tree version=v4 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=50 objective=binary sigmoid:1 feature_names=amplitude change_pct 涨跌额 turnover ret_1 ret_5 ret_10 ret_20 log_ret_1 vol_5 vol_10 vol_20 rsi_6 rsi_14 macd macd_signal macd_diff bb_upper bb_lower bb_width bb_pct atr_14 atr_ratio adx_14 obv obv_ret vwma_5 vwma_20 price_to_vwma5 price_to_vwma20 ma5 ma10 ma20 ma60 price_to_ma5 price_to_ma20 ma5_cross_ma20 vol_ratio_5 vol_ratio_10 vol_ratio_20 amihud amihud_5 turnover_5 turnover_ratio high_low_ratio open_close_ratio upper_shadow lower_shadow mfi_14 stoch_k stoch_d feature_infos=[0:19.026217228464414] [-25.766034796156845:20] [-93.539999999999964:76.1099999999999] none [-0.25766034796156845:0.19999999999999996] [-0.26738470208835585:0.46679797411367474] [-0.3351648351648352:0.62484510532837678] [-0.41098901098901097:0.62790697674418605] [-0.29794838847791805:0.18232155679395459] [0:0.15015309849926237] [0:0.10389094754746504] [0:0.074023637448180205] [0:100] [0:87.216957512362839] [-27.017468337120647:73.015401872506686] [-21.587839776047399:58.881670930902253] [-25.344741873089095:21.026341254225621] [0:937.65304194118426] [0:686.65527229799056] [0:0.76589497357396097] [-0.4451803479405616:1.487081338853609] [0:59.24347482277431] [0:0.12029763261942945] [0:61.764910520994853] [-111428807:477141367] [-901.72815871910893:1606.2617948717948] [0:869.24551065317348] [0:804.28153619516672] [0:1.1804304521397369] [0:1.3948921808382324] [0:867.58600000000001] [0:844.20400000000006] [0:800.50099999999998] [0:733.95566666666673] [0:1.1842344388914132] [0:1.4204553195547627] [0:1] [0:3.3690355473676465] [0:4.6584921357079274] [0:6.3593723195134961] [0:0.25766034796156845] [0:0.086331039162488826] none none [1:1.2040557667934095] [0.84250000000000003:1.1169230769230769] [0:0.10784313725490184] [0:0.1044979079497909] [0:100] [0:1] [0:1] tree_sizes=3301 3393 3380 3392 3439 3393 3392 3418 3400 3421 3409 3435 3422 3418 3439 3417 3426 3422 3425 3425 3415 3438 3429 3414 3417 3433 3425 3427 3440 3419 3442 3431 3438 3417 3443 3416 3424 3431 3430 3442 3416 3419 3414 3441 3419 3417 3432 3423 3425 3440 3428 3432 3446 3420 3421 3378 3436 3415 3432 3401 3416 3425 3415 3424 3438 3435 3418 3445 3440 3411 3428 3432 3419 3429 3431 Tree=0 num_leaves=31 num_cat=0 split_feature=22 22 4 28 28 44 15 10 15 45 34 15 35 34 45 38 7 6 12 2 39 18 22 38 22 30 34 12 12 0 split_gain=343.968 49.5346 29.2662 26.0505 22.0229 21.7427 19.886 19.7788 18.2807 16.3714 20.2573 20.226 27.2786 21.1388 23.814 18.5366 17.7591 17.0412 16.0527 14.9568 14.6121 14.5399 14.5079 14.1314 13.5163 13.4586 12.3275 13.1111 15.6878 12.6848 threshold=0.041312529992486205 0.02378599485609071 -0.034264577371303555 0.95277132847071189 0.9512530191608074 1.0695310249778016 3.0802917813119453 0.048377571493074402 2.2353448356178744 0.99359966708410186 0.98334200485605272 0.11260338779276281 1.0427428912277399 0.9988312343235094 0.99942462581642377 0.9765853380173688 0.23145914017441696 0.019926219973113283 45.026643594510453 -3.2800000000000007 0.85986011381562788 22.464231443550734 0.084014430475760307 0.75339246436713103 0.060902716989513488 39.19700000000001 1.0497005667493966 63.151149175685838 73.764018185699072 5.633259433142058 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 -1 20 8 26 9 16 15 12 13 14 -12 -11 22 18 -15 -7 -2 -14 -5 -16 -13 -25 27 29 -29 -8 right_child=3 -3 -4 6 -6 19 7 -9 -10 10 11 24 21 17 23 -17 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 28 -30 -31 leaf_value=-1.6361912672542529 -1.6468491644844914 -1.7848744624534274 -1.8172730403872441 -1.7598490830690261 -1.8018731241970483 -1.665119845450614 -1.7506478157702903 -1.7615484394384844 -1.8386913146287807 -1.7197225367962456 -1.5146912388295366 -1.7744839825344183 -1.6844055642481881 -1.7919605344654281 -1.7576912956789696 -1.805853469108587 -1.6597377843908259 -1.8267795471361614 -1.6503191775361967 -1.5281912419878378 -1.7666912977845042 -1.5375373980205085 -1.6361912672542529 -1.5976198296591047 -1.6530662712021302 -1.7330391159985923 -1.7374412909415169 -1.4865173191948193 -1.6546003624701191 -1.5956912577793474 leaf_weight=3.9506163597106916 4.6913569271564501 309.38264366984367 256.79006338119507 60.246899485588074 4.0740731209516525 4.3209866434335709 2.8395055085420626 5.1851839721202841 3.9506163597106925 19.75308179855347 2.469135224819186 10.12345442175865 2.5925919860601416 3.2098757922649366 4.32098664343357 9.1358003318309766 5.3086407333612433 4.1975298821926108 5.3086407333612442 3.7037028372287732 5.5555542558431625 4.8148136883974075 2.4691352248191825 5.1851839721202833 2.9629622697830191 2.8395055085420609 2.9629622697830191 2.8395055085420609 2.7160487473011017 2.4691352248191833 leaf_count=32 38 2506 2080 488 33 35 23 42 32 160 20 82 21 26 35 74 43 34 43 30 45 39 20 42 24 23 24 23 22 20 internal_value=-1.77931 -1.79846 -1.81433 -1.72025 -1.72031 -1.66356 -1.72642 -1.67827 -1.73257 -1.72968 -1.71388 -1.69397 -1.67412 -1.69703 -1.65644 -1.74696 -1.74755 -1.74432 -1.70369 -1.60192 -1.71182 -1.58894 -1.75498 -1.68479 -1.74699 -1.64554 -1.64704 -1.62238 -1.56869 -1.67857 internal_weight=760.37 574.197 264.815 186.173 8.02469 18.2716 167.901 19.0123 148.889 144.938 76.9136 48.0247 34.9383 27.5309 14.8148 28.8889 68.0247 12.716 8.51852 8.02469 10.2469 7.40741 62.716 12.3457 13.0864 8.02469 13.8272 10.8642 5.55555 5.30864 internal_count=6159 4651 2145 1508 65 148 1360 154 1206 1174 623 389 283 223 120 234 551 103 69 65 83 60 508 100 106 65 112 88 45 43 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=22 22 4 28 28 24 15 15 41 46 45 41 45 41 39 6 41 16 24 31 2 46 39 11 47 12 20 19 33 13 split_gain=299.862 46.6474 26.5606 19.8103 17.4315 16.7093 15.3683 16.0389 14.8952 13.7764 13.1144 19.8785 17.0178 18.4512 16.4231 14.187 13.8573 24.5308 19.1286 15.6165 12.3655 20.3826 26.7933 18.1447 12.255 16.3548 12.1622 10.5304 10.7977 11.348 threshold=0.041312529992486205 0.02378599485609071 -0.034264577371303555 0.95277132847071189 0.9512530191608074 4074578.0000000005 3.0802917813119453 2.2353448356178744 0.030998113838176793 0.0042720399578706743 0.99359966708410186 0.045638669588143298 1.0348203513778265 0.035412845291184318 0.85361794738786745 0.12934730023920241 0.021437903979430177 -0.14248292183088526 -4573907.9999999991 12.098000000000001 -0.22000000000000017 0.0091965769797778662 0.5961823286184279 0.024014950734236349 0.0077436281582453576 43.553009493175416 1.0577969730349042 0.12103896434952773 17.531916666666671 36.74475661733171 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 -1 9 7 10 -8 -2 11 -5 13 16 -15 -13 17 -12 -19 -20 21 27 -23 -24 25 -21 -4 -3 29 -29 right_child=3 20 26 6 -6 -7 8 -9 -10 -11 12 15 -14 14 -16 -17 -18 18 19 24 -22 22 23 -25 -26 -27 -28 28 -30 -31 leaf_value=0.12352129245150606 -0.024468502044490609 -0.028762496240205285 -0.037441131509650158 0.020468181268360898 -0.020858660314611227 0.17573864128727676 0.14379601063149111 -0.05795126962887074 0.05605411448461213 0.097914093226888058 -0.012474708942630239 0.16769055128801882 0.0030728718881669974 0.058277580255379463 0.17706012678309166 0.037260096057752927 0.034076105736002532 0.20624627565050804 0.00030513105815720533 0.15105157378513728 -0.010094651458523486 0.20018432321749291 0.0077562440453865641 0.12220131692601943 0.15176184672000359 -0.015007949092446342 0.056600996760980904 -0.0032949750898759109 -0.018554387928250562 0.080764059797817436 leaf_weight=4.3654465675353986 2.8780946582555798 23.62597131729126 246.58794887363911 61.287249132990837 4.0116803795099258 5.5157087445259085 7.8606938868761089 3.788179636001586 12.57447764277458 11.438749700784681 5.3794389665126827 4.1871970146894437 11.309398643672465 5.1064239740371686 6.7652536928653717 4.1522934436798096 30.089058250188828 3.9536484777927461 4.1955635845661154 2.6156961694359762 232.93731095641851 2.7071425467729595 15.873699478805067 4.4298696219921103 7.8126941621303558 3.4231312721967697 3.486616536974906 7.2600641027092996 12.55129726231098 8.9827911779284459 leaf_count=32 22 192 2051 487 33 40 58 32 96 86 42 32 89 39 51 32 234 30 32 20 1893 22 129 36 59 27 29 59 102 73 internal_value=0.000847216 -0.0175286 -0.0331963 0.0544447 0.0543799 0.101798 0.0490628 0.0436587 0.0898053 0.0733117 0.0462201 0.0303232 0.0599442 0.0692198 0.125968 0.102748 0.0574971 0.0832354 0.106638 0.0848159 -0.004397 0.0131979 0.052427 0.0327261 0.110414 0.0569201 -0.03613 -0.00402247 0.016277 0.0431922 internal_weight=761.153 566.82 258.452 194.333 8.37713 19.8326 174.5 154.065 20.4352 14.3168 150.277 69.6267 80.6503 69.3409 11.8717 8.33949 57.4692 27.3802 22.0007 18.0471 308.368 75.4308 23.0107 20.3036 13.8515 6.03883 250.075 52.4201 28.7942 16.2429 internal_count=6159 4651 2145 1508 65 148 1360 1206 154 108 1174 551 623 534 90 64 444 210 168 138 2506 613 187 165 106 47 2080 426 234 132 is_linear=0 shrinkage=0.05 Tree=2 num_leaves=31 num_cat=0 split_feature=22 22 1 45 12 50 9 39 38 39 23 39 1 40 40 23 20 2 46 39 11 50 39 37 33 18 24 47 25 23 split_gain=263.114 43.8585 24.2094 15.9251 13.0345 12.6697 16.0763 11.1484 20.5448 15.4468 14.4206 14.2776 13.461 14.6118 11.9205 12.8201 11.1181 11.1091 17.5292 19.6414 14.533 11.0424 10.0341 9.75225 8.37665 18.7783 8.37108 8.21966 8.15935 14.303 threshold=0.041312529992486205 0.02378599485609071 -3.4264577371303537 0.99359966708410186 63.151149175685838 0.97887427918083081 0.023480222257481004 1.0854285518159528 0.89448004595547903 0.86841601082894071 17.91361502986403 1.0061635964139943 1.095539594361209 0.0064829840639776823 0.027540692390316538 24.307780980635226 1.0577969730349042 -0.22000000000000017 0.0091965769797778662 0.5961823286184279 0.024014950734236349 0.47613477225769918 2.0740990873725065 0.5982265282275806 19.457083333333337 30.806852069326752 867119.50000000012 0.0078791182531063129 0.084920353904979332 26.718920436427513 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 27 5 23 6 -2 8 10 -10 -8 -11 13 -12 15 -9 -4 18 -3 -20 24 -6 -16 -5 -21 -26 -23 -1 29 -25 right_child=3 17 16 4 21 -7 7 14 9 11 12 -13 -14 -15 22 -17 -18 -19 19 20 -22 26 -24 28 25 -27 -28 -29 -30 -31 leaf_value=0.016481201381962903 -0.017813132633234422 -0.0038598518595501959 -0.036573551490053348 -0.029189845736579859 0.18720028572429542 0.13826025782945403 -0.04190994518021901 0.1552937893538813 0.16424111054760482 0.019232491922683656 0.032622757993426246 0.13193622333388627 0.012663911417720376 0.18454858993852197 -0.015942530571509163 0.0189077689630484 0.051586633303001277 -0.0096610989048021047 0.16511096502845227 -0.03151651740979574 0.10636331551267586 0.14249500833075443 0.086480959660107187 0.050076655119681082 0.15321302357969191 -0.0079442582731163482 0.053253381430503025 0.1209293643444298 0.038009348848966756 0.098507646061532089 leaf_weight=5.9246537089347822 14.600982591509817 52.280419453978539 239.98495265096426 3.303990699350833 3.2223407030105582 2.7827727496623984 5.8895946890115765 2.8023394644260433 5.8133425563573864 6.9943817630410177 3.2646897882223156 4.6972457394003868 9.7501215338706952 3.0717105939984322 18.510054916143421 4.4736890718340874 3.6303208619356147 231.26482236385345 3.1061201691627529 7.4239808320999172 4.8237844705581656 3.9299192726612073 2.7459610700607291 40.089217282831669 2.5983932912349683 5.9391846656799316 7.9306230023503304 2.761608250439167 33.224576324224472 24.599102184176445 leaf_count=45 114 426 2051 25 22 21 46 22 44 53 25 35 75 23 142 34 29 1893 22 60 36 27 21 298 21 48 57 20 245 179 internal_value=0.000757977 -0.0168854 -0.0323352 0.049721 0.0617601 0.0333253 0.0297907 0.0400102 0.0572191 0.097632 0.0250283 0.0645125 0.0495357 0.106272 0.0161976 0.0714364 -0.0352598 -0.00420637 0.0123547 0.0478361 0.0303108 0.105122 -0.00271094 0.0552984 0.00732681 0.0411036 0.0828231 0.0496882 0.0581494 0.0684936 internal_weight=761.435 559.738 252.302 201.697 116.3 85.3969 82.6141 68.0131 39.4811 17.505 21.9761 11.6916 16.0865 6.3364 28.532 7.27603 243.615 307.437 76.1719 23.8915 20.7853 15.0829 21.256 101.217 15.9616 8.53758 11.8605 8.68626 97.9129 64.6883 internal_count=6159 4651 2145 1508 853 655 634 520 301 132 169 88 123 48 219 56 2080 2506 613 187 165 106 163 747 129 69 84 65 722 477 is_linear=0 shrinkage=0.05 Tree=3 num_leaves=31 num_cat=0 split_feature=22 22 1 28 28 24 15 15 10 22 35 34 7 20 19 33 24 12 45 41 15 35 5 45 50 35 45 1 22 23 split_gain=231.763 41.2057 22.1414 14.4134 13.3716 11.1348 10.9725 13.8628 12.1468 10.2829 10.6821 10.4632 20.273 10.1919 9.82325 9.65199 11.2488 9.63412 11.0444 14.8027 14.4518 21.5693 15.7909 18.7275 12.5685 10.3863 10.1284 14.9145 13.5511 9.62627 threshold=0.041312529992486205 0.02378599485609071 -3.4264577371303537 0.95277132847071189 0.9512530191608074 4074578.0000000005 3.0802917813119453 2.2353448356178744 0.048377571493074402 0.030321528906500365 0.89595926895148881 0.9790918537387715 -0.1578514364830548 1.0577969730349042 0.34847676609105771 30.010083333333338 1349173.5000000002 18.01122950070479 0.99359966708410186 0.045638669588143298 0.04414642633823343 1.0427428912277399 0.016670753637403894 1.0025848764907344 0.91492597655383467 0.99582581491709166 1.0109840896553728 -3.4264577371303537 0.054087132824792182 24.484197132395412 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 -1 15 7 17 -8 -3 11 12 -11 -4 -10 -2 -17 -5 19 -19 21 22 23 -20 -23 -24 -22 -28 -29 -25 right_child=3 9 13 6 -6 -7 8 -9 14 10 -12 -13 -14 -15 -16 16 -18 18 20 -21 26 24 25 29 -26 -27 27 28 -30 -31 leaf_value=0.10108584819217746 0.015196405094493496 -0.013946666756099076 -0.035714641452018837 -0.02940977455511895 -0.021506363972960456 0.13915254205715888 0.094988215833223671 -0.057975109356244205 -0.059429188357795065 -0.0021399353016917869 0.00069445617767235782 0.0085352868802088585 0.18638472730166555 0.047223445712454667 0.072184663601422561 0.15931088065497129 0.046268186507216806 0.018019613643777677 0.13883491088371275 0.085909560371355831 -0.013915282193209878 0.18301095588311903 0.044208763597962074 0.032724161507636934 0.071217607893272153 -0.059666131099183908 -0.01184052823085263 0.042927637412562239 0.16501641923749019 0.098545254797294604 leaf_weight=4.9138487726449949 6.62002004683018 140.94878200441599 233.63166555017233 5.0127619951963416 4.0639109313488007 6.4395939558744422 16.919792607426647 3.7870821580290785 2.6659886538982382 2.6735155656933784 152.36344911158085 7.445799745619297 3.0560650005936605 3.76381991803646 3.0279179066419601 3.8540982306003553 5.1298393607139587 62.837222918868065 7.4996495246887198 9.2053843438625318 10.865772888064386 5.6996529549360258 5.2542643100023252 21.075349174439911 4.4984376728534698 4.4399911537766457 6.2590880542993572 6.3212044537067396 3.5487692505121231 7.5428477302193633 leaf_count=32 47 1157 2051 38 33 40 112 32 20 22 1243 60 24 29 22 26 35 482 51 64 79 36 37 155 29 33 46 46 25 53 internal_value=0.000681209 -0.01626 -0.0314848 0.0456017 0.0455927 0.0838356 0.0410817 0.0365757 0.0737302 -0.00402144 0.00442944 0.0476218 0.0984161 -0.0343997 0.0105607 0.0610069 0.0947634 0.0388128 0.0410185 0.0266944 0.0534507 0.0679346 0.0532952 0.0685035 0.133698 -0.00336618 0.0233989 0.0485365 0.0868249 0.0500725 internal_weight=761.366 552.861 246.373 208.505 8.97776 22.0436 186.461 163.847 22.6137 306.488 165.539 13.1754 5.72958 237.395 5.69391 15.604 8.98394 160.06 155.048 72.0426 83.005 56.0102 45.8121 36.1178 10.1981 9.69426 26.9948 16.1291 9.86997 28.6182 internal_count=6159 4651 2145 1508 65 148 1360 1206 154 2506 1349 106 46 2080 42 108 61 1174 1136 546 590 394 329 259 65 70 196 117 71 208 is_linear=0 shrinkage=0.05 Tree=4 num_leaves=31 num_cat=0 split_feature=22 22 1 28 44 34 28 22 46 16 37 22 50 35 46 47 6 6 6 41 47 20 7 2 46 7 19 35 5 41 split_gain=204.904 38.9085 21.1446 11.6994 11.3612 12.1297 11.1805 10.7809 9.81956 12.6302 13.0731 11.2535 12.3363 9.23013 12.8237 12.2882 9.36749 10.2028 8.40104 8.18421 9.24073 8.26951 12.5791 11.2996 12.6408 8.03344 11.6425 9.13169 7.63582 8.84553 threshold=0.041312529992486205 0.022236519667396298 -3.4264577371303537 0.95277132847071189 1.0695310249778016 0.94088104906199332 0.94946875888822924 0.030321528906500365 0.014966213136423713 -0.11734096700205569 1.1782180378406892 0.045570670364627898 0.11100151970983847 0.89595926895148881 0.0095756632748366013 0.0080645161290322804 -0.066013009067897074 -0.058995223301215642 0.092929162125921075 0.035847501164175816 0.0087079578241763978 0.13076316041891664 -0.037625981730542428 -0.19999999999999749 0.0039370078740157228 0.034594294811646338 0.33697134179570876 0.99824652645112633 -0.065922202740437627 0.053284918339807481 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 5 -2 -1 -3 9 25 -11 12 -10 14 15 -9 -15 -18 -14 20 21 -19 23 24 -23 26 -5 -27 -13 -30 right_child=3 7 -4 8 -6 -7 -8 13 11 10 -12 28 18 16 -16 -17 17 19 -20 -21 -22 22 -24 -25 -26 27 -28 -29 29 -31 leaf_value=0.095770486641481134 -0.026008466136251258 -0.01394460409056731 -0.035288018864303113 -0.037435995611123173 0.11319158905718525 0.078340324139677342 -0.014349912434423179 -0.039753378977209944 0.098874005640279816 0.047289652634676813 -0.0048745439233386601 0.013975373146319218 -0.026948797583788559 -0.024566384920857477 0.11055271430623706 0.079798655699599777 0.093584357200090743 -0.058218239778548189 0.052615946115971826 0.07802526084664746 -0.018366325327080438 0.017657930229031258 0.0021152863199530168 0.024149064132432882 0.15973710701433666 0.11503358803191265 0.046326666920459114 -0.0048289981530079224 0.073549970315551508 -0.0068725809621381613 leaf_weight=4.7259548455476743 4.2105047404766109 162.05134112387896 208.90529261529446 15.848456151783472 10.752861574292181 8.2255153656005842 4.4994862973690033 5.3298674300312978 3.767896585166457 68.074255995452404 14.584020376205443 7.4029356613755217 10.598480574786661 29.645190939307213 4.6911987215280524 3.6019276082515717 3.292082503437995 4.000533089041709 4.829420566558837 3.6548509523272505 37.529996253550053 2.6229716092348125 52.029964029788978 15.780234113335601 3.883099652826786 2.8477026745676985 5.6193181276321402 3.5949750170111656 50.557790741324425 3.667064704000949 leaf_count=29 28 1358 1879 119 65 55 36 43 27 480 108 53 78 243 35 28 27 33 33 29 307 21 423 130 30 20 40 26 351 25 internal_value=0.000612922 -0.0156503 -0.0320166 0.042013 0.0755541 0.0430106 0.0420619 -0.00476985 0.0379492 0.0282662 0.0380859 0.0511956 0.0177661 0.00418333 0.0436155 0.00845841 0.000659401 0.00674948 -0.00204252 0.00435731 0.00203316 0.0118087 0.0155784 0.0470096 0.102457 -0.000815362 -0.0155106 0.048151 0.0616083 0.0681112 internal_weight=760.825 546.244 218.131 214.581 23.1889 12.436 9.22544 328.113 191.392 110.569 82.6583 80.8236 19.1958 166.062 13.623 8.9318 152.439 122.794 15.4279 119.502 115.847 78.3168 74.3163 22.2863 6.50607 27.9105 21.4678 6.44268 61.6278 54.2249 internal_count=6159 4651 1944 1508 148 83 65 2707 1360 793 588 567 138 1349 106 71 1243 1000 111 973 944 637 604 181 51 205 159 46 429 376 is_linear=0 shrinkage=0.05 Tree=5 num_leaves=31 num_cat=0 split_feature=10 26 46 16 44 6 2 37 47 1 10 33 29 9 2 24 39 25 39 5 33 34 31 20 30 39 24 39 48 10 split_gain=107.68 26.4801 15.976 21.1133 15.0209 13.4527 14.9045 13.2155 16.4371 12.9453 11.8902 12.084 11.0543 11.0261 11.0614 10.2595 10.5685 10.043 9.4549 9.2723 12.1279 9.48994 9.17795 8.92785 9.2184 8.86757 8.70347 10.3597 12.9841 14.6418 threshold=0.020700629360547763 26.301296617767608 0.013581253364709044 0.14079885196474048 1.0189502142419917 0.24064850290903941 -0.30999999999999689 1.0437040665613531 0.021856547491041749 1.8248850406520416 0.040542762381036358 44.838666666666676 1.0710946530437362 0.024328697822714972 1.3799999999999975 -465122.49999999994 1.1175205269028587 -7.7172634572362968 0.86841601082894071 -0.011418260559475478 12.693000000000001 0.94965240067865075 36.130500000000005 0.70923136089364747 49.968000000000004 1.4590737159483498 3307129.5000000005 0.97285638863667556 56.84007659103009 0.016110666921196625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 5 10 7 -1 6 19 9 13 23 15 -12 17 -9 -15 16 -3 -6 -5 21 -21 -2 25 24 -4 -20 27 28 29 -19 right_child=1 2 3 18 12 -7 -8 8 -10 -11 11 -13 -14 14 -16 -17 -18 26 22 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.030205603247445867 0.082163440597966042 0.096831114888683234 0.097628333140611326 0.075032121011127662 0.072946887797452384 0.11096216932196551 -0.0041091800166523536 0.045008958595966653 0.015446793245511676 -0.034403770391468635 0.083354412782836659 0.015291398509309564 0.09076038444938582 0.20149455751241702 0.098430776825865068 0.0043747421695582087 -0.013481164875824472 -0.0087998535359931334 0.11732377483970079 0.018093235330879986 0.14104303488741321 -0.0057708083579137131 -0.012881872164478184 0.14258842952202797 0.027688628530105647 -0.0060918977374005284 -0.038085346987465692 -0.022362833806221893 -0.038857947926162255 0.029801394557548839 leaf_weight=165.94165652990341 4.121882423758513 6.3630721271038038 7.2429055720567801 5.8198406100273159 3.4439469054341307 2.9094399511814109 132.95436131209135 2.8530215919017818 3.8881166651844969 3.8826955631375304 13.087915733456613 12.997207649052141 2.654866747558116 5.8720579296350461 4.676884762942791 73.436138354241848 3.295830711722374 59.356072261929512 3.0748611167073276 3.8324685245752317 4.2079311683773994 12.002852723002432 18.753634482622147 3.1414123624563208 13.479641303420065 2.7636177763342857 30.302237950265408 88.510984301567078 18.047442488372326 41.912179619073868 leaf_count=1495 26 46 50 38 30 20 1022 21 26 28 88 87 20 38 31 557 26 524 21 28 29 89 131 19 92 20 260 754 151 343 internal_value=-0.00128647 0.0193152 0.032218 0.0499109 -0.0185976 0.00442887 0.00245615 0.071646 0.105957 0.0502653 0.0199913 0.0494412 -0.0107106 0.132216 0.155801 0.0107464 0.0591901 -0.0118257 0.0177237 0.038578 0.0824388 0.0167074 0.00416136 0.0640411 0.0521338 0.0589055 -0.0130517 -0.00940171 0.000213133 0.00717615 internal_weight=754.827 344.658 184.629 75.4487 410.169 160.029 157.119 45.0367 17.2901 27.7467 109.18 26.0851 244.228 13.402 10.5489 83.095 9.6589 241.573 30.412 24.1651 8.0404 16.1247 24.5921 23.864 20.7225 5.83848 238.129 207.827 119.316 101.268 internal_count=6110 2533 1319 515 3577 1214 1194 305 116 189 804 175 2082 90 69 629 72 2062 210 172 57 115 172 161 142 41 2032 1772 1018 867 is_linear=0 shrinkage=0.05 Tree=6 num_leaves=31 num_cat=0 split_feature=22 31 1 22 17 47 34 48 12 7 38 10 23 7 34 23 33 10 17 46 18 44 34 47 46 35 12 50 1 22 split_gain=118.845 17.6101 16.603 15.5403 13.5756 13.4665 12.6004 12.509 12.7278 12.0949 13.1203 12.0173 16.9113 11.6685 11.4324 28.8016 16.2427 13.1841 10.5667 10.2565 9.30978 10.7775 9.0327 8.98696 8.92049 8.91093 8.89421 9.6762 8.75335 8.72302 threshold=0.034980857543996456 23.913500000000003 -1.8267845209688622 0.022236519667396298 29.721488843765066 0.016247743682310471 0.95284027649581948 68.506321798341176 60.969480239025366 -0.018219279905303528 0.81018621417102687 0.018054953452625724 12.57350103044436 0.27234121388281357 0.9900758077210513 11.778792743578075 9.8880000000000017 0.030780913156903754 42.150695331318609 0.02223288347767333 22.464231443550734 1.0516388229784035 0.98253484608893349 0.0058057630842196584 0.0089982867019212081 0.92386484255481716 79.022095425462169 0.96597774770579325 -2.8056340783757392 0.035325610824389668 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 13 5 -4 20 24 19 9 -9 10 11 12 -5 14 15 -2 22 -18 -14 -6 21 -3 -17 -19 -1 28 -10 -28 -26 -16 right_child=1 4 3 7 6 -7 -8 8 26 -11 -12 -13 18 -15 29 16 17 23 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31 leaf_value=-0.009525273124280205 0.13057386081780284 0.017528281123974618 -0.032321148964348748 0.1749749353355031 0.04612493652369138 0.10374634046060749 0.023521834101494929 0.091793197225476492 -0.016271218073200217 -0.031021842234848343 -0.017691547788893803 -0.011873861140503745 0.010592460563802532 0.089180801218296635 0.083683506392890281 -0.026554638947024575 0.011583047744870621 0.043396438914488425 0.12444771496026735 0.13204441506410769 0.13599888672401181 0.1330006167795785 0.031805027276424813 0.157076493334116 0.025950262405148875 0.00029809205862957279 0.12460756713369102 -0.0065360501820902698 0.15254285729254763 -0.012210431925036111 leaf_weight=45.161439925432205 5.5110962241888037 7.0025600641965848 181.15283317863941 2.3613737076520982 14.578173331916334 3.3589602261781684 150.42616418749094 5.0028777047991779 15.620232477784159 81.741070672869682 63.318835288286209 13.992133058607577 11.689882300794123 4.2831312417984 2.4624247699975959 23.609383523464203 9.1157814264297503 3.3196111023426047 2.468099668622016 4.5598540902137747 4.763709381222724 2.8403259068727493 9.2193803712725622 3.65022212266922 2.8782328516244888 6.7948305904865265 2.7292718589305869 2.9021786898374557 2.5981642827391607 64.23034606128931 leaf_count=381 41 49 1704 20 89 26 1059 42 133 694 536 115 100 27 20 171 68 22 21 26 30 20 67 24 21 55 22 24 21 482 internal_value=-0.00124994 0.0225274 -0.0178369 -0.0216901 0.0323677 0.00643761 0.0283835 -0.0121479 0.0200418 -0.0169615 -0.00471269 0.0222216 0.051101 0.00807534 0.00520718 0.022212 0.0100031 0.0511645 0.0304404 0.0665962 0.0786198 0.0508497 -0.0101654 0.102933 0.000746487 0.0385493 0.00315076 0.0570225 0.0860095 -0.00866984 internal_weight=753.343 309.572 443.77 382.979 184.171 60.7916 169.564 201.826 26.2546 175.571 93.8303 30.5115 16.5194 125.401 121.118 54.4255 48.9144 16.0856 14.158 19.138 14.6066 9.84289 32.8288 6.96983 57.4327 12.2712 21.2517 5.63145 5.4764 66.6928 internal_count=6110 2195 3915 3411 1273 504 1174 1707 221 1486 792 256 141 922 895 393 352 114 121 115 99 69 238 46 478 97 179 46 42 502 is_linear=0 shrinkage=0.05 Tree=7 num_leaves=31 num_cat=0 split_feature=22 4 31 22 47 27 23 47 22 7 34 23 21 27 46 12 0 5 46 12 44 22 39 12 29 7 38 15 47 45 split_gain=107.129 15.3503 15.3028 14.7488 14.5593 11.1961 12.298 14.4343 13.0259 9.89557 10.1543 23.2511 11.5471 13.6824 9.27782 9.26162 11.6672 11.6985 9.10954 9.08713 8.86956 10.5957 10.354 9.64094 8.56393 8.54149 8.05746 8.01686 10.6011 8.25831 threshold=0.034980857543996456 -0.018267845209688601 23.913500000000003 0.022236519667396298 0.019304482591361305 27.654198834842614 46.274292350863568 0.013111684165285157 0.084014430475760307 0.27234121388281357 0.9900758077210513 11.778792743578075 0.44321777386555988 13.227535200890406 0.0057085781835690156 65.188488870507896 5.117666993689963 -0.029496851873231641 0.0089982867019212081 79.022095425462169 1.0264156974095657 0.023956451777097026 0.92469333636747908 11.024749961762597 0.92492775274826899 -0.13355676058437679 0.87177577148960517 -0.042732155018842997 0.0025072085782552275 1.0159850536264206 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 9 -3 18 15 8 -8 -7 10 11 -2 -13 25 19 16 17 -4 20 26 21 -1 -23 -22 -20 -14 -5 29 -29 -12 right_child=2 3 5 14 -6 6 7 -9 -10 -11 27 12 13 -15 -16 -17 -18 -19 24 -21 23 22 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.025973921315894478 0.11365421445021476 -0.031490222641435216 -0.017541667431473684 -0.011433542142605804 0.12760885846073949 0.019973714853965142 0.15605353687860141 0.018171255440363177 0.08236941308833462 0.080302332632064877 -0.0012369316662142727 -0.014960613118873685 0.14220235656081534 0.0019432617882179344 -0.0017832372285505023 -0.0047646481790046711 0.15466909504975257 0.098385816189374295 0.082505981182410384 0.064901248283504742 0.038504274110764194 0.0021725487244008928 0.1122048208337332 -0.036890662857368035 0.00028095153294182488 0.045541124276731987 -0.041580457101002444 0.036432603718339014 -0.042409595845831927 0.074272618511078484 leaf_weight=6.473685882985591 6.0009518265724173 176.74952322989702 3.4510250240564346 45.228570327162743 2.3681070357561103 154.29815550893545 3.8709511980414382 3.7242849618196487 8.8438841477036458 4.5124875456094733 33.477082081139088 24.456751696765423 3.4035574346780777 14.394014947116373 108.56540179997683 3.4343140423297873 4.3533489704132071 5.8910031169652957 5.929355822503565 2.8239959701895705 5.071917541325095 4.1543560549616796 4.4050164595246315 25.853181660175323 6.796478271484375 6.956853464245798 43.463417686522007 5.2051726728677776 23.569276988506317 4.0601486489176741 leaf_count=61 41 1704 24 387 16 1062 24 24 52 27 255 182 21 103 921 22 27 38 43 22 39 35 37 218 55 46 377 39 180 28 internal_value=-0.00121695 -0.0171976 0.0210755 -0.0209658 0.0060604 0.0301178 0.0262516 0.0884437 0.0233562 0.00759718 0.00489745 0.020737 0.0094064 0.0334804 -0.0116686 0.0686539 0.0870646 0.0555612 0.00115549 -0.0233956 -0.00921072 0.0222937 0.0587998 -0.0245254 0.0385921 0.0772959 -0.026207 -0.00829079 -0.0281474 0.00693043 internal_weight=751.786 437.883 313.903 376.831 61.0521 187.867 170.737 7.59524 163.142 126.036 121.524 55.2121 49.2112 24.7544 200.081 17.1297 13.6954 9.34203 58.684 91.516 45.9582 15.0331 8.55937 30.9251 12.7258 10.3604 88.692 66.3117 28.7744 37.5372 internal_count=6110 3915 2195 3411 504 1273 1162 48 1114 922 895 393 352 170 1707 111 89 62 488 786 390 133 72 257 98 67 764 502 219 283 is_linear=0 shrinkage=0.05 Tree=8 num_leaves=31 num_cat=0 split_feature=10 21 11 16 20 50 1 45 50 25 0 11 5 17 34 48 25 13 11 10 9 9 34 32 13 44 45 24 35 20 split_gain=81.3602 23.0189 17.1384 20.7564 37.9949 31.5707 16.7271 12.306 10.7436 10.4648 10.4618 13.6847 12.9828 17.379 10.1604 9.90637 12.8261 10.2092 9.32833 9.32002 11.1702 13.4475 9.55141 9.29375 9.18173 8.83712 7.94929 7.48771 9.99452 9.18188 threshold=0.020700629360547763 1.3550340372761747 0.015504058961652653 -0.022515707017008221 0.27937451717707723 0.058525551693002602 -2.8588566283818095 1.0254091745183569 0.42315471702985558 -0.15976038539038237 3.0941126029806063 0.021660865476615439 -0.027132143485845025 6.556770156356964 0.95284027649581948 66.832989693476065 0.11206825901440089 37.796673284972194 0.027211154078285092 0.029202343716687184 0.019398691751923457 0.02719500649772744 0.99336310742861067 27.237250000000003 58.191243542763118 1.053017483846544 0.98008837566296114 -5559484.4999999991 1.0237148034419745 0.49736220733309955 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 9 6 -4 5 -5 7 -1 26 -2 11 12 13 -7 -3 17 -17 18 19 20 -11 -22 -23 24 25 -16 -6 28 29 -10 right_child=1 14 3 4 8 10 -8 -9 27 15 -12 -13 -14 -15 23 16 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.10873078579714977 -0.012616393936974543 0.062292102805300613 -0.026588359085414012 0.18090176169571665 0.036489019861461074 0.047356996344549651 -0.028430380725913335 -0.0072937108819917168 0.016583530951052083 -0.016407979762921143 -0.026987259560450935 -0.039578485298713967 0.030775961280544918 0.23556416897179766 0.054201526350611852 0.11155818363240209 0.021453748698285303 -0.0053653779540686593 0.094472364117911559 -0.048055388465428124 0.12363619971294333 0.076523796858750243 -0.043643921049633404 0.020947375137761182 -0.01216899595259914 0.15226641358920034 -0.049197408463321754 -0.0035507231531533567 -0.018557066334328558 0.14133209403543931 leaf_weight=3.8188892453908903 64.179345391690731 20.294079437851906 64.712796032428741 4.800685033202174 3.1712721362710026 2.3675517663359669 220.30371530354023 5.6912515759468079 2.6873913258314115 7.139693811535845 4.7718456834554663 2.7193317189812651 5.0643494352698317 2.5451416969299316 6.860321603715418 5.1926785483956364 16.496937140822411 65.054753638803959 4.764200620353221 4.3777658045291892 5.1312369406223279 3.2710799351334572 3.344149686396122 142.54022912681103 3.0135322362184516 3.4539700299501419 18.477655611932278 46.659768685698509 3.8200110346078873 3.269635908305645 leaf_count=28 499 115 539 39 27 20 2109 44 23 59 39 23 43 20 46 36 122 490 31 34 36 23 27 975 20 20 167 394 33 29 internal_value=-0.00118265 0.0161832 -0.0167996 -0.00450886 0.00972891 0.0673392 -0.0256277 0.0392971 -0.0067007 0.00355282 0.0361295 0.0598515 0.0869521 0.144862 0.0290136 0.0125944 0.0430255 0.00550358 0.030731 0.0176775 0.0329142 0.062893 0.0157763 0.0246807 0.0646086 0.0870407 -0.0366455 0.004786 0.0445721 0.0850543 internal_weight=749.995 355.114 394.881 165.067 100.355 22.2689 229.814 9.51014 78.0857 178.952 17.4682 12.6964 9.97704 4.91269 176.162 114.772 21.6896 93.0829 28.0281 23.2639 18.8862 11.7465 6.61523 155.868 13.3278 10.3143 21.6489 56.4368 9.77704 5.95703 internal_count=6110 2533 3577 1396 857 184 2181 72 673 1357 145 106 83 40 1176 858 158 700 210 179 145 86 50 1061 86 66 194 479 85 52 is_linear=0 shrinkage=0.05 Tree=9 num_leaves=31 num_cat=0 split_feature=11 9 12 46 46 18 17 50 11 15 11 2 26 9 6 6 44 12 0 0 39 13 6 47 46 46 15 46 11 1 split_gain=74.4462 29.9432 12.5005 12.4051 11.3839 10.3911 10.655 10.2719 13.4122 12.509 9.77419 11.603 14.7771 9.76489 9.75536 9.75273 9.65303 9.50482 9.06587 8.55869 8.51443 10.6239 23.907 9.14817 8.5111 8.76493 8.24148 8.14263 16.2749 18.5143 threshold=0.027000910000897705 0.019643209126632279 36.838613501573001 0.0086399245313973864 0.0040737807469719322 22.324439811589443 29.721488843765066 0.88549962253472503 0.018298281474674303 -0.032957525205956205 0.014688486430031315 -0.52999999999999214 24.296297182755787 0.016411946931578408 0.18746328618293587 -0.1236261654890695 1.0414139929190098 63.986966562572618 3.6407286740100111 2.3752579131498348 1.3955162359009563 36.74475661733171 -0.014117091879073005 0.0039613191012609133 0.01142770180785088 0.022611946961230756 -0.20807714926281259 0.0039370078740157228 0.017513025439538598 -0.09541993420758911 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 4 17 -2 14 -7 8 19 18 11 12 -1 -8 26 -6 20 -3 -9 -5 21 22 27 -22 -21 -26 -4 -12 29 -29 right_child=2 3 5 7 15 6 13 9 -10 -11 16 -13 -14 -15 -16 -17 -18 -19 -20 24 23 -23 -24 -25 25 -27 -28 28 -30 -31 leaf_value=0.10688368693240197 -0.001742138050236794 0.00047237666318060705 0.029855295639250018 -0.021916437305921629 0.028922407153725717 0.090566669015005402 0.081332060348404844 0.051154547615623186 -0.0043989140191409192 -0.0089012555042909097 -0.028536843402232261 -0.031254836733164988 -0.010375775500744505 0.018864978712850436 0.063590344301955565 0.084595169216272359 -0.04691118422491676 -0.046099124461054519 0.17795167315203961 0.11775152203876149 0.099508973146418656 -0.01794154905661588 0.16266142406569928 -0.013374432998612455 0.017081061576377433 0.10025493229830706 -0.016952044569682311 0.10582986895896661 -0.019249031140338917 -0.030455593731576053 leaf_weight=3.2739389836788204 9.0238515213131887 87.699298396706581 12.188181661069391 4.1715260073542622 13.346789866685862 6.0526706576347342 6.6419542133808127 2.7147834450006485 36.413300402462482 3.0324216336011869 13.540588065981863 173.34444363415241 14.981572009623049 107.69582307338715 5.5152314230799666 19.158096782863144 16.555918298661709 12.519813999533651 2.9324610531330109 4.4594884738326099 3.8119539171457282 101.99119511246681 2.483666628599166 3.391728900372982 11.672342382371427 4.3471625521779051 41.169370040297508 7.8992065489292145 12.667316056787966 3.6404830813407916 leaf_count=26 59 715 88 37 79 35 45 21 284 25 115 1699 142 703 34 117 132 107 21 32 33 897 20 30 89 33 295 64 102 31 internal_value=-0.00115277 -0.0113552 0.0232243 0.00592307 0.0479423 0.017498 0.0259161 0.0221157 0.0148813 0.0730117 -0.0195678 -0.0272618 0.0106535 0.0224937 0.000283531 0.0617354 -0.0106862 -0.00534554 0.116997 0.0433616 -0.00667261 -0.00935874 0.0123997 0.0463598 0.0566586 0.0396517 -0.00626009 0.002513 0.0198812 0.0628352 internal_weight=748.337 527.545 220.792 169.963 41.5287 179.263 120.39 69.7435 61.0638 8.67967 357.582 191.6 18.2555 114.338 58.8728 32.5049 165.982 100.219 5.64724 24.6505 149.426 142.222 40.2313 7.20368 20.479 16.0195 53.3576 37.7476 24.207 11.5397 internal_count=6110 4655 1455 1364 255 1200 783 542 475 67 3291 1867 168 748 417 196 1424 822 42 191 1292 1229 332 63 154 122 383 312 197 95 is_linear=0 shrinkage=0.05 Tree=10 num_leaves=31 num_cat=0 split_feature=11 21 0 11 23 11 37 1 45 0 34 46 11 13 23 12 25 25 29 23 11 23 34 18 37 5 48 34 17 17 split_gain=83.7374 20.0326 19.6893 13.2927 12.9177 9.5598 9.50861 11.0891 10.3861 10.3711 13.1726 9.49305 11.7946 18.7836 19.1021 11.5956 11.019 17.5442 11.7283 9.3777 9.02726 10.2459 21.2518 13.1137 8.68131 8.65951 11.6484 8.18757 9.5134 10.0119 threshold=0.019780107928683153 0.675512318847864 2.980736207664374 0.025035901920700727 15.023261018433164 0.019992215719641042 1.5689507496120576 9.1977107290781053 0.97527132801246574 3.6407286740100111 1.0075834024081893 0.003178000303195485 0.013563700657614768 36.003587706362033 15.860763688007383 80.920300037407188 -0.11592700222303935 0.1402789518158826 0.94448249364522641 31.212539749210993 0.051449970882934792 11.260992178063098 1.0067710021113268 6.37680412771335 1.3378963090507401 0.059131682074697663 68.506321798341176 0.99578546120362565 89.192546745866608 105.97957959837187 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 11 -3 -4 -2 7 8 -5 19 27 -1 15 14 -14 -13 -16 -18 -19 -10 21 22 23 -7 -15 -12 -27 28 -11 -30 right_child=1 3 4 6 -6 20 -8 -9 9 10 25 12 13 24 16 -17 17 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31 leaf_value=-0.035657654741125921 0.082809472118779343 0.0014791714536734933 0.021776910763632824 0.0079801579288306633 -0.015461026968176337 0.024276457063712422 -0.025659682612719278 0.12604774267144089 0.028754256566053533 0.059995387891488838 0.10516191377682615 -0.031768516299546398 0.15271536708949751 -0.022148855712575161 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883 24 467 56 27 33 46 23 51 41 984 43 30 20 37 45 79 28 93 internal_value=-0.000267078 0.0160792 -0.0173173 0.0251661 0.00252972 0.00170705 0.0311377 0.0333683 0.0317114 0.03788 0.0475124 -0.0240633 -0.0166032 -0.00196669 0.0369033 -0.0286695 0.0181706 0.0456472 0.00282795 0.0187599 -0.000276789 -0.00309916 0.0397303 0.093084 -0.0179799 0.077034 0.048444 0.0355967 0.0438964 0.0167747 internal_weight=751.126 383.479 367.646 234.938 93.2629 148.542 187.634 180.543 177.373 140.779 93.6166 274.383 166.959 75.4443 22.0123 91.5148 18.9475 12.4714 8.19767 47.1627 144.995 137.936 12.6802 7.55048 53.4321 26.9204 13.3505 66.6963 54.4703 20.2893 internal_count=6146 2744 3402 1587 768 1157 1205 1155 1135 890 571 2634 1579 669 182 910 158 102 69 319 1127 1086 102 59 487 165 82 406 327 121 is_linear=0 shrinkage=0.05 Tree=11 num_leaves=31 num_cat=0 split_feature=22 1 22 47 22 33 22 31 40 46 32 39 0 45 0 41 11 48 6 47 37 11 25 39 39 39 1 7 37 1 split_gain=104.608 19.3688 16.2204 14.8946 13.4974 12.6553 10.5326 7.17291 10.5053 9.4219 9.87616 9.85743 8.06729 9.98842 8.19064 7.99139 7.10432 9.92567 7.10121 18.0958 6.90919 6.84079 13.9739 10.2729 6.76659 6.53289 6.44659 6.79387 6.73179 6.71231 threshold=0.030321528906500365 -3.3350407336943304 0.043325957751858123 0.0085470085470086121 0.030754305206098738 3.1635000000000004 0.022236519667396298 18.185500000000001 0.0055090999057518806 0.0027397260273972633 19.397000000000002 0.71081889135949983 2.2069828601031736 0.99359966708410186 1.8332507134715177 0.012080121653977717 0.015030384701985472 36.962650345528509 -0.1020489362922503 0.0023419203747072795 0.70761934449662889 0.019152073988068508 0.1709136484592422 0.97285638863667556 1.222098289695295 1.7115107426754064 0.82092105518944136 0.11788281498726517 1.3209789148839641 2.3932104100643352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 -1 5 -2 16 12 -9 -10 11 -11 13 -6 -15 -12 -3 -18 19 -4 -8 22 23 -14 -19 -20 -22 28 -28 -30 right_child=2 6 18 -5 7 -7 20 8 9 10 15 -13 21 14 -16 -17 17 24 25 -21 26 -23 -24 -25 -26 -27 27 -29 29 -31 leaf_value=0.0017354153387397779 -0.017679799105776446 -0.034457896952136378 0.10419702290212399 0.1120209618876946 0.088384342926463244 0.12184971619975012 -0.043093268659290702 -0.022060072917120501 -0.013537930788853134 0.036131366894577209 -0.026086134699993841 0.15911150595887014 0.11101748062485704 -0.041741839039777386 0.035594233678769842 0.029101996678059988 0.086142957617426963 -0.033303324641734286 0.032969155027909557 -0.0075108854546821549 -0.0021400464136791522 -0.021638211165054093 -0.048380401264510459 -0.0028429994077508102 0.06613445534940747 -0.0082695884816090699 -0.045795124162181691 0.049509752430969986 0.058310391657769689 -0.023987885232505418 leaf_weight=9.6800110861659032 2.4798648431897155 162.22978607565165 4.1152555868029586 4.4776260182261458 4.4343285262584713 4.7147445157170296 17.301337920129299 17.61236809194088 16.430636405944824 4.0166698843240729 7.4813455864787093 2.7415876910090446 4.3662127777934057 6.0195865258574468 7.9391046836972237 53.234812416136265 2.7965234294533721 10.922590412199495 165.58163513243198 30.453946337103844 91.890147902071476 56.963773734867573 4.8275921940803528 3.6263399794697762 2.0285696908831587 10.194898575544356 26.082795992493629 2.7807528376579276 3.4444131702184668 8.826768606901167 leaf_count=73 21 1695 24 26 37 39 153 140 129 26 58 21 32 50 64 396 27 112 1030 192 813 467 39 31 19 67 236 23 30 76 internal_value=-0.000278594 -0.0206456 0.0168489 0.0366153 0.0065347 0.0737562 -0.0231149 0.00398516 0.0130466 0.0204158 0.0286838 0.0860201 -0.00644722 0.0230111 0.0022436 0.0223018 -0.0313455 0.000717602 0.0265032 0.00578727 -0.0133703 -0.0142116 0.0187873 0.0593573 -0.0177282 0.0305773 -0.00950446 -0.0259557 -0.0314271 -0.00088748 internal_weight=749.696 342.461 407.235 14.1576 196.889 7.19461 328.304 189.694 101.517 83.9051 67.4744 6.75826 88.1769 18.393 13.9587 60.7162 177.977 15.7477 210.346 34.5692 150.326 69.7839 12.8201 7.99255 12.9512 175.777 133.025 41.1347 38.354 12.2712 internal_count=6146 3283 2863 99 1550 60 3184 1490 770 630 501 47 720 151 114 454 1853 158 1313 216 1331 569 102 63 131 1097 1178 365 342 106 is_linear=0 shrinkage=0.05 Tree=12 num_leaves=31 num_cat=0 split_feature=10 34 46 1 11 23 37 25 34 9 27 10 11 44 41 24 12 21 19 10 9 16 9 19 10 7 40 23 7 5 split_gain=84.6308 16.2593 14.9501 11.7974 13.2221 14.8943 25.2388 11.7386 11.026 10.2753 9.65646 13.0999 14.8194 14.6038 9.28474 9.12185 9.39364 9.57868 9.40409 12.4646 12.9731 11.2035 11.5771 9.74032 9.11996 10.6327 14.717 12.1569 10.6304 9.36672 threshold=0.020908329806168025 1.0433353950885527 0.010539778540733633 -1.5799706848791824 0.015872673562367098 1.0000000180025095e-35 0.82583752068749627 -3.0870620575577812 0.94711454156394481 0.020165325790579971 10.399113229696692 0.026743968709366735 0.02135640729031181 1.0225091599014016 0.014804481320838737 -7915499.9999999991 76.055653298329005 35.485787291946274 0.34847676609105771 0.049013034911449919 0.05149204035175934 -1.1046091868158288 0.022584888522989375 0.39269870858955253 0.03389812626114861 -0.051662717219589309 0.027153710100021492 33.291139390570635 -0.11131908058626104 0.03028604429949722 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 8 -1 -5 6 -6 -4 -2 14 11 12 -10 -14 -9 -11 17 18 19 20 21 -17 -23 -20 28 -26 27 29 -12 -27 right_child=2 -3 7 4 5 -7 -8 9 10 15 24 -13 13 -15 -16 16 -18 -19 23 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31 leaf_value=0.0014079164922407089 0.050975401273502287 0.088620353623565962 -0.050317746236296194 -0.030036831192338572 0.18140132558166669 -0.013868894523306839 -0.0018767321060805767 0.024898833334550827 -0.018043099566913776 -0.030268692758963635 0.046042622266144285 -0.035164003492261856 0.13242806128376969 0.017113300067335364 -0.03974788480443605 0.11977322855121048 -0.0089686365981495753 -0.018410192161778811 0.14227947736506694 -0.0069980630941559431 0.12986314711766581 0.093503011038648609 0.031123736035700473 0.054852587754776694 -0.0089280406358128311 0.18385675594394074 0.02182165654691685 0.014001135146666101 -0.0060191301213611791 0.069951898977178226 leaf_weight=66.685818545520306 13.539476200938223 3.6310900747776023 4.6831410601735106 189.82097105681896 2.683957025408743 114.51663520932198 6.2584780976176262 13.88735091686249 18.551323078572754 5.1666047349572173 11.601265028119085 30.477066941559315 3.9041811525821677 9.2519810125231725 9.2560026347637159 4.3195711076259604 10.119120724499224 6.4259290248155585 4.5474380403757086 12.950477108359335 4.3302395939826956 8.2429087460041028 76.178387008607388 10.639949873089789 12.075074225664137 3.856792129576208 20.612018063664436 3.2360615283250809 63.331496231257915 3.3923925161361694 leaf_count=570 75 24 33 1978 20 990 56 98 157 40 79 233 30 76 66 25 64 37 25 77 24 52 499 58 77 25 130 20 486 22 internal_value=-0.000287478 -0.0166817 0.016962 -0.017688 -0.0217528 -0.00901587 0.0531318 0.0277498 0.00745894 0.0299513 0.00419092 -0.0117564 0.0107429 0.0513337 -0.000956114 0.0349562 0.0374025 0.0410789 0.0442328 0.0389616 0.0453567 0.0412331 0.0372145 0.0810301 0.0125875 0.0308923 0.0463545 0.0945815 0.00204119 0.130553 internal_weight=748.173 383.597 364.576 379.966 313.28 123.459 8.94244 170.747 193.829 166.064 180.29 62.1846 31.7075 13.1562 23.1434 142.921 137.754 127.635 121.209 106.022 93.0711 88.7409 84.4213 15.1874 118.105 43.1723 31.0973 10.4852 74.9328 7.24918 internal_count=6146 3638 2508 3614 3044 1066 76 1098 1410 1065 1335 496 263 106 164 901 861 797 760 677 600 576 551 83 839 274 197 67 565 47 is_linear=0 shrinkage=0.05 Tree=13 num_leaves=31 num_cat=0 split_feature=22 1 22 22 2 6 26 28 22 9 41 38 23 2 18 41 34 49 16 11 37 11 13 2 1 39 45 46 9 6 split_gain=87.2089 16.9355 12.4699 11.4001 13.2608 12.5853 11.3467 10.1196 9.76733 9.60061 12.1085 8.72559 7.79593 9.80915 9.65024 15.3015 8.68217 7.64121 10.4597 6.86921 6.60099 6.46393 7.70364 6.75985 8.58061 6.41959 6.36323 6.35364 7.75259 9.25319 threshold=0.030321528906500365 -3.3350407336943304 0.04412345101924868 0.030754305206098738 -0.27000000000000174 0.11988455988455983 10.197991309334999 0.9512530191608074 0.022236519667396298 0.028876954077071131 0.025169110917815974 1.0316098267316118 12.263068640755446 0.68999999999999961 78.718237747744794 0.020478591729976108 0.9882203868065762 0.79680095036012899 -0.037263663438712936 0.017435815494909617 0.70761934449662889 0.015030384701985472 39.693295593683196 -0.78999999999999548 -1.3507998860956356 0.56435690023173513 1.0274484998605919 0.015954206330803057 0.020165325790579971 -0.028980205660671162 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 6 5 9 -2 -1 21 17 -11 -12 16 -14 15 -15 25 18 19 -5 -10 23 -23 24 -3 -6 -9 28 29 -18 right_child=2 8 -4 4 12 -7 -8 26 20 10 11 -13 13 14 -16 -17 27 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 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11.626263454556463 2.7323689237236977 6.1127743124961844 15.287741437554361 13.54639585316181 130.88204917311668 3.100211262702941 12.653196036815642 145.32863523811102 1.879530131816862 2.9461313858628273 4.9944018349051476 3.5311056450009337 13.057091429829596 2.6540286689996782 leaf_count=33 30 75 1247 22 27 15 30 25 153 22 34 30 804 42 24 86 23 44 108 107 1178 28 130 1600 20 20 41 24 104 20 internal_value=-0.000296419 -0.0193746 0.0150125 0.00636841 0.00409318 0.025345 0.0666366 0.0335073 -0.0217837 0.0196667 0.0567403 0.0274205 -0.00369564 -0.00940514 0.0223719 0.0370541 0.0195949 0.00695096 0.0167931 -0.0108017 -0.0123628 -0.0299383 0.00057322 -0.0330469 0.00829388 0.0686073 -0.0033693 0.00424756 -0.00751643 0.042955 internal_weight=746.486 332.331 414.155 207.842 200.281 53.7162 7.56097 14.4803 317.85 50.9135 13.0028 9.49627 146.565 117.709 20.1318 17.0626 28.8556 37.9107 31.7979 16.5102 147.474 170.376 15.7534 154.623 9.29392 6.88096 8.14253 21.9746 18.4435 5.3864 internal_count=6146 3283 2863 1616 1556 382 60 99 3184 367 86 64 1174 956 152 128 218 281 237 129 1331 1853 158 1695 95 47 66 171 147 43 is_linear=0 shrinkage=0.05 Tree=14 num_leaves=31 num_cat=0 split_feature=22 1 10 20 22 47 22 13 39 6 6 1 16 14 46 22 10 10 21 39 37 15 28 47 21 10 17 6 44 44 split_gain=79.126 15.4056 12.6776 21.4015 12.3388 11.6775 9.31107 8.91429 8.59012 8.26026 12.4352 10.3539 8.62604 8.41856 7.64596 8.03236 9.13871 7.55006 7.70088 13.1378 16.2196 13.3647 7.52248 10.1716 9.56766 11.4206 8.97377 8.65422 7.54107 13.7881 threshold=0.030321528906500365 -3.3350407336943304 0.020995346501145696 0.9980948319233568 0.030754305206098738 0.0085470085470086121 0.022236519667396298 49.980094711499738 2.7690930892679519 -0.025093065415645984 -0.015967473686571251 -0.2751370512400349 1.0000000180025095e-35 -0.15837116305104001 0.015643120483079583 0.035325610824389668 0.024049745978947084 0.021290149444245319 0.39028477918568499 0.69734791268566665 0.7262709197061249 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threshold=0.029603047142209338 0.016013294475334939 -0.042732155018842997 0.026235183646148106 0.75516469025387056 0.27373304945838023 0.3270721718208503 0.04911861283677877 8.6296666666666688 50146.000000000007 0.30198425596904138 0.010572090499677901 -0.022418387035217865 0.74272939028244556 1.5118761807662358 48.256500000000003 0.020568002457249338 2.6280000000000006 0.012584162312142102 0.025337438835962126 1.2183010016657574 68.842500000000015 1.0192339768537926 64.969107249402626 -0.11592700222303935 0.98063219729530027 -0.15683652239072812 -0.27808822783496517 1.0226097241526786 -0.19887008409813764 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 8 -1 7 12 9 10 11 22 -7 14 17 16 -16 20 19 -19 -3 -18 -4 25 -25 26 -8 -27 -29 -30 right_child=-2 13 4 -5 -6 6 23 -9 -10 -11 -12 -13 -14 -15 15 -17 21 18 -20 -21 -22 -23 -24 24 -26 27 -28 28 29 -31 leaf_value=-0.025540743503330361 0.022844006816686899 -0.013767549856902372 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5.4960927963256827 3.2758051007986069 3.1207466423511505 3.1860539168119431 4.7859315499663344 23.990429438650601 2.2667639777064315 13.432771652936944 2.5852135717868796 11.284907072782515 leaf_count=487 1205 287 25 33 1552 44 43 36 72 289 23 37 29 1139 22 28 26 39 23 32 38 25 25 30 45 224 22 143 23 105 internal_value=0.000300544 -0.00815764 -0.0156754 -0.00381043 -0.0236023 -0.00689589 0.00494045 0.0516279 -0.00146091 0.00873624 0.051784 0.0246641 0.0121002 0.00371521 0.0186512 0.0531737 0.0794601 0.00873965 0.0487958 0.0746553 -0.00409868 0.0464682 0.0734193 -0.00277208 0.0430639 -0.00896694 0.038574 -0.016096 0.00365224 0.039867 internal_weight=740.458 538.439 329.686 132.045 197.642 127.546 78.018 11.0609 46.4016 39.168 12.1049 9.45093 7.27337 208.752 65.7809 14.6732 10.8422 51.1077 12.4047 9.62023 38.703 7.72719 5.55049 66.957 7.97199 58.9851 7.69173 51.2933 27.3029 13.8701 internal_count=6151 4946 3287 1264 2023 1231 744 109 471 399 110 87 73 1659 520 101 73 419 94 71 325 51 50 635 75 560 65 495 271 128 is_linear=0 shrinkage=0.05 Tree=16 num_leaves=31 num_cat=0 split_feature=22 9 27 12 22 15 15 6 22 39 9 41 28 39 28 47 7 14 10 39 46 1 50 19 6 6 25 46 12 40 split_gain=65.3888 12.9237 9.09632 11.1122 8.49691 7.91213 9.17751 13.4795 9.8175 9.71876 8.54733 7.92556 7.90164 7.3773 7.3721 15.3485 10.0407 22.2619 16.9814 11.1519 10.7572 8.49833 8.19401 8.93985 19.828 10.5662 7.67338 9.94803 7.29054 8.91713 threshold=0.030321528906500365 0.048422577927388917 1.9984019118961156 24.989848869888935 0.084014430475760307 12.762048682331178 -0.07439872564699658 -0.1020489362922503 0.030754305206098738 0.86841601082894071 0.012205639381309969 0.011647548772087924 0.94460336172011605 0.84085741339272413 0.95791993973676071 0.017455294741804298 -0.053195591386058498 -0.031000526448305973 0.019058410033429892 0.72403126839866616 0.0065797490924483807 0.045541785875932418 0.13353085745848745 0.08789928384595809 -0.022418387035217865 -0.066013009067897074 -1.0651985264982193 0.0032644178454842494 62.504681473777715 0.011035979022983035 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 -2 5 6 7 -4 -9 10 -10 -12 -8 -13 15 21 17 22 19 -19 -18 26 -16 24 -24 -25 -1 -28 29 -3 right_child=1 28 4 -5 -6 -7 12 8 9 -11 11 13 -14 -15 16 -17 20 18 -20 -21 -22 -23 23 25 -26 -27 27 -29 -30 -31 leaf_value=-0.063095924659177571 0.12964905320315115 0.081535442865846172 -0.020810157698884363 0.026684921465056067 0.090683516478306858 0.048814224281452316 0.058893696943441078 0.10053843153077201 -0.023217176337721867 0.0072524968987069923 0.11116067878021714 0.029560951925647557 -0.0042268426150621997 0.10450205455541789 -0.034424114558591734 0.1080560019640275 -0.031839883040455229 0.19704758247723508 -0.0060649822687854444 0.043468741525072102 -0.0090075269403209427 -0.04886290061731887 -0.035687273307963223 0.067760675829519876 0.16549789639250653 -0.020375382757099169 0.080225639347864308 -0.0054803488272536817 0.067182117179341611 0.015618577464951856 leaf_weight=2.690865598618994 3.1129873469471958 6.0156269669532767 23.213838502764702 16.560484245419502 3.0803358554840079 11.083456307649611 5.1138068586587897 3.7173071950674048 5.6519732251763335 80.66741956025362 3.7930061891674987 39.593003213405609 162.84496702998877 3.5809708461165419 25.326020002365112 3.3645197600126258 149.32602464407682 2.8937989026308042 3.8493815436959267 1.998239643871784 78.813898853957653 7.8173029944300643 2.4283805340528488 3.9790174588561049 2.4707621857523909 23.39185863733292 5.6710833981633177 8.4017759487032873 13.944584995508192 34.875432945787907 leaf_count=19 20 33 163 107 15 58 28 26 47 587 29 264 1153 24 266 23 1611 20 33 20 795 91 25 35 24 231 49 82 81 192 internal_value=0.000263638 0.0133417 0.00991524 0.0429772 0.00801525 0.00726466 0.00586141 0.0144224 0.0203922 0.018157 0.034874 0.0418647 -0.00230502 0.0357768 -0.0166445 0.0078982 -0.0189736 -0.00185188 0.0724974 0.134316 -0.0239521 -0.00581087 -0.013136 0.00357132 0.0657755 -0.00756268 0.0142653 0.0290575 0.0359623 0.0253158 internal_weight=739.272 416.849 362.014 19.6735 342.34 339.26 328.176 160.218 137.004 133.286 52.619 46.967 167.959 43.174 322.423 27.9455 294.477 66.3375 8.74142 4.89204 228.14 24.581 57.596 32.27 4.89914 27.3709 16.7637 14.0729 54.8356 40.8911 internal_count=6151 2827 2521 127 2394 2379 2321 1140 977 951 364 317 1181 288 3324 264 3060 654 73 40 2406 241 581 315 49 266 150 131 306 225 is_linear=0 shrinkage=0.05 Tree=17 num_leaves=31 num_cat=0 split_feature=11 10 39 7 6 10 49 47 2 6 0 5 11 15 6 25 17 14 11 50 0 21 11 39 9 33 5 9 11 1 split_gain=46.7466 18.4028 12.0851 12.1246 18.1096 17.2726 15.1921 12.2465 11.5853 11.4477 11.7954 8.95712 8.69481 8.3464 8.80968 9.34718 11.7496 10.6448 13.6535 10.2366 8.0606 8.37861 11.6475 9.55473 9.12596 7.91129 12.4269 7.788 14.2473 7.53919 threshold=0.029603047142209338 0.012779624235268062 0.74272939028244556 -0.031048925711401162 -0.032703075155540211 0.018054953452625724 0.63200812699057318 0.016550531699692981 -0.70500000000000174 -0.12985671145758945 4.4317771766739469 -0.015826702953300738 0.019905249002873032 -0.07439872564699658 -0.1020489362922503 -0.59894479210420537 43.196826601524144 -0.75887607047247208 0.018242137419365086 0.16906800670087177 4.6199540240633006 0.75529329825423386 0.026471855663986969 1.4333305825950353 0.019398691751923457 5.4683333333333346 -0.0099058964370173346 0.012943854395393925 0.018298281474674303 -1.1852688256307966 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 4 27 6 -6 9 29 -5 12 -7 -11 14 -4 -16 17 18 -17 -19 21 22 23 24 -21 -26 -27 -3 -29 -1 right_child=-2 2 13 7 5 11 -8 -9 -10 10 -12 -13 -14 -15 15 16 -18 19 -20 20 -22 -23 -24 -25 25 26 -28 28 -30 -31 leaf_value=0.0061956763984447423 0.020441207799972431 -0.041379113440669017 -0.038874282109090982 0.070486592541552026 0.1989331608021343 0.086139317538183213 0.034644923124890981 0.076196772819410508 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5.8931616544723502 5.1806199476122883 12.582474939525126 2.1023057326674452 leaf_count=95 1205 55 102 32 29 29 20 35 1582 445 36 37 184 1146 156 38 262 61 22 158 73 34 21 28 37 26 47 40 95 21 internal_value=0.000230669 -0.00760596 -0.00176379 0.0110825 0.0342721 0.0776338 0.141446 0.000514775 -0.0224168 -0.00424627 -0.00903682 0.032054 -0.0148716 -0.00793179 0.00101107 0.00527097 0.011281 0.0234917 0.0777962 0.0160625 0.0236093 0.0330427 0.0404196 0.032175 0.0238341 0.0537911 0.028147 0.00730734 0.0240577 0.0235941 internal_weight=737.875 531.706 381.301 123.689 38.7209 14.8465 6.18602 84.9682 150.405 79.9394 75.1238 8.66045 69.1282 257.611 129.624 117.116 99.1642 65.9621 7.93811 58.0239 51.388 41.8835 37.7732 34.7124 31.5252 14.0735 9.58721 23.8744 17.7631 12.5405 internal_count=6151 4946 3248 1037 305 115 49 732 1698 697 665 66 629 2211 1065 963 807 545 60 485 424 351 317 296 268 110 73 190 135 116 is_linear=0 shrinkage=0.05 Tree=18 num_leaves=31 num_cat=0 split_feature=11 10 39 2 7 6 12 10 38 46 50 7 19 9 44 49 9 44 10 46 47 9 11 1 41 47 19 6 33 38 split_gain=41.9975 17.0058 10.8852 10.6638 10.5733 15.1009 14.2056 11.1237 11.12 10.0289 10.0226 13.2315 9.72608 8.95492 9.79086 8.95123 8.70241 8.02818 7.71952 9.33058 11.0058 7.08689 11.9095 6.92596 6.72281 7.36706 9.86715 10.7007 18.5441 6.70554 threshold=0.029603047142209338 0.012779624235268062 0.74272939028244556 -0.70500000000000174 -0.031048925711401162 -0.032703075155540211 50.365845651891924 0.019992964118617982 0.79589323743170148 0.015643120483079583 0.91492597655383467 0.060302270828586642 0.0693801920864663 0.017098144689526265 1.0234925425390762 0.49546541826269297 0.044425379859581969 1.0188221280173775 0.035358089928034207 0.0089982867019212081 0.0083151795566374434 0.012943854395393925 0.018298281474674303 -1.1621767638319331 0.0064684043684024818 0.01096929134418116 0.06803110789861104 -0.021742711840126102 4.3700833333333344 0.64195761733459045 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 23 5 21 7 15 -6 16 -11 -12 13 -10 -15 -7 -4 -9 19 20 -16 -3 -23 -1 25 26 -5 -28 -29 -2 right_child=29 2 9 24 8 6 -8 17 12 10 11 -13 -14 14 18 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 28 -30 -31 leaf_value=0.0052542444267625358 -0.0066828127751920943 -0.040562190024722521 -0.013761301737407828 -0.030313953367343702 -0.015355515217854651 0.17160537029100875 -0.037905649426441874 -0.022438965477496072 -0.041303888061756826 0.0034109055431119544 0.12918458628475515 -0.01096264956967565 0.096418342696840145 -0.044815254064133427 -0.013560829555836935 0.051481014749683751 0.082246360733380611 0.094567516876802774 -0.033529550082489833 0.092339767210400922 0.090636420110832117 0.083760360097378458 -0.0044559454206370168 0.10307696253475862 -0.03434013396474031 0.049564912950334362 -0.011872755387370915 -0.0065319357351147815 0.21856016742220305 0.022311946837026655 leaf_weight=10.584880813956259 22.333770453929901 5.927394554018977 201.09269142150879 34.428124338388443 48.080508179962635 4.8534758463501912 2.5464257150888434 2.7295199185609818 6.2832204848527899 45.699634552001953 3.8736430108547202 2.9796004667878151 3.845812886953353 4.2182485759258297 7.5637255460023933 2.2790274024009705 2.3883365020155898 3.1669763252139091 3.2106793150305739 7.8047326579689971 3.8111926913261414 5.5050247609615353 12.54343171417713 2.1825132593512526 85.343944720923901 4.5330786034464827 6.9398617744445801 2.062088347971438 1.6448913887143133 186.07643701136112 leaf_count=96 135 55 1796 422 442 30 23 22 63 354 24 22 31 44 62 20 15 20 20 47 23 40 95 20 987 44 84 25 20 1070 internal_value=0.000198663 -0.00730162 -0.00171051 -0.0216997 0.010425 0.0317743 0.070106 0.0912161 0.000469707 -0.00760539 0.0118667 0.0682524 0.021181 0.0123841 0.0250617 0.133222 -0.0126344 0.0404046 0.0382262 0.0502381 0.0213507 0.00687283 0.0224512 0.0219765 -0.0258318 -0.0111943 -0.0173047 0.0247626 0.0933478 0.0192048 internal_weight=736.533 528.123 380.403 147.719 124.369 39.5513 15.5754 13.029 84.8181 256.034 52.5529 6.85324 36.7376 32.8918 26.6086 7.1325 203.481 5.8965 22.3903 19.1797 11.3749 23.9759 18.0485 12.7674 134.952 49.608 45.075 10.6468 3.70698 208.41 internal_count=6151 4946 3248 1698 1037 305 115 92 732 2211 400 46 290 259 196 50 1811 42 152 132 85 190 135 116 1582 595 551 129 45 1205 is_linear=0 shrinkage=0.05 Tree=19 num_leaves=31 num_cat=0 split_feature=10 10 0 2 25 46 45 46 16 16 38 29 49 12 0 33 40 21 21 9 45 5 34 23 24 5 47 46 49 31 split_gain=38.2012 10.9898 13.0525 9.72239 9.3546 8.84489 10.8201 11.6365 11.7841 7.92338 10.2276 13.2197 12.0682 10.4847 9.48204 15.8855 7.55299 7.18035 9.87799 7.17398 9.56958 7.04915 10.7595 11.8712 9.15822 6.67032 6.64322 7.05705 6.6098 7.81648 threshold=0.023273465543599079 0.012779624235268062 6.7755870043426798 -0.70500000000000174 5.3534499758652059 0.015643120483079583 1.0222334739288093 1.0000000180025095e-35 0.02116924373208888 1.0659029992417419 0.93938969564944752 1.0495462537557254 0.94506061988001033 57.340085156380503 4.6199540240633006 8.7215833333333368 0.068659676800027894 0.70428938939820396 0.41791146484800162 0.05149204035175934 0.96951977915301557 0.014875420428394516 1.0083952760543597 15.343481540273372 2292550.0000000005 -0.009126740725595826 0.012955691636593132 0.0033066960874188309 0.0046003508914674819 8.7695000000000025 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 6 7 8 -2 10 13 14 -13 -7 15 -12 19 18 -16 21 -21 22 28 -24 -25 -5 -27 -28 29 -9 right_child=4 2 -4 25 -6 9 -8 16 -10 -11 11 12 -14 -15 17 -17 -18 -19 -20 20 -22 -23 23 24 -26 26 27 -29 -30 -31 leaf_value=0.020506551260404515 -0.0024024516869046767 -0.0050496831896696386 0.091716707121354657 -0.038840895940954599 -0.051592333803228009 -0.00076995182909749135 0.02749825104681047 -0.033453101814841603 0.096484639613919898 -0.013500521972207323 0.18018836146864567 -0.011547558699338155 0.088781236231789393 0.061908312215695184 0.062535663305900949 0.050089234215030309 -0.06227396371103891 0.061585679802118376 -0.062058726300043693 -0.020920612537423958 0.087067008709805702 -0.017268524574857391 -0.018003202355961416 0.16220228542007689 0.040637606646659018 -0.01952515444055368 0.10049045127456493 -0.018802716881757126 -0.010545533991033657 0.049229104234637777 leaf_weight=12.976786829531191 5.857301712036131 271.29160958528519 3.5301929190754882 51.823860608041286 5.4493710547685614 32.681273631751537 54.125805854797363 3.854784481227397 6.2034421935677528 11.262951537966726 4.0590498819947225 14.038764052093031 3.8109707683324805 8.3836873769760114 3.2071321830153492 5.5607736930251122 5.133589193224906 20.354424796998501 3.1564124599099159 3.4208134412765485 5.1254516988992691 53.052777454257011 3.498647563159464 2.8927389532327652 3.3360190093517303 75.813597351312637 2.4532383754849425 2.5063077881932259 45.047542981803417 11.058910943567751 leaf_count=116 40 2438 23 617 41 187 315 32 38 62 24 84 22 45 22 32 34 109 21 20 27 374 26 20 20 919 23 26 319 75 internal_value=0.00017024 -0.00969041 -0.00380668 -0.020798 0.013348 0.0144928 0.00836046 0.00138421 0.0484601 0.0261575 0.0308468 0.0451096 0.00987293 0.0120262 0.0624184 0.104984 -0.00277768 0.0470926 0.000734999 -0.000451266 0.0438428 -0.00353538 0.00691942 0.0556973 0.0970943 -0.0248403 -0.0158576 0.0402056 -0.000993719 0.027858 internal_weight=734.968 420.396 274.822 145.574 314.573 309.123 202.608 148.482 12.0607 106.515 95.2525 54.1875 17.8497 41.065 36.3378 9.61982 136.421 26.718 6.36354 131.288 8.54627 122.741 69.6886 9.72741 6.22876 132.597 80.7731 4.95955 59.9612 14.9137 internal_count=6151 4162 2461 1701 1989 1948 1340 1025 78 608 546 314 106 232 208 56 947 152 43 913 47 866 492 66 40 1585 968 49 426 107 is_linear=0 shrinkage=0.05 Tree=20 num_leaves=31 num_cat=0 split_feature=22 1 46 11 45 6 34 29 29 47 19 37 39 6 20 9 20 22 38 30 16 17 33 6 48 0 0 45 38 28 split_gain=31.2953 9.65139 8.8432 12.9587 8.70134 8.13797 9.87399 8.58551 19.4815 12.5632 8.10722 8.92932 8.86465 11.5367 20.6908 12.9283 15.007 19.6923 9.25406 11.3632 9.12069 8.49546 11.1007 14.209 7.70498 7.70154 7.67227 11.5589 7.60055 11.1296 threshold=0.033942718034023635 -1.8267845209688622 0.0086399245313973864 0.017308384351052395 1.0209066105876614 -0.025511940046748113 0.92834310793951402 0.98246036769492406 0.96725597019957688 0.0073778058001846497 0.06803110789861104 0.63985069952825147 0.74550309112333946 -0.032703075155540211 0.22695495542800612 0.01312238757359043 0.16900815671635994 0.030586639030111117 0.76720292325461303 9.3000000000000025 0.032364791532168972 21.075057752332018 6.5788333333333346 0.031082273766755878 66.109860754198579 1.5064570162641215 1.0000000180025095e-35 1.0064475350846311 1.3583568331259055 1.0575882923265836 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 -2 8 -7 -10 26 -12 13 15 -15 -13 17 -17 24 -20 -14 22 23 -22 -16 -23 27 -3 29 -9 right_child=5 10 3 -5 -6 7 -8 28 9 -11 11 12 20 14 18 16 -18 -19 19 -21 21 25 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0033002571258547034 0.0579677229982688 -0.033417404800745058 0.11618742225097844 -0.026842888027783819 0.016698612842068885 0.011290722226684584 -0.0022739291646495861 0.012653015130652139 0.13413325315682198 0.036639407519062826 -0.056831880825748908 -0.048217727705808948 -0.021650150588903249 0.12680330304319651 -0.02454087468375464 0.14736704044684523 -0.038197696010881965 -0.036643204449851398 -0.0084794695312940833 0.12243062861848658 0.15494775351582846 0.066221672453988814 -0.013972349080900429 0.028422598369337339 0.076236198967409574 -0.020111324242918543 -0.028461053480237277 0.13389311302964732 -0.011843098045222577 0.074560999032970227 leaf_weight=42.694352187216282 7.1471315026283255 2.3331894874572745 5.5614852011203748 4.4786609634757033 3.6336754262447357 24.76926214993 140.87371982634068 135.28905004262924 6.7565525695681554 6.4672114327549934 9.2256736457347852 12.631051972508432 96.655192583799362 4.9336616769433048 12.380414143204691 3.8446390107274038 5.0819971188902855 2.338224969804287 3.08026099205017 3.5891673192381859 3.0527439340949085 2.8558625429868725 8.0703375265002233 8.1242813840508443 2.2397853508591643 27.060289189219475 102.52121192961931 1.8515053763985632 29.646199144423008 7.6714886873960486 leaf_count=376 33 29 40 34 24 150 935 848 40 41 91 135 1016 34 124 30 45 20 31 33 27 31 77 74 21 262 1224 22 199 40 internal_value=-0.000894129 -0.0111327 0.00790747 0.0429018 0.0768722 0.00961899 0.000634817 0.0159335 0.0374515 0.0864529 -0.0145741 -0.0087602 -0.00649676 0.0116436 0.0345432 -0.0134863 0.0254573 0.0777784 0.0131628 0.0619701 -0.0127318 0.00480171 0.0307142 0.06298 -0.00910203 -0.0118698 -0.0257523 0.0406086 0.0111972 0.0159751 internal_weight=726.858 368.238 56.3682 13.6738 9.19516 358.621 148.021 210.6 37.993 13.2238 311.869 205.164 195.938 50.1192 26.2233 23.8959 11.2649 6.18286 21.2896 6.66943 145.819 49.1635 19.2474 11.177 14.6202 29.9162 106.706 4.18469 172.607 142.961 internal_count=6086 3800 474 98 64 2286 968 1318 231 81 3326 2051 1960 473 243 230 95 50 209 64 1487 471 178 101 145 293 1275 51 1087 888 is_linear=0 shrinkage=0.05 Tree=21 num_leaves=31 num_cat=0 split_feature=22 4 25 19 37 23 28 44 15 48 46 41 10 48 7 9 23 21 2 44 31 38 6 13 7 6 19 46 6 28 split_gain=28.4147 8.93349 9.14239 7.85394 9.47754 9.16762 9.55674 8.64937 8.64383 16.5196 12.7279 12.3359 9.49162 20.686 8.2185 9.05406 7.60892 13.3053 7.31151 11.0101 7.27436 11.5204 13.0157 11.0508 10.4003 12.1128 12.4359 14.3389 14.2538 8.17733 threshold=0.033942718034023635 -0.027021578029642553 -1.1071034623803919 0.067220041993440824 0.63985069952825147 8.5486961760102709 0.99470248570109154 1.031652825256715 -0.017812438649444758 52.82181748237204 0.002923976608187166 0.0088619017024068967 0.0083219478943725184 23.386581084975294 -0.060830874654991866 0.01720092874700176 9.0499993229887874 0.68215336644791502 -0.8099999999999915 1.0288011979402325 20.783000000000005 1.2884144745378059 -0.0092360071834779994 41.55424023963463 0.21852943518281923 0.041833026594498397 0.12856902415631602 0.0081756415553413762 0.0094110986728294117 0.99209976088789842 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 18 -5 6 -6 14 9 12 -11 -12 13 -7 15 -8 -4 -18 19 -3 21 22 29 -24 25 26 28 -28 -25 -2 right_child=20 3 16 4 5 8 7 -9 -10 10 11 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 23 24 -26 -27 27 -29 -30 -31 leaf_value=-0.049217943609999017 0.0049373172874083307 -0.025317565882202256 0.058808038140358371 -0.056497379965014749 0.066980850886392565 -0.030276517735775117 -0.038143030542387137 0.087645395051229605 -0.022161165423527709 -0.022501132324023003 0.14924665323427408 0.035351542061632192 -0.017450470989998145 0.1413408128866232 -0.049580943048028153 0.089295927986955584 -0.042932235357499904 0.075261033840703984 -0.027275361865745446 0.093715681101431067 0.014576220844129049 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0.000642846 -0.00900149 -0.000504879 0.0292703 0.0476978 -0.0123154 0.0426395 -0.0153656 0.0304296 0.030665 -0.000409184 -0.0237079 0.0220152 0.00908653 -0.000106822 0.00632365 0.0259749 0.0182873 0.00984426 0.0385292 -0.00279066 0.0782412 -0.0083443 internal_weight=725.048 364.707 26.0394 338.667 226.607 217.14 23.8738 15.5254 193.266 117.44 33.3535 24.5981 84.0867 7.18574 13.1127 5.60746 21.7517 10.3375 112.061 8.11049 360.341 134.724 112.888 48.2481 43.7342 39.0517 18.9469 9.28545 9.66143 64.64 internal_count=6086 3800 196 3604 2257 2160 214 152 1946 1162 309 220 853 92 130 50 163 88 1347 79 2286 947 787 323 296 273 133 64 69 464 is_linear=0 shrinkage=0.05 Tree=22 num_leaves=31 num_cat=0 split_feature=22 1 30 40 33 7 39 23 41 0 44 14 0 46 29 29 35 45 23 38 46 23 45 19 14 25 41 40 25 38 split_gain=25.9827 10.4416 8.40983 9.32429 8.61797 7.81558 19.4261 14.1541 15.0755 8.8938 9.09437 8.17101 8.07365 8.51275 7.72325 9.18231 10.7607 9.43565 8.43594 7.89632 7.73312 7.48516 7.38665 7.34573 7.27575 7.22732 11.8116 7.08089 10.0549 11.3549 threshold=0.029631047104201901 -2.764576665086401 21.302000000000003 0.0041198721342347042 30.495500000000003 -0.054134009636616291 1.0673949190182286 9.0499993229887874 0.012907739602000003 2.068456170732953 1.0245610322495986 -0.25667622565607656 1.0000000180025095e-35 0.0086399245313973864 0.9290909482364833 0.98829461732714396 1.0319442229154168 0.98456130735026115 21.689025959938981 0.90342316374116804 0.0035223674676672389 15.441828363059628 1.0064475350846311 0.20408936718066023 0.4217273608171333 -0.75101303067434166 0.018874320102651426 0.0079210888240913175 0.3094596016263142 0.72013869342637327 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 3 -2 14 6 7 8 -3 -9 11 -11 22 -14 18 19 23 24 -4 -16 -19 -6 -7 -17 -18 -1 -27 28 29 -5 right_child=2 5 4 27 21 12 -8 9 -10 10 -12 -13 13 -15 15 16 17 20 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.030136077432458292 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4.9869320988655117 6.6323731467127791 10.2973660454154 24.478194691240788 134.53431192785501 2.0172894969582558 3.4695535227656356 13.507030390202997 9.0846196413040143 5.3858885616064063 138.5147790312767 6.7659163624048224 11.958709791302679 leaf_count=37 173 45 120 34 82 30 177 208 27 23 75 20 1834 545 62 88 21 29 43 66 128 832 22 20 81 68 34 1017 52 93 internal_value=-0.000850012 -0.0126274 0.00677656 -0.00137789 0.0126505 -0.0152132 0.00136102 0.0196367 0.0729529 0.00323632 0.0363378 0.0951854 -0.0196626 -0.0211008 0.0233296 0.0309032 0.0214043 0.033536 -0.000156906 0.0603464 0.0506068 0.00474338 0.0475283 -0.0143277 0.00370902 0.0228877 0.0405517 0.00274339 0.0280773 0.0487985 internal_weight=723.181 284.241 438.94 183.792 255.148 264.95 56.0737 40.4678 9.51977 30.9481 12.2561 4.27519 208.876 204.499 108.547 82.0794 62.0583 46.3287 26.4679 20.0211 29.4651 146.601 4.37715 15.7296 16.8636 19.2911 14.4705 162.086 23.5709 16.805 internal_count=6086 3145 2941 1369 1572 3006 575 398 72 326 118 43 2431 2379 658 495 367 259 163 128 157 914 52 108 102 139 102 1196 179 127 is_linear=0 shrinkage=0.05 Tree=23 num_leaves=31 num_cat=0 split_feature=10 2 10 44 47 10 29 37 37 2 44 7 34 15 7 23 28 34 34 19 19 24 15 29 48 32 47 21 15 34 split_gain=22.8799 14.466 11.4129 8.63941 8.63407 6.99465 6.30762 6.22395 11.5802 8.85515 10.4517 9.34542 7.19344 6.44486 5.79072 9.69323 5.52778 5.73724 7.12613 7.05128 5.76397 5.37259 8.32376 5.36618 7.19461 5.18737 11.295 8.96474 7.81606 6.43544 threshold=0.02439398738007055 -0.32500000000000279 0.027922490393623919 1.0291917065505538 0.0015052699554007976 0.025257681781944985 1.0988599310666587 1.3150597247789206 1.1746727759554734 -0.83999999999999797 1.0606156289768542 -0.082839568575968289 1.0128433593066972 0.090382591546221761 0.042989751344085898 26.321988106220562 0.9920096613246695 0.98604756453523457 0.96998470171815476 0.16344965164838299 0.21717099976738205 -4360644.9999999991 -0.11816149534439703 0.9290909482364833 61.183733328503038 34.92475000000001 0.0022222222222221988 0.69013677897205394 -0.12991434785127212 0.98023601526850446 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 23 14 -1 -5 25 8 9 12 11 -11 16 -13 21 -16 17 18 19 -4 -21 22 -3 -2 -25 27 28 -6 -27 -29 right_child=1 3 7 5 6 -7 -8 -9 -10 10 -12 13 -14 -15 15 -17 -18 -19 -20 20 -22 -23 -24 24 -26 26 -28 29 -30 -31 leaf_value=-0.024637562430733947 0.031626532415152585 0.070394334368533054 -0.04284682350572673 0.061800822956620094 -0.0057107060067009604 0.00515538456082175 0.076444996291016892 -0.032197440865492491 0.095008647045657091 -0.013035074118195787 -0.031176794058412696 0.10559488843992237 0.053455980975409295 0.040961774662399031 0.074201828828199742 -0.030222410261994299 -0.037650471743182 0.061036310276911421 -0.035366862034756155 0.071132458252330971 0.010139623434679055 -0.043417996947518384 -0.027475188005618129 0.13535996546574555 0.041561101690031743 0.10383491010868387 -0.021332975817945882 0.073463303919001341 -2.3451583213529814e-05 0.012675589528497981 leaf_weight=68.207048200070858 6.413813665509223 3.0232125148177147 4.2448390275239971 5.6506117582321158 226.28442183881998 153.30617323517799 2.3496855795383444 5.7197182551026335 5.0597334802150717 3.7422678321600022 3.9775772392749777 8.1524762511253339 6.8004833012819281 7.3200911208987227 4.042727477848528 4.9352650046348572 8.6496007591485959 4.3010763674974433 10.072345070540903 5.5647727996110943 12.745001196861265 20.969054915010929 7.720822788774969 4.4858490303158742 3.7561061307787895 3.0842245891690254 83.214714378118515 5.1555127426981917 4.3900178000330916 28.005208626389503 leaf_count=726 37 21 24 39 2340 943 12 34 25 21 21 41 34 40 29 39 48 24 58 27 62 166 61 27 24 28 796 38 47 254 internal_value=-0.000825967 0.00970758 0.0251271 0.00190655 -0.00835394 0.00716902 -0.00520299 0.0182029 0.0217782 0.0168751 0.0425965 0.0578679 0.00548602 0.0750169 -0.0186509 0.0167991 -0.00167142 0.0067559 -0.000399658 0.0152159 0.0286768 -0.0286868 6.3847e-05 0.0659235 0.092613 -0.00575091 -0.0160446 -0.00215275 0.0428334 0.0221263 internal_weight=721.344 300.654 101.006 199.648 420.691 158.957 352.484 86.35 80.6303 75.5705 23.1924 19.2148 52.3781 15.4726 40.6911 8.97799 45.5776 36.928 32.627 22.5546 18.3098 31.7131 10.744 14.6558 8.24196 350.134 90.689 259.445 7.47424 33.1607 internal_count=6086 1845 547 1298 4241 982 3515 459 425 400 123 102 277 81 316 68 243 195 171 113 89 248 82 88 51 3503 871 2632 75 292 is_linear=0 shrinkage=0.05 Tree=24 num_leaves=31 num_cat=0 split_feature=22 1 30 40 33 16 7 39 23 9 0 39 40 45 28 45 15 2 1 20 20 46 10 37 39 23 16 24 40 5 split_gain=22.1286 9.23469 7.25873 8.47596 7.34352 11.9369 7.21081 17.9971 12.1886 11.4624 8.10757 7.30586 8.08222 11.4551 9.14457 12.2933 9.96409 8.16713 11.7628 7.84252 15.5916 22.6722 7.48024 7.68721 7.30808 7.26736 7.1944 7.00148 6.95666 7.2876 threshold=0.029631047104201901 -2.764576665086401 21.302000000000003 0.0041198721342347042 29.618166666666671 -0.7346320185576295 -0.054134009636616291 1.0673949190182286 9.0499993229887874 0.015481863458434294 1.8780242461540726 1.227521784663929 0.0063742731760271796 1.0103641318704777 1.0120500198261271 0.99621487643381756 -0.14335380089048394 -0.8099999999999915 -1.2997548472207283 0.56581112105170173 0.82183938244751009 0.0086399245313973864 0.015275669783897253 1.4230167076265552 1.3674860590443931 44.657737051129814 -0.043430650357025181 -688032.49999999988 0.099860086220288982 0.060507796530209552 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -2 5 -4 7 8 9 -3 -10 12 13 14 16 -16 26 18 -14 -13 21 24 23 -22 -21 -12 -8 -6 29 -29 right_child=2 6 4 -5 27 -7 11 -9 10 -11 25 19 17 -15 15 -17 -18 -19 -20 20 22 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.021384665574065386 -0.031165813245127086 0.015475430039821939 -0.041975608660188596 0.0024654900175163316 0.03057184389693501 0.026424077191608095 0.10749738200693577 -0.045304834596392472 -0.022676716573015454 0.12336344658480591 0.01557428610564301 -0.033021023273276058 -0.025717262718000303 0.090450004425465177 0.13213686303765926 -0.032326065877631857 -0.02573592447188713 -0.037076780931361041 0.094380177889747396 0.073546744388276783 -0.0054484655598129508 0.1697720935088293 -0.03432837674270707 0.11377178338496574 -0.055551914545787208 0.11752697287050906 -0.0025887523772267032 0.0037956921682470446 0.065685319677785389 -0.027528386594022777 leaf_weight=19.484566017985344 21.176790684461594 5.1300423592329008 6.8297134935855857 162.44291227310896 22.301902681589127 96.56065721809864 2.4577091559767723 14.93262794613838 15.160904422402384 4.7334737703204155 13.688175752758978 11.225229538977144 6.5439319834113121 2.7235112637281409 2.398667335510253 2.1589287966489792 56.441777519881725 88.304331161081791 2.9615465402603132 1.9277725443244005 3.9891776517033604 3.5218123495578766 10.987518221139906 2.0453565269708633 2.5413735136389732 2.0037829577922812 3.7464862242341033 104.8102815747261 3.9423649460077277 22.565889120101929 leaf_count=139 173 42 44 1196 139 579 30 177 175 30 131 134 69 28 28 25 717 1077 27 21 46 33 105 20 29 20 42 656 19 135 internal_value=-0.00079844 -0.0118141 0.0061792 -0.0014132 0.0116035 0.0219058 -0.0143056 0.00164764 0.0188673 0.0672506 0.00339944 -0.018658 -0.0230563 -0.0100759 -0.0141498 0.0542309 -0.0191247 -0.0323364 0.0117005 0.00170056 0.0172828 0.0748982 -0.00976467 0.0349603 0.000134977 0.0285931 0.0410204 0.00466989 0.000270948 -0.00175366 internal_weight=719.739 279.109 440.631 183.62 257.011 103.39 259.624 55.649 40.7164 9.86352 30.8529 203.975 167.737 69.9271 67.2036 4.5576 62.646 97.8098 9.50548 36.2382 25.013 7.99096 17.0221 6.03453 4.46915 15.692 6.2042 153.62 131.319 127.376 internal_count=6086 3145 2941 1369 1572 623 3006 575 398 72 326 2431 2043 870 842 53 789 1173 96 388 254 83 171 66 50 151 72 949 810 791 is_linear=0 shrinkage=0.05 Tree=25 num_leaves=31 num_cat=0 split_feature=22 38 28 4 44 4 49 39 23 28 2 26 38 22 2 28 15 7 48 14 41 20 6 41 38 5 15 12 9 46 split_gain=24.5362 8.12773 9.1177 7.5586 10.7902 9.36555 7.74902 10.7259 10.5098 8.10635 16.3311 8.96517 8.07575 7.69469 6.80802 12.1312 11.3391 12.8258 12.2768 11.5358 10.937 10.4673 18.1779 9.74226 22.0846 14.3414 9.55557 9.21266 9.17299 8.89646 threshold=0.033942718034023635 1.2459979856876038 1.0575882923265836 0.027138434374584412 1.0695310249778016 0.025190854373786212 0.32572230941313679 0.6352622277759209 21.292293824852806 0.99227999083135876 -0.0099999999999998961 389.39313056698217 0.68311614939156995 0.060247266041562671 -0.23999999999999663 0.93751180673588297 -0.035132345039670006 -0.053195591386058498 52.82181748237204 1.0000000180025095e-35 0.0066713963808163095 0.36432004362856413 -0.028980205660671162 0.011718801927777545 1.232222207269795 0.0070675837979421461 -0.07439872564699658 79.022095425462169 0.012772517615414617 0.022611946961230756 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 4 5 6 -2 8 -8 10 12 -11 -9 -6 15 -1 18 21 20 23 26 22 -18 24 25 -20 -16 -19 -17 -22 right_child=1 -3 -4 -5 13 -7 7 9 -10 11 -12 -13 -14 -15 16 28 17 27 19 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.066825431179308128 -0.00035902079572309076 -0.0068557622298262809 0.063348783435033543 -0.011397091264766976 0.089416250418224166 0.090994682794410447 0.0091680912642634772 -0.037918683678445829 0.10692536856332886 -0.0032801497255009965 0.10528282156961979 0.082098157181686421 0.026963351127454939 0.028006921977008166 0.013602551916128643 -0.030376203478637859 -0.019890055574804513 -0.029784776603413294 0.10747779954525834 -0.046368927147568004 -0.023484458317015261 -0.038984709319684507 0.097472106219516491 0.017219893779535526 0.21890907251264632 -0.040283579295800599 0.14042787087123643 0.02055986303226337 0.0077295194032894936 0.078865309357575408 leaf_weight=6.7962089851498595 111.29632062464952 67.428056217730045 8.5182964056730253 33.700135201215744 6.9034131169319179 3.541761450469493 4.8464724346995336 5.644291289150714 6.3540025651454926 57.338536910712719 6.1216925531625739 3.2489262372255316 31.908796392381191 19.538496732711792 8.7237861528992635 21.815284036099911 6.2906073182821283 138.59494582563639 3.3549025505781191 4.853757143020629 60.661232970654964 5.7814493402838698 6.9384678825736055 19.211106896400452 2.1766969189047813 3.216567188501358 1.7899301275610913 9.7245473042130453 57.21186988055706 2.2001701295375815 leaf_count=43 740 438 42 203 36 22 32 35 37 368 37 16 195 94 108 259 55 1673 36 49 647 61 49 173 22 36 22 106 502 21 internal_value=-0.000279652 0.00882511 0.0123618 0.0108664 0.0137887 0.0103155 0.00905536 0.01813 0.0646256 0.0131352 0.029556 0.00129815 0.0172115 0.0440396 -0.00956298 0.0027232 -0.0134181 -0.021528 -0.000638547 0.0247844 -0.0120076 0.0171378 0.0416648 0.0371367 0.0808742 0.0351524 0.0351942 -0.0264839 -0.00278949 -0.0199022 internal_weight=725.731 366.389 298.961 290.443 256.743 230.301 226.759 115.463 11.2005 104.262 43.6748 60.5875 37.5531 26.4419 359.342 85.8234 273.518 167.33 106.188 32.813 73.3751 19.0105 13.2291 27.9593 8.74817 6.57147 10.5137 148.319 79.0272 62.8614 internal_count=6157 2295 1857 1815 1612 1482 1460 720 69 651 267 384 230 130 3862 804 3058 1944 1114 316 798 165 104 267 94 72 130 1779 761 668 is_linear=0 shrinkage=0.05 Tree=26 num_leaves=31 num_cat=0 split_feature=11 38 25 20 41 15 48 37 19 19 21 12 25 48 48 9 7 1 38 16 10 21 35 41 33 39 26 1 15 40 split_gain=20.4058 7.02308 7.89404 8.06897 6.82721 9.93032 10.3997 9.19847 8.93777 8.12358 9.33094 7.94761 12.099 11.9764 8.42667 8.78757 7.61957 10.544 7.45071 9.87552 8.47095 8.78477 7.23546 6.80745 6.5217 6.45778 12.2448 8.30653 7.58676 6.40245 threshold=0.025987996397617581 1.2647806089777054 -0.47685281345847874 1.0054508280231913 0.016282156279975694 -0.042732155018842997 45.993863833948225 0.79164200807353868 0.04703863289923 0.066037153250333228 2.1097665662172864 34.384710386620654 0.040537460176037439 64.969107249402626 61.695628401304084 0.01744055393541788 -0.052453477978311118 -0.81874537143440607 0.87419061710946389 -0.11153846793390863 0.0096875774743141411 0.24761890839819092 0.95573452501769229 0.013469229428530962 40.666000000000004 1.1688311204084687 14.909218871438389 1.8501774830888711 2.7729941885953191 0.088912274983844478 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 25 -3 -4 5 6 18 16 -8 -10 11 23 13 14 15 -13 22 -18 19 -1 -21 -22 -7 -11 -6 29 -27 28 -28 -2 right_child=1 2 3 -5 24 7 8 -9 9 10 -12 12 -14 -15 -16 -17 17 -19 -20 20 21 -23 -24 -25 -26 26 27 -29 -30 -31 leaf_value=-0.035048471707420543 0.0091984094901810028 0.028510292445937405 -0.032394313715569382 0.022072094321771377 0.0053135898529279397 0.099139741925597533 0.11355153107947576 -0.026526546688851127 -0.039283346044201584 0.040805614214422886 -0.058166414533101701 0.016708667915766136 -0.023026279137507918 0.12361136001050127 -0.05638130185396574 0.11995760134209819 0.026647645413131457 -0.02481392984135769 -0.024628845707381108 0.10900572619442306 -0.022283583868539934 0.048082929384873817 -0.0075806732388099905 0.15825776499471098 -0.025129859365579876 0.10000161879269287 0.021084602346918137 -0.021485649905418024 0.099993468775737934 0.059520842810365494 leaf_weight=9.3010616414248961 186.36351182311773 11.862307399511336 26.739309310913086 9.118807300925253 140.51729226112366 3.4294217750430098 2.3625428453087798 121.11723375320435 6.1923713982105246 3.0816022232174864 3.2440432459115973 8.1116582080721908 10.231360793113707 3.8274079859256736 2.6574662625789633 2.7626819014549246 14.549848705530165 31.50837617367506 44.407916240394115 2.7337094470858601 8.4931567534804362 9.2838455438613874 2.9582225978374481 2.0572916492819786 20.109502717852592 5.9524829387664822 12.419382125139242 8.0719971954822523 4.0360203683376303 6.5425590127706519 leaf_count=97 1095 75 168 54 1155 18 28 1450 73 33 28 79 101 32 27 21 137 403 491 32 87 79 27 16 155 34 65 48 19 30 internal_value=-0.000284772 0.0105648 -0.00684681 -0.0185434 -0.00677881 -0.0113293 -0.000187793 -0.0189521 0.0189155 0.0136131 0.0227185 0.0307356 0.0201021 0.0455216 0.0234343 0.0429396 -0.00145981 -0.00855716 -0.0116489 0.00768617 0.0270652 0.0144646 0.0497158 0.0878261 0.00150225 0.0142844 0.0356714 0.0200593 0.0404386 0.0109051 internal_weight=724.044 271.106 47.7204 35.8581 452.938 292.311 118.748 173.563 44.5284 42.1659 35.9735 32.7295 27.5906 17.3592 13.5318 10.8743 52.4459 46.0582 74.2197 29.8118 20.5107 17.777 6.38764 5.13889 160.627 223.386 30.4799 24.5274 16.4554 192.906 internal_count=6157 1588 297 222 4569 3259 1224 2035 438 410 337 309 260 159 127 100 585 540 786 295 198 166 45 49 1310 1291 166 132 84 1125 is_linear=0 shrinkage=0.05 Tree=27 num_leaves=31 num_cat=0 split_feature=22 23 39 38 2 2 9 41 14 30 2 28 15 7 48 14 41 33 50 5 20 6 12 9 23 39 41 5 28 25 split_gain=20.497 7.37524 6.56601 8.92339 8.58066 7.4104 6.7573 12.5149 9.85232 7.30998 6.09331 10.1144 9.9451 11.4307 10.4012 10.1427 9.58664 13.0433 9.35268 9.50416 9.12913 15.207 8.66186 8.21072 9.30703 8.57605 7.85394 8.26511 9.94916 7.41089 threshold=0.033942718034023635 46.274292350863568 0.86841601082894071 0.86083899595059921 1.2400000000000058 1.2400000000000058 0.049079890899288478 0.039820862770052742 2.8672705823282532 21.302000000000003 -0.23999999999999663 0.93751180673588297 -0.035132345039670006 -0.053195591386058498 52.82181748237204 1.0000000180025095e-35 0.0066713963808163095 5.6700833333333343 0.91975170104582327 -0.015015015015015063 0.36432004362856413 -0.028980205660671162 79.022095425462169 0.012772517615414617 33.291139390570635 1.1600746442246739 0.010227056762956788 0.016092677517009938 1.0031945847648711 0.1337631606364387 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 3 4 -2 -5 -4 -8 9 -9 11 -1 14 20 16 26 17 -12 19 23 21 -14 -15 -13 25 -25 27 28 -16 -24 right_child=1 -3 6 5 -6 -7 7 8 -10 -11 12 18 13 22 15 -17 -18 -19 -20 -21 -22 -23 29 24 -26 -27 -28 -29 -30 -31 leaf_value=0.060103288001342618 0.010327382752542061 0.046912356329457512 -0.0036144110743549099 0.023317685526037683 -0.048283400967104227 0.075146492778184637 0.089225261031381037 -0.016935125473581208 -0.051057587641558301 0.042208310784078024 -0.0031473160159436204 -0.027805196424470643 -0.019293608771274402 -0.028547240699571697 0.048612775698307173 -0.04581274055207421 -0.01900787093572523 0.11741706627367797 0.069631745283299309 -0.030629795951815225 -0.037947560339448294 0.087290300536569179 0.10136789126683665 0.021611866247127926 0.087148834411024736 -0.047896736822712595 0.018720298549437565 0.0052456326995131827 0.19722051172921443 -0.003159374165264261 leaf_weight=7.0504883378744116 108.09852018207312 11.765126712620257 164.0008402839303 35.16410555690527 6.6274670511484137 8.5793024078011495 5.587533399462699 7.9338693320751252 5.7564241588115683 15.29875537753105 7.7153536900877935 12.640578538179396 6.1970752105116853 133.33681221678853 2.3538682460784939 4.7060789316892615 61.571309026330709 3.1629592850804329 4.2596106007695189 26.401927150785923 5.5472470559179774 7.2755874022841462 2.1856836304068548 25.342317327857021 4.4057062566280356 5.3796301633119574 22.031894721090794 2.4235222935676575 2.1595858335494995 7.5642034336924553 leaf_count=43 681 59 1073 215 41 44 29 45 31 77 97 153 55 1673 23 49 668 33 38 271 61 49 19 213 34 52 198 25 21 87 internal_value=-0.000286035 0.00796125 0.00667777 0.0142679 0.00694157 0.0334828 0.00062065 0.020708 0.00750161 0.022011 -0.00888541 0.00273961 -0.0125901 -0.0203799 -0.000691036 0.0222688 -0.0113629 0.0319078 -0.00241713 -0.00655492 0.0160369 0.0382645 -0.0252206 0.00675148 0.0191866 0.00944042 0.0333289 0.0797257 0.119718 0.0202731 internal_weight=722.523 368.812 357.047 158.469 114.726 43.7434 198.577 34.5766 28.989 23.2326 353.711 85.4803 268.231 162.107 106.125 33.675 72.4496 10.8783 78.4298 74.1702 19.0199 13.4727 143.087 47.7682 35.1277 30.7219 28.9689 6.93698 4.51345 9.74989 internal_count=6157 2295 2236 981 722 259 1255 182 153 122 3862 804 3058 1944 1114 316 798 130 761 723 165 104 1779 452 299 265 267 69 44 106 is_linear=0 shrinkage=0.05 Tree=28 num_leaves=31 num_cat=0 split_feature=22 46 1 46 7 1 1 41 46 15 48 19 47 40 19 12 47 31 50 20 46 37 1 11 25 15 41 47 49 50 split_gain=18.6016 6.53981 6.16303 7.6061 7.02117 6.12564 9.37258 6.11525 6.65135 6.10583 11.6583 10.8467 7.34608 7.49587 10.5361 6.3082 8.08359 6.40484 6.97078 8.95695 7.95476 13.784 8.57405 6.04487 10.3209 5.81603 5.80562 5.63427 5.53799 8.73293 threshold=0.033942718034023635 0.015954206330803057 -1.5523672573547642 0.0089982867019212081 0.09860360468164632 -0.57545678072041406 -1.1399490238575904 0.01498944085906302 0.010193298409306165 -0.042732155018842997 63.922148083555811 0.20408936718066023 0.0069255131250380289 0.010103051533932763 0.081087911141790744 33.991566970821104 0.0024195641453168405 54.549000000000007 0.013520926992890403 0.09422308400750791 0.0035851474822257462 0.76127206025702299 0.10703810636787235 0.051449970882934792 0.060348540225672938 -0.3895933516309123 0.02301156382430818 0.013111684165285157 0.14537916296627956 0.03619980466520719 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 9 6 -3 -5 -9 10 27 15 13 -12 -15 16 -11 18 19 20 21 22 -18 28 25 -25 -7 -4 29 -2 right_child=23 5 4 7 -6 26 -8 8 -10 11 12 -13 -14 14 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.004962047745580604 0.0093093800113673766 0.013377665270224985 -0.0078805738035211941 0.090853119269697552 0.021093749049517649 -0.013103287021140995 0.11884341069566083 0.069630745051519657 -0.022098221238300013 -0.043224602411898516 0.13118817526111495 0.045051662157659211 -0.035397102652504446 0.10548851850545507 -0.038815074845209303 -0.032166829072242879 0.1510690760979107 0.1028856164061267 -0.046989215156800566 0.085344250978955052 -0.028452172816377821 -0.039777893960538012 0.016424071992698918 0.013932628991788782 -0.0086869726478448518 0.070820165140833183 0.072061654484948834 -0.050433712039672444 0.0099276512897570682 -0.019379318757326094 leaf_weight=54.581247307360172 57.919520139694214 6.688878670334816 76.22130536288023 3.8538995161652556 13.442208118736742 16.004533670842651 3.0750036388635653 3.2908818870782834 4.9469473138451576 12.527858607470987 2.8879730775952321 5.7281056120991698 2.2518981769680977 2.4264780655503273 2.6424077898263931 98.055820222944021 2.6536570265889292 1.5659595280885685 6.4161968603730193 3.5207008160650721 11.342891704291103 3.4726795554161072 2.1324863135814667 6.9563874304294631 11.673425123095511 12.687505051493645 2.2870485037565222 8.6629341281950456 231.89952330291271 48.940561920404434 leaf_count=511 378 53 835 29 134 165 25 22 37 171 24 41 21 21 25 1246 30 17 85 29 148 50 32 35 63 61 19 92 1441 317 internal_value=-0.000288236 -0.0085399 -0.0105534 0.0029867 -0.0140805 0.0146147 0.0465927 0.0388668 0.014546 -0.0160302 -0.00615202 -0.0224022 0.0443303 0.0668943 0.0302631 -0.0251292 -0.00931357 0.00434464 -0.000879413 0.0119155 -0.00127316 0.0360552 0.0910774 0.00753093 0.028548 0.0506749 -0.00245487 -0.0122234 0.00558797 -0.00382968 internal_weight=720.757 350.68 322.625 66.673 255.952 28.0555 9.76388 12.0917 8.23783 242.509 95.093 147.416 10.2088 7.95686 5.06889 141.688 43.6324 31.1046 29.5386 23.1224 19.6017 8.25882 4.78614 370.077 31.3173 19.6439 18.2916 84.8842 338.76 106.86 internal_count=6157 3862 3600 599 3001 262 78 88 59 2867 1018 1849 91 70 46 1808 562 391 374 289 260 112 62 2295 159 96 184 927 2136 695 is_linear=0 shrinkage=0.05 Tree=29 num_leaves=31 num_cat=0 split_feature=22 2 15 19 46 7 20 40 26 33 21 37 23 1 7 41 33 47 47 5 48 10 45 23 17 41 22 46 18 23 split_gain=17.2669 10.3389 10.6944 12.2689 9.97127 9.38231 13.3888 8.56795 8.52152 8.26886 9.33143 9.18144 7.79759 7.47867 6.99127 7.06046 8.61362 6.80757 9.01042 9.66159 13.0203 9.46137 15.8412 9.40808 8.50536 8.10896 10.9343 7.86367 6.67567 12.26 threshold=0.043325957751858123 -0.23999999999999663 -0.036510767427424921 0.13326230110458995 0.012304439833200552 -0.055223471373452675 0.36432004362856413 0.035387149681471004 8.417059671906852 35.303333333333342 0.65200831433878503 0.9526070324838759 18.895994379576791 -0.70107008538271309 0.09860360468164632 0.012647155770376098 5.1078333333333346 0.015184765132699398 0.00279748229388521 0.015302574437285223 51.050687534922126 0.0087785060771041167 1.0014094439698844 30.761300056363162 5.4534028304841895 0.011826379119653776 0.023956451777097026 0.005868648038128265 5.0641867986104705 30.129497309782085 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 17 8 6 12 -5 -1 10 -6 -12 13 -4 -7 16 -16 18 -3 20 21 22 -20 -21 -23 26 -22 -27 29 -2 right_child=28 2 5 7 9 14 -8 -9 -10 -11 11 -13 -14 -15 15 -17 -18 -19 19 23 25 24 -24 -25 -26 27 -28 -29 -30 -31 leaf_value=0.047559795212454091 0.01588544446740138 -0.010719943605136355 0.0053347961871428057 -0.024473507452071545 0.0070808548164493328 -0.025695343543201594 -0.039701239053216521 0.042153501771954253 -0.0050797191332801785 -0.0080684198772275739 0.12066863865849696 0.030713207754257656 -0.038286339398276421 0.082113974365101136 -0.0066751215125954669 -0.014176706010610269 0.10065221343001166 -0.041319044640385251 -0.010084720039292609 -0.015241079506116043 0.033628617563829365 0.090397915874149193 0.18107173616261535 0.065371578734328736 -0.010844742180586607 -0.014255041866169327 0.17466256085789414 0.07839194148038954 0.0078053312489104621 0.096349940938952522 leaf_weight=8.390943765640257 20.673502668738369 25.873266208916903 5.0679571032524136 52.385758254677057 7.0840981453657212 152.12475921213627 8.4948571883141977 5.3147473633289328 91.820879008620977 8.2162750214338285 6.2873261868953687 5.1683235019445419 2.799180530011653 8.4759615808725375 4.0238039493560818 18.73764307051897 3.4915389716625214 5.8782928772270671 2.2300341613590744 19.960977502167228 2.215124852955344 2.3561259955167797 2.1085812970995903 4.4210139475762835 17.352913603186607 3.4456624761223775 3.6205798089504242 6.8308864682912827 208.3157951682806 6.1398961544036856 leaf_count=56 122 269 36 495 53 1863 85 39 842 58 34 35 30 55 43 149 35 54 29 189 24 24 24 39 181 33 28 52 1152 29 internal_value=-0.000288611 -0.00568709 -0.0100431 -0.000104781 0.00656808 -0.0175742 0.0112169 -0.0183365 -0.000672103 0.0336854 0.0521895 0.0800844 0.0376832 0.0533842 -0.0215832 0.00224484 0.0431879 0.01082 0.0142098 0.0242035 0.0392769 0.0159731 0.0828179 -0.000624157 0.00125836 0.0740579 0.121129 0.047328 0.0108279 0.0343107 internal_weight=719.307 484.178 357.21 153.994 126.968 203.216 24.838 57.7005 100.212 26.756 18.5397 11.4556 16.3431 13.5439 178.378 26.253 7.51534 96.2935 90.4152 64.5419 40.1599 24.0477 4.33862 24.382 19.709 16.1123 5.8357 10.2765 235.129 26.8134 internal_count=6157 4854 3776 1480 1078 2296 206 534 898 180 122 69 121 91 2090 227 78 946 892 623 395 258 53 228 205 137 52 85 1303 151 is_linear=0 shrinkage=0.05 Tree=30 num_leaves=31 num_cat=0 split_feature=22 11 34 10 10 46 15 47 47 47 45 47 6 44 6 45 12 22 41 11 21 23 4 23 7 46 47 0 33 24 split_gain=27.4701 7.5034 9.52978 9.48634 13.0393 7.1414 6.56479 11.5311 7.18792 6.40847 8.19889 8.45986 11.9386 6.26331 5.44368 7.38968 11.8586 8.7417 7.4662 6.92112 7.22804 6.80924 6.39822 14.5056 7.9066 7.68921 7.56991 7.45009 6.57143 5.98209 threshold=0.036454843615803346 0.011940580367941706 0.97138417147653777 0.0083219478943725184 0.0076064543449722377 0.0034039203852134006 0.030182570345478405 0.015693776073980117 0.014659039816982048 0.012340718841008623 0.99973836087433599 0.0057546819687107403 -0.050340989240223781 1.0522507178765665 -0.028351239813993009 1.0222334739288093 14.831327682819387 0.027051723231306796 0.011482781358004237 0.02219533681449877 2.4497828516619915 1.0000000180025095e-35 -0.018267845209688601 19.170157195118936 -0.004477651839178697 0.003178000303195485 0.0020722265198149657 1.4528451576275974 23.802250000000004 -14733834.999999998 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 4 -3 9 8 -8 14 10 -1 12 -12 -4 15 16 17 -5 -18 22 21 -21 23 -16 -25 -24 28 -28 -27 -29 right_child=-2 3 13 6 -6 -7 7 -9 -10 -11 11 -13 -14 -15 19 -17 18 -19 -20 20 -22 -23 25 24 -26 26 27 29 -30 -31 leaf_value=-0.053938173803882154 0.011634614826609168 0.0010942496559541955 -0.028609647582813647 -0.011065792320589917 0.17746357025891443 -0.015629667415154921 -0.026046584784287192 0.075331250575563044 -0.041741910345994081 0.094777593311857589 0.010655017945762808 -0.026936496772256593 0.16710339978771258 0.048505340273045608 0.11080766312302495 -0.052121815197071875 -0.034266272826884589 0.11739950439221079 0.0038924659810283656 0.026809592131559326 0.049328874200218337 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-0.0202735 -0.00042602 0.0319692 0.0138843 0.0414809 0.0811939 -0.0263283 0.00168599 -0.00959071 -0.00331489 0.0664437 -0.0103612 0.00784588 -0.0131726 -0.022836 0.0143429 0.0495409 -0.0024192 0.00964768 0.0203552 0.0298121 -0.0150139 0.0233304 internal_weight=718.032 386.26 123.681 262.579 4.41443 31.9606 258.165 52.23 205.935 14.1046 10.9513 7.78403 4.92519 91.7201 195.919 69.2131 60.3134 5.53334 54.7801 126.706 29.9183 25.912 96.788 11.3915 6.16392 85.3964 56.5792 44.6427 11.9365 40.5584 internal_count=6150 4181 1563 2618 57 325 2561 559 2002 136 116 68 43 1238 1900 666 586 51 535 1234 251 224 983 93 52 890 556 431 125 390 is_linear=0 shrinkage=0.05 Tree=31 num_leaves=31 num_cat=0 split_feature=22 11 34 10 15 15 47 47 44 47 29 1 1 22 29 12 7 20 45 38 25 9 7 29 28 10 0 18 21 38 split_gain=24.8329 6.9454 8.85026 8.10224 9.89498 6.03547 10.2024 6.69476 5.69783 5.34431 5.29009 8.03596 14.3185 12.2578 7.34019 7.13918 7.08752 6.54959 6.77864 5.63779 8.05968 5.08325 13.439 9.62123 9.5524 8.06575 15.0408 12.5965 17.5882 11.0831 threshold=0.036454843615803346 0.011940580367941706 0.97138417147653777 0.0083219478943725184 -0.028994857830044105 0.030182570345478405 0.015693776073980117 0.014659039816982048 1.0522507178765665 0.0025404272842559816 0.91239774968552789 0.7441258697730152 1.6292482061129074 0.058669584923939068 0.91765456641752896 25.286889691353583 -1.0000000180025095e-35 0.1611707996619807 1.0458763727579563 0.95953965511058936 0.37014443270876912 0.014323154382504243 0.072324664288691456 0.92205867052808443 0.97256274489735273 0.017437289898701479 2.7199274705349077 5.5142096780884726 0.80869827375463499 0.81894615556685957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 4 -3 7 -7 21 -4 -1 11 13 -13 19 -12 -16 -14 18 -15 -2 -21 22 23 -5 -23 26 29 -28 -29 -26 right_child=10 3 8 5 -6 6 -8 -9 -10 -11 14 12 16 17 15 -17 -18 -19 -20 20 -22 24 -24 -25 25 -27 27 28 -30 -31 leaf_value=-0.038846500115951359 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4.3613247424364081 4.6661835610866538 6.1013062596321088 3.9640042036771774 9.7800024226307851 2.4309351667761794 69.374169897288084 7.6650481969118145 75.328712556511164 2.855304278433322 7.4999666735529882 3.8048498928546906 12.506916377693413 leaf_count=73 102 19 1215 38 38 533 26 102 23 252 35 26 24 47 22 1571 34 21 20 38 29 84 24 781 67 642 28 61 36 139 internal_value=0.00101321 -0.00766737 -0.0175357 -0.00307836 0.0622245 -0.00426353 -0.019588 -0.00043309 -0.0255843 0.00505191 0.0109855 0.0246749 0.0563409 0.0137842 0.00809086 0.00927139 0.0222701 0.0446807 0.0280987 -0.0090975 0.0197874 0.00157397 -0.00848824 -0.0122844 0.00801931 0.012242 0.0323282 0.0718281 0.0955286 0.00460042 internal_weight=717.175 383.419 121.704 261.715 4.66519 257.05 51.4029 205.647 89.7302 31.9735 333.756 58.2545 14.9079 43.3467 275.502 269.855 10.0495 18.4433 14.082 24.9034 10.0653 195.949 76.5078 74.0769 119.441 109.661 34.3321 14.1601 11.3048 20.172 internal_count=6150 4181 1563 2618 57 2561 559 2002 1238 325 1969 341 84 257 1628 1593 58 88 67 169 67 1900 843 819 1057 973 331 125 97 206 is_linear=0 shrinkage=0.05 Tree=32 num_leaves=31 num_cat=0 split_feature=22 11 34 10 10 15 47 47 9 41 28 23 10 45 1 41 29 9 7 25 5 0 0 41 47 17 13 47 22 40 split_gain=22.4296 6.41174 8.24475 6.98422 8.93111 5.54848 9.07213 6.23554 5.08217 9.87879 9.15087 10.7975 8.6665 7.13335 7.77209 6.46163 12.0278 9.61612 13.4969 9.44821 11.7316 7.72583 7.74162 11.6387 7.51255 7.06714 8.69197 6.2824 5.96329 5.27282 threshold=0.036454843615803346 0.011940580367941706 0.97138417147653777 0.0083219478943725184 0.0076064543449722377 0.030182570345478405 0.015693776073980117 0.014659039816982048 0.02719500649772744 0.024689323239357089 1.0001636925476507 18.98081932656795 0.024755473393827523 1.0222334739288093 -2.1498835779504546 0.018278447959563307 0.90475947582326144 0.014323154382504243 0.072324664288691456 -0.19731241471308006 0.042853898613243853 1.7683642300233047 2.3314349953056333 0.012907739602000003 0.0046728971962617565 9.2185507913205669 48.13787945140858 0.0044636996962082046 0.02606364163409584 0.019502851682734027 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -3 7 -7 8 12 10 11 -10 13 14 27 16 -16 18 -18 25 21 24 -23 -24 28 26 -19 -5 -21 -12 right_child=-2 3 -4 5 -6 6 -8 -9 9 -11 29 -13 -14 -15 15 -17 17 19 -20 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0047804942920401158 0.010377316010794189 -0.0016021811842614618 -0.024848718317564442 0.085673039029466713 0.13519568211357286 -0.024490320842745942 0.061513912785444852 -0.040228020802847618 0.15688519610691734 -0.017030973667818371 -0.03998573766388816 0.020030723337285318 -0.047654108901118319 -0.03625766011769814 0.12490582470766337 -0.027040515918169708 -0.013459915037748592 0.10458843299182766 0.10663582522544679 -0.038021189428836172 0.12704835774164344 -0.023882454211983123 0.10239414734846697 0.0089576796655993773 0.10922962898350391 -0.033475214825189878 -0.022975640324875261 -0.0071052357621633217 0.073085249212549233 0.055522981214559425 leaf_weight=32.045713402330875 335.36347216367722 2.8217293024063101 87.826597101986408 5.0958570986986151 2.0672236531972885 47.327358718961477 3.2786846309900275 9.3944204002618772 3.3915533423423785 8.0724981501698476 2.746640756726265 2.5063630267977715 9.5082566887140256 11.680073119699953 2.0748348832130423 17.302759937942028 66.085538826882839 2.4586291834712055 2.4253397434949866 2.3174384534358961 2.9695631042122832 10.210770182311537 4.3058920204639461 14.747594743967054 4.5779569149017334 12.205732282251118 2.9229020550847054 2.8423541411757469 2.521869421005249 3.0495798215270042 leaf_count=325 1969 38 1238 39 19 533 26 102 22 65 24 20 85 108 14 152 752 24 22 24 27 96 36 130 38 126 29 23 19 25 internal_value=0.000948425 -0.00735582 -0.0169279 -0.00295803 0.0562408 -0.00408849 -0.0189182 -0.000435021 0.00147209 0.0255128 0.0548808 0.0987279 -0.00122405 0.00142352 0.00426181 0.00166166 0.00548705 0.00354751 -0.00920843 0.0183001 0.0312758 0.0239234 0.0112473 0.0300734 0.0633144 -0.0124295 0.0353038 0.0524529 0.0198788 0.0102645 internal_weight=716.145 380.782 119.872 260.909 4.88895 256.02 50.606 205.414 196.02 19.7666 11.6941 5.89792 176.253 166.745 155.065 147.127 129.824 127.749 68.5109 59.2383 41.6511 38.6815 29.2643 19.0535 9.41726 17.5873 5.38153 7.93821 4.83931 5.79622 internal_count=6150 4181 1563 2618 57 2561 559 2002 1900 156 91 42 1744 1659 1551 1489 1337 1323 774 549 370 343 262 166 81 179 53 62 43 49 is_linear=0 shrinkage=0.05 Tree=33 num_leaves=31 num_cat=0 split_feature=22 11 28 46 26 46 45 4 15 11 0 25 9 20 38 45 25 23 28 25 21 16 41 16 28 25 25 0 7 39 split_gain=20.2905 5.89073 7.60186 6.3382 15.5997 6.21104 5.17278 8.38766 4.9175 4.66222 4.55467 4.50812 8.47741 11.4495 5.63047 4.44502 7.46512 5.44604 7.4181 7.54594 5.8141 5.20988 7.73501 5.96814 9.6499 8.16143 8.67163 9.17457 8.07645 9.8566 threshold=0.036454843615803346 0.011940580367941706 0.97354905863820196 0.015643120483079583 34.95127113218701 0.0034039203852134006 0.99973836087433599 -0.010278182786482957 0.030182570345478405 0.027211154078285092 3.8389677312111736 0.18306293703927348 0.012772517615414617 0.6697383355597798 0.87177577148960517 0.9767634694743339 0.89793641324124884 38.253912253437001 1.048940554355392 -0.75101303067434166 2.2946255985802844 -1.8553462268855829 0.036332219649689072 -0.13503552911245972 0.92851698716657138 -0.61355909724202262 -0.44615892191525652 3.4890642007414314 0.063419038184438073 1.197293116361857 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 -5 6 -1 10 -3 11 -8 -10 13 -13 -14 16 17 18 19 -2 -20 22 -17 24 -23 28 27 -27 29 -25 right_child=15 8 3 4 -6 -7 7 -9 9 -11 -12 12 14 -15 -16 21 -18 -19 20 -21 -22 23 -24 25 -26 26 -28 -29 -30 -31 leaf_value=-0.025051909566117792 0.04137425596378419 0.00056817638498398684 -0.028644646271115373 -0.044436507805246328 0.096690159372797527 -0.015045717923860913 -0.010532164876378763 0.12744038536584867 -0.032262394819058286 0.029100027781899643 0.062462900689621806 -0.012984773506803288 0.041415424219472884 0.15016390027902868 -0.043704068681462392 0.094012910467897517 -0.043322867939593585 0.044326439770619043 -0.013805868934214588 -0.018453823619006215 0.062825898502025204 0.075252492221579897 0.0089847367812948883 -0.012595728728041126 -0.00752802664228195 0.0083077018856176944 0.016938517210662415 0.11688089339255543 -0.05243223754410567 0.080748919983133799 leaf_weight=3.438496444374322 6.143858775496482 208.29057984054089 76.97340165823698 4.404632542282342 3.5253329426050186 18.783594314008951 4.776581119745968 2.419903188943862 31.707556538283825 5.0241584926843634 3.8672043681144714 2.4105206690728656 2.5634239837527266 1.9415161721408365 8.0244316235184652 4.8098189383745176 9.2023418024182302 7.6877482682466498 3.7941731959581357 37.071527317166328 7.1199403703212738 3.7534702718257895 6.025351420044899 12.256269671022894 56.724651508033276 3.4009388312697402 162.83204001933336 4.5472758412361145 8.0776372179388982 3.6763522475957862 leaf_count=52 39 2035 1135 55 33 201 44 23 372 39 20 33 29 23 87 24 55 38 23 230 37 16 29 75 337 23 949 25 48 21 internal_value=0.000886592 -0.00706477 -0.01632 -0.0242598 0.0183025 0.00393228 0.0285131 0.0451606 -0.00285696 -0.0166639 0.0221256 -0.0215928 0.00105158 0.0597986 -0.0230958 0.00980563 -0.00130781 0.0049467 -0.00064621 -0.00994817 0.0361857 0.0127717 0.0467294 0.0113303 -0.0023904 0.0155903 0.0194278 0.0704238 -0.0117052 0.00894296 internal_weight=715.275 378.151 118.189 84.9034 7.92997 33.2858 14.5022 11.0637 259.962 51.6716 8.64379 46.6474 14.9399 4.35204 10.5879 337.123 71.0196 61.8172 54.1295 43.2154 10.9141 266.104 10.8352 255.269 60.4781 194.791 170.78 7.94821 24.0103 15.9326 internal_count=6150 4181 1563 1223 88 340 139 87 2618 583 64 544 172 56 116 1969 422 367 329 269 60 1547 53 1494 353 1141 997 48 144 96 is_linear=0 shrinkage=0.05 Tree=34 num_leaves=31 num_cat=0 split_feature=22 22 44 7 6 24 38 39 50 41 48 10 1 24 29 46 40 6 29 40 24 20 12 1 22 45 34 41 40 39 split_gain=18.3164 5.54927 7.23901 5.85859 10.2259 8.58043 6.69166 6.54901 5.31703 13.4187 7.52746 4.96612 4.83418 7.17218 4.7215 7.52714 7.53404 8.85136 6.64995 5.49772 6.4136 5.49255 5.36501 4.88694 5.41567 7.73352 7.08451 8.97425 6.73802 6.53331 threshold=0.036454843615803346 0.021634686749932186 1.0407342093095493 -0.05098726862694785 -0.021050307001143461 -1569891.4999999998 1.2238914414799928 0.79890518582821624 0.10164945518934307 0.0059072855702635993 64.16794422021843 0.040542762381036358 0.6702039059356405 -374004.99999999994 0.91239774968552789 0.0016668569456982894 0.0054027027027027117 -0.096533009606523265 0.91765456641752896 0.020571747309857173 1584066.0000000002 0.15014154149638123 26.509186934992695 -6.3654017888072714 0.044449590796767906 0.99359966708410186 1.0237516393559691 0.020235225403360917 0.011279932849563691 1.7115107426754064 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 6 -6 -1 8 -5 -10 -11 -3 13 -4 15 -2 -17 21 -16 -19 -21 -18 -20 -24 -25 29 27 -27 -28 -26 right_child=14 11 12 7 5 -7 -8 -9 9 10 -12 -13 -14 -15 18 16 17 19 22 20 -22 -23 23 24 25 26 28 -29 -30 -31 leaf_value=-0.043386951031302828 -0.027988985970625487 -0.0029781466742020949 -0.0085608006872235996 -0.020142869218914613 0.11360665305567115 0.0068695727828471595 0.050964156257390383 -0.041322249346490661 0.13050639071636805 -0.043606924346312408 0.08803318632882326 0.073551161431705439 -0.038430727355562536 0.070990991310205059 -0.047604530678311434 -0.020435298668106259 0.0068693721518393721 0.094939662024075819 0.059431741347101788 -0.00082396452165869102 0.080396322836335965 0.060769379786746083 -0.031435661355001802 -0.0021116053474783741 0.0061370930090447117 0.045379776507855352 0.0047104833716147777 0.0070525802456814883 0.084149276830210479 -0.047112049010344242 leaf_weight=9.1291771382093447 6.6556263491511336 242.14453833922744 5.3808257505297652 54.159898091107607 3.1686627455055714 4.6400239542126647 2.3663387671113005 35.325398247689009 2.1456082910299283 4.8828256279230118 1.3965524360537527 2.1385559141635886 2.9578676074743262 5.9843918159604064 5.5556795373558989 6.851453870534896 22.090606845915318 7.8025383800268235 4.9125233665108672 5.007266163825987 4.7234019339084625 6.0129925534129134 8.1442611664533597 89.017729580402374 77.088438428938389 21.155970118939877 3.9293777942657462 54.923756003379822 8.3244161903858167 6.2255379781126967 leaf_count=133 41 2351 34 789 33 55 34 542 27 76 19 12 38 38 35 46 132 41 35 27 22 32 40 598 429 111 20 283 38 39 internal_value=0.000831573 -0.00676655 -0.0150463 -0.0191466 0.00602809 0.0501821 -0.0239649 -0.0241101 -0.0143949 0.0225559 -0.0143298 -0.00230818 0.0185086 0.0333275 0.00926936 0.0221028 0.0284546 0.0357944 0.00655156 0.0636728 0.0386015 0.0184017 0.00765076 0.00670445 0.00789611 0.0130862 0.0233933 0.0177105 0.0586759 0.00215811 internal_weight=714.242 375.821 131.538 117.214 19.3042 7.80869 11.4955 97.9103 62.5849 8.42499 6.27938 244.283 14.3231 11.3652 338.422 59.1439 52.4883 45.6368 279.278 17.5332 9.73067 28.1036 273.722 268.809 260.665 171.647 88.3335 76.0797 12.2538 83.314 internal_count=6150 4181 1818 1708 255 88 167 1453 911 122 95 2363 110 72 1969 341 300 254 1628 90 49 164 1593 1558 1518 920 452 394 58 468 is_linear=0 shrinkage=0.05 Tree=35 num_leaves=31 num_cat=0 split_feature=46 34 45 44 22 16 12 22 14 0 15 40 40 39 9 46 37 38 20 7 44 14 0 33 9 46 10 24 10 2 split_gain=11.0874 10.5328 11.7348 16.9778 10.2126 7.8687 11.151 8.86501 7.67279 12.3502 9.9316 10.249 7.73406 10.5021 7.72173 6.88631 5.93214 9.00868 6.56087 7.13793 6.60067 6.13038 5.66583 5.62333 5.35505 6.67013 5.31746 5.28984 5.96328 5.22302 threshold=0.015643120483079583 0.95284027649581948 1.0054593625430488 1.0309576727071759 0.021545655084223028 -0.013668527214785092 25.518856465380868 0.026254615547013537 5.2564980486414798 5.1777430737348764 0.11260338779276281 0.004706497661826182 0.006758513583786597 0.79890518582821624 0.013753236651915144 0.006991375489391413 1.0561702727797808 1.6508460076581224 0.22380707396612001 0.02315070031442679 1.0130257109747107 0.40073389872843995 3.7647258314552308 3.5374166666666671 0.056543407941784626 0.0046296296296296337 0.048377571493074402 4509923.0000000009 0.033304859674911577 -0.83999999999999797 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 16 7 -7 10 -10 11 -2 13 -13 -14 -9 18 21 19 20 -6 -18 -5 -15 -8 -26 -11 -12 -29 -24 right_child=8 4 3 22 5 6 24 15 9 26 27 12 14 23 -16 -17 17 -19 -20 -21 -22 -23 29 -25 25 -27 -28 28 -30 -31 leaf_value=-0.027206290747089946 -0.02319580213366124 -0.021443528340840196 0.11972149409682892 -0.039446495389193301 0.070453429810388865 -0.01855344471818075 -0.0021484571220482741 0.041055328207767271 0.11144950894312831 0.042013747018640885 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16.702153064310551 9.6885882467031497 leaf_count=146 120 1470 41 28 32 47 2058 45 20 33 143 21 60 22 452 20 253 21 290 15 450 34 90 32 19 21 23 34 83 52 internal_value=-0.00125851 -0.00468081 0.0176926 0.0313 -0.00681755 -0.00334566 0.00138918 0.0454212 0.0100237 0.0425172 0.00649048 0.0148698 0.02124 0.0611775 0.0158915 0.0707619 -0.0135705 -0.0310903 -0.0069885 0.0034454 -8.9859e-05 -0.0380862 0.0182736 0.0289669 -0.000890473 0.0394122 0.0151821 -0.0131729 0.00410627 0.0259141 internal_weight=717.886 550.807 48.0181 36.85 502.789 406.334 277.726 13.6708 167.079 16.386 150.693 105.665 90.5173 10.6906 79.8266 9.79211 128.607 35.1215 93.4859 57.6898 55.4494 32.631 32.1183 7.51557 264.055 7.9926 11.7332 45.0278 22.3287 28.3637 internal_count=6175 5132 357 211 4775 3305 2210 112 1043 76 967 707 587 75 512 65 1095 308 787 497 482 287 170 54 2098 40 56 260 117 142 is_linear=0 shrinkage=0.05 Tree=36 num_leaves=31 num_cat=0 split_feature=46 34 45 45 47 22 14 39 15 47 40 28 2 18 1 46 28 46 44 23 10 49 41 33 2 35 5 6 22 45 split_gain=9.99803 9.59003 12.3992 13.6541 11.8635 8.60257 6.83729 11.2739 8.92807 10.9912 7.50126 9.13301 7.36089 9.78743 8.21135 10.9939 8.16522 7.10606 6.4298 6.92278 6.13847 5.67815 5.44564 5.11217 5.02829 4.96079 10.2733 7.33178 9.29714 7.79874 threshold=0.015643120483079583 0.94088104906199332 1.0054593625430488 1.0129424623521672 0.017455294741804298 0.021545655084223028 5.2564980486414798 0.89906387836688706 0.11260338779276281 0.019304482591361305 0.034823163832632294 0.9620848883994656 -0.089999999999998068 78.718237747744794 -1.3507998860956356 0.019230480315633982 0.97807469194039087 0.023818576860401851 1.0574831324377618 17.91361502986403 0.03836359355329709 0.99453828007239964 0.027334465460355919 87.809833333333344 -0.20000000000000193 1.111045161241319 0.063145429733175731 0.008155354786532178 0.021964276522999201 0.99381847613886642 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 -3 8 -8 9 10 11 -2 13 14 15 -13 -14 -11 -12 -20 22 -18 -5 25 -16 26 27 29 -29 -7 right_child=6 5 3 20 -6 23 7 -9 -10 17 18 12 16 -15 24 -17 21 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.048660342503842283 -0.062077392568181317 -0.019436733964986283 0.12544737395949676 0.027412499669677307 0.092187205956275331 -0.019966216119719563 0.095637787691973564 0.0093636605294550816 -0.012609700722450335 0.028990468188815701 0.092487486421719403 0.06747162898616596 0.073398091083973382 -0.049956415798243878 0.09668353463281909 -0.029738393359305046 -0.013494711508717861 0.12282020316466072 -0.024441575725973261 0.053126009471561014 0.05661122005741951 0.059557417629917203 -0.048037782505159353 -0.023457385675821195 0.028140484672732037 0.02426922060048195 -0.031160660417090487 0.10647238340917108 0.0080069138570969516 0.00041587411328230736 leaf_weight=8.4266865849494916 5.0280795134603968 98.411983050405979 4.0811281949281719 6.1742755994200724 1.81751138716936 65.826089683920145 5.8717224299907711 10.663402199745176 44.724311470985413 4.668735556304453 4.3417542502284077 5.0345962084829843 3.204853080213069 3.4480058625340453 7.0600988864898682 6.8873355388641357 44.114089779555798 3.5538234114646912 4.8669552579522115 7.0332980528473854 8.1177872866392118 2.830683432519435 3.9033772274851799 28.463440001010895 4.3085616007447243 17.812860444188118 29.292644992470741 2.4507264979183665 109.95393342524767 163.50608894601464 leaf_count=130 40 1493 31 37 12 584 25 51 260 29 25 28 21 23 38 43 321 17 31 40 35 20 20 198 31 93 224 29 885 1361 internal_value=-0.0012108 -0.00447827 0.021856 0.0427924 -0.0236714 -0.00613889 0.0094749 0.0400001 0.00613459 0.014015 0.00936343 0.00320871 0.00747807 0.0286651 0.0403044 0.0113131 -0.00381835 0.0695441 0.0404047 0.0214025 0.0242534 -0.0090898 -0.00181166 -0.00300289 0.0707067 -0.00150562 -0.00274305 -0.000307177 0.0101537 -0.00543447 internal_weight=715.879 548.239 32.5208 22.2766 10.2442 515.718 167.64 16.5351 151.105 106.381 98.1583 81.9163 76.8882 26.7386 23.2906 11.9219 50.1496 8.22256 16.242 11.9003 18.1954 46.9448 10.0777 417.306 11.3687 388.842 371.029 341.737 112.405 229.332 internal_count=6175 5132 265 123 142 4867 1043 76 967 707 661 565 525 163 140 71 362 46 96 71 92 341 57 3374 69 3176 3083 2859 914 1945 is_linear=0 shrinkage=0.05 Tree=37 num_leaves=31 num_cat=0 split_feature=34 45 22 40 16 45 46 23 33 21 48 0 25 14 20 47 9 28 39 22 39 39 40 39 34 14 10 47 48 15 split_gain=9.18118 11.4771 10.9545 10.4432 6.34045 8.36953 8.81509 7.71043 6.74692 6.35381 6.82737 6.34563 6.00889 6.70483 5.62949 5.58643 5.26433 8.48157 6.97841 6.75976 6.06682 5.95375 5.15686 10.7139 8.02828 4.94597 6.0471 4.90058 11.8064 9.08957 threshold=0.95284027649581948 1.0054593625430488 0.022721329820795059 0.010728656591865062 -0.013668527214785092 1.0385323881079445 0.021145446698316698 15.751980986728524 36.906166666666671 1.6661478787456232 22.169521662663744 1.2384308830667687 0.4763085805494332 20.072190798769586 1.0577969730349042 0.017455294741804298 0.031545612444464764 0.98769606176068037 1.197293116361857 0.037580560957437913 0.97285638863667556 1.2338678837727068 0.011151387783525759 0.94283723984004386 1.0083952760543597 6.5660735337997957 0.031413163818218452 0.0024195641453168405 76.856410497641491 -0.060265937036080748 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 14 -3 5 6 11 -8 9 10 -6 -4 13 -10 -2 -1 17 -11 25 -19 -21 -22 23 -9 -24 26 -18 28 -12 -29 right_child=2 3 4 -5 8 -7 7 22 12 16 27 -13 -14 -15 -16 -17 18 19 -20 20 21 -23 24 -25 -26 -27 -28 29 -30 -31 leaf_value=-0.037207686445334523 -0.018460038676765107 0.098360990434139026 0.055151536860632878 0.021416044505207135 0.056470310582162966 -0.065228551383115105 -0.063221139407642166 0.10838975467262633 -0.0080082115528967088 0.085120530141350667 0.010367139389299201 -0.012508345667491504 -0.044832718566712428 0.067618016510710671 0.06592482642805518 0.038122241213795954 0.038262233261652095 -0.0099408430847448808 0.037654093602185509 0.078958775163379458 -0.031185819575141036 0.057219890849525216 -0.018980426244808661 0.0062525569470975595 0.055431381544536112 0.035251711124086697 -0.037250615244535705 0.010520764479080765 0.12411692239783799 -0.012182985324017861 leaf_weight=11.534345578402279 112.06328623369336 4.9372979775071135 3.5555574372410765 41.271510377526283 5.8700767308473578 6.1125388070940962 2.5391724854707745 4.9593494087457675 54.674089647829533 6.815754763782027 45.068226255476475 136.65599213913083 10.646402962505816 3.0967774689197531 2.0119078680872908 3.1287622377276412 3.2968841791153016 9.8347817361354846 12.132390215992926 6.622817248106001 3.7651621997356415 3.8536733537912369 9.3965797349810583 5.3237641453742981 5.9011375010013571 4.7623631507158271 13.537598118185995 80.226156834512949 2.4027917683124533 97.858543910086155 leaf_count=155 1719 38 37 215 38 37 17 26 366 39 364 1119 69 14 19 19 20 81 65 31 20 20 57 35 32 21 71 601 19 811 internal_value=-0.00116456 0.0174074 -0.00289586 0.0296374 8.3706e-05 -0.0077555 -0.00566851 0.0198811 0.00383579 0.00710617 0.00323547 -0.0107926 -0.0103154 -0.00395431 -0.0169718 -0.0211341 0.0209681 0.03588 0.00731051 0.0219406 0.0439567 0.0135306 0.0281299 0.0555114 0.00972414 -0.00973551 -0.0224621 0.00185004 0.0161247 -0.00195507 internal_weight=713.856 60.8719 652.984 46.2088 538.909 174.444 168.332 28.12 364.464 296.047 231.426 140.212 68.4173 57.7709 114.075 14.6631 64.6214 30.8922 33.7292 24.0764 14.2417 7.61884 25.5808 10.2831 15.2977 21.5968 16.8345 225.556 47.471 178.085 internal_count=6175 427 5748 253 4010 1360 1323 167 2650 2201 1833 1156 449 380 1738 174 368 191 177 152 71 40 150 61 89 112 91 1795 383 1412 is_linear=0 shrinkage=0.05 Tree=38 num_leaves=31 num_cat=0 split_feature=46 28 45 47 45 22 14 44 15 47 40 40 5 46 5 5 5 38 50 37 37 25 25 38 41 31 6 5 20 37 split_gain=8.58442 7.97608 12.2066 11.9781 8.70534 7.23785 5.54025 9.98234 8.02306 9.66688 6.68373 9.44468 7.87413 12.1388 10.9165 6.38951 11.1478 6.11844 5.90138 5.36929 5.16526 4.91161 7.70472 10.3566 5.81461 5.59554 5.23031 10.4017 9.17203 8.25294 threshold=0.015643120483079583 0.93751180673588297 1.0054593625430488 0.017455294741804298 1.0129424623521672 0.021545655084223028 5.2564980486414798 1.0588591281608701 0.11260338779276281 0.019304482591361305 0.004706497661826182 0.0066469450416281059 0.0046265717500856294 0.016742056664926862 0.011998630905543208 0.036024231551750281 0.048970736241193642 0.99801415983464481 0.17213016416341442 1.1092304184721644 0.9632707841032665 1.6604723121776528 1.3767837166379606 1.0772968890412542 0.060533535477827465 19.271000000000004 0.008155354786532178 0.015302574437285223 0.45800580378561889 0.63985069952825147 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 -3 8 -8 9 10 -2 17 13 -13 -14 -16 -17 -12 -11 -18 -6 22 24 -24 26 -23 28 29 -7 -28 right_child=6 5 4 -5 20 21 7 -9 -10 18 11 12 14 -15 15 16 19 -19 -20 -21 -22 25 23 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.048437610937863612 -0.02324026215906522 -0.017850693196103547 0.11076835953174471 0.096230078357810375 0.003154051053460383 -0.003500626993148129 0.087946033233201382 0.0073549083009454234 -0.012122901986978036 0.010561265872078727 0.10112478325812582 0.059364628759177335 0.097455267824422986 -0.021488144090929452 -0.02429542954166946 0.085290516027485538 0.034920208970295956 0.022173718034898926 0.097031482790388118 -0.016706458531815967 0.06655368306581981 0.001044184442503355 0.10454100765492874 -0.035955929897297331 0.070496882742090233 -0.046066520942552522 -0.041255986452905881 -0.00647873317049193 -0.032555375177025607 0.025530009534981652 leaf_weight=8.0430852659046668 13.992108952254055 97.307978074997663 4.0993665158748653 1.7404390349984158 8.3262220025062543 202.91633512452245 5.9651919603347805 10.797099471092222 44.407481294125319 3.1577663719654065 4.7270249128341657 5.4893056452274314 4.4259526282548896 30.082983322441578 8.2641858235001546 6.1079669483006027 9.7269482687115687 5.1031490862369537 5.259724386036396 10.443569499999283 5.230932652950286 11.828140780329706 3.7878004536032668 2.0064845234155655 2.7315149009227744 13.493094988167284 5.0304571539163581 88.599755570292473 31.360535115003586 57.490685399621725 leaf_count=131 114 1502 29 11 44 1697 25 51 260 18 31 35 26 207 56 36 51 36 28 69 23 100 27 18 13 107 40 667 279 444 internal_value=-0.00111954 -0.00417023 0.0220981 -0.022702 0.046922 -0.00556564 0.00876163 0.0360348 0.00573784 0.0131657 0.00876478 0.0140725 0.00799745 -0.00901142 0.0235239 0.0140511 0.0261105 0.0601388 0.0645927 0.00818978 0.0276164 -0.00271424 -0.00134214 0.0558888 -0.00219653 -0.02406 -0.00271175 0.00454065 -0.00738992 0.0201564 internal_weight=711.943 543.993 27.44 9.78352 17.6565 516.553 167.95 16.7623 151.188 106.781 98.3632 84.3711 74.5409 35.5723 38.9686 34.5427 26.2785 9.83017 8.41749 20.1705 13.5572 419.245 393.924 5.79428 388.129 25.3212 385.398 151.121 234.277 62.5211 internal_count=6175 5132 238 142 96 4894 1043 76 967 707 661 547 480 242 238 212 156 67 46 120 67 3392 3185 45 3140 207 3127 1151 1976 484 is_linear=0 shrinkage=0.05 Tree=39 num_leaves=31 num_cat=0 split_feature=34 45 22 40 16 6 45 46 33 39 37 20 49 28 26 40 46 2 46 41 24 41 11 37 10 49 46 10 11 39 split_gain=7.783 9.54137 9.34927 7.84446 7.12259 9.91497 7.48461 8.46888 6.11165 5.66059 7.49682 6.78726 8.65858 7.34948 5.93203 8.16266 5.63111 15.4607 10.1384 7.9865 11.2839 7.8378 6.42362 6.25399 9.09404 8.48954 8.03114 6.11708 10.0824 9.52104 threshold=0.95284027649581948 1.0054593625430488 0.020166966001204444 0.010728656591865062 -0.013668527214785092 -0.12985671145758945 1.0385323881079445 0.021145446698316698 36.906166666666671 1.1057474810876906 1.5233179827981553 0.061566066681553358 0.081760838499208635 0.97022656084930992 81.740571056656975 0.020796039603960374 0.0078424383476435079 -0.20000000000000193 0.009391508870575058 0.0088619017024068967 1741175.5000000002 0.041529906870985227 0.0170800780498746 1.1057755329269101 0.031413163818218452 0.80167873865803652 0.012952462658852623 0.026537768999544385 0.020511193623319483 1.1600746442246739 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 -3 6 -6 7 9 16 11 -11 12 -4 -14 -13 -16 21 18 -18 20 22 27 -19 24 26 -26 -20 28 -7 -29 right_child=2 3 4 -5 5 8 -8 -9 -10 10 -12 14 13 -15 15 -17 17 19 23 -21 -22 -23 -24 -25 25 -27 -28 29 -30 -31 leaf_value=-0.020053775432337769 -0.018839776074893223 0.083634483839284998 -0.0072165998141033687 0.019461822359371817 0.077737955060200273 -0.0098826747892929705 -0.064140485372100459 0.018307935918923889 -0.010789290646270188 -0.045827840002650368 0.029768677053711293 -0.017204175203792995 0.0043595048610716334 0.10614872967164611 -0.012800920483253134 0.057759363537604358 0.1076726834538146 0.059278696138261568 0.013264056611291521 0.00017650946253882163 0.15122651118927605 0.043567882077481322 -0.056978087182957216 -0.016212678986574549 -0.016719185877284177 0.064153913114668545 0.10283499588726688 -0.03516968274754987 0.021216201184375658 0.016983373385609894 leaf_weight=14.131657190620897 78.693903416395187 5.3768587931990615 10.855933208018543 41.654372729361057 4.4328542575240126 65.348041400313377 5.8672854155302039 28.346013613045216 70.317573748528957 20.31667331233621 3.9108355380594721 89.304420564323664 3.0635865405201903 4.2106727845966816 10.453284338116648 6.7424833923578253 4.9262200854718676 3.0313656963407984 3.6844179630279594 108.84093886241317 2.1286687105894089 9.2879026308655721 1.9541288763284681 5.829362526535987 8.5773852169513685 5.219758838415145 7.8016065061092377 29.884419154375792 43.352713219821453 12.374931082129477 leaf_count=174 1271 38 105 215 24 707 37 168 484 200 33 782 24 36 90 40 34 35 23 777 19 46 19 37 42 24 39 203 361 88 internal_value=-0.00107724 0.0159732 -0.00268471 0.0267984 -0.000454596 0.00338943 -0.00858044 -0.00674082 0.00252792 -0.0115107 -0.033625 -0.00721179 0.0210682 0.0632797 -0.0120261 0.0148659 0.00552699 0.0124215 0.0410258 0.00353133 0.0548573 -0.00101241 0.0137104 0.0304733 0.0412373 0.0138769 0.074103 -0.00375524 0.00252037 -0.0198975 internal_weight=709.92 61.1629 648.757 47.0312 570.063 386.992 183.071 177.204 382.559 148.858 24.2275 124.63 18.1302 7.27426 106.5 17.1958 312.242 151.994 36.0388 115.955 7.11416 160.248 4.98549 31.1125 25.2832 13.7971 11.486 150.96 108.701 42.2594 internal_count=6175 427 5748 253 4477 2962 1515 1478 2938 1310 233 1077 165 60 912 130 2454 1049 199 850 73 1405 54 165 128 66 62 1359 1068 291 is_linear=0 shrinkage=0.05 Tree=40 num_leaves=31 num_cat=0 split_feature=9 15 46 37 16 37 40 44 41 40 25 22 22 16 0 39 9 18 25 0 37 19 37 37 16 37 44 11 31 40 split_gain=7.61384 7.45061 6.67799 12.0455 7.95778 10.609 9.64159 7.47383 7.07351 6.88156 6.86746 6.56273 9.11772 7.12576 6.51211 6.21092 6.65476 8.20331 8.05524 7.52204 10.5612 6.65235 6.16284 5.92312 7.28112 14.5715 11.0103 8.24591 6.38354 6.42608 threshold=0.019522186400645489 0.083277145287063647 0.015793069114162377 1.0348460127149288 0.4140855571025685 0.77475317757054385 0.012772681857425529 1.0274010909870985 0.020905464488535579 0.0049999999999999498 0.1964604631257926 0.05070454077625404 0.052597433929342012 1.0659029992417419 2.2629089622553771 0.88081988100960562 0.044425379859581969 2.9587880964803719 0.060348540225672938 2.4044933896529037 0.83375718861479198 0.17682027480723475 0.92817537181034293 0.81076534216611928 0.026309051773678444 1.1986729397849454 1.0158490023155233 0.01700651957004887 35.198 0.0054027027027027117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 4 5 8 -6 -4 -2 10 -9 -3 -13 -14 23 16 17 22 19 -19 -21 -20 -7 28 -25 26 27 -26 29 -1 right_child=1 11 7 -5 6 15 -8 9 -10 -11 -12 12 13 -15 -16 -17 -18 18 21 20 -22 -23 -24 24 25 -27 -28 -29 -30 -31 leaf_value=0.025135730830803778 0.012693232405783081 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3.8868611603975287 3.1285768151283246 6.8504264205694199 3.2828035578131676 5.9850799813866606 73.638571135699749 2.8591017872095099 2.5548183284699908 8.7557403780519945 1.7961125820875166 13.447494547814129 20.239896595478058 leaf_count=296 189 398 20 520 27 80 39 41 197 369 21 38 262 34 1482 259 16 29 27 20 41 21 44 1091 42 30 107 15 170 251 internal_value=0.000270995 0.00476374 0.00929102 0.00449194 0.0132959 0.0095351 0.0531027 0.0217156 -0.00898402 0.0184596 -0.0205597 -0.00540321 0.00531347 -0.00122853 -0.00570581 0.0213302 0.0349396 0.0408018 0.060391 0.0818499 0.0576442 0.0170472 0.0120373 -0.0132099 -0.0212945 0.00931547 -0.0115332 0.050599 -0.000853408 0.0081479 internal_weight=708.864 404.673 279.993 201.978 132.892 121.42 11.4712 78.0155 47.2441 74.7087 9.81515 124.679 66.5755 59.1782 304.191 74.1763 39.3549 36.3962 21.6513 14.4816 9.979 7.16966 14.7449 148.231 89.6043 15.9658 13.411 4.65521 58.6265 45.1791 internal_count=6176 2692 1960 1509 989 923 66 451 386 431 62 732 334 296 3484 537 278 262 138 90 61 48 124 2002 1285 194 164 57 717 547 is_linear=0 shrinkage=0.05 Tree=41 num_leaves=31 num_cat=0 split_feature=41 11 19 33 15 45 39 46 41 39 24 45 25 45 28 25 25 35 10 44 17 37 25 25 21 47 47 47 13 2 split_gain=6.61721 6.31096 12.3049 8.00178 6.19999 11.1907 9.00817 5.21188 5.85193 5.01584 6.52954 7.97619 10.2653 7.89189 10.562 6.82874 6.47898 6.14896 6.03748 6.03609 6.71158 5.24729 7.36486 16.1983 8.65207 5.56719 6.20837 5.56402 5.36154 7.92926 threshold=0.015918818544581163 0.027000910000897705 0.13399522192203195 84.519750000000002 -1.2379654991235205 0.99786248636925767 0.86601275335900929 0.0098503775652716528 0.013614573484073701 1.1057474810876906 -203365.99999999997 1.0032460530706147 -0.33911211384623408 1.020032723674936 0.99855556147021696 0.25960210798222555 0.3094596016263142 1.0076457463727091 0.031979066190074339 1.0833778966131911 12.818431739948315 1.4337817823685202 -0.59894479210420537 -0.44615892191525652 1.5741825839788881 0.012340718841008623 0.0023419203747072795 0.0048053831375157391 22.349324218133876 0.13000000000000614 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 5 -1 -7 -4 -9 21 -11 12 17 14 -13 -14 -17 -12 -15 20 -19 22 24 27 -2 26 -26 -24 29 -25 right_child=9 2 7 -5 -6 6 -8 8 -10 10 11 13 15 18 -16 16 -18 19 -20 -21 -22 -23 23 28 25 -27 -28 -29 -30 -31 leaf_value=-0.033406253199803719 -0.030034285968291614 0.092782921843422461 -0.02249021299715457 -0.057933003277369471 -0.0081836823430801817 0.14274969428160125 0.022019180364628507 0.04653843800197098 -0.02822629735802509 -0.019164293683775944 0.08748226828720948 0.11558522669528806 -0.048711890571199429 -0.029702872231382217 0.017419539636538185 0.064104008972176427 -0.013823492641713106 0.062416953989187542 0.023934109049488103 0.07028501188930554 -0.033583179778844167 0.056291985671817937 0.10532323094335963 0.021641949099163619 0.05746753518708117 0.068464365745034075 -0.025405868801261118 0.036000174206730871 0.0056089546228147817 0.12870147477143334 leaf_weight=4.0770419016480428 25.807071827352047 4.4834619462490108 11.117755874991419 7.8103608638048163 238.97013226151466 2.6656765565276146 3.6752685196697712 8.8749689906835538 3.7119003981351844 45.120201271027327 3.344874098896983 4.5970241613686067 13.775154776871203 7.776048548519614 6.7834530621767044 2.9496278315782574 27.862193055450916 2.4548879787325841 16.127877123653889 3.2361033707857123 7.0466740950942039 5.531333725899457 5.3741082921624166 10.620758689939974 3.2199648767709714 3.982959806919097 7.5793685913085938 6.2733004428446293 211.09279522672296 2.0659266784787169 leaf_count=38 219 31 74 74 3009 19 36 48 21 343 25 28 94 58 43 17 190 21 80 18 53 35 35 81 21 23 48 42 1335 17 internal_value=0.000245461 -0.00563684 0.0168228 -0.00809834 -0.00653761 0.0312203 0.0727732 0.00245578 0.0244901 0.00421764 -0.00347752 0.00389883 -0.00709483 0.0228018 0.0570725 -0.019447 -0.00636346 0.0271502 0.00648577 0.0113071 -0.00877993 0.00807344 0.00710714 0.0104984 -0.012563 0.0179386 -0.000696061 0.0679858 0.00750628 0.0390757 internal_weight=708.008 285.387 28.1881 257.198 249.388 10.418 6.34095 23.7046 12.5869 422.622 141.074 95.9539 60.6695 35.2844 11.3805 44.587 30.8118 16.0825 23.9039 12.7377 9.50156 281.548 276.016 235.427 40.5894 14.7823 10.7993 11.6474 223.779 12.6867 internal_count=6176 3350 174 3176 3102 93 55 143 69 2826 970 627 418 209 71 301 207 117 138 92 74 1856 1821 1510 311 92 69 77 1433 98 is_linear=0 shrinkage=0.05 Tree=42 num_leaves=31 num_cat=0 split_feature=9 15 25 0 14 15 41 11 2 25 1 0 23 7 48 2 11 40 0 20 18 11 20 45 25 29 28 40 31 48 split_gain=6.33434 6.6635 6.32367 5.85558 6.998 10.5297 8.74812 13.6506 7.1233 6.60525 7.49199 5.92371 6.18968 11.7136 11.7724 11.5436 9.88858 9.83977 13.7639 11.972 7.94514 7.78816 6.28359 5.56963 10.3523 9.04592 6.60484 8.42734 8.55433 6.00226 threshold=0.019522186400645489 0.083277145287063647 -0.59894479210420537 2.2629089622553771 -0.25133486899627216 -0.096975857809337832 0.01326183649835674 0.02135640729031181 -1.5649999999999975 0.15252621799388458 0.32811956611060494 2.0436844052417333 28.37273206727021 0.09860360468164632 34.255129041655238 0.12000000000000056 0.01645100628947525 0.0054027027027027117 1.9002910125963812 0.12819172945422899 34.33453402762472 0.019238128505025907 0.24504004412373456 0.97609190853791572 -1.0651985264982193 1.0360843384090364 0.98040454573392133 0.0037984658143229715 33.138000000000012 69.333046784354408 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 23 -3 11 -5 6 7 9 -7 10 -6 12 13 14 17 16 -14 18 19 -1 22 -18 -21 24 25 -2 29 28 -28 -25 right_child=1 2 -4 4 5 8 -8 -9 -10 -11 -12 -13 15 -15 -16 -17 21 -19 -20 20 -22 -23 -24 26 -26 -27 27 -29 -30 -31 leaf_value=-0.010160670693466461 0.11672482925165802 -0.043638936897473453 -0.0020191091015379493 -0.014794676899888577 0.12732916801249433 0.052298612143513702 0.004202006113455223 -0.027445373284342774 -0.0038949694543350347 0.1398899257524682 0.012659277812233971 -0.036199445030989617 -0.024838990286281337 0.11570306275535454 -0.029316826466886711 0.12428976521470797 0.1129735083046569 -0.022050093285246642 0.17594450843671297 0.15183011306913707 -0.012408728589402049 0.008210154222681355 0.036900838897077716 -0.0025163620655243753 -0.013834058791861885 0.00082926499806800424 -0.047710267309472872 0.022391647715315141 0.025412177147089682 0.07063750770885803 leaf_weight=13.37291088700295 3.0115331932902327 9.9182689338922483 114.34061907231808 46.385427910834551 2.3699517734348792 6.0729364529252043 10.853087425231932 3.0874018073081961 79.03425670415163 4.2787628211081028 3.5702838934957981 22.277471717447042 11.745822325348859 1.7293744646012772 60.924189411103725 2.2161510773003092 2.8919531106948844 17.60745008662343 1.4701247625052918 2.9202248677611342 2.0353838764131069 4.5891005471348763 2.0064144171774387 74.813881032168865 48.309773255139589 3.8185275718569756 9.1528067141771334 132.23758141696453 7.1040714830160132 2.9132002219557753 leaf_count=209 21 67 665 411 19 43 92 25 813 39 40 271 178 17 860 26 28 276 18 24 28 46 21 494 337 24 88 929 49 18 internal_value=0.000222472 0.00430221 -0.00534118 -0.00526729 0.00147701 0.0083846 0.0375168 0.0646893 0.000114798 0.0925254 0.0584087 -0.012468 -0.00818751 -0.013318 -0.0155417 0.0162329 0.00377789 0.0057519 0.0282018 0.0175207 0.0706921 0.0487086 0.105024 0.00856107 -0.00568796 0.0519303 0.0120342 0.0182153 -0.0157566 0.000225435 internal_weight=707.059 405.62 124.259 301.439 155.652 109.267 24.1595 13.3064 85.1072 10.219 5.94024 145.787 123.509 102.066 100.337 21.443 19.2269 39.4125 21.8051 20.3349 6.96202 7.48105 4.92664 281.361 55.1398 6.83006 226.222 148.494 16.2569 77.7271 internal_count=6176 2692 732 3484 1482 1071 215 123 856 98 59 2002 1731 1453 1436 278 252 576 300 282 73 74 45 1960 382 45 1578 1066 137 512 is_linear=0 shrinkage=0.05 Tree=43 num_leaves=31 num_cat=0 split_feature=46 46 40 15 38 15 19 16 16 9 9 11 28 25 40 6 15 41 19 7 7 9 28 24 21 41 41 50 6 50 split_gain=5.77375 7.30628 7.97025 8.77349 7.71649 7.47541 6.69253 8.34693 10.9823 7.86977 6.86976 8.43011 8.09822 9.031 11.0083 10.238 6.15992 8.45984 6.09638 6.82031 6.02675 7.21444 5.85509 7.88599 8.31946 8.32127 5.79861 5.7303 6.7772 5.59531 threshold=0.0086399245313973864 0.0087194394752534449 0.0044567064825594702 0.068035480863155542 1.2949714308832263 0.052306724626624876 0.10714133139449976 -0.043430650357025181 -0.0010273585307440795 0.013278215694155391 0.014632765439598577 0.027501260742069947 0.97437081163709582 -0.45766453951683927 0.017191273410980482 0.026631865914056311 -0.11470550835307777 0.012827099001074529 0.075598366412572213 -0.14375301897742229 0.012463319176908906 0.01617851682180995 0.99632902698113146 21443786.000000004 4.4396197151989369 0.031464320958233601 0.014722074067934821 0.79223584324261875 0.024177834209136887 0.89329662022296097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=26 -2 18 5 20 6 7 -4 -9 -8 -11 -12 -13 15 -15 -14 17 -10 -3 -20 -5 -22 -23 24 -24 -26 -1 28 -21 -19 right_child=1 2 3 4 -6 -7 9 8 16 10 11 12 13 14 -16 -17 -18 29 19 27 21 22 23 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.010937921464372275 0.081949240178190816 -0.050489090526304625 -0.055330924844032937 -0.027889432895500166 -0.040810588668748066 0.094432988366315029 -0.034957254843503156 0.12007400272959656 0.12176375486847194 0.067559019698510192 -0.0084606468426051008 -0.021351690665615371 0.12880713183346867 0.04675374940528073 -0.0040356768945314803 0.027898117338095885 0.015146619080848592 0.0026337237691519098 -0.062240650260963981 0.00079542768647774219 0.060364247804444063 0.020671598675057318 -0.050283019510094708 0.044276037258626978 0.054699529634773626 -0.034530553713371805 0.0014741938629063249 -0.029498911910849735 0.062747261735239979 0.084227611237643954 leaf_weight=167.5340552739799 3.0639956817030898 9.2927506044507009 2.8889139778912059 14.554345138370989 13.054294608533381 2.838317707180976 10.551330856978892 3.3124145083129397 3.5106137618422499 4.9854065701365462 47.327129241079092 10.293476626276968 4.2307490557432157 18.263854295015335 25.654949434101582 6.1931015700101852 35.233419816941023 6.1115789189934713 4.7068923301994792 20.076209954917434 5.9256698302924624 23.64648013561964 13.700434945523744 5.0109372586011878 5.0944291502237302 5.3637211918830872 214.66244642809033 10.441362552344797 5.6588048413395873 3.2018937095999718 leaf_count=2221 21 125 38 100 89 19 100 30 26 37 353 52 21 91 139 35 319 45 35 179 49 121 87 24 23 27 1638 82 33 17 internal_value=0.000196659 0.00510488 0.00437167 0.00776148 -0.00539362 0.0139151 0.0126578 0.0273652 0.0320158 0.00639888 0.0101301 0.00757296 0.0193129 0.0270155 0.0170854 0.0688543 0.0259463 0.055618 -0.0139331 -0.00562394 0.000914273 0.00805093 0.00218166 -0.0128073 -0.0246475 0.00893567 -0.0039666 0.00174243 0.0144179 0.030685 internal_weight=706.384 324.187 321.123 270.947 86.3503 184.597 181.759 54.2588 51.3699 127.5 116.949 111.963 64.6361 54.3427 43.9188 10.4239 48.0575 12.8241 50.176 40.8833 73.296 58.7417 52.816 29.1695 24.1586 10.4582 382.197 36.1764 25.735 9.31347 internal_count=6176 2317 2296 1842 520 1322 1303 475 437 828 728 691 338 286 230 56 407 88 454 329 431 331 282 161 137 50 3859 294 212 62 is_linear=0 shrinkage=0.05 Tree=44 num_leaves=31 num_cat=0 split_feature=22 2 2 33 15 14 7 7 13 47 15 13 41 11 19 19 14 19 47 15 48 38 6 11 20 6 6 41 48 20 split_gain=5.55832 6.69316 8.61061 5.47767 7.82235 5.70854 7.35361 8.92757 9.46517 8.34337 7.74623 7.77343 8.86606 8.45616 9.57293 9.01523 7.6557 6.82878 6.6427 6.58013 9.23406 8.37246 7.97483 6.31039 5.61374 10.2091 9.88023 5.58539 7.28293 5.37456 threshold=0.0313046771403475 1.0200000000000069 0.91499999999999748 84.519750000000002 -1.2379654991235205 -0.33559923919366591 -0.05098726862694785 -0.056617833141186062 39.436931682779765 0.016247743682310471 -0.036510767427424921 40.192947976544069 0.0059072855702635993 0.011940580367941706 0.079911121294137119 0.058155224102927644 -0.15370024707015381 0.068702555082106084 0.018875666559779517 -0.096975857809337832 42.134186902902997 1.05201864005169 -0.06009036178651183 0.016729498999268014 0.82183938244751009 0.013935899854620517 0.031082273766755878 0.013678045016081166 31.227138779543989 0.7510857159489337 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 29 7 16 -9 10 11 -8 -13 -14 15 -15 23 -17 -11 -18 21 22 -21 -7 25 -16 -27 28 -24 -6 right_child=-2 -3 -4 -5 5 6 9 8 -10 18 -12 12 13 14 24 17 19 -19 -20 20 -22 -23 27 -25 -26 26 -28 -29 -30 -31 leaf_value=0.046727343172044293 0.0037188439776472816 -0.04542649604809381 0.10337602846149918 -0.056121397271973211 -0.031558766618155341 -0.048555008065269398 -0.045390792714628633 0.14272652684208259 -0.0029687780236838106 0.11518247253918681 -0.014710311042059604 0.11280877049242682 -0.053382954024998923 0.14947523480546088 -0.022914813087105315 -0.035783503642932896 0.077054502322727828 0.061662790351354801 0.014580206459853393 -0.016195939325696664 -0.046351671265800941 -0.056426331826294168 0.097528922151507658 0.043589958148903998 -0.046707504756920211 0.13282444074031896 -0.00096726723281285022 0.13721219535318266 -0.018324783485638405 0.06125691082403413 leaf_weight=7.4937279708683482 430.89172231405973 10.05382529646158 1.8587146140635002 5.0636120103299609 26.867917265743021 7.9815339259803277 5.4761690124869338 2.7102684527635565 1.8935981616377828 2.2901361249387246 133.80866583436728 2.3334536887705317 4.3074921779334536 2.1556716747581985 7.2397110387682932 2.4427514970302564 4.7399104088544837 6.8098040223121643 5.7875635847449303 3.2576888650655738 5.0900459922850123 2.2112348042428485 3.1818587258458191 2.4218061044812202 4.923681776970624 2.8196260817348957 2.7024727016687393 2.5777832195162773 2.3646341934800148 1.655816726386546 leaf_count=69 2731 130 23 56 342 113 78 30 23 23 1879 25 75 20 76 26 44 52 48 33 58 25 24 22 50 21 29 14 22 15 internal_value=0.00017623 -0.0053843 -0.00386208 -0.0046211 -0.00360855 -0.00511705 -0.00240619 0.0174781 0.0828012 -0.00657971 -0.0088727 0.0100816 0.0185825 0.0119997 0.02168 0.0573902 0.00858748 0.0359362 0.0431023 0.02444 0.0110917 0.0326017 0.0498977 -0.0271045 -0.00135525 0.0161423 0.0673478 0.0764001 0.0481371 -0.0261708 internal_weight=705.413 274.521 264.467 262.609 257.545 250.051 221.528 38.4304 4.60387 183.097 175.019 41.2108 35.7347 33.4012 29.0937 11.4082 33.8265 9.25256 8.0777 23.4232 18.6832 13.5932 11.382 10.4033 17.6855 12.7618 5.5221 8.12428 5.54649 28.5237 internal_count=6176 3445 3315 3292 3236 3167 2810 408 53 2402 2331 452 374 349 274 98 355 78 71 220 176 118 93 135 176 126 50 60 46 357 is_linear=0 shrinkage=0.05 Tree=45 num_leaves=31 num_cat=0 split_feature=44 44 47 0 48 6 6 28 15 1 28 34 2 2 6 6 28 27 7 10 49 40 47 24 9 44 31 20 46 2 split_gain=6.12653 9.14086 7.5329 7.36972 5.376 4.53736 8.84878 7.27873 7.9861 7.74699 7.15643 6.4754 6.43793 6.06719 10.4152 7.97735 5.94135 7.1775 8.74074 5.28811 8.31874 11.7126 5.18613 5.16837 5.56969 5.25671 5.06047 5.03956 7.43734 6.03094 threshold=1.0190899864040481 1.01947656805669 0.0025404272842559816 1.0000000180025095e-35 50.285150962164359 0.008155354786532178 0.017237924124110408 0.99449828546388674 0.068035480863155542 0.59582978320552271 1.0320530675962998 0.95284027649581948 -0.149999999999995 0.39499999999999608 0.013367794230559562 0.015912866345452751 1.0110831467150267 29.148243414864599 -0.031634553542195958 0.021114874333005004 0.95118993651117945 0.012567377022907502 0.0018224900654860126 6571443.5000000009 0.013278215694155391 1.0404286899651092 8.6585000000000019 0.45800580378561889 0.019790133773571337 -0.35500000000000392 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -4 11 13 8 9 26 -9 12 23 15 -15 16 17 18 -7 -12 21 -21 -10 24 -3 -26 -8 -13 -29 -30 right_child=1 5 4 -5 -6 6 7 10 22 -11 19 27 -14 14 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 28 29 -31 leaf_value=0.073699023798689464 -0.013876499728278625 0.062724130139660716 0.14924101365647102 -0.013236526650456923 0.038537028857687367 -0.014376015779097306 -0.016088562989589415 -0.01072621981998481 0.055446242230880877 0.099858803646991678 0.06844747363255281 -0.0037634968358828563 -0.022004618484962962 0.13323305315815046 0.0049502622374568289 0.097957574545255832 -0.046136876982557355 -0.019592761769723018 0.09792640698259393 -0.063831322508739338 -0.024177614720227864 0.033347507348416558 -0.011250599264758739 0.065179565721193725 -0.043684484403997331 0.015521231944196773 0.038955616162870188 -0.033364459153721861 -0.036768233583666772 0.051240640991028097 leaf_weight=2.4884058609604827 2.3323322199285021 5.0826878100633612 2.3356142491102219 119.84815497323871 2.0673749446868896 2.7865688912570539 5.5068664960563245 105.59919271245599 3.3722698763012913 4.158803053200244 3.8806617856025687 234.17898696660995 10.226182222366331 3.5003718249499789 2.8873751610517502 2.7678467109799376 4.0856268219649783 5.6140024811029434 4.5811210162937668 3.5009346604347256 14.100284099578856 27.116180680692196 21.473531734198332 6.0214938521385184 4.4968142136931446 22.547331593930721 17.270903434604406 33.042372234165668 3.0564490109682083 5.3606573492288572 leaf_count=24 29 27 22 1683 22 20 45 820 20 23 22 1999 111 23 24 20 39 43 36 21 85 160 125 25 30 113 101 291 16 31 internal_value=-0.0013268 0.000877061 0.058776 -0.0114682 0.0972612 0.000175952 0.0055105 0.00202788 0.0182472 0.0371055 -0.00341888 -0.00364703 0.0132256 0.0328663 0.075247 0.019218 0.00644865 0.0229985 0.055452 0.0124593 0.00760054 0.0222355 -0.00219797 0.0226696 0.014702 0.00567669 0.0256479 -0.00660818 -0.0226761 0.0192826 internal_weight=685.287 562.951 6.73532 122.337 4.40299 556.216 232.203 205.98 51.7824 26.9366 154.197 324.013 48.3745 26.2229 6.38775 19.8352 17.0673 12.9817 7.36769 48.5981 44.7174 30.6171 24.8458 38.1483 32.1268 27.0441 22.7778 275.638 41.4595 8.41711 internal_count=6050 4343 73 1707 44 4270 1627 1422 314 169 1108 2643 306 205 47 158 138 99 56 288 266 181 145 195 170 143 146 2337 338 47 is_linear=0 shrinkage=0.05 Tree=46 num_leaves=31 num_cat=0 split_feature=7 11 11 5 45 7 7 29 23 27 37 38 21 47 1 5 25 37 29 38 11 28 38 23 40 41 33 25 24 32 split_gain=5.67184 8.8152 10.9674 10.3722 6.85162 8.8625 7.24009 11.6528 6.67743 8.49253 8.39264 8.34388 8.18325 6.36253 9.73578 5.78283 5.72473 5.7212 6.21769 6.87039 6.06459 6.7816 6.02894 7.22259 7.60057 8.66671 7.59834 6.08642 5.60073 5.58253 threshold=0.041488860241571619 0.016337135240063496 0.017681697202218075 0.023046248852700461 1.0101968752208372 0.02230784321006685 0.012463319176908906 0.98692229799280484 34.729367585951955 6.6566266285047222 0.7848714698155812 0.73293088174148069 2.6961365981269911 0.0037819102401209104 1.0000000180025095e-35 -0.049602705749718083 -0.03875825399495391 1.0781320660384199 0.96333662689363941 1.2133993120565199 0.04471415350966778 0.98503942635147967 0.93938969564944752 13.52933928716098 0.012440743505188591 0.017982249946820811 9.8880000000000017 0.093130795090323307 149690.00000000003 75.624500000000012 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 5 -1 17 -8 10 -10 11 13 -11 -4 -15 -14 -13 22 19 20 21 -19 23 24 25 28 -25 29 -6 -24 right_child=1 2 8 -5 6 -7 7 -9 9 12 -12 16 15 14 -16 -17 -18 18 -20 -21 -22 -23 27 26 -26 -27 -28 -29 -30 -31 leaf_value=-0.0059923143079652942 -0.029372777510026954 0.014912565723190208 0.074251266403900756 0.17554163183740407 0.079002910088937672 -0.038017628823488851 0.091148370980675811 -0.00084236109378601316 0.054840630805214653 -0.052120031409278546 0.0066367999988454288 0.030929289294554387 0.048602057673329042 -0.03443436266317762 0.058036422200597598 -0.012598366935824092 0.10544700209369809 -0.052791558720486666 -0.048958026169902552 0.016740188118018428 0.04448599184910116 0.027587918542218301 0.051258390415810207 -0.03741902950764487 0.0016135034750804533 0.13327719245375871 0.0041867779273466969 -0.0018059029604199084 -0.023599858149827568 -0.012039413872209732 leaf_weight=305.61929687485099 15.881212569773195 2.1194035001099101 3.5985056497156647 1.9113151133060453 2.453004367649557 23.24592798948288 6.0090329311788073 8.0602175854146463 4.5947799533605567 11.614462368190287 94.721365351229906 4.5520210936665535 4.6857912316918364 7.9397053122520429 4.4372068643569946 21.89841149747372 5.9414031654596311 13.208929348737007 9.7624529637396318 19.339551646262407 2.6639277786016455 3.2746570296585551 18.792104788124565 18.926444955170155 17.77903214097023 2.6962344869971275 26.115618702024221 14.509953562170265 2.9053709879517555 4.2759100832045069 leaf_count=3172 239 24 25 17 22 236 38 65 20 90 632 29 22 53 28 111 36 115 97 139 12 27 138 162 146 16 162 119 31 27 internal_value=-0.00127356 0.00623392 0.00959957 0.0910808 -0.00403675 -0.00825603 0.00408855 0.0384472 0.00759676 -0.00938253 0.0135923 0.0384833 -0.0171077 0.0157313 -0.00128296 -0.00181104 0.0731214 0.00100373 -0.0133198 -0.00427998 -0.025511 -0.0368232 0.00737607 -0.00120786 0.0198679 0.0601612 -0.0132958 0.0235662 0.0233705 0.0395254 internal_weight=683.533 183.896 168.014 4.03072 499.638 328.865 170.772 14.0693 163.984 42.7934 121.19 26.4688 38.1987 15.9754 12.3769 26.5842 10.4934 156.703 48.2495 38.4871 19.1475 16.4836 108.454 70.8757 25.8336 8.05461 45.0421 37.578 5.35838 23.068 internal_count=6050 1326 1087 41 4724 3408 1316 103 1046 243 803 171 223 106 81 133 65 1213 390 293 154 142 823 539 215 69 324 284 53 165 is_linear=0 shrinkage=0.05 Tree=47 num_leaves=31 num_cat=0 split_feature=44 44 7 48 47 37 13 11 45 47 7 46 1 13 19 11 25 19 9 7 0 6 6 45 46 21 22 46 22 21 split_gain=5.31467 7.97933 7.02797 10.6094 6.13165 6.21996 5.81379 12.8709 9.31971 9.10111 10.5137 8.68705 5.92368 5.0385 6.61622 5.65171 4.96812 10.4144 5.22674 4.83399 3.95758 3.95638 7.99382 6.27438 6.90058 6.13958 12.0324 7.11384 10.866 6.69223 threshold=1.0190899864040481 1.01947656805669 0.085625211422002093 68.7892867827007 0.0025404272842559816 0.83630898515310237 36.57925395340984 0.017156204094078767 1.0061162143064968 0.0069767441860465358 -0.07663496676039093 0.002923976608187166 -1.8267845209688622 30.833278587503177 0.10359796785201195 0.014955203034877063 0.23240648634548403 0.048463893729884654 0.0061359947426253064 0.11158346510051943 1.0000000180025095e-35 0.008155354786532178 0.031965077787535108 0.99222092453298327 0.019790133773571337 0.65200831433878503 0.044449590796767906 0.00035679346079153855 0.045028482914370976 0.57982763455980335 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 -4 -2 -6 7 9 -9 13 -11 -12 -8 20 -15 -16 -14 -18 -19 -5 -1 23 -23 24 -3 26 -24 28 -27 -28 right_child=1 21 3 19 5 -7 12 8 -10 10 11 -13 16 14 15 -17 17 18 -20 -21 -22 22 25 -25 -26 27 29 -29 -30 -31 leaf_value=0.039925367218774301 -0.012989025388640663 -0.020321525804946936 -0.038991006870564261 0.13460362982979468 0.040662937215748408 0.15892113493771504 0.051537271552534049 0.096830204995440039 -0.014434858469367179 -0.0570491080684438 0.020866734680089448 0.17577011950688687 -0.033286028923582171 -0.039817228433457252 0.11197286488186256 -0.004090988984965827 0.10999041619302052 0.070549501897932285 -0.02435748565874914 0.028568597324539088 -0.043676503642398591 0.020714631834762812 -0.031453096510553995 0.0011073127530663756 0.015057066774693414 0.11495040740256053 0.035906663645330218 0.0026170653735333393 -0.002905573109063878 -0.041039548803761705 leaf_weight=1.5323011018335879 2.2902823165059081 79.121355127543211 2.7665464207530013 2.3612467087805271 2.8445283994078636 1.825446732342243 2.6144526526331893 5.2868242561817151 2.9223193749785423 1.6520138196647165 1.8879075981676572 1.7385912947356699 50.615630958229303 3.5848236493766299 2.0529372468590736 2.1445856466889381 1.8340582996606851 1.6015510708093668 15.400466710329054 1.9729328267276285 18.585720241069794 60.741833668202162 35.082829661667347 226.25057929009199 16.69053852185607 3.6511739417910567 13.464822709560396 111.66477305069566 4.2116253077983856 3.5763005763292304 leaf_count=19 29 758 30 30 26 18 20 35 23 19 28 29 757 61 22 20 34 24 206 15 335 475 329 1779 106 26 68 688 21 20 internal_value=-0.00122392 0.000821465 -0.0107491 0.0375069 0.0540239 0.0868889 -0.0137693 0.0011661 0.0572217 -0.0127032 0.0475022 0.0951295 -0.0223468 -0.0240936 0.0100692 0.0526739 -0.0251281 -0.00320657 -0.0154175 0.0863361 -0.0373089 0.000153597 0.00512574 -0.0034342 -0.0141585 -0.000390651 -0.0147103 0.00585389 0.0518221 0.0197585 internal_weight=681.971 561.416 120.555 7.10073 6.96026 4.66998 113.454 41.388 8.20914 33.1789 5.27851 3.6265 72.0662 27.9004 7.78235 4.19752 69.4517 18.8361 17.002 4.33418 20.118 554.456 232.393 322.062 95.8119 171.652 52.124 119.528 7.8628 17.0411 internal_count=6050 4343 1707 75 73 44 1632 591 58 533 76 57 1041 457 103 42 1021 264 230 45 354 4270 1627 2643 864 1152 417 735 47 88 is_linear=0 shrinkage=0.05 Tree=48 num_leaves=31 num_cat=0 split_feature=44 44 7 21 39 25 39 40 7 40 21 12 9 41 39 18 27 6 6 9 39 15 24 17 40 16 44 49 15 23 split_gain=4.88939 6.91426 6.26748 9.53815 7.37119 7.14676 6.63159 7.9263 6.51028 5.74068 5.53292 5.10701 6.22422 17.1986 6.93799 4.87169 9.5698 4.50584 5.09742 4.19328 3.90475 5.75267 4.82903 6.72933 7.15983 9.1431 6.44149 8.75383 6.25128 6.05201 threshold=1.0190899864040481 1.01947656805669 0.085625211422002093 0.71898038444977808 0.74550309112333946 0.23240648634548403 0.55775172904239978 0.0033045714350425919 0.11158346510051943 0.0084044315637614737 0.77353322748208164 39.569279178441093 0.017517539302258831 0.01934955649169327 0.71081889135949983 22.324439811589443 33.888106052626945 -0.021742711840126102 -0.011109396962528604 0.026537356257192512 0.91846843161943681 -9.1042005979050913 326214.00000000006 5.5966303645464857 0.026347548114148692 0.0041001870945444338 1.063520962398899 0.59983638714641418 -0.078389485158504066 11.778792743578075 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 9 4 8 5 11 -7 -8 -4 -2 -9 12 14 -14 17 -13 -17 -1 -19 -6 21 -3 23 24 25 -22 28 -28 -25 -24 right_child=1 20 3 -5 19 6 7 10 -10 -11 -12 15 13 -15 -16 16 -18 18 -20 -21 22 -23 29 26 -26 -27 27 -29 -30 -31 leaf_value=-0.048398010781557976 0.090911048436434549 0.0802894031797243 0.1409173980892133 -0.03166723814624841 -0.031556493000934986 -0.0090199188479949937 0.10978123860330435 -0.016231814088177792 0.015717134845641502 0.0014465046453840842 0.081320533207588822 -0.051052969418619268 0.11507513011121125 -0.057221034396911445 0.082323880329555621 0.091199388886408259 -0.042711042543649561 0.083002990519749437 -0.013578942298867223 0.033894330778595314 -0.028936679944322721 0.0037496778275471067 0.038718989801507564 -0.012124716489137235 -0.024157106128875269 0.065487231544507737 0.05606469679252192 -0.01773111647976772 -0.039752979439199324 -0.0005597403826761053 leaf_weight=8.2930897660553509 3.8664971515536299 2.4776790589094153 2.2769612967967978 3.1205011196434498 45.646273396909237 8.2653790041804331 3.6874518916010839 4.1719735711812973 1.9086997136473653 3.3437505997717381 2.2306782305240631 12.368203766644003 3.6014712527394286 2.4226973429322243 1.7912802770733822 2.0560584813356391 3.8000055961310863 1.5961689092218918 9.4801569916307891 2.5857988558709613 3.5791152790188816 267.11895487457514 10.543464060872791 68.163623914122581 7.0691583380103102 9.0366550609469396 6.947075970470908 9.5331280976533872 29.263732075691223 140.34786635637283 leaf_count=131 35 11 26 30 730 124 37 47 19 38 17 189 31 25 24 29 56 17 155 20 41 2044 82 598 61 79 38 60 265 991 internal_value=-0.0011794 0.000774419 -0.0103717 0.0344976 -0.0132987 -0.00214257 0.0241858 0.0513864 0.0838249 0.0494219 0.0177553 -0.0127851 0.000944015 0.045784 -0.0118213 -0.0332647 0.00430478 -0.0205279 0.000339128 -0.0280476 0.00014137 0.0044531 -0.00394473 -0.010868 0.0161264 0.038699 -0.0155331 0.0133768 -0.0204233 0.00218484 internal_weight=680.594 561.291 119.303 7.30616 111.997 63.7646 18.3555 10.0901 4.18566 7.21025 6.40265 45.4091 27.1849 6.02417 21.1607 18.2243 5.85606 19.3694 11.0763 48.2321 554.08 269.597 284.484 133.592 19.6849 12.6158 113.908 16.4802 97.4274 150.891 internal_count=6050 4343 1707 75 1632 882 225 101 45 73 64 657 383 56 327 274 85 303 172 750 4270 2055 2215 1142 181 120 961 98 863 1073 is_linear=0 shrinkage=0.05 Tree=49 num_leaves=31 num_cat=0 split_feature=7 11 9 29 45 7 10 10 27 5 15 50 11 9 14 46 49 20 6 47 15 45 41 27 15 19 44 7 17 0 split_gain=4.72705 8.23943 9.47086 6.37862 6.11795 6.31843 6.23323 7.41073 8.07619 8.38501 5.86485 7.78261 6.46302 5.71403 5.60681 5.41883 5.26088 7.66221 10.8246 5.13815 10.3049 5.09965 9.60108 4.73431 9.05054 8.95561 7.6569 6.38796 5.55527 5.30759 threshold=0.041488860241571619 0.016337135240063496 0.016411946931578408 0.99388624845240592 0.99202203430926839 0.035638947794535476 0.023380469956499447 0.025257681781944985 37.766981476241632 -0.0037308889955433018 -0.10348110813251034 0.43906502472988224 0.03522514508232482 0.016991709354266325 -1.0000000180025095e-35 0.024390243902438918 0.94506061988001033 0.84343011213481123 0.013367794230559562 0.0015052699554007976 0.4095470305427773 0.99297706858672419 0.008487529015023523 81.671509548766139 -0.78034296178011597 0.28934161276348241 1.0284104841925639 -0.10008517866612619 119.83905545797511 3.5634433339806928 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 21 -3 4 6 19 -1 -8 -9 -10 11 -5 15 -4 16 -12 17 18 -15 20 -6 22 -2 24 25 26 27 -21 -25 -28 right_child=1 2 13 10 5 -7 7 8 9 -11 12 -13 -14 14 -16 -17 -18 -19 -20 23 -22 -23 -24 28 -26 -27 29 -29 -30 -31 leaf_value=-0.024692800478106135 0.096404640382122486 0.039787418941020398 -0.064646726077106267 0.065925779834360862 -0.020278039226766638 0.081618351020399604 0.063818314131487988 -0.025412264614136683 -0.010255873081837551 0.06155762004603476 -0.032788719265327899 -0.0072084189792590934 0.025030775876287121 -0.027653310315732801 0.002358672912202037 0.048797890060539306 0.075673772322660968 -0.046620736454349089 0.099123459434799596 0.12909918506020659 0.092376295919928367 -0.05392658870116776 -0.034628046836811303 -0.034711988017061463 0.0037076452010175623 -0.012479525370361616 -0.029623215541897775 0.032228264252501047 0.011385665777852591 0.04839176786024818 leaf_weight=46.419229965656996 1.9764351584017266 21.654098633676767 2.9390368685126296 3.9257629886269561 38.163795836269855 2.5308640450239173 4.3288828507065764 21.519350461661816 9.3209216371178645 7.2080738916993132 53.900794051587582 49.570756107568741 5.9668130800127974 2.9631930962204915 128.70553079992533 2.1150651201605788 5.1199263036251059 3.4889005944132805 3.8994563892483711 4.6217857301235199 2.1440097242593756 8.8816872946917993 4.7765456289052963 15.231892652809622 195.5016776882112 7.075109250843524 2.9719699546694747 2.6936917267739835 11.447463676333426 8.1825086548924428 leaf_count=584 28 191 22 32 429 16 31 145 52 39 655 376 33 23 771 13 30 27 23 31 15 146 65 149 1927 45 22 26 60 44 internal_value=-0.00113508 0.00569772 0.00891455 -0.00368135 -0.000549317 0.00296081 -0.0120354 0.00182938 -0.0052233 0.021061 -0.0139704 -0.00184157 -0.0244387 0.00437036 0.00577727 -0.0297081 0.0342162 0.013711 0.0443831 0.00226967 -0.0142859 -0.0290268 0.00372207 0.00496344 0.0073648 0.0353538 0.0536768 0.0934296 -0.0149326 0.0276057 internal_weight=679.245 184.405 168.77 494.84 379.361 290.565 88.7965 42.3772 38.0483 16.529 115.479 53.4965 61.9827 147.116 144.177 56.0159 15.4715 10.3516 6.86265 288.034 40.3078 15.6347 6.75298 247.726 221.047 25.5451 18.47 7.31548 26.6794 11.1545 internal_count=6050 1326 1087 4724 3615 2764 851 267 236 91 1109 408 701 896 874 668 103 73 46 2748 444 239 93 2304 2095 168 123 57 209 66 is_linear=0 shrinkage=0.05 Tree=50 num_leaves=31 num_cat=0 split_feature=39 41 6 15 49 50 39 23 9 50 12 47 27 47 47 9 19 25 24 50 41 11 25 35 19 11 11 37 38 23 split_gain=3.50762 3.35923 7.48423 7.143 9.38729 13.6808 7.25177 8.7189 11.3308 6.18445 7.71411 8.68336 10.3291 7.25093 11.1216 6.59186 6.47242 6.82099 10.7245 6.0913 5.94125 7.77476 7.14186 5.4304 9.46182 9.029 7.9282 6.83826 7.32278 8.14399 threshold=2.7690930892679519 0.016506306267549956 -0.091057781919850797 -0.042732155018842997 0.27373304945838023 0.3270721718208503 0.95002546496056051 33.291139390570635 0.0082490545272025182 0.97540675039409019 36.444898605719409 0.0019000325188260987 80.701650096731115 0.002700272214660647 0.0024195641453168405 0.0098493728535163395 0.27230454593257414 0.30198425596904138 -831745.99999999988 0.064701603623127421 0.014203238634365635 0.015030384701985472 0.18306293703927348 0.9455746479456183 0.13833256317766754 0.036613091375215144 0.026471855663986969 0.92172978100087988 0.90342316374116804 35.883937816405968 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 6 20 7 8 19 10 11 -5 13 14 -13 -11 17 -12 -19 -4 21 22 -6 -7 26 -26 27 -25 -29 -30 right_child=-2 -3 3 9 5 23 -8 -9 -10 15 16 12 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 -28 28 29 -31 leaf_value=-0.035455475932787105 -0.04084854237655957 0.0037966854960421654 -0.0026063844987772112 -0.033639509827843576 0.041974626206971198 0.055810729642072544 -0.046354955750111726 0.085086645213046486 -0.031641262645722028 -0.0081099070677680754 -0.028969163497011563 0.01382326094802677 0.13139665771017051 0.0023835992994459452 0.16938883730846813 0.12067620114233035 0.059876992729141945 0.081524768026393427 -0.011454735812535467 0.11871616052820365 0.13069200068578468 -0.00049913412376515007 0.1746716664954521 -0.016978513965619321 -0.042597344588267277 0.047623881104209419 0.084585461499950707 0.091763319591744844 0.026755383205323002 -0.055718695883367489 leaf_weight=17.005984824150801 5.0847345143556586 400.5348987467587 1.927107248455292 11.491761922836302 2.5230096243321878 5.7085851654410353 11.571265801787375 2.8015498593449584 13.75209830701351 2.0831994079053398 67.348438508808613 3.4547194577753535 1.8318323418498028 37.082946341484785 1.7213377878069875 1.8996459394693372 2.579542599618434 3.561300557106736 24.010233044624329 2.2338563725352287 2.8476238325238219 4.2525685019791126 1.6953134909272192 14.830388676375149 14.786289468407633 3.4132056161761275 3.9470865130424491 3.5783837847411659 21.534045677632097 3.4764784947037688 leaf_count=165 41 2634 30 183 34 39 170 34 155 25 923 48 19 458 22 16 14 37 366 23 21 42 15 170 133 19 24 31 224 44 internal_value=0.000527276 0.00083241 -0.00327659 -0.00126429 0.00821095 0.0171472 -0.0146495 0.00306126 -0.00976727 -0.00819458 -0.00979493 0.00507067 0.01516 0.0101214 0.0655578 0.0533155 -0.0182695 -0.0203932 0.000555041 0.0625269 0.0682125 0.0472091 0.0953046 0.00903792 0.00496558 -0.0256769 0.0167393 0.0105716 0.0248632 0.0152914 internal_weight=694.569 689.485 288.95 271.944 114.879 82.593 32.2859 20.7146 17.9131 157.065 153.082 55.5826 44.0908 42.259 5.17606 3.98285 97.4995 94.92 27.5715 4.16096 11.3185 8.47089 4.21832 71.2745 65.5659 18.1995 47.3664 43.4193 28.5889 25.0105 internal_count=6159 6118 3484 3319 1208 796 412 242 208 2111 2070 730 547 528 70 41 1340 1326 403 53 112 91 49 684 645 152 493 469 299 268 is_linear=0 shrinkage=0.05 Tree=51 num_leaves=31 num_cat=0 split_feature=40 41 37 40 39 49 28 45 50 6 25 35 7 20 47 50 28 7 24 2 47 47 47 7 15 48 47 27 37 7 split_gain=3.30006 8.60105 6.41571 5.19797 4.88823 5.4468 4.57743 8.74903 5.42885 5.14547 4.92347 4.37882 7.31511 5.91276 4.99332 7.05007 5.21748 6.77459 5.11314 4.86892 4.34796 10.7623 4.56206 4.27392 5.96276 5.24168 7.2467 10.5446 8.99349 7.1099 threshold=0.099860086220288982 0.045638669588143298 2.0244264757147046 0.068659676800027894 1.1356068426671075 0.63200812699057318 0.94946875888822924 1.0054593625430488 0.26434703808186327 -0.081466738333911534 -1.2214230921199845 0.96170003490211231 0.0039900735725784129 0.26196109957985253 0.016247743682310471 0.13353085745848745 0.99659456152639547 -0.043249482346071393 -3230080.9999999995 0.04999999999999994 0.0048578673463142031 0.010514937992344025 0.01428316417605951 0.27234121388281357 0.99358640687080302 37.525564393087883 0.0095838370598753369 6.4919004603746702 1.5454724723581534 0.005414014146772784 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 6 -5 -6 7 8 -1 11 -9 12 13 14 16 -16 17 19 -19 -8 -12 -22 -23 25 -25 26 27 28 -11 -29 right_child=1 -3 -4 4 5 -7 9 10 -10 23 20 -13 -14 -15 15 -17 -18 18 -20 -21 21 22 -24 24 -26 -27 -28 29 -30 -31 leaf_value=-0.033086581422765056 -0.024274201568208115 0.074469106413588948 -0.058057399846883954 -0.06165149444685647 0.027621083361298249 -0.0403418600818993 -0.032797510360552833 -0.032604791982718012 0.050610158316778502 -0.0088468573144775929 0.071178121459837304 -0.054253702881117798 0.063068327876849559 0.061201307272908158 -0.015229240372409464 0.070029084579201262 -0.054830304810484433 0.060822284455548853 -0.0049851633049028451 0.02167115032047507 -0.019534584782271089 0.10058622046921817 0.035146767043728183 0.070053043680694607 0.0088319190604468824 -0.0016813807769072897 -0.015556048258897188 0.02660053935239606 0.094710539794572751 0.10014477453802151 leaf_weight=10.524054840207098 3.9628731161355955 4.9726012796163559 4.710643056780099 6.267302535474303 5.7857521027326566 6.0108044743537903 30.517743989825242 2.7371078357100513 2.3746116980910292 36.515204004943371 7.1881514042615917 5.6244121938943854 3.4070048183202735 2.6601397991180411 6.3429234586656076 3.925192229449749 9.2786168009042722 4.3457947000861159 9.2016787305474335 4.7400404550135127 7.9738295339047935 3.7790549397468558 9.0207067877054197 5.2404595762491253 16.500067725777626 405.43937336653471 21.447203412652016 47.732196737080812 2.2242624908685675 3.5292783416807643 leaf_count=162 22 22 44 31 30 37 263 17 12 535 39 38 18 15 50 24 80 34 76 35 51 19 41 23 80 3603 217 487 20 34 internal_value=0.000486933 0.0306766 9.31502e-05 0.000495786 -0.0259671 -0.00700868 0.00121758 0.0168765 -0.0176782 0.000114102 0.0313953 -0.0117145 -0.00849951 -0.0119332 -0.0147794 0.0173625 -0.0204615 -0.0139275 0.0161247 -0.0254748 0.0376601 0.0260621 0.0544674 0.00187191 0.023589 0.000958478 0.0105621 0.016786 -0.00290101 0.031664 internal_weight=693.979 8.93547 685.044 680.333 18.0639 11.7966 662.269 43.5975 12.8987 618.672 30.6989 80.0435 74.4191 71.0121 68.352 10.2681 58.0839 48.8053 13.5475 35.2578 27.9617 20.7736 12.7998 538.628 21.7405 516.888 111.448 90.0009 38.7395 51.2615 internal_count=6159 44 6115 6071 98 67 5973 341 174 5632 167 633 595 577 562 74 488 408 110 298 150 111 60 4999 103 4896 1293 1076 555 521 is_linear=0 shrinkage=0.05 Tree=52 num_leaves=31 num_cat=0 split_feature=7 6 6 45 21 7 37 47 38 20 29 38 41 12 47 46 2 0 16 35 41 26 16 2 10 22 16 10 16 50 split_gain=3.16215 3.53927 9.89281 7.25638 10.0353 7.83347 7.08037 9.63763 7.68093 6.81125 6.67851 5.89751 5.79532 6.14037 5.90843 6.40377 6.41216 7.60116 5.21152 5.01437 4.86307 12.4275 9.02363 4.73046 6.80118 5.68065 4.59905 8.66153 7.45524 7.96186 threshold=-0.28721335724119101 -0.025511940046748113 -0.012094010664794484 0.99202203430926839 0.12397637662574919 -0.077591285983720878 0.90740801670209714 0.0015958508514547509 0.80771544825454666 0.25153536733244014 0.98011631869576132 0.56040127642958748 0.013614573484073701 36.221720731146874 0.0013937288998185429 0.0014351162985232397 -0.3700000000000005 2.533377200167791 0.0373794327457182 0.95854882934375996 0.0066713963808163095 19.706439790237795 -0.022515707017008221 -0.35500000000000392 0.013864224041039664 0.034980857543996456 -0.013668527214785092 0.033620792576960289 -0.071052529091289104 0.095366232377243856 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 11 3 5 -5 -3 8 -8 9 -6 -11 -2 13 14 -13 -16 17 -17 26 -9 21 22 -18 -21 -25 -26 28 -28 29 -14 right_child=1 2 -4 4 6 -7 7 19 -10 10 -12 12 18 -15 15 16 20 -19 -20 23 -22 -23 -24 24 25 -27 27 -29 -30 -31 leaf_value=0.043219794477836707 -0.041630593038251312 0.045656348311583494 0.00017177102010758815 -0.03533229298211682 0.081909746373964518 -0.035932238928796344 -0.031607072283469886 -0.0030912290065626068 -0.025973224412149401 -0.062076466737660686 0.045820563930687078 -0.048047007863059848 -0.013727343816573954 -0.043286951414980769 -0.046713399247812232 0.10613386948991266 0.18156922780677862 -0.0063202715333995742 -0.030165046133504261 0.14556851612503574 -0.010952712957155929 -0.055341446617084455 0.021972157709965887 -0.0043852851917597149 0.13829046580256879 0.043857271328798325 0.023259719703259185 -0.032696491501714685 -0.028832340900775147 0.016820329750826521 leaf_weight=4.2959141656756392 10.259642492979763 4.4373523443937293 383.14640175551176 4.5186314210295668 6.1716289073228854 8.7297409251332265 2.0705998092889777 1.4636057280004013 5.5859347879886618 2.2080475986003876 4.0920061320066452 7.5139864683151236 36.050540085881948 15.387841105461119 6.2468309961259356 3.3067943193018392 1.6831958740949633 2.7543211095035076 11.953447580337523 3.3316265791654578 24.562202982604504 2.1217779219150543 1.8692207336425841 2.0389447100460512 3.9349613338708878 2.675245001912117 49.536002431064844 8.0379066690802556 20.947027917951345 52.239279273897409 leaf_count=21 90 33 3421 57 48 92 32 9 51 17 40 116 265 201 93 37 22 25 73 25 302 30 26 37 30 16 389 46 183 332 internal_value=0.000455273 0.000188588 0.0029316 0.0235608 0.0346214 -0.00843663 0.0440367 0.0688087 0.0227528 0.0445767 0.00800473 -0.004494 -0.00293384 -0.0156637 -0.00717239 4.6692e-05 0.00809414 0.0550319 0.00172662 0.0842739 -0.00131489 0.0404049 0.097592 0.0949467 0.0754473 0.100072 0.00401194 0.0154477 -0.00201533 0.00434709 internal_weight=693.171 688.875 434.405 51.2583 38.0912 13.1671 33.5726 15.515 18.0576 12.4717 6.30005 254.47 244.21 65.4462 50.0583 42.5443 36.2975 6.06112 178.764 13.4444 30.2364 5.67419 3.55242 11.9808 8.64915 6.61021 166.811 57.5739 109.237 88.2898 internal_count=6159 6138 3908 487 362 125 305 149 156 105 57 2230 2140 852 651 535 442 62 1288 117 380 78 48 108 83 46 1215 435 780 597 is_linear=0 shrinkage=0.05 Tree=53 num_leaves=31 num_cat=0 split_feature=39 21 23 38 23 25 25 21 38 28 37 11 6 6 7 15 13 5 49 16 12 23 2 1 16 14 48 49 16 6 split_gain=3.1047 3.00513 4.81584 6.49068 4.70045 4.85921 4.66553 9.98605 7.70527 6.04874 9.4114 6.5813 4.67689 10.3543 4.34245 5.58832 5.29521 5.00233 6.27171 6.74589 4.99493 5.03394 5.34963 5.9328 6.9589 7.32025 4.95991 6.17936 4.94627 4.45371 threshold=2.7690930892679519 0.25288962244374741 9.5921419070908005 0.57198976949021019 19.891722891344745 -1.6181464061987902 0.4763085805494332 1.835303463124099 1.5996198276154219 0.99503401680306669 0.7848714698155812 0.033121457207026098 -0.038986185876164529 -0.011109396962528604 0.13872490385423944 -0.07439872564699658 33.396531888325235 0.042853898613243853 0.7056119271238902 0.18981039112377693 55.082186721713931 18.80813793532279 -1.8299999999999998 -1.6037084915709519 -0.21968525285166404 -0.088995715441780185 56.071982657815347 0.84036383956579053 -0.98701836863321868 0.0026711212109320486 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 14 -6 8 12 9 10 -5 -11 -8 -14 15 16 -4 18 28 26 21 22 -17 -24 -25 -26 -20 -28 -18 -30 right_child=-2 2 4 6 5 -7 7 -9 -10 11 -12 -13 13 -15 -16 20 17 -19 19 -21 -22 -23 23 24 25 -27 27 -29 29 -31 leaf_value=-0.004751152846786069 -0.039462366476795706 -0.061052656438369018 -0.056880137074259408 0.077047141272193254 -0.023705401197704281 0.0058360241235045152 0.023373467812676862 -0.011487036452804508 0.084615941632114472 -0.02455097898998326 8.1409995544402537e-05 0.054293096236889798 0.15492515766915055 0.040830801373992351 0.042503142627120558 0.066188767124909953 0.05875316088214242 -0.022459885411619224 0.015366877454359208 -0.017172814811924158 -0.045630219039522503 -0.053088923221904782 -0.044339560634409463 0.07667122456216606 -0.056772519303695694 0.013377902109910748 0.14168024980404115 0.041190869110392853 -0.011267556106373786 0.028066890683311141 leaf_weight=184.78595071285963 4.8453837633132926 2.6644087880849829 3.9237483292818061 5.8982237391173866 14.641424082219599 282.5527271926403 4.3822104558348665 6.4209585078060618 3.173912711441516 19.242517437785867 12.161680109798906 3.0688682198524466 3.355362381786108 4.8815683908760548 4.3435542732477179 2.5330296382307962 3.4082255810499111 15.88748651742935 3.7506202310323697 3.8721237853169432 14.784792728722094 6.1005459837615481 8.6652958467602712 2.9041965417563906 5.2064767889678505 13.015055514872083 2.8819512911140919 3.2607245370745659 37.235714789479978 8.9204284287989122 leaf_count=2218 41 24 45 42 137 2052 31 37 22 200 98 16 21 43 23 15 17 101 30 27 159 57 66 30 66 138 18 24 304 57 internal_value=0.000420988 0.000701906 0.00270463 0.0153769 0.000816337 0.00438065 0.0186307 0.039276 0.0096036 0.00370627 0.0252178 -0.0137062 0.0651055 0.0873078 -0.00671272 -0.00828053 -0.000182696 0.00262561 0.00891879 0.038776 -0.0209336 -0.011431 -0.00356885 -0.0095001 0.00479026 -0.00666633 0.0606737 0.0883373 0.000626604 -0.00366553 internal_weight=692.769 687.924 503.138 65.2497 437.888 297.194 62.5853 19.0401 43.5452 40.3713 18.0599 22.3114 12.6191 8.23693 140.694 136.35 83.141 79.2173 63.3298 13.7654 53.2094 38.4246 32.3241 29.791 21.1257 18.2215 9.8933 6.14268 49.5644 46.1561 internal_count=6159 6118 3900 534 3366 2189 510 132 378 356 140 216 95 64 1177 1154 623 578 477 99 531 372 315 300 234 204 72 42 378 361 is_linear=0 shrinkage=0.05 Tree=54 num_leaves=31 num_cat=0 split_feature=1 39 2 38 11 37 16 45 37 45 9 11 1 47 37 47 34 0 34 37 9 47 44 13 44 44 15 19 29 16 split_gain=2.9623 5.2297 3.66386 5.20148 4.98587 4.38545 5.53525 5.92742 4.34357 7.27424 6.09941 8.75174 7.52617 5.11663 4.63429 6.78239 6.47578 11.1517 8.76262 7.27261 14.1701 8.24293 6.56402 5.80781 7.01844 5.73426 7.2858 10.0355 6.89406 7.50983 threshold=10.000752949037407 2.7690930892679519 3.0700000000000007 0.87736284815662857 0.051449970882934792 0.97988576780367742 0.097756091491310773 0.94581106261567427 0.71123599023581374 0.98773983236404972 0.010339554576402331 0.020271409532190365 0.6529929023580181 0.0078124999999999792 0.78699877468645374 0.019304482591361305 1.0035603202545305 2.5718879191547996 1.0074026764255113 0.75516469025387056 0.016745897433341719 0.01096929134418116 1.0323204342594925 36.167576422303462 1.0215854585615693 1.0234925425390762 -0.39835066868680896 0.075598366412572213 0.9518485833703505 -0.20619711593268347 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 8 -5 7 -7 9 -1 11 -11 -12 -14 15 16 19 18 -18 23 -21 -22 -19 24 -10 26 27 -16 29 -29 right_child=-2 -3 3 5 -6 6 -8 -9 14 10 12 -13 13 -15 25 -17 17 22 -20 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.049246507307692727 0.042280825630327423 -0.058026885162132037 -0.05801592707447259 0.035841634149607796 0.022831108723281306 0.074224886067649362 -0.039002666368777833 -0.011644639393918176 0.059330780496530858 0.0071392767417914494 -0.019323906573810432 0.11144384461340673 0.095752643307192992 -0.0044929411989618785 0.12235302641788837 0.071302097896710645 0.16150169623706512 -0.060501063100980725 0.043174146645475177 -0.032177389442141838 0.069383135190184783 -0.018927762289484423 0.037409600752540108 -0.034078592270683626 -0.029308524322827517 0.003478652847515252 -0.013879591658066057 -0.032384964627356315 -0.031974400021651042 0.083019905540498942 leaf_weight=10.42072608321905 4.195011541247367 3.8431112803518763 5.9613539502024642 5.0033634975552586 25.80379731208086 2.7193387821316737 12.046098597347735 7.7009091302752495 4.5420948229730147 17.701425909996036 49.170047789812088 2.2688377909362307 2.4907224848866454 2.6033541560173035 2.2002570107579222 4.8414665311574927 2.4477282054722291 2.9692018553614616 4.3365016169846058 8.0288634710013884 11.929725155234335 3.3941505625843993 4.0421358831226826 16.924645971506834 4.3931983970105648 354.25194279477 103.623953666538 2.1536945514380932 5.9855037815868855 4.0806294567882997 leaf_count=111 22 36 40 25 123 14 70 48 44 203 441 17 23 19 24 27 22 23 50 108 76 23 23 158 36 2712 1508 28 72 33 internal_value=0.00039202 0.000136563 0.000463342 -0.0156796 0.00129284 -0.00649198 -0.0159199 0.0107645 0.000403328 -0.0101272 -0.00463582 0.0189894 -0.0133304 0.0445216 0.00205374 0.0142728 0.0098908 0.0401659 0.0858663 0.00140391 0.0216304 0.0498228 -0.00405417 -0.0168616 0.0157497 0.000298357 -0.00924576 0.0240534 0.00635387 0.0431524 internal_weight=692.074 687.879 684.036 33.4311 650.605 27.4697 22.4663 10.4202 624.801 84.6551 74.2344 19.9703 54.2641 5.09408 540.146 67.8497 63.0082 13.7956 6.78423 49.2127 23.3527 15.3239 7.01134 25.8599 8.93529 472.296 118.044 14.4201 12.2198 6.23432 internal_count=6159 6137 6101 197 5904 157 132 62 5781 814 703 220 483 42 4967 590 563 118 72 445 207 99 46 238 80 4377 1665 157 133 61 is_linear=0 shrinkage=0.05 Tree=55 num_leaves=31 num_cat=0 split_feature=29 28 1 44 29 23 49 33 23 2 46 28 19 30 22 44 16 46 7 46 47 2 25 45 2 31 2 1 39 47 split_gain=5.80138 6.02627 5.53566 5.23233 6.43113 7.07055 5.58627 6.64906 4.92064 4.77157 6.05801 8.28055 10.6165 6.3041 5.59433 4.90465 4.6251 4.36056 4.3536 4.90097 4.11505 7.22499 5.92319 5.41929 4.95776 4.02654 4.52356 6.08091 5.07936 5.8551 threshold=1.0690031221393632 0.94946875888822924 0.95103548531287607 1.0489925895112568 1.116524760839211 25.563401859974018 0.82169188464819309 5.8086666666666682 20.3138934437867 5.5400000000000071 0.021145446698316698 1.0147918079923828 0.22776228357396522 246.239 0.035875943800260136 1.0904744069912611 0.15168708951610402 0.027777777777777776 0.45442504426828551 0.019499099615695435 0.010365814701690542 -3.6050000000000035 -0.45766453951683927 0.99973836087433599 -0.27999999999999975 80.020500000000013 -1.0899999999999979 -1.0755709134615377 0.91846843161943681 0.0040160642570281494 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 20 4 5 -2 -7 -8 -5 10 15 13 14 16 -13 -3 25 -16 19 -10 22 -22 -1 -24 -23 26 -12 -28 29 -29 right_child=3 9 -4 8 -6 6 7 -9 18 -11 11 12 -14 -15 17 -17 -18 -19 -20 -21 21 24 23 -25 -26 -27 27 28 -30 -31 leaf_value=-0.036344685082634942 0.090946537611141867 -0.0035501156343075639 -0.045192984276690558 -0.038745753421944897 -0.0081369323066925649 0.073050966079279092 0.044481625323448848 -0.059982104163000052 0.0386678120405132 -0.037382780408240147 0.068468863165058222 -0.042654481397853709 0.098060749888861126 0.059674806307420572 0.071263721596731777 -0.049452371599692485 -0.04087898027838905 0.0031717564981050845 -0.02444013895355053 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0.0337482 0.0506323 0.0235718 -0.00554061 0.00378561 -0.00281404 -0.00221251 0.0120737 0.040748 0.0010643 0.0152928 -0.00409262 -0.00461067 0.0344518 0.0109141 0.0197732 0.0194052 0.0381494 0.00805536 0.0191284 0.0553909 0.00276917 0.0103051 0.00379168 0.0178558 0.0471859 internal_weight=688.9 625.59 51.9174 63.3094 22.7347 16.2032 9.6953 6.1039 40.5747 573.673 563.861 65.5757 18.1926 47.3832 12.5975 498.286 43.2003 9.4673 34.7503 27.7874 48.3568 18.2375 30.1192 24.1071 14.0273 35.8962 29.851 26.8448 19.8956 8.47405 internal_count=6143 5798 367 345 125 93 62 44 220 5431 5372 404 104 300 78 4968 281 51 184 149 312 97 215 179 78 239 201 186 140 56 is_linear=0 shrinkage=0.05 Tree=56 num_leaves=31 num_cat=0 split_feature=29 6 45 46 5 28 37 39 2 17 1 47 39 47 0 10 1 1 45 2 17 39 5 5 10 10 19 44 6 12 split_gain=5.21377 6.65279 5.75284 7.17141 5.46274 5.44025 6.4555 5.7577 8.44908 13.7528 10.5465 5.3895 5.77692 5.33301 5.25691 5.23965 5.07529 4.99923 6.07697 5.41217 4.89859 4.80346 4.74019 4.68872 4.65703 8.25552 7.06911 4.82242 4.62481 12.7598 threshold=1.0690031221393632 0.10420046038336596 1.0011547590473908 0.0057530742179459117 0.11850287239944136 0.94946875888822924 0.67677190611410709 0.74272939028244556 2.6199999999999997 105.44367608127142 -1.4834999846010086 0.005228551877937704 1.1175205269028587 0.0070262979522086677 1.1428571428571399 0.046199637266440031 0.95103548531287607 -1.0579962979343704 1.0080709223969475 -0.46000000000000035 87.928287484285221 0.73969092211649456 -0.04753508784525106 0.1020644031258421 0.045184778771184181 0.049013034911449919 0.29685599523451511 1.0931510738434842 0.0026711212109320486 44.460022497341178 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 11 3 4 -3 16 17 8 9 20 -11 -2 -13 -4 -9 -5 -1 18 -7 -20 21 28 -16 24 27 -26 -27 -24 -8 -30 right_child=1 2 13 15 -6 6 7 14 -10 10 -12 12 -14 -15 22 -17 -18 -19 19 -21 -22 -23 23 -25 25 26 -28 -29 29 -31 leaf_value=0.018398341867237274 0.077438792795606295 -0.0096985857828295885 -0.013979484697255446 -0.0095857184283599586 0.062251618361848129 0.074340726078950772 0.00067553528633703579 -0.042425141266908606 -0.06216375610300643 -0.0090503743369304678 0.11530844510420973 0.045554664555710056 -0.035943237558465999 0.052022824943602636 -0.016522989335225568 -0.066340374745022884 -0.044410772098370292 -0.036450430470058436 -0.045550373923578837 0.023954359270374551 -0.047820682799861756 0.08146971880090402 -0.00092674961623225537 -0.038910895856012394 0.081904689879004372 -0.035212582415384934 0.049704990218662204 -0.063353696770034801 0.083745740198056695 0.0064669576619437704 leaf_weight=48.426114901900291 6.3373301923275021 5.1672552451491338 4.4841846078634253 17.415053889155391 5.3897064477205276 2.3643925487995139 112.76641605421901 9.0269422084093076 4.3613532334566107 2.5609008297324181 5.1003991514444342 6.4818018376827222 3.2720964923501015 9.6397909671068174 60.817945640534163 5.3056107163429251 3.445105802267789 23.980241309851408 6.1340648494660845 5.1542023234069338 4.2527865916490546 2.1121014580130568 274.18868990987539 8.0281524285674077 4.6999700516462317 5.6626939252018911 4.3208828270435333 3.1288755014538756 6.6659888997673979 26.883299473673105 leaf_count=312 39 32 21 97 26 15 1200 176 34 15 30 34 22 44 493 30 55 259 48 44 39 19 2638 48 23 31 21 21 48 229 internal_value=0.000110478 0.0137608 0.00433094 -0.007017 0.0270346 -0.00127828 -0.00268383 -0.00127475 0.00650141 0.00836913 0.0737397 0.0415395 0.0182149 0.0310679 -0.00473744 -0.0228388 0.0142268 -0.0226999 0.00145227 -0.0138146 0.00508893 0.0066049 -0.00379464 -0.00121452 -0.000178113 0.0272632 0.00153966 -0.00163109 0.00552421 0.0218217 internal_weight=687.574 63.4928 47.4016 33.2776 10.557 624.082 572.21 534.577 164.703 160.342 7.6613 16.0912 9.7539 14.124 369.874 22.7207 51.8712 37.6329 13.6527 11.2883 152.681 148.428 360.847 300.029 292.001 14.6835 9.98358 277.318 146.316 33.5493 internal_count=6143 345 250 185 58 5798 5431 5065 1614 1580 45 95 56 65 3451 127 367 366 107 92 1535 1496 3275 2782 2734 75 52 2659 1477 277 is_linear=0 shrinkage=0.05 Tree=57 num_leaves=31 num_cat=0 split_feature=29 28 12 17 15 1 7 2 19 9 46 46 48 26 38 12 48 31 46 15 24 15 48 24 44 11 11 1 46 1 split_gain=4.68601 4.90024 4.67431 5.24189 10.4928 4.64432 4.61027 4.58468 5.64664 7.93567 4.31043 11.0867 4.40512 4.26171 5.11488 4.07671 5.19813 10.2317 8.66077 10.1604 10.9371 6.93012 6.75388 10.0903 6.14353 4.98032 9.8652 6.02734 5.95508 5.35577 threshold=1.0690031221393632 0.94946875888822924 19.320336890095778 51.227564236697958 -1.3247244800069693 0.95103548531287607 0.50699621546777129 5.5400000000000071 0.33697134179570876 0.028876954077071131 0.019499099615695435 0.016742056664926862 74.347883588319903 4.1072188519551842 0.98515341989327554 64.263977245301575 67.026602938036547 83.32350000000001 0.0035223674676672389 0.068035480863155542 -3933354.4999999995 0.28990650061257039 71.934889664532747 575426.00000000012 1.0325309725464804 0.017882244556909194 0.01645100628947525 1.0000000180025095e-35 0.024390243902438918 -1.1852688256307966 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 4 -3 -1 10 8 15 -10 11 12 -2 14 -6 16 -4 18 -18 20 -20 -21 23 -22 -24 26 27 -17 29 -27 right_child=6 2 7 -5 13 -7 -8 -9 9 -11 -12 -13 -14 -15 -16 25 17 -19 19 21 22 -23 24 -25 -26 28 -28 -29 -30 -31 leaf_value=0.017366286227440578 0.029423414805525266 0.1297146978126737 -0.0015910177132710296 -0.057063028897766169 -0.020372431175275207 -0.043629913865002312 -0.038063893920806238 -0.03573441067100934 -0.015761669692170945 0.0510043384790069 -0.0020923872964750991 0.093931144978464692 -0.0080347931700833902 -0.02416954863933508 0.088133691476054321 -0.054080549260409672 -0.026429409262570744 -0.063759652109754011 -0.038548935770034293 -0.049164508626191289 0.15602085188869269 0.040165509963903896 0.0877811087795346 0.054556732225625043 -0.02544832886244601 0.03367082544415767 0.080391392245328194 0.0054438647689590575 0.028474462199900009 -0.037994380352608825 leaf_weight=48.730734720826149 21.589724451303482 1.281994573771956 402.56953346729279 7.4409637935459605 2.3759301006794002 3.3342577349394551 4.1306175440549842 9.517778202891348 7.1095955446362522 11.899533808231352 20.372570529580116 5.2429107353091231 12.332047440111635 25.55395645648241 2.0006281659007072 5.5729525387287202 6.0581435933709171 3.414712030440568 2.308650575578219 4.2867525257170183 4.6252784505486471 4.3992244303226471 2.3431428633630267 5.2107676267623901 2.4510975442826748 2.8438566923141471 3.5841104649007312 17.953111164271832 4.6172370538115493 31.3051184900105 leaf_count=312 119 8 3779 87 28 55 21 59 45 57 107 24 74 336 19 94 66 24 20 36 26 35 25 35 16 17 34 267 29 289 internal_value=9.67941e-05 -0.00122406 -0.00256364 -0.0193519 -0.0103617 0.0134601 0.0130172 -0.00134401 -0.000717628 0.0260332 0.0165611 0.0262642 0.0158057 -0.0163615 0.0292283 -0.00172749 1.79255e-05 0.0184724 0.0273352 0.040046 0.0625915 -0.00392115 0.0785514 0.102269 0.0298916 -0.0133236 0.00311608 -0.00865653 -0.0248203 -0.0320262 internal_weight=686.457 622.789 570.724 38.6535 31.2125 52.065 63.6679 532.071 522.553 19.0091 59.5373 39.1647 33.9218 29.9305 4.37656 503.544 437.667 35.0978 31.6831 25.6249 16.9389 8.68598 14.6303 9.83605 4.79424 65.8764 27.1102 23.5261 38.7662 34.149 internal_count=6143 5798 5431 478 391 367 345 4953 4894 102 324 217 193 383 47 4792 4062 283 259 193 122 71 102 61 41 730 395 361 335 306 is_linear=0 shrinkage=0.05 Tree=58 num_leaves=31 num_cat=0 split_feature=40 40 22 0 26 23 49 2 46 46 14 37 16 22 21 7 19 0 37 4 34 34 2 31 6 46 6 5 5 18 split_gain=4.51928 8.48178 9.04551 12.5678 7.15609 5.55598 5.72052 5.25145 4.62129 6.72215 8.56601 4.58303 4.40207 4.3268 5.26297 6.13683 5.86232 6.97143 5.53899 5.22788 7.47295 4.54172 4.54163 11.0105 6.36025 7.0239 10.945 5.08229 6.27911 4.63742 threshold=0.0049999999999999498 0.0054027027027027117 0.026726090530316455 1.802934109511438 260.47216922910735 44.657737051129814 0.78531423006834711 -0.059999999999999158 0.0018167208388790317 0.0021462517751078044 -1.0000000180025095e-35 0.89667084892727333 0.042355060652440733 0.026254615547013537 3.6868085766275822 -0.071259538770600192 0.069972384353297459 2.0943102133231366 0.6721292543681131 0.016001303484234123 0.98855926870818134 0.94088104906199332 -0.19000000000000081 20.527500000000003 0.028120572038267014 0.0065350935634752002 0.045669866714231129 -0.043157030368624942 -0.015015015015015063 36.546830990625743 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 11 8 13 12 -4 -1 10 -10 -2 -7 22 16 19 17 -15 -18 20 21 -16 23 27 -24 29 -27 -3 -29 -26 right_child=1 5 7 -5 -6 6 -8 -9 9 -11 -12 -13 -14 14 15 -17 18 -19 -20 -21 -22 -23 24 -25 25 26 -28 28 -30 -31 leaf_value=-0.042340877158247185 0.077802162289503318 -0.0031599195341935589 0.052811231546022436 0.18281822001113088 0.047744316373702383 0.022672600887920474 -0.013563483082859604 -0.0427563544787797 -0.0053552753325925104 -0.01025543826997756 0.15671393515552964 -0.052937324536990571 0.082572032469668863 0.089068161790182038 0.047017406160710568 -0.018300436652258119 -0.023501255143782623 0.017076872454860625 0.005023501860545297 -0.02662352858854819 0.080481925628325651 -0.017903746483108322 -0.024123065785652965 -0.016251699189271919 -0.030811922465813296 0.14101509341291202 0.0034780569287814395 0.10874704843641247 0.029695419267051784 0.059131043378943586 leaf_weight=10.784844074398277 1.617089126259087 6.0862462073564556 2.7683751136064529 2.2487102076411247 5.3951721340417853 7.6551158241927642 5.7004173621535292 2.9900242984294891 1.9745132625102999 104.12648160755634 1.3887197114527214 1.144899111241102 5.1179379224777222 3.9772963337600258 4.2566666752100044 54.426860749721527 18.061018947511911 21.765890527516603 294.90150915086269 6.1255338266491881 4.7337438836693755 7.337964840233326 55.672898799180984 26.792012695223093 8.0820621773600596 2.2555468976497641 4.032661959528923 3.5511071160435685 8.5844378657638991 1.7420117817819107 leaf_count=159 19 45 17 20 29 58 44 26 29 1176 19 23 24 36 18 294 130 159 2106 36 23 39 928 369 114 22 43 40 75 23 internal_value=8.2768e-05 0.00198811 0.0459341 0.0950587 -0.00857005 0.00112898 0.0280858 0.00318817 -0.0111389 -0.00800825 0.0615651 0.023608 0.0466732 0.000193591 0.00258321 -0.00922698 0.00526394 0.0281995 0.00337734 0.0127665 0.0275435 0.00593036 -0.008309 0.00414191 -0.0161165 0.0115486 0.0528119 0.0341272 0.0528275 -0.0148632 internal_weight=685.298 561.628 10.7691 5.0107 123.67 550.859 18.4735 5.7584 118.275 107.49 3.36323 2.76199 12.7731 532.385 415.586 76.8808 338.706 25.7432 312.963 22.4539 16.3284 11.5946 116.799 45.0138 71.7852 16.1123 6.28821 18.2218 12.1355 9.82407 internal_count=6143 4731 105 62 1412 4626 126 43 1383 1224 48 42 82 4500 2841 410 2431 195 2236 116 80 57 1659 529 1130 202 65 160 115 137 is_linear=0 shrinkage=0.05 Tree=59 num_leaves=31 num_cat=0 split_feature=29 6 47 38 15 7 0 39 12 10 10 46 22 23 39 50 23 34 21 48 31 46 5 1 38 16 16 7 23 0 split_gain=4.11201 5.61495 4.50011 4.45943 4.8871 4.89806 4.57817 4.49033 4.11057 5.47413 9.5543 6.17919 8.90074 4.44601 6.25199 6.14438 7.15994 4.87328 8.26987 4.21217 9.37754 7.63734 7.06975 10.7331 10.0993 7.13347 6.61332 5.7886 4.54772 7.07814 threshold=1.0690031221393632 0.10420046038336596 0.005228551877937704 1.4272215426736383 0.1967066244207463 0.23145914017441696 5.4316023370029232 1.1688311204084687 64.263977245301575 0.022526987432402026 0.021467472136724081 0.020520537662089045 0.043067167446346588 22.988743363213896 1.5900241066898329 0.97540675039409019 24.694947721288223 1.0088357801259173 0.65200831433878503 67.026602938036547 83.32350000000001 0.0035223674676672389 0.013411227687695983 -0.28638383187681199 0.87177577148960517 0.0085703274138608978 0.023657432887143285 0.07858599358671349 10.499696295226739 4.2942552754485144 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 -2 4 6 -6 -3 -7 19 10 13 -11 -13 14 -10 16 -15 18 -18 28 21 27 23 25 -24 -23 -25 -21 29 -1 right_child=1 3 -4 -5 5 7 -8 -9 9 11 -12 12 -14 15 -16 -17 17 -19 -20 20 -22 22 24 26 -26 -27 -28 -29 -30 -31 leaf_value=0.0024148494977323512 0.069154289360586582 0.059714636758224887 0.015863562437576612 -0.024678634549997608 -0.047117233258401059 -0.0131645140655559 -0.0036563396758771249 0.035001924535402927 -0.0361881645209641 -0.042472062428109747 0.090783799966248718 -0.047633426213087741 0.069302823774631012 0.0798738767914558 0.036465075428525159 0.078248371373824566 -0.032230844040024187 -0.041733551116952275 0.12594011810010564 -0.059349046397961291 -0.054670873635592893 0.044970344181750992 0.13049968608150281 0.0052101411319069174 0.033320057083891186 -0.049159142523225681 0.10683378925923399 0.038753327681187048 -0.0035596274039766604 0.036199971816193624 leaf_weight=102.15368511155248 6.6247890591621426 8.0284890159964544 9.8540126234292966 10.888079248368738 4.7068173512816456 10.175493270158769 4.4186111539602271 9.2258131951093656 16.441939286887649 21.68032601848245 2.659369744360446 3.1359369158744803 3.3826024234294891 2.2044039480388156 3.6114612594246855 2.888774834573268 2.0976259708404528 7.4392698146402836 1.3635994978249071 4.1897872649133197 4.1813172586262217 2.9078163020312768 3.925268128514289 2.8070423528552082 8.3835976347327215 6.5388400033116341 3.7258739620447159 2.3454309329390526 394.20120230689645 18.276333142071962 leaf_count=1154 39 41 56 66 27 48 24 44 265 179 23 23 17 28 36 27 29 98 17 51 28 18 23 26 56 54 26 18 3488 114 internal_value=6.81338e-05 0.012143 0.0372874 0.0034094 0.0117755 -0.0013608 0.0372185 0.00973985 -0.0011757 -0.0128819 -0.000674591 -0.0296381 0.0130472 -0.00742193 -0.0231039 0.0122406 -0.00230976 -0.0189297 0.0300829 0.000238966 0.0160805 0.0245758 0.0358303 0.0138925 0.0643104 -0.0201847 0.0631685 -0.024141 -0.0009617 0.00754204 internal_weight=684.464 63.9221 16.4788 47.4433 36.5552 24.1081 12.4471 19.4013 620.542 66.9053 38.7064 28.1989 6.51854 36.0471 20.0534 15.9937 13.1049 10.9005 3.46123 553.636 39.005 34.8237 28.2884 15.9796 12.3089 9.44666 6.53292 6.53522 514.631 120.43 internal_count=6143 345 95 250 184 119 65 92 5798 742 523 219 40 500 301 199 172 144 46 5056 300 272 203 124 79 72 52 69 4756 1268 is_linear=0 shrinkage=0.05 Tree=60 num_leaves=31 num_cat=0 split_feature=22 40 39 38 19 19 48 48 33 39 47 28 46 38 34 34 37 19 27 40 7 46 46 22 46 1 39 11 7 2 split_gain=5.30684 6.87222 4.76646 5.98753 5.25165 6.20664 6.532 7.44597 5.69569 6.41814 5.48649 5.46875 5.08498 6.42767 5.06096 6.58709 4.99531 5.6977 8.70954 11.7482 6.18062 5.64607 9.61146 5.76036 4.54119 9.13751 7.80981 4.42602 6.7717 5.79929 threshold=0.021545655084223028 0.00075823232911209637 0.86841601082894071 0.77343622987491523 0.24812742618175884 0.23182090672748831 66.109860754198579 58.354739667927994 4.3700833333333344 0.72403126839866616 0.0015052699554007976 1.0057007387909442 0.018056464669461949 0.93938969564944752 1.002435093951499 0.99717225626008432 1.263768984039751 0.10788252422326709 33.225151904327959 0.013731405537128984 0.038079016224305325 0.011980434000542209 0.0091263401729091351 0.042376794537359284 0.0026660743373315 2.0512122179962322 0.80423243449898507 0.013716946543832412 0.044803216566022715 -0.38000000000000028 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 6 7 10 -8 -10 -3 14 16 -14 15 -12 17 18 20 -20 21 22 23 -5 25 26 -19 28 29 -4 right_child=1 2 27 12 -6 -7 8 -9 9 -11 11 -13 13 -15 -16 -17 -18 24 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.010445762863100727 -0.034269681842278903 -0.032652813066607576 0.093022682243085852 -0.0082585289817859019 -0.01849660261117252 0.063113370538414565 0.094080108325838768 -0.035239938486098202 -0.032794830375462942 0.068554685212654121 0.016818570536528247 -0.029342468488781883 0.01872852745156035 0.0809567451298987 0.072674371867139806 -0.041164391459276917 -0.042179588746125207 -0.024009773460514562 0.14791414777070563 0.0028901781468111017 0.099067115147500925 -0.062011903812001362 0.11224077176327096 0.077164884943469944 -0.0018956864121188342 0.10504305183108456 0.05696622332480028 -0.0030045353929281913 0.12007894823034489 -0.00139464238059248 leaf_weight=109.6983108650893 13.080614797770975 8.6314642764627916 1.9178331941366185 12.858922075480235 28.922425948083401 4.4872236065566531 3.4044869542121869 13.636323545128105 3.3984736241400242 2.8908572196960449 50.552039001137018 7.9222810901701441 12.148207582533361 6.3026523739099494 3.561033457517623 5.4236761704087249 4.1721222288906565 7.156364366412161 3.3512051329016677 2.394119955599308 2.1446727477014056 2.4104798957705489 2.4148011729121199 2.3312803059816352 48.879654835909605 3.1597213037312022 5.0993366204202175 299.05253117904067 1.6705916225910176 10.70026909559965 leaf_count=1781 127 76 18 139 170 24 23 120 31 19 397 70 68 30 27 54 31 57 28 23 20 20 19 12 348 18 35 2218 16 128 internal_value=-0.000369113 0.0015564 0.00239175 0.00757587 0.000347538 0.00559275 0.00299663 -0.00121589 0.041988 0.0137899 0.00488163 0.00968421 0.0159378 0.0399851 0.0148773 0.0112004 0.0113338 0.0137553 0.0326221 0.0874816 0.018399 0.00975534 0.0195817 0.00485163 0.00556673 0.0292288 0.00968262 -0.00170559 0.0254804 0.0129559 internal_weight=683.774 574.076 560.995 247.654 132.83 103.908 99.4206 89.7268 9.69382 6.28933 76.0905 67.459 114.824 18.4509 59.5367 55.9757 96.3727 92.2006 27.9055 5.74533 22.1602 20.0155 17.605 15.1902 64.2951 15.4154 12.2557 313.341 14.2887 12.6181 internal_count=6147 4366 4239 1859 1011 841 817 744 73 50 624 548 848 98 478 451 750 719 261 51 210 190 170 151 458 110 92 2380 162 146 is_linear=0 shrinkage=0.05 Tree=61 num_leaves=31 num_cat=0 split_feature=22 40 5 1 0 1 15 48 50 11 0 45 22 25 40 16 28 10 29 28 7 1 46 6 7 21 15 47 19 50 split_gain=4.81746 6.33558 3.67296 5.62065 7.43537 8.93827 5.73565 9.16983 5.61588 6.09518 5.17954 5.04232 5.70825 7.25242 7.77768 4.53937 7.31661 8.89398 8.9125 4.66173 4.7317 4.26159 3.44751 5.53249 3.3771 3.36665 4.04662 4.50341 5.95843 4.10857 threshold=0.021545655084223028 0.00075823232911209637 -0.030215630291159087 0.71753173202995935 1.7782169521299953 0.5150013663178522 -0.064568595852276853 53.400674396080063 0.91687903544166061 0.012482034976698109 4.4655722519555354 1.0138209052633258 0.020166966001204444 1.2301915021038385 0.014505565477093143 -0.022515707017008221 0.99487436197661905 0.0087785060771041167 0.97904686123342233 0.98967681814792596 -0.030205779312814148 -3.3350407336943304 0.0015726361920873301 -0.050340989240223781 0.041488860241571619 37.251474139451112 3.0802917813119453 0.018875666559779517 0.22344203049237421 0.18840791636437665 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 24 10 4 8 11 7 -5 15 -10 22 12 13 14 -6 16 -4 18 -18 20 -17 -13 23 -1 -2 26 -3 28 -28 -30 right_child=1 25 3 6 5 -7 -8 -9 9 -11 -12 21 -14 -15 -16 19 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31 leaf_value=-0.05738258152846705 -0.04806955706867766 0.0016575554370643062 -0.037520173044755883 -0.036389786946146974 -0.027529738907991538 0.12659467182059378 -0.045640458181234758 0.10736168606917523 -0.016080318853514158 0.13576101454612888 0.015494514012526734 0.033581845876108428 0.098268962735230087 0.12504586800267767 0.056650127541463646 0.079154401896450025 0.19405190162185793 -0.024686266311498631 0.00010282474303078221 -0.039910050385088144 -0.012647215562346416 -0.046643197097711579 -0.051941272072697012 0.052820736838868898 0.011517874520480446 -0.030458740849477806 0.074485600862813847 -0.006499595894345094 0.052524987749694378 -0.0023488088477109864 leaf_weight=2.2629511319100857 9.6212853342294675 521.4429614469409 3.3035424537956706 2.9187404029071358 7.2556697987020069 1.93027989193797 13.837626779451965 1.7895539142191408 1.3340843655169004 1.3098046556115148 5.4910958707332602 2.5037204399704933 2.6024010032415381 1.3920782357454289 4.4127286337316036 1.6307132281362999 1.5843688510358336 1.7652990631759164 0.94600147753953923 19.152166355401278 10.080350253731014 4.8853494971990576 14.126400887966154 2.2926907725632253 3.1583434306085101 7.7534846216440192 6.2044893652200725 10.7252105101943 5.1722464710474005 10.018326714634894 leaf_count=32 103 4049 73 53 119 30 292 19 27 19 33 14 37 22 29 18 20 36 20 407 145 70 233 33 24 38 28 53 24 47 internal_value=-0.000360518 0.00146774 -0.0100068 -0.0050973 0.00172845 0.0232413 -0.0294209 0.018248 -0.0113459 0.0591431 -0.027196 0.0145868 0.0306485 0.0171746 0.00430521 -0.0161913 0.0184255 0.0614499 0.121542 -0.0247147 0.000135749 -0.0194597 -0.0397438 -0.00192121 -0.0333432 0.00226029 0.00271856 0.0199431 0.0331986 0.0163352 internal_weight=682.904 574.096 108.808 84.6345 66.0886 24.9822 18.5459 4.70829 41.1063 2.64389 24.1731 23.0519 15.6629 13.0605 11.6684 38.4624 7.59921 4.29567 2.53037 30.8632 11.7111 7.38907 18.682 4.55564 12.7796 561.317 553.563 32.1203 21.3951 15.1906 internal_count=6147 4366 1781 1450 1086 321 364 72 765 46 331 291 207 170 148 719 149 76 40 570 163 84 298 65 127 4239 4201 152 99 71 is_linear=0 shrinkage=0.05 Tree=62 num_leaves=31 num_cat=0 split_feature=47 40 47 19 48 24 40 1 13 38 26 26 50 33 26 38 31 25 19 5 15 40 25 37 33 14 28 46 37 46 split_gain=3.93723 9.42179 5.1664 7.10738 6.57113 11.8516 9.32473 7.79908 4.85973 6.71937 5.22786 8.75189 7.21892 4.82591 7.37316 7.59833 5.36804 4.39325 4.37381 5.21384 6.94356 6.89498 4.2662 5.43008 8.5122 4.26524 3.58092 3.52415 4.76066 6.38024 threshold=0.0015052699554007976 0.0050779839832612592 0.0023419203747072795 0.18762774053911477 51.050687534922126 -152825.99999999997 0.011801897257582241 -0.33688949419287517 55.356690581447317 1.4068779157312736 11.054917508036658 34.088927495263924 0.54042735646868689 7.0005000000000006 6.5233111115923608 0.98813025850515768 18.423500000000004 -0.18486199011708979 0.15121410709181679 -0.028268604603358501 0.27542289916460766 0.0068752156629182668 -0.46816484027108685 0.96800745477829031 31.534583333333334 -0.022328647632362971 0.99840765708505186 0.0078424383476435079 0.81625792815772058 0.013429449309033819 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 13 17 7 -7 18 10 -10 -12 -13 14 -2 16 26 -6 19 -3 21 -21 -20 24 -24 -11 -16 -23 -29 -30 right_child=2 8 -4 -5 5 6 -8 -9 9 25 11 12 -14 -15 15 -17 -18 -19 22 20 -22 27 23 -25 -26 -27 -28 28 29 -31 leaf_value=-0.055662006535074332 -0.045846688163058674 -0.049485256923609076 -0.00017894541502587349 0.061667480703023893 0.12775234678078637 0.11537847845556404 -0.040372829413785151 -0.00603617946714936 -0.030031355534022083 0.027844844283620836 0.1120887763358529 0.068821332220290396 -0.022444354238655973 -0.057737629841648055 0.08875075795370381 0.085437719530706002 -0.056097483008165305 0.044838243712707074 0.049401079683237453 0.055265557499110898 0.091884525290467728 -0.043531669488748766 0.061094717667792953 -0.030260061540551969 -0.039707099630312666 -0.059860269541884496 -0.020911643020733589 -0.059725538831468188 0.058535737159566587 -0.028143442845976658 leaf_weight=10.024314967915414 5.2218648698180941 11.662336273118852 542.77839239872992 7.5655253157019606 3.0845503024756908 2.4222301431000242 6.4166076518595219 2.9135683588683579 2.6086330227553871 2.1679346784949303 3.7139143981039515 4.0840190760791284 4.615181565284729 4.42398752644658 1.6624017506837829 3.5922525115311146 2.8500814400613308 3.3140960186719921 4.5382262058556107 3.02686025947333 1.5860993303358544 12.234945472329857 5.6223025023937243 9.8374591059982759 3.337595671415329 3.8444467261433592 1.3481014482676981 2.9439257457852355 4.1368967033922655 4.3609570264816284 leaf_count=159 79 143 4713 46 23 22 55 39 25 16 30 23 35 51 18 35 38 33 29 39 15 190 38 71 21 35 23 25 39 39 internal_value=-0.000354115 -0.00983544 0.00116824 0.0174846 0.00851095 0.0300526 0.000240785 0.049081 -0.0043875 0.0164336 0.0343123 0.0478342 0.0204022 -0.0119619 0.00183817 0.0281799 -0.00691637 0.0848081 -0.0113076 -0.0213533 -0.00975593 -0.015793 0.00589134 -0.00461317 0.0235457 -0.0282357 0.039644 -0.0248772 -0.00492962 0.0140534 internal_weight=681.94 94.346 587.594 44.8153 37.2497 18.1511 11.7524 5.3358 84.3217 21.0341 15.0217 12.4131 8.6992 19.0987 14.6747 9.45284 5.86058 6.39865 63.2876 39.952 28.2897 26.7036 23.3356 18.7974 8.9599 6.01238 3.0105 23.6767 11.4418 8.49785 internal_count=6147 972 5175 462 416 172 116 61 813 164 113 88 58 244 193 114 79 56 649 490 347 332 159 130 59 51 41 293 103 78 is_linear=0 shrinkage=0.05 Tree=63 num_leaves=31 num_cat=0 split_feature=21 27 28 18 38 31 30 49 29 48 49 24 13 45 6 11 37 0 7 45 19 38 44 48 49 15 23 6 15 6 split_gain=3.65068 6.70886 5.7168 5.39697 5.76814 4.64162 4.51815 4.40717 6.71906 6.72926 8.81788 7.29418 11.3661 7.80427 6.46202 6.68233 11.4837 6.68128 6.04775 8.22723 9.69107 6.82334 6.06738 5.89124 5.79099 5.73441 13.1855 5.41565 4.85094 4.80817 threshold=1.3550340372761747 27.654198834842614 0.97908227238146461 22.464231443550734 0.93101630488143139 46.390000000000008 97.14100000000002 0.27373304945838023 1.0482142451785041 69.333046784354408 0.59405862927334685 -6243059.9999999991 58.536057536944625 1.0061162143064968 -0.047595450469583293 0.018387523786994583 0.95480924369339759 3.0754431565637925 0.049668875468212421 0.99399630469498068 0.11966712514413783 1.0011179850613787 1.0171315864167616 74.764026674583988 0.22027496363842933 -0.09051501013751613 12.128460855340331 0.18746328618293587 1.0000000180025095e-35 0.044642857142857102 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 6 7 24 9 14 -11 -12 13 29 15 16 -9 -17 25 20 21 -20 -21 -14 -1 26 -16 -10 -24 -13 right_child=1 -3 3 -5 -6 -7 -8 8 27 10 11 12 23 -15 18 17 -18 -19 19 22 -22 -23 28 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0059878405452305911 0.084433645154985054 0.0020658704635211685 -0.052343505306337516 0.062497991091651932 0.025850162735745558 -0.031004596168247134 0.075120821307093133 0.11416879969552363 -0.026838631149123455 -0.045317552501571927 -0.026928292124095695 0.16596263156978408 -0.054466919528464511 0.036949688545130963 0.11818106362076196 -0.046476624662352861 -0.0094810904955604219 0.031863033712932039 0.076840025842672743 0.066184281814335472 0.11668993615348199 -0.055918278179410912 0.031553612312327395 0.048103489964188256 -0.044404771471259909 -0.019693429283120428 -0.00096987396512703624 0.026202291928119893 -0.036298173772612956 0.074959458656445752 leaf_weight=182.61397283151746 4.1892373114824322 236.30936718918383 3.6595535688102228 4.7462994158267966 6.6337573863565922 14.482012491673229 1.8805135674774636 4.7374307774007347 28.618540946394205 3.1261403895914581 2.9282911494374337 3.4412064664065785 2.5140045322477809 3.9533108733594418 2.4024932682514182 4.0514875203371039 3.1107078827917576 8.2920167744159681 1.8286919407546549 2.8465463239699593 4.1143672987818718 2.0560675449669361 3.8486942797899237 3.1590020544826984 10.36637321859598 45.360413026064634 69.199675787240267 5.7853375226259223 8.3473805561661703 2.5102745220065117 leaf_count=2113 20 1542 29 22 42 214 26 36 237 28 28 24 38 35 14 35 33 52 19 38 27 25 23 38 109 572 601 30 78 19 internal_value=-0.00034709 0.00437688 0.0327777 0.018389 -0.00194982 -0.00318362 -0.00220354 -0.00255888 0.00234311 0.00617697 0.0323527 0.0454731 0.059083 0.0914057 0.00264231 0.0290855 0.0651586 0.00614974 -0.00117136 0.0222419 0.0632132 0.00657569 0.000454852 0.0026492 -0.00805149 -0.0057838 0.00302804 -0.0179193 -0.0148863 0.127578 internal_weight=681.113 255.538 19.2288 15.0396 10.2933 425.575 411.093 409.212 216.232 181.828 21.6322 18.5061 15.5778 9.90479 160.196 20.1916 7.84814 12.3435 140.004 23.0417 7.99913 3.88476 15.0426 5.67301 192.98 116.963 71.6022 34.4039 12.1961 5.95148 internal_count=6147 1655 113 93 71 4492 4278 4252 2030 1763 210 182 154 78 1553 156 69 87 1397 210 71 44 139 76 2222 1187 615 267 101 43 is_linear=0 shrinkage=0.05 Tree=64 num_leaves=31 num_cat=0 split_feature=47 40 47 19 48 39 15 40 2 17 33 26 38 12 16 40 50 6 23 38 19 23 23 7 21 32 15 44 2 50 split_gain=3.57685 8.98034 4.59235 6.26589 5.77253 9.98835 6.23988 6.33379 4.93489 4.70584 4.5665 6.69246 6.53032 4.37864 6.83157 7.2714 5.06966 4.87637 4.2188 3.76276 7.11581 3.5277 5.61648 3.60153 4.51008 5.6993 5.68005 8.91991 8.99226 8.18753 threshold=0.0015052699554007976 0.0050779839832612592 0.0023419203747072795 0.18762774053911477 51.050687534922126 0.84924136589408905 -0.012034433271090897 0.022558593965135435 -13.064999999999996 21.876361566075456 7.0005000000000006 6.5233111115923608 0.98813025850515768 40.157278927180663 -0.16693800999539229 0.0078252064001145833 0.70455392647456294 -0.08018992067597662 19.334618962817505 0.71172464871811858 0.15265975654428485 53.375083568502156 49.905606592283483 -0.15237559641445972 1.3550340372761747 27.237250000000003 -0.094753726210077091 1.0463971597639159 0.60999999999999999 0.79486909013631013 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 10 18 7 -7 -4 -5 11 -2 -13 16 -15 -16 17 -3 -6 20 -17 22 23 -10 26 -26 27 29 -29 -25 right_child=2 13 8 9 5 6 -8 -9 21 -11 -12 12 -14 14 15 19 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31 leaf_value=-0.055380489828939811 -0.045151814517216712 0.0037905191525905014 -0.044397720346916233 0.0037822740144973169 0.038660962359549529 0.078329286837006781 -0.040015489126983619 -0.026972946261223169 -0.014119873769740899 0.085829940305908986 -0.057315251729186611 -0.006916532119449214 0.077715041888504588 0.068812424964370511 0.065707186652163782 -0.023351190130483146 0.036469169866287114 -0.040795840550603889 0.11599144579041379 -0.011643579428982026 0.089118788400537052 -0.045542020871671335 0.061307518422498555 0.023567650078716074 0.038025728728464686 0.0051382459124902392 -0.0070168203607418479 -0.042908336466281796 0.044499339760403545 -0.011193584867548194 leaf_weight=9.5480590276420099 4.9981972035020616 9.121326740831142 6.2342467829585066 2.6718394421041003 3.8210617303848293 3.4209347777068624 5.4220579750835869 2.4512098804116249 40.179695188999176 5.052152194082737 4.2229525893926612 5.8183299805968982 3.7473880797624588 3.8477970324456683 3.8283021971583358 2.8520723991096011 3.6521645188331595 18.714509684592485 3.2756998054683208 38.835840824991465 2.7743711471557617 4.1558148898184291 3.7957986295223227 62.08724314533174 14.31945553421974 164.60562877729535 205.3772142753005 14.166740320622923 3.7138217166066161 23.2953828163445 leaf_count=159 79 70 30 21 38 28 62 17 273 25 51 79 35 24 39 35 26 256 27 347 16 32 29 589 78 1071 2284 101 27 199 internal_value=-0.000340785 -0.00944143 0.00110417 0.0164705 0.00795701 0.02787 -0.00133903 0.034373 -0.00016901 0.0574485 -0.0115363 0.00173773 0.026238 -0.00419633 0.0046949 -0.000413992 -0.0189186 -0.0261857 0.0743549 -0.00610717 0.0321072 0.000345708 0.000704477 0.000268591 0.00145433 0.00777025 -0.00220714 0.0073587 -0.0247536 0.0140836 internal_weight=680.007 93.1744 586.833 44.9018 37.1778 18.391 11.2942 5.87214 541.931 7.72399 18.7869 14.5639 9.56572 83.6264 52.1384 48.2906 31.488 27.8358 7.09676 44.4623 5.62644 535.697 531.541 527.745 487.565 178.925 308.64 103.263 17.8806 85.3826 internal_count=6147 972 5175 462 416 172 107 45 4713 46 244 193 114 813 461 437 352 326 65 398 51 4683 4651 4622 4349 1149 3200 916 128 788 is_linear=0 shrinkage=0.05 Tree=65 num_leaves=31 num_cat=0 split_feature=47 7 39 12 46 47 6 9 38 9 33 16 45 39 38 38 2 20 7 47 15 9 19 35 29 47 19 6 20 48 split_gain=3.95122 8.65847 4.49943 4.29193 5.85265 7.06384 6.26002 5.1874 6.73669 8.71942 11.4043 5.16129 9.51645 5.19223 8.53809 11.2706 8.17859 6.92274 11.4557 8.67205 7.32869 6.91461 5.74735 5.92026 7.692 5.70475 7.90289 9.83202 7.29198 5.48376 threshold=0.0015052699554007976 0.026943961322649427 1.874004668615928 58.669689410648758 0.0074626865671641694 0.024639994183192983 0.10084300779699364 0.012772517615414617 0.84959077117753956 0.0087813097244137609 5.6700833333333343 0.4140855571025685 0.99896157392181084 1.0921642940066565 0.91597013451842246 0.87943882995491807 0.81999999999999684 0.45800580378561889 0.005414014146772784 0.0049421500340717751 -0.099212033758754703 0.043406620127650938 0.37507034664215438 0.97922723995282912 0.98114545423631794 0.016550531699692981 0.1623716388202254 -0.029688125403321271 0.23111394378715724 65.852671636497007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 11 5 6 7 8 9 -5 -11 13 -13 14 15 25 17 18 -16 -20 -19 -18 23 -15 -25 29 27 -27 -28 -2 right_child=3 -3 -4 4 -6 -7 -8 -9 -10 10 -12 12 -14 22 16 -17 21 20 19 -21 -22 -23 -24 24 -26 26 28 -29 -30 -31 leaf_value=-0.022579877300705001 -0.0024670876099231413 0.013092653116023029 0.052289639250605438 -0.033221054349196637 0.0018710322509107157 0.043673989800291073 0.0064175724530098899 -0.04271527584948269 -0.032933991752240085 0.18162223721129828 -0.016358540470032039 0.076885526870792364 0.0032060356826986284 -0.026222277719676331 0.012645553330916527 -0.03395264487258521 0.090494313873151377 0.040196075342792327 0.13886676884908733 0.02202833396845072 -0.036041952026130281 0.0058829156171980833 0.04330814680589859 0.062403116442966491 -0.0072882418978791122 0.12314215334349304 0.045084119014509899 0.025607630579438184 -0.027704933786350097 0.03068548372152612 leaf_weight=63.337963012978435 170.78875247575343 27.823174675926566 2.0723841749131671 2.3769450597465029 90.336419191211462 4.3504173532128325 14.420227836817501 31.432371199131012 8.9207292497158033 1.6698370575904848 1.2887709364295004 6.6799456030130413 12.74232345074415 39.211437456309795 70.902113992720842 22.697397021576762 6.478457644581793 4.2026042118668583 3.3028204739093772 3.0591004639863968 12.612863935530184 3.8493334054946899 4.8075166642665854 4.6214484199881545 27.635094627737999 3.6058280803263179 5.486906722187995 9.1164562106132525 9.2266286462545377 13.456128638237713 leaf_count=753 1673 217 17 42 639 26 91 329 141 23 21 36 72 386 624 222 43 26 29 30 141 20 29 34 263 21 33 63 52 104 internal_value=-0.000705794 -0.0102701 -0.0202078 0.000807439 -0.00634152 -0.017851 -0.0223039 -0.031369 -0.00635248 0.0380902 0.0953817 0.00335444 0.0285468 0.00217559 0.0048291 -0.000468688 0.0167218 0.0120852 0.0184126 0.0826855 -0.0169882 0.0589583 -0.00961026 -0.01317 0.00269655 0.00312162 0.0243925 0.0532515 -0.000560761 -4.58249e-05 internal_weight=682.512 93.2335 65.4103 589.279 154.796 64.4593 60.1089 45.6887 14.2563 5.33555 2.95861 434.483 19.4223 415.061 338.785 234.378 104.407 94.0795 77.264 6.36192 16.8155 10.3278 76.2755 71.468 32.2565 211.681 27.4358 12.7223 14.7135 184.245 internal_count=6200 987 770 5213 1312 673 647 556 227 86 44 3901 108 3793 3081 2168 913 850 683 59 167 63 712 683 297 1946 169 84 85 1777 is_linear=0 shrinkage=0.05 Tree=66 num_leaves=31 num_cat=0 split_feature=22 13 44 11 31 44 2 34 5 45 13 29 2 2 44 46 34 16 11 38 11 47 40 49 41 37 44 15 46 49 split_gain=3.77374 7.27494 4.74587 6.9656 6.8018 6.40914 8.88691 4.4956 3.84098 5.40285 6.58914 9.32545 7.52992 4.90112 11.1534 6.96133 7.75217 4.68979 12.528 4.39985 7.20242 5.7493 3.58493 7.44085 5.08393 3.58378 3.43796 6.02408 6.74993 8.54936 threshold=0.022721329820795059 19.286496584714751 1.0268810575023537 0.015945751225388577 7.1540000000000008 1.0300246021743982 -0.16000000000000189 0.94088104906199332 -0.009126740725595826 0.99297706858672419 57.764496939932961 1.0224300020020436 0.3799999999999995 -0.099999999999999964 1.0189502142419917 0.010416666666666732 0.9846149446526935 -0.013668527214785092 0.0094864365474362031 0.74478571988638398 0.013716946543832412 0.0064017075773745357 0.012079957843778801 0.45239623354229591 0.01575335486154952 0.83179232748754173 1.0154755570890315 0.057034570297683551 0.0027397260273972633 0.85198405584302639 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 8 4 5 25 -7 -6 22 -10 11 12 13 -11 17 16 -16 18 -15 20 21 -19 -1 24 -24 -4 27 28 29 -3 right_child=1 26 3 -5 7 6 -8 -9 9 10 -12 -13 -14 14 15 -17 -18 19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.041363604152428492 0.058683603777077736 0.033028241762373664 0.032967778848132297 0.10031216027659334 0.037322357267795196 0.03698906272246455 -0.03542325965240295 -0.036864016957248696 -0.034710549978712348 -0.029507030120608749 -0.05296189103488802 0.12766521532422853 0.13498095965301979 0.16006731348655714 0.051378652074673681 -0.018411801200972633 0.19597888172314415 -0.03065746886107671 -0.053454223617863256 -0.052758381824408153 0.12780722052655455 0.099199798594152164 -0.045209063719508946 0.1145304966172228 0.038367325242849748 0.1225147798679499 -0.00036070475411688254 -0.042411794812538171 0.0054902710260240272 0.14627938124040765 leaf_weight=20.626847878098491 5.4229866974055758 6.2964277863502556 2.58419340848923 1.8569277562201012 2.4378802180290213 9.5791057310998458 7.5977327227592459 12.579084567725657 13.333013515919445 9.9313841313123685 4.7711731679737559 1.5984287038445462 1.0619730614125718 1.3657476417720382 2.220682561397552 1.4066979363560674 1.5909088365733621 6.3232092484831828 1.382230546325445 5.6695561092346898 1.034473583102226 0.98515715450048436 6.1581263374537212 1.1547739878296841 2.5827175490558147 1.9683943130075929 529.33129461482167 3.4613593965768805 12.623150266706942 2.2662228085100651 leaf_count=441 40 66 27 18 11 63 116 161 279 177 98 17 22 17 21 24 22 129 26 124 10 19 121 14 33 28 3892 43 126 15 internal_value=-0.000683126 0.0010534 -0.00865858 0.00583065 0.00105616 0.0189392 0.00495933 -0.0248205 -0.0153816 -0.00720358 0.00211862 0.00972045 0.00400269 -0.000356295 0.0128159 0.0766497 0.111733 -0.00705856 0.0526662 -0.0187712 0.0043255 -0.0131529 -0.0294948 -0.00475507 -0.0205142 0.0716851 0.000489245 0.0187431 0.0287346 0.0630017 internal_weight=681.202 559.401 121.8 38.6033 36.7464 21.7294 17.1768 15.017 83.1971 52.6746 39.3416 34.5704 32.972 31.91 21.9787 5.21829 3.81159 16.7604 2.74798 14.0124 8.34284 7.30837 30.5225 9.89562 8.74084 4.55259 553.978 24.6472 21.1858 8.56265 internal_count=6200 4182 2018 424 406 234 179 172 1594 985 706 608 591 569 392 67 43 325 43 282 158 148 609 168 154 55 4142 250 207 81 is_linear=0 shrinkage=0.05 Tree=67 num_leaves=31 num_cat=0 split_feature=47 7 19 24 10 0 15 5 44 47 37 2 22 39 39 46 47 2 28 7 47 19 5 7 5 33 0 33 12 40 split_gain=3.51421 7.8063 4.20007 7.76112 4.23781 5.26545 4.98368 4.00357 3.9868 4.33843 5.81789 6.03261 6.14995 3.9743 7.86055 7.55892 5.77007 6.2576 6.64002 6.33213 6.53522 6.1642 5.61574 5.53452 8.51637 5.37638 5.339 5.04691 4.93269 6.72623 threshold=0.0015052699554007976 0.026943961322649427 0.15121410709181679 1349173.5000000002 0.026068619261728463 4.3322721501259043 0.4095470305427773 0.041142053892131332 1.0097118573797681 0.0021167755112708798 0.6620766013458127 -0.090000000000000066 0.045028482914370976 1.0673949190182286 1.0532451800547891 0.012846875454644704 0.0028653295128940703 -1.6500000000000019 0.97734366404264594 -0.10384663955147953 0.01262347604367914 0.31965281011310381 -0.064086161508471448 0.15532435110747159 0.010835216655415649 46.950500000000012 6.3841300543428181 3.6122500000000008 54.544730859583417 0.00087553211604596292 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 6 7 -1 -2 10 -10 -12 -13 14 23 27 -15 18 22 -19 25 -22 -18 28 -25 -21 -26 -16 -11 -30 right_child=8 -3 3 -5 -6 -7 -8 -9 9 13 11 12 -14 16 15 -17 17 19 -20 20 21 -23 -24 24 26 -27 -28 -29 29 -31 leaf_value=-0.034542018801070391 -0.035062431713870815 0.012293902952365335 0.017540272687128919 -0.046549915439271818 -0.061790027080054814 0.055864670062524539 0.077885186547368757 0.039584928446167553 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4.5372708886861792 3.543407391756773 2.6388853061944237 67.893009468913078 leaf_count=497 156 217 117 43 59 20 16 18 33 2434 110 175 14 118 26 16 31 159 40 686 228 27 28 69 64 62 20 29 32 656 internal_value=-0.000662792 -0.00974079 -0.0193508 -0.00186738 -0.0287094 -0.0210475 -0.0260904 -0.0298526 0.000760049 0.00123322 0.0187062 0.0244307 0.00384923 0.000163633 0.00294904 0.0495788 -0.00635905 -0.00372628 0.0248355 -0.00733642 -0.00299259 -0.0212366 -0.00159202 0.00184933 -0.0194879 0.00472348 0.00446762 0.0773057 0.00358136 -0.00821811 internal_weight=680.176 92.1623 64.174 22.3745 41.7995 33.9388 31.8504 30.7382 588.013 580.347 33.4762 31.1284 16.6079 546.871 383.222 8.82965 163.649 151.718 17.0249 134.694 116.06 34.4964 9.9196 374.393 28.1093 81.5639 15.9926 6.49617 346.283 70.5319 internal_count=6200 987 770 160 610 551 531 515 5213 5057 332 299 189 4725 3346 71 1379 1261 99 1162 1003 255 59 3275 153 748 84 55 3122 688 is_linear=0 shrinkage=0.05 Tree=68 num_leaves=31 num_cat=0 split_feature=23 10 49 41 10 26 12 5 47 13 26 2 12 7 7 7 46 14 7 2 45 37 7 2 11 11 15 40 49 16 split_gain=3.45367 3.69944 7.95458 9.10197 5.47905 4.57719 4.76121 5.30015 3.99861 5.80967 5.31324 4.87296 4.65718 7.79344 6.94639 6.14584 6.05406 6.38939 8.52338 5.63738 5.56544 6.24371 5.35593 7.25308 6.47283 6.85762 5.16868 6.49776 4.75458 4.49497 threshold=53.375083568502156 0.045184778771184181 0.074349886643716681 0.047270281572978211 0.044482141024729076 5.1304852605369158 32.180749502146668 -0.088884252305902953 0.0015052699554007976 61.931513804537467 51.257327018454255 0.23000000000000223 58.453028908252513 0.15532435110747159 0.14191217403643588 0.12539217970807251 0.0074626865671641694 0.037205353426638783 -0.053195591386058498 -0.56999999999999973 0.99973836087433599 0.86107815783605057 0.07858599358671349 0.0099999999999998996 0.020271409532190365 0.015796398682073064 -9.1042005979050913 0.068659676800027894 0.99997178882994431 0.17695016927688931 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 8 -4 -7 -8 9 -1 11 -11 13 15 16 26 -14 18 -18 -16 21 -20 23 -23 25 -25 -10 -28 29 -21 right_child=-2 2 5 -5 -6 6 7 -9 12 10 -12 -13 14 -15 19 -17 17 -19 20 28 -22 22 -24 24 -26 -27 27 -29 -30 -31 leaf_value=-0.016432531259586682 -0.045139506808316979 0.10125474225051885 -0.05182068440208637 0.0022698331744133225 -0.065051091286923338 0.058289442945089004 -0.044945570736949797 0.0087279625424173876 0.072533580165925093 -0.00032352138894986234 -0.024596702993034302 0.091213888253565592 -0.027210982474881781 -0.042162501184654227 0.052394878177074056 0.055862725493095393 -0.051400905180442692 -0.026580819982300427 0.12048035008790864 0.018174874909656847 -0.016716547285706748 0.094370151323400653 0.093422919481976216 -0.00457798865668552 -0.032718693105870771 0.096110096332842426 0.0036888225816129466 -0.056652115789995738 0.043308114502812856 -0.026777663486750081 leaf_weight=71.43046578578651 4.3323617950081816 4.8387252092361432 3.4652895256876937 4.4658317118883133 3.380270540714263 4.2437095046043387 5.1410413980484 43.661684431135654 2.6886323392391196 2.4665721468627435 3.3981931395828724 3.5412969440221786 47.95285315439105 9.2700325548648816 6.7695708945393553 5.6788973808288565 4.7476500645279875 17.803257316350937 1.9008417651057303 9.4195355176925712 7.2636595740914336 2.4591432251036229 2.516229696571826 4.2996175568550807 7.0187021568417549 2.7873115949332714 368.69135347008705 4.5161384195089331 5.5206024870276442 13.576024260371922 leaf_count=855 38 21 21 21 20 19 27 221 13 26 23 27 584 54 33 31 36 150 15 62 64 18 17 52 57 20 3535 23 30 87 internal_value=-0.000639664 -0.000354014 0.0109073 0.0537458 -0.00157087 0.00385407 0.00749106 0.00307381 -0.00121661 -0.0115684 0.0253701 0.0536326 0.000377669 0.00313576 -0.00766489 0.00423624 -0.014469 -0.00244037 0.0105859 0.0113769 0.021005 0.0340637 0.0254549 0.0151304 0.00131596 0.035023 0.00345629 0.00295864 0.00163948 -0.00836402 internal_weight=679.245 674.913 65.8163 9.30456 609.097 56.5117 53.0464 48.8027 605.717 80.8365 9.40606 6.00787 524.88 390.845 134.035 381.575 98.7493 50.7964 32.9932 35.2857 28.2455 20.9818 19.081 16.5648 14.1056 7.08693 375.896 373.207 28.5162 22.9956 internal_count=6200 6162 330 42 5832 288 267 248 5812 931 76 53 4881 3656 1225 3602 1013 429 279 212 243 179 164 147 129 72 3571 3558 179 149 is_linear=0 shrinkage=0.05 Tree=69 num_leaves=31 num_cat=0 split_feature=22 13 0 0 25 0 21 38 44 31 5 10 45 47 9 13 20 12 46 31 34 22 46 34 45 46 10 26 44 15 split_gain=3.32749 6.35463 5.05391 6.71733 6.01645 5.21062 4.82371 6.8774 4.39786 3.89465 3.51469 7.78053 5.24088 4.99594 5.41075 4.27174 5.88634 6.82548 6.82001 5.73557 6.61079 5.44567 7.08107 4.98529 3.39056 3.36621 11.0182 3.20895 3.03626 5.43328 threshold=0.022721329820795059 19.286496584714751 2.6658090501581833 2.99426921027856 3.4538994170785711 3.897208386824119 0.12921099492505581 1.4725892189405225 1.0616998996354103 3.8470000000000009 -0.009126740725595826 0.014749586120160153 0.99699003381317419 0.00034855418049365301 0.010339554576402331 57.764496939932961 0.17555084129476242 33.991566970821104 0.0053475158049877975 3.5605000000000007 0.9949807295464842 0.020166966001204444 0.0049222225777083121 1.0072042423997034 1.0059205795926816 0.0018600326511195046 0.015463657759163576 97.947900933266055 1.0154755570890315 0.057034570297683551 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 10 6 5 -5 9 -8 -7 -4 25 12 13 14 -12 16 18 -18 19 20 24 23 -23 -19 -14 26 -1 -15 29 -3 right_child=1 28 3 4 -6 8 7 -9 -10 -11 11 -13 15 27 -16 -17 17 21 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.031383505600234333 0.054090607398088408 0.026791416310401907 0.044083630401158889 -0.033979489272988071 0.075876408925542746 0.024877283484856474 -0.053459614979214511 0.078826841983838991 -0.048915623484287768 0.13838830279381115 0.10122253865171904 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3.3493608422577372 leaf_count=151 40 207 33 161 19 86 40 19 22 22 29 155 36 316 22 48 17 103 93 44 34 28 18 19 26 437 22 18 3892 43 internal_value=-0.00061622 0.00100647 -0.00817639 0.00730328 -0.00454027 -0.0112107 0.0460279 0.00568048 0.0108856 0.0808803 -0.0149882 -0.007346 0.000566194 -0.0204363 0.0454798 0.0142177 0.0199727 0.0474474 -0.00102781 0.0255178 0.04582 0.0305499 0.0831271 0.00278231 0.0202402 -0.028806 -0.00253095 -0.0309618 0.000470398 0.0175567 internal_weight=678.093 558.268 119.825 36.6158 28.04 25.8923 8.57577 3.97456 13.1402 4.6012 83.209 53.5774 45.6975 18.002 2.47877 27.6955 25.5048 11.0493 14.4556 9.04922 7.18121 9.32515 3.22282 6.10234 5.59147 29.6317 8.63678 15.5232 552.687 24.8324 internal_count=6200 4182 2018 402 288 269 114 59 108 55 1616 1006 851 385 51 466 418 185 233 140 96 168 46 122 62 610 173 334 4142 250 is_linear=0 shrinkage=0.05 Tree=70 num_leaves=31 num_cat=0 split_feature=23 47 35 35 45 44 23 25 25 6 46 45 16 46 20 46 18 33 49 5 37 5 9 25 37 19 23 13 0 50 split_gain=3.71722 8.36548 7.18739 9.66366 6.91814 6.00824 5.51479 6.38991 6.90373 6.38057 8.34787 6.30485 6.79265 6.01574 6.03558 7.21067 6.55475 5.9422 5.34368 4.98809 6.49588 4.94921 5.76935 6.10748 5.72085 5.05514 4.74857 5.12823 5.75839 6.54603 threshold=10.499696295226739 0.016550531699692981 0.936934464546337 0.95573452501769229 1.001700267285156 1.0286415733259029 15.343481540273372 0.0044101245581675838 -0.0690562339513867 -0.05110744504173325 0.0097719869706840174 0.99496503338922271 -0.35209736085226595 0.0036373447387041589 0.29091152330003106 1.0000000180025095e-35 63.673608196349242 5.207250000000001 0.27927691831116136 0.016092677517009938 1.0612845138746307 0.025183141057580575 0.012573680596208073 0.57217101272475757 0.7262709197061249 0.087392167000910001 39.967994126034206 53.831993102881363 2.2347969457828358 0.97540675039409019 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 21 -2 8 26 11 -11 -10 -13 14 -9 16 17 -16 -15 20 -12 22 23 -5 -24 -26 27 -8 29 -29 right_child=6 4 3 5 -6 -7 7 13 9 10 19 12 -14 18 15 -17 -18 -19 -20 -21 -22 -23 24 -25 25 -27 -28 28 -30 -31 leaf_value=-0.0043915775969232849 -0.013643449915338541 0.089641729160125749 0.072442873765033833 -0.046309242701546689 0.011789804793748826 0.035784721043857722 0.011290872067251991 -0.039874823263750955 0.11394484744047582 -0.014500224042395055 -0.012463447014154461 -0.027263815598784848 0.071905335993128414 -0.013166525631477997 -0.035854752658181131 -0.022059442207350042 0.089841542172241023 0.050564593295185756 0.0059526424380237789 0.080307887996388716 0.067911730215622287 -0.047758854814501081 -0.042511436424538467 0.081995933345610617 0.11383444833410353 0.026096684706801515 -0.022061827586224655 0.0081064504785006691 -0.014029721829228771 0.10936732157269353 leaf_weight=75.83849591575563 67.513426641002297 5.5951758697628957 7.4996563680469981 6.4566032476723256 5.8237325362861156 15.080923371016977 130.71646482124925 21.046153979375958 3.5325744375586492 13.574330361559989 6.2986595891416055 2.8701160475611687 4.3344654589891434 52.452519979327917 4.3542943447828275 22.275199625641108 3.0405988916754714 3.662049213424325 120.51489046961069 5.0000644475221625 4.1834466531872749 5.1558169629424802 2.4173014983534804 1.083087148144841 2.0228652022778979 8.7132505215704423 16.646073173731565 8.7564050573855621 47.452518362551928 1.9517478421330441 leaf_count=921 669 38 45 124 40 99 1170 274 21 133 39 16 27 480 38 236 16 28 867 25 25 61 22 19 26 73 136 120 350 15 internal_value=0.00158241 0.00898099 0.0052176 0.0202652 0.0499366 0.0107045 -0.000276041 0.00163331 0.00722988 0.026292 0.0141213 0.0592279 0.032399 -0.00440565 -0.0189114 -0.00567496 0.0273331 0.00362358 0.000154738 0.0392159 0.0196146 -0.00392789 0.00699286 -0.027878 0.0269813 0.042628 0.00353904 0.00579529 -0.00655606 0.026563 internal_weight=675.863 135.687 124.268 48.4295 11.4189 40.9298 540.176 472.663 245.317 39.7937 29.0565 10.7372 7.20458 227.346 54.3783 33.3321 11.0569 8.01634 172.967 15.4822 10.4821 25.8489 20.6931 7.53969 13.1534 10.7361 205.523 188.877 58.1607 10.7082 internal_count=6153 1468 1390 469 78 424 4685 4016 2077 286 222 64 43 1939 592 318 82 66 1347 89 64 325 264 143 121 99 1791 1655 485 135 is_linear=0 shrinkage=0.05 Tree=71 num_leaves=31 num_cat=0 split_feature=23 47 29 35 24 37 25 10 11 25 23 25 39 14 15 15 35 39 40 40 23 6 6 45 40 39 39 13 12 28 split_gain=3.33592 7.33336 6.44247 8.52892 6.20029 5.44852 5.61803 11.7639 9.16157 5.94581 5.01529 5.75647 8.32345 7.04264 7.41498 7.71676 6.91555 6.01156 5.92079 7.68623 5.74502 5.47918 8.84973 5.89543 6.50272 5.9144 8.66064 6.07583 12.2575 5.677 threshold=10.499696295226739 0.016550531699692981 0.93021956696625419 0.95573452501769229 -247044.49999999997 0.72194735400304466 0.2769607979552175 0.015204934985548717 0.01437580812663369 0.87403373168370779 15.343481540273372 0.0044101245581675838 0.74272939028244556 -0.32469222651872082 -0.42867611773615472 -0.37727703964652176 0.90561787533213123 0.73683586914397947 0.0097748823742307995 0.012772681857425529 20.887372740327933 0.0087341551944634128 0.019926219973113283 1.0521087853316005 0.0079210888240913175 0.6265370736152539 0.95893414337017469 36.167576422303462 26.139884981200229 1.0103021148610696 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 -5 8 -8 -7 -9 -2 12 17 14 18 -16 -17 -12 -14 -20 -21 23 -23 24 25 -13 27 28 -27 -26 right_child=10 4 3 5 -6 6 7 9 -10 -11 11 21 13 -15 15 16 -18 -19 19 20 -22 22 -24 -25 29 26 -28 -29 -30 -31 leaf_value=-0.004191611040694666 -0.013081368625069071 -0.0021255521433875971 0.06764259717851627 -0.04055148422557131 0.073788135388598783 -0.054161716329522928 0.14544534456817806 0.058307723348504453 0.019355490803360936 -0.031627567931223718 0.020036235171355547 -0.041792553121021758 -0.028049347830425387 -0.0043062175005904929 0.10882427277180383 0.083432829936232522 -0.015508916711062942 0.097329556134570894 0.073979985888403585 0.046378667045423455 -0.0057212658635191291 0.046045853978622597 -0.00092816800534464795 0.068868719775240561 -0.027055874882953607 0.016867545128422288 -0.024369377813620089 -0.0020613574605903048 0.12138918824242879 0.0081886672480118734 leaf_weight=75.676022931933403 66.909393507987261 4.2077477350831032 7.6368608921766272 4.7015709355473509 7.455720126628874 5.2932566087693003 2.3902005236595851 4.0920068956911564 21.251016004011035 3.3360137306153774 54.151240695267916 5.7530365400016299 9.2108499612659198 135.11663070321083 3.9962031133472919 2.8772628605365735 4.5729535073041916 2.638166267424821 5.0622894950211039 7.0219172276556518 21.46820143610239 11.185834888368843 96.751335643231869 2.2314219698309889 66.873523054644465 7.7428951989859396 9.9975168313831073 7.6931999754160634 4.3983354605734348 13.779819425195454 leaf_count=922 669 30 44 48 48 106 27 30 179 34 451 61 91 1197 32 13 51 19 33 40 150 95 708 11 641 88 130 82 28 95 internal_value=0.00149522 0.00849217 0.00493723 0.0191225 0.0464013 0.010099 0.016648 0.048963 0.00469525 0.0179167 -0.000269353 0.00154483 0.00683796 0.00180202 0.0170267 0.0527694 0.0227022 0.0236269 0.00745948 0.0172074 0.00711973 -0.00420906 0.00393988 -0.0116335 -0.0131789 0.00462522 0.0135768 0.0327035 0.054732 -0.0210343 internal_weight=675.472 136.04 124.377 48.7009 11.6635 41.0641 36.3625 9.81822 26.5443 7.42802 539.432 472.523 246.116 189.326 54.2097 11.4464 7.45022 56.7894 42.7633 33.5524 28.4901 226.407 107.937 118.47 116.238 35.585 29.8319 19.8344 12.1412 80.6533 internal_count=6153 1468 1390 468 78 424 376 91 285 64 4685 4016 2077 1607 410 96 64 470 314 223 190 1939 803 1136 1125 389 328 198 116 736 is_linear=0 shrinkage=0.05 Tree=72 num_leaves=31 num_cat=0 split_feature=21 18 23 47 29 29 45 44 7 1 47 10 6 45 26 10 11 48 10 23 1 10 33 48 6 37 10 10 23 48 split_gain=3.12286 4.67345 2.89631 6.47047 5.76045 5.72668 5.57414 5.04425 5.87939 7.6277 4.73559 4.37894 4.32574 5.91465 6.82301 6.31105 5.37528 4.1761 5.03429 8.62592 8.06932 5.69555 4.7721 4.29699 4.10908 4.27227 4.10647 4.77271 4.03014 3.98603 threshold=37.251474139451112 548.56973680783437 10.499696295226739 0.016550531699692981 0.93021956696625419 0.9548686775763785 1.001700267285156 1.0286415733259029 -0.07663496676039093 -1.9357849071832121 0.0090878440267032849 0.022142462525008625 -0.13266706763895661 0.9971530119310078 48.737030349245359 0.033620792576960289 0.018242137419365086 22.445876086295765 0.0083219478943725184 19.891722891344745 -0.32302031829163508 0.012659525962304744 9.8880000000000017 9.0671549820862456 -0.011109396962528604 1.0902303241756124 0.027156513401337498 0.03389812626114861 15.343481540273372 38.342230233750904 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 12 11 -5 8 -7 -10 -11 -6 -1 14 -14 16 29 23 19 22 -21 -20 -19 -4 -16 -26 -9 -28 -23 -15 right_child=-2 -3 17 6 5 7 -8 26 9 10 -12 -13 13 15 24 -17 -18 18 21 20 -22 28 -24 -25 25 -27 27 -29 -30 -31 leaf_value=0.038387800298970182 -0.030001315039735518 0.073807529032942909 0.052894986725089292 0.077500622129949986 0.084676559805914875 -0.050389477395270992 0.0089389350483586125 0.058656982689182791 0.10035788346486685 -0.01163894107345918 0.071944521958269267 0.015120544273534856 -0.044888143229735639 0.0051272969443260557 -0.038411808068944599 -0.06676230080782225 -0.062574711069820668 -0.052718597760403586 -0.018715673737667714 -0.0013060661328437387 0.13026461624018407 -0.011011777494385172 0.068777357713574849 -0.027748190121650335 0.1045804228440676 -0.00031170278426349813 -0.032127198224057685 0.045439131721777402 0.00337711881208573 0.04742699823492702 leaf_weight=5.5761046297848216 7.8199837505817404 2.2444953471422187 1.7959815617650772 5.9475429356098157 5.0767359361052495 5.3971317149698725 5.910658735781908 7.5171819329261762 2.0294813029468086 15.033228542655712 1.9099187329411496 4.0823063068091869 16.641826583072547 34.933330908417702 2.1535945311188698 3.0567936599254599 2.5749485045671454 2.7855486851185547 37.109025564044714 1.8499696310609577 3.1490418389439583 55.313402893021703 1.13855998031795 20.582399209961295 1.7865883950144046 2.1258847881108522 3.9229655116796494 4.0106591433286667 404.79144854657352 6.6256898567080489 leaf_count=32 40 10 30 38 27 50 40 52 12 232 20 28 287 431 23 18 18 66 651 33 39 477 17 261 21 29 26 21 3061 63 internal_value=0.00141192 0.00178017 0.001537 0.00803529 0.00467269 0.0180259 0.0433264 0.00982646 -0.00434337 0.00875534 -0.00221698 0.0536745 -0.00399293 -0.00737381 -0.028341 0.00271547 0.00752761 -0.000139006 0.000795553 0.0380192 0.0815746 0.00012753 -0.0174672 -0.0212762 0.0170549 0.0475861 0.0321758 0.00708465 0.0016473 0.0118711 internal_weight=674.892 667.072 664.828 136.313 124.454 48.9796 11.8582 39.8206 24.3698 18.9726 16.9431 9.15904 75.4748 69.8987 22.7079 47.1908 44.134 528.515 506.137 8.92312 4.99901 497.214 3.92411 22.3784 6.06607 3.91247 15.4508 7.93362 460.105 41.559 internal_count=6153 6113 6103 1468 1390 468 78 413 314 264 252 55 922 890 360 530 512 4635 4344 155 72 4189 83 291 73 50 99 47 3538 494 is_linear=0 shrinkage=0.05 Tree=73 num_leaves=31 num_cat=0 split_feature=16 6 41 25 48 39 38 5 39 23 19 5 7 13 45 38 37 47 47 45 38 38 6 35 33 2 6 2 41 7 split_gain=3.19592 3.0018 9.11469 5.81073 5.6223 6.95108 7.91399 5.52175 5.44707 5.20623 6.73048 5.75847 5.82918 7.49259 4.7985 4.79362 6.86862 6.45683 6.64557 5.32054 4.78184 5.7368 6.26488 7.16158 6.10432 4.95295 4.57296 6.28349 9.29515 7.37437 threshold=1.68369837618278 -0.025511940046748113 0.012647155770376098 1.0000000180025095e-35 54.057838539902313 1.1057474810876906 0.92480546224198312 -0.032565807906000381 0.99289980985125503 31.039374535662198 0.28934161276348241 -0.046890362248006016 0.0014585291112837464 42.035766797397692 1.036000470111047 0.9765853380173688 0.9632707841032665 0.0085470085470086121 0.005228551877937704 1.0195627222830927 0.88352704630021117 0.60138397425993573 -0.15116940627886852 0.91273610006885864 40.666000000000004 0.04999999999999994 -0.017950168089190973 -0.11500000000000198 0.019841882358051958 -0.044292702312300029 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 7 5 6 20 9 -6 11 -11 12 13 -4 -7 19 -17 18 -18 -8 21 -5 -23 -24 25 -25 27 28 -3 -29 right_child=-2 26 3 4 8 14 15 -9 -10 10 -12 -13 -14 -15 -16 16 17 -19 -20 -21 -22 22 23 24 -26 -27 -28 29 -30 -31 leaf_value=-0.020252140040437228 -0.017874532811732732 0.076350045307980452 0.006897326807772778 -0.05903496397856535 -0.057289084347411701 -0.043418480863229622 0.093685709449705598 0.026862087125796887 0.022578363651957645 0.081686972252514464 -0.0029933325703910265 -0.037192730401306086 0.05007754000389051 -0.047182970992748853 0.037256528078244172 -0.047482993339570505 0.036037714470102879 0.077431753974919415 -0.049549593795392047 0.0047748749542690623 -0.051641237428636133 0.081219047804891503 -0.039704851261673106 0.014390786006542273 -0.045988742102689086 0.083589006472523514 0.0031454914070314956 0.033056102777870994 -0.011985250727974243 -0.036222185057938942 leaf_weight=55.31840980425477 20.981031745672226 9.3781600818038005 39.52999821677804 3.8261220306158092 9.1402289420366269 13.108512934297321 4.624206971377137 35.003696711733937 2.7853984832763663 4.4869275130331499 4.9189269170165062 10.043164711445568 6.0998382642865172 7.6429286785423747 2.1447508335113517 3.702694762498143 6.4761953055858594 4.6468451470136634 3.4904624931514263 2.6451015248894691 5.6131107881665221 2.5337218344211569 8.2032177038490826 10.801634300500156 3.1491326279938212 3.3998329043388358 370.9597227089107 8.5341497939079982 4.3637128025293341 6.9853505529463282 leaf_count=809 110 88 289 35 66 135 34 261 20 28 25 89 34 49 13 29 47 26 27 16 47 15 69 79 25 25 3464 73 27 99 internal_value=0.00133394 0.00195059 -0.00230855 0.00270421 -0.00665138 -0.00178414 0.00553665 0.0105457 -0.0386349 0.002692 0.0374022 -0.00246435 0.00408276 -0.00186473 -0.0320748 0.0269796 0.0133453 0.0287576 0.00606385 0.0613335 -0.00908301 -0.00159769 0.0062265 -0.00120919 0.0169912 0.0309568 0.00464657 0.0236764 0.0482993 0.00187384 internal_weight=674.537 653.556 253.335 198.017 90.2912 78.3655 63.1123 107.725 11.9256 72.7218 9.40585 63.3159 53.2728 47.1729 15.2533 25.5855 18.3162 14.6135 9.96666 7.26931 37.5268 31.9137 28.0875 25.5538 17.3506 14.2015 400.221 29.2614 13.7419 15.5195 internal_count=6153 6043 2292 1483 708 622 474 775 86 514 53 461 372 338 148 179 129 100 74 50 295 248 213 198 129 104 3751 287 115 172 is_linear=0 shrinkage=0.05 Tree=74 num_leaves=31 num_cat=0 split_feature=2 22 41 6 9 20 37 22 22 5 46 23 19 25 5 41 37 10 41 49 10 10 50 22 20 5 25 10 12 37 split_gain=3.06749 3.40161 3.8197 2.89101 8.04301 11.3536 7.05725 8.91335 9.45925 6.35452 8.8301 6.31268 11.8523 9.38047 6.19798 5.78077 6.17412 5.67234 5.30249 5.09208 5.27876 7.38732 15.3894 4.9937 9.13034 8.1465 5.91676 8.59175 5.47459 4.91114 threshold=-13.064999999999996 0.084014430475760307 0.056689056056230182 -0.025511940046748113 0.019897329641903289 0.15876185751706054 0.7769282089576256 0.05667792785805046 0.047837058655402283 -0.031976639378024412 0.0014351162985232397 20.070487499949209 0.10788252422326709 0.0044101245581675838 -0.025452957804256101 0.019600328338216691 0.73308316216908265 0.021767277741038728 0.017430644449287373 0.77132183322653813 0.028335017965210815 0.019811090077560951 0.31569310000158363 0.032536207270867833 0.12819172945422899 -0.054771561949950302 0.035211388558007879 0.026215016825363435 25.518856465380868 0.89667084892727333 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 9 7 8 15 -2 -11 17 13 -13 -14 16 18 -12 -6 20 21 22 -8 24 25 -23 27 -25 -28 -22 right_child=1 -3 -4 -5 6 -7 19 -9 -10 10 11 12 14 -15 -16 -17 -18 -19 -20 -21 29 23 -24 26 -26 -27 28 -29 -30 -31 leaf_value=-0.02777969195419791 -0.011040870499156205 0.028840868641255603 -0.031653963072846819 0.0041756105131642626 -0.013588645279264403 -0.033514380274912492 -0.03381183382367417 -0.065136416719463908 0.052797001740791508 -0.054452636380073777 -0.01643104355210721 0.21619683265622214 0.090617287945839717 0.054057985142892451 -0.019132498454907026 -0.047912971191594544 -0.057012948755458509 0.071451642662592615 0.095813342810184818 -0.047888089192042335 0.026465579293864588 0.07186277716137171 0.073340778246948887 0.022063247053696756 0.12053414687083944 -0.042548679322168839 0.053134615502031315 0.11282405087730817 -0.02471771046462155 -0.0087200204347137478 leaf_weight=8.9735628589987737 43.773273650556803 11.306811302900313 8.7393234893679601 408.15339798852801 1.9927930422127307 41.180211152881384 11.57824267446995 7.0667796581983557 6.0125768408179274 3.2278968412429121 7.028738062828781 1.8015879653394207 1.9847654048353431 1.7669590730220077 3.6561283133924007 8.7197507098317129 2.0794290527701378 2.4853362701833248 2.4933145008981228 3.460711181163787 14.143301546573637 4.0750653259456158 4.7155950590968123 9.0558271035552043 4.5052592717111111 2.5167745538055879 3.1898142546415311 3.6618987172842017 7.7311678975820541 33.190203718841076 leaf_count=45 513 52 49 3787 25 495 115 43 33 59 120 19 21 26 44 85 21 20 22 26 78 23 36 59 30 26 20 18 57 186 internal_value=0.00125851 0.00165018 0.00118008 0.00162479 -0.00276642 -0.0129291 0.00557869 -0.0164779 -0.000332619 -3.12156e-05 0.0219231 0.0350901 0.0645988 0.135914 0.0194833 -0.0212315 0.0142043 0.00652632 0.0472154 0.0117229 0.0138202 0.0249758 -0.00280083 0.0380052 0.0656746 0.0281803 0.0250159 0.0481966 -0.0019785 0.00179347 internal_weight=674.266 665.293 653.986 645.247 237.093 106.905 130.189 28.3646 21.2979 65.7247 21.9514 18.7235 9.20944 3.56855 5.64089 15.2853 6.56554 9.51407 4.48611 101.824 98.3632 51.0296 16.2938 34.7358 11.0971 6.59184 23.6387 12.7177 10.921 47.3335 internal_count=6153 6108 6056 6007 2220 1317 903 229 186 822 309 250 110 45 65 153 68 140 47 674 648 384 151 233 79 49 154 77 77 264 is_linear=0 shrinkage=0.05 end of trees feature_importances: upper_shadow=101 lower_shadow=98 atr_ratio=89 ret_20=82 ret_10=81 vol_ratio_20=80 macd_signal=78 vol_10=74 vol_20=73 open_close_ratio=71 adx_14=67 obv_ret=65 amihud_5=65 涨跌额=64 change_pct=62 vol_ratio_5=62 vol_ratio_10=59 amihud=59 vol_5=57 high_low_ratio=57 price_to_vwma5=55 bb_width=52 amplitude=51 ret_5=48 price_to_ma5=45 macd_diff=44 mfi_14=44 rsi_6=43 ma60=39 bb_pct=38 atr_14=36 price_to_vwma20=34 stoch_d=34 obv=32 stoch_k=29 rsi_14=26 macd=25 ma10=22 price_to_ma20=21 vwma_5=19 bb_upper=18 bb_lower=16 vwma_20=13 ret_1=9 ma5=8 ma20=5 parameters: [boosting: gbdt] [objective: binary] [metric: auc] [tree_learner: serial] [device_type: cpu] [data_sample_strategy: bagging] [data: ] [valid: ] [num_iterations: 300] [learning_rate: 0.05] [num_leaves: 31] [num_threads: 3] [seed: 0] [deterministic: 0] [force_col_wise: 0] [force_row_wise: 0] [histogram_pool_size: -1] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.8] [pos_bagging_fraction: 1] [neg_bagging_fraction: 1] [bagging_freq: 5] [bagging_seed: 3] [bagging_by_query: 0] [feature_fraction: 0.8] [feature_fraction_bynode: 1] [feature_fraction_seed: 2] [extra_trees: 0] [extra_seed: 6] [early_stopping_round: 0] [early_stopping_min_delta: 0] [first_metric_only: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [linear_lambda: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 4] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [monotone_constraints_method: basic] [monotone_penalty: 0] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [cegb_tradeoff: 1] [cegb_penalty_split: 0] [cegb_penalty_feature_lazy: ] [cegb_penalty_feature_coupled: ] [path_smooth: 0] [interaction_constraints: ] [verbosity: -1] [saved_feature_importance_type: 0] [use_quantized_grad: 0] [num_grad_quant_bins: 4] [quant_train_renew_leaf: 0] [stochastic_rounding: 1] [linear_tree: 0] [max_bin: 255] [max_bin_by_feature: ] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [data_random_seed: 1] [is_enable_sparse: 1] [enable_bundle: 1] [use_missing: 1] [zero_as_missing: 0] [feature_pre_filter: 1] [pre_partition: 0] [two_round: 0] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [forcedbins_filename: ] [precise_float_parser: 0] [parser_config_file: ] [objective_seed: 5] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [lambdarank_truncation_level: 30] [lambdarank_norm: 1] [label_gain: ] [lambdarank_position_bias_regularization: 0] [eval_at: ] [multi_error_top_k: 1] [auc_mu_weights: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_device_id_list: ] [gpu_use_dp: 0] [num_gpu: 1] end of parameters pandas_categorical:[]