 0.058469465404774115 0.062297593722681899 0.058437484934751038 0.043446370372837911 0.056619338132467195 -0.056664118326601842 -0.039172455159036487 -0.055419673497660318 0.053590241354455503 -0.057530322756635083 0.0037142342367947265
leaf_weight=0.53053542599081804 1.2127422913908965 1.5170993953943241 2.129465457051992 1.3472383208572853 0.25167705863714251 0.2410951256752013 2.6445446610450754 0.28664450347423553 0.77098930627107598 3.3251142390072346 0.25827611982822407 0.22462861984968185 0.29989730566740025 0.54631156474351872
leaf_count=6 11 15 26 12 2 2 23 3 8 34 3 4 3 6
internal_value=-0.00463963 -0.000304126 -0.00758842 0.000229806 -0.00883426 -0.0403695 0.00964179 0.0184637 -0.0259615 -0.0320326 0.0346498 0.0392982 -0.00994286 -0.0387192
internal_weight=15.5863 13.8272 12.3101 9.93955 8.06778 2.37056 4.49099 3.96045 1.05763 3.57679 2.90282 1.87176 0.524526 1.75905
internal_count=158 141 126 98 79 28 43 37 11 36 26 19 7 17
is_linear=0
shrinkage=0.05


Tree=62
num_leaves=15
num_cat=0
split_feature=46 40 32 5 50 24 25 28 68 18 60 3 50 5
split_gain=0.87716 0.851804 1.27351 1.20723 0.810513 1.24304 1.2459 0.783741 0.818621 0.75918 0.84182 1.91697 1.38561 0.7577
threshold=-35.142976509112479 1.8309930400415417 0.05849407541635996 0.43670810152665407 23.242415965079342 0.32057949619117404 -0.50957545452361463 0.58188134844643147 0.47519491718945811 1.5265116480867593 110.09967017044791 57.622904561256213 49.816094978826719 0.47337567039357481
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 -2 5 6 -4 -6 13 10 11 -5 -12 -9
right_child=1 2 4 9 7 -7 -8 8 -10 -11 12 -13 -14 -15
leaf_value=0.056673102072049002 -0.042084571663919212 -0.046958312859833554 0.040049836693726124 0.058767862257506402 -0.057304208174383135 0.057305066698775567 -0.055062851828569473 -0.055656721381794262 -0.055603912463753957 0.048485943885482691 -0.049597351619220083 -0.025808304614926933 0.059503694686090451 0.040898001623015441
leaf_weight=0.56315200030803758 1.0905824080109576 2.5751041807234287 0.60374188050627609 1.546353802084923 1.0253211781382563 1.071594677865505 0.80124958604574326 0.25838877260684945 0.503513853996992 1.3251556120812891 1.2187757417559621 1.1821653656661508 0.38230977207422245 0.95102104544639587
leaf_count=6 12 28 7 14 10 12 10 3 6 12 14 12 3 9
internal_value=-0.00455382 -0.00692598 -0.0181892 0.00608149 -0.00398293 0.0167442 -0.0141918 -0.0227294 -0.00203369 0.0153708 0.00523536 0.0221242 -0.023546 0.0202692
internal_weight=15.0984 14.5353 7.78994 6.74534 5.21483 2.47659 1.40499 2.73824 1.71292 5.65476 4.3296 2.72852 1.60109 1.20941
internal_count=158 152 85 67 57 29 17 28 18 55 43 26 17 12
is_linear=0
shrinkage=0.05


Tree=63
num_leaves=15
num_cat=0
split_feature=1 42 46 19 51 25 42 58 70 69 59 52 68 8
split_gain=0.834594 1.48835 1.10649 0.898896 1.12087 0.842909 0.916729 1.23592 0.760227 0.752096 0.671399 0.656476 0.646109 0.520232
threshold=71.782760684399932 59.930422524811668 17.718845074203937 1.633334238829365 34.999243868581296 -0.72684439595187944 -61.004393431824063 107.17878475815458 -0.23809318471977317 0.82165780335968053 90.692080797159605 -28.862657765934301 0.84697390371273795 65.000000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -7 10 -4 -9 -8 -11 -5 -2
right_child=13 -3 8 12 -6 6 7 9 -10 11 -12 -13 -14 -15
leaf_value=0.029122025980768969 -0.049815490449801297 0.046702843460079024 0.023097315171625363 0.057189420696510188 0.05696787471285706 -0.050535554705755839 0.034622575313535478 0.047957483397688572 -0.047417946851004394 0.037761609263905663 -0.043370746728926095 -0.055508110924435611 -0.03134190769602118 0.027898074989820901
leaf_weight=1.1171453632414303 1.4026233702898032 1.4962124861776818 0.46481316164135966 1.0686893835663793 0.67393557727336872 1.5965825803577862 0.32403730601072878 1.1843696832656858 2.1511375159025183 0.33028669655323029 1.8587813489139078 0.43996726721525181 0.25532466918230046 0.25440946966409672
leaf_count=13 14 15 4 11 7 20 4 10 23 3 23 5 3 3
internal_value=-0.00447073 -0.000199035 -0.00631982 0.00212557 -0.00455886 -0.0106111 -0.0183522 -0.00593312 -0.0348885 0.0229455 -0.0317927 -0.0155138 0.0401169 -0.0378839
internal_weight=14.6183 12.9613 11.4651 8.84912 7.52511 6.85117 5.73402 4.13744 2.61595 1.95462 2.18282 0.770254 1.32401 1.65703
internal_count=158 141 126 99 85 78 65 45 27 18 27 8 14 17
is_linear=0
shrinkage=0.05


Tree=64
num_leaves=15
num_cat=0
split_feature=6 24 63 67 41 19 41 64 7 45 71 24 6 71
split_gain=0.625681 1.14479 0.936537 1.13342 0.791875 0.898467 0.86069 0.777876 0.755412 0.845804 0.718626 0.653552 0.53965 0.50648
threshold=0.53861390992006852 0.38201552903330727 98.043178109430627 -1.2509710379321595 7.2974752881492453 2.7703123992802063 3.1291093287813947 99.349193873595354 0.56513392990589362 -17.997661015036041 -0.061060099692181243 -0.64545616514130777 0.53310221300919747 0.029408000078481353
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 -6 -2 -4 11 -10 -9 -8 -12 -3
right_child=4 13 7 -5 5 -7 8 10 9 -11 12 -13 -14 -15
leaf_value=-0.055119286904190004 -0.04187977158661324 -0.058104412848112269 -0.048396039506531541 0.047218046808149922 -0.043527969576013181 0.056539742665423914 -0.024862279160612028 -0.03222032906847113 0.054576359618898874 -0.055020509151128633 0.028664655066925768 0.049455892816379271 -0.054791962687437003 -0.014948480068704043
leaf_weight=0.32874190062284459 0.49296010658145029 1.5586456321179869 1.1584378592669962 1.5287169404327849 1.121740937232971 0.28038011118769635 0.33597331494092975 1.0943291187286366 0.27529583871364594 0.48827117681503285 1.6435095481574546 2.4753354266285901 0.21957954764366139 1.2058340422809122
leaf_count=4 7 16 15 14 13 3 4 12 4 6 18 26 3 13
internal_value=-0.00437533 -0.0126772 -0.000365124 0.0291059 0.00888618 -0.0235176 0.0200553 -0.0136652 0.0285958 -0.0155065 -6.0933e-05 0.0405743 0.0188286 -0.0392803
internal_weight=14.2078 8.73779 5.97331 1.85746 5.46996 1.40212 4.06784 4.11586 3.57488 0.763567 2.95742 2.81131 1.86309 2.76448
internal_count=158 95 66 18 63 16 47 48 40 10 33 30 21 29
is_linear=0
shrinkage=0.05


Tree=65
num_leaves=15
num_cat=0
split_feature=34 45 19 40 41 46 49 2 70 25 59 34 22 56
split_gain=1.02726 0.921308 1.2152 1.16648 1.12137 0.919047 1.16767 0.880178 0.777162 0.728058 0.845699 0.809203 0.694438 0.593141
threshold=36.662140599099438 -22.357585335115591 1.3875175265705033 1.8309930400415417 8.3182727512252495 22.540587000065369 38.275481900122664 34.229061906503738 0.6932589589242899 -0.57950779124826979 88.496008039350571 24.482961557372864 -0.52633889228545205 54.924978499813001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 9 13 5 6 -5 8 12 11 -11 -3 -1 -4
right_child=-2 2 3 4 -6 -7 -8 -9 -10 10 -12 -13 -14 -15
leaf_value=-0.047999066623626317 0.058830895675042884 0.058379952008474192 -0.055197790566765693 0.046762227465235832 0.044483279373938596 -0.058015365807518565 -0.034785839214224908 0.047984260513982774 0.043941924486505843 0.059145995085136953 -0.042842000823239905 -0.034686751820562495 0.026302165991565141 0.041613901468287577
leaf_weight=0.87437578290700946 0.85501284152269441 0.48417764157056797 0.16960522532463107 0.75334556400775987 0.77840178832411755 1.1453706808388231 1.0518934167921541 1.8671901971101759 0.68640440702438343 0.21713248640298699 3.1820998303592205 0.45124391466379166 0.49109509959816877 2.3554456382989883
leaf_count=11 9 4 2 9 7 12 10 17 7 2 40 7 5 24
internal_value=0.00557235 0.00243357 -0.00523195 0.00886965 -0.00889944 -0.0229824 -0.000754957 0.0231446 0.000540761 -0.0255778 -0.0363273 0.0134849 -0.0212764 0.0351112
internal_weight=15.3628 14.5078 10.5887 6.25406 3.72901 2.95061 1.80524 3.91907 2.05188 4.33465 3.39923 0.935422 1.36547 2.52505
internal_count=166 157 117 64 38 31 19 40 23 53 42 11 16 26
is_linear=0
shrinkage=0.05


Tree=66
num_leaves=15
num_cat=0
split_feature=23 35 64 63 5 60 67 58 47 46 48 26 2 5
split_gain=0.990745 0.723226 0.698795 1.19827 1.15917 1.13543 1.0895 0.969991 0.688041 0.623666 0.621932 0.61269 0.525508 0.517753
threshold=1.027276088671377 18.065235489401221 101.544882666178 98.043178109430627 0.45905629354829974 123.47170076642358 -0.71273991812785431 113.58787746305531 45.825101535902135 28.479230133734688 75.684124632977046 1.0449001163907659 34.229061906503738 0.53934829903448767
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 6 -5 -1 -4 -9 12 -10 -12 -6 -11
right_child=1 -3 7 5 9 -7 -8 8 10 13 11 -13 -14 -15
leaf_value=-0.036738011102464739 -0.037692084446987857 0.029494886822470645 0.05158246699068663 -0.03423578475959662 -0.017018254714670784 0.047522412613475361 0.059293004567815048 0.058281057565802201 -0.031991116226399198 -0.054290639778290774 0.035198908096850112 -0.054970672145507604 0.059781881115424818 0.0536971907945119
leaf_weight=1.2542898468673227 1.9290406182408344 0.50549734756350506 2.0898915491998196 2.7286389768123631 0.25222252309322435 0.50292577221989621 0.38632532209157755 0.53435663133859668 1.10491219162941 0.28891747817397107 1.0581690855324266 0.2291964218020438 1.9054152891039846 0.1802443154156208
leaf_count=16 18 6 20 35 3 6 3 5 15 4 12 3 17 3
internal_value=0.0054424 -0.0237417 0.0111193 0.00145612 0.018849 -0.0215118 -0.014125 0.0255644 0.00698509 0.0394434 -0.00447275 0.0191455 0.0508041 -0.0128035
internal_weight=14.95 2.43454 12.5155 7.49898 4.26741 3.23156 1.64062 5.01653 2.92663 2.6268 2.39228 1.28737 2.15764 0.469162
internal_count=166 24 142 87 46 41 19 55 35 27 30 15 20 7
is_linear=0
shrinkage=0.05


Tree=67
num_leaves=15
num_cat=0
split_feature=34 45 19 40 5 37 63 57 5 7 37 25 34 68
split_gain=0.926692 0.816035 1.10798 1.0226 0.937296 0.862911 0.790701 0.900777 0.787227 0.706491 0.661233 0.766943 0.718778 0.646904
threshold=36.662140599099438 -22.357585335115591 1.3875175265705033 1.8309930400415417 0.44135342058463362 9.9622984945518827 97.916450773488279 114.09827700925857 0.52689605364490821 0.56264737413649202 5.533721412277024 -0.57950779124826979 20.401644646664774 0.44897383175426986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 10 4 -4 6 7 -5 -1 -10 12 13 -3 -12
right_child=-2 2 3 5 -6 -7 -8 -9 9 -11 11 -13 -14 -15
leaf_value=0.039184979508097781 0.057963301644213809 -0.054853391996254011 -0.05551031438190257 0.036078168428389526 0.04483443452874683 0.022363191739500035 -0.057818492769788288 -0.059744235221053224 -0.02963212089822196 0.055622420422302865 0.044628574992117684 -0.047500128961681098 0.049805826742907212 -0.054085035019079776
leaf_weight=2.4189278669655319 0.79036285169422704 0.23929744958877375 0.2611908242106441 0.69895209372043676 2.1346951797604561 1.3956535346806047 1.0999844484031198 0.37783985957503319 0.99662107974290826 0.32135888934135437 0.47884765639901195 2.5986926425248384 0.52171607315540314 0.25400722026824951
leaf_count=24 9 3 3 7 23 16 11 4 12 4 5 36 5 4
internal_value=0.00530957 0.00229347 -0.00511721 0.00862288 0.0338952 -0.00832627 -0.028003 0.00245466 0.0222452 -0.00884478 -0.0251548 -0.0347604 0.0168962 0.0104145
internal_weight=14.5881 13.7978 10.0609 5.96832 2.39589 3.57243 2.17678 1.07679 3.73691 1.31798 4.09256 3.33155 0.761014 0.732855
internal_count=166 157 117 64 26 38 22 11 40 16 53 45 8 9
is_linear=0
shrinkage=0.05


Tree=68
num_leaves=15
num_cat=0
split_feature=34 45 19 40 5 1 35 1 70 17 37 51 35 7
split_gain=0.877279 0.751837 1.03488 0.951922 0.874105 0.844945 1.13176 0.769318 0.698288 0.638241 0.618394 0.959875 0.653908 0.510813
threshold=36.662140599099438 -22.357585335115591 1.3875175265705033 1.8309930400415417 0.44135342058463362 65.261038495450478 18.065235489401221 29.137745060455682 0.6932589589242899 -1.2159435987443177 5.533721412277024 5.1394926424006337 13.316005203061048 0.56142950797113078
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 10 4 -4 -5 -7 8 9 -1 13 12 -12 -3
right_child=-2 2 3 5 -6 6 -8 -9 -10 -11 11 -13 -14 -15
leaf_value=-0.037476673876509131 0.057545091708556408 0.041218340773637313 -0.05521441383690702 0.036968964801981051 0.043787940264405446 -0.040202983421399663 0.034843511041259649 0.045687666344505343 0.042547899027618012 0.054708064441438831 0.057186859067993069 -0.049904384326478292 -0.033207561666430671 -0.053866397082008882
leaf_weight=1.0677573159337042 0.75714183039963323 0.54551743716001366 0.24975017458200488 0.8006953559815887 2.0778879374265671 2.0205033496022229 0.66863406822085369 1.7359871938824651 0.64067563787102688 0.22782358527183477 0.41158907487988505 2.4192885179072618 0.38929513096809387 0.19059758260846138
leaf_count=13 9 5 3 9 23 21 8 17 7 3 4 36 5 3
internal_value=0.00517846 0.0022297 -0.0050175 0.00839966 0.0331652 -0.00811839 -0.0215432 0.0215183 -0.000151221 -0.0212663 -0.0247466 -0.0341979 0.0132478 0.0165987
internal_weight=14.2031 13.446 9.77376 5.81747 2.32764 3.48983 2.68914 3.67224 1.93626 1.29558 3.95629 3.22017 0.800884 0.736115
internal_count=166 157 117 64 26 38 29 40 23 16 53 45 9 8
is_linear=0
shrinkage=0.05


Tree=69
num_leaves=15
num_cat=0
split_feature=23 34 27 22 19 63 51 58 8 34 60 61 16 21
split_gain=0.841693 0.64082 0.631802 1.00149 0.750497 0.734448 0.738085 0.799034 0.702214 0.699889 0.666923 0.709992 0.539666 0.820404
threshold=1.027276088671377 36.662140599099438 1.1065060663769508 -0.76811136278064185 1.5542710311710397 108.84688336846689 34.730752405560246 111.59294049976786 16.500000000000004 19.256046738659411 108.30200840064306 92.436235696206538 1.3327754923575299 1.2665171785868063
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 10 -8 -6 11 -5 -2 -14
right_child=12 -3 -4 4 9 -7 8 -9 -10 -11 -12 -13 13 -15
leaf_value=0.049733709274351091 -0.041661062257507805 0.057437804127185146 -0.054339417534812265 0.055871936872723807 -0.027615689447054649 0.057951398659764057 -0.055895269979190178 -0.051720264610814741 0.056264685580563745 0.03454359150396049 0.034521398700157593 -0.027570393844400288 0.05685544906453871 -0.039909029650878947
leaf_weight=1.3738238345831604 1.4180527925491344 0.68574514798820096 0.39666639640927392 0.28690870851278027 0.54870972409844432 0.41081276535987843 0.17770438641309727 1.3365057595074175 0.64998482167720795 2.5922429524362087 0.77940575033426274 2.2871961817145348 0.43608891218900669 0.4401141069829464
leaf_count=14 14 8 6 4 6 4 2 19 7 31 9 32 5 5
internal_value=0.00505799 0.0105633 0.00759796 0.00995052 0.00392425 -0.00654489 -0.0113469 -0.0190291 0.032184 0.0236847 -0.00600045 -0.0182699 -0.0225991 0.00825095
internal_weight=13.82 11.5257 10.84 10.4433 9.06947 5.92852 5.51771 4.69002 0.827689 3.14095 3.35351 2.5741 2.29426 0.876203
internal_count=166 142 134 128 114 77 73 64 9 37 45 36 24 10
is_linear=0
shrinkage=0.05


Tree=70
num_leaves=15
num_cat=0
split_feature=1 1 26 3 28 16 28 3 70 70 24 30 25 50
split_gain=0.876214 1.37431 1.05998 0.780798 0.586686 1.11082 0.890725 0.862788 0.647759 0.840257 1.06436 0.745181 0.646568 0.670163
threshold=71.782760684399932 68.837729611368999 0.42024944366608108 58.534833590929814 0.56873961219290226 -1.5358681020143425 0.46294217515498831 38.010670158089042 0.6932589589242899 -0.051670760993672821 0.5414871710593715 0.049193010712884358 -0.67122236040096295 23.242415965079342
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 4 6 7 8 -6 9 11 -11 -1 -8 -14
right_child=2 -3 -4 -5 5 -7 12 -9 -10 10 -12 -13 13 -15
leaf_value=0.057197268087030961 -0.048195385412254363 0.049532637752458163 0.041971181469502711 -0.042976391943172487 0.054620989581130645 0.052863838352449691 0.030851403544439344 -0.040383739169525514 0.046567518234217425 -0.047656355315966736 0.05728525269946181 -0.017474261979096278 0.00034097681273767219 -0.056216223929970492
leaf_weight=0.86521341651677797 1.4549166113138206 1.7628734037280072 0.42005061358213414 0.89149100333452302 0.34092251211404823 1.5705910734832285 0.44471550732851062 0.79916445165872574 1.058825649321079 1.1568745858967302 0.30540634691715229 0.54429858550429344 0.83468838408589396 1.4061422422528265
leaf_count=9 15 21 5 11 5 17 6 11 12 15 3 7 10 16
internal_value=0.00378858 0.00876252 -0.0279953 0.00172883 0.0060019 0.0255935 -0.00202488 -0.0119743 0.0131395 0.000814641 -0.0257387 0.028362 -0.0242198 -0.0351492
internal_weight=13.8562 11.9812 1.87497 10.2183 9.32684 2.71068 6.61616 1.14009 3.93062 2.87179 1.46228 1.40951 2.68555 2.24083
internal_count=163 143 20 122 111 33 78 16 46 34 18 16 32 26
is_linear=0
shrinkage=0.05


Tree=71
num_leaves=15
num_cat=0
split_feature=1 1 3 7 3 38 57 19 16 41 21 33 47 8
split_gain=0.816117 1.28738 0.845827 0.922576 0.725328 0.597736 0.826007 1.27355 0.737597 0.440431 0.848772 0.772526 0.821292 0.412111
threshold=71.782760684399932 68.837729611368999 62.183318296720863 0.5095779364842844 58.534833590929814 5.411015699091311 107.14247517875062 -1.2927575673421452 -1.7612641326342213 7.2974752881492453 1.6260073894235634 40.337450168340453 59.924616826626888 22.500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 5 6 7 13 -8 11 -11 12 -7 -1
right_child=2 -3 3 -5 -6 9 8 -9 -10 10 -12 -13 -14 -15
leaf_value=0.023466768965463639 -0.056871988119112295 0.048746536627815848 -0.054910300986518057 0.056291837176547656 -0.041974946742054792 -0.044700348160804454 0.05560677243217696 0.046864326672004887 -0.056622203003476347 -0.031853798582929561 0.059346466553025216 0.037151350379972199 0.040711967471473848 -0.047457254433806897
leaf_weight=0.27323486655950568 1.0420626960694797 1.7032591812312592 0.30989689379930485 0.46847362443804741 0.86773374676704484 0.70429608970880486 0.16826896369457234 1.0814676135778394 1.1266281791031358 1.0111121106892822 0.34120786935091008 3.061698853969574 0.46877704933285713 0.81797144934535027
leaf_count=3 11 21 4 5 11 9 2 12 13 14 4 36 7 11
internal_value=0.00371306 0.00858753 -0.0274163 0.0120183 0.00169391 0.00587882 -0.010428 0.00841153 -0.0420383 0.0159995 -0.00884279 0.0239325 -0.0105683 -0.0296981
internal_weight=13.4461 11.6257 1.82043 0.778371 9.9224 9.05466 3.46757 2.17267 1.2949 5.58709 1.35232 4.23477 1.17307 1.09121
internal_count=163 143 20 9 122 111 41 26 15 70 18 52 16 14
is_linear=0
shrinkage=0.05


Tree=72
num_leaves=15
num_cat=0
split_feature=68 65 20 28 32 7 36 70 35 68 32 20 25 45
split_gain=0.5916 1.33736 0.75093 0.835229 0.82585 0.745684 1.25438 1.00828 0.741751 0.695101 0.664511 0.589587 0.434946 0.377047
threshold=0.59265435112939002 95.395389965991441 -4.5357847647118303 0.46294217515498831 0.058897275659921998 0.54158781817194901 7.4669791510446233 0.041456184130435884 18.657905433427654 0.8619935687527237 0.042643749112543448 -1.3118062091214964 0.22478894097128607 51.137908465198954
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 12 -1 10 -5 6 -6 -7 -3 -10 -4 -12 -2 -13
right_child=1 8 3 4 5 7 -8 -9 9 -11 11 13 -14 -15
leaf_value=0.046659209275451453 0.05746460499718873 -0.046315640766219489 -0.027435135655116162 -0.054947648792786435 -0.055991883616988702 0.056024352030623295 0.037782327864434299 -0.05043744643560423 0.034732913096117445 -0.056511634217444907 -0.033210026251874025 0.04871882207196402 -0.008978960418582007 -0.012399872277622147
leaf_weight=1.2587110716849554 0.7319676503539092 2.0475081112235789 0.52806559205055181 0.8089567758142947 0.44673467800021249 0.28083807229995716 1.7678299061954019 1.0687727369368074 0.6770125851035117 0.30175728350877762 0.2938384339213379 2.1952388361096382 0.37121432647109032 0.28511415421962727
leaf_count=16 7 28 8 11 5 3 21 12 11 3 4 25 6 3
internal_value=0.00362952 -0.0120211 0.0108634 0.00499319 -0.00933963 0.00101196 0.0188657 -0.028284 -0.0292008 0.00660198 0.0239739 0.0337596 0.0351067 0.0416933
internal_weight=13.0636 4.12946 8.9341 7.67539 4.37313 3.56418 2.21456 1.34961 3.02628 0.97877 3.30226 2.77419 1.10318 2.48035
internal_count=163 55 108 92 52 41 26 15 42 14 40 32 13 28
is_linear=0
shrinkage=0.05


Tree=73
num_leaves=15
num_cat=0
split_feature=69 65 49 20 15 71 54 54 33 58 46 50 46 5
split_gain=0.501178 1.06012 0.684105 0.593069 1.05209 0.725666 0.635926 0.792808 0.523534 0.551586 0.653093 0.469507 0.488252 0.440814
threshold=0.77065277037778801 93.182798139884056 18.857913472453664 1.8231556664435324 92.843933038486469 -0.57987397306311717 186.72559261849716 218.9120242284188 58.812173276917811 107.17878475815458 -6.5223928295026425 34.24535705621097 4.8384613391182203 0.45905629354829974
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 5 -5 11 -8 9 10 -1 12 -7 -12
right_child=1 2 -4 4 -6 6 7 -9 -10 -11 13 -13 -14 -15
leaf_value=-0.024546367322406101 0.037648109216790848 0.031196432147414702 -0.034574662303526731 0.0576192290527517 0.049432313624164254 0.054787890851144799 0.055696313536134905 -0.029216768785402115 -0.058093603660272358 0.043781593129093202 -0.017487735141979842 -0.056570130833022571 -0.035861094645679305 0.050220742908753217
leaf_weight=0.88759857416152899 0.87042147293686989 0.4646585360169414 2.650962932035327 0.3111556023359302 0.77229903638362873 0.22515255957841906 0.48625625297427155 0.6323951929807663 0.19137365370988835 2.2230574302375317 0.32981805875897297 1.328031465411186 0.43657920137047768 0.88652690872550011
leaf_count=11 11 7 40 3 8 3 6 9 2 26 6 15 6 10
internal_value=0.00354839 -0.0111365 -0.0247657 0.0102686 -0.00327689 -0.0151811 -0.0224685 0.00769331 0.0228353 0.0264146 0.00806436 -0.0394255 -0.00501801 0.0318612
internal_weight=12.6963 3.98604 3.11562 8.71024 4.19187 3.41957 3.10841 1.11865 4.51837 4.327 2.10394 1.98976 0.661732 1.21634
internal_count=163 58 47 105 50 42 39 15 55 53 27 24 9 16
is_linear=0
shrinkage=0.05


Tree=74
num_leaves=15
num_cat=0
split_feature=69 65 35 20 49 65 20 3 2 47 18 35 60 61
split_gain=0.464123 0.974845 0.845926 0.714532 0.628532 0.600307 0.642101 0.633161 0.658273 0.597847 0.534597 0.533277 0.484363 0.79022
threshold=0.77065277037778801 93.182798139884056 18.065235489401221 1.8231556664435324 18.857913472453664 104.56462059688754 5.5287327799237511 57.501511547370676 67.336405783554795 48.734189438224462 2.6451285326624889 22.788230815231788 105.65931707830431 97.638563278460836
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 10 -3 6 7 -5 9 -9 12 -6 13 -1
right_child=1 4 -4 5 11 -7 -8 8 -10 -11 -12 -13 -14 -15
leaf_value=0.024771588883438833 0.03646767952505358 0.030094208655262675 0.047277223001829002 -0.056237351607009572 -0.0408260913514496 -0.04874344969602188 0.039536362301991132 -0.053028881649712735 -0.05502679021584872 0.056249516815897717 -0.056670179717473623 0.035767124213001322 0.037467683130552883 -0.054098970452590892
leaf_weight=1.0304321795701969 0.85409053042531136 0.45777258649468455 1.2926374673843382 0.64786868914961893 2.35411916859448 0.89603860676288594 0.69934388622641552 0.16008907556533791 0.30467317253351212 0.57361489534378052 0.22680500522255886 0.25153625383973111 2.1764799952507019 0.45907140523195256
leaf_count=13 11 7 17 8 35 11 8 3 4 6 3 5 25 7
internal_value=0.00346055 -0.0107695 0.0100445 0.00333614 -0.0239393 -0.0138498 -0.00074358 -0.0174491 0.00675191 0.0324057 0.0178239 -0.0334322 0.0224327 0.000463344
internal_weight=12.3846 3.91752 8.46705 7.17442 3.06343 3.28163 2.38559 1.68625 1.03838 0.733704 3.89279 2.60566 3.66598 1.4895
internal_count=163 58 105 88 47 40 29 21 13 9 48 40 45 20
is_linear=0
shrinkage=0.05


Tree=75
num_leaves=15
num_cat=0
split_feature=26 13 68 71 54 54 8 35 27 50 6 69 66 60
split_gain=0.548032 0.796612 0.790514 0.570814 1.57808 0.949277 0.894897 0.951508 0.690509 0.594675 0.556702 0.507097 0.498135 0.612454
threshold=-0.51605191327970268 95.065562972764198 0.75972843530761724 0.036571890798134547 41.897762206770082 110.88460681877491 13.500000000000002 9.5081705608090239 0.72912686667906013 45.295765605662076 0.51558031778745972 0.55958706829764093 -0.67692302947934624 93.383998135751526
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 4 -2 11 -6 -8 -9 -7 -11 -5 13 -1
right_child=2 -3 -4 5 6 9 7 8 -10 10 -12 -13 -14 -15
leaf_value=0.056161761659297607 -0.035630682675528581 -0.055366186474799073 -0.03591416850521692 -0.010399147188260616 -0.044565988770776006 -0.047780415028054302 -0.057446341924154334 0.050881039766086267 -0.053514416708598328 -0.055443781222730616 0.055376239681507726 0.050428819261070262 0.056763586199157903 -0.055446518641698611
leaf_weight=0.23313662037253369 2.415329132229088 0.25197880715131749 1.4029500149190415 0.42011854797601778 0.46188366040587459 0.65630959346890427 0.26788477599620852 1.9725828357040884 0.17222638800740231 0.16043849661946297 0.38591451942920685 1.8576101474463937 1.234755706042052 0.26000556349754333
leaf_count=3 31 3 19 6 9 10 3 22 3 2 5 23 16 3
internal_value=0.0036181 0.0276861 -0.00106591 0.00450863 -0.00583803 0.0202347 0.0191949 0.0314012 0.0424982 -0.0157015 0.0228335 0.0392093 0.0397976 -0.00268288
internal_weight=12.1531 1.97988 10.1732 8.7703 5.28991 3.48039 2.87458 2.41269 2.14481 1.20266 0.546353 2.27773 1.7279 0.493142
internal_count=158 25 133 114 68 46 37 28 25 17 7 29 22 6
is_linear=0
shrinkage=0.05


Tree=76
num_leaves=15
num_cat=0
split_feature=45 48 48 13 1 5 21 23 21 52 14 57 64 14
split_gain=0.561362 0.73465 0.755396 0.729806 0.739833 0.881237 0.816967 0.680339 0.585735 0.577957 0.564222 0.662647 0.659756 0.412708
threshold=-25.519418743368924 65.032130999558802 52.824004448225146 12.943963130059144 62.7829473356447 0.51429892670245392 1.0975718901517155 -1.1833201709137924 0.36017081073691054 16.140164721446858 89.467706249621003 186.72559261849716 96.686173533434754 94.804960387152207
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 7 8 9 -5 -6 -7 11 12 -10 -12
right_child=3 -3 -4 4 5 6 -8 -9 10 -11 13 -13 -14 -15
leaf_value=0.031593091584385592 -0.03474657503859787 0.04765634286987909 -0.036500687238552966 -0.032049670020754734 -0.057150775987977256 -0.055214045871913232 -0.054466940119089514 0.050190505314468593 0.016927599433630629 0.045204247210534385 -0.055259122603865396 0.05511751907456245 -0.056407153766898394 0.020577204841995753
leaf_weight=0.84605463221669308 1.4945341069251279 1.4577944949269293 0.78534872457385063 0.3137473128736018 0.80083916708827052 0.15827689692378033 0.29569919407367695 1.2670414820313451 0.79674486070871375 1.5130652841180561 0.80190610885620095 0.52883197739720333 0.49863276258111 0.23110514506697655
leaf_count=10 24 17 11 5 10 2 4 16 12 21 10 7 6 3
internal_value=0.00355225 0.0218623 -0.00118688 -0.00294896 0.00364601 -0.00484707 0.0221409 0.0338679 -0.0193592 0.0356946 -0.00876681 0.00795327 -0.0113013 -0.038293
internal_weight=11.7896 3.0892 1.6314 8.70042 7.20589 5.6251 1.96704 1.58079 3.65806 1.67134 2.85722 1.82421 1.29538 1.03301
internal_count=158 38 21 120 96 75 27 21 48 23 38 25 18 13
is_linear=0
shrinkage=0.05


Tree=77
num_leaves=15
num_cat=0
split_feature=19 68 61 60 60 35 66 50 54 16 28 36 70 65
split_gain=0.534676 0.84587 0.600343 0.589888 0.78083 0.660719 0.59219 0.535984 0.490401 1.02604 0.610626 0.471889 0.804217 0.572371
threshold=2.7703123992802063 0.76627425849148822 94.359268830844101 108.30200840064306 100.90935181114553 11.914163341245159 3.6366393833081943 45.295765605662076 41.897762206770082 0.4697249043841501 0.35585940032437391 13.2115445487063 0.102361195811792 105.57775523153884
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 7 -6 11 8 10 -10 -1 12 -5 -14
right_child=-2 2 -4 6 5 -7 -8 -9 9 -11 -12 -13 13 -15
leaf_value=0.057122487639338061 0.043665708309849033 0.056164100087908557 -0.045152949097877142 -0.024498628140101158 0.013704690369604046 -0.055754134055525872 -0.054285235537193249 0.055537080301432479 -0.043399552053296896 0.048598487264147526 -0.046085750665332881 0.047443306164523497 0.042365188239237683 -0.026015714874155074
leaf_weight=0.17390990257263084 0.77166687697172243 0.16405361518263717 1.3441804721951482 1.0082304533571007 0.49300983175635327 1.1205518655478952 0.26275258138775814 0.50798571854829777 0.45212192274630048 0.91932577639818192 0.81458555348217487 1.3639424107968805 1.690100144594908 0.37367888540029515
leaf_count=2 12 2 19 15 6 15 4 6 7 14 12 16 22 6
internal_value=0.00347153 0.000569655 -0.0341325 0.00627095 -0.00670703 -0.0345316 0.018649 0.0089477 -0.00108082 0.0182697 -0.0279279 0.022969 0.0121027 0.0299838
internal_weight=11.4601 10.6884 1.50823 9.1802 4.48149 1.61356 4.6987 2.86793 2.35994 1.37145 0.988495 4.43595 3.07201 2.06378
internal_count=158 146 21 125 62 21 63 41 35 21 14 59 43 28
is_linear=0
shrinkage=0.05


Tree=78
num_leaves=15
num_cat=0
split_feature=45 15 5 19 64 7 1 45 43 40 35 1 0 15
split_gain=0.50532 0.881954 0.686446 1.04435 0.87164 1.0201 0.730978 0.674531 0.704675 0.80205 0.607275 0.563036 0.677788 0.443225
threshold=-25.519418743368924 16.51623701772807 0.51429892670245392 2.7703123992802063 108.59923353297258 0.4907965267152079 62.7829473356447 -31.963900953888263 -64.066653101823164 2.3768386412019944 14.409761080210121 67.74618198288961 84.800315318928895 21.118920716419833
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 3 6 5 -4 13 8 -1 -10 11 -8 -13 -3
right_child=1 2 4 -5 -6 -7 10 -9 9 -11 -12 12 -14 -15
leaf_value=0.036881993140709946 -0.042659673847519924 -0.027299888984707837 -0.033988004149929744 0.054128176416287199 -0.029595644684230756 0.055514710782503619 -0.044555979558324993 0.054472304810042886 -0.055089763030924194 0.036341158499418096 -0.047471353987462384 0.055273753151730713 -0.054244470303821651 0.054644237976483948
leaf_weight=0.8868531547486781 1.196737352758644 0.25131843239069018 0.39151936396956522 0.57468185387551773 0.599259354174137 1.7035523764789102 0.46169185265898727 1.0021150484681136 0.69442797824740432 0.36642256751656532 1.808227367699146 0.5306982696056366 0.19252438470721245 0.48054500296711922
leaf_count=13 21 4 6 9 9 23 7 11 9 5 24 7 3 7
internal_value=0.00339469 -0.00299581 0.00379102 -0.00860884 0.0235791 0.0387888 -0.0182877 0.0211392 0.00398893 -0.0235091 -0.0292401 -0.00141853 0.0261196 0.026505
internal_weight=11.1406 8.19076 6.99402 4.29969 2.69433 2.09507 3.72501 2.94982 1.9477 1.06085 2.99314 1.18491 0.723223 0.731863
internal_count=158 120 99 61 38 29 52 38 27 14 41 17 10 11
is_linear=0
shrinkage=0.05


Tree=79
num_leaves=15
num_cat=0
split_feature=45 15 5 64 1 45 43 40 53 1 15 20 15 18
split_gain=0.470553 0.820995 0.642559 0.818314 0.665646 0.633565 0.653886 0.756033 0.591154 0.952519 0.479677 0.593354 0.458419 0.412964
threshold=-25.519418743368924 16.51623701772807 0.51429892670245392 108.59923353297258 62.7829473356447 -31.963900953888263 -64.066653101823164 2.3768386412019944 86.846777978844599 71.782760684399932 92.843933038486469 2.9235213805086095 21.118920716419833 -3.4194711538461537
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 4 -4 12 6 13 -8 10 -10 -6 -12 -3 -1
right_child=1 2 3 -5 8 -7 7 -9 9 -11 11 -13 -14 -15
leaf_value=-0.028600465523151743 -0.041745003413019885 -0.026237929155555086 0.038398760250822131 -0.028505898156754184 -0.049474776553485499 0.053630413554447455 -0.054820044635025128 0.035219038234544524 0.046811692762215688 -0.04022464062077441 -0.054580802454562788 0.054831260294463072 0.05445473948368839 0.054258861339246206
leaf_weight=0.19347499310970306 1.162686552852392 0.24848987907171238 2.013092622160912 0.59126864001154888 1.5194494947791106 0.96782847866415966 0.66372809186577797 0.35937529429793358 0.70558789931237675 0.56692032143473625 0.22071243450045575 0.28254380449652672 0.60342034697532654 0.67498658597469341
leaf_count=3 21 4 29 9 21 11 9 5 11 9 3 4 9 10
internal_value=0.00334263 -0.00293837 0.0037446 0.0232094 -0.00847913 0.0207271 0.0038919 -0.0231929 -0.0186644 0.00803578 -0.0354618 0.00684655 0.0309179 0.0357995
internal_weight=10.7736 7.91417 6.75149 2.60436 4.14712 2.85939 1.89156 1.0231 3.29521 1.27251 2.02271 0.503256 0.85191 0.868462
internal_count=158 120 99 38 61 38 27 14 48 20 28 7 13 13
is_linear=0
shrinkage=0.05


Tree=80
num_leaves=15
num_cat=0
split_feature=18 22 57 6 46 41 41 40 14 33 58 14 50 35
split_gain=0.5278 0.654456 0.976631 0.657026 0.826842 0.648671 0.622685 0.70466 0.611225 0.50357 0.448192 0.371754 0.351572 0.620313
threshold=2.5871140532510388 0.52258545788214061 20.351567489389463 0.52272390820391179 -6.5223928295026425 3.425143077774814 3.425143077774814 2.3768386412019944 16.478597351407227 38.942252967371736 104.27572447606902 7.042329124338444 15.809816269339221 19.384705872222519
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 6 8 -4 -1 -8 10 -9 -5 -12 13 -6
right_child=-2 2 5 4 12 -7 7 9 -10 -11 11 -13 -14 -15
leaf_value=0.028196405355073235 -0.040648165363708029 -0.056130534493066778 -0.053666427873530591 -0.05307711292756704 -0.053047370668816943 0.043370366806477108 -0.043540226907370055 -0.05419642097883242 -0.045137187901718959 0.037428766735981049 -0.028494972251353386 0.054002918700638516 0.045938724365168437 0.035136428489512254
leaf_weight=0.52291536331176613 0.87385853379964906 0.34289835765957866 0.18895315378904376 0.20232768543064528 0.30628350749611977 1.9451430942863224 2.4629652108997111 0.20782437920570362 0.95975647494196892 0.53856754675507545 0.18759530410170555 0.50190767645835876 1.209318049252033 0.57157857716083527
leaf_count=7 13 4 3 4 6 29 36 3 13 9 4 8 16 8
internal_value=-0.00336207 -0.000151319 0.0221939 -0.00736662 0.00687766 0.0347787 -0.022399 -0.0306427 -0.0174449 0.0119168 0.0123566 0.0315575 0.0284548 0.00436936
internal_weight=11.0219 10.148 2.47699 7.67104 3.93877 2.1341 3.73227 3.20936 1.85159 0.746392 0.891831 0.689503 2.08718 0.877862
internal_count=163 150 36 114 59 32 55 48 29 12 16 12 30 14
is_linear=0
shrinkage=0.05


Tree=81
num_leaves=15
num_cat=0
split_feature=0 1 39 18 39 8 26 25 25 19 15 29 51 13
split_gain=0.512836 0.729335 0.654277 0.823301 0.743668 0.752226 0.652799 0.590776 0.693404 0.551035 0.476102 0.548648 0.539826 0.624141
threshold=81.03125960202037 69.351958331590254 2.4052142424440928 -3.8778630531238751 1.6890751902300292 39.500000000000007 0.48302761633971986 0.41609107406812701 0.54399994350896819 2.1675994362597377 14.247827098517371 0.38092816689156955 15.325191944085811 79.10728724479516
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 6 -6 10 -2 -9 -8 11 -1 -12 -14
right_child=7 -3 3 -5 5 -7 9 8 -10 -11 12 -13 13 -15
leaf_value=0.053241972142003761 -0.051346928709234109 0.054065525993613188 -0.053331036410575496 0.034677727894666048 -0.049094222850064428 0.054148723841916491 -0.05331096081602088 0.054163034055851468 -0.032227568323013489 0.05431825647536101 0.055058868640522021 -0.035052082704872332 0.055475456531104431 -0.018926532870389992
leaf_weight=0.22375467047094966 1.0747771374881279 0.62454566732049066 0.31136764958500895 1.8131498675793407 1.5823435019701717 0.19856782257556904 0.76249932684004296 0.38866522535681713 0.57722638733685017 0.14089556038379669 0.88115639053285155 0.82338623329997063 0.41088090837001778 0.89774662628769875
leaf_count=4 16 10 6 26 24 3 15 6 8 2 12 14 5 12
internal_value=-0.0032919 0.0020159 -0.00202442 0.0217792 -0.0105651 -0.0375829 0.0010563 -0.0258434 0.00253516 -0.0365249 0.0115448 -0.0161853 0.0248052 0.00443409
internal_weight=10.711 8.67029 8.04575 2.12452 5.92123 1.78091 4.14032 2.04067 0.965892 0.903395 3.23692 1.04714 2.18978 1.30863
internal_count=163 133 123 32 91 27 64 30 14 17 47 18 29 17
is_linear=0
shrinkage=0.05


Tree=82
num_leaves=15
num_cat=0
split_feature=65 68 18 22 13 57 15 57 25 45 7 26 7 70
split_gain=0.681967 0.545274 0.490928 0.720307 0.539812 0.453327 0.418125 0.610415 0.747158 0.564214 0.40365 0.392397 0.514523 0.388176
threshold=88.530010818022035 0.034930796023659783 1.973011549801629 0.55959977899930047 75.767650543006951 315.23225883102015 9.8692953935083079 50.906962261355169 -0.33453362417004379 39.887724890213086 0.49731099138437357 0.18588820575536916 0.50268396190627562 0.76329366714344338
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 5 -5 6 13 11 -9 -10 -11 12 -8 -3
right_child=1 2 -4 4 -6 -7 7 8 9 10 -12 -13 -14 -15
leaf_value=0.046630443135019572 -0.055397837371189133 -0.05328414355839918 -0.029699422049644587 -0.054525845705912374 0.045329421073613152 0.053188969135771119 -0.054473508141250439 0.023937363707746958 -0.040284055181298552 -0.053268693679147439 0.036437296629674272 0.058117706570297127 0.030031999593500797 0.032037700384795115
leaf_weight=0.64332637935876924 0.53906881809234519 0.79734577983617594 1.512228440493345 0.15220173448324192 1.2220089863985775 0.3109413906931876 0.26136927679181077 0.96860063634812599 2.031474106013778 0.16935196518897999 0.48320094868540764 0.54876957461237907 0.57947859540581703 0.16006648167967796
leaf_count=9 8 16 22 2 19 6 4 14 34 3 7 6 10 3
internal_value=-0.00322835 -0.00652284 -0.00365811 0.00146633 0.0342699 -0.00567704 -0.00872786 -0.00297615 -0.0137065 -0.0272913 0.0131566 0.0252288 0.0037643 -0.0390195
internal_weight=10.3794 9.73611 9.19704 7.68481 1.37421 6.3106 5.99966 5.04225 3.65263 2.68403 0.652553 1.38962 0.840848 0.957412
internal_count=163 154 146 124 21 103 97 78 58 44 10 20 14 19
is_linear=0
shrinkage=0.05


Tree=83
num_leaves=15
num_cat=0
split_feature=65 68 65 18 16 34 67 46 51 57 23 66 55 35
split_gain=0.635943 0.518005 0.462097 0.420597 0.62471 0.482711 0.488702 0.445668 0.437116 0.636979 0.635728 0.499723 0.472334 0.457503
threshold=88.530010818022035 0.034930796023659783 90.288666081401786 2.5871140532510388 1.1848162231969386 36.662140599099438 -1.3846556279316216 -37.097974787588889 8.7591779908280589 158.91124153522887 -0.79019266735007387 0.97297807367762568 16.681974223220902 12.498720181352057
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 6 -4 -8 10 -10 -9 -12 -11 -14
right_child=1 2 3 -5 -6 -7 7 8 9 12 11 -13 13 -15
leaf_value=0.045772898412682096 -0.055123785696185194 -0.043587354285563318 0.053739437312417697 -0.037016822518179678 0.041544468198171813 0.054966931444448135 0.053397043584890704 0.044313636254772623 -0.040029287271659032 -0.047285395535100389 0.015385031202830819 -0.05390935149848855 -0.025202395346719905 0.03438436542453651
leaf_weight=0.62312756106257516 0.51526296883821388 0.6676592119038095 0.33074303343891731 0.71467034518718708 0.92775841616094101 0.34924009814858425 0.27561815828084579 0.73860260285437096 2.0765556469559674 0.40448268502950657 0.56999530643225227 0.47867496311664581 0.49064940586686112 0.93791193887591362
leaf_count=9 8 10 6 11 16 5 5 11 35 7 9 8 7 16
internal_value=-0.00315583 -0.00637269 -0.00356996 -0.000348948 0.00310813 -0.00225223 -0.00542254 -0.0086988 -0.011703 -0.0210674 0.00878126 -0.016245 0.000413434 0.0139189
internal_weight=10.101 9.47782 8.96256 8.2949 7.58023 6.65247 6.30323 5.97249 5.69687 3.9096 1.78727 1.04867 1.83304 1.42856
internal_count=163 154 146 136 125 109 104 98 93 65 28 17 30 23
is_linear=0
shrinkage=0.05


Tree=84
num_leaves=15
num_cat=0
split_feature=65 38 18 16 33 62 44 35 8 65 30 25 24 62
split_gain=0.592612 0.529336 0.706152 0.681942 0.682615 0.642572 0.531327 0.437193 0.526674 0.47584 0.676141 0.453325 0.506849 0.487865
threshold=88.530010818022035 4.4065124525173394 2.5871140532510388 1.2629586859128075 38.449352226181595 121.16070153973446 51.409468588368377 11.565885704469871 10.500000000000002 106.09772426742762 0.13075860126434713 -0.2981412564283743 -0.63058875658220359 111.77249891644716
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 3 4 6 -2 -3 -6 -9 11 -11 12 -10 -13
right_child=1 2 -4 -5 7 -7 -8 8 9 10 -12 13 -14 -15
leaf_value=0.044896622928644901 -0.044997335049991233 -0.04448884221513065 -0.047864185024965922 0.047388265516417311 0.054841109174942039 0.034074670292691421 0.027476358803585843 0.054971337918388818 -0.052319983727435397 0.055834446311472413 -0.052785943075199904 -0.035807354081189589 0.037982894265983551 0.053292747178963852
leaf_weight=0.60401520505547601 1.443643469363449 1.2435843385756014 0.70968890190124501 0.81723056361079205 0.46151814237236966 0.3125578649342059 0.3231242150068282 0.43929888308048282 0.20356521941721439 0.61683411337435234 0.18661384657025337 1.6420642025768768 0.65655636414885443 0.1694903038442136
leaf_count=9 24 19 12 14 7 5 4 6 5 10 4 30 11 3
internal_value=-0.00308343 -0.0062247 -0.000417409 0.00456381 -0.00132539 -0.0309246 -0.0296465 0.00881434 0.00338769 -0.00313312 0.0306056 -0.0132793 0.0166109 -0.0274711
internal_weight=9.82979 9.22577 7.46957 6.75988 5.94265 1.7562 1.56671 4.37594 3.91442 3.47512 0.803448 2.67168 0.860122 1.81155
internal_count=163 154 125 113 99 29 23 76 69 63 14 49 16 33
is_linear=0
shrinkage=0.05


Tree=85
num_leaves=15
num_cat=0
split_feature=24 68 51 63 37 45 45 26 68 37 70 49 40 24
split_gain=0.479347 0.57307 0.613396 0.676789 0.533208 0.479628 0.603314 0.465457 0.476672 0.443581 0.593074 0.431181 0.378413 0.558521
threshold=0.36738493244535703 0.41876319265454159 26.990255019762646 107.74003059084318 9.2078490359020151 19.649668933246254 10.488651666282822 -0.30073667261988785 0.8891267257053258 5.9607985095839355 0.32669677267327074 33.978462185657648 1.7738070957157206 0.4478572224478406
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 9 6 7 8 -2 -1 -11 -5 13 -7
right_child=5 2 -4 11 -6 12 -8 -9 -10 10 -12 -13 -14 -15
leaf_value=0.030470749898747131 0.053539228412261289 -0.036357607047170289 0.033919094128796339 0.058072155366056144 0.048308327922326831 -0.053194802465787429 0.052963167283431971 -0.055399344342483593 -0.054450118177860975 -0.053489880063066958 0.029317710907697858 -0.020612053987105475 -0.042847532167798998 0.016783247399943604
leaf_weight=1.0050920061767104 0.32033950090408325 1.5606245175004012 0.7596853133291005 0.38739322125911702 1.4196068812161682 0.41405832767486594 0.5539093054831028 0.37841561064124085 0.15005455911159515 0.50585045665502537 0.37765558063983917 0.31624200567603111 1.3126830216497181 0.91579583659768105
leaf_count=16 6 30 12 4 19 8 11 5 2 9 7 6 19 14
internal_value=0.00218519 0.0107743 -0.00495855 -0.0180024 0.0251553 -0.0112596 0.012371 -0.0141183 0.0190909 0.00775179 -0.0180937 0.0227083 -0.0238032 -0.00500485
internal_weight=10.3774 6.33215 3.02395 2.26426 3.3082 4.04526 1.40272 0.84881 0.470394 1.8886 0.883506 0.703635 2.64254 1.32985
internal_count=168 103 52 40 51 65 24 13 8 32 16 10 41 22
is_linear=0
shrinkage=0.05


Tree=86
num_leaves=15
num_cat=0
split_feature=24 68 34 35 37 19 21 67 50 15 0 37 36 8
split_gain=0.445029 0.531621 0.510209 0.663429 0.501329 0.46847 0.430485 0.531571 0.418835 0.706583 0.444827 0.42794 0.533528 0.415582
threshold=0.36738493244535703 0.41876319265454159 21.175246030677474 14.010067912398663 9.2078490359020151 1.2990549967148548 0.99492820452194108 2.3624074016929737 30.218420130673682 19.450806409412206 81.03125960202037 10.627907746489745 16.129953756357903 13.500000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 5 13 -4 -5 -8 9 -3 -11 -10 -13 -1
right_child=2 8 3 6 -6 -7 7 -9 11 10 -12 12 -14 -15
leaf_value=-0.052840329996292623 -0.03929642988838241 -0.052835186843745746 -0.052228115403285438 -0.029913258404856757 0.047384859304828331 0.054286093271275232 0.052673999132496235 -0.055252571038080546 0.037837084833428694 0.036160510104866567 -0.053709763947952266 -0.054657204615984056 0.053201255263472885 0.016836729817300673
leaf_weight=0.2470364831388 1.1353208627551796 0.86354162544012092 0.1212892867624763 1.4126875065267084 1.3760263165459035 0.69331936724483967 0.40011811070144165 0.15959647670388222 0.8347156587988136 0.55377807095646858 0.1832517609000206 0.35482091084122658 0.16938886046409607 1.6003240086138246
leaf_count=5 18 20 3 22 19 11 9 2 12 9 3 5 3 27
internal_value=0.00213162 0.010489 -0.0110423 0.000467349 0.0245374 0.0384269 -0.0152101 0.0218999 -0.00481214 -0.0221439 0.0138156 0.0156016 -0.0198047 0.00751923
internal_weight=10.1052 6.18288 3.92233 2.78701 3.22339 0.814609 1.9724 0.559715 2.9595 1.60057 0.73703 1.35893 0.52421 1.84736
internal_count=168 103 65 47 51 14 33 11 52 32 12 20 8 32
is_linear=0
shrinkage=0.05


Tree=87
num_leaves=15
num_cat=0
split_feature=2 42 36 1 3 0 53 45 19 28 15 23 3 65
split_gain=0.414311 0.553238 0.675209 0.668465 0.727317 0.591212 0.421706 0.5601 0.456396 0.47902 0.790206 0.69046 0.539589 0.518266
threshold=60.867336608380739 52.834012620532128 8.3279119297081809 71.190494385048567 61.403016251361649 78.297248853531002 46.26430606007952 1.6685618929554618 -3.8396628869360954 0.56873961219290226 14.247827098517371 -0.72384889651124917 40.565118661597872 103.8362912600635
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 5 -5 -3 7 8 -1 10 11 -10 -13 -12
right_child=1 3 -4 4 -6 -7 -8 -9 9 -11 13 12 -14 -15
leaf_value=-0.053361120619678848 0.010296655282402062 -0.025233850554588003 -0.051245538843492013 -0.050778564835955976 0.020683488874471332 0.053814475902135422 0.041441548428190388 -0.053277911911435175 -0.053062641322474562 0.041132843005710656 0.054380970457265955 0.04603487358105967 -0.053164697378496675 -0.034426288971441676
leaf_weight=0.26069859042763699 0.69453582912683476 0.32059444114565872 1.2439270112663505 0.75925249606370904 0.67046631500124931 0.90214070491492748 0.96988905034959305 0.37692165933549393 0.78240978904068503 1.1911792447790501 0.80697717145085313 0.4604297913610943 0.1951991580426693 0.20627828687429428
leaf_count=5 11 6 22 12 11 16 15 7 17 20 12 7 4 3
internal_value=0.00207904 -0.00889192 -0.0291955 0.00594628 -0.0172665 0.0330884 0.0116727 0.004927 0.0105477 0.0151218 0.00248204 -0.0213476 0.0165004 0.0363016
internal_weight=9.8409 4.59092 1.93846 2.65245 1.42972 1.22274 5.24998 4.28009 3.90317 3.64247 2.45129 1.43804 0.655629 1.01326
internal_count=168 78 33 45 23 22 90 75 68 63 43 28 11 15
is_linear=0
shrinkage=0.05


Tree=88
num_leaves=15
num_cat=0
split_feature=24 34 35 19 69 63 27 57 55 7 8 69 33 16
split_gain=0.390963 0.461381 0.602509 0.437284 0.41134 0.962059 0.458891 0.421456 0.506933 0.475189 0.741348 0.347767 0.452998 0.332641
threshold=0.36738493244535703 21.175246030677474 14.010067912398663 1.2990549967148548 0.82165780335968053 104.74739275664733 1.1065060663769508 149.97422715734356 30.028453358573241 0.53901717991134135 16.500000000000004 0.68503857799039158 50.517494976200162 0.69096981437373206
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 7 -6 -7 8 -1 10 -9 -4 13 -13
right_child=1 2 11 -5 5 6 -8 9 -10 -11 -12 12 -14 -15
leaf_value=0.018946424593065881 -0.038230179042255501 -0.052084702882105295 -0.040571596866053744 0.053935609621521177 -0.052980914812987813 0.056418450963279056 -0.043399961353288469 -0.052711286133936552 -0.031534905757523497 0.056118705448460753 0.03585754191233835 -0.027915326647411594 -0.034406610501970532 0.05286272109238345
leaf_weight=1.4812233801931145 1.0767206940799954 0.11440227925777469 0.76516826450824726 0.64899226278066635 0.72990643605589844 0.46606581658124924 0.15291858837008476 0.33293744921684287 0.74867611750960339 1.1020868103951214 0.81369664333760738 0.17592071555554845 0.46173907071352005 0.46253005787730217
leaf_count=25 18 3 11 11 16 6 4 7 15 15 15 4 8 10
internal_value=0.00203581 -0.0106624 0.000629166 0.0380474 0.0101101 -0.0140953 0.0317586 0.0174004 0.0019976 0.0326743 0.0101406 -0.0146842 0.00332019 0.0306049
internal_weight=9.53298 3.70547 2.62875 0.763395 5.82751 1.34889 0.618984 4.47862 2.2299 2.24872 1.14663 1.86536 1.10019 0.638451
internal_count=168 65 47 14 103 26 10 77 40 37 22 33 22 14
is_linear=0
shrinkage=0.05


Tree=89
num_leaves=15
num_cat=0
split_feature=24 34 3 14 46 18 28 40 46 63 26 29 71 25
split_gain=0.363133 0.436833 0.458646 0.724911 0.525582 0.388827 0.617759 0.836585 0.50423 0.634797 0.488277 0.395281 0.388792 0.315498
threshold=0.36738493244535703 19.367860754711732 57.008442952538836 86.172983830216324 8.8449287084050905 -3.8778630531238751 0.56873961219290226 1.6031506394670623 1.4385680045521585 103.06321503588104 0.10639595381325859 0.36130494883815339 0.14805780379661285 -0.81477051302987913
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 -1 7 10 13 -10 -7 -12 -13 -9
right_child=1 2 3 4 -6 6 -8 8 9 -11 11 12 -14 -15
leaf_value=-0.053051375370403032 -0.05370390794649145 0.025482888280222916 -0.045294561301788348 -0.032902821350605897 0.039654544904509606 0.054100936229611235 0.038631516923821434 0.027075520858528369 -0.043506787451175574 0.04093529947274635 -0.052402939487667971 0.046528246270000878 -0.052421847022747027 -0.049933919542235514
leaf_weight=0.23527255654335011 0.50185699947178397 0.95109060220420394 1.072516340762377 0.39577749744057633 0.67568058893084526 0.87156163714826129 1.6059515597298739 0.15209266915917385 0.36123418807983387 0.57978370971977711 0.24810600839555264 0.42649329267442226 0.12938848882913589 1.0594129618257286
leaf_count=5 9 19 17 8 12 14 27 3 8 9 6 7 3 21
internal_value=0.00199466 -0.0104319 -0.00341544 -0.0162351 0.0128531 0.00987877 0.0126034 0.0016841 -0.0189383 0.00852001 0.028177 7.42763e-05 0.0234964 -0.0402661
internal_weight=9.26622 3.59692 3.09507 2.14397 1.07146 5.6693 5.43402 3.82807 2.15252 0.941018 1.67555 0.803988 0.555882 1.21151
internal_count=168 65 56 37 20 103 98 71 41 17 30 16 10 24
is_linear=0
shrinkage=0.05


Tree=90
num_leaves=15
num_cat=0
split_feature=30 64 64 48 36 67 68 70 30 36 70 27 63 25
split_gain=0.424212 0.631051 0.621015 0.52983 0.607949 0.641568 0.641551 0.554071 0.496796 0.413274 0.436496 0.723731 0.303956 0.170354
threshold=0.049193010712884358 92.797148330615897 99.349193873595354 52.824004448225146 13.2115445487063 0.27909708365021146 0.69402078301677961 0.42593013676141778 0.069414614561450066 6.6525066879434096 0.13004325934784536 0.35120654549641911 93.013971555653185 1.005572499813425
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 -2 -3 7 5 -5 -6 8 -4 -1 -11 -12 -13 -9
right_child=1 2 3 4 6 -7 -8 13 -10 10 11 12 -14 -15
leaf_value=-0.054232148748361346 0.053441079038754113 -0.041753658847093311 -0.044817129088365555 0.054553150187475689 0.047502976030904441 -0.044362559199921603 -0.05334508493214838 0.054396847687845432 0.052813413965369142 0.048409447843690362 -0.052672468289026803 -0.031296439758823812 0.053236875283209896 0.0037087972902568392
leaf_weight=0.18412568420171771 0.38310407102107991 1.3952252101153133 0.45487132295966126 0.18325649388134513 0.56161360070109356 1.5541871134191749 0.21927404031157494 0.75198599882423878 0.18261084705591202 0.95060816220939148 0.38519153743982293 0.13637960329651833 0.4827776700258255 0.21263058111071587
leaf_count=3 7 30 8 3 12 30 4 12 4 17 9 3 9 4
internal_value=-0.00169471 -0.00861183 -0.0129219 -0.00315909 -0.0174597 -0.0339294 0.0191847 0.01932 -0.0168502 0.01738 0.0241247 0.00113943 0.034617 0.0432237
internal_weight=8.03784 5.89876 5.51566 4.12043 2.51833 1.73744 0.780888 1.6021 0.637482 2.13908 1.95496 1.00435 0.619157 0.964617
internal_count=155 114 107 77 49 33 16 28 12 41 38 21 12 16
is_linear=0
shrinkage=0.05


Tree=91
num_leaves=15
num_cat=0
split_feature=64 34 64 67 35 48 39 31 8 37 20 27 38 2
split_gain=0.361908 0.482227 0.426752 0.523066 0.622634 0.603216 0.434436 0.434163 0.415668 0.404853 0.390624 0.296145 0.52869 0.278955
threshold=93.652032924660261 26.839982691682565 98.630606605965241 0.25956765935588888 18.657905433427654 55.770403703526576 2.2213525498026372 0.057953776469878322 21.500000000000004 15.202169145844691 2.9741484014372603 0.41122328995327601 5.7715491923266198 29.478655809095304
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 10 5 6 7 -5 -3 -6 -4 12 -2 -7
right_child=2 8 3 4 9 13 -8 -9 -10 -11 -12 -13 -14 -15
leaf_value=0.045724726643821739 -0.040120359544120139 -0.04548500679218951 0.053401111557771601 0.053623964055943579 0.037178349617366345 0.052308632590613538 0.054235969089200746 -0.040951895943409117 0.052128784118675102 -0.053055757344240145 -0.020435641248213624 -0.044083248965631636 0.053187563368990901 -0.0420787307805221
leaf_weight=0.82340802066028096 0.35941666364669789 0.35993817262351513 0.69949305802583683 0.16825799271464426 0.9277555029839275 0.082169439643621334 0.36984487622976303 0.43525289185345173 0.15646922215819359 0.14353951252996922 0.24078266695141792 1.0706371003761885 0.26282320916652679 1.6534160189330576
leaf_count=17 7 7 14 3 18 2 6 8 4 3 4 25 5 32
internal_value=-0.00166533 0.0219693 -0.00660283 0.00112099 -0.00717985 -0.0199408 0.0115653 -0.0145843 -0.0159084 0.0250882 0.0344932 -0.0281404 -0.000708729 -0.0376101
internal_weight=7.7532 1.33982 6.41339 4.72051 3.78024 2.70894 0.973356 0.603511 0.516407 1.0713 0.940276 1.69288 0.62224 1.73559
internal_count=155 28 127 90 72 51 17 11 11 21 18 37 12 34
is_linear=0
shrinkage=0.05


Tree=92
num_leaves=15
num_cat=0
split_feature=30 29 70 34 48 49 9 71 6 27 71 66 70 3
split_gain=0.3826 0.543482 0.791917 0.651612 0.588298 0.474783 0.422047 0.361226 0.363253 0.324002 0.297239 0.233325 0.220775 0.466373
threshold=0.049193010712884358 0.5536667516307795 0.48640623978320868 20.552745094698732 48.087460289064829 39.218292556592623 27.500000000000004 0.041948354239775977 0.52536499169836171 1.1065060663769508 0.029408000078481353 2.4458542280826165 0.64347956409654328 42.578800452736338
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 11 -3 -4 10 -6 -7 -9 12 -1 -2 -5 -14
right_child=1 3 4 9 6 7 -8 8 -10 -11 -12 -13 13 -15
leaf_value=-0.045639319000868844 -0.044840702997322221 -0.040394828222097022 0.054857318321178232 0.052934870618622724 -0.03677223603547209 0.050026972440533883 0.031825853917288503 -0.041202443726018514 0.053487923513823969 -0.022031749538907006 0.02901319886086955 0.02375127136363292 0.052636550730007614 -0.052655847776904789
leaf_weight=0.39238253794610489 1.9115187535062439 0.45404004491865668 0.45681996643543232 0.85193751193582989 0.66384103149175622 0.96724825911223866 0.3385822344571352 0.26553840190172195 0.16373666748404503 0.27072494290769089 0.2019733190536499 0.13258027844130982 0.2544084470719099 0.17927566915750504
leaf_count=9 39 9 6 19 13 18 7 6 3 7 5 4 6 4
internal_value=-0.00163096 -0.00841484 -0.0203064 0.0123076 0.00782917 0.017157 -0.0136023 0.0330862 -0.00508508 0.0276827 -0.020271 -0.0403918 0.0381516 0.00911094
internal_weight=7.50461 5.51373 3.50334 2.01039 1.45924 1.99088 1.00242 1.39652 0.429275 1.55635 0.594356 2.0441 1.28562 0.433684
internal_count=155 114 69 45 26 41 20 27 9 36 14 43 29 10
is_linear=0
shrinkage=0.05


Tree=93
num_leaves=15
num_cat=0
split_feature=30 64 64 48 67 36 68 70 49 30 40 2 70 28
split_gain=0.357973 0.540645 0.511349 0.450626 0.533916 0.593127 0.529478 0.473624 0.446314 0.434386 0.339537 0.28937 0.277553 0.16678
threshold=0.049193010712884358 92.797148330615897 99.349193873595354 52.824004448225146 0.27909708365021146 13.2115445487063 0.69402078301677961 0.42593013676141778 39.218292556592623 0.069414614561450066 1.1721660493307835 29.478655809095304 -0.051670760993672821 0.42929150115586584
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 -2 -3 7 -5 11 -7 9 12 -4 -10 -6 -1 -14
right_child=1 2 3 4 5 6 -8 -9 10 -11 -12 -13 13 -15
leaf_value=0.051991755122095543 0.052969929849320335 -0.039799998550025327 -0.043832007395619224 0.053506846908520922 0.052111227650807612 0.045439792119024811 -0.052992608302934702 0.042302818013173142 -0.023935175033377401 0.052528716116063828 0.043879173096297512 -0.048527863637339901 -0.053061769270659392 0.017233729832348155
leaf_weight=0.10916143283247948 0.33771513774991024 1.2698323605582116 0.40971034020185493 0.24148509092628989 0.075453609228134488 0.44042373076081265 0.19805602915585041 0.86287565156817436 0.22092249989509571 0.16367645934224129 1.122040160000324 1.3382891863584516 0.35874441452324379 0.11032758839428425
leaf_count=3 7 30 8 5 2 10 4 16 6 4 21 28 8 3
internal_value=-0.00159747 -0.00825912 -0.0123949 -0.00306507 -0.0168173 -0.0250923 0.0149061 0.0188972 0.0169101 -0.0163253 0.0327235 -0.0431566 -0.0198168 -0.036528
internal_weight=7.25871 5.33752 4.9998 3.72997 2.29371 2.05222 0.63848 1.43626 1.9212 0.573387 1.34296 1.41374 0.578233 0.469072
internal_count=155 114 107 77 49 44 14 28 41 12 27 30 14 11
is_linear=0
shrinkage=0.05


Tree=94
num_leaves=15
num_cat=0
split_feature=30 29 70 60 34 49 71 6 27 71 2 3 51 66
split_gain=0.33424 0.47811 0.723288 0.674364 0.581443 0.415329 0.344569 0.33172 0.298195 0.265239 0.256438 0.302199 0.254394 0.234278
threshold=0.049193010712884358 0.5536667516307795 0.48640623978320868 117.88338507212437 20.552745094698732 39.218292556592623 0.041948354239775977 0.52536499169836171 1.1065060663769508 0.029408000078481353 60.867336608380739 60.239519672409109 0.95442499579909557 2.4458542280826165
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 12 10 -3 9 -7 -8 -6 -1 -4 -12 -2 -14
right_child=1 4 3 -5 8 6 7 -9 -10 -11 11 -13 13 -15
leaf_value=-0.044592084503663476 0.054082374543629234 -0.039418825616349185 0.054101551353889971 -0.036898342986541044 0.037723257212420987 0.049375645580058636 -0.040134792305757366 0.053167480666774417 -0.021350343797576506 0.028122728061132585 -0.052259196767308939 0.052567228099776486 -0.048026687259464657 0.022758353259721909
leaf_weight=0.36495752446353424 0.069786481559276914 0.42477078363299359 0.58038669452071168 0.52142264693975449 1.188437048345804 0.89573862217366673 0.26000583544373512 0.15035098791122437 0.26044112816452969 0.19106563925743103 0.15048247762024403 0.12659002840518951 1.7076902091503141 0.12548258900642384
leaf_count=9 1 9 9 10 29 18 6 3 7 5 4 3 38 4
internal_value=-0.00157057 -0.00812859 -0.0196335 0.00794164 0.0120232 0.0165861 0.0319932 -0.00594969 0.0271046 -0.0196052 0.0352089 -0.00436567 -0.0396145 -0.0431814
internal_weight=7.01761 5.15549 3.28184 1.37888 1.87365 1.86212 1.3061 0.410357 1.44888 0.556023 0.857459 0.277073 1.90296 1.83317
internal_count=155 114 69 26 45 41 27 9 36 14 16 7 43 42
is_linear=0
shrinkage=0.05


Tree=95
num_leaves=15
num_cat=0
split_feature=26 23 14 19 1 5 27 27 31 33 9 36 40 48
split_gain=0.685471 0.376665 0.407143 0.349931 0.515163 0.434486 0.411692 0.541335 0.398685 0.554612 0.504033 0.61706 0.301632 0.245916
threshold=-0.51605191327970268 1.0537410606782758 88.614643458393758 1.633334238829365 71.190494385048567 0.52864646079651434 0.67981606899920222 1.1065060663769508 0.04969377422501095 36.211567582190199 15.500000000000002 7.6390262304438865 1.3642228428568417 40.241978055448733
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 6 -5 -6 8 -8 10 -10 11 -2 -12 -11
right_child=1 2 -4 4 5 -7 7 -9 9 13 12 -13 -14 -15
leaf_value=0.035776081233777797 0.04026958041615257 -0.054715168480328008 0.016730172803110181 0.046534733612504056 -0.044917503440856606 0.053457534222539994 0.048011947153078237 -0.037538150231123134 0.036696481643634565 0.021092486163741212 -0.018646915110434887 -0.042405287149424209 0.053112681509259518 -0.048765591192816551
leaf_weight=1.367876188829541 0.31768573820590995 0.64247904531657685 0.28915040567517281 0.8910474646836517 0.37551239319145679 0.1600900050252676 0.67323617637157429 0.25493183732032776 0.263216983526945 0.13919835165143002 0.19781015440821637 0.77941791713237762 0.56388256140053272 1.3263735985383389
leaf_count=27 6 10 5 18 8 3 12 7 4 3 5 19 11 32
internal_value=0.0034515 -0.00298083 -0.0325406 0.00165345 0.0232402 -0.0155135 -0.00516638 0.0245146 -0.0128454 -0.0301287 0.00322918 -0.0184653 0.0344769 -0.0421306
internal_weight=8.24191 6.87403 0.931629 5.9424 1.42665 0.535602 4.51575 0.928168 3.58759 1.72879 1.8588 1.0971 0.761693 1.46557
internal_count=170 143 15 128 29 11 99 19 80 39 41 25 16 35
is_linear=0
shrinkage=0.05


Tree=96
num_leaves=15
num_cat=0
split_feature=57 1 8 1 27 34 49 57 56 35 55 39 44 59
split_gain=0.377982 0.506048 0.481012 0.470229 0.414786 0.3673 0.422917 0.515821 0.399783 0.360652 0.308312 0.385881 0.23186 0.230401
threshold=158.91124153522887 71.190494385048567 15.500000000000002 68.837729611368999 1.1065060663769508 36.662140599099438 44.349004192500303 107.14247517875062 45.213008027613135 21.031768932633373 25.426331106144193 0.9921377005094556 64.478320991273776 108.36330627099859
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 10 5 12 6 7 8 -1 13 11 -2 -4 -10
right_child=2 -3 4 -5 -6 -7 -8 -9 9 -11 -12 -13 -14 -15
leaf_value=-0.052962704273601779 -0.05184269086769501 -0.048579019244765993 0.048547280729725244 0.044933764747342918 -0.051966024150382241 0.053106871045280328 -0.032434414688564332 -0.036055870519355229 0.016084500949421411 -0.052337206491592153 -0.052509289956952365 0.041349122214935578 -0.0022963204607914811 0.055339519335882929
leaf_weight=0.197974022477866 0.16452953405678306 0.57325365208089341 1.3879817165434358 0.54321960732340802 0.13138142600655545 0.26027484610676754 1.241839589551091 0.6561681805178522 1.2297070017084477 0.15162504650652397 0.30573587119579315 0.34193446114659309 0.26743421703577031 0.53704018145799626
leaf_count=4 5 12 31 11 4 5 26 15 27 4 7 5 5 9
internal_value=0.00338173 -0.00416909 0.0190444 0.00111505 0.0335468 -0.00445343 -0.00818542 0.00267598 0.0146847 0.0216658 -0.0128601 0.0110749 0.0403334 0.0280169
internal_weight=7.9901 5.3911 2.599 4.81785 1.7868 4.27463 4.01435 2.77251 2.11635 1.91837 0.8122 0.506464 1.65542 1.76675
internal_count=170 113 57 101 40 90 85 59 44 40 17 10 36 36
is_linear=0
shrinkage=0.05


Tree=97
num_leaves=15
num_cat=0
split_feature=26 36 34 50 63 2 50 20 34 13 71 6 40 35
split_gain=0.612742 0.330266 0.40776 0.482149 0.458244 0.377198 0.35393 0.340197 0.510596 0.426347 0.32594 0.292342 0.251123 0.384896
threshold=-0.51605191327970268 7.921897601063228 36.662140599099438 28.519575904658044 102.4869799896222 65.672515401588868 45.986394600690566 1.1697818424647013 24.01583744265788 95.065562972764198 0.050552546755755066 0.51558031778745972 1.6223150348595985 15.337366394388811
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 7 3 12 5 -5 -6 -2 9 -9 -7 -8 13 -3
right_child=1 2 -4 4 6 10 11 8 -10 -11 -12 -13 -14 -15
leaf_value=0.03463363123530834 0.04298756653926377 0.040613766153688502 0.052947060185324947 -0.030682911881446107 0.055570617956534521 0.046133698367526732 -0.052648083329033035 -0.048721586675796555 0.053292094160064446 0.054023625802692113 -0.03573681813007093 0.028680833199420597 -0.042330242864511203 -0.053759444292309048
leaf_weight=1.2998363301157949 0.69611831475049235 0.25549699179828156 0.24830948188900936 1.189057117328048 0.531013824045658 0.37131371907889832 0.18633623793721199 0.50624882429838181 0.27586309611797333 0.12612072005867958 0.18074495159089565 0.27147682942450047 1.4464162588119505 0.18720098957419395
leaf_count=27 14 6 5 27 8 9 4 12 5 2 4 6 37 4
internal_value=0.00330652 -0.00298549 -0.00947026 -0.0128257 0.000612391 -0.0148255 0.0277953 0.0166884 -0.00346874 -0.0282299 0.0193292 -0.00442116 -0.0322449 0.000706743
internal_weight=7.77155 6.47172 4.86737 4.61906 2.72994 1.74112 0.988827 1.60435 0.908233 0.63237 0.552059 0.457813 1.88911 0.442698
internal_count=170 143 110 105 58 40 18 33 19 14 13 10 47 10
is_linear=0
shrinkage=0.05


Tree=98
num_leaves=15
num_cat=0
split_feature=26 23 14 19 1 5 27 27 71 39 32 27 55 50
split_gain=0.563512 0.331213 0.368089 0.329166 0.440344 0.39039 0.361179 0.462042 0.291428 0.29618 0.337489 0.308635 0.359896 0.282406
threshold=-0.51605191327970268 1.0537410606782758 88.614643458393758 1.633334238829365 71.190494385048567 0.52864646079651434 0.67981606899920222 1.1065060663769508 -0.57987397306311717 2.9279348523468225 0.055964759468272667 0.35120654549641911 17.26949880350622 20.057445263807505
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 6 -5 -6 8 -8 -2 10 11 -10 -13 -14
right_child=1 2 -4 4 5 -7 7 -9 9 -11 -12 12 13 -15
leaf_value=0.033520364613048713 0.040633582022659626 -0.054180272591038053 0.016445580081662598 0.045844844163790532 -0.043968358933644362 0.053165606749321019 0.046859553235970575 -0.036621116591312577 -0.045394382998318425 0.054322555588440957 -0.046400656403025126 0.053239661808928668 -0.052594739997978493 0.0029751619100890523
leaf_weight=1.2764635570347307 0.23681000620126669 0.58405233919620503 0.26966829597949982 0.82038731314241864 0.33742316253483295 0.14917319267988205 0.60662790201604355 0.22806140407919884 0.45646087080240461 0.13908240944147099 0.87124967202544201 0.27522316575050343 0.29623844102025021 1.0018010716885326
leaf_count=27 5 10 5 18 8 3 12 7 14 2 22 5 8 24
internal_value=0.00323781 -0.00292497 -0.0318714 0.0016357 0.0234934 -0.0141905 -0.00531244 0.0240502 -0.0127917 -0.0169534 -0.0203706 -0.00919733 0.00130476 -0.009707
internal_weight=7.54872 6.27226 0.853721 5.41854 1.30698 0.486596 4.11155 0.834689 3.27687 3.04006 2.90097 2.02972 1.57326 1.29804
internal_count=170 143 15 128 29 11 99 19 80 75 73 51 37 32
is_linear=0
shrinkage=0.05


Tree=99
num_leaves=15
num_cat=0
split_feature=57 51 15 7 7 9 22 49 0 68 39 50 42 58
split_gain=0.336124 0.537914 0.649781 0.510716 0.431644 0.592235 0.333126 0.328582 0.449106 0.295227 0.294553 0.395266 0.441762 0.278588
threshold=158.91124153522887 15.015653287794056 92.843933038486469 0.53552434517029235 0.53901717991134135 15.500000000000002 -0.82723776920238834 40.939179698367617 75.866227238778535 0.56779536434129574 1.2060627870412881 16.944739624014542 48.847206890106641 112.81762521927799
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 7 5 -2 -6 -1 -9 -7 -5 -12 -13 -11
right_child=4 2 -4 10 6 9 -8 8 -10 13 11 12 -14 -15
leaf_value=0.044338420904555184 -0.040867391699562425 -0.040251282571132835 0.039344244726725729 -0.052858391087854145 -0.051495447856132408 0.047191217651041728 0.054627366740179518 -0.040344225774186754 0.053414056747509125 0.052429371846301857 -0.036522503792498814 0.046924041562151464 -0.034242362805435723 -0.042851206609346312
leaf_weight=1.0526397805660965 0.52430028654634975 1.4638731135055421 0.3108551800251006 0.3446940705180167 0.081054419279098511 0.58569934405386448 0.84353128820657719 0.32710956782102574 0.20954033173620701 0.11506103537976742 0.47634677495807387 0.53165924549102783 0.24484062567353249 0.23021211102604866
leaf_count=22 14 34 7 8 3 15 16 6 4 3 15 12 5 6
internal_value=0.00316131 -0.00424832 -0.0263096 0.00803749 0.018609 0.00163598 0.045324 0.0281055 -0.00373536 0.0255728 -0.0119269 -0.000665443 0.0213312 -0.0110993
internal_weight=7.34142 4.96156 1.77473 3.18683 2.37986 1.45527 0.924586 1.58929 0.53665 0.930972 1.59754 1.25285 0.7765 0.345273
internal_count=170 113 41 72 57 38 19 32 10 24 40 32 17 9
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
feat_roc_23=49
feat_adx_14=44
feat_roc_ma_20_40=41
feat_vol_skew_20_60=41
feat_hurst_23=40
feat_rsi_14=38
feat_vol_trend_rel_20_3=37
feat_adx_30=36
feat_hurst_230=33
feat_roc_ma_20_20=30
feat_bbw_23_15=30
feat_stoch_k_21_5=29
feat_bb_dev_sig_100_25=29
feat_adx_7=28
feat_kc_dev_abs_230_230_15=28
feat_bb_dev_abs_50_25=27
feat_atr_ratio_20_100=27
feat_rsi_35=26
feat_atr_ratio_5_15=26
feat_fft_trend_46_1=26
feat_roc_ma_5_10=25
feat_natr_5=25
feat_bb_dev_abs_30_20=25
feat_adx_60=24
feat_bb_dev_abs_200_30=23
feat_adx_120=22
feat_adx_240=22
feat_bb_dev_sig_200_30=22
feat_fft_trend_46_2=22
feat_roc_5=21
feat_roc_ma_10_20=21
feat_atr_ratio_50_200=21
feat_rsi_20=20
feat_roc_ma_10_10=20
feat_atr_ratio_20_50=20
feat_hurst_115=19
feat_stoch_k_14_3=19
feat_log_natr_5=19
feat_bbw_10_15=19
feat_bb_dev_abs_100_25=19
feat_natr_14=18
feat_rsi_7=17
feat_stoch_k_5_3=17
feat_roc_230=17
feat_roc_15=16
feat_bbw_230_15=16
feat_range_0=15
feat_z_atr_7_100=13
feat_z_atr_14_100=13
feat_natr_21=12
feat_range_1=11
feat_roc_ma_5_5=11
feat_bb_dev_sig_23_20=11
feat_kc_dev_sig_230_230_15=11
feat_atr_ratio_5_20=11
feat_kc_dev_abs_5_5_15=10
feat_atr_ratio_10_30=10
feat_bb_dev_sig_30_20=9
feat_kc_dev_abs_23_23_15=8
feat_atr_ratio_10_20=8
feat_bb_dev_sig_50_25=7
feat_kc_dev_sig_23_23_15=7
feat_log_natr_21=6
feat_kc_dev_sig_5_5_15=6
feat_roc_10=5
feat_log_natr_14=5
feat_bb_dev_abs_23_20=5
feat_atr_ratio_10_50=5
feat_rsi_40=4
feat_range_6=2
feat_range_13=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: 0.05]
[num_leaves: 15]
[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: 3]
[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:[]